vector
sequencelengths 1.02k
1.02k
| text
stringlengths 2
11.8k
|
|---|---|
[
0.05942314,
-0.018312974,
-0.0047445935,
-0.00051080325,
-0.022970775,
0.010096726,
0.022695936,
-0.0036217305,
-0.01384322,
0.03564231,
0.054418173,
-0.035931617,
0.019151956,
-0.048718873,
0.007033715,
0.050541494,
0.008845485,
-0.04194915,
-0.027397133,
0.009843585,
-0.0020377885,
-0.012440093,
-0.07510344,
-0.05230625,
-0.02768644,
-0.0021354286,
0.027310343,
0.0038152027,
0.06463062,
0.051496197,
-0.020468293,
-0.051351544,
0.0074351253,
-0.020974575,
-0.03598948,
-0.02129281,
-0.021596579,
0.0035295147,
-0.014884716,
-0.02971157,
0.03228638,
-0.02265254,
0.025632378,
-0.044495028,
-0.037725303,
-0.003236594,
-0.013741963,
-0.030203387,
0.013741963,
-0.047995612,
-0.033993278,
0.027527321,
0.011651738,
-0.005529332,
-0.028901517,
-0.027194621,
0.0032040472,
0.0016725415,
-0.043106366,
-0.038882524,
0.03225745,
0.004936258,
0.008353666,
-0.04721449,
0.0107765915,
0.06654003,
-0.031071302,
0.009807422,
0.007883547,
0.010928477,
-0.054447103,
-0.0050845263,
-0.03098451,
-0.030608414,
-0.010038866,
0.019672705,
0.030029805,
0.0072723916,
-0.023722967,
0.0051460033,
-0.0000010276807,
0.010487287,
-0.0007494794,
-0.009344535,
-0.02395441,
-0.049326412,
0.042238455,
-0.017184686,
0.003413793,
-0.008028199,
-0.00825241,
0.034832258,
0.0010604818,
0.006498502,
0.012671536,
0.02749839,
-0.018732466,
0.030492691,
0.039547924,
-0.040155463,
0.0117168315,
0.09014728,
0.003793505,
0.02320222,
-0.021307275,
0.010841685,
0.0045782435,
0.025820425,
-0.016620543,
-0.031794563,
-0.0073338686,
0.01259921,
0.0035403636,
0.021249413,
-0.0029509056,
0.011065897,
0.009561513,
0.031273816,
-0.0155211855,
-0.023390267,
0.010574079,
-0.0138070565,
0.012975306,
-0.073656924,
0.0033125363,
-0.049152832,
-0.029595848,
0.0484585,
-0.029537987,
-0.023751898,
-0.022609144,
-0.006661236,
-0.023708502,
0.043106366,
0.027903417,
-0.023766363,
0.02201607,
0.019108562,
-0.0088310195,
-0.0025277978,
0.01611426,
-0.013134424,
-0.027932348,
0.078459375,
-0.0036325795,
-0.008686367,
0.014154222,
-0.0685073,
-0.04304851,
-0.0025603448,
-0.06416773,
0.0038079703,
0.0010170861,
0.012114625,
0.015564581,
-0.02447516,
-0.037696373,
0.02780216,
-0.010718731,
-0.008708064,
0.05407101,
-0.0008674614,
-0.010711499,
0.053492397,
-0.028727936,
0.05496785,
-0.037841026,
-0.0064261756,
0.0018289468,
-0.019860752,
0.05687726,
-0.004585476,
-0.029089566,
0.019426797,
0.04067621,
0.012534116,
0.05765838,
0.013199517,
0.007514684,
0.045160428,
-0.0010351676,
0.0039200755,
0.035844825,
0.046780534,
0.008353666,
-0.015304207,
-0.029118495,
-0.024995906,
-0.020309174,
0.030579483,
0.03436937,
0.03425365,
-0.044495028,
0.02968264,
-0.04330888,
-0.004502301,
-0.035815895,
0.029306544,
-0.018963909,
-0.048921388,
0.007825687,
0.029089566,
-0.056472234,
0.021596579,
-0.057282288,
0.06897019,
-0.0037030973,
0.050512563,
0.00017923316,
0.02298524,
0.04895032,
-0.019918613,
-0.044813264,
-0.0055112503,
-0.0013371292,
0.024938047,
-0.0029581382,
0.05031005,
-0.0038983778,
-0.01799474,
0.023014171,
0.01717022,
0.031100232,
-0.01517402,
0.014638807,
-0.015217416,
-0.022739332,
0.0051785503,
0.0484585,
0.031939216,
-0.0038947617,
0.037233487,
-0.021972675,
0.04657802,
0.00437573,
0.035844825,
0.028568817,
0.042151663,
-0.029769432,
0.00077253336,
-0.0062345117,
0.039171826,
-0.007970339,
0.021234948,
-0.0064695715,
0.032778196,
-0.006711864,
0.00838983,
-0.032749265,
0.061621856,
-0.01947019,
0.034571886,
0.0044118934,
-0.015347603,
-0.063994154,
0.00654913,
0.013373099,
0.039258618,
-0.050252188,
-0.03795675,
0.014609876,
0.038795732,
-0.031331677,
-0.015636908,
0.03237317,
0.08621273,
-0.017980274,
0.027643044,
0.02195821,
-0.0115070855,
-0.02677513,
-0.018718,
-0.05872881,
-0.005475087,
-0.040271185,
0.00054470607,
0.03824605,
-0.020121127,
0.016461425,
0.0038152027,
0.0055727274,
-0.0014031267,
-0.0033613564,
0.058381643,
0.052537695,
0.037812095,
-0.037436,
0.046751603,
-0.034571886,
0.015492255,
-0.02801914,
-0.016736263,
0.006726329,
-0.042267386,
0.051988017,
0.0066757007,
-0.007709964,
-0.031823494,
-0.014052965,
-0.0032402102,
0.0056920657,
0.019629309,
-0.00916372,
0.018934978,
-0.010147355,
-0.011470922,
0.00591266,
-0.025560051,
0.058468435,
-0.010480055,
-0.01769097,
0.012859584,
-0.012382232,
0.05739801,
-0.026153125,
0.05424459,
0.048661012,
-0.010096726,
-0.035092633,
-0.0056559024,
-0.01935447,
0.0006314974,
-0.027266948,
0.0024536636,
-0.054389242,
0.06601928,
-0.008946741,
-0.053232025,
0.020338105,
-0.036365572,
-0.03619199,
-0.0151450895,
-0.052769136,
0.048198126,
0.0023560233,
-0.0039056104,
-0.041486263,
0.029827291,
-0.037002042,
0.00461079,
0.00858511,
-0.03272034,
0.011572179,
0.017604178,
0.012483489,
-0.010407729,
0.042527758,
-0.03303857,
-0.0042383107,
-0.007659336,
-0.00607901,
-0.0069469237,
0.0040972745,
0.0111309895,
0.0056052743,
0.0058873463,
0.00016103862,
0.02253682,
0.013315239,
0.016678404,
0.03674167,
0.016215516,
0.0002411624,
0.019730566,
-0.03237317,
0.008353666,
0.003981553,
0.0012657071,
0.05172764,
-0.021307275,
-0.01193381,
0.004115356,
-0.040791932,
0.004361265,
0.013792591,
0.015419928,
0.014132524,
0.035266217,
0.050686143,
-0.0053268187,
-0.03428258,
-0.01163004,
0.027064433,
0.02882919,
0.031158093,
0.041225888,
-0.01902177,
-0.011420295,
-0.016678404,
-0.025372002,
0.028120395,
-0.009279441,
-0.035150494,
-0.030839857,
-0.024099063,
-0.027903417,
0.018891582,
0.050107535,
0.033732902,
0.015651373,
0.047417004,
-0.038332842,
-0.0077461274,
0.03298071,
0.021900348,
-0.022782728,
-0.038564287,
0.039808296,
0.009286674,
-0.013105493,
-0.006650387,
0.0029635627,
-0.001206038,
0.017517386,
0.007825687,
-0.004003251,
-0.040126532,
0.011290107,
-0.026109729,
0.052103736,
-0.013893847,
0.00045814077,
-0.03434044,
0.03668381,
0.032836057,
-0.07076388,
0.0054606223,
-0.05172764,
0.006744411,
0.04261455,
0.005706531,
-0.032170657,
-0.009481954,
-0.007623173,
-0.04267241,
0.052855927,
0.01367687,
-0.039547924,
-0.001215983,
-0.005424459,
-0.0126353735,
-0.024041202,
-0.021726767,
-0.021596579,
0.038188193,
-0.0055474136,
0.015448859,
-0.04458182,
-0.016982174,
0.014718366,
0.04652016,
-0.04773524,
0.037436,
-0.0049941186,
-0.021538718,
-0.016345704,
-0.004252776,
0.014826855,
0.029075101,
0.00922158,
-0.040849794,
-0.017936878,
0.035092633,
-0.043829627,
-0.03862215,
0.00039847172,
0.03402221,
0.0035096249,
0.046722673,
0.0011291916,
-0.009098626,
0.055488598,
0.018529952,
-0.03546873,
0.0073917294,
-0.013322472,
0.022117328,
-0.022001605,
-0.017155755,
0.0057969387,
-0.056501165,
0.06324196,
-0.023925481,
-0.011391364,
0.033183224,
-0.07018527,
-0.04200701,
0.033472527,
-0.037088834,
0.03763851,
0.00905523,
-0.046722673,
-0.00966277,
-0.005934358,
0.0032582916,
0.015897281,
-0.0464623,
-0.00541361,
0.06526709,
0.020815458,
0.028539887,
-0.009879748,
-0.060348913,
0.03228638,
-0.03037697,
0.0008371748,
-0.014573713,
-0.014472457,
0.018934978,
0.00030083145,
-0.049818233,
-0.01899284,
-0.0015522994,
-0.0047228956,
-0.029971944,
-0.012758328,
0.013365867,
-0.025907217,
-0.02328901,
0.06769725,
-0.04443717,
-0.06596142,
-0.046057273,
0.027527321,
0.00057860895,
0.008180085,
-0.007550847,
-0.061448272,
-0.05369491,
-0.016577147,
0.05109117,
-0.03937434,
0.01259921,
-0.009481954,
-0.06578784,
-0.01517402,
0.019962009,
0.029914083,
-0.042788133,
0.01680859,
-0.020164521,
0.008187316,
-0.03598948,
-0.019108562,
-0.034514025,
-0.01373473,
0.0016734456,
0.02746946,
-0.03367504,
-0.014826855,
0.0050664446,
0.009127556,
0.020395966,
0.03101344,
-0.039200757,
-0.03370397,
0.0034843108,
0.010263076,
-0.012078462,
0.011890414,
-0.03225745,
0.031215953,
-0.01780669,
0.036365572,
-0.005424459,
-0.011405829,
0.0065852934,
-0.00916372,
0.048487432,
-0.06520923,
0.041457333,
0.009575978,
0.009612141,
0.01747399,
0.037059903,
-0.026558151,
0.017531851,
-0.03434044,
-0.07313617,
0.031910285,
-0.03564231,
0.006415327,
-0.02217519,
-0.013177819,
0.025126094,
-0.029914083,
-0.0010686184,
0.054823197,
0.009047997,
-0.010212448,
-0.025458794,
0.033819694,
-0.000027065791,
0.015564581,
0.018645674,
0.005663135,
-0.0050158165,
-0.004480603,
-0.040473696,
-0.052769136,
-0.039924018,
0.019701635,
0.029263148,
0.02486572,
0.034658678,
0.019672705,
-0.055488598,
-0.037088834,
0.0033848623,
0.020367036,
0.03760958,
0.011644505,
0.028583283,
-0.01968717,
0.038506426,
-0.01899284,
-0.024518555,
-0.0020395967,
0.05430245,
-0.013329704,
-0.033270016,
0.009641072,
0.014971507,
-0.05609614,
-0.06503565,
-0.0063755475,
-0.003274565,
-0.024677671,
-0.0044516725,
-0.017864551,
-0.026066333,
-0.013141656,
0.008440458,
0.034166858,
0.02801914,
-0.04073407,
0.0015604361,
-0.013423728,
-0.044090003,
0.015955143,
0.040936586,
-0.01932554,
-0.010313705,
-0.032431033,
-0.02744053,
-0.029060636,
-0.014602643,
0.070995316,
-0.026934247,
0.0145809455,
0.015217416,
0.0006409902,
0.035960548,
-0.0051930156,
0.042527758,
-0.004429975,
-0.033906486,
-0.053839564,
-0.034108996,
0.040907655,
0.01677966,
0.024692137,
-0.009351768,
0.018486556,
0.015636908,
0.021828024,
-0.02652922,
-0.06387843,
0.025979543,
-0.057889827,
-0.01711236,
0.016823055,
-0.04863208,
-0.0010848918,
0.055257156,
0.012693234,
-0.030492691,
0.0064587225,
0.027758764,
-0.0109212445,
-0.0060934755,
-0.03940327,
0.0023307092,
-0.05236411,
0.0019835439,
-0.056587957,
-0.04521829,
-0.010523451,
0.037522793,
-0.010038866,
0.0057643917,
0.021567648,
0.05291379,
0.0042600087,
0.02480786,
-0.011282874,
0.016070863,
-0.037146695,
-0.013322472,
-0.08169959,
0.039663643,
0.020945644,
-0.021755697,
0.014783459,
-0.020670805,
0.030087667,
-0.029075101,
-0.0031733084,
0.056414373,
-0.03338574,
0.0007020154,
0.024938047,
0.022999706,
-0.07024313,
0.02979836,
-0.032170657,
-0.028178256,
0.012244812,
0.015231881,
0.014154222,
0.040473696,
0.0026778746,
0.02771537,
0.000026811518,
0.015984073,
0.016678404,
0.021943744,
0.021770163,
0.026124194,
-0.009359,
-0.008968439,
0.00064234633,
0.014812389,
-0.05936528,
0.016649473,
-0.030810928,
-0.0064261756,
-0.014928111,
0.020367036,
0.037436,
0.07394622,
0.019571448,
-0.03231531,
-0.03541087,
-0.009568745,
-0.033732902,
0.023882085,
-0.073194034,
-0.030550553,
0.022912914,
-0.07770719,
-0.003106407,
-0.00938793,
0.0033378503,
0.0063863965,
0.0658457,
-0.01226651,
0.040531557,
0.023057567,
-0.012606443,
0.02744053,
-0.03564231,
-0.036568087,
0.0027502007,
0.00048051667,
-0.043453533,
-0.019441262,
-0.0050447467,
0.056616887,
0.012338836,
-0.024127994,
-0.03737814,
-0.027874487,
0.015940677,
0.030232318,
-0.010364333,
-0.012968074,
-0.030492691,
0.047822032,
-0.039171826,
0.01547779,
-0.020063266,
-0.005297888,
0.023520455,
0.030868787,
0.009937609,
0.024055667,
0.058208063,
-0.04834278,
0.03998188,
0.03928755,
0.041052304,
0.011709599,
0.013163354,
0.0033703973,
0.051380474,
0.0018949443,
0.027903417,
0.0040574954,
0.009698933,
0.016895382,
-0.03541087,
-0.01769097,
0.026442429,
0.03405114,
0.0074278926,
0.00508091,
-0.0006663044,
0.005475087,
-0.02132174,
0.006643154,
0.01617212,
0.0010713306,
0.00055645907,
0.0008068883,
-0.02519842,
0.031071302,
-0.024460694,
-0.051930156,
-0.0086646695,
0.03431151,
0.035063703,
-0.02464874,
0.022146259,
-0.0026742583,
0.050686143,
0.02735374,
0.019036235,
0.023694037,
-0.008816554,
0.047850963,
-0.004292555,
0.07435125,
0.02710783,
0.008093293,
0.0071349717,
-0.041688774,
-0.02395441,
0.04137054,
-0.033414666,
0.00094295177,
-0.03425365,
-0.008867183,
-0.014479689,
-0.061679713,
-0.006415327,
-0.04903711,
0.017285943,
0.040473696,
-0.027209086,
-0.023939947,
0.025632378,
-0.020916713,
0.01032817,
0.01400957,
0.03428258,
-0.010255843,
0.10038865,
0.023216685,
-0.023997806,
0.023780828,
-0.008447691,
-0.056153998,
0.01240393,
-0.0038115864,
0.0027628578,
0.01126841,
-0.013373099,
-0.040184394,
0.005113457,
-0.024966978,
-0.019904148,
-0.032864988,
0.0049905023,
0.0019039852,
-0.03671274,
-0.0007689171,
0.08875862,
0.04704091,
-0.0055112503,
-0.028583283,
-0.008049897,
-0.038390703,
-0.00071828876,
-0.02350599,
0.037233487,
-0.029089566,
-0.02904617,
-0.028337374,
-0.016663939,
-0.017257012,
0.006006684,
-0.0100027025,
-0.004458905,
0.024330506,
0.060927525,
0.0056595188,
0.07030099,
0.0032637161,
-0.043511394,
0.045536526,
0.018877117,
0.016663939,
0.05302951,
0.07076388,
0.035729103,
-0.00933007,
0.036510225,
-0.009489187,
-0.0036199223,
-0.0035729103,
-0.02220412,
0.006111557,
-0.028178256,
-0.028930448,
-0.027252482,
-0.0033468911,
-0.034571886,
-0.02932101,
-0.013271843,
0.005142387,
-0.06839158,
0.008816554,
-0.006473188,
0.0057607754,
-0.013004236,
-0.009720631,
-0.010697033,
-0.04466861,
0.24995907,
0.057195496,
0.007934175,
-0.006212814,
0.050657213,
0.0708796,
0.00742066,
-0.012794491,
-0.00022262883,
-0.037869956,
-0.023129893,
-0.024388367,
0.02716569,
0.02483679,
-0.0073808804,
0.027787695,
-0.0471277,
-0.024099063,
-0.010349868,
-0.02746946,
-0.030781997,
0.02389655,
0.010805522,
0.042903855,
0.045478664,
0.0052038645,
0.015752628,
-0.026644943,
-0.017083429,
-0.019282144,
0.0109212445,
-0.021451928,
0.02098904,
0.00003619131,
-0.0029237834,
0.014870251,
-0.022045001,
-0.037493862,
-0.018616743,
-0.0047554425,
0.0030322727,
-0.009149254,
-0.005529332,
-0.024938047,
-0.018963909,
0.024258181,
0.0031389536,
0.04397428,
0.046751603,
-0.04530508,
0.06688719,
-0.06127469,
0.0012494337,
-0.025183955,
-0.059654582,
-0.0012865008,
-0.05097545,
-0.040473696,
-0.01129734,
0.04440824,
-0.0021643592,
-0.004632488,
-0.02250789,
0.030550553,
-0.0059705214,
0.009988237,
-0.037088834,
0.011543249,
-0.008896112,
-0.010270309,
0.0038477497,
0.009698933,
-0.026818525,
-0.017488455,
0.04325102,
0.04634658,
-0.0088310195,
0.026673874,
-0.019889683,
-0.029624779,
0.014913646,
-0.011087595,
0.039027173,
-0.049586788,
0.02317329,
0.020728666,
-0.030868787,
0.0075580794,
0.024417298,
0.006440641,
0.007377264,
0.047156632,
0.0006165802,
-0.040820863,
0.0021462776
] | Quantizing a model in 4-bit reduces your memory-usage by 4x, and for large models, set device_map="auto" to efficiently use the GPUs available:
from transformers import AutoModelForCausalLM
model_4bit = AutoModelForCausalLM.from_pretrained("bigscience/bloom-1b7", device_map="auto", load_in_4bit=True)
By default, all the other modules such as torch.nn.LayerNorm are converted to torch.float16. You can change the data type of these modules with the torch_dtype parameter if you want: |
[
0.056728806,
-0.040312976,
-0.012130223,
-0.003187295,
-0.02712649,
0.0072794794,
0.038913593,
-0.0068051694,
-0.05183097,
0.050942898,
0.027906913,
-0.03684143,
0.0037305648,
-0.03541514,
0.0052745948,
0.032939307,
0.0068489,
-0.039344173,
-0.031943593,
0.0019964746,
-0.005668171,
0.006895995,
-0.09289746,
0.009405464,
-0.03215888,
0.0006252649,
0.027166855,
0.02198645,
0.06964618,
0.028552782,
-0.008665406,
-0.0021276667,
0.021623148,
-0.047901932,
-0.07820395,
-0.047928844,
-0.0033201692,
-0.0034816363,
-0.014061102,
-0.010811574,
0.023614576,
-0.009930233,
0.023708766,
-0.035361316,
-0.054656643,
-0.020385234,
-0.034957647,
-0.018326527,
-0.006845536,
-0.0569441,
-0.014007279,
0.012298418,
0.023533843,
0.001073925,
-0.033961933,
0.003989585,
0.00504585,
0.0037171093,
-0.03280475,
0.0045782677,
0.013065387,
0.0117803775,
0.02828367,
-0.06286456,
0.029952165,
0.041362513,
0.011383438,
0.012284962,
-0.028633516,
-0.021824982,
-0.022955252,
-0.0033958568,
-0.04311174,
-0.04356923,
-0.015904518,
0.00047473036,
0.020963823,
0.0056076213,
-0.029898342,
0.006586516,
0.00504585,
-0.010576101,
0.015541217,
-0.005170314,
-0.020008476,
-0.04534537,
0.022632318,
-0.014653148,
0.0048238323,
-0.0041106855,
-0.020815812,
0.042116027,
-0.016832955,
0.0024455553,
-0.004521081,
0.0021209389,
0.028014557,
0.06324132,
0.032454904,
-0.03213197,
0.0046085427,
0.09456595,
0.044726413,
0.020129576,
-0.020465966,
-0.0072323848,
0.01363725,
0.024273902,
-0.05341873,
0.009297819,
0.020533245,
0.011242153,
-0.028875716,
0.010280078,
-0.001846781,
0.0075082243,
0.005338509,
0.0022622226,
-0.037352744,
-0.0020687985,
0.013240309,
0.00048818596,
0.016106352,
-0.034446336,
0.011013408,
-0.07287553,
-0.053903133,
0.047713555,
-0.008732684,
-0.0035119115,
-0.014976082,
-0.010132066,
-0.009903321,
0.010226255,
-0.014061102,
-0.028660426,
0.00076823065,
0.025054326,
-0.004191419,
-0.01938952,
0.048924558,
0.0019291965,
-0.014397492,
0.049247492,
-0.02073508,
0.016792588,
-0.0201834,
-0.05570618,
-0.02874116,
-0.022053728,
-0.035630427,
0.013610339,
-0.025525272,
0.005193861,
-0.00926418,
0.003797843,
-0.03705672,
0.050377764,
0.01776139,
0.0019762912,
0.039613284,
0.0032310258,
-0.021286758,
0.047175333,
0.027664712,
0.022887975,
-0.025821295,
-0.008941246,
0.02424699,
-0.027476333,
0.027166855,
-0.0039357627,
-0.020344866,
-0.0012177317,
0.04292336,
0.038483012,
0.06490981,
0.0089816125,
0.040528264,
0.019026218,
-0.00902198,
0.0012446429,
0.0449417,
0.019698998,
0.014532047,
-0.011874567,
-0.026413342,
-0.018878207,
-0.040851198,
0.032024328,
0.013045204,
0.05029703,
-0.030355832,
0.037648767,
-0.015245195,
-0.0034446334,
-0.020506334,
0.0044605313,
0.0051333113,
-0.046314172,
-0.021259846,
0.055490892,
-0.050646875,
0.028445138,
-0.02134058,
0.05253066,
0.008793234,
0.063026026,
0.0050223023,
0.012372424,
0.040474445,
-0.008692318,
-0.011565087,
0.000570181,
0.008705772,
0.022955252,
-0.009196903,
0.027637802,
-0.011094142,
0.029010272,
0.018124692,
0.045049347,
0.022793785,
-0.0050963084,
0.03608792,
-0.033531353,
-0.0039357627,
0.019927742,
0.033100776,
0.039397996,
0.0067345276,
0.03433869,
0.016469654,
0.04200838,
0.02645371,
0.02779927,
0.08111035,
0.04359614,
0.0005764883,
0.0020402053,
-0.0076360526,
0.004302428,
0.01864946,
-0.026372975,
0.0069632726,
0.008423205,
-0.036249384,
0.02280724,
-0.03877904,
0.031782124,
-0.021179114,
0.014330213,
-0.0004965957,
0.011928389,
-0.057643786,
0.008295377,
0.0020772081,
0.057105564,
-0.060119618,
-0.015433572,
0.018703284,
0.027489789,
0.0029383665,
-0.0100984275,
0.04779429,
0.06442541,
0.010831757,
0.01274918,
0.018891662,
-0.029521585,
0.01641583,
-0.008362655,
-0.054064598,
-0.009930233,
-0.01593143,
0.021286758,
0.009788948,
-0.020775445,
0.006485599,
-0.033369888,
0.031970505,
0.016133264,
-0.0008947974,
0.031566836,
0.026278786,
0.00908253,
-0.040043864,
0.051265832,
-0.030463478,
0.034473244,
-0.05029703,
-0.01944334,
-0.004537901,
-0.043407764,
0.033961933,
0.010286806,
-0.004500898,
-0.003427814,
-0.03277784,
0.023157086,
-0.0096543925,
0.033773556,
0.019672086,
0.02107147,
-0.024018245,
0.018918572,
0.019429885,
-0.021286758,
0.039909307,
0.03635703,
-0.005836366,
0.051723324,
0.0055638906,
0.04897838,
-0.05029703,
0.051723324,
0.06523275,
-0.028041469,
-0.032616373,
-0.052961238,
-0.011457443,
0.0063039484,
0.031593747,
-0.011760194,
-0.047309887,
0.025619462,
-0.046610195,
-0.050243206,
0.0201834,
-0.06900031,
0.00437307,
-0.014841526,
-0.02140786,
0.022094095,
-0.008234827,
0.022067184,
-0.0007825272,
0.000022377819,
-0.029117918,
0.028202936,
0.042492785,
0.012177317,
0.03296622,
0.021138746,
0.032885484,
0.008342472,
-0.0057791797,
0.019335696,
-0.021582782,
0.013065387,
0.018487994,
0.020169944,
0.020277588,
-0.005193861,
0.024516102,
0.028902628,
-0.0103339,
0.03205124,
0.045937415,
0.021475136,
0.018111236,
-0.017169345,
0.010650107,
0.01602562,
-0.00840975,
-0.011491082,
-0.0049550245,
0.04214294,
0.026615176,
-0.019793186,
0.03972093,
-0.012029306,
-0.012850097,
-0.0040467717,
0.030463478,
0.01910695,
0.028929539,
0.052207727,
0.07303699,
-0.07287553,
-0.017196257,
0.013213399,
0.030167453,
0.011309431,
0.00024199055,
0.016335098,
0.005812819,
-0.037890967,
0.009519837,
-0.000036792655,
-0.00558071,
0.016375465,
-0.036464673,
-0.016012164,
0.0049146577,
-0.055652358,
-0.0033016677,
0.035549693,
0.038913593,
-0.019012762,
-0.0021613056,
-0.025969306,
0.0021646696,
0.053930044,
0.028633516,
-0.018582182,
-0.047713555,
0.02914483,
-0.008914335,
0.009910049,
-0.05769761,
-0.03215888,
0.009916777,
0.02232284,
-0.03431178,
0.004463895,
-0.023009075,
-0.005547071,
-0.017626835,
0.02806838,
-0.0046489094,
-0.0013506057,
-0.0547912,
0.011746738,
0.041793093,
-0.041900735,
-0.016375465,
-0.04305792,
0.011248881,
0.039586373,
-0.02919865,
-0.029709963,
-0.061788112,
-0.040689733,
-0.052611392,
0.02422008,
0.030167453,
-0.052584484,
-0.0023967787,
-0.0374873,
0.016994422,
-0.032885484,
0.0075822305,
-0.04897838,
0.0024791942,
-0.002756716,
0.02779927,
-0.0064317766,
-0.00831556,
-0.039182704,
0.021394404,
-0.052449927,
0.0028408135,
-0.03498456,
0.009432375,
0.006539421,
-0.021515504,
-0.036437765,
0.03140537,
0.02234975,
-0.007259296,
-0.0050223023,
0.002849223,
-0.030920967,
-0.0036330118,
-0.00011184967,
0.002749988,
-0.011975483,
0.030517299,
0.018595638,
0.0015524398,
0.011807288,
0.02761089,
-0.046583284,
0.02186535,
-0.021623148,
0.033316065,
-0.00752168,
0.003767568,
-0.009196903,
-0.05705174,
0.04402672,
-0.01794977,
-0.038267724,
0.028149113,
-0.079657145,
-0.0483056,
0.00401986,
-0.017694114,
0.022457395,
-0.006916178,
-0.019591352,
0.005412515,
-0.0014506818,
0.012237867,
0.015204827,
-0.053499464,
0.017680658,
0.06916178,
0.06286456,
0.01963172,
-0.015783418,
-0.0047498266,
0.0374873,
-0.029521585,
0.00014569891,
-0.020936912,
-0.025942396,
0.017048245,
-0.0066437023,
-0.03859066,
-0.010751024,
-0.004507626,
0.013529605,
0.018703284,
-0.026278786,
0.024193168,
-0.03877904,
-0.04978572,
0.042708073,
-0.011201787,
-0.06695506,
-0.039882395,
0.004860835,
-0.0029753693,
0.028902628,
-0.008362655,
-0.06528657,
-0.076481625,
-0.03525367,
0.044322744,
-0.008080088,
-0.012836642,
-0.022121005,
-0.052611392,
-0.028983362,
0.04200838,
0.047498267,
-0.025390716,
0.037164364,
-0.013442144,
0.032239616,
-0.035146024,
-0.023224365,
-0.025525272,
-0.012796275,
-0.020560157,
0.02348002,
0.006855628,
-0.0049449326,
0.021273302,
0.03116317,
0.007905165,
0.029575408,
-0.04359614,
-0.04079738,
0.015864152,
-0.0043158834,
-0.043273207,
0.011020136,
-0.05990433,
0.056190584,
-0.016617665,
0.07013059,
-0.03877904,
-0.03232035,
0.026184596,
-0.011417076,
0.0063308594,
-0.04351541,
-0.00463209,
-0.01137671,
0.019698998,
0.0060886587,
0.024529558,
-0.025283072,
0.027906913,
-0.011975483,
-0.06243398,
0.011094142,
-0.017815214,
-0.0061626644,
0.013132665,
-0.0074073076,
0.025915485,
-0.03320842,
0.029548496,
0.048224866,
-0.04844016,
-0.02987143,
0.005711902,
-0.011188331,
-0.008577945,
0.025054326,
0.024744848,
0.012910647,
-0.015070272,
0.0074342187,
-0.036895253,
-0.054441355,
-0.028095292,
-0.0065932437,
0.01764029,
-0.012392607,
0.057267033,
-0.013509422,
-0.02962923,
-0.023722222,
0.045453016,
0.019900832,
0.015029904,
0.027826179,
0.029387029,
-0.02443537,
0.020264132,
-0.041174132,
0.0015886017,
0.024260446,
0.052799772,
-0.020910002,
-0.04289645,
0.02400479,
0.01648311,
-0.025996218,
-0.05990433,
0.0010016012,
-0.007023823,
-0.024785213,
-0.0066369744,
0.024341179,
-0.028929539,
-0.03188977,
0.016644577,
0.009089258,
0.01852836,
0.002517879,
-0.010986497,
-0.01607944,
-0.038509924,
-0.0032427995,
0.053041972,
-0.025054326,
-0.019228052,
-0.014720426,
0.029709963,
-0.039371084,
-0.008106999,
0.06641684,
-0.013832356,
0.044376567,
0.020465966,
0.009634209,
0.052611392,
-0.02241703,
0.012406062,
0.009842771,
-0.02265923,
-0.038698304,
-0.025027415,
0.028122203,
-0.0005293937,
0.02611732,
0.011181603,
0.019685542,
0.021757705,
0.021972993,
-0.007528408,
-0.0708841,
0.01862255,
-0.055383246,
0.0003969402,
0.027220678,
-0.010878853,
-0.020425599,
0.047256064,
-0.008497211,
-0.06663213,
-0.022188284,
0.004060227,
-0.032670196,
0.008080088,
-0.08132564,
0.003429496,
-0.056190584,
-0.01840726,
-0.033046953,
-0.03684143,
-0.0014220887,
0.030705677,
0.014962627,
-0.0115583595,
0.017774846,
0.061465178,
0.00051804056,
0.0076696915,
-0.0069498173,
0.02712649,
-0.016684944,
-0.021475136,
-0.036545407,
0.05866641,
0.0341234,
0.012715542,
0.0042149667,
0.00262216,
0.0122311395,
-0.065717146,
-0.039882395,
0.016684944,
-0.0035388228,
-0.061034597,
0.025431084,
0.01696751,
-0.04938205,
0.049570426,
-0.029387029,
-0.03794479,
0.01996811,
0.0037843874,
0.026144229,
0.06867738,
-0.009270908,
0.03501147,
-0.019941198,
0.024448823,
0.025242705,
0.03816008,
0.028418226,
0.018541817,
0.02491977,
-0.0068354444,
0.026588265,
0.032508727,
-0.071583785,
0.029898342,
-0.016510021,
-0.0012917375,
0.003828118,
0.021354036,
0.008725956,
0.01883784,
-0.010804846,
-0.025727106,
-0.034661625,
-0.016187087,
-0.034473244,
0.0054461537,
-0.073306106,
-0.063187495,
0.03767568,
-0.045264635,
-0.00972167,
-0.02119257,
-0.06410248,
-0.0005743859,
0.0065057823,
-0.007050734,
0.058935527,
0.021380948,
-0.024516102,
0.026628632,
-0.029117918,
-0.057159387,
-0.012897192,
0.0075014965,
-0.060334906,
-0.027637802,
-0.0083088325,
0.045641392,
0.025363805,
-0.017102066,
-0.049355138,
-0.008961429,
-0.003831482,
0.0077840644,
-0.0511851,
0.010979769,
-0.041120313,
0.0015221647,
-0.0140745565,
-0.002450601,
0.0066336105,
0.023278186,
0.024139345,
0.014330213,
0.023964422,
-0.006889267,
0.01238588,
-0.03635703,
0.026520986,
0.03571116,
0.034930736,
-0.00010774992,
0.038940504,
0.018582182,
0.041820005,
0.027960736,
0.048332512,
-0.016536932,
0.032239616,
0.0150837265,
-0.03525367,
-0.034903824,
0.021784615,
0.007084373,
0.02234975,
-0.011551633,
-0.009943688,
-0.01932224,
0.018662916,
0.003291576,
-0.03350444,
-0.027960736,
0.012244595,
-0.008524123,
-0.025686739,
0.05344564,
0.009681304,
-0.048359424,
-0.020277588,
0.008672134,
0.050835256,
-0.0019561078,
-0.012184045,
-0.011228697,
0.019160774,
0.051777147,
0.02785309,
0.03350444,
-0.016160175,
0.042869538,
-0.023991333,
0.04577595,
-0.0017425001,
0.0018383713,
-0.0017105431,
-0.039667107,
-0.00058658,
0.02232284,
-0.012998109,
-0.000116685274,
-0.031835947,
-0.030005986,
0.030813323,
-0.025484905,
0.011322887,
-0.06953854,
0.0012547347,
0.032508727,
-0.008329016,
0.008456844,
0.042519692,
-0.020465966,
-0.0041106855,
0.027355233,
0.0677624,
0.02455647,
0.026642086,
0.075297534,
-0.019591352,
0.043676876,
0.0004431938,
-0.01874365,
0.019941198,
-0.0060011973,
0.020869635,
-0.009223813,
-0.022551585,
-0.055275604,
0.05247684,
-0.0015305744,
0.025457993,
-0.03614174,
0.030624945,
-0.014478225,
-0.03116317,
-0.00049154984,
0.092466876,
0.009378552,
-0.020775445,
-0.039855484,
0.012480068,
-0.046502553,
-0.022161372,
-0.041523978,
0.046125796,
-0.0333968,
-0.039801665,
0.0024337815,
-0.059366103,
-0.0067648026,
0.036303207,
-0.02761089,
-0.020143032,
-0.0135161495,
0.045937415,
0.022336295,
0.03275093,
-0.018474538,
-0.00969476,
0.054010775,
0.01938952,
0.018878207,
0.011423804,
0.05613676,
-0.016510021,
0.021152202,
0.011962028,
0.004198147,
-0.020129576,
-0.006818625,
-0.015352839,
0.035146024,
-0.017694114,
-0.038509924,
-0.0023295006,
0.011807288,
-0.04149707,
-0.023318553,
-0.04712151,
-0.030167453,
-0.055544715,
0.021972993,
-0.023049442,
0.014316758,
-0.037810232,
-0.016200542,
-0.020990735,
-0.08181004,
0.20829268,
0.03818699,
-0.012029306,
0.03275093,
0.03659923,
0.05072761,
0.038536835,
-0.028202936,
-0.0027466242,
-0.042761896,
0.0053183255,
-0.025296526,
0.0046051787,
0.0027768994,
0.021259846,
0.021232937,
-0.053983863,
-0.036653053,
-0.0118947495,
-0.026063496,
-0.028202936,
0.0026759824,
-0.0019863828,
0.05828966,
0.023681855,
0.0071112844,
0.006821989,
-0.060119618,
-0.013321043,
-0.03743348,
0.014908805,
0.001005806,
0.013260493,
-0.0120629445,
-0.016254364,
0.016106352,
0.0059675584,
-0.04225058,
-0.048574712,
-0.04198147,
-0.01504336,
-0.009701488,
0.00050668744,
-0.023035986,
-0.006478871,
0.027435968,
-0.0021226208,
0.050431587,
0.034715448,
-0.060227264,
0.08084124,
-0.027341777,
0.03616865,
-0.04776738,
-0.04090502,
-0.0012337103,
-0.05029703,
-0.032481816,
0.02645371,
0.02693811,
-0.007393852,
0.045264635,
-0.04042062,
0.035980273,
0.014976082,
0.014666603,
0.002181489,
0.03861757,
-0.0042452416,
-0.01015225,
0.040770467,
0.00034059485,
-0.05341873,
-0.025579095,
-0.0040837745,
0.0205467,
0.024421914,
0.02232284,
0.0047599184,
-0.06668595,
-0.014195657,
-0.0075755026,
0.051534947,
-0.03877904,
0.051992435,
0.047417533,
-0.023453109,
0.022403574,
-0.007844615,
0.02761089,
-0.0008838647,
0.009452558,
0.043246295,
0.0013178078,
0.005910372
] | Training with 8-bit and 4-bit weights are only supported for training extra parameters.
You can check your memory footprint with the get_memory_footprint method:
py
print(model.get_memory_footprint())
Quantized models can be loaded from the [~PreTrainedModel.from_pretrained] method without needing to specify the load_in_8bit or load_in_4bit parameters: |
[
0.05519016,
-0.014642873,
-0.03189338,
0.004846332,
-0.02477253,
-0.0068557872,
0.052124042,
-0.01619026,
-0.0072999448,
0.024156442,
-0.0013136676,
-0.03834083,
-0.0018124494,
-0.059259217,
0.018926844,
0.022050275,
0.03060389,
-0.04275375,
-0.03808293,
0.01551686,
0.019285036,
-0.021376874,
-0.09060815,
-0.04040401,
-0.04458769,
0.042094678,
0.029042175,
0.009592371,
0.06986169,
0.021792376,
-0.027910288,
0.0007217561,
0.040690564,
-0.031520862,
-0.045017518,
-0.025173705,
-0.02121927,
0.002901352,
-0.035360675,
-0.02937171,
0.053872015,
-0.018325083,
0.041492913,
-0.044501726,
-0.04802633,
-0.0060391105,
0.007038465,
-0.011605408,
0.04398593,
-0.057167377,
-0.027924618,
0.027064957,
0.0033884924,
0.032953627,
-0.01845403,
-0.0042839716,
0.0043305364,
-0.012285972,
-0.022193551,
0.020646164,
0.03636361,
0.017264836,
0.020345282,
-0.06258324,
0.017737648,
0.014313336,
-0.011820323,
-0.012157023,
-0.047252636,
-0.02091839,
-0.014915098,
-0.025173705,
0.00418726,
-0.05530478,
-0.02471522,
-0.023397075,
0.022236533,
0.022666365,
-0.002176014,
0.018840877,
-0.00007594781,
0.016089967,
0.017322145,
0.020717802,
-0.01346084,
-0.050977826,
0.041263673,
-0.022207879,
-0.009040756,
-0.052840423,
0.0021133304,
0.027981928,
-0.025589207,
0.026721094,
0.004226661,
0.0066766916,
-0.000048159978,
0.031492203,
0.0008784649,
-0.023755267,
0.012056729,
0.06756926,
0.020101713,
0.025474586,
-0.008661073,
-0.005032592,
-0.005469586,
0.019328019,
-0.01747975,
0.002949708,
0.01508703,
-0.002562861,
0.002005873,
0.0043090447,
0.019055793,
0.004011746,
-0.008288554,
0.014578398,
-0.0145210875,
0.009699828,
-0.0010092048,
-0.0065405783,
0.05533344,
-0.03834083,
-0.008904643,
-0.025961727,
0.010996482,
0.043642063,
-0.013202942,
-0.023712283,
-0.019843815,
-0.0062826807,
0.02207893,
0.02091839,
0.0036105714,
-0.035303365,
-0.0062826807,
0.00957088,
0.033268835,
-0.03415715,
0.0056845006,
-0.0027168833,
0.0063650645,
0.06521953,
-0.0166774,
0.023081867,
-0.01901281,
-0.050376065,
-0.017336473,
0.0032684982,
-0.014277517,
0.010308754,
-0.019671882,
0.012679983,
-0.034386393,
-0.0006245966,
-0.04845616,
0.059201907,
-0.006615799,
0.008281389,
0.036535542,
0.03894259,
-0.007858723,
0.027079284,
-0.004900061,
0.020689147,
-0.020617507,
-0.0066086347,
0.010466359,
-0.032265898,
0.0019431894,
-0.026978992,
-0.006504759,
-0.0050827386,
0.030947754,
0.04281106,
0.04269644,
0.00071190577,
0.013238762,
0.0008027969,
0.0034261027,
0.028297136,
0.051407658,
0.038656037,
-0.017164541,
-0.030689856,
-0.0078802155,
-0.02422808,
-0.023826905,
0.007708283,
0.0076581365,
0.053327564,
-0.035360675,
0.0347016,
-0.02766672,
-0.015989672,
-0.04587718,
-0.0047424566,
0.007464713,
-0.042295262,
-0.008618089,
0.062468614,
-0.035360675,
0.008267062,
-0.010466359,
-0.011748685,
0.011426312,
0.030575234,
-0.0092413435,
-0.017823614,
0.016362192,
-0.03367001,
-0.016433831,
-0.014571235,
0.015287617,
0.034013875,
-0.008904643,
0.012930716,
-0.013296072,
0.017021265,
-0.00046878326,
0.023153504,
0.0129737,
0.0048391684,
0.004051147,
-0.004215915,
-0.0094490945,
-0.01217135,
0.047309946,
0.014162895,
0.013754557,
0.018740585,
0.040805187,
0.033096902,
0.032179933,
0.026205298,
0.043269545,
0.03490219,
0.013181451,
0.015115686,
-0.023397075,
-0.02011604,
0.035790503,
-0.017092902,
0.023697956,
-0.0050576655,
0.006866533,
0.014327664,
-0.049029265,
0.02735151,
-0.045218106,
0.029772885,
-0.03699403,
0.037767723,
-0.053585462,
-0.011526605,
0.037223272,
0.047682464,
-0.037825033,
-0.014263189,
0.0052510886,
0.035417985,
0.019213397,
0.004817677,
0.05524747,
0.05550537,
0.009033592,
0.008087967,
0.015172996,
-0.045476004,
-0.028641,
-0.026907353,
-0.043527443,
-0.015130013,
-0.036879405,
-0.0005986277,
0.002084675,
-0.03710865,
0.033956565,
-0.03636361,
0.027623735,
-0.00953506,
-0.003150295,
0.02619097,
0.057826452,
-0.0040618926,
-0.075936615,
0.030460613,
-0.029600954,
0.047567844,
-0.018081512,
-0.0069811544,
0.016963953,
-0.0067160926,
0.0058134496,
0.013324727,
-0.02778134,
0.007579334,
-0.050462034,
-0.006565652,
-0.005695246,
0.021505823,
0.030747166,
0.000062515624,
-0.016347865,
0.021061666,
-0.018382393,
-0.05077724,
0.013682919,
0.043699376,
-0.017393785,
0.024013165,
-0.006239698,
0.014872115,
-0.033755977,
0.060921226,
0.07679628,
-0.018196134,
-0.034386393,
-0.041063085,
-0.024199424,
0.022279518,
0.0047639483,
-0.019084448,
-0.035847817,
0.054874953,
-0.031721447,
-0.056221753,
0.004165768,
-0.018898189,
-0.053872015,
-0.02054587,
-0.028383102,
0.05238194,
0.0037395202,
0.04175081,
0.008317209,
-0.0008229452,
-0.014685855,
0.015789086,
0.025660846,
0.018597309,
0.046392977,
0.03819755,
-0.0079590175,
0.0037860852,
0.026176643,
-0.020502888,
-0.0076581365,
0.002688228,
0.004434412,
-0.005369292,
0.016605763,
0.004255316,
0.032294553,
0.043326855,
-0.035618573,
0.024027493,
0.037767723,
0.018052857,
0.030088095,
-0.006526251,
-0.011891961,
0.012257316,
-0.038684692,
0.0095278965,
0.00972132,
0.04604911,
0.045647938,
-0.0006868324,
0.03060389,
-0.017508404,
-0.029156797,
0.011318854,
0.004828423,
-0.009714156,
0.0347016,
0.05415857,
0.06951783,
-0.043126266,
-0.009936235,
0.020517215,
0.012594016,
-0.01527329,
0.023898544,
-0.022723675,
-0.01450676,
-0.013990964,
-0.0008502573,
-0.022121914,
0.0127444565,
-0.011662718,
-0.054932263,
-0.009878924,
0.024056148,
-0.054244537,
-0.003535351,
0.04882868,
0.06728271,
-0.0042517344,
0.03619168,
-0.019313691,
0.015803413,
0.04318358,
0.020990027,
-0.012765949,
-0.05404395,
0.03613437,
0.006597889,
-0.017522734,
-0.035475295,
-0.027279872,
0.011748685,
0.03636361,
-0.004606344,
-0.00027759848,
-0.03948704,
-0.013317564,
-0.028898899,
0.0586288,
-0.026133658,
-0.0016109667,
-0.06258324,
0.009914744,
0.06728271,
-0.035074122,
-0.008460485,
-0.052181352,
-0.017006937,
0.0073286,
-0.01747975,
-0.040146112,
-0.019901125,
-0.020818096,
-0.051608246,
0.022709347,
0.012823259,
0.005247507,
0.012157023,
-0.050519343,
0.032982282,
-0.011025137,
-0.0040260735,
-0.017522734,
0.023683628,
0.0050254283,
0.015989672,
0.0054839132,
0.019528605,
-0.035188742,
0.019643227,
-0.0018294635,
0.010179806,
-0.036707476,
-0.016548451,
-0.034672946,
0.0004329641,
0.012615508,
0.05109245,
0.027895961,
0.004072638,
-0.00349595,
0.025904417,
-0.004258898,
-0.017766302,
0.01082455,
0.01882655,
-0.019772176,
0.034501016,
0.034300428,
-0.020875406,
0.03103372,
0.01315996,
-0.025746811,
0.014958081,
-0.03324018,
0.012959372,
-0.011068121,
-0.002818968,
0.0026541997,
-0.054559745,
0.044272482,
-0.026635127,
-0.04728129,
0.006017619,
-0.033039592,
-0.051808834,
0.047023393,
0.0031395494,
0.030403303,
0.011189906,
0.013725902,
0.012493723,
0.008775694,
-0.016089967,
0.0030428376,
-0.05263984,
0.0677985,
0.06390138,
0.06344289,
0.04722398,
0.01278744,
-0.027695375,
0.03593378,
-0.0068916064,
0.019356674,
-0.027695375,
-0.0022816805,
0.011017974,
-0.024801185,
-0.028655328,
-0.0029765721,
-0.031176997,
-0.017809287,
0.0026201715,
-0.011326019,
-0.024428668,
-0.017365128,
-0.052840423,
0.015803413,
-0.02778134,
-0.043384165,
-0.01134751,
-0.008761367,
0.011039465,
0.014084093,
-0.032151278,
-0.04389996,
-0.054817643,
-0.017436767,
0.032896318,
-0.037853688,
-0.030517925,
-0.027480459,
-0.053327564,
-0.019528605,
0.0742173,
0.011583916,
-0.029658264,
0.044559035,
-0.032609764,
-0.003062538,
-0.05880073,
-0.027193906,
-0.01030159,
-0.0015876843,
-0.024385683,
0.046536252,
-0.008410338,
-0.04097712,
0.045647938,
0.026721094,
0.03716596,
0.04249585,
-0.030231372,
-0.02802491,
0.024142114,
-0.004638581,
-0.05421588,
0.016333537,
-0.040891152,
0.048599437,
0.0061967145,
0.034357738,
-0.03177876,
-0.03177876,
0.006350737,
-0.0045741065,
0.03538933,
-0.047138013,
0.027738357,
-0.028311463,
-0.007865887,
0.033956565,
0.031922035,
-0.01747975,
0.008990609,
-0.027007647,
-0.045275416,
0.030489268,
-0.0056845006,
-0.0047388747,
0.014650037,
-0.034386393,
0.004509632,
-0.022881279,
0.0073500914,
0.038656037,
-0.03249514,
-0.013002355,
-0.017866597,
0.036535542,
0.01450676,
0.03140624,
0.00443083,
0.01766601,
-0.029973473,
0.0029729903,
-0.06195282,
-0.050261445,
-0.007371583,
0.0038111585,
0.011397657,
-0.037251927,
0.064016,
-0.0014703765,
-0.03243783,
-0.028598016,
0.03985956,
-0.03398522,
0.0071817413,
0.01968621,
0.035417985,
-0.003497741,
0.042237952,
-0.031635482,
-0.02520236,
0.006726838,
0.07524889,
-0.010423375,
-0.035733193,
0.030317336,
0.02342573,
-0.04659356,
-0.051293038,
-0.03011675,
-0.0022673528,
-0.020159023,
-0.010015037,
0.025274,
-0.04023208,
-0.027394494,
0.0072999448,
0.032065313,
-0.0015841023,
-0.00691668,
-0.036478233,
0.000261256,
-0.050662618,
-0.0015178369,
0.046392977,
0.010108167,
-0.020001419,
-0.0070635383,
0.009714156,
-0.047567844,
-0.01564581,
0.037796378,
-0.047854397,
0.060978536,
0.046564907,
0.012988027,
0.06424525,
-0.027337182,
0.019471295,
-0.032982282,
-0.015473877,
-0.018625963,
-0.038684692,
0.04745322,
-0.012930716,
0.03367001,
-0.025918745,
-0.021018682,
0.015746102,
0.008904643,
-0.006845041,
-0.051980764,
0.028311463,
-0.028855914,
-0.014664364,
0.007317854,
-0.010022201,
-0.026377229,
0.025689501,
0.006275517,
-0.058113005,
-0.013761722,
0.010580979,
0.0015026138,
-0.0061358223,
-0.04200871,
-0.021778049,
-0.05249656,
-0.041492913,
-0.043269545,
-0.022666365,
0.008474813,
0.03415715,
-0.0020739294,
-0.015832068,
0.00069220527,
0.058600146,
0.0036463905,
0.032466486,
0.008152441,
0.003064329,
-0.0009715947,
-0.02716525,
-0.044243827,
0.054301847,
0.020646164,
0.01680635,
0.0186976,
0.0022458613,
-0.0052546705,
-0.039974183,
-0.032237243,
0.011970763,
0.00047773804,
-0.052754458,
0.02269502,
0.018310754,
-0.064302556,
0.05384336,
-0.037767723,
-0.033813287,
0.006053438,
0.01992978,
0.021247925,
0.042180642,
0.007916034,
0.014700183,
-0.026907353,
0.028110877,
0.02127658,
0.015029719,
-0.0037359383,
0.0203023,
0.029715575,
-0.03054658,
0.029715575,
0.032179933,
-0.06223937,
0.047367256,
-0.031205652,
0.01845403,
0.006085675,
0.04109174,
0.052525215,
0.024485977,
-0.013847687,
-0.026219625,
-0.015631482,
-0.02490148,
-0.026205298,
-0.005827777,
-0.064016,
-0.048484813,
0.049143888,
-0.023826905,
0.009255671,
-0.005541224,
-0.031635482,
0.0004992295,
0.026162313,
0.0055662976,
0.06539146,
0.023010228,
0.00392578,
0.040060148,
-0.023697956,
-0.057769142,
-0.029285746,
0.038598727,
-0.052410595,
-0.044358447,
0.00011243858,
0.031205652,
-0.0054337666,
-0.02882726,
-0.019657554,
0.015215979,
0.021118976,
0.01680635,
-0.06264055,
0.030202715,
-0.05513285,
0.029156797,
0.009886088,
0.02379825,
-0.004348446,
0.029486332,
0.028540706,
0.029600954,
0.013324727,
0.0045311237,
-0.0196289,
-0.02699332,
0.061666265,
0.03948704,
0.0336127,
0.020101713,
0.03344077,
-0.0004929612,
0.049573716,
0.004527542,
0.014435122,
-0.018869534,
0.034988154,
0.0086395815,
0.0038075766,
-0.03963032,
0.0360484,
0.008388847,
-0.0044917227,
0.020732129,
-0.03533202,
-0.020015746,
-0.012594016,
0.014685855,
-0.00054355577,
-0.008453322,
-0.0044379937,
-0.016562779,
-0.07788518,
0.043871306,
-0.008252734,
-0.06539146,
0.012586853,
0.041177705,
0.032265898,
-0.007858723,
-0.0034619218,
0.009921907,
0.011576752,
0.026978992,
0.011369001,
0.02422808,
-0.018267771,
0.042352576,
-0.017336473,
0.0053621284,
-0.018625963,
-0.001602012,
0.0076796277,
-0.042066023,
-0.0037180288,
0.02239414,
0.014399302,
-0.02189267,
-0.0071745776,
-0.026090676,
-0.002346155,
-0.04094846,
0.007167414,
-0.057310656,
-0.0360484,
0.026778404,
-0.011189906,
-0.019671882,
0.06676691,
-0.004996773,
0.019987091,
0.015989672,
0.044272482,
0.05269715,
0.049143888,
0.10625395,
-0.025130723,
0.02832579,
0.0022655618,
-0.037079994,
0.025474586,
-0.021964308,
0.008539287,
-0.006386556,
-0.022121914,
-0.05802704,
0.049573716,
-0.010000709,
0.01484346,
-0.044730965,
0.047166668,
-0.009227015,
-0.041320983,
0.021333892,
0.08378818,
-0.0073572556,
-0.009377456,
0.0011820323,
0.014642873,
-0.047625154,
-0.007289199,
-0.038111586,
0.029185452,
0.002301381,
-0.054559745,
-0.034472357,
-0.053126976,
0.0015008228,
0.008324373,
-0.01624757,
0.009943399,
0.0024661492,
0.04054729,
0.002082884,
0.02649185,
-0.040690564,
-0.026391556,
0.05438781,
0.02361199,
0.00923418,
0.0486854,
0.059201907,
0.01545955,
0.0009048815,
0.011326019,
0.035074122,
-0.026978992,
0.030689856,
-0.028512051,
0.015001064,
-0.016734712,
-0.033096902,
-0.014406466,
-0.007751266,
-0.036334954,
-0.050519343,
-0.028110877,
-0.015373583,
-0.052124042,
-0.01024428,
-0.023325436,
0.039114524,
-0.012758785,
-0.028598016,
0.0029550807,
-0.0785156,
0.2441434,
0.037681755,
0.010459195,
0.0015464922,
0.01260118,
0.054072604,
0.01747975,
0.021333892,
0.014671528,
-0.057310656,
0.0016754412,
-0.048484813,
0.027150923,
-0.0069668265,
0.032065313,
0.034386393,
-0.045705248,
-0.042037364,
-0.004735293,
-0.056450997,
-0.049716994,
0.000055631634,
0.010602471,
0.040891152,
0.043470133,
-0.03570454,
-0.0073286,
-0.014915098,
-0.057826452,
-0.032065313,
0.048484813,
0.009169705,
0.018124495,
-0.017594371,
-0.033039592,
0.014370647,
-0.0071889055,
-0.035847817,
-0.028125204,
-0.03593378,
-0.014033947,
-0.007371583,
0.001409484,
-0.007593662,
-0.0272942,
0.033755977,
-0.008073638,
0.032781694,
0.014743166,
-0.048771366,
0.05390067,
-0.058170315,
0.024271062,
-0.021849688,
-0.0373952,
-0.0063435733,
-0.03968763,
-0.057196032,
0.0046744,
0.020803768,
0.0223225,
0.048226915,
-0.052152697,
-0.0034672946,
-0.017207524,
0.0062325336,
-0.0152016515,
0.03733789,
-0.02538862,
-0.023998836,
-0.036277644,
0.009936235,
-0.03318287,
0.002478686,
0.037280582,
-0.011103939,
-0.0047388747,
0.031520862,
0.007332182,
-0.0416935,
-0.012844751,
-0.00063623785,
0.028282808,
-0.044243827,
0.036965374,
0.051379003,
-0.04954506,
0.011003646,
0.015029719,
0.028712638,
0.01278744,
0.034013875,
0.03759579,
0.021749394,
-0.005075575
] | If you have bitsandbytes>=0.41.3, you can serialize 4-bit models and push them on Hugging Face Hub. Simply call model.push_to_hub() after loading it in 4-bit precision. You can also save the serialized 4-bit models locally with model.save_pretrained() command.
Training with 8-bit and 4-bit weights are only supported for training extra parameters. |
[
0.011089473,
-0.005473554,
-0.0021392193,
-0.036115717,
-0.041900225,
-0.003057098,
0.013577111,
-0.0214896,
-0.033508193,
0.046995386,
0.011793804,
-0.037614293,
-0.0026281301,
-0.0248614,
0.0127229225,
0.04471755,
0.004731758,
-0.046156183,
-0.016903954,
0.0010789757,
-0.000092841554,
-0.040221818,
-0.06659678,
-0.03677509,
-0.020515526,
0.01826766,
0.028293142,
-0.0008462279,
0.037854064,
0.049992543,
-0.022973191,
-0.014790959,
0.03389782,
-0.023587609,
-0.075408414,
-0.04567664,
-0.011074487,
-0.020410625,
-0.032279357,
-0.039142843,
0.018027887,
-0.010317706,
0.016484352,
-0.024756499,
-0.03851344,
-0.016319508,
-0.020860197,
-0.010122891,
0.014011699,
-0.050442114,
-0.049063426,
-0.0097632315,
0.022328803,
0.025505789,
-0.017368512,
-0.041900225,
0.020155866,
-0.016154665,
-0.0607823,
0.0137794195,
0.011658932,
0.03287879,
-0.023767438,
-0.057395514,
-0.0018301377,
0.057695232,
-0.0037014862,
0.016289536,
-0.0095684165,
0.006443883,
-0.035845973,
0.0038157527,
-0.022208918,
-0.023003163,
-0.007541591,
0.0055709616,
0.021294786,
-0.002382738,
-0.029012458,
0.030720837,
-0.010280241,
0.018702246,
0.000038781545,
0.012213406,
-0.003030873,
-0.038273666,
0.05442833,
0.003278138,
-0.02641992,
-0.006470108,
0.0030364925,
0.025086187,
0.006511319,
0.020260766,
0.035905916,
0.0116664255,
0.014041671,
0.052060578,
0.028113313,
-0.011126937,
0.0215945,
0.08128284,
0.0021748105,
0.038963012,
-0.013217453,
-0.010107905,
0.008646792,
0.0145436935,
-0.032998674,
-0.0429792,
0.015839964,
0.012363263,
-0.015884921,
0.0032556595,
0.012910244,
0.019946065,
-0.00962836,
0.03812381,
-0.028727729,
-0.0213847,
0.025415873,
0.032998674,
0.006867231,
-0.07414961,
0.006279039,
-0.040971108,
-0.0182227,
0.037404492,
-0.038603354,
0.00380826,
-0.014034177,
-0.010857194,
0.030870695,
0.05829466,
0.03326842,
-0.018162759,
0.034916855,
-0.0018292011,
0.00025920707,
0.010400128,
-0.0014255218,
0.017937971,
-0.002955944,
0.086557835,
0.023003163,
-0.0005263753,
-0.023168007,
-0.039022956,
-0.040761307,
-0.027184194,
-0.025266016,
-0.0216994,
0.0072868327,
0.010445084,
0.0013468465,
-0.03965236,
-0.019856151,
0.043998234,
-0.008729214,
0.008781664,
0.046306044,
-0.0028529167,
-0.02244869,
0.01850743,
-0.024501741,
0.012902752,
-0.03500677,
-0.030301236,
0.016574265,
-0.0216994,
0.003557248,
-0.013097567,
-0.01092463,
0.014371358,
0.03875321,
0.01616965,
0.0601529,
0.013202467,
-0.022388747,
-0.0023583863,
-0.025760546,
0.018132787,
0.015435347,
0.022388747,
0.003184477,
0.0057807625,
-0.009201265,
-0.024921343,
-0.03425748,
0.0057058334,
0.04414809,
0.026090233,
-0.01904692,
0.018822132,
-0.014895859,
-0.020260766,
-0.004997756,
-0.008601834,
-0.008189726,
-0.004806687,
0.01751837,
0.023842366,
-0.033028647,
0.011374203,
-0.010617421,
0.040251788,
0.012123492,
0.030645909,
-0.001583809,
0.028682772,
0.030151378,
-0.000025815338,
-0.041480623,
-0.0049378127,
0.030900666,
0.006515065,
0.01865729,
0.047684733,
-0.0077476455,
0.022553591,
-0.009216251,
0.035726085,
0.050562,
-0.0068897097,
0.00057976216,
-0.028967502,
-0.037134748,
0.016049765,
0.03096061,
0.037644263,
-0.002500751,
0.02992659,
0.01437885,
0.06021284,
0.028922545,
0.034796968,
0.025715588,
0.012280842,
-0.012288335,
0.0048329122,
-0.010549985,
0.024097124,
0.03335833,
0.00711075,
0.0008462279,
0.039352644,
-0.022148974,
-0.028607843,
-0.035576228,
0.040491562,
-0.028143285,
0.07654733,
-0.0007057363,
-0.0070058494,
-0.046156183,
-0.009620867,
0.020650396,
0.046515845,
-0.052360296,
-0.015420361,
0.043278918,
0.01567512,
0.013704491,
-0.01850743,
0.008152261,
0.067675754,
-0.004072384,
-0.0019125594,
0.010242777,
-0.043878347,
-0.006256561,
-0.04396826,
-0.046755616,
-0.0031357734,
-0.044118118,
0.0015519642,
-0.015525262,
-0.045646667,
0.032788873,
-0.038183752,
0.025595702,
0.006927174,
-0.033538163,
0.030196335,
0.03653532,
0.023153022,
-0.027259123,
0.024426812,
-0.03854341,
0.026015304,
-0.01087218,
-0.024996271,
-0.00048797426,
-0.05457819,
0.008294626,
0.007425451,
-0.002905367,
-0.046306044,
-0.015944865,
0.0005675862,
-0.0058144806,
0.005919381,
0.020980084,
0.010534999,
-0.019331649,
-0.017068798,
-0.015083182,
-0.029986534,
0.07139223,
0.022643505,
-0.03617566,
0.0030177603,
-0.008084825,
0.06935416,
-0.038033895,
0.05346924,
0.06797547,
-0.02361758,
-0.032818846,
-0.039382614,
-0.043218974,
0.054847933,
-0.0501424,
-0.017533356,
-0.032848816,
0.054278474,
-0.010182833,
-0.057815116,
-0.009718275,
-0.032039586,
-0.039562445,
-0.018986976,
-0.013464718,
0.03833361,
0.037794124,
-0.018567374,
-0.055267535,
0.031530067,
0.000884629,
-0.00070339476,
0.0321295,
-0.027438952,
0.0049303197,
0.015345433,
-0.0016194002,
0.00655253,
0.056886,
-0.0036546558,
0.0042447206,
-0.02953696,
-0.014813438,
-0.0032481665,
-0.0005942796,
-0.021714387,
-0.02826317,
0.03010642,
-0.0012803471,
0.013112552,
0.033927795,
-0.02659975,
0.024426812,
0.012475657,
-0.03347822,
-0.0048179263,
-0.018672274,
-0.024276955,
-0.0053499215,
0.04216997,
0.023033135,
-0.045197096,
0.005439836,
0.017458428,
-0.053828903,
0.029581917,
0.033987734,
0.0005301218,
0.026824536,
0.0501424,
0.05844452,
-0.023917295,
0.018642303,
-0.0040686377,
0.009830668,
0.046126213,
0.028517928,
0.011621468,
0.0052487673,
-0.044987295,
-0.023827381,
-0.015495291,
0.0042372276,
0.006309011,
-0.034167565,
-0.016409423,
-0.017098768,
-0.047684733,
-0.0055372436,
0.033538163,
0.0019462775,
0.016754096,
0.019271705,
-0.0360258,
-0.021579515,
0.0030383656,
0.021714387,
0.015195575,
-0.035396397,
0.056226626,
0.0072006644,
-0.032429215,
-0.041150935,
-0.0323393,
0.025146129,
0.010789758,
-0.00827964,
0.018882075,
-0.06527803,
-0.0038475976,
-0.030990582,
0.06258059,
-0.037704207,
0.03293873,
-0.06365957,
0.030151378,
0.027004365,
-0.051790837,
0.025056215,
-0.020290738,
-0.012258363,
0.02624009,
0.006556276,
-0.015540248,
-0.033927795,
-0.0063539683,
-0.033747964,
0.06192122,
0.014453779,
-0.048284166,
0.022059059,
-0.02244869,
0.006934667,
0.0025719334,
-0.009755739,
-0.031080496,
0.025116157,
-0.022029089,
0.014124093,
-0.035336457,
-0.00218043,
-0.022014102,
0.047534876,
-0.05985318,
0.0057208193,
-0.013329846,
-0.023842366,
-0.009321151,
0.0113891885,
0.033747964,
0.02641992,
0.01925672,
-0.0138618415,
-0.026659692,
0.046186157,
-0.021624472,
-0.05283984,
-0.0036078251,
0.020965097,
0.014798452,
0.02982169,
-0.015450333,
0.002736777,
0.05212052,
-0.00046877374,
-0.0048928554,
0.00014903821,
-0.0015379151,
0.0028248185,
0.005042713,
0.010445084,
-0.01170389,
-0.04028176,
0.045586724,
-0.04414809,
-0.046306044,
0.011022037,
-0.039172813,
-0.016769081,
0.04187025,
-0.04085122,
0.02184926,
0.005432343,
-0.01886709,
-0.021639459,
-0.020500539,
-0.006724866,
-0.037704207,
-0.0323393,
-0.014775974,
0.04085122,
0.022283847,
0.070133425,
-0.03989213,
-0.027349038,
0.01666418,
-0.00071229256,
0.014423808,
-0.024696555,
-0.000901488,
0.011569018,
0.0053611607,
-0.037704207,
-0.016379451,
0.0069384133,
0.021789316,
0.0006977751,
-0.0054773004,
-0.005226289,
-0.013434746,
-0.039772246,
0.04139071,
-0.0285479,
-0.09542941,
-0.027229153,
0.014843409,
-0.0026712143,
0.014191528,
0.019601393,
-0.023722481,
-0.04855391,
0.0052337814,
0.029282203,
-0.03245919,
0.003049605,
-0.039352644,
-0.06347974,
0.021834273,
0.016993867,
0.003377419,
-0.045586724,
0.019466521,
0.008017389,
-0.009426052,
-0.029956562,
-0.010295227,
-0.032519132,
0.003446728,
0.013359818,
-0.004578154,
-0.01165144,
-0.010265255,
-0.009898104,
0.00040648913,
0.033568133,
0.002397724,
-0.05475802,
-0.032069556,
0.005211303,
-0.008976479,
-0.041690424,
0.06791553,
-0.011943662,
0.054068673,
-0.0034055172,
0.04453772,
-0.058804177,
0.019571422,
-0.05212052,
0.021174898,
0.01684401,
-0.052360296,
0.010340184,
0.015795005,
0.010325198,
0.051011577,
0.05439836,
-0.046336014,
0.036894977,
-0.04570661,
-0.050172374,
0.033028647,
-0.022778377,
0.0012616148,
-0.026195133,
-0.015345433,
0.03311856,
-0.03269896,
0.024636613,
0.07193172,
-0.015720077,
-0.01007044,
-0.019811194,
0.033028647,
0.0042110025,
0.017353527,
0.015465319,
0.007957446,
0.0006790429,
-0.013224945,
-0.025700603,
-0.04936314,
-0.03096061,
0.033178505,
0.024516726,
0.011569018,
0.011643946,
-0.006080478,
-0.043878347,
-0.012273349,
0.028817644,
0.028098326,
0.0005694594,
0.018567374,
0.038843125,
-0.021684416,
0.04969283,
-0.042829342,
-0.016199622,
-0.009433545,
0.022928234,
-0.007762631,
-0.027349038,
0.020275753,
0.027393995,
-0.056046795,
-0.054638132,
0.002077403,
0.025281,
-0.04504724,
0.0050389664,
0.0120560555,
-0.009508474,
-0.041690424,
-0.019061904,
-0.012393235,
0.021234842,
-0.039352644,
-0.01624458,
-0.011846255,
-0.04372849,
0.031859756,
0.05727563,
0.0051176418,
0.0013992967,
-0.05209055,
0.006949653,
-0.0110969655,
0.0044807466,
0.043818403,
-0.035156626,
0.06593741,
0.011404174,
-0.00020933253,
0.07127234,
-0.008167247,
0.029776733,
0.03407765,
0.0008363935,
-0.07337035,
-0.017383497,
0.03049605,
0.000067904286,
0.031619985,
-0.018387545,
0.016799053,
0.022119002,
0.03257907,
-0.002364006,
-0.0720516,
0.019106861,
-0.03236927,
0.002380865,
0.021729372,
-0.026914451,
-0.009336137,
0.07337035,
0.01557022,
-0.031829786,
0.026165161,
0.017383497,
-0.0027555092,
-0.025310973,
-0.060332727,
0.011636454,
-0.032279357,
-0.025251029,
-0.025445845,
-0.040491562,
0.0039674835,
0.028413028,
0.014011699,
-0.020800255,
0.027618783,
0.058954034,
-0.019241733,
0.025790518,
0.00968081,
0.015765034,
-0.0039824694,
-0.023437751,
-0.063060135,
0.061441675,
0.04978274,
-0.055597223,
0.0008078269,
0.007897503,
0.012408221,
-0.03188973,
0.02071034,
0.01798293,
-0.039562445,
-0.0019444042,
-0.0039150333,
0.004986516,
-0.056376483,
0.011981127,
-0.038243696,
0.009875625,
0.040012017,
0.021249827,
0.007807588,
0.02312305,
0.014498737,
-0.0062640538,
-0.011089473,
0.028922545,
0.042469684,
0.007822574,
0.02053051,
-0.023842366,
0.034287453,
-0.032519132,
0.007661477,
0.051970664,
-0.04507721,
0.0038625833,
-0.008968986,
-0.030091435,
-0.058204748,
0.0061441674,
0.009920582,
0.04396826,
0.030166363,
-0.03245919,
-0.005623412,
0.008894057,
-0.031440154,
-0.015480305,
-0.069174334,
-0.047864564,
0.006751091,
-0.05961341,
0.010100412,
-0.018717231,
-0.01840253,
-0.007919982,
0.028517928,
0.006728613,
0.048733737,
0.03293873,
-0.022029089,
0.0325491,
-0.018252673,
-0.03323845,
-0.008639298,
0.002719918,
-0.044357892,
0.005458568,
0.039562445,
0.057215687,
0.0460363,
-0.02099507,
-0.026330005,
-0.016754096,
0.015465319,
0.04219994,
-0.027334053,
0.0029109865,
-0.0536191,
0.037464436,
-0.048673794,
0.021969145,
0.016199622,
0.0214896,
0.008272148,
0.027648753,
0.01915182,
0.011089473,
0.070133425,
-0.039382614,
0.0050989096,
0.039232757,
0.027918497,
0.0056383978,
-0.007979925,
-0.023932282,
0.07037319,
0.045137152,
0.03365805,
-0.007875024,
0.021834273,
0.035546258,
-0.055057734,
-0.004162299,
0.014760988,
0.03344825,
-0.0106249135,
0.0038475976,
0.013801898,
-0.0022853306,
-0.014506229,
-0.0057807625,
0.017758142,
0.017908,
0.0025382156,
-0.0059868167,
-0.027633768,
0.028472971,
-0.007313058,
-0.0364454,
-0.022958206,
0.027903512,
0.03503674,
-0.018567374,
0.022538604,
-0.017368512,
0.051730894,
0.04975277,
0.023257922,
0.012633008,
0.009560924,
0.019766236,
0.0012522488,
0.045107182,
-0.0029840423,
-0.020080937,
0.00035989273,
-0.041690424,
-0.059523497,
0.034377366,
-0.026869493,
-0.03368802,
0.0070508067,
-0.011104459,
-0.007882517,
-0.07600785,
0.02748391,
-0.009396081,
0.020965097,
0.051041547,
-0.023003163,
-0.028068354,
0.024666585,
-0.021189885,
0.033568133,
0.0069646384,
0.026584763,
-0.009493488,
0.040161874,
0.0048516444,
-0.013509676,
0.045436867,
-0.016858997,
-0.05266001,
-0.021864245,
-0.005016488,
-0.0041922703,
-0.024486756,
-0.025925389,
-0.044447806,
0.025161115,
-0.02418704,
-0.011973633,
-0.016604237,
0.0055260044,
-0.0017627017,
-0.020245781,
0.017533356,
0.046006326,
0.0216994,
-0.026719635,
-0.025655646,
0.0180129,
-0.03114044,
-0.004409564,
-0.020260766,
0.03209953,
-0.03698489,
-0.0067960485,
-0.034197535,
0.019661335,
-0.037914008,
-0.0006031774,
-0.016918939,
0.035905916,
0.011344231,
0.046725646,
0.0046942937,
0.06479849,
0.017848058,
-0.008991465,
0.057994947,
0.020680368,
0.011411667,
0.057785146,
0.06174139,
0.02042561,
-0.015555234,
0.043129057,
-0.008392033,
-0.017893014,
-0.009935568,
-0.052809868,
0.010782264,
-0.05110149,
-0.047984447,
-0.011838762,
-0.012258363,
0.00004273287,
-0.03701486,
-0.025445845,
-0.013929277,
-0.08236182,
-0.011164402,
-0.019226748,
0.03872324,
-0.016409423,
-0.017563328,
-0.006084224,
-0.045137152,
0.2683053,
0.028532915,
-0.015015746,
0.0462461,
0.03890307,
0.07402972,
0.0121534625,
-0.03599583,
0.025161115,
-0.03269896,
-0.0362356,
-0.03854341,
0.024276955,
0.04627607,
-0.02621012,
0.03446728,
-0.05283984,
0.007129482,
0.000012132038,
-0.058174774,
-0.0529897,
0.024531713,
0.007350522,
0.05245021,
0.020860197,
-0.0072193965,
0.027438952,
-0.008811635,
-0.018192729,
-0.010377648,
-0.00038705446,
-0.027079294,
0.0248614,
-0.0033305883,
-0.043788433,
0.04684553,
-0.0013290509,
-0.017698199,
-0.03188973,
-0.0036977397,
0.012123492,
0.025041228,
0.0014517469,
-0.013337339,
-0.0064401366,
0.041300792,
-0.0037220917,
0.017863043,
0.06096213,
-0.016529309,
0.059913125,
-0.047085304,
0.040341705,
-0.0143488785,
-0.035905916,
0.014925831,
-0.03332836,
-0.045227066,
0.011494089,
0.003124534,
-0.005893156,
-0.008362062,
-0.021144927,
0.014693552,
0.012932723,
0.047564846,
0.0039562443,
0.024531713,
-0.013277396,
0.018387545,
-0.0018254546,
-0.015345433,
-0.055237565,
-0.042919256,
0.015884921,
0.0030702106,
0.011943662,
0.007972432,
-0.006290279,
-0.05712577,
0.036505345,
-0.023977239,
0.0181178,
-0.052719954,
0.049872655,
0.020006008,
-0.022643505,
0.035845973,
0.0032219414,
0.004166045,
-0.020965097,
0.029641861,
0.033777934,
-0.049962573,
-0.01808783
] | from transformers import AutoModelForCausalLM, AutoTokenizer
model = AutoModelForCausalLM.from_pretrained("{your_username}/bloom-560m-8bit", device_map="auto")
8-bit
Learn more about the details of 8-bit quantization in this blog post! |
[
0.03525984,
-0.03473488,
-0.0038642918,
-0.033801615,
-0.021829603,
-0.008625391,
0.03584313,
-0.036951378,
-0.0014436411,
0.059262197,
-0.006802612,
-0.02050262,
0.011024169,
-0.058678906,
0.014793675,
0.037826315,
-0.005060035,
-0.048996303,
-0.0600788,
-0.022092083,
0.025620984,
-0.033947438,
-0.0521169,
-0.023871116,
-0.03068102,
0.042346805,
0.03663057,
0.005883931,
0.07699419,
0.028814493,
-0.006058918,
0.00337761,
0.032547545,
-0.054508388,
-0.026612576,
-0.00011557559,
0.027604168,
0.009616983,
-0.017877817,
-0.0019011587,
0.020196393,
-0.03852626,
0.025766807,
-0.03041854,
-0.06293692,
0.01652167,
-0.004655378,
0.0040976075,
-0.015646737,
-0.070869654,
-0.00783795,
0.0049142125,
0.0127157075,
0.010134652,
-0.018009057,
-0.0050490983,
-0.0074733947,
0.020750517,
-0.04179268,
0.023812788,
0.045350745,
0.0010125538,
0.0010107311,
-0.06777822,
0.016682075,
0.07541931,
-0.036922213,
0.0017371086,
-0.029281124,
0.022835778,
-0.047888055,
-0.0031224207,
-0.023564888,
-0.026131362,
-0.025548073,
0.004068443,
0.019481864,
0.041646857,
-0.029281124,
0.03884707,
0.014932207,
0.0065911696,
-0.031555954,
-0.008151469,
-0.024221089,
-0.033859946,
0.049987897,
-0.02252955,
-0.015602989,
-0.020210976,
-0.015457167,
0.030914335,
0.0071598766,
0.043046754,
-0.016594581,
0.025723059,
0.008669138,
0.036543075,
0.01776116,
-0.0058657033,
0.008807668,
0.09326796,
-0.00044065685,
0.033451643,
-0.028610341,
0.032722533,
0.046867296,
0.03383078,
-0.042988423,
-0.017119542,
0.016186278,
-0.00803481,
-0.029135302,
0.02350656,
0.020488037,
0.021115074,
-0.028158292,
-0.001080908,
-0.032110076,
0.017207036,
0.007327572,
0.013736464,
0.034034934,
0.0020670316,
-0.028464518,
-0.050396197,
-0.023010764,
0.04669231,
-0.03082684,
-0.016157115,
-0.028858239,
-0.009930501,
-0.020852594,
0.03126431,
0.00213812,
-0.027414598,
0.034326576,
0.02213583,
0.043600876,
0.015063447,
0.029835248,
-0.011264775,
-0.0026958904,
0.07302783,
-0.0046006944,
0.017979894,
-0.006992181,
-0.032605875,
-0.016740404,
0.02840619,
-0.014356209,
-0.0046079857,
-0.0020524494,
0.022704538,
-0.009551363,
0.0022401956,
-0.028901987,
0.043921687,
0.025300175,
-0.021085909,
0.025358504,
-0.0029401428,
0.024410658,
0.03989699,
0.0011200978,
0.012577176,
-0.028391609,
0.0011793381,
-0.021173403,
0.014633271,
0.036134776,
0.0077212923,
-0.020648442,
0.02037138,
0.046983957,
0.052933507,
0.035434827,
-0.024439823,
0.008785795,
-0.0137437545,
-0.006051627,
0.03330582,
0.05132946,
0.017775742,
0.0062995246,
0.023739876,
-0.015923798,
-0.0092815915,
-0.042492628,
-0.018329868,
0.01254072,
0.03957618,
-0.00620474,
0.0037731528,
-0.012613632,
-0.011417889,
-0.012854239,
-0.016113367,
-0.022835778,
-0.052408546,
-0.00627036,
0.027487509,
-0.020998416,
0.025854299,
-0.03278086,
0.04010114,
0.0031315347,
0.045204923,
-0.029981071,
0.00041126454,
0.042492628,
0.017557008,
0.002161816,
-0.034384906,
0.025198098,
0.02050262,
-0.003226319,
-0.0074478756,
-0.031439293,
0.04806304,
0.015952963,
0.022704538,
0.04158853,
-0.003722115,
0.013627097,
-0.001609514,
-0.0075827613,
0.019321458,
0.052991837,
0.005854767,
0.012234494,
0.06567838,
-0.028697835,
0.033393312,
0.03088517,
-0.011512673,
0.051621106,
0.030768512,
-0.027443763,
0.02129006,
-0.022208741,
-0.021217149,
0.022369146,
-0.056579065,
0.02331699,
-0.014917624,
-0.028829075,
-0.009529489,
-0.01345211,
0.035872295,
-0.011745989,
0.012555303,
-0.034297414,
0.0020305759,
-0.07226955,
-0.010499208,
0.017804908,
0.023798205,
-0.033684958,
-0.009092023,
-0.00444029,
0.038292944,
0.010156525,
0.0015220206,
0.027370851,
0.106508635,
-0.017382022,
0.008020229,
0.024323165,
0.00293832,
-0.005056389,
-0.011986596,
-0.024571063,
-0.000821162,
-0.020531785,
0.004786618,
-0.012023051,
-0.03630976,
0.032168407,
-0.030097729,
0.0065583596,
0.016594581,
0.01978809,
0.02592721,
0.036280595,
0.021567123,
-0.052466877,
0.03068102,
-0.019627687,
0.031030992,
-0.013138592,
-0.01520927,
0.037068035,
-0.019758927,
0.00881496,
-0.025168935,
-0.034501564,
0.00920868,
-0.023623219,
-0.017484097,
-0.039722003,
-0.00764109,
0.040946912,
-0.00744423,
-0.037301354,
0.038380437,
0.017411187,
-0.033218328,
0.029018644,
0.028027052,
-0.023944028,
0.0052933507,
0.011869938,
0.010346094,
-0.012730289,
0.058241438,
0.061070394,
-0.048733823,
-0.0335683,
-0.01894232,
-0.015530079,
0.003144294,
-0.009514907,
-0.020269305,
-0.04389252,
0.06217864,
-0.06112872,
-0.048296355,
0.009740932,
-0.020196393,
-0.02403152,
0.01515094,
-0.04675064,
0.030243551,
0.020488037,
0.04015947,
-0.018052805,
-0.004403834,
-0.014181222,
-0.0010845535,
0.015588407,
-0.01573423,
0.011731407,
0.04806304,
0.02115882,
0.011293939,
0.020969251,
0.010324221,
-0.0019303231,
-0.026393842,
0.00087037706,
0.012139709,
0.0071963323,
0.035376497,
0.032489214,
0.048792154,
-0.042550955,
0.018563183,
0.01077627,
-0.013627097,
0.012577176,
-0.005399072,
0.0015074384,
0.012147,
-0.03715553,
-0.0023331572,
-0.0001557337,
0.033976603,
0.02756042,
-0.041617695,
0.04322174,
-0.01586547,
-0.0622953,
0.011097079,
0.036338925,
0.002633916,
0.013532313,
0.020867176,
0.053925097,
-0.054245908,
0.00940554,
-0.00058784627,
0.0001245186,
0.000007796653,
0.005672489,
-0.00030212564,
-0.028377026,
-0.018854827,
-0.043192577,
-0.0030057628,
-0.005074617,
0.011308522,
-0.040917747,
-0.019540193,
-0.0074405847,
-0.03330582,
0.005934969,
0.045934036,
0.017586173,
-0.030447703,
0.03467655,
0.001873817,
-0.029485276,
0.052058574,
0.009923209,
-0.0278229,
-0.057191517,
0.011585584,
-0.016871644,
-0.030243551,
-0.054245908,
-0.05544165,
0.022019172,
0.005672489,
0.011315813,
0.019671433,
-0.031585116,
-0.0050782626,
-0.017542427,
0.045438237,
-0.024702303,
-0.0028836366,
-0.050396197,
0.042609286,
0.01384583,
-0.017542427,
-0.004104899,
-0.048529673,
-0.020677608,
0.026670905,
-0.05033787,
-0.040917747,
-0.045204923,
-0.01881108,
-0.036513913,
0.047100615,
0.022908688,
-0.025912628,
-0.0069775986,
-0.030739348,
-0.015559243,
-0.011250193,
0.010586701,
-0.039197043,
-0.010105488,
0.022806613,
0.051679436,
-0.009748223,
0.0068463585,
-0.012861529,
0.031905927,
-0.06381185,
0.0027359915,
-0.045234088,
0.0056834253,
-0.0039955317,
-0.01364897,
-0.024993949,
0.016302938,
0.048996303,
0.028158292,
-0.017192453,
0.030272717,
-0.0020123483,
-0.034239084,
0.026539665,
-0.011228319,
0.02677298,
0.050658677,
0.04689646,
-0.0092597185,
0.04368837,
0.02442524,
-0.016682075,
0.019117307,
-0.021144237,
0.018621512,
0.0037913807,
0.01907356,
-0.040334456,
-0.01612795,
0.042025995,
-0.006751574,
-0.010856473,
0.016477924,
-0.064920105,
-0.065970026,
0.07541931,
-0.013226085,
0.012154291,
-0.020735936,
-0.0032409013,
0.0022128539,
-0.039780334,
0.02102758,
0.009288883,
-0.029747756,
-0.002327689,
0.053691782,
0.039547015,
0.049608756,
0.0103971325,
-0.014166639,
0.01580714,
-0.03088517,
-0.024833543,
-0.032751694,
-0.0100325765,
0.034909867,
-0.0036364445,
-0.03514318,
-0.03205175,
0.021785857,
0.016507087,
0.024439823,
-0.035347335,
0.011651204,
0.0026284475,
-0.028333278,
0.018344449,
-0.016711239,
-0.025358504,
-0.022033755,
0.01175328,
0.01462598,
0.007808786,
-0.029558187,
-0.05512084,
-0.04981291,
-0.022296235,
0.021012997,
-0.047392257,
-0.022952436,
-0.020123482,
-0.07308615,
-0.028493684,
0.030972663,
0.03167261,
-0.025737641,
0.032897517,
-0.0046006944,
0.008304582,
-0.032430887,
-0.01332087,
-0.026073033,
0.0029073327,
0.0035307233,
0.021902515,
-0.037942972,
-0.0236378,
0.0007190864,
0.023608636,
0.013503148,
0.023841951,
-0.0042142654,
-0.038613755,
-0.002797966,
-0.010433588,
-0.01612795,
0.023885697,
-0.07856907,
0.06567838,
-0.02252955,
0.018359032,
-0.042288475,
-0.0067953207,
0.015646737,
0.00007006308,
0.0007272889,
-0.052962672,
0.056987368,
0.011585584,
-0.0049980604,
0.02703546,
0.013415654,
-0.011979304,
0.04001365,
-0.040713593,
-0.029864414,
0.027487509,
-0.02756042,
-0.02044429,
-0.0019576647,
-0.02827495,
0.0071197753,
-0.016230026,
0.013138592,
0.04100524,
0.006117247,
-0.01652167,
0.0406261,
0.005486565,
0.0042944676,
0.011775154,
0.021333808,
0.015792558,
-0.046838135,
-0.031176815,
-0.05713319,
-0.039167877,
0.0096024005,
0.025810553,
0.025154352,
0.0069447886,
0.017425768,
-0.017936148,
-0.029791502,
0.00037754313,
0.054450057,
-0.0021253605,
0.012249076,
0.00783795,
0.018300703,
-0.023550307,
0.034909867,
-0.0033903692,
-0.0067297006,
-0.00061427656,
0.029368619,
-0.033509973,
-0.039226208,
0.04917129,
-0.015850887,
-0.04211349,
-0.04316341,
-0.054362565,
0.011848064,
-0.012110544,
-0.006890105,
0.014749929,
-0.021348389,
-0.05628742,
-0.008275418,
0.02977692,
0.01155642,
-0.023521142,
0.02403152,
-0.008537898,
-0.036484748,
0.03114765,
0.061595354,
0.025096023,
-0.013889577,
-0.023127422,
0.006543777,
-0.007487977,
0.0020560948,
0.037767984,
-0.06165368,
0.040830255,
0.027808318,
0.036397256,
0.04380503,
-0.028187457,
0.037767984,
0.042200983,
-0.027137537,
-0.0622953,
-0.035201512,
0.014370791,
-0.0045423657,
0.044679962,
-0.007940026,
0.01867984,
0.049054634,
0.017819488,
-0.016536253,
-0.053779278,
0.013233377,
-0.03499736,
-0.0042543667,
-0.006390664,
-0.06258695,
-0.013926033,
0.020167228,
0.026700068,
-0.029339453,
-0.0137437545,
0.009099314,
-0.018184045,
0.010222145,
-0.041180227,
-0.02945611,
-0.044417482,
-0.053575125,
-0.0556458,
-0.0428426,
0.0050782626,
0.016332101,
-0.0134666925,
-0.020663025,
0.0025464224,
0.06182867,
0.015792558,
0.026218856,
-0.015296763,
-0.011133535,
-0.0622953,
-0.035755634,
-0.06305358,
0.057891466,
0.038438767,
-0.0026849536,
0.024760632,
0.0119209755,
-0.027575003,
-0.03514318,
-0.021202568,
0.024046103,
-0.016857062,
-0.05412925,
0.027312523,
0.036659736,
-0.05132946,
0.056695722,
-0.0370972,
-0.05354596,
0.027472928,
-0.0055594766,
0.018198628,
0.048617166,
0.025431415,
0.031235144,
-0.04532158,
-0.008968074,
0.028595759,
0.018461106,
0.031701773,
-0.0058729947,
0.0055594766,
-0.03199342,
0.038613755,
0.027356269,
-0.039955318,
-0.0055995774,
-0.022967018,
-0.020138064,
0.000102816135,
-0.008435822,
0.031760104,
0.026670905,
0.01704663,
-0.011082497,
-0.04890881,
-0.044825785,
-0.04001365,
0.00610631,
-0.103942156,
-0.028595759,
0.017469516,
-0.048937976,
0.03762216,
-0.015165523,
-0.0088951625,
-0.017221617,
0.0344724,
-0.028231204,
0.05229189,
0.005089199,
-0.026627159,
0.027472928,
-0.027910395,
-0.034297414,
0.0024334101,
0.008924327,
-0.05529583,
-0.04902547,
0.010878346,
0.04806304,
0.00045022645,
-0.033859946,
-0.026000122,
-0.036922213,
0.028901987,
0.016288355,
-0.06031212,
-0.022704538,
-0.03187676,
0.014830131,
-0.028391609,
-0.009529489,
0.010688777,
0.030710183,
0.02958735,
0.009653439,
-0.00953678,
-0.006255778,
0.033334985,
-0.015267598,
0.017804908,
0.0060297535,
0.009186807,
0.012424063,
0.024235671,
-0.004119481,
0.032430887,
0.025548073,
0.04301759,
-0.0051803384,
0.02500853,
0.028377026,
-0.015223851,
0.014706182,
0.015355092,
0.006215677,
-0.008173342,
0.022383727,
0.0030640918,
-0.021246314,
0.0009715413,
-0.030185223,
-0.006809903,
0.011935558,
-0.026437588,
0.012810492,
-0.060895406,
0.027706243,
-0.022252487,
-0.035493154,
-0.017848654,
0.033451643,
0.03957618,
-0.01397707,
0.00053453,
-0.0047100615,
0.020123482,
0.020094318,
0.035114016,
0.030243551,
-0.009587819,
0.05060035,
-0.009886754,
0.044359155,
0.0011501736,
-0.018315285,
0.006769802,
-0.05223356,
0.00953678,
-0.01384583,
-0.035201512,
-0.0004067076,
-0.020021407,
-0.025256429,
0.008960783,
-0.04348422,
0.00092870597,
-0.027370851,
0.007757748,
0.06334522,
-0.010222145,
-0.033247493,
0.04100524,
0.0033283948,
0.01867984,
0.022296235,
0.06066209,
0.015238434,
0.06235363,
0.07722751,
0.01012007,
0.02729794,
0.0044694543,
-0.036863886,
0.023652382,
0.020677608,
0.0124751,
0.04838385,
0.057366505,
-0.055004183,
0.076352574,
0.008377493,
0.024935618,
-0.03041854,
0.0022401956,
0.01606962,
-0.03146846,
0.00914306,
0.059058044,
-0.014101019,
0.00617193,
-0.04106357,
0.006321398,
-0.0415302,
0.0014363499,
-0.0017927033,
0.025620984,
-0.008268126,
-0.028843658,
-0.006055272,
-0.029893579,
-0.05602494,
-0.0031497623,
-0.013262541,
-0.007553597,
0.014720764,
0.01913189,
-0.00061974494,
0.02879991,
-0.008012937,
-0.025723059,
0.03910955,
0.04158853,
0.0070942566,
0.017600756,
0.054945856,
0.017819488,
-0.01507803,
0.010623157,
0.008654555,
-0.008698302,
0.011702242,
-0.033714123,
0.022937853,
-0.013153174,
-0.0076994193,
-0.020954669,
0.064920105,
-0.04876299,
-0.044125836,
-0.007604635,
-0.036922213,
-0.049579594,
0.018665258,
-0.05570413,
0.013751046,
0.012562594,
0.007867115,
-0.025256429,
-0.06859483,
0.25314757,
0.049200457,
0.01965685,
0.021917097,
0.030651854,
0.06847817,
0.012496974,
-0.009434705,
0.000045484037,
-0.053691782,
-0.0017042985,
-0.032110076,
0.019161055,
0.02879991,
-0.010900219,
0.042550955,
-0.048967138,
-0.0214213,
0.00043291005,
-0.05430424,
-0.029922742,
0.0044257077,
0.0071635223,
0.01926313,
0.012562594,
-0.011665787,
-0.0016951846,
-0.03975117,
-0.012774036,
-0.031585116,
-0.0033830781,
-0.013962489,
-0.016434178,
-0.03383078,
-0.025693895,
0.031235144,
0.008406658,
-0.025023112,
-0.020663025,
-0.0040903166,
-0.035434827,
-0.012095963,
0.00037389758,
0.017804908,
-0.009390959,
0.06882814,
0.0020889048,
0.032868356,
0.048092205,
-0.030360209,
0.06334522,
-0.010506499,
0.026043868,
-0.040305294,
-0.054216743,
0.011680369,
-0.04389252,
-0.050454527,
0.035172347,
0.027370851,
0.038351275,
0.005818311,
-0.051533613,
-0.0037986718,
0.031760104,
0.04832552,
-0.025912628,
0.058678906,
-0.039022055,
-0.03983866,
-0.008450404,
-0.0046006944,
-0.0570457,
-0.053050164,
0.0034049514,
-0.009558653,
0.0012276417,
0.029047808,
0.018577766,
-0.028610341,
-0.01488846,
0.0137437545,
0.02181502,
-0.037330516,
0.051504448,
0.050512858,
-0.036251433,
0.011002295,
0.019671433,
-0.004371024,
0.0034614576,
0.059058044,
0.011665787,
-0.014873878,
0.0006069855
] | This section explores some of the specific features of 8-bit models, such as offloading, outlier thresholds, skipping module conversion, and finetuning.
Offloading
8-bit models can offload weights between the CPU and GPU to support fitting very large models into memory. The weights dispatched to the CPU are actually stored in float32, and aren't converted to 8-bit. For example, to enable offloading for the bigscience/bloom-1b7 model, start by creating a [BitsAndBytesConfig]: |
[
0.010751016,
0.00019902401,
0.006878419,
-0.027498795,
-0.04148628,
-0.010326928,
0.0018553875,
-0.026605977,
-0.030415334,
0.05910455,
0.008258566,
-0.04776576,
0.022231169,
-0.0565749,
0.015401111,
0.035980567,
0.0016842639,
-0.031159349,
-0.04615869,
-0.00076122035,
-0.0021706638,
-0.0019455992,
-0.07850847,
-0.03404613,
-0.025966125,
0.0050146612,
0.039908964,
-0.016070724,
0.06362817,
0.047825284,
-0.018124206,
-0.013942841,
0.02434417,
-0.028480895,
-0.054610703,
-0.02078778,
0.004211125,
-0.026546456,
-0.037974525,
-0.040831544,
0.024775699,
-0.007953521,
0.026977984,
-0.027007746,
-0.041396994,
-0.025356032,
-0.019716397,
0.01781172,
0.0025501114,
-0.05651538,
-0.044164732,
0.001090912,
0.048747864,
0.0047319354,
-0.015698716,
-0.048182413,
0.007730316,
-0.009002581,
-0.058777187,
-0.0051746243,
0.022960303,
0.026323251,
-0.006662654,
-0.04859906,
0.010981661,
0.050771583,
-0.007730316,
0.013392271,
-0.02721607,
-0.0073694685,
-0.013139305,
0.024150727,
-0.009307628,
-0.02529651,
-0.0049402597,
0.023406712,
0.013622914,
-0.016814739,
-0.030102847,
0.03312355,
-0.005699155,
0.043331433,
0.019091425,
0.013660115,
-0.008102324,
-0.04764672,
0.044759944,
-0.0012536653,
-0.03267714,
0.0022915662,
-0.00148524,
0.045801565,
-0.015535033,
0.024016805,
0.042974308,
0.000744945,
-0.003018841,
0.028391613,
0.025430433,
-0.0071127834,
-0.0021911243,
0.10773338,
-0.008042802,
0.03163552,
-0.02729047,
0.009017462,
-0.000595677,
0.025802441,
-0.053271476,
-0.019850321,
0.014954702,
0.0178266,
-0.008273447,
-0.00021867066,
0.013503873,
0.021516914,
-0.007053262,
0.0366353,
-0.04270646,
-0.032439053,
0.0015484812,
-0.008630574,
-0.0016052123,
-0.07654426,
-0.009188585,
-0.03553416,
-0.023868002,
0.03961136,
-0.037557878,
-0.018496213,
-0.015773118,
-0.025906602,
0.014642215,
0.0397304,
0.026129806,
-0.035593677,
0.0028607377,
-0.011130464,
-0.005349468,
-0.005185785,
0.0083701685,
0.011829838,
-0.028927304,
0.08862707,
0.019731278,
-0.013585714,
-0.002431069,
-0.049402595,
-0.04550396,
0.0003113238,
-0.029061226,
-0.024463214,
-0.0057847165,
0.032022405,
-0.001138343,
-0.022930542,
-0.042438615,
0.051426318,
0.0058851587,
0.008489211,
0.05407501,
0.024701297,
-0.03425445,
0.02671014,
-0.0071425443,
0.01633857,
-0.030177249,
-0.026546456,
0.015110944,
-0.03916495,
0.002274826,
-0.020252088,
-0.007827038,
0.013786598,
0.045861084,
0.016085604,
0.054759506,
0.0047765765,
-0.0041888044,
-0.014954702,
-0.021293709,
-0.0016563634,
0.0317248,
0.010468291,
-0.0046947347,
-0.0040400014,
-0.008890979,
0.0010220907,
-0.028927304,
0.00645805,
0.039462555,
0.045652762,
-0.017528994,
0.013786598,
-0.01581776,
-0.014954702,
-0.02331743,
-0.0060600024,
-0.009858198,
-0.018942622,
0.00074541004,
0.0114131905,
-0.056783225,
0.0004905849,
-0.029626677,
0.026888702,
-0.0018181867,
0.040861305,
-0.020624096,
0.023168627,
0.04077202,
-0.009694516,
-0.02824281,
-0.0009504792,
0.019269988,
0.0028997986,
-0.031546235,
0.04865858,
0.007339708,
-0.01388332,
-0.00890586,
0.020891942,
0.0565749,
0.007782397,
0.006729616,
-0.014032123,
-0.027201189,
0.039700642,
0.04916451,
0.039819684,
0.014032123,
0.014485972,
0.017960522,
0.045742042,
0.036546018,
0.047378875,
0.03621865,
0.025415553,
0.0060228016,
0.025475074,
-0.00796096,
0.030028446,
0.008585934,
0.04124819,
-0.0011699636,
0.020653857,
-0.027885683,
0.007287627,
-0.03425445,
0.021903802,
-0.04720031,
0.07725852,
0.022871021,
-0.004858418,
-0.058598623,
-0.016770098,
0.0151779065,
0.0497002,
-0.05464046,
-0.02479058,
0.0228115,
0.027007746,
-0.002777036,
-0.009813558,
0.022156768,
0.052348897,
-0.0029146788,
-0.0014517592,
0.017796839,
-0.03461158,
0.0040920824,
-0.039938726,
-0.058241494,
-0.0075145517,
-0.048360974,
-0.008199045,
-0.010810538,
-0.048390735,
0.024522735,
-0.009746596,
0.01386844,
0.027186308,
-0.016695697,
0.059818808,
0.016963542,
0.0024403692,
-0.039403036,
0.0019809399,
-0.06761608,
0.0022525054,
-0.020014003,
-0.02038601,
0.0063427277,
-0.042914785,
0.036426976,
0.0056656743,
0.0026654338,
-0.027974965,
-0.025981003,
0.01535647,
-0.019403912,
0.023198389,
0.0066180136,
0.007648474,
-0.018451571,
-0.003216005,
0.021888921,
-0.035921045,
0.054759506,
0.004847258,
-0.024909623,
0.0112643875,
0.009248107,
0.038986385,
-0.02480546,
0.034373492,
0.05199177,
-0.03217121,
-0.03630793,
-0.033034265,
-0.053003628,
0.0387483,
-0.042349335,
-0.0074624703,
-0.010736137,
0.07553241,
-0.003721935,
-0.053301234,
-0.0014154885,
-0.030459974,
-0.043420717,
-0.028346973,
-0.012759858,
0.049224034,
0.03675434,
0.0069193398,
-0.053390518,
0.012797059,
-0.014069323,
0.0037461156,
0.022692457,
-0.008630574,
0.024001924,
0.03130815,
-0.002875618,
0.012767297,
0.055741604,
-0.016725458,
0.0014824499,
-0.028466014,
0.0028514375,
0.0044231694,
0.0089653805,
-0.0012471551,
-0.0116884755,
0.019195586,
-0.0046314932,
0.032915223,
0.03211169,
-0.021918682,
0.005334588,
0.0015289509,
-0.009538272,
-0.0006719385,
-0.034075886,
-0.030028446,
-0.0036661339,
0.022692457,
0.024269769,
-0.061604444,
-0.0010648714,
-0.0018711977,
-0.045890845,
0.008087443,
0.042795744,
0.020400891,
0.03779596,
0.031962886,
0.059164073,
-0.02618933,
-0.0035880124,
-0.0036345134,
0.017023064,
0.02474594,
0.052438177,
0.0115396725,
0.0075480323,
-0.014969582,
-0.043807603,
-0.03470086,
0.018630136,
-0.0064096893,
-0.0022897061,
-0.024671538,
-0.029820122,
-0.039313752,
-0.014939821,
0.029537397,
0.010007001,
0.018972382,
0.030073086,
-0.015564794,
-0.027111907,
0.03077246,
0.023957282,
0.02880826,
-0.041188672,
0.04166484,
0.017261147,
-0.009181146,
-0.025207229,
-0.014686856,
0.01935927,
0.0109667815,
-0.0057735564,
0.013496432,
-0.03717099,
-0.003816797,
-0.02028185,
0.064282894,
-0.034462776,
0.03127839,
-0.06362817,
0.02928443,
0.03315331,
-0.03999825,
0.0029835002,
-0.034313973,
-0.010319488,
0.042438615,
0.028659457,
-0.037528116,
-0.016130246,
0.008057683,
-0.07077071,
0.053390518,
0.035504397,
-0.04470042,
0.014471092,
-0.01983544,
-0.00010945158,
0.002674734,
-0.013087224,
-0.021130025,
0.022186527,
-0.016264169,
0.034373492,
-0.015609435,
-0.016993303,
-0.04059346,
0.040295854,
-0.058122452,
0.00643573,
-0.035117507,
-0.01937415,
-0.022900783,
0.018406931,
0.036873385,
0.023034705,
0.009553153,
-0.0151779065,
-0.023481114,
0.034581818,
-0.041337475,
-0.039016146,
0.02629349,
0.035563916,
-0.012112564,
0.036546018,
-0.0069825808,
-0.0033052866,
0.04115891,
-0.008511532,
-0.0045347717,
0.010282287,
-0.0022525054,
0.029701078,
0.0053978288,
-0.010557573,
-0.018674776,
-0.048866905,
0.044908747,
-0.0497002,
-0.027915442,
0.037319794,
-0.049878765,
-0.03609961,
0.014679416,
-0.060235456,
0.022097245,
0.0019176987,
-0.021665717,
-0.022037724,
0.010803098,
-0.015296948,
-0.018153965,
-0.029090988,
-0.03223073,
0.048718102,
0.012722657,
0.06761608,
-0.040028006,
-0.03720075,
0.025668519,
-0.0006910039,
0.01635345,
-0.022379972,
-0.020266969,
0.018555734,
-0.0024905903,
-0.040980347,
-0.028108887,
-0.011450391,
-0.015096065,
-0.005740076,
-0.018273009,
0.01437437,
-0.025207229,
-0.022900783,
0.04109939,
-0.011807518,
-0.07916319,
-0.02679942,
0.010326928,
-0.0042892466,
0.011643834,
0.030534375,
-0.061247315,
-0.046396777,
-0.005252746,
0.03220097,
-0.04511707,
0.028466014,
-0.04859906,
-0.03166528,
-0.011033743,
0.015787998,
0.029314192,
-0.0348199,
0.007242986,
0.00012380874,
-0.0097093955,
-0.040801782,
-0.001740065,
-0.029954044,
0.02284126,
-0.0050704624,
0.021516914,
-0.015490392,
-0.009508512,
-0.003909799,
0.022007965,
0.022900783,
0.013176505,
-0.0516644,
-0.019508073,
0.017901001,
-0.019716397,
-0.03315331,
0.07112783,
-0.015200227,
0.0407125,
-0.010445971,
0.028108887,
-0.057110593,
0.035355594,
-0.03666506,
0.0327069,
0.044343293,
-0.0397304,
0.015907042,
0.018764058,
0.008027922,
0.0138982,
0.029983805,
-0.051426318,
0.023644798,
-0.055295195,
-0.08541292,
0.048509777,
-0.022379972,
0.00014357164,
0.002680314,
-0.021606196,
0.027156549,
-0.04306359,
0.00988796,
0.07225874,
-0.0054313093,
-0.020430652,
-0.04330167,
0.040414896,
-0.017558753,
-0.0054722303,
0.023942403,
0.024418572,
-0.001140203,
-0.0089133,
-0.018823579,
-0.041277952,
-0.0095829135,
0.026516695,
0.023540635,
0.01638321,
0.015296948,
0.0056247534,
-0.036010325,
-0.008652895,
0.011450391,
0.034760382,
-0.00032620408,
0.013719637,
0.029671319,
0.02232045,
0.035474636,
-0.02529651,
-0.021457393,
-0.018540854,
0.032022405,
0.0029072387,
-0.018957503,
0.012328329,
0.05255722,
-0.046396777,
-0.058301017,
-0.00991028,
0.034343734,
-0.054223813,
-0.0017493652,
-0.010565013,
-0.0079237595,
-0.04008753,
0.01488774,
0.0027082146,
0.005509431,
-0.016621295,
-0.020772899,
-0.016695697,
-0.050325174,
0.009835878,
0.07053262,
0.014344609,
-0.023897761,
-0.044521857,
-0.009255547,
-0.028079126,
-0.0058144773,
0.06422338,
-0.031129587,
0.05547376,
0.026457174,
0.0055875527,
0.07648474,
0.009091863,
0.04410521,
0.02732023,
-0.015609435,
-0.07273491,
-0.016412972,
0.02921003,
0.01635345,
0.031814083,
-0.03574248,
0.0076149935,
0.04103987,
0.028451134,
-0.010319488,
-0.06594949,
0.011033743,
-0.054819025,
-0.009069543,
0.015505273,
-0.027201189,
-0.0026970543,
0.070830226,
0.018615255,
-0.022930542,
0.018511094,
0.026605977,
-0.025073305,
-0.008831458,
-0.06464002,
-0.0079312,
-0.056188013,
-0.016502254,
-0.025430433,
-0.04032561,
0.019701518,
0.05717011,
-0.0017800559,
-0.017469473,
-0.009352269,
0.058777187,
-0.012246487,
0.035831764,
-0.0012322748,
0.0061232434,
-0.026546456,
-0.03077246,
-0.053211953,
0.049997807,
0.03720075,
-0.0447897,
0.0078047174,
0.0045719724,
0.019731278,
-0.031189108,
-0.023525754,
0.024150727,
-0.03529607,
-0.0000020598463,
-0.00445665,
0.005226705,
-0.06196157,
0.019046783,
-0.052854825,
0.002585452,
0.036456734,
0.020028884,
0.00495514,
0.031397432,
-0.0029537396,
-0.009768917,
-0.015140706,
0.039700642,
0.025698278,
0.017960522,
0.0067370557,
-0.0142627675,
0.02132347,
-0.024061445,
0.012358089,
0.04166484,
-0.036278173,
-0.00084213197,
-0.025579236,
-0.01977592,
-0.045801565,
0.004810057,
0.023347192,
0.04672414,
0.012983062,
-0.021234188,
-0.01188936,
-0.016472492,
-0.035980567,
-0.00069286395,
-0.060235456,
-0.031605758,
0.027855922,
-0.057646282,
-0.025445314,
0.005200665,
-0.013585714,
-0.001787496,
0.052914347,
-0.0075889532,
0.030311171,
0.032468814,
-0.02721607,
0.027126787,
-0.035444874,
-0.043480236,
-0.012120005,
0.004211125,
-0.042349335,
-0.009233226,
0.030147487,
0.056426097,
0.053569082,
-0.020653857,
-0.034105647,
-0.013481552,
0.02080266,
0.03121887,
-0.027647598,
0.0011364829,
-0.05157512,
0.034998465,
-0.034760382,
0.025177468,
0.0026189329,
0.016011203,
0.026561337,
0.022558535,
0.016145125,
0.017112345,
0.049789485,
-0.031099828,
-0.0027993564,
0.04401593,
0.024775699,
0.022260929,
0.01040877,
-0.026144687,
0.07035406,
0.039938726,
0.02671014,
-0.010832858,
0.025132827,
0.029626677,
-0.040355373,
-0.028079126,
0.010639414,
0.00793864,
0.0024961703,
0.0148431,
-0.022766858,
-0.020728258,
-0.026680378,
0.006789137,
0.025966125,
-0.0058702785,
0.005524311,
-0.007298787,
-0.024835221,
0.042438615,
-0.009895399,
-0.05511663,
-0.002025581,
0.029954044,
0.07178257,
-0.013593154,
-0.0023138868,
-0.003764716,
0.032528337,
0.051307276,
0.009716836,
0.011145345,
0.008280887,
0.030683178,
0.0039767604,
0.06529476,
0.002038601,
-0.0044231694,
0.010274847,
-0.04964068,
-0.046307493,
0.020430652,
-0.0021948442,
-0.018258128,
0.006011641,
0.0011764737,
-0.0015038403,
-0.067258954,
0.026085166,
-0.007626154,
0.03279618,
0.048926428,
-0.024463214,
-0.027305352,
0.009173705,
-0.018555734,
0.02778152,
0.020475293,
0.03618889,
0.010059083,
0.052884586,
0.005297387,
-0.024552494,
0.042468376,
-0.010676615,
-0.050206132,
-0.0027416954,
-0.013615475,
-0.004073482,
0.006379929,
-0.04455162,
-0.052200094,
0.023615036,
-0.027930323,
-0.010989102,
-0.0069156196,
0.013660115,
0.0069118994,
-0.020638976,
0.010282287,
0.061723486,
0.023466233,
-0.03217121,
-0.00742155,
0.016130246,
-0.04523611,
0.026576215,
-0.05157512,
0.04148628,
-0.035950806,
-0.004847258,
-0.021516914,
-0.0031155627,
-0.032855704,
-0.010602213,
-0.015802879,
0.024478093,
0.018049804,
0.050860867,
0.0048249373,
0.031516477,
0.012990502,
-0.008861219,
0.015639195,
0.027305352,
0.008548733,
0.08035362,
0.059283115,
0.0045012906,
-0.010773337,
0.054491658,
-0.006484091,
-0.00052220555,
-0.0040288414,
-0.028406493,
-0.0077079954,
-0.03726027,
-0.03276642,
-0.012149765,
-0.013206267,
-0.0028904984,
-0.017707556,
-0.029507635,
-0.02035625,
-0.07392533,
-0.019761039,
-0.027379753,
0.044402815,
-0.0059335195,
-0.01828789,
-0.007685675,
-0.059312876,
0.2647503,
0.04014705,
0.0053717885,
0.01980568,
0.04612893,
0.0654138,
0.01438181,
-0.025921483,
0.029894523,
-0.045771804,
-0.034671098,
-0.04309335,
0.028614817,
0.044819463,
-0.022022843,
0.030593896,
-0.04627773,
-0.0088388985,
-0.007953521,
-0.026382772,
-0.061663963,
0.02928443,
0.00347269,
0.048539538,
0.03862926,
-0.0045868526,
0.02038601,
-0.037290033,
0.0129161,
-0.030355813,
0.018034924,
-0.012417611,
0.022573415,
0.0032197249,
-0.039462555,
0.03562344,
-0.0017484353,
0.0066254535,
-0.02032649,
-0.006990021,
0.016219527,
0.00446037,
0.007380629,
-0.022960303,
-0.009925161,
0.04720031,
-0.0031490435,
0.015787998,
0.05065254,
-0.014166046,
0.052676264,
-0.03071294,
0.039224472,
-0.014143725,
-0.041456517,
0.024165608,
-0.044730183,
-0.048450258,
0.0055838325,
0.009076983,
0.0071276636,
0.012625935,
-0.024731059,
0.0072243856,
-0.00991772,
0.007998161,
-0.015267188,
0.037825722,
0.008764497,
0.006298087,
0.007090463,
-0.0051671844,
-0.06059258,
-0.048360974,
0.027573196,
-0.0007761007,
-0.01633857,
0.026114928,
0.014962141,
-0.04627773,
0.035891283,
-0.023123987,
0.027915442,
-0.039908964,
0.03910543,
0.022662697,
-0.019389031,
0.013429471,
-0.0019604797,
0.0062162452,
-0.003173224,
0.019061664,
0.02479058,
-0.020415772,
0.010386449
] | from transformers import AutoModelForCausalLM, BitsAndBytesConfig
model_id = "bigscience/bloom-1b7"
quantization_config = BitsAndBytesConfig(
llm_int8_threshold=10,
)
model_8bit = AutoModelForCausalLM.from_pretrained(
model_id,
device_map=device_map,
quantization_config=quantization_config,
) |
[
0.008199476,
-0.0053391936,
-0.0062962878,
-0.023821017,
-0.040014613,
-0.0016804158,
0.0014649779,
-0.016296275,
-0.029262887,
0.05497609,
0.006820673,
-0.043182928,
0.019977972,
-0.057058964,
0.014308745,
0.045383144,
-0.0037587043,
-0.04021997,
-0.056120206,
-0.004154743,
-0.011067092,
-0.012687919,
-0.069468185,
-0.02720935,
-0.0139053725,
0.0073890625,
0.030480342,
0.00300513,
0.055474807,
0.052893218,
-0.019889962,
-0.0066483226,
0.017924435,
-0.019933967,
-0.05438937,
-0.03329662,
-0.004378432,
-0.013560671,
-0.040865365,
-0.03702232,
0.02100474,
-0.016222933,
0.018833859,
-0.02613858,
-0.04215616,
-0.019244567,
-0.030744366,
0.0026420942,
0.0031646455,
-0.048522122,
-0.03438206,
-0.0029831277,
0.050135612,
0.020286001,
-0.02022733,
-0.0493142,
0.0045764516,
-0.012409224,
-0.06213413,
-0.0018151791,
0.013788028,
0.032005824,
-0.016384283,
-0.05327459,
0.0020205327,
0.049020838,
0.0022772248,
0.023777014,
-0.024525087,
-0.000054375156,
-0.027473377,
0.023072943,
-0.014638778,
-0.038371786,
-0.004767137,
0.023865022,
0.018951204,
-0.024583759,
-0.019420583,
0.042332176,
0.0020260334,
0.043681644,
0.016457625,
0.013325982,
-0.0049541555,
-0.04488443,
0.038753156,
-0.011382457,
-0.041540097,
-0.0053868648,
-0.0034598415,
0.038049087,
-0.018775186,
0.008918214,
0.05180778,
-0.004385766,
-0.008925548,
0.035819534,
0.011272445,
-0.0124238925,
0.0021562127,
0.09839371,
-0.008786201,
0.031243082,
-0.01836448,
-0.0052585187,
-0.0062962878,
0.01905388,
-0.046409912,
-0.02348365,
0.0071433717,
0.006835341,
-0.0011844502,
-0.00030207148,
0.021268765,
0.024451746,
-0.0060836,
0.03599555,
-0.046791285,
-0.03358998,
0.009812969,
-0.0028712833,
0.0017152526,
-0.08548577,
0.0003080304,
-0.038518466,
-0.014631444,
0.027048003,
-0.03719834,
-0.009658953,
-0.0092922505,
-0.017557733,
0.021356774,
0.04596987,
0.02442241,
-0.023865022,
0.0014090557,
-0.009922979,
0.0019471921,
0.0025540853,
0.0010524372,
0.013634012,
-0.012189203,
0.09440398,
0.025023803,
-0.013406657,
-0.0034781767,
-0.04667394,
-0.03810776,
0.002075538,
-0.0391932,
-0.021400778,
0.005023829,
0.027106674,
-0.005757235,
-0.024363738,
-0.037491698,
0.055709496,
0.015885567,
-0.00069811055,
0.05048765,
0.019332575,
-0.04107072,
0.024290398,
-0.010076994,
0.010495036,
-0.037051655,
-0.032211177,
0.022764914,
-0.03631825,
-0.004374765,
-0.015181498,
-0.0054675397,
0.019332575,
0.043446954,
0.01634028,
0.056648258,
0.009453599,
-0.00840483,
-0.018569833,
-0.020418014,
-0.0063402923,
0.012130531,
0.018408483,
0.0034286717,
-0.00029611256,
-0.0031243083,
0.004411435,
-0.023615664,
0.008001456,
0.03889984,
0.05248251,
-0.014338082,
0.019259233,
-0.016604304,
-0.0056838943,
-0.026871985,
-0.0043160925,
-0.0063916305,
-0.0029354563,
0.013678016,
0.019273901,
-0.04711398,
-0.001483313,
-0.012416558,
0.027854748,
0.0068903468,
0.04837544,
-0.027722735,
0.01679499,
0.04104138,
0.007832773,
-0.030685695,
-0.0077374303,
0.01865784,
-0.009372924,
-0.021400778,
0.04286023,
0.007326723,
-0.006178943,
-0.010693056,
0.015577537,
0.059611216,
0.007018693,
-0.0009250079,
-0.010253012,
-0.023219625,
0.0391932,
0.034323387,
0.026534619,
0.011881173,
0.012101194,
0.027048003,
0.057352327,
0.0283828,
0.043798987,
0.038371786,
0.024466414,
0.0011376956,
0.014939474,
-0.01131645,
0.03901718,
0.012607244,
0.037227675,
-0.004008062,
0.018569833,
-0.035555508,
0.00065318943,
-0.038606476,
0.017337712,
-0.044913765,
0.07422066,
0.00921891,
-0.0026530952,
-0.05990458,
-0.022119517,
0.015137494,
0.04432704,
-0.042654876,
-0.033355292,
0.03165379,
0.022823585,
0.0068720113,
-0.008844873,
0.029365564,
0.050986364,
-0.008925548,
0.00082920684,
0.012944611,
-0.04884482,
0.0060872673,
-0.04083603,
-0.06407032,
0.00019183142,
-0.056501575,
-0.016428288,
-0.005643557,
-0.04890349,
0.019464588,
-0.013722021,
0.032211177,
0.021210093,
-0.01867251,
0.049167518,
0.02456909,
0.014675448,
-0.031683125,
0.013634012,
-0.050076943,
0.00038412123,
-0.01585623,
-0.0011945346,
0.007271718,
-0.035790198,
0.029644258,
0.014506765,
-0.0025577524,
-0.031771135,
-0.02310228,
0.024627764,
-0.011690487,
0.028925521,
0.012585242,
0.018907199,
-0.016838996,
-0.008419498,
0.01928857,
-0.027722735,
0.05949387,
0.01030435,
-0.028074771,
0.011177103,
0.0050898357,
0.042654876,
-0.027268024,
0.032885913,
0.05647224,
-0.030069634,
-0.042889565,
-0.032181844,
-0.063952975,
0.043975007,
-0.04596987,
-0.016222933,
-0.004371098,
0.07539411,
-0.015313511,
-0.040190633,
-0.002189216,
-0.02830946,
-0.043975007,
-0.03397135,
-0.011961847,
0.04371098,
0.035555508,
-0.008742196,
-0.058525775,
0.017777754,
-0.013942042,
0.005375864,
0.013127962,
-0.011184437,
0.030274987,
0.03397135,
0.0020095317,
0.00874953,
0.06330758,
-0.019391246,
0.006171609,
-0.028148111,
0.0025229156,
0.009211576,
0.003340663,
0.014939474,
-0.017147025,
0.01641362,
-0.003839379,
0.019655272,
0.03796108,
-0.020696709,
0.0017473391,
0.014800127,
-0.013934708,
0.00009167571,
-0.033472635,
-0.043417618,
-0.013281978,
0.03414737,
0.032181844,
-0.060197942,
0.009739628,
-0.0051888456,
-0.05438937,
0.004407768,
0.031331092,
0.007803437,
0.032856576,
0.04690863,
0.048580796,
-0.026461277,
0.0014988979,
-0.0002392736,
0.004382099,
0.020770049,
0.061899442,
0.019200562,
0.01057571,
-0.028470809,
-0.042038813,
-0.03561418,
0.020784717,
-0.00972496,
-0.00905756,
-0.01758707,
-0.02597723,
-0.04192147,
-0.014528767,
0.016971009,
0.015474861,
0.011338452,
0.030040298,
-0.016706983,
-0.02209018,
0.019581933,
0.015958909,
0.027546719,
-0.037902407,
0.04960756,
0.00035134717,
-0.010957081,
-0.03476343,
-0.012570574,
0.009548943,
0.0074147317,
-0.013641346,
0.015841562,
-0.04767137,
0.00394939,
-0.027077338,
0.055709496,
-0.04517779,
0.018349811,
-0.062192805,
0.02310228,
0.03485144,
-0.047143318,
0.008844873,
-0.024481082,
-0.01256324,
0.046849955,
0.028148111,
-0.03147777,
-0.016208267,
0.007077365,
-0.06307289,
0.05365596,
0.03734502,
-0.036024887,
0.024745109,
-0.02247155,
0.004099738,
-0.0025412508,
-0.017469725,
-0.018921867,
0.028573487,
-0.022823585,
0.01710302,
-0.016633641,
-0.0118738385,
-0.02917488,
0.05125039,
-0.0530399,
-0.0013146297,
-0.028294792,
-0.022603564,
-0.03165379,
0.011067092,
0.036142234,
0.02427573,
0.0076347534,
-0.02528783,
-0.031096403,
0.04104138,
-0.034968782,
-0.04658593,
0.023454314,
0.032152507,
-0.009651619,
0.026607959,
-0.012372554,
-0.00010943788,
0.04605788,
-0.0041584102,
-0.0033810004,
-0.0006930684,
-0.0071433717,
0.014484762,
0.009101565,
-0.007304721,
-0.008624851,
-0.05248251,
0.03810776,
-0.038841166,
-0.030480342,
0.034734093,
-0.05788038,
-0.030421669,
0.016237602,
-0.0513384,
0.019435251,
0.0060872673,
-0.016545633,
-0.018760517,
-0.00011872005,
-0.009534274,
-0.039691918,
-0.030861711,
-0.019640604,
0.054946754,
0.013802695,
0.06471572,
-0.03306193,
-0.03470476,
0.027561387,
-0.0013733022,
0.022530224,
-0.014140062,
-0.013435992,
0.0101356665,
0.0056912284,
-0.036054224,
-0.019376578,
-0.009805635,
-0.008412164,
-0.0051741772,
-0.008918214,
0.001978362,
-0.023938362,
-0.032768566,
0.050194286,
-0.017337712,
-0.07439668,
-0.030392332,
0.021518124,
-0.0074330666,
0.009695623,
0.038137097,
-0.052746538,
-0.034235377,
0.0016749153,
0.030157642,
-0.04045466,
0.03159512,
-0.052071806,
-0.036259577,
0.0012440394,
0.02091673,
0.019200562,
-0.04711398,
0.009116233,
-0.0007210295,
-0.006941685,
-0.04330027,
-0.014719453,
-0.027282692,
0.01578289,
-0.0025907557,
0.022794249,
-0.003854047,
-0.0059809233,
-0.012152532,
0.010157669,
0.03529148,
0.012863936,
-0.052658528,
-0.019684609,
0.017748417,
-0.0097983,
-0.03834245,
0.07469004,
-0.0063952976,
0.049020838,
-0.012746591,
0.025727872,
-0.046615265,
0.032533877,
-0.053773306,
0.027649395,
0.040777355,
-0.033883344,
0.0006504392,
0.016369615,
0.014198734,
0.012035187,
0.040572003,
-0.05227716,
0.024745109,
-0.06295554,
-0.085544445,
0.03857714,
-0.020036643,
-0.005665559,
0.00645397,
-0.023791682,
0.03291525,
-0.04473775,
0.01341399,
0.07357526,
-0.00009305085,
-0.024994466,
-0.05227716,
0.048111413,
-0.0108104,
0.00956361,
0.0128052635,
0.022603564,
-0.0011596978,
-0.005570216,
-0.017469725,
-0.039163865,
-0.018349811,
0.03118441,
0.029702932,
0.022720909,
0.0037733724,
0.007840107,
-0.042126823,
-0.009607615,
0.02100474,
0.043798987,
0.005903916,
0.011888507,
0.026417274,
0.015342847,
0.031419102,
-0.030861711,
-0.01851116,
-0.016105589,
0.03552617,
-0.0024275729,
-0.017044349,
0.015621541,
0.045940533,
-0.047495354,
-0.059376527,
-0.007165374,
0.03678763,
-0.06371829,
-0.0012825432,
-0.0131866345,
-0.009130901,
-0.043564297,
0.0019068548,
0.004965157,
0.00019561306,
-0.025258493,
-0.010451031,
-0.024085043,
-0.049108844,
0.017293707,
0.06841208,
0.0043490957,
-0.024818448,
-0.043652307,
-0.005317191,
-0.030832376,
-0.013171966,
0.065889165,
-0.032533877,
0.073223226,
0.013898038,
0.009167572,
0.07152172,
0.016516296,
0.036934312,
0.02512648,
-0.009138235,
-0.07040695,
-0.0076714237,
0.026945326,
0.015460192,
0.036582276,
-0.042596202,
0.008052794,
0.040425323,
0.035438165,
-0.003536849,
-0.07046562,
0.010289682,
-0.047847386,
-0.0050018267,
0.022398211,
-0.03118441,
-0.0042977575,
0.07510074,
0.02216352,
-0.016222933,
0.025097143,
0.024011703,
-0.032299187,
-0.015650878,
-0.050986364,
0.00847817,
-0.060784664,
-0.025727872,
-0.024246393,
-0.041892134,
0.012643915,
0.05453605,
-0.011103762,
-0.02629993,
-0.00045929532,
0.061488733,
-0.013025286,
0.037667718,
0.0047744713,
0.0080234585,
-0.013898038,
-0.018555164,
-0.039867934,
0.053714633,
0.03957457,
-0.053069238,
0.01466078,
0.007942784,
0.017455056,
-0.03188848,
-0.0027649396,
0.024627764,
-0.04338828,
0.0076714237,
-0.005247518,
0.00921891,
-0.05600286,
0.009358257,
-0.050370302,
0.009042893,
0.032621887,
0.031125737,
0.00030665527,
0.032328524,
0.0040520667,
-0.0061092693,
-0.006538312,
0.044767085,
0.029834945,
0.006710662,
0.011954513,
-0.016354946,
0.020432683,
-0.029966958,
0.017411051,
0.048522122,
-0.030098971,
0.0056362227,
-0.018217798,
-0.0216208,
-0.051837116,
0.00550421,
0.029922953,
0.04767137,
0.024451746,
-0.02310228,
-0.0040594004,
-0.010458365,
-0.032181844,
-0.0028547817,
-0.056648258,
-0.03593688,
0.015724218,
-0.062016785,
-0.023380974,
-0.008808202,
-0.0057609016,
-0.00017578818,
0.043681644,
-0.0059405863,
0.024246393,
0.027400037,
-0.017220367,
0.0137366885,
-0.032181844,
-0.038606476,
0.0006256867,
0.00081545545,
-0.033179276,
-0.0054308693,
0.03623024,
0.0658305,
0.042273507,
-0.016398951,
-0.031243082,
-0.011778495,
0.020828722,
0.05218915,
-0.029746935,
-0.015298843,
-0.053245254,
0.03461675,
-0.04532447,
0.033091266,
-0.004917485,
0.010957081,
0.013047287,
0.02434907,
0.014103392,
0.02225153,
0.05746967,
-0.02123943,
-0.0051888456,
0.04192147,
0.01867251,
0.017983109,
0.013810029,
-0.02590389,
0.075628795,
0.047847386,
0.032093834,
-0.020359343,
0.036112897,
0.019860627,
-0.046409912,
-0.026109243,
0.011536472,
0.017777754,
-0.004734134,
0.0121672,
-0.013509333,
-0.016193599,
-0.015254838,
-0.0017180028,
0.032064497,
0.0020186992,
0.0072643836,
-0.004686462,
-0.020153988,
0.03212317,
0.0041987477,
-0.04541248,
0.009226244,
0.026153248,
0.06700394,
-0.007062697,
0.015430856,
-0.016927004,
0.03561418,
0.040073287,
0.009732294,
0.003975059,
0.0035735194,
0.024261061,
0.0076714237,
0.05057566,
-0.00824348,
-0.004224417,
-0.0014099724,
-0.038929176,
-0.060315285,
0.021371443,
-0.008375493,
-0.0216208,
0.007825439,
0.005379531,
-0.01617893,
-0.06894013,
0.017117688,
-0.015724218,
0.023366306,
0.050135612,
-0.02107808,
-0.044913765,
0.00696002,
-0.021811485,
0.025155816,
0.0118225,
0.041540097,
0.013553337,
0.05078101,
-0.006912349,
-0.0131866345,
0.04875681,
-0.008595515,
-0.042654876,
-0.025610527,
-0.007825439,
-0.012145199,
-0.00010433842,
-0.047025975,
-0.056061532,
0.02986428,
-0.022280864,
-0.022427546,
-0.0031114738,
0.008624851,
0.004781805,
-0.019347243,
0.013839366,
0.06495041,
0.03194715,
-0.037902407,
-0.0063769626,
0.017308375,
-0.047847386,
0.018789854,
-0.04306558,
0.03452874,
-0.03631825,
-0.0041804127,
-0.008390161,
-0.0026182584,
-0.03226985,
-0.005276854,
-0.009006222,
0.022779582,
0.023703672,
0.049108844,
0.007048029,
0.03136043,
0.012658582,
-0.0039090523,
0.029702932,
0.026314598,
0.019787285,
0.07955985,
0.06037396,
0.003001463,
-0.00476347,
0.054682728,
-0.012335884,
-0.011125765,
-0.008162806,
-0.02651995,
-0.010715057,
-0.033237945,
-0.04676195,
-0.018643172,
-0.009607615,
0.004514112,
-0.0054675397,
-0.027077338,
-0.00567656,
-0.08038127,
-0.021063412,
-0.029336229,
0.02979094,
-0.0018656008,
-0.028720167,
-0.0053355265,
-0.049020838,
0.25745475,
0.051543754,
0.009306919,
0.02885218,
0.034264714,
0.06776669,
0.010421695,
-0.030949721,
0.041657444,
-0.041305408,
-0.047260664,
-0.053919986,
0.025302498,
0.050957028,
-0.03617157,
0.038166434,
-0.04814075,
-0.0019618603,
-0.020770049,
-0.028060103,
-0.0604913,
0.03540883,
0.009578278,
0.041804124,
0.036670286,
-0.011917843,
0.024745109,
-0.030949721,
0.0047011306,
-0.01788043,
0.021635469,
-0.012885938,
0.023894358,
-0.00030000877,
-0.036259577,
0.033237945,
0.0062522837,
-0.012731923,
-0.019699277,
0.006967354,
0.011331118,
0.0003318661,
0.014880802,
-0.019537928,
-0.0045434483,
0.040748022,
-0.008250814,
0.027678732,
0.056794938,
-0.0256692,
0.047730044,
-0.034176707,
0.034587413,
-0.031096403,
-0.04426837,
0.013054621,
-0.0469673,
-0.05350928,
-0.008632185,
-0.0031756468,
0.00499816,
-0.0022203857,
-0.015753554,
0.0063989647,
-0.007957452,
0.019097885,
0.0012275378,
0.040483996,
-0.011419127,
0.0056032194,
-0.0014988979,
-0.011793164,
-0.0611367,
-0.037521034,
0.022618232,
0.0037587043,
-0.009570944,
0.016384283,
0.0011376956,
-0.040894702,
0.04224417,
-0.024539756,
0.021576796,
-0.044063013,
0.038870502,
0.03570219,
-0.019405914,
0.014000715,
0.005518878,
0.013391988,
-0.0036266912,
0.009768964,
0.011602478,
-0.031389765,
0.011778495
] | from transformers import AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig
model_id = "bigscience/bloom-1b7"
quantization_config = BitsAndBytesConfig(
llm_int8_skip_modules=["lm_head"],
)
model_8bit = AutoModelForCausalLM.from_pretrained(
model_id,
device_map="auto",
quantization_config=quantization_config,
) |
[
0.043711256,
0.0145825045,
-0.0008144195,
0.020260327,
-0.035502706,
0.01778036,
0.044233356,
0.02197165,
-0.027511697,
0.020564886,
0.06172366,
-0.012958198,
0.040375628,
-0.025742363,
-0.015430915,
0.035647735,
0.007903993,
-0.03799718,
-0.022160186,
0.008230305,
0.026264463,
-0.037649114,
-0.083941855,
-0.009267251,
-0.03785215,
-0.030774813,
0.031325918,
0.019390164,
0.08661036,
0.025742363,
0.0005692325,
-0.015285888,
0.005039702,
-0.00016077647,
-0.05055655,
-0.018287955,
0.019172622,
0.0024473374,
-0.04414634,
-0.024886701,
0.034487516,
-0.026975095,
0.023828002,
-0.010819044,
-0.03425547,
-0.014038652,
-0.032051057,
-0.03309525,
-0.030310726,
-0.06740873,
-0.032747187,
0.022798307,
0.026714047,
0.009716836,
-0.018113922,
0.005340634,
-0.017446795,
-0.023204384,
-0.024669161,
0.03086183,
0.02588739,
0.024785182,
-0.01725826,
-0.0545303,
-0.0039338684,
0.040926732,
-0.0108335465,
-0.004437838,
-0.012740657,
-0.016808676,
-0.03521265,
0.0049236803,
-0.024103554,
-0.015793484,
0.019085605,
-0.026583523,
-0.0044849725,
-0.0036546905,
-0.039389443,
0.024872199,
0.015445418,
0.012160547,
-0.022827312,
-0.015474424,
-0.044697445,
-0.047975063,
0.049831413,
-0.035009615,
0.007146225,
-0.023117367,
-0.005119467,
0.03457453,
0.009093218,
-0.034661546,
-0.012834924,
0.037330054,
0.03669193,
0.056647703,
0.05667671,
-0.024741674,
-0.0043109395,
0.058388032,
0.036720935,
0.06236178,
-0.016025528,
0.026264463,
-0.0011230559,
0.013335269,
-0.019723726,
-0.05113666,
-0.005014322,
0.0053551365,
-0.015242379,
0.021217508,
0.001811936,
-0.016649146,
0.0025053483,
0.04176789,
-0.022638777,
-0.020057289,
0.01116711,
-0.0014856244,
0.016011024,
-0.048033074,
-0.019143617,
-0.09415179,
-0.03614083,
0.031557962,
-0.02245024,
0.0029277406,
0.000022235647,
-0.014256193,
-0.04118778,
0.04562562,
0.019143617,
0.023015847,
0.0046517537,
-0.0049345572,
0.0034099566,
-0.010949569,
0.032167077,
-0.004408833,
-0.029701611,
0.05998333,
-0.008179545,
0.0109930765,
-0.015953014,
-0.05542947,
-0.013248253,
0.03086183,
-0.03361735,
0.040085573,
-0.0033773256,
-0.0066930144,
-0.0052427403,
-0.039070383,
-0.0015853307,
0.02652551,
0.0010333202,
0.033066247,
0.012762411,
0.016721658,
-0.040723693,
0.038345244,
0.0010079404,
0.058155987,
-0.02996266,
-0.018708535,
0.036401875,
-0.02710562,
0.029788628,
0.030716803,
-0.025002724,
-0.0010849863,
0.031296913,
0.04991843,
0.059577256,
0.007421777,
0.00989812,
0.021841126,
-0.02281281,
0.016591134,
0.03561873,
0.035705745,
-0.031993043,
0.017635332,
-0.027613217,
0.023740984,
-0.008846671,
0.04864219,
-0.009731338,
0.009274502,
-0.040056568,
0.0035422943,
-0.037388064,
-0.0033156888,
-0.043218166,
-0.015836991,
0.010768284,
-0.06787282,
-0.019230632,
0.020898448,
-0.04260905,
0.023117367,
-0.01498133,
0.047510974,
0.0068235393,
0.078720875,
0.0010142854,
0.0020666404,
0.01667815,
-0.00087197724,
-0.047191914,
-0.026177445,
0.039795518,
0.002590552,
0.049019262,
0.03445851,
-0.014379467,
0.040955737,
0.020999968,
0.038838338,
0.0333563,
-0.019767234,
-0.020274831,
-0.024480624,
-0.005112216,
0.025684353,
-0.003774338,
0.027250648,
-0.04266706,
0.043653246,
-0.010267939,
0.052586935,
-0.0014393969,
0.013523805,
0.040317617,
0.009165731,
-0.018447485,
-0.0056705712,
-0.017693343,
0.0045719887,
0.015953014,
-0.007766217,
-0.0034607162,
-0.001992314,
-0.009615316,
-0.008817666,
-0.018882567,
0.03933143,
-0.036285855,
0.024814188,
0.001852725,
0.01143541,
-0.049222298,
-0.005315254,
0.008984447,
0.057836927,
-0.039766513,
-0.02217469,
0.022015158,
0.030252716,
-0.005866358,
-0.013755849,
0.043972306,
0.06595846,
-0.0051339697,
0.023276897,
0.017852873,
-0.022435738,
-0.0025706107,
-0.05673472,
-0.029759621,
-0.022479247,
-0.031354923,
-0.011921252,
0.023247892,
-0.04826512,
0.017823867,
-0.015938511,
0.01879555,
0.024277586,
-0.0037036373,
0.061549626,
0.06648056,
-0.0004473189,
0.0026304345,
0.03695298,
0.03022371,
0.048091084,
-0.007178856,
-0.05737284,
0.011087345,
-0.035850774,
-0.008194048,
-0.013415034,
-0.008157792,
0.016141549,
-0.042899106,
0.02694609,
-0.006834416,
0.026772058,
0.026119435,
-0.00018026453,
-0.048236113,
0.014785543,
0.018012403,
-0.04432037,
0.03419746,
0.02720714,
-0.037243035,
0.029527579,
0.00080082315,
0.078720875,
-0.06160764,
0.03239912,
0.0677568,
-0.051368706,
-0.026351478,
-0.05313804,
-0.023363914,
-0.025017226,
-0.02303035,
0.0027682104,
-0.031877022,
0.026438495,
-0.02255176,
-0.062013716,
-0.017664338,
-0.03399442,
-0.032167077,
-0.0030800193,
-0.009825606,
0.023915017,
-0.023088362,
0.00081759196,
-0.010412967,
0.0047242674,
0.006529859,
0.028903961,
0.026351478,
-0.003970125,
0.03663392,
0.03515464,
0.032892212,
0.0111018475,
0.044030316,
-0.027555205,
0.004778653,
-0.013690586,
0.014865308,
-0.00038998775,
0.0013451291,
0.0102171805,
0.018070415,
0.02217469,
-0.030049676,
0.0105652455,
0.01879555,
0.0008533956,
0.009412278,
0.025843883,
0.024582144,
0.059229188,
-0.016794173,
0.019114612,
0.02075342,
0.025669849,
0.026423993,
-0.049425337,
0.001663283,
-0.010180923,
-0.025205761,
0.006838042,
0.017983397,
-0.007008449,
0.023117367,
0.017867375,
0.051020637,
-0.041970927,
0.004510352,
-0.0073383865,
0.042057946,
0.037388064,
0.013850116,
0.0026938838,
-0.026351478,
-0.007316632,
-0.011689208,
-0.001433052,
0.028860452,
0.013407783,
0.008353578,
0.0033193144,
-0.018302457,
-0.0338784,
0.01867953,
0.023378417,
0.0030238212,
-0.0023911393,
0.06764078,
0.0022588018,
0.04582866,
0.009056961,
0.011304886,
-0.040346622,
-0.033182267,
0.06555238,
-0.00093270745,
0.023218887,
-0.037330054,
-0.031761,
0.004053516,
0.016330086,
-0.017113233,
0.0028171572,
-0.02610493,
-0.04716291,
-0.00584823,
0.06862696,
-0.0008846671,
0.0040100077,
-0.05986731,
0.026873577,
0.02720714,
-0.017606325,
-0.014430226,
-0.034429505,
0.018244447,
0.008940939,
-0.020028284,
-0.018621517,
-0.03677895,
-0.013676084,
-0.03762011,
0.060969517,
0.021159498,
-0.023088362,
-0.010811793,
-0.012472356,
-0.03271818,
0.0025579208,
0.0064500934,
-0.034545526,
0.007080963,
0.022928832,
0.011312137,
-0.0386353,
0.015053844,
-0.015184369,
0.065726414,
-0.03657591,
-0.009143977,
-0.00056470046,
-0.012450602,
-0.016475113,
0.00757043,
0.0034589034,
0.012849428,
0.031151885,
0.006087525,
0.014792794,
0.028512387,
-0.033646356,
-0.037446074,
-0.027410178,
-0.0036456261,
-0.0013478483,
0.051368706,
0.011428159,
-0.015590445,
0.0023983906,
0.01995577,
-0.064972274,
0.02303035,
-0.039708503,
0.006660383,
0.0012925566,
0.0073238835,
-0.0018889819,
-0.007976507,
0.035241656,
0.0060113855,
-0.0014058594,
0.027656725,
-0.07582033,
-0.02710562,
0.022015158,
-0.04298612,
0.037069004,
-0.0061672903,
-0.009803852,
0.024335597,
-0.002635873,
0.013893625,
0.003614808,
-0.057198804,
-0.0005733114,
0.05023749,
0.042696066,
0.07152751,
-0.027221642,
-0.004771401,
0.051687766,
-0.048091084,
-0.00034738594,
-0.025640843,
0.025336286,
0.040897727,
-0.00044120054,
-0.01751931,
-0.032051057,
-0.011478919,
0.028541392,
0.0007038361,
-0.027279653,
0.017809365,
-0.05621262,
-0.025597336,
0.033646356,
-0.040085573,
-0.0460607,
-0.05357312,
-0.0013079658,
0.00092319003,
-0.0015028464,
0.015982019,
-0.025176756,
-0.07123746,
-0.031586967,
0.02726515,
-0.027700232,
-0.030774813,
-0.034603536,
-0.026061423,
-0.031006858,
0.024176067,
0.019970272,
-0.0047387704,
0.032631166,
-0.030629786,
-0.010739279,
-0.026699543,
-0.032834202,
-0.021478558,
0.008186797,
-0.009644322,
0.027453687,
0.009448535,
-0.03405243,
0.0009571808,
0.02788877,
0.051049642,
0.036546905,
-0.04350822,
-0.05421124,
0.013857367,
0.0129219415,
-0.0037344554,
0.0069033043,
-0.04350822,
0.049599368,
-0.017055223,
0.051281687,
-0.035502706,
0.01037671,
0.01646061,
-0.024335597,
0.017301768,
-0.04928031,
0.02842537,
-0.024234079,
0.011544181,
0.031238902,
0.0072912523,
-0.02672855,
0.039099388,
-0.045857664,
-0.048294123,
-0.00420942,
-0.019912262,
-0.013683335,
-0.007845982,
-0.015097352,
0.050150473,
-0.007204236,
0.012298323,
0.07460209,
-0.016489616,
-0.02852689,
-0.029846638,
0.031877022,
0.013516554,
-0.0007799755,
-0.022943335,
-0.03643088,
0.01963671,
-0.015677461,
-0.03086183,
-0.04292811,
-0.040810708,
0.023088362,
0.017446795,
-0.010253437,
0.037301045,
-0.019433672,
-0.03292122,
-0.022522755,
0.016504118,
0.015720969,
0.018012403,
-0.007258621,
0.032312103,
-0.021174,
0.0719916,
-0.04536457,
-0.0043290677,
0.002035822,
0.04490048,
-0.013574565,
-0.06543636,
0.035183646,
0.024872199,
-0.052006826,
-0.066306524,
0.012233061,
0.0042493027,
-0.013487548,
-0.029266529,
0.024408111,
-0.026075926,
-0.022087673,
0.007903993,
0.049947437,
-0.010021393,
-0.014176428,
0.02556833,
0.023175377,
-0.030165698,
0.0002909612,
0.053602125,
-0.028468879,
-0.02085494,
-0.022943335,
0.0014140172,
-0.025872888,
0.0069214324,
0.026482003,
-0.010072153,
0.016330086,
0.014045903,
-0.006087525,
0.049773403,
0.0044849725,
0.029585589,
-0.01153693,
-0.050643567,
-0.061375596,
-0.023929521,
0.06804685,
-0.009825606,
0.03234111,
0.012900187,
0.017794862,
0.01815743,
0.057952948,
-0.039476458,
-0.06793083,
0.006950438,
-0.035067625,
0.005569052,
0.028990977,
-0.016301079,
0.010354957,
0.03721403,
-0.02784526,
-0.039795518,
0.00017222004,
0.02668504,
-0.015590445,
-0.013705089,
-0.05351511,
-0.00651173,
-0.025017226,
-0.014190931,
0.010043147,
-0.053544115,
0.010819044,
0.020405354,
0.01831696,
-0.019970272,
0.010420218,
0.03060078,
-0.031499952,
0.0050106966,
-0.026989598,
-0.0028026544,
-0.02662703,
-0.018113922,
-0.041158777,
0.040288612,
0.035908785,
-0.0054566558,
-0.0023603209,
-0.019767234,
0.025394298,
-0.021057978,
0.0040897727,
0.025800373,
0.025814876,
-0.023349412,
0.017881878,
0.026859075,
-0.048845228,
0.024698166,
-0.03921541,
-0.02614844,
-0.0067619025,
0.023958527,
0.055081405,
0.043479215,
0.035386685,
0.022841815,
-0.023581455,
-0.0012064467,
0.02672855,
0.028961971,
0.024016537,
0.022000656,
0.017722348,
-0.04588667,
0.01725826,
0.025684353,
-0.049715392,
0.031209895,
-0.018723037,
-0.013929881,
-0.008875676,
0.023320405,
0.002394765,
0.058330018,
0.010811793,
-0.017635332,
-0.018345965,
0.0013596319,
-0.017954392,
0.015082849,
-0.07187558,
-0.06764078,
0.03631486,
-0.056067593,
-0.004876546,
0.0025379795,
-0.022580765,
-0.0039266166,
0.03399442,
0.00862913,
0.026598025,
0.019361157,
-0.010964071,
0.036981985,
-0.03086183,
-0.0150393415,
-0.009006201,
0.031499952,
-0.040143583,
-0.008977196,
0.045219544,
0.023958527,
0.029165009,
-0.0072114873,
-0.019839749,
-0.009397775,
0.016576631,
-0.019288644,
-0.01725826,
0.032602157,
-0.031673983,
0.004956311,
-0.018549005,
0.007298504,
-0.010021393,
0.028570397,
0.009818355,
0.02371198,
0.010840798,
0.028976474,
0.033704367,
-0.023465432,
0.030049676,
-0.006939561,
0.026162943,
0.010688519,
0.040984742,
0.0044015814,
0.030194703,
-0.012537618,
0.038722314,
0.010282443,
0.040694688,
-0.004107901,
-0.033008236,
0.0097603435,
0.02149306,
0.0030419496,
-0.009187486,
-0.00043485558,
-0.015430915,
0.0037960922,
-0.044871476,
-0.007722709,
-0.028570397,
-0.02229071,
-0.0073130066,
-0.0037272042,
-0.0023331284,
0.058272008,
-0.014386718,
-0.07065735,
-0.021464055,
0.05220986,
0.022740295,
0.0036800702,
0.025292778,
0.013328018,
0.036285855,
0.0592872,
0.03413945,
0.021884635,
-0.045335565,
0.033704367,
0.000392707,
0.047859043,
0.0020213195,
-0.03277619,
0.013422285,
-0.029266529,
0.008926436,
-0.0011584064,
-0.003912114,
-0.021681596,
-0.033385307,
-0.017591823,
-0.0026086804,
-0.04620573,
0.0087379,
-0.078198776,
-0.0012798668,
0.025771368,
-0.020332841,
-0.033182267,
0.03431348,
-0.025118746,
0.026699543,
0.023682974,
0.031093875,
0.010420218,
0.09078715,
0.05653168,
-0.0013360649,
0.013465794,
0.010362208,
-0.021580076,
0.011674706,
-0.0007033829,
0.011391902,
-0.030745808,
-0.03234111,
-0.032602157,
0.023247892,
-0.023929521,
0.012747908,
-0.024147062,
0.012153296,
0.009854612,
-0.031761,
-0.027830757,
0.115267776,
-0.02546681,
-0.010964071,
-0.021478558,
-0.009013453,
-0.06648056,
-0.050121468,
-0.025002724,
0.038809333,
-0.024959216,
-0.042318996,
-0.024248581,
-0.049657382,
-0.0122258095,
0.0036637546,
-0.03529967,
0.004992568,
0.01699721,
0.015256883,
-0.0055871806,
0.03361735,
0.00016168288,
-0.027511697,
0.04452341,
0.0381132,
0.006232552,
0.020448864,
0.044436395,
-0.009615316,
0.019665714,
0.030977853,
0.0064645964,
-0.041419826,
-0.021725103,
-0.006091151,
-0.0018255324,
-0.01757732,
-0.025872888,
-0.037301045,
0.019143617,
-0.013095974,
-0.02826584,
-0.055081405,
-0.0227548,
-0.06062145,
-0.00027600527,
-0.014067657,
0.004028136,
-0.0061310334,
-0.018563507,
0.007030203,
-0.01821544,
0.25107142,
0.066422544,
0.0035404814,
0.034284476,
-0.025872888,
0.0280483,
0.012958198,
0.0033229403,
0.0011584064,
-0.059403222,
-0.025684353,
-0.024103554,
0.003955622,
0.0017638957,
-0.0051339697,
0.04574164,
-0.020724416,
-0.029469566,
0.0035078502,
-0.048584178,
-0.025234766,
-0.008165043,
-0.003186977,
0.063754044,
0.007991009,
-0.00039565287,
0.018752042,
-0.0018889819,
-0.045857664,
0.009296256,
0.019709224,
-0.027801752,
0.017794862,
-0.007664698,
-0.02403104,
0.013480296,
-0.0021391541,
-0.058039963,
-0.059200183,
-0.07460209,
0.036169834,
-0.007146225,
-0.025974408,
0.028555894,
-0.023726482,
0.051600747,
0.015024838,
0.020448864,
0.052441906,
-0.04600269,
0.04202894,
-0.06230377,
0.026975095,
-0.011043836,
-0.058533058,
-0.020303836,
-0.05351511,
-0.026032418,
0.034168456,
0.024379106,
-0.0097893495,
0.023276897,
-0.057952948,
-0.0064609707,
-0.022363225,
0.031093875,
-0.01201552,
0.0508176,
-0.009064212,
-0.044813465,
-0.0068851756,
-0.0061237817,
-0.01757732,
-0.03437149,
0.020767923,
0.040549662,
0.0232914,
0.02361046,
-0.01386462,
-0.041042753,
-0.0131902415,
-0.031790007,
0.020216819,
-0.045074515,
0.04504551,
-0.011921252,
-0.066248514,
0.014444728,
-0.027700232,
0.027569707,
0.02123201,
0.06601647,
0.00778072,
-0.015633954,
-0.007284001
] | Finetuning
With the PEFT library, you can finetune large models like flan-t5-large and facebook/opt-6.7b with 8-bit quantization. You don't need to pass the device_map parameter for training because it'll automatically load your model on a GPU. However, you can still customize the device map with the device_map parameter if you want to (device_map="auto" should only be used for inference).
4-bit
Try 4-bit quantization in this notebook and learn more about it's details in this blog post. |
[
0.0014692073,
0.0004402503,
0.00041593413,
0.007351156,
-0.015808057,
-0.0007687316,
0.018770361,
-0.017036662,
-0.04231863,
0.045758728,
0.00827261,
-0.029704949,
0.009624076,
-0.077866286,
0.010620612,
0.04592254,
-0.0027882517,
-0.04354724,
-0.03786835,
0.0015767104,
-0.002185894,
-0.019166244,
-0.07732023,
-0.034783185,
-0.029513834,
0.01945292,
0.055396456,
-0.009992657,
0.0827261,
0.063396044,
-0.022797456,
-0.021609806,
0.020190082,
-0.026087388,
-0.023466364,
-0.02061327,
0.014552149,
-0.010149647,
-0.028913181,
-0.05255701,
0.013623869,
-0.030797044,
0.021241223,
-0.021391386,
-0.041390352,
-0.032489788,
-0.01863385,
0.012238275,
-0.0015169864,
-0.053894825,
-0.03276281,
0.015316615,
0.05438627,
0.004678939,
-0.030114485,
-0.033636488,
0.0035322406,
-0.005272765,
-0.058809247,
-0.007071307,
0.03434635,
0.020626921,
0.0063034287,
-0.034865092,
0.007351156,
0.03434635,
-0.0030783392,
0.042537052,
-0.0063716844,
0.010313461,
-0.005272765,
0.031861834,
-0.0059280214,
-0.015330266,
-0.0016995709,
0.042837378,
0.0048188637,
-0.014320079,
-0.021964734,
0.038960446,
-0.0050031543,
0.039615702,
0.032298673,
0.024681319,
-0.02061327,
-0.040817004,
0.042837378,
-0.012354311,
-0.02061327,
-0.0087708775,
0.0006249677,
0.046332076,
-0.021132015,
0.02469497,
0.036148302,
0.015480429,
-0.017801128,
0.02016278,
0.018906873,
-0.005723254,
0.001540876,
0.088131964,
-0.009931227,
0.026141994,
-0.028476344,
0.0065047834,
0.013439579,
0.022196805,
-0.05766255,
0.0035493046,
0.01176731,
0.00681876,
-0.016941104,
0.0066003413,
0.012681939,
0.0033598947,
-0.023520969,
0.011808263,
-0.031424996,
-0.04160877,
0.011958427,
-0.024067016,
0.006262475,
-0.057717156,
-0.008750401,
-0.042345934,
-0.020435805,
0.036694348,
-0.033691093,
-0.020353897,
-0.019725943,
-0.0077402145,
0.026988367,
-0.0010810022,
0.018005896,
-0.029677648,
-0.028476344,
-0.0013949791,
-0.02109106,
-0.003839392,
0.02375304,
-0.013043694,
-0.03412793,
0.09736016,
-0.0022046643,
-0.0007943275,
0.021391386,
-0.05277543,
-0.029759554,
0.027206786,
-0.019084338,
-0.010026786,
-0.015521382,
0.04554031,
0.012354311,
-0.0150162885,
-0.040817004,
0.04264626,
0.024804179,
0.013166555,
0.069129534,
0.034646675,
-0.028831275,
0.040625885,
-0.013664823,
0.011330472,
-0.039888725,
-0.026824553,
0.00608501,
-0.024613062,
-0.0014862713,
-0.023561923,
-0.01467501,
-0.009159937,
0.04054398,
0.018565593,
0.060174365,
-0.0130982995,
0.0066139926,
-0.012422566,
-0.028203322,
-0.012777497,
0.005323957,
0.0238759,
0.009583122,
0.0023514144,
0.013446404,
0.022551736,
-0.033691093,
-0.01898878,
0.022906667,
0.051328406,
-0.051819846,
0.02050406,
-0.03355458,
-0.017964942,
-0.02959574,
-0.0051601427,
-0.031015461,
-0.01699571,
0.009774239,
0.010170123,
-0.07655577,
-0.008613889,
-0.045840636,
0.031779926,
0.015849011,
0.03633942,
-0.002363359,
0.034182534,
0.041854493,
-0.007910854,
-0.059409898,
-0.0069484464,
0.0015741508,
0.0060372306,
-0.0087913545,
0.06574404,
-0.0032165574,
-0.016053777,
0.002474275,
0.018702105,
0.03947919,
-0.0049383114,
0.034319047,
-0.01619029,
-0.018033197,
0.04742417,
0.035165418,
0.033718392,
0.00984932,
0.010320285,
0.011303171,
0.03879663,
0.02481783,
0.04739687,
0.052283987,
0.03587528,
0.007071307,
0.018647501,
-0.01725508,
0.049908683,
0.011699054,
0.032325976,
-0.0035220024,
0.015507731,
-0.022278713,
-0.012483996,
-0.036503233,
-0.0028121413,
-0.033772998,
0.05848162,
0.016763639,
0.014388335,
-0.066672325,
-0.012559078,
0.014920731,
0.0535945,
-0.049772173,
-0.040489376,
0.022319665,
0.02702932,
-0.015767103,
-0.0042762295,
0.021910131,
0.059682924,
-0.024954341,
-0.015903614,
-0.018743059,
-0.019480223,
0.01771922,
-0.012838927,
-0.041199237,
0.00015816162,
-0.0570619,
-0.0072419466,
0.011473809,
-0.045485705,
0.027179483,
-0.0067778067,
-0.00021010006,
0.009999483,
-0.0022899841,
0.047697194,
0.021009153,
0.0040578106,
-0.021186618,
0.013139253,
-0.058918457,
-0.004699416,
-0.02027199,
-0.039369978,
0.004791561,
-0.018142408,
0.037185792,
0.003740421,
-0.004955375,
-0.019903408,
-0.048652776,
0.002685868,
-0.013166555,
0.02515911,
0.012176845,
0.021609806,
-0.023466364,
0.009753762,
0.0021722426,
-0.04496696,
0.048134033,
0.009794716,
-0.043738354,
0.012763846,
0.0052830037,
0.036284816,
-0.02551404,
0.052365895,
0.0466324,
-0.028066808,
-0.03797756,
-0.017787477,
-0.032790113,
0.056188222,
-0.021609806,
-0.013739904,
0.018470036,
0.06792823,
-0.009426134,
-0.04567682,
0.008183877,
-0.023507318,
-0.013876416,
-0.038168676,
-0.035602257,
0.034619372,
0.03797756,
0.015876312,
-0.03999793,
0.025473086,
-0.031070067,
0.019193547,
-0.0016057191,
0.009303274,
0.017063964,
0.024285434,
-0.004433218,
0.008320389,
0.04846166,
-0.035220023,
-0.00030629817,
-0.026510576,
-0.0015818295,
0.013432753,
0.0007154067,
0.021910131,
0.0060440563,
0.01642236,
-0.0049690264,
0.040462073,
0.02713853,
0.0022626817,
0.018729407,
0.011712706,
0.014893428,
-0.014920731,
-0.0273706,
-0.022920318,
0.008600238,
0.023029527,
0.05255701,
-0.04523998,
0.017896686,
-0.00913946,
-0.051410314,
0.017418895,
0.024408296,
0.006020167,
0.040352862,
0.020790735,
0.043984074,
-0.026087388,
-0.025568645,
-0.02877667,
0.006245411,
0.00585294,
0.04625017,
-0.00909168,
-0.008579762,
-0.02236062,
-0.040298257,
-0.041444957,
-0.008777703,
0.0011543772,
0.012422566,
-0.0022916906,
-0.03404602,
-0.033418067,
0.005368323,
0.013439579,
0.009398832,
0.005637934,
0.036530536,
-0.014743266,
0.0000046725936,
0.06263158,
0.033035837,
0.018360825,
-0.024531156,
0.060501993,
0.0042762295,
-0.004617509,
-0.011542066,
-0.028339833,
0.020558665,
0.00038692539,
-0.003098816,
0.024722273,
-0.022524433,
0.004846166,
-0.0026568593,
0.07196898,
-0.025500389,
0.035847977,
-0.033636488,
0.019848803,
0.04483045,
-0.044557426,
-0.006327318,
-0.02061327,
-0.010402192,
0.045704123,
0.025241017,
-0.044775844,
-0.021486944,
0.000013784484,
-0.07944982,
0.0687473,
0.05662506,
-0.03923347,
0.010224728,
-0.02050406,
-0.0044605206,
0.015808057,
-0.004726718,
-0.034100626,
0.0198215,
-0.028339833,
0.026524227,
-0.01595822,
-0.015166452,
-0.022633642,
0.043738354,
-0.045594912,
0.031534206,
-0.04286468,
-0.019603083,
-0.04335612,
0.0118833445,
-0.00080755213,
0.02727504,
0.019330058,
-0.011091577,
-0.031889137,
0.01617664,
-0.05067315,
-0.046987332,
0.01421087,
0.024094317,
0.0010912406,
0.039451886,
0.013248462,
-0.0130778225,
0.046523195,
0.012122241,
0.00026278506,
0.027602669,
-0.011289519,
0.008641192,
0.00068810437,
-0.030305602,
-0.02679725,
-0.046222866,
0.038032163,
-0.01322116,
-0.03451016,
0.058645435,
-0.05020901,
-0.032571696,
0.018743059,
-0.0372677,
0.025131807,
0.009098506,
-0.0203812,
-0.013330369,
-0.0053512594,
-0.010320285,
-0.02633311,
-0.02107741,
-0.012272404,
0.049717568,
0.030797044,
0.04766989,
-0.029268112,
-0.028913181,
0.021828223,
-0.015412173,
-0.0066139926,
-0.027356949,
-0.030496718,
0.023903202,
-0.011296345,
-0.03276281,
-0.051191892,
-0.023548272,
-0.032571696,
-0.017664617,
-0.0119038215,
0.013193858,
-0.0034742232,
-0.025568645,
0.040025234,
-0.024285434,
-0.08283531,
-0.033581883,
0.02330255,
-0.011542066,
0.009289622,
0.017282384,
-0.06563483,
-0.037376907,
-0.0099244015,
0.03123388,
-0.030769741,
0.025200063,
-0.018579245,
-0.037295002,
-0.021828223,
0.030114485,
0.03915156,
-0.04518538,
-0.010463623,
0.00053196907,
-0.024258131,
-0.05870004,
0.006358033,
-0.042973887,
0.04472124,
-0.012245101,
0.034646675,
-0.0019725943,
-0.02783474,
-0.00032037593,
0.010217902,
0.030605927,
0.022278713,
-0.051492218,
-0.043984074,
0.013623869,
-0.0019981903,
-0.023493666,
0.055532966,
-0.03404602,
0.035465743,
-0.004812038,
0.016941104,
-0.037486117,
0.020572316,
-0.031998347,
0.0035390663,
0.04878929,
-0.051437616,
0.021172967,
0.014060707,
0.030551322,
0.01991706,
0.022101248,
-0.04499426,
0.015453126,
-0.0617579,
-0.07295186,
0.0442844,
-0.01840178,
0.002875278,
0.006607167,
-0.014593103,
0.031124672,
-0.046932727,
-0.0007294845,
0.06612627,
-0.0015673252,
-0.029022392,
-0.05870004,
0.025213715,
-0.031179275,
-0.013842288,
0.029158903,
0.015070894,
-0.0015920679,
0.012367962,
-0.03915156,
-0.034783185,
-0.011664926,
0.019930711,
0.004627747,
0.016326802,
0.0075286212,
0.011917473,
-0.04496696,
-0.0049656136,
0.022893015,
0.020790735,
-0.0019708879,
0.019780548,
0.0174735,
0.03808677,
0.051191892,
-0.013303067,
-0.026305808,
-0.019958014,
0.044584725,
-0.013248462,
-0.029186206,
0.01853829,
0.04687812,
-0.04160877,
-0.06366906,
-0.01945292,
0.02621025,
-0.05930069,
-0.015985522,
-0.0077060866,
-0.01841543,
0.002117638,
0.0022968096,
-0.001967475,
-0.011521589,
0.0018156058,
-0.003992968,
0.012340659,
-0.055041526,
-0.0052659395,
0.06082962,
0.004897358,
-0.015753452,
-0.038742024,
-0.004859817,
-0.028831275,
-0.018743059,
0.060501993,
-0.019152595,
0.064870365,
0.031534206,
0.011419205,
0.07349791,
0.015671546,
0.05651585,
0.017296035,
-0.008723099,
-0.06798284,
-0.018497339,
0.023466364,
0.01922085,
0.029431926,
-0.025950877,
0.019480223,
0.031070067,
0.0016850665,
0.0013582916,
-0.06956637,
0.03502891,
-0.057880968,
-0.017610012,
0.00745354,
-0.03672165,
-0.008163401,
0.054713897,
-0.0034571593,
-0.018838616,
-0.003202906,
0.01815606,
-0.029923368,
-0.013432753,
-0.044612028,
-0.023152387,
-0.05583329,
-0.030797044,
-0.020899944,
-0.028858578,
0.02645597,
0.04450282,
-0.00774704,
-0.021036455,
0.018470036,
0.06552562,
-0.0073102023,
0.01631315,
0.009637727,
0.011112054,
-0.030196391,
-0.010552356,
-0.049608357,
0.06317762,
0.039615702,
-0.0022780392,
0.0022012515,
-0.012606857,
0.019043384,
-0.040735096,
-0.025541343,
0.032926627,
-0.022510782,
-0.012204148,
0.00885961,
0.00081352453,
-0.03751342,
0.018360825,
-0.048871193,
-0.0030749263,
0.0039997934,
0.01322116,
-0.003378665,
0.034673978,
-0.018210663,
-0.0038120898,
-0.031698022,
0.04354724,
0.014988987,
0.0055628526,
0.015302964,
-0.019084338,
0.0326263,
-0.035738766,
0.021650758,
0.038660116,
-0.021227572,
-0.0005251435,
-0.01702301,
-0.035602257,
-0.050045196,
-0.012900357,
0.06394209,
0.071914375,
0.021869177,
-0.023916854,
-0.025241017,
-0.01655887,
-0.03562956,
-0.019289106,
-0.06699995,
-0.037131187,
0.033745695,
-0.06246776,
-0.008648017,
0.013173381,
-0.014033404,
0.021596154,
0.04018905,
-0.00926232,
0.038960446,
0.027356949,
0.00014184421,
0.03227137,
-0.074371584,
-0.04371105,
0.009699157,
0.007726563,
-0.029623043,
-0.03683086,
0.029158903,
0.061102644,
0.029923368,
-0.016231243,
-0.03666705,
0.0020237863,
0.019084338,
0.057771757,
-0.024804179,
-0.009392006,
-0.02679725,
0.031151975,
-0.034537464,
0.02271555,
-0.014784219,
-0.0053956257,
0.02573246,
0.013432753,
0.010634263,
0.016244894,
0.044202495,
-0.041991003,
0.0049075964,
0.05310306,
0.028913181,
0.016490616,
0.016135685,
-0.036148302,
0.07284265,
0.028094111,
0.0314523,
-0.019371012,
0.010893635,
0.006016754,
0.008955169,
-0.019302757,
0.008757227,
0.022005688,
0.020845339,
0.016395057,
-0.015302964,
-0.023370806,
-0.021036455,
0.0018753298,
0.00083784066,
-0.008456901,
-0.004730131,
-0.016804593,
-0.007944982,
0.034947,
-0.01351466,
-0.08720368,
-0.024544807,
0.03426444,
0.06590786,
-0.031534206,
0.0010622318,
-0.0027575367,
0.044311702,
0.035684165,
0.02085899,
0.005801748,
0.024708621,
0.028967787,
-0.025664203,
0.021486944,
0.007016702,
-0.02343906,
0.025241017,
-0.042837378,
-0.045376495,
-0.006627644,
-0.007856249,
-0.0035288278,
-0.026046436,
-0.016517919,
-0.005866591,
-0.060010552,
0.023507318,
-0.022278713,
0.028203322,
0.050891567,
-0.04182719,
-0.022401573,
0.008265784,
-0.028612856,
0.028394436,
0.03704928,
0.028476344,
0.0058768294,
0.07317028,
0.020818036,
-0.03762263,
0.030933555,
-0.00056695024,
-0.03508351,
-0.006907493,
0.014606753,
-0.00907803,
0.0054980093,
-0.019043384,
-0.04756068,
0.024886087,
-0.014920731,
-0.021746317,
-0.021514246,
0.011835566,
0.032817416,
-0.030715136,
0.015698848,
0.07016702,
0.0314796,
-0.022169502,
-0.006166917,
0.006774394,
-0.037895653,
0.0162995,
-0.042728167,
0.026810901,
-0.05313036,
-0.010641089,
-0.026346762,
-0.013255288,
-0.035847977,
-0.03191644,
-0.022660945,
0.012183671,
0.020531362,
0.061703295,
0.002858214,
0.044557426,
0.022647293,
-0.0017277264,
0.01269559,
0.053539895,
0.006921144,
0.076064326,
0.060010552,
-0.0042421017,
0.0000036960814,
0.06536181,
-0.003124412,
-0.004859817,
0.008866436,
-0.0110369725,
-0.002366772,
-0.031370394,
-0.027793786,
-0.017309686,
-0.0007154067,
0.00030331197,
-0.02365748,
-0.025363877,
-0.013541962,
-0.05534185,
-0.010436321,
-0.02494069,
0.037131187,
0.0140880095,
-0.012477171,
-0.008170227,
-0.04122654,
0.21688981,
0.06710916,
0.031015461,
0.021664409,
0.060283575,
0.082507685,
0.014197218,
-0.024026062,
0.0071122604,
-0.04756068,
-0.03576607,
-0.03005988,
0.028012205,
0.06072041,
-0.045649517,
0.031124672,
-0.02842174,
-0.023097783,
-0.0043069446,
-0.02365748,
-0.052966546,
0.024435597,
0.0129549615,
0.043874867,
0.038387094,
0.01549408,
0.027793786,
-0.030005276,
0.013494183,
-0.040844306,
0.0018582657,
-0.027984902,
0.010497751,
0.015152801,
-0.03879663,
0.022005688,
-0.00821118,
0.00065738923,
-0.009214541,
-0.015302964,
0.010286158,
0.011992554,
0.01572615,
-0.046332076,
-0.02305683,
0.0454311,
-0.0045731426,
0.032298673,
0.047233053,
-0.012914008,
0.03797756,
-0.015930917,
0.007187342,
-0.006770981,
-0.05299385,
0.023589225,
-0.05370371,
-0.054468174,
0.018046848,
0.004334247,
-0.008108796,
0.01724143,
-0.028121414,
-0.011603496,
-0.020585967,
-0.00448441,
-0.019971665,
0.04696003,
-0.037486117,
-0.0032558045,
-0.021459643,
0.0038530433,
-0.051901754,
-0.032189462,
0.0059280214,
0.017951291,
-0.014879777,
0.04518538,
-0.0047676717,
-0.016859196,
0.02178727,
-0.009357878,
0.04390217,
-0.036011793,
0.048761986,
0.053894825,
-0.039643,
0.024176225,
0.0043444852,
0.016531568,
0.017746523,
0.016886499,
-0.0017413776,
-0.027002018,
0.0007486814
] | from transformers import AutoModelForCausalLM, BitsAndBytesConfig
quantization_config = BitsAndBytesConfig(llm_int8_enable_fp32_cpu_offload=True) |
[
0.02848285,
0.007969489,
-0.009975007,
-0.0038570527,
-0.015428211,
-0.02767163,
0.030826377,
-0.0056109414,
-0.038097315,
0.04608934,
-0.008465235,
-0.033981122,
0.021587476,
-0.028182399,
-0.015938979,
0.039509438,
-0.02281933,
-0.028693167,
-0.041432332,
0.004022301,
0.012859346,
-0.011619981,
-0.08106195,
-0.036024198,
-0.042844456,
0.014752193,
0.013475273,
-0.004292708,
0.06459718,
0.041642647,
-0.032058228,
-0.038037226,
0.011004055,
-0.061953206,
-0.02622946,
-0.029955065,
0.015563414,
-0.0052954666,
-0.030525925,
-0.04356554,
0.030135337,
0.0063320263,
0.010666046,
-0.005723611,
-0.003789451,
-0.033590537,
-0.040050253,
0.0039021205,
-0.00095816026,
-0.08496783,
-0.038457856,
0.033470355,
0.005381847,
0.008014557,
-0.01316731,
-0.021797793,
-0.0018721916,
0.016795268,
-0.010185323,
-0.020190375,
0.043535497,
0.03027054,
0.037766818,
-0.06808243,
0.0189435,
0.068382874,
-0.0071770474,
0.030886468,
0.0064709852,
0.019018613,
-0.046179473,
0.021512363,
-0.028978597,
-0.041462377,
-0.031577505,
0.0013773846,
0.009171298,
0.0033613069,
-0.01859798,
0.011988035,
0.0062080896,
0.041282106,
-0.023330098,
-0.0066550123,
-0.007578902,
-0.039028715,
0.056875564,
0.010125233,
0.016359612,
-0.021377161,
0.023810823,
0.033530444,
0.030195428,
0.0067301253,
0.0047058295,
0.009997541,
-0.017696623,
0.02050585,
0.043865994,
-0.004563115,
-0.027536428,
0.08256421,
-0.002061852,
0.06405637,
-0.010177812,
0.035032704,
0.031156873,
-0.0060728863,
-0.016164318,
-0.034041215,
0.010335549,
0.010876363,
-0.036895506,
0.00878071,
0.009719622,
0.028437782,
-0.013347581,
0.0068728398,
-0.024171364,
-0.024471816,
0.00029153234,
-0.043054774,
0.004255152,
-0.037586547,
-0.0074512097,
-0.052428875,
-0.033830896,
0.0344318,
-0.031968094,
-0.019829832,
0.009261433,
0.0066212113,
-0.0014534366,
0.050475936,
0.0242615,
-0.022578968,
-0.019829832,
-0.0063395374,
0.016419703,
-0.013925951,
0.012896903,
-0.01912377,
-0.0042776857,
0.088513166,
-0.01444423,
-0.004153749,
0.017245945,
-0.010448218,
-0.017546397,
0.03247886,
-0.04149242,
0.027130816,
0.00335004,
0.015165315,
0.028618054,
-0.0037199715,
-0.049484447,
0.015142782,
0.012175818,
0.0053856024,
0.069825046,
0.03407126,
-0.027927015,
0.051136933,
0.008345054,
0.028452806,
-0.057446424,
-0.04107179,
0.0020505849,
-0.051677745,
0.017110743,
-0.00015421638,
-0.01772667,
-0.012145773,
0.026469823,
0.043114863,
0.052308694,
-0.015803777,
0.009163787,
0.00039856837,
-0.051858015,
0.0072521605,
0.016404679,
0.02293951,
-0.018117256,
-0.001063788,
0.0011473511,
-0.00826243,
-0.02657498,
0.010771205,
0.011988035,
0.02761154,
0.0016628141,
0.011852832,
-0.027896969,
-0.022233449,
-0.028212443,
-0.024501862,
-0.022624036,
-0.06808243,
0.008803244,
0.015210383,
-0.046750333,
0.01859798,
-0.041612603,
0.03482239,
0.0020092728,
0.06615953,
-0.014346584,
0.027761767,
0.044286627,
0.0002988089,
-0.03455198,
-0.020250466,
0.041913055,
0.000568981,
0.008705597,
0.005453204,
-0.023495348,
0.020205397,
0.010741159,
0.011139259,
0.035423294,
-0.005017549,
-0.0040598577,
-0.020325579,
-0.018582957,
0.025944032,
0.03656501,
0.02327001,
-0.0039096316,
0.031337146,
-0.0052353763,
0.012393645,
0.02091146,
0.011672561,
0.0012093193,
0.047291145,
-0.035092793,
-0.0077441507,
-0.0032110808,
0.022563946,
0.0065949215,
0.019228928,
0.02484738,
0.002897484,
-0.0030232985,
-0.028437782,
-0.043535497,
0.033921033,
-0.04587902,
0.03286945,
-0.0016778368,
0.018928478,
-0.06309492,
-0.033079766,
0.018342596,
0.049304176,
-0.04551848,
-0.029834885,
0.005873837,
0.053300187,
0.015578437,
0.011251928,
0.02016033,
0.05591412,
0.00079713674,
0.007083156,
0.027506381,
0.003070244,
-0.019709652,
-0.0638761,
-0.03806727,
0.0056109414,
-0.030315608,
-0.009163787,
0.02767163,
-0.023330098,
0.0069629755,
-0.0525791,
-0.017020607,
0.0018731306,
0.039719757,
0.036144376,
0.049634673,
0.013445227,
-0.031667642,
-0.017230922,
-0.04933422,
0.040921565,
-0.030135337,
-0.043024726,
-0.010237902,
-0.03389099,
-0.008637995,
-0.019724675,
0.007548857,
-0.004228862,
-0.024862403,
0.012356089,
0.017636534,
0.021452274,
0.0080521135,
0.0033988634,
-0.054201543,
0.019980058,
0.015037623,
-0.019153817,
0.047862004,
0.025313081,
-0.058558095,
0.026019145,
0.0057761897,
0.03656501,
-0.017921962,
0.039239034,
0.026139325,
-0.024697155,
-0.012145773,
-0.01656993,
-0.044677213,
0.00004266184,
-0.018117256,
-0.027536428,
-0.0028618055,
0.04569875,
0.022038154,
-0.07998033,
-0.0026064212,
-0.062133476,
-0.03731614,
0.0056184526,
-0.026725207,
0.03962962,
0.041222017,
0.009539352,
-0.008698085,
0.01114677,
-0.046419837,
0.028918507,
0.017005583,
-0.038157407,
0.029489364,
0.015638527,
0.004784698,
0.038728263,
0.039599575,
-0.014684592,
-0.00941917,
-0.029218959,
0.0015369998,
-0.002471218,
0.02149734,
-0.007999535,
0.009344057,
0.005678543,
-0.050596118,
0.021948019,
-0.0016271354,
-0.03692555,
0.008532837,
0.02131707,
0.017471284,
0.050986707,
-0.013182332,
-0.023330098,
-0.0020055172,
0.038848445,
0.03611433,
-0.03181787,
0.03235868,
0.016494816,
-0.036354695,
0.003875831,
0.01623943,
0.010530843,
0.018688114,
0.010906408,
0.048883542,
-0.01762151,
-0.009884872,
0.008750665,
-0.00028871562,
0.032899495,
0.025838872,
0.018793274,
-0.028167376,
0.013482784,
0.0023961049,
0.0198749,
0.01952938,
0.0014290249,
-0.005903882,
0.021196889,
-0.03980989,
-0.0057048327,
0.034101304,
0.04488753,
0.004044835,
-0.014744682,
0.06928423,
0.005483249,
-0.008885868,
0.023465302,
0.03437171,
-0.04257405,
-0.03067615,
0.07240894,
-0.017711647,
0.0053630685,
-0.041672695,
-0.032238502,
0.0052428874,
0.0167502,
-0.004337776,
0.02852792,
-0.012761699,
-0.00976469,
0.017576443,
0.022278517,
-0.030090269,
0.025598511,
-0.033650625,
-0.002553842,
0.055072855,
-0.032629088,
-0.0030401987,
-0.0366251,
-0.006557365,
0.04188301,
-0.009584419,
-0.056905612,
-0.04152247,
-0.0010450097,
-0.043114863,
0.0507163,
0.020370645,
-0.0073347846,
0.0045743817,
-0.020866392,
0.005562118,
0.023029646,
-0.012581428,
-0.037917044,
0.010733648,
0.006602433,
0.032268547,
-0.0062756916,
-0.014864863,
-0.005881348,
0.069043875,
-0.056575112,
0.010290481,
-0.02517788,
0.023360144,
-0.024832359,
0.0013032106,
-0.01507518,
-0.002876828,
-0.013467762,
-0.021076709,
-0.031517416,
0.01991997,
-0.027896969,
-0.049484447,
0.003607302,
0.014534366,
0.016900426,
0.037346184,
0.00199425,
-0.0010985277,
0.05182797,
0.02373571,
-0.0068653286,
-0.005498272,
-0.00918632,
0.028497873,
-0.006388361,
-0.0014149412,
0.019198883,
-0.027761767,
0.09590428,
-0.009907405,
0.0021369648,
0.015353098,
-0.04696065,
-0.041732784,
0.041732784,
-0.04290455,
0.05221856,
-0.007071889,
-0.042363733,
0.003748139,
-0.027341133,
0.028693167,
-0.0059489496,
-0.008037091,
0.023254985,
0.064477004,
0.044737305,
0.039599575,
-0.01288188,
-0.046780378,
0.030480856,
-0.031126829,
-0.030525925,
-0.052549057,
-0.012543871,
0.0040748804,
-0.012085682,
-0.045278117,
-0.042844456,
-0.012010569,
0.025959054,
-0.017741691,
-0.012416179,
0.010343061,
-0.008562882,
-0.018357618,
0.07030577,
-0.024171364,
-0.07913906,
-0.049123906,
0.044496942,
-0.0016280743,
-0.0020036392,
-0.012919436,
-0.020265488,
-0.05065621,
-0.022563946,
0.033169903,
-0.009291478,
0.012626496,
-0.023285031,
-0.04095161,
-0.037346184,
0.018162323,
0.037526455,
-0.06399628,
0.011905411,
-0.008217363,
0.0084201675,
-0.027851902,
-0.013362603,
-0.029038686,
-0.0053405347,
-0.020821324,
0.014376629,
-0.031637598,
-0.018808296,
0.019138793,
0.0023604261,
-0.0015163438,
0.029444298,
-0.010688581,
-0.020235443,
-0.0030082758,
0.025102766,
-0.0002504549,
0.034401756,
-0.049093857,
0.046870515,
-0.035393246,
0.034942567,
-0.04696065,
-0.003241126,
0.00021970553,
-0.021963041,
0.04245387,
-0.021512363,
0.028753258,
0.010583422,
-0.0006633417,
0.008217363,
-0.011109213,
-0.03175778,
0.021932997,
-0.061772935,
-0.054261632,
0.04038075,
-0.020806301,
-0.022398697,
-0.0018909698,
-0.033650625,
0.02125698,
-0.05897873,
0.027175885,
0.07655517,
0.028152354,
-0.030240495,
-0.028978597,
0.000032773914,
0.0020224175,
-0.006636234,
0.033921033,
0.0042476403,
-0.0067789485,
-0.0047734315,
-0.0428745,
-0.029158868,
-0.0136705665,
0.06507791,
0.030090269,
0.00057602284,
0.02761154,
0.0030739997,
-0.039419305,
0.0074324314,
0.017125765,
-0.009118718,
0.017125765,
0.0028430272,
0.014489299,
-0.0071770474,
0.052368786,
-0.026559958,
-0.015270473,
-0.016915448,
0.025313081,
0.016104227,
-0.051166978,
0.040440843,
0.03767668,
-0.03674528,
-0.05396118,
-0.015984047,
0.029038686,
-0.027521404,
-0.029774794,
0.000300452,
-0.028452806,
-0.05233874,
-0.0071357354,
0.010921431,
0.02726602,
-0.0010966498,
0.014579434,
0.0013172943,
-0.054321725,
0.014804773,
0.05134725,
-0.0063170036,
-0.005302978,
-0.03425153,
0.017260969,
-0.0016055404,
-0.011101702,
0.051497474,
-0.026079234,
0.0014825428,
-0.010763694,
0.0067864596,
0.062133476,
-0.00018402685,
0.018628025,
0.00436031,
-0.008450213,
-0.055763893,
-0.032508906,
0.072108485,
0.021196889,
0.033740763,
-0.016614996,
0.0021707658,
0.014609479,
0.039148897,
-0.032989632,
-0.06844297,
0.031247009,
-0.03887849,
-0.02813733,
-0.015863866,
-0.040621113,
-0.04431667,
0.033260036,
-0.010425685,
-0.021302048,
0.031277053,
0.023555437,
-0.026349641,
-0.025673624,
-0.030540947,
-0.033199947,
-0.04152247,
-0.008683063,
-0.01444423,
-0.029203935,
0.011402153,
0.05597421,
0.020010104,
-0.012521338,
0.010222879,
0.056304708,
-0.010786227,
0.009569396,
-0.017636534,
-0.0052466434,
-0.04263414,
-0.035483383,
-0.051166978,
0.020866392,
0.04125206,
-0.01991997,
0.015225406,
0.00045912823,
-0.0010008807,
-0.018883409,
-0.037165914,
0.0058888593,
-0.01461699,
0.008758176,
-0.00609542,
0.002844905,
-0.016960517,
-0.008577905,
-0.019574448,
-0.020520872,
0.0051264623,
0.0049236575,
0.028332625,
0.01316731,
0.022593992,
0.0071657803,
0.0072371378,
0.05077639,
0.027911993,
0.032238502,
0.0011135503,
-0.015398165,
-0.020085217,
-0.050175484,
0.009591931,
0.030090269,
-0.03983994,
0.002221467,
-0.00543067,
-0.0061141984,
-0.03368067,
-0.025162855,
0.0010224758,
0.048733316,
0.007931933,
-0.009283967,
-0.034041215,
-0.017185856,
-0.0497849,
0.008653018,
-0.056545068,
-0.014053643,
0.02478729,
-0.06507791,
0.001781117,
0.008037091,
-0.015893912,
0.027220951,
0.05266924,
-0.0006384605,
0.026965568,
0.056905612,
-0.0017416828,
0.050806437,
-0.019364132,
0.0095168175,
-0.02103164,
0.020085217,
-0.03860808,
-0.025598511,
0.028287556,
0.04894363,
-0.009208854,
0.005013793,
-0.072048396,
-0.014782239,
-0.015954,
-0.02489245,
-0.041913055,
-0.0012055637,
-0.019784765,
0.02553842,
-0.051257115,
0.0018881531,
0.034521937,
0.05026562,
0.00084877695,
0.012063148,
-0.015923956,
-0.009501795,
0.038337678,
-0.04822255,
0.0065385867,
0.035723746,
0.047501463,
-0.019469291,
0.03482239,
-0.018793274,
0.014286493,
0.006658768,
0.022578968,
-0.010590933,
0.062013295,
0.034341663,
-0.01715581,
-0.009667044,
0.025989098,
0.0052879555,
0.008487769,
0.0044729793,
-0.03286945,
-0.014346584,
-0.029669637,
0.01587889,
-0.007503789,
0.0046006716,
0.0021670102,
-0.013099708,
-0.034131348,
0.04864318,
0.0108988965,
-0.080881685,
-0.02726602,
0.0058099907,
0.07078649,
-0.015488301,
0.00019505908,
0.006857817,
0.004841033,
0.06742143,
0.045187984,
0.05089657,
-0.007030577,
0.008427679,
0.0038157406,
0.04605929,
-0.012123238,
-0.029414251,
0.010403151,
-0.030105291,
-0.020205397,
0.02513281,
-0.0041837944,
-0.013077173,
-0.015262962,
-0.020761235,
0.0024862404,
-0.053270143,
0.012926947,
-0.058017284,
0.027250998,
0.045248073,
-0.023946024,
-0.023720685,
0.012776722,
-0.016374635,
0.021121776,
0.04269423,
0.042123374,
0.0035378225,
0.048553046,
0.045939114,
-0.018102234,
0.013257445,
0.0036993155,
-0.03563361,
0.017771736,
0.027806833,
0.026034167,
0.011604959,
-0.0001401327,
-0.016044138,
0.03800718,
0.0028073485,
-0.0010966498,
-0.0388184,
0.0009792858,
0.005990262,
-0.035423294,
-0.0042438847,
0.11092688,
0.002221467,
-0.002640222,
-0.0033124834,
-0.019934991,
-0.023765754,
-0.0025782539,
-0.015863866,
0.04840282,
-0.038307633,
-0.04014039,
-0.021707658,
-0.04290455,
-0.047291145,
-0.013557897,
-0.021166844,
-0.0030139093,
0.03767668,
0.025628557,
0.028452806,
0.036985643,
0.01912377,
-0.01790694,
0.020445758,
0.03851795,
-0.0050738836,
0.041041743,
0.0957841,
0.004037324,
0.0022477566,
0.021272002,
0.00808967,
-0.01958947,
0.010793738,
-0.0066737905,
-0.032028183,
-0.026259506,
-0.04933422,
-0.053690776,
-0.0018045899,
-0.003222348,
-0.034041215,
-0.026845388,
0.0013736291,
-0.05089657,
0.0020505849,
-0.0061442438,
0.0026327108,
-0.017591465,
0.0071883146,
-0.03488248,
-0.046690244,
0.26968572,
0.05414145,
0.011717629,
-0.015698617,
0.024126297,
0.042544004,
0.029594524,
-0.051197022,
0.014414186,
-0.0604209,
-0.0014665814,
0.009404148,
-0.015503324,
0.024156341,
-0.023345122,
0.044557035,
-0.040921565,
0.0020167842,
-0.0011511068,
-0.057296198,
-0.02732611,
0.034041215,
0.01282179,
0.02178277,
0.0011867854,
0.03437171,
0.03593406,
-0.026815342,
-0.011462244,
-0.045428343,
0.010485775,
-0.03292954,
0.047591597,
-0.032208454,
-0.022098245,
0.03806727,
-0.0005229743,
-0.0075638792,
-0.01744124,
-0.0018703138,
0.015300519,
-0.023570461,
0.0052466434,
0.0016975539,
-0.016915448,
0.05489258,
0.025042675,
0.0353632,
0.07150758,
-0.04684047,
0.05158761,
-0.021347115,
0.0162845,
0.0011942968,
-0.08995533,
0.029188912,
-0.0794996,
-0.016780244,
0.03021045,
0.040711246,
0.018522866,
0.009524329,
-0.056184527,
-0.011695094,
0.0031378458,
0.04464717,
-0.02154241,
0.03512284,
-0.045368254,
-0.0010374984,
-0.00014987391,
0.002073119,
-0.04939431,
-0.039359212,
0.018102234,
0.014203869,
0.005787457,
0.0119204335,
0.009231388,
-0.04125206,
0.013888394,
0.01756142,
0.00046851736,
-0.0054682265,
0.008232385,
0.020025127,
-0.04801223,
0.029203935,
-0.019724675,
0.02269915,
-0.00067226135,
0.044046264,
0.015413188,
-0.027461315,
0.011221883
] |
Design a custom device map to fit everything on your GPU except for the lm_head, which you'll dispatch to the CPU:
py
device_map = {
"transformer.word_embeddings": 0,
"transformer.word_embeddings_layernorm": 0,
"lm_head": "cpu",
"transformer.h": 0,
"transformer.ln_f": 0,
}
Now load your model with the custom device_map and quantization_config:
py
model_8bit = AutoModelForCausalLM.from_pretrained(
"bigscience/bloom-1b7",
device_map=device_map,
quantization_config=quantization_config,
)
Outlier threshold
An "outlier" is a hidden state value greater than a certain threshold, and these values are computed in fp16. While the values are usually normally distributed ([-3.5, 3.5]), this distribution can be very different for large models ([-60, 6] or [6, 60]). 8-bit quantization works well for values ~5, but beyond that, there is a significant performance penalty. A good default threshold value is 6, but a lower threshold may be needed for more unstable models (small models or finetuning).
To find the best threshold for your model, we recommend experimenting with the llm_int8_threshold parameter in [BitsAndBytesConfig]: |
[
0.019358087,
0.014398216,
-0.018088944,
0.003641494,
-0.033610426,
-0.025937213,
0.030021813,
-0.0022811764,
-0.0038293127,
0.07428137,
-0.0019365383,
-0.012662261,
0.030867908,
-0.036528,
-0.03133472,
0.037753377,
-0.003811078,
-0.05450024,
-0.0377242,
0.022290248,
0.014449274,
-0.039883204,
-0.0653536,
-0.006914645,
-0.019533142,
0.027556464,
0.020758523,
0.028635966,
0.07661543,
0.07702389,
0.021910964,
-0.024580542,
0.0030670972,
-0.018176472,
-0.02929242,
0.010714782,
-0.028242094,
-0.0048139933,
-0.013340596,
-0.062144276,
-0.0067724134,
-0.038453594,
0.014201281,
-0.014529507,
-0.025236996,
-0.036615524,
-0.0064697154,
0.011028421,
0.040291663,
-0.059080828,
-0.030692855,
0.006455127,
0.008716245,
0.023719858,
0.008497427,
0.021692146,
0.03836607,
-0.018132709,
-0.037986785,
-0.00987598,
0.0071444036,
0.018380702,
-0.009022591,
-0.032122463,
0.020014541,
0.060335383,
-0.043705225,
0.009927038,
-0.016644746,
-0.053770848,
-0.015419367,
0.031976584,
-0.045339063,
-0.041662924,
0.014843146,
0.012020395,
0.023588568,
-0.0346024,
-0.018628696,
0.059139177,
0.011859929,
0.06617053,
0.0057476163,
0.019183034,
-0.009985389,
0.0020240655,
0.005951846,
0.009336229,
-0.025484988,
-0.008271316,
0.0029576884,
0.062902845,
0.0014806676,
-0.009423757,
0.013953286,
0.02383656,
0.01048867,
0.040233314,
0.05307063,
-0.031714004,
-0.00452953,
0.0629612,
-0.012830022,
0.021794261,
-0.0020824168,
-0.0055360924,
0.036965635,
0.043471817,
-0.0376075,
-0.062027574,
0.00079412654,
-0.019474791,
-0.05735946,
-0.015083846,
-0.0045878813,
0.028913135,
-0.009044472,
0.05204948,
-0.04653527,
-0.03562355,
0.047293838,
-0.011028421,
0.05365414,
-0.034018885,
-0.011714051,
-0.0259518,
0.0033114438,
0.0589933,
-0.05251629,
0.011334766,
-0.028548438,
0.016528044,
0.028942311,
-0.022188133,
0.014062695,
0.013574002,
-0.02145874,
0.031422246,
0.011480644,
-0.0052771578,
0.03950392,
0.008665188,
-0.0008597719,
0.070138425,
-0.017009443,
0.0026385789,
0.014040814,
-0.014595153,
0.013800114,
-0.025251582,
-0.0037964901,
-0.000524707,
0.034514874,
0.03454405,
0.022844587,
-0.0012262919,
-0.046943728,
0.047381364,
0.031188842,
0.022392362,
-0.012961312,
0.056221608,
-0.005521504,
0.023588568,
-0.0087891845,
0.0069875843,
0.004843169,
-0.028417148,
0.025382875,
-0.00092815247,
-0.020495942,
0.001102295,
-0.028256683,
0.016994854,
0.051203385,
0.044026155,
0.035594374,
-0.028606791,
0.0223486,
0.0049890475,
-0.0034226764,
0.0325601,
0.047702298,
0.02288835,
-0.005981022,
-0.0127352,
0.020962752,
0.0067578256,
-0.021502504,
0.006305602,
0.0032567394,
0.03705316,
-0.03897876,
0.004343535,
-0.0054923287,
-0.005970081,
-0.036761403,
0.009051766,
-0.0010931776,
-0.015725711,
-0.032705978,
0.019591494,
-0.04455132,
0.018088944,
0.02091899,
0.005802321,
0.038045134,
0.055492215,
-0.023150932,
0.031976584,
0.005196925,
0.0059080827,
-0.051670194,
0.02520782,
0.019095507,
0.011210769,
0.030955436,
-0.0014204928,
0.002521876,
0.040991884,
0.0053865667,
0.047235485,
-0.0076440377,
0.012049571,
-0.01676145,
0.0034828512,
-0.013902229,
0.01208604,
0.02901525,
0.0012946725,
-0.011502527,
0.019051744,
0.03638212,
0.05832226,
0.04598093,
0.023559391,
0.071130395,
0.0366447,
-0.053916726,
0.027118828,
-0.007104287,
0.020320887,
-0.009037178,
0.002075123,
-0.005357391,
-0.00701676,
-0.014274219,
-0.010007271,
-0.036528,
0.015346427,
-0.03576943,
0.040991884,
0.011560878,
0.010233383,
-0.03495251,
-0.011458763,
-0.029525826,
0.054237656,
-0.08723539,
-0.019810311,
0.03495251,
0.047848176,
-0.020554293,
0.010175032,
0.020277124,
0.03200576,
0.017768012,
-0.004460238,
0.019022567,
-0.00015795915,
-0.024784772,
-0.02806704,
-0.02669578,
-0.0059445524,
-0.0539459,
0.027775282,
0.04767312,
-0.040116612,
0.0041648336,
-0.010299028,
0.026083091,
-0.024682656,
0.035711076,
0.028329622,
0.0058387904,
0.0009773865,
-0.028738081,
0.048810974,
-0.010306322,
0.0130342515,
-0.023749033,
0.003395324,
-0.0057512634,
-0.012326741,
-0.010619961,
0.018672459,
0.0095039895,
0.009518578,
-0.015638184,
0.008220258,
-0.015711123,
0.0027042243,
0.03833689,
-0.048198283,
0.0020824168,
0.029131953,
-0.035652727,
-0.024084555,
0.03527344,
0.019781137,
-0.08233387,
-0.014077283,
-0.02268412,
0.02615603,
-0.012465325,
0.045018133,
0.051611844,
-0.04353017,
-0.02792116,
0.0067468844,
-0.02459513,
0.012406973,
0.014128341,
0.003978838,
-0.017155321,
0.08169201,
-0.023384336,
-0.066578984,
0.009817629,
-0.0218672,
-0.0034263232,
0.025762158,
-0.029307008,
-0.00016012455,
0.03495251,
0.014668092,
-0.013668823,
-0.019460203,
-0.017126147,
0.05689265,
-0.013260364,
-0.02738141,
0.012217332,
-0.0055798558,
0.011393118,
0.020831462,
0.00074306905,
-0.019051744,
-0.0067687663,
-0.027483525,
0.03092626,
0.011407705,
-0.0026969304,
0.017286612,
0.04297583,
0.042742424,
-0.028854784,
0.018482817,
0.047877353,
0.021969315,
0.0005096633,
0.033406194,
0.023661507,
-0.0050948095,
-0.004456591,
-0.04977377,
0.014266926,
0.04119611,
0.015725711,
-0.03862865,
0.046360213,
0.012290271,
-0.026783308,
0.02765858,
0.015040082,
0.053012278,
0.040612597,
0.04755642,
0.037023984,
-0.020350063,
0.0024999944,
-0.022334011,
-0.021356625,
-0.03766585,
-0.0001165889,
-0.04548494,
-0.029963462,
-0.05321651,
-0.0015381073,
0.006072196,
-0.006258191,
-0.05102833,
-0.008315079,
-0.029102778,
0.017359551,
-0.03153895,
-0.024697244,
0.0774907,
0.03836607,
0.009569636,
-0.008431782,
0.025178643,
-0.0030251571,
0.003455499,
0.016732274,
-0.015244312,
-0.011487938,
0.036148712,
-0.04271325,
0.0075783925,
-0.03655717,
0.018570343,
0.017738836,
0.015900766,
-0.011050303,
0.009824922,
-0.039708152,
-0.017067794,
-0.008125437,
0.033143613,
-0.049802948,
-0.023515629,
-0.008373431,
-0.009919744,
0.03719904,
-0.03419394,
-0.011801577,
-0.004328947,
-0.0024781125,
0.056571715,
-0.049890477,
-0.03576943,
-0.059664343,
-0.043909453,
-0.036002833,
0.011714051,
0.07258918,
-0.026243558,
-0.009088236,
-0.033639602,
-0.007527335,
-0.008373431,
-0.019022567,
-0.0066484166,
0.015521482,
-0.013843877,
0.030663678,
-0.016104996,
-0.008774597,
-0.00034213086,
0.053158157,
-0.040991884,
-0.0061232536,
-0.031218017,
0.0060138446,
-0.013843877,
0.0055069164,
-0.025091117,
0.007312164,
0.01269873,
-0.029671704,
-0.015375603,
0.014930673,
0.0010138561,
-0.017359551,
0.013464593,
0.00505834,
-0.0013065251,
0.047089607,
0.04210056,
-0.02377821,
0.020072892,
0.01399705,
-0.035798606,
-0.0026714015,
-0.000016097929,
-0.00047684062,
-0.0089569455,
0.011466057,
-0.044901427,
-0.04761477,
0.04808158,
0.0031181548,
-0.015083846,
0.014762913,
-0.045951754,
-0.04312171,
0.014653504,
0.0011105008,
0.034573223,
-0.0305178,
0.012173568,
0.0082931975,
-0.014565976,
0.009110117,
-0.06972996,
-0.011283709,
0.0063566593,
0.050153058,
0.05169937,
0.028227506,
-0.022173544,
0.0066083,
0.010408437,
0.008949651,
0.012020395,
-0.03509839,
-0.02738141,
0.030226042,
-0.019051744,
-0.038599472,
-0.014894203,
0.015025495,
0.026039327,
0.016498867,
-0.043238413,
-0.00081828766,
-0.02630191,
-0.02949665,
0.049423665,
0.021896375,
-0.056513365,
-0.008657894,
-0.033056088,
-0.01948938,
0.052662168,
-0.013428124,
-0.038191013,
-0.03358125,
-0.045543294,
0.023136344,
-0.010627255,
-0.0063530123,
-0.030342747,
0.0033880302,
-0.053420737,
0.013150955,
0.0060539613,
-0.07912455,
0.03486498,
0.033347845,
-0.017957654,
-0.06517855,
0.005758557,
0.011495233,
-0.005342803,
0.012348622,
-0.0044967076,
-0.0050072824,
-0.019080918,
0.005171396,
0.007979559,
0.033960536,
-0.012377798,
-0.02921948,
-0.037023984,
0.015010906,
0.04195468,
-0.043209236,
0.038307715,
-0.04040837,
0.059547637,
-0.03950392,
0.030430272,
-0.008125437,
0.014201281,
-0.033902183,
-0.009321641,
0.04353017,
-0.021079455,
0.039533097,
-0.02084605,
-0.036965635,
0.047877353,
-0.0060065505,
-0.0043617697,
0.05522963,
-0.022567417,
-0.021196159,
0.012808139,
-0.023282222,
-0.006699474,
0.0039533097,
-0.037899256,
0.040554248,
-0.028402561,
-0.0015618126,
0.060043626,
-0.03005099,
0.0023522922,
-0.048869327,
0.01253097,
0.009321641,
-0.012954018,
0.039795678,
0.0106637245,
-0.0077096834,
-0.003708963,
-0.050036356,
-0.048752625,
-0.037986785,
0.033260316,
0.015361015,
0.0063311304,
0.005069281,
0.007994146,
-0.052778874,
-0.02105028,
0.017913891,
-0.01893504,
0.020758523,
0.0015590774,
0.00006034587,
-0.01743249,
-0.015681949,
-0.017520018,
-0.008643306,
-0.0075127473,
0.028096216,
-0.017359551,
-0.03644047,
0.047994055,
-0.005342803,
-0.042392317,
-0.06587877,
-0.04475555,
0.015040082,
-0.03833689,
-0.01362506,
0.008140025,
-0.00118344,
-0.037228215,
0.041050233,
0.027673168,
0.0036506115,
-0.011152417,
-0.03474828,
-0.0031236252,
-0.03337702,
-0.01607582,
0.012443443,
-0.024624305,
-0.012210038,
-0.022363188,
0.018818337,
-0.012027689,
-0.00175419,
0.029321596,
-0.047352187,
0.062027574,
-0.012560146,
0.011072185,
0.04700208,
0.04548494,
0.009190351,
0.0326768,
-0.028256683,
-0.06821283,
0.0038220189,
0.012669555,
0.008008734,
0.053099804,
-0.026856247,
0.024274196,
-0.02472642,
0.042684074,
0.009606104,
-0.041225288,
0.013114485,
-0.05204948,
0.027293883,
-0.01988325,
-0.023282222,
-0.0007603921,
0.05012388,
0.00059719046,
-0.04285913,
-0.011283709,
0.03369795,
-0.005247982,
-0.0396498,
-0.015609008,
-0.0009992683,
-0.050911628,
-0.031451423,
-0.019679021,
-0.028417148,
-0.037140686,
0.014208574,
-0.022304835,
-0.0437344,
0.023544803,
0.07731565,
-0.024901474,
-0.021648383,
0.009803041,
-0.019635258,
-0.020554293,
-0.00036424058,
-0.07632367,
0.081108496,
0.009525872,
0.007042289,
0.048606746,
-0.02656449,
-0.0011077655,
-0.02309258,
-0.03343537,
0.0016985738,
-0.031013787,
-0.0754484,
0.036994807,
-0.006218075,
-0.06698745,
0.029730055,
-0.02479936,
0.0046972902,
0.02247989,
0.0147775,
-0.013260364,
0.02622897,
0.0037928433,
0.065236904,
-0.00555068,
0.016163347,
0.062377684,
0.054208484,
0.0010439436,
0.024011616,
-0.03215164,
0.0014214044,
-0.04924861,
0.0457767,
-0.033114437,
0.02214437,
-0.030838734,
-0.009606104,
-0.040991884,
-0.023924088,
-0.006218075,
0.032705978,
-0.006889116,
-0.015492306,
0.008767303,
-0.024711832,
0.021633795,
-0.038716175,
-0.060860544,
-0.06570371,
-0.0028300446,
-0.039182987,
0.026914598,
-0.0013667,
0.00946752,
-0.015375603,
0.02151709,
0.017578369,
0.010160443,
0.037111513,
0.00013003708,
0.0335229,
-0.028913135,
-0.0026476963,
0.031859882,
0.0041794213,
-0.009358111,
-0.045659997,
0.027891986,
0.048752625,
0.00042669487,
-0.039970733,
-0.031188842,
0.0015946353,
0.025718395,
0.022698708,
-0.02493065,
-0.014434686,
-0.008154613,
0.007235578,
-0.018074356,
-0.005973728,
-0.00922682,
-0.004912461,
0.027760694,
0.011706756,
-0.02350104,
0.04977377,
0.035827782,
-0.05817638,
0.012727907,
0.04379275,
0.052924752,
0.005018223,
0.022042254,
0.026331084,
0.030284394,
0.043209236,
0.034223117,
-0.021298273,
0.0055251513,
0.02962794,
-0.02792116,
0.027089654,
0.0074908654,
0.012297565,
-0.030897085,
-0.030663678,
-0.016615571,
0.03343537,
-0.017213672,
0.014967143,
0.009328935,
0.020525116,
0.016294638,
0.008045204,
-0.013026957,
0.04624351,
-0.03547767,
-0.07393127,
-0.02738141,
0.005353744,
0.047498066,
-0.002585698,
-0.005149514,
-0.023267634,
0.0053209215,
0.03822019,
0.02077311,
0.02023336,
0.022436127,
0.013493769,
-0.011276415,
0.061269004,
-0.028781844,
0.0027881043,
-0.024653481,
0.0066083,
-0.03445652,
-0.012027689,
-0.056980174,
0.030226042,
-0.022056842,
-0.013544827,
0.0067578256,
-0.0498613,
0.011458763,
-0.03536097,
-0.018482817,
0.024507603,
0.019007979,
-0.0509408,
0.011575466,
0.00762945,
-0.0020587116,
-0.0061670174,
0.0458934,
-0.02669578,
0.03999991,
0.030984612,
-0.031042963,
0.029175717,
0.0125382645,
-0.029059013,
-0.0064295987,
-0.02077311,
0.019679021,
-0.011393118,
-0.010605373,
-0.05782627,
0.05204948,
-0.014471156,
0.004113776,
-0.019445615,
0.01716991,
0.021721322,
-0.05981022,
-0.0067286496,
0.060860544,
0.01628005,
-0.011232651,
-0.018249411,
-0.013734469,
-0.026258145,
0.015419367,
-0.026418611,
0.009124706,
-0.070138425,
-0.024347136,
-0.021487916,
-0.011925574,
-0.031072138,
-0.0011433234,
0.002729753,
0.012844609,
0.0077023893,
0.027556464,
0.028154567,
0.020014541,
-0.01962067,
0.034719102,
0.03550685,
0.07054688,
-0.027498113,
0.0335229,
0.053449914,
-0.0163384,
0.004536824,
0.032297518,
0.015331839,
-0.010795015,
0.015317251,
-0.021706734,
0.013887641,
-0.03597366,
-0.0048942263,
-0.04300501,
0.026506139,
-0.028110804,
-0.03188906,
-0.03235587,
-0.025105704,
-0.07159721,
0.016236287,
-0.012013101,
0.027716931,
-0.029992636,
-0.002184532,
-0.013194718,
-0.039212164,
0.2520782,
0.06401152,
0.031422246,
0.030167691,
0.01737414,
0.0497446,
-0.014062695,
-0.024697244,
0.057942975,
-0.05026976,
-0.031276368,
-0.020262536,
0.013442712,
0.023515629,
-0.02255283,
0.0025528753,
-0.018716222,
0.024405487,
-0.025251582,
-0.06582042,
-0.06628723,
0.014835852,
-0.018001417,
0.04195468,
-0.023238458,
0.0025127586,
0.04720631,
-0.010765839,
0.017607545,
-0.04933614,
-0.0065280665,
-0.031918235,
-0.006498891,
-0.011670287,
-0.03445652,
0.03509839,
-0.0114368815,
-0.0012545558,
0.010889837,
-0.010999246,
0.012027689,
0.0028191037,
-0.010299028,
-0.012961312,
-0.02615603,
0.057709567,
0.009474814,
0.05067822,
0.05625078,
-0.050386462,
0.046360213,
0.0054668,
0.03433982,
-0.01641134,
-0.109700695,
0.0063785412,
-0.04455132,
-0.024711832,
0.027571052,
-0.007804504,
0.015025495,
-0.0030634503,
-0.0651202,
0.009358111,
-0.011531702,
0.019635258,
-0.015302664,
-0.012742494,
-0.047293838,
-0.020670995,
-0.004132011,
0.009934331,
-0.05222453,
-0.011626523,
-0.052166183,
0.0071444036,
0.0011177947,
-0.0045988224,
-0.014923379,
-0.021371212,
0.00091949094,
-0.020116657,
0.030371921,
-0.012720613,
0.041137762,
0.045514118,
-0.04857757,
0.0119328685,
0.03638212,
0.01613417,
0.03562355,
0.029992636,
0.021925552,
-0.009963508,
-0.016192524
] | Skip module conversion
For some models, like Jukebox, you don't need to quantize every module to 8-bit which can actually cause instability. With Jukebox, there are several lm_head modules that should be skipped using the llm_int8_skip_modules parameter in [BitsAndBytesConfig]: |
[
0.0489953,
-0.033965893,
-0.012220306,
-0.0039605484,
-0.016597943,
0.024540428,
0.01094409,
0.018722594,
-0.036789253,
0.038500383,
0.039897803,
-0.024326539,
0.027934166,
-0.046000827,
-0.0077000763,
0.043890435,
-0.014801258,
-0.038842607,
-0.016483868,
0.016127381,
-0.013218464,
-0.016883131,
-0.09376982,
-0.0014063334,
-0.026622301,
0.039412983,
0.026522486,
0.008519992,
0.06000356,
0.029859185,
0.0008047649,
-0.036760736,
0.05087754,
-0.037074443,
-0.054413874,
0.0143093085,
0.0066021024,
-0.0014410907,
-0.054214243,
-0.025809515,
0.028632877,
-0.0030675535,
0.02188818,
-0.03456479,
-0.07528964,
-0.011863821,
-0.047997143,
-0.024640245,
0.0030746832,
-0.06542213,
-0.026850453,
0.013025963,
0.055354994,
-0.000018771165,
-0.031199569,
-0.030971419,
0.0137531925,
0.02382746,
-0.037274074,
-0.012890498,
0.026936008,
0.009717782,
0.015756639,
-0.025410252,
0.006327609,
0.044232663,
-0.015328856,
0.03641851,
-0.0011131244,
-0.0105234375,
-0.0047269915,
0.029944742,
-0.045373414,
-0.036931846,
0.016041826,
0.014330698,
0.033110328,
0.011742617,
-0.047797512,
0.014059769,
-0.01332541,
-0.011792525,
0.020619094,
-0.0013475134,
-0.033481073,
-0.026009148,
0.024953952,
-0.016997205,
-0.011215019,
-0.03713148,
0.0022565501,
0.037958525,
-0.010216861,
0.000023993112,
0.01902204,
0.026365632,
-0.016056085,
0.02618026,
0.021232247,
-0.024069868,
0.0062135337,
0.09365574,
-0.009625096,
0.016298495,
0.003974808,
-0.0032885743,
0.008847958,
0.049137894,
-0.039783727,
0.0064309896,
0.018893706,
0.005685936,
-0.018950744,
-0.004067494,
-0.006334739,
0.018608518,
-0.009496761,
0.058463544,
-0.0112863155,
0.021446139,
-0.0026700727,
0.012633829,
0.019364266,
-0.06730437,
-0.025895072,
-0.050563835,
-0.046086382,
0.022059293,
-0.016113123,
-0.027820092,
-0.0048981044,
-0.0031352858,
-0.0013519694,
0.013532171,
-0.00416018,
-0.024854135,
0.038414825,
0.019136116,
-0.023385417,
-0.0247258,
0.020661872,
-0.007543223,
-0.046314534,
0.06935772,
-0.010808626,
-0.0017744042,
-0.0031691517,
-0.04471748,
-0.05284534,
0.032026615,
-0.044346735,
0.0007027211,
-0.007119006,
0.05073495,
0.0047911587,
-0.024326539,
-0.01619868,
0.036675178,
-0.0018154,
0.0039712433,
0.044375256,
0.027905647,
0.0008430871,
0.054556467,
-0.02096132,
0.0138031,
0.0073649804,
-0.008477214,
0.009418334,
-0.005472045,
0.046514165,
-0.020062977,
-0.012947536,
0.010081396,
0.049137894,
0.015143484,
0.057921685,
-0.0066021024,
0.0051725977,
0.016070345,
0.008997682,
0.015970528,
0.035106644,
0.07814152,
-0.0065521947,
-0.024212463,
-0.0005472045,
-0.027321013,
-0.043006353,
-0.006302655,
0.01284059,
0.059205033,
-0.052132368,
0.020419462,
-0.034707382,
-0.0024579642,
-0.053729422,
-0.002046224,
-0.026693597,
-0.06405323,
-0.008042302,
0.032083653,
-0.03995484,
0.020747429,
-0.020975579,
0.05943318,
0.021103913,
0.030087335,
0.02451191,
0.017710175,
0.023727642,
-0.00045986567,
-0.065992504,
0.019407045,
-0.0097463,
0.004259996,
0.009568058,
0.033395518,
-0.019307228,
0.0014696094,
-0.0039142054,
0.044860076,
0.033851817,
0.03425108,
0.019007782,
-0.025652662,
-0.026950268,
0.0442897,
0.05569722,
0.029032141,
-0.0039391597,
0.029431403,
-0.0065521947,
0.033395518,
-0.0024472696,
0.054756097,
0.02595211,
0.0385289,
-0.012626699,
0.026051925,
-0.032625508,
0.018066661,
0.006712613,
-0.005803576,
0.0023884496,
-0.007635909,
-0.017068503,
-0.0026379891,
-0.051989775,
0.01832333,
-0.02951696,
0.037217036,
0.007928227,
0.017539063,
-0.046457127,
0.0072223865,
-0.010309547,
0.035192203,
-0.044175625,
-0.010544827,
0.013703284,
0.010295288,
-0.022116331,
-0.00073302235,
0.014180974,
0.088636436,
0.009140276,
0.023884496,
0.010815755,
-0.017781474,
-0.017524803,
-0.050364204,
-0.053444233,
0.019364266,
-0.022886338,
0.014088288,
0.026308594,
-0.03325292,
0.029973261,
-0.03858594,
0.0016995423,
-0.009610836,
-0.0082633225,
0.038871128,
0.030515118,
0.005589685,
-0.043462653,
0.03499257,
-0.033167366,
0.0018038142,
-0.020761687,
0.014772739,
0.032026615,
-0.053900536,
0.03499257,
-0.0025292612,
-0.03020141,
-0.013703284,
-0.047056023,
0.0015248647,
-0.008912126,
0.008441566,
0.01973501,
0.004730556,
-0.02713564,
0.014872555,
0.012462717,
-0.024483392,
0.03425108,
0.020433722,
-0.025281917,
0.03239736,
0.01261244,
0.028361948,
-0.02784861,
0.059946522,
0.044974152,
0.008163507,
-0.046941947,
-0.026608042,
-0.01189947,
0.013510782,
0.0026825499,
0.011706968,
-0.044746,
0.065251015,
-0.022002256,
-0.05737983,
0.0007722357,
-0.016212938,
-0.01686887,
0.007329332,
-0.024098387,
0.020062977,
-0.04682787,
0.042920798,
0.0016950862,
0.0037930007,
-0.0047056023,
0.006516546,
0.0017993582,
-0.006138672,
0.017624618,
0.025752477,
0.031598832,
-0.0122274365,
0.0034668169,
-0.030372525,
-0.014387735,
-0.0092614805,
0.017182577,
0.016540905,
0.016597943,
-0.009824727,
0.02878973,
0.025139324,
0.0014188103,
0.048653077,
0.03142772,
0.01618442,
0.024397835,
0.003803695,
0.00582853,
-0.024953952,
-0.025923591,
0.005111995,
-0.00244014,
0.022258924,
0.03522072,
0.00737211,
0.012655218,
-0.03636147,
-0.015442931,
0.022558372,
0.01617016,
0.012113361,
0.021146692,
0.025110805,
0.060288746,
-0.045601565,
-0.017154058,
0.015585525,
0.05113421,
0.005753668,
0.02020557,
-0.0080280425,
0.017196838,
-0.0060958937,
-0.007500445,
-0.047512323,
0.031684387,
-0.000610035,
-0.009190184,
0.017082762,
-0.013496523,
-0.024141166,
0.0181237,
0.028846769,
0.058634657,
0.017767213,
0.05615352,
0.02190244,
-0.018237773,
0.03804408,
0.023014672,
-0.004955142,
-0.051020138,
0.04115263,
-0.0033135284,
-0.013118649,
-0.029602516,
-0.024554688,
0.04588675,
0.011821044,
-0.007999524,
0.0057607978,
-0.022743745,
-0.00011179147,
-0.034422193,
0.052702744,
-0.029459922,
-0.035990726,
-0.034621824,
0.034336638,
0.055155363,
-0.05256015,
0.005382924,
-0.016312754,
-0.008641197,
0.023756161,
-0.053187564,
-0.0021656465,
-0.034194045,
-0.022700965,
-0.05737983,
0.034593306,
0.040040396,
-0.027149899,
-0.0027930601,
-0.04574416,
-0.0019125422,
0.0054898695,
-0.016883131,
-0.03137068,
0.05281682,
-0.0028019722,
0.03453627,
-0.039099276,
-0.0062491824,
0.015756639,
0.034593306,
-0.025068026,
0.023642087,
-0.035363313,
-0.0048874095,
-0.035791095,
0.010516308,
-0.01141465,
0.032026615,
0.028133798,
-0.041865602,
-0.03661814,
0.04046818,
-0.01741073,
-0.032254763,
0.011193629,
-0.01521478,
-0.011293446,
0.05116273,
0.006520111,
-0.021446139,
0.017653137,
0.03661814,
-0.04905234,
0.042150788,
-0.01973501,
0.026394151,
-0.027278233,
-0.029374365,
0.007208127,
-0.06348285,
0.06353989,
-0.036504067,
-0.03211217,
0.0518757,
-0.08401639,
-0.029802147,
0.01785277,
-0.021289285,
-0.016127381,
0.005493434,
-0.022686707,
-0.020120015,
0.00904759,
0.012348641,
0.011350483,
-0.082248226,
-0.012391419,
0.058634657,
0.0027360225,
0.052132368,
-0.022672446,
-0.030800305,
0.011250667,
-0.014587367,
0.038671494,
-0.02118947,
-0.013239854,
0.023841718,
-0.0042992095,
0.0062028393,
-0.019877605,
-0.0037609169,
0.00067108305,
-0.010487789,
-0.035391834,
0.022415778,
-0.011821044,
-0.04403303,
0.04637157,
-0.03542035,
-0.0362474,
-0.013382448,
0.040182993,
-0.0050977357,
0.018152216,
-0.030486599,
-0.040354103,
-0.053187564,
0.0054328316,
0.018009624,
-0.047056023,
0.021574473,
-0.024069868,
-0.027306752,
-0.013703284,
0.030172892,
0.007208127,
-0.04545897,
-0.002876834,
-0.031884022,
-0.017981105,
-0.030515118,
-0.015999047,
-0.052189406,
0.019464083,
-0.02496821,
0.024383575,
-0.01427366,
-0.024440613,
0.028861027,
-0.009411205,
0.028262133,
0.06701919,
-0.04574416,
-0.027035823,
0.04283524,
0.014601626,
-0.022116331,
-0.012419938,
-0.057009086,
0.029659554,
-0.00048125477,
0.02716416,
-0.046799354,
-0.033623666,
-0.0019107597,
0.022900598,
0.05931911,
-0.047027502,
0.008413047,
-0.0014972371,
0.006480898,
0.041979674,
-0.014423384,
-0.022102071,
0.009917413,
-0.0065771486,
-0.06388211,
0.017909808,
-0.011293446,
-0.0015168438,
0.0385289,
-0.041979674,
0.03710296,
-0.030087335,
-0.0075289635,
0.05121977,
-0.026066184,
-0.0054078777,
-0.02926029,
0.040125955,
-0.0017494502,
-0.013959954,
0.039926324,
0.001325233,
-0.0040567997,
0.011749746,
-0.06422434,
-0.06331174,
-0.011457428,
0.022315962,
0.017253876,
-0.02590933,
0.022544112,
0.031826984,
-0.015286078,
-0.028119538,
0.024240982,
0.013845879,
0.0047056023,
0.019877605,
0.019378526,
-0.000026457872,
0.059090957,
-0.007778503,
-0.0076216497,
-0.01426653,
0.06707622,
-0.012448457,
-0.03285366,
0.031798463,
0.004994355,
-0.04523082,
-0.021702807,
-0.012034934,
0.011699839,
0.016113123,
-0.0047056023,
-0.025866553,
-0.01780999,
-0.044574887,
0.022929117,
0.011136592,
0.027149899,
-0.000068567664,
-0.012177528,
0.004620046,
-0.009247221,
0.0037787412,
0.0494516,
-0.032910697,
-0.029060658,
-0.028504543,
-0.011721227,
-0.044888593,
0.0017102369,
0.04993642,
0.0114930775,
0.04326302,
0.030971419,
-0.026394151,
0.07534667,
-0.022273185,
0.022957636,
-0.006570019,
-0.032226246,
-0.037017405,
-0.015400153,
0.037730373,
-0.021602992,
0.03117105,
-0.027976945,
0.006798169,
0.02951696,
0.016298495,
0.0067660855,
-0.06160061,
0.023627827,
-0.018237773,
-0.029374365,
0.010010099,
-0.040639292,
-0.01022399,
0.04545897,
0.0062741362,
-0.019449823,
-0.013418096,
0.005589685,
-0.02067613,
0.0027788007,
-0.054556467,
-0.02000594,
-0.027620459,
0.0023955794,
-0.040810406,
-0.045829713,
-0.009781949,
0.029973261,
-0.01712554,
-0.034108486,
0.0380726,
0.08966311,
-0.003832214,
0.05669538,
0.0020551363,
0.020647611,
-0.027349532,
0.0033402645,
-0.016141642,
0.022501335,
0.042293385,
0.026223037,
-0.010174083,
-0.008348879,
0.0042172177,
-0.013924305,
-0.046571203,
0.036019247,
-0.019820567,
-0.034792937,
0.0005980036,
0.03211217,
-0.08567048,
0.03145624,
-0.03684629,
-0.012277344,
-0.005083476,
0.030971419,
0.007479056,
0.04118115,
-0.026237298,
0.027463606,
0.009667873,
0.008676846,
0.0155712655,
0.021474658,
0.027292494,
0.036047764,
-0.012926146,
-0.018380368,
0.031199569,
0.028418986,
-0.040268548,
0.020890022,
-0.040097434,
0.0062705716,
-0.034593306,
0.010387974,
0.026493967,
0.022586891,
0.002368843,
-0.011977897,
-0.020832984,
-0.0000461481,
-0.04471748,
0.0204765,
-0.067532524,
-0.07711484,
0.05789317,
-0.061486535,
0.0042421715,
-0.020376684,
-0.020376684,
0.021645771,
0.05789317,
0.002402709,
0.039641134,
0.012833461,
-0.041124113,
-0.0030550766,
-0.023043191,
-0.054299798,
-0.013995602,
0.0052724136,
-0.04736973,
-0.02637989,
-0.008741013,
0.050563835,
0.025609884,
-0.031769946,
-0.024939692,
-0.03137068,
0.034422193,
0.04471748,
-0.061771724,
-0.00056413753,
-0.036133323,
0.043434136,
-0.039869286,
0.023941534,
0.00022480836,
0.032739583,
0.029887704,
0.0142522715,
-0.0044881464,
0.01785277,
0.023699123,
-0.04594379,
0.02692175,
0.056067962,
0.039840765,
0.027278233,
-0.0029481312,
0.010074266,
0.05803576,
0.027763054,
0.029631035,
-0.03145624,
-0.012077712,
0.0066021024,
-0.013902916,
-0.036218878,
0.022729484,
0.028960843,
0.05047828,
0.00416731,
-0.010637513,
-0.027278233,
0.005308062,
0.028461764,
0.003782306,
0.001203137,
-0.016883131,
0.022501335,
-0.030543637,
0.04046818,
-0.029773628,
-0.06736141,
-0.024312278,
0.055896852,
0.053900536,
-0.0022066422,
-0.011093814,
-0.020405203,
0.045544527,
0.024839876,
0.00066662696,
0.020419462,
-0.019677972,
0.023271343,
-0.015428672,
0.055526108,
0.017154058,
0.024583207,
0.007350721,
-0.035391834,
-0.03191254,
0.017325172,
-0.014359216,
0.0014179192,
-0.049423084,
-0.021788364,
-0.005974689,
-0.03975521,
-0.007407759,
-0.06838809,
-0.0066127973,
0.0414093,
-0.03450775,
0.009033331,
0.028903805,
-0.023855977,
-0.0070762276,
0.021289285,
0.021118173,
0.0062313583,
0.07215257,
0.010081396,
-0.043006353,
0.024112647,
0.010131304,
-0.050592355,
0.015286078,
-0.026009148,
0.016940169,
-0.0063953414,
-0.034393676,
-0.020661872,
0.036675178,
-0.02355653,
-0.024426354,
-0.054356836,
0.032739583,
-0.003668231,
-0.033366997,
0.03239736,
0.06502287,
0.026508227,
-0.0119921565,
-0.021674288,
-0.010936961,
-0.048424926,
-0.028390467,
-0.053872015,
0.039127797,
-0.04736973,
-0.030572155,
-0.026950268,
-0.02974511,
0.00702632,
-0.0026593783,
-0.03493553,
-0.015628302,
-0.008013783,
0.050563835,
0.004530925,
0.04902382,
-0.028846769,
-0.03042956,
0.013967083,
0.0070405793,
-0.012648089,
0.01832333,
0.070555516,
-0.005425702,
0.01855148,
0.01689739,
0.015385893,
-0.008384528,
0.0062456178,
-0.029060658,
0.026821934,
-0.021103913,
-0.012334382,
-0.009240092,
0.0128120715,
-0.047284175,
-0.04637157,
-0.033652186,
-0.0006274136,
-0.043833397,
0.019906124,
-0.04765492,
0.04454637,
-0.027263975,
-0.02857584,
0.021046875,
-0.0538435,
0.24069868,
0.045373414,
0.041751526,
0.025609884,
0.012448457,
0.03402293,
0.02166003,
0.0058855675,
0.019920383,
-0.040610775,
0.008669715,
-0.029545479,
0.0044881464,
0.025609884,
-0.017168319,
0.034137007,
-0.031484757,
-0.03975521,
0.002210207,
-0.03730259,
-0.024440613,
-0.002901788,
0.010102785,
0.046114903,
0.05181866,
0.0032903568,
0.008733883,
-0.02665082,
-0.0069407634,
-0.027791573,
-0.03453627,
-0.032254763,
0.0068765962,
0.024155425,
-0.022487076,
0.0075860014,
-0.02143188,
-0.022529854,
-0.054670542,
-0.038357787,
0.014387735,
-0.003459687,
0.010879923,
-0.0073578507,
-0.030030299,
0.008213415,
-0.012555403,
0.011721227,
0.01953538,
-0.016740536,
0.03356663,
-0.04351969,
-0.017082762,
-0.031998094,
-0.03947002,
0.04782603,
-0.04075337,
-0.019164635,
0.016883131,
0.06878735,
-0.003140633,
0.057123158,
-0.044831555,
0.0027164158,
-0.01832333,
0.022929117,
0.0023795376,
0.042806722,
-0.0034579048,
-0.041551895,
0.013767451,
-0.005304497,
-0.030971419,
-0.015400153,
0.015899232,
0.00998871,
-0.01856574,
0.022201886,
-0.004188699,
-0.035562947,
-0.0042706905,
0.011778265,
0.030058816,
-0.064509526,
0.05290238,
0.038471863,
-0.028433245,
-0.020091496,
0.023528012,
0.0026076878,
0.0115501145,
0.046086382,
0.032939214,
0.00057884253,
0.013033092
] | import torch
from transformers import BitsAndBytesConfig
quantization_config = BitsAndBytesConfig(load_in_4bit=True, bnb_4bit_compute_dtype=torch.bfloat16)
Normal Float 4 (NF4)
NF4 is a 4-bit data type from the QLoRA paper, adapted for weights initialized from a normal distribution. You should use NF4 for training 4-bit base models. This can be configured with the bnb_4bit_quant_type parameter in the [BitsAndBytesConfig]: |
[
0.01709987,
-0.022899326,
-0.012828455,
-0.0009523618,
-0.030162862,
-0.0063253883,
0.010241443,
-0.01238781,
-0.044604648,
0.05222354,
0.026950417,
-0.037582755,
0.036502466,
-0.06521546,
0.013539174,
0.05358812,
-0.0043851286,
-0.02699306,
-0.053104833,
0.003734822,
-0.008514399,
-0.0044313255,
-0.09284817,
-0.011669986,
-0.023055684,
0.0017750176,
0.03132844,
-0.0032906232,
0.063225456,
0.033489022,
-0.0023915654,
-0.024150189,
0.019658454,
-0.010063764,
-0.04500265,
-0.0057425997,
0.004985685,
-0.00843622,
-0.044405647,
-0.043751787,
0.03681518,
-0.023354186,
0.023865903,
-0.041960776,
-0.0639646,
-0.039771765,
-0.045684937,
-0.0011078314,
-0.014249891,
-0.047561232,
-0.019203594,
0.01103034,
0.07965725,
0.017540514,
-0.035791747,
-0.045798652,
-0.0088271145,
-0.004164806,
-0.056999564,
-0.009310403,
0.021819035,
-0.0016124409,
0.009608904,
-0.041335344,
0.015721077,
0.018350733,
-0.009132723,
0.042500924,
-0.01697194,
0.0066309967,
0.0031591405,
0.022572396,
-0.02105146,
-0.018890878,
0.01941681,
0.030305006,
0.025074122,
-0.019118307,
-0.025855912,
0.032920446,
-0.014093533,
0.019118307,
0.02568534,
0.012394918,
-0.0041008415,
-0.051001105,
0.01997117,
-0.013062992,
-0.012672097,
-0.0202981,
0.012899527,
0.04190392,
-0.029509002,
0.012657884,
0.026168628,
0.0047475947,
-0.010866875,
0.025202053,
0.022131752,
-0.01873452,
-0.017142512,
0.090289585,
-0.00014902864,
0.008592578,
-0.002245868,
-0.0011806799,
-0.0064071207,
0.029821718,
-0.060325723,
0.0028215495,
0.016161721,
0.016033793,
-0.0056359917,
-0.018990379,
-0.00089905795,
0.009424117,
-0.00046996213,
0.036076035,
-0.014768715,
-0.012785813,
-0.003379463,
-0.021847464,
0.003223105,
-0.0793161,
-0.02427812,
-0.044633076,
-0.040112913,
0.032494016,
-0.02183325,
-0.023809046,
-0.0076899664,
-0.020994604,
0.009026116,
0.0002547479,
-0.0023293775,
-0.032323442,
0.0027327097,
-0.0062543163,
-0.024761407,
-0.0146550005,
0.024761407,
0.0050247745,
-0.028442925,
0.073289216,
0.006272084,
-0.010710517,
0.018379161,
-0.037213184,
-0.044405647,
0.031925444,
-0.050375674,
-0.021762177,
-0.0022831808,
0.036530893,
-0.00155203,
-0.015792148,
-0.034313455,
0.043382213,
-0.008045325,
0.005415669,
0.052195113,
0.02741949,
-0.024221262,
0.042046063,
-0.01641758,
0.016758725,
-0.010738946,
-0.011300413,
0.018322304,
-0.03419974,
0.013759496,
-0.008592578,
-0.011520735,
0.02424969,
0.058051426,
0.0061583696,
0.05597613,
0.006531496,
-0.0016906199,
-0.00815904,
-0.018336518,
-0.008706293,
0.038918905,
0.018023802,
0.008777364,
-0.0135533875,
0.006005565,
-0.00783211,
-0.034967314,
0.0029423716,
0.034341883,
0.052394114,
-0.03286359,
0.028897785,
-0.04093734,
-0.0149535015,
-0.069650345,
0.004285628,
-0.019885883,
-0.013489423,
-0.0034896242,
0.019004593,
-0.06413517,
-0.009743941,
-0.047276948,
0.03084515,
0.00496081,
0.037639614,
-0.005166918,
0.03547903,
0.034683026,
-0.0019740185,
-0.061633445,
0.00035691357,
-0.0035322674,
-0.0042145564,
-0.022998827,
0.045286935,
0.010987696,
-0.02649556,
0.0049501495,
0.028826714,
0.042017635,
0.012743169,
-0.0017998928,
-0.016886653,
-0.0065705855,
0.058506288,
0.049238525,
0.03502417,
0.004569915,
0.00021055013,
0.017355727,
0.036928896,
0.021165175,
0.062315732,
0.0321813,
0.018364947,
-0.007078749,
0.022401825,
-0.026865132,
0.035649605,
0.0014312079,
0.044604648,
-0.0021250462,
0.002487512,
-0.034569312,
0.01478293,
-0.046054512,
-0.0012721848,
-0.032550875,
0.056146704,
0.017583158,
0.0033083912,
-0.044860505,
-0.009608904,
0.007917396,
0.042927355,
-0.061178584,
-0.022671897,
0.01644601,
0.003137819,
-0.016616581,
-0.01349653,
0.028855141,
0.05992772,
0.006058869,
-0.00653505,
-0.0017572497,
-0.028414497,
0.011691308,
-0.03419974,
-0.05518013,
0.012636562,
-0.04127849,
-0.015237789,
0.00394093,
-0.047504377,
0.026950417,
-0.02515941,
0.017654229,
0.018649234,
-0.028741427,
0.049721815,
0.02780328,
-0.010589695,
-0.054611553,
0.018137518,
-0.044462502,
-0.00217835,
-0.009431224,
-0.004026216,
0.025116766,
-0.056544706,
0.034512457,
-0.0026918435,
-0.00982212,
-0.014313856,
-0.04144906,
0.021492105,
-0.039970767,
0.026396058,
0.0062436555,
0.018976165,
-0.0055009555,
0.0070361057,
0.027916994,
-0.01498193,
0.041250058,
0.02558584,
-0.030816723,
0.023411043,
0.012657884,
0.030703008,
-0.023851689,
0.049949244,
0.056544706,
-0.015351504,
-0.039373763,
-0.01954474,
-0.03857776,
0.03636032,
-0.01916095,
-0.0017776828,
-0.008727614,
0.05998458,
-0.02777485,
-0.027746422,
-0.011279091,
-0.025813268,
-0.021847464,
-0.03866305,
-0.027547421,
0.039487477,
0.008194576,
0.017938517,
-0.032039158,
0.0076615377,
-0.0121461665,
0.011598914,
0.0006312062,
0.0117837,
0.04034034,
0.023865903,
0.006993463,
-0.011044554,
0.039117906,
-0.023979617,
-0.01125777,
-0.01520936,
0.02953743,
0.027305776,
0.010930839,
0.007888967,
-0.0048613097,
0.0131838145,
0.0011122733,
0.05441255,
0.037355326,
0.004704952,
0.006222334,
0.012245667,
-0.007181803,
-0.015536291,
-0.02741949,
-0.03195387,
-0.004580576,
0.026182843,
0.027391063,
-0.030276576,
0.0045876834,
-0.027220491,
-0.019487882,
0.014598143,
0.025983842,
0.006972141,
0.034825172,
0.030788293,
0.054611553,
-0.030703008,
-0.023439473,
0.0018887324,
0.032749876,
0.006463978,
0.057226993,
-0.00496081,
0.012650777,
-0.014207249,
-0.039061047,
-0.042444065,
0.03090201,
-0.0032781856,
-0.0012570821,
0.012266989,
-0.02913943,
-0.0323803,
-0.0045308257,
0.021989608,
0.025244694,
0.012117738,
0.030134434,
-0.0006649653,
-0.007132053,
0.062258877,
0.02007067,
0.033062592,
-0.04847095,
0.051285394,
0.007874753,
0.015138288,
-0.014491536,
-0.03346059,
0.021065675,
0.0006431996,
-0.024633478,
0.03351745,
-0.035393745,
0.000041005085,
-0.03289202,
0.064533174,
-0.041335344,
-0.0015724631,
-0.04764652,
0.026879346,
0.043268498,
-0.047930807,
-0.010845553,
-0.034455597,
0.004367361,
0.04233035,
0.007174696,
-0.029423716,
-0.02137839,
0.007974253,
-0.086935,
0.05202454,
0.052678403,
-0.033403736,
0.0083082905,
-0.0350526,
0.017156728,
-0.00046196656,
-0.037810184,
-0.032323442,
0.03394388,
-0.017640015,
0.020155955,
-0.024363406,
0.00718891,
-0.014527071,
0.04321164,
-0.027391063,
0.004260753,
-0.04184706,
-0.016247008,
-0.038435616,
0.02294197,
-0.0021730196,
0.020966174,
0.010682088,
-0.02140682,
-0.03854933,
0.05026196,
-0.034114454,
-0.023837473,
0.02007067,
0.016573938,
-0.028826714,
0.045258507,
0.016630795,
-0.021264676,
0.041250058,
0.0022156627,
-0.017014584,
0.024533978,
-0.021335747,
0.04474679,
-0.009061651,
-0.039828625,
-0.0061121727,
-0.05998458,
0.040539343,
-0.025329981,
-0.027732207,
0.054384124,
-0.07982782,
-0.03775333,
-0.007224446,
-0.02578484,
0.022600826,
0.013659995,
-0.02137839,
-0.02908257,
0.013802139,
-0.00672339,
-0.007370143,
-0.04602608,
0.0029956754,
0.051740255,
0.004470415,
0.054782126,
-0.010909517,
-0.04812981,
0.009743941,
0.0000870074,
0.03775333,
-0.01687244,
-0.031129438,
0.017441014,
-0.0082372185,
0.0020202151,
-0.017924301,
-0.03175487,
-0.015252003,
-0.007412786,
-0.017611586,
0.033062592,
-0.03246559,
-0.031015724,
0.036445606,
-0.017640015,
-0.053957693,
-0.020895103,
0.022728754,
-0.007981361,
0.01896195,
0.019857455,
-0.0735735,
-0.052109826,
0.0042287707,
0.02611177,
-0.043097924,
0.027973851,
-0.026154414,
-0.020625029,
-0.011861879,
0.032778304,
0.028343424,
-0.036331892,
-0.009516511,
-0.014207249,
-0.009864762,
-0.047817092,
-0.0055578128,
-0.04193235,
0.02007067,
-0.020013813,
0.030219719,
-0.022742968,
-0.022984613,
0.01450575,
0.0050354353,
0.028428711,
0.044462502,
-0.045741796,
-0.019502096,
0.029452145,
-0.0046090046,
-0.045542795,
0.041761775,
-0.011833451,
0.04540065,
-0.018578162,
0.018237017,
-0.05466841,
0.01609065,
-0.028442925,
0.025727984,
0.042500924,
-0.05068839,
-0.0015955614,
-0.012352275,
0.024192832,
0.013823461,
0.0109663755,
-0.04363807,
-0.004616112,
-0.042500924,
-0.08329612,
0.042500924,
-0.017497871,
-0.003457642,
0.02382326,
-0.01729887,
0.033204734,
-0.045770224,
0.0067518186,
0.05913172,
-0.015905865,
-0.01251574,
-0.03528003,
0.029480573,
-0.011669986,
-0.0008239884,
0.03576332,
0.035308458,
0.01279292,
0.029224714,
-0.0346546,
-0.042301923,
-0.003612223,
0.013134064,
0.024008047,
-0.015351504,
0.014264106,
0.010340944,
-0.038890477,
-0.004640987,
0.016175937,
0.038066044,
-0.0009221563,
0.028869355,
0.03547903,
0.02477562,
0.036331892,
-0.01599115,
-0.02790278,
-0.024818264,
0.047475945,
-0.016389152,
-0.031669583,
0.015493647,
0.042728353,
-0.027405277,
-0.043524355,
-0.01961581,
0.039572764,
-0.036701467,
-0.011563378,
-0.010838446,
-0.011122733,
-0.029025713,
0.018293876,
0.018478662,
-0.0011513628,
-0.010454658,
-0.0006129941,
-0.01427832,
-0.032579303,
0.017185155,
0.052621543,
0.0028997285,
-0.026580844,
-0.048669953,
-0.010774481,
-0.04218821,
-0.012025344,
0.05694271,
0.0018993933,
0.07590466,
0.04031191,
-0.009807905,
0.0922796,
0.00496081,
0.04804452,
-0.009281974,
-0.0405962,
-0.051910825,
-0.00090349995,
0.017313085,
0.00046951792,
0.024462905,
-0.02888357,
0.0079387175,
0.05756814,
0.038435616,
0.0010811794,
-0.06908177,
0.018137518,
-0.03243716,
-0.013006135,
0.025045695,
-0.018592376,
-0.0038094472,
0.053303834,
0.0065812464,
-0.002713165,
0.0015484763,
0.0015982266,
-0.018606592,
-0.00058767473,
-0.063794024,
-0.014598143,
-0.034882028,
-0.009232224,
-0.02830078,
-0.022558182,
-0.0012393141,
0.04343907,
-0.026381843,
-0.034910455,
0.02180482,
0.075961515,
-0.024875121,
0.037440613,
0.004719166,
0.01994274,
-0.0204971,
-0.02206068,
-0.028073352,
0.036474034,
0.033545878,
-0.0052060075,
0.011669986,
0.0020788494,
0.019203594,
-0.046196654,
-0.029111,
0.0407952,
-0.00672339,
-0.025514768,
-0.009502296,
0.014384927,
-0.06947977,
0.010120621,
-0.043524355,
0.01501036,
0.008720507,
0.01619015,
-0.010689195,
0.042444065,
-0.02601227,
-0.0072635356,
0.007775252,
0.030646151,
0.011165376,
0.011812129,
0.014271213,
0.013851889,
0.00904033,
-0.018563949,
0.029253144,
0.036701467,
-0.048300378,
0.010866875,
-0.020966174,
-0.005870529,
-0.047475945,
0.02052553,
0.04790238,
0.035848603,
0.003887626,
-0.024406048,
-0.015394147,
-0.005540045,
-0.035820175,
0.0058847433,
-0.042046063,
-0.049636528,
0.039544336,
-0.06237259,
-0.024363406,
0.0052770795,
-0.01928888,
0.021008817,
0.052848972,
-0.00909008,
0.038265046,
0.0132691,
-0.019672668,
0.009402796,
-0.0647606,
-0.07283436,
0.013368601,
0.01437782,
-0.038407188,
-0.016659224,
0.019800598,
0.049238525,
0.030219719,
-0.02649556,
-0.03459774,
-0.021023031,
0.03175487,
0.05756814,
-0.026310772,
0.0082372185,
-0.0520814,
0.035535887,
-0.0496081,
0.027049918,
-0.020681888,
0.015195146,
0.036587752,
0.023837473,
0.029679574,
0.013539174,
0.025514768,
-0.03741218,
0.021847464,
0.05483898,
0.026154414,
0.023027256,
0.006748265,
-0.012096416,
0.07749666,
0.043382213,
0.032124445,
-0.01697194,
0.02825814,
0.014399142,
-0.018535519,
-0.057596568,
0.016943512,
0.024434477,
0.030106004,
0.022742968,
-0.005081632,
-0.011691308,
-0.014065105,
-0.0022600824,
0.020283885,
-0.012906634,
-0.019672668,
-0.0026918435,
-0.01284267,
0.04559965,
-0.024292333,
-0.060780585,
-0.00620812,
0.043069497,
0.080225825,
-0.004470415,
-0.021335747,
-0.0233684,
0.03749747,
0.03442717,
0.0032071138,
0.0108171245,
0.0049288278,
0.02830078,
-0.01576372,
0.042472493,
0.013077207,
0.0022760737,
0.012800027,
-0.04565651,
-0.042017635,
-0.006691408,
-0.007199571,
-0.0036886253,
-0.015067217,
0.0011415904,
-0.0021730196,
-0.049750242,
0.022728754,
-0.034569312,
0.039345335,
0.03883362,
-0.037781756,
0.00022920647,
0.014939288,
-0.042245064,
-0.001943813,
0.03263616,
0.035848603,
0.02092353,
0.08812901,
0.0021037245,
-0.032323442,
0.030077577,
0.0012073318,
-0.043296926,
-0.016986154,
-0.012373596,
0.0038414295,
-0.01173395,
-0.027433706,
-0.054355696,
0.029679574,
-0.030504007,
-0.02744792,
-0.030930437,
0.01450575,
0.013581816,
-0.02689356,
0.024263905,
0.07482436,
0.028101781,
-0.046878945,
-0.021691106,
-0.0025479232,
-0.05751128,
-0.0010616346,
-0.07783781,
0.043808643,
-0.034711454,
-0.003267525,
-0.013354387,
-0.019914312,
-0.012629455,
-0.024633478,
-0.035336886,
-0.0022281003,
0.012686312,
0.053474404,
0.0028748533,
0.03951591,
-0.006499514,
0.00023142748,
0.010909517,
0.0407952,
0.016787155,
0.06652318,
0.060268868,
-0.010461765,
0.0058385464,
0.057653427,
-0.0034860705,
-0.014768715,
0.0024679673,
-0.009573368,
0.0027238259,
-0.01775373,
-0.027462134,
-0.008699185,
-0.0013237118,
-0.011222234,
-0.026609274,
-0.029878575,
-0.006343156,
-0.06504489,
-0.010682088,
-0.037440613,
0.03988548,
-0.0027966744,
-0.0101561565,
0.011094305,
-0.062202018,
0.23948346,
0.046225082,
0.013027457,
0.015479433,
0.03127158,
0.051740255,
0.0117837,
-0.002290288,
0.03576332,
-0.04628194,
-0.007085856,
-0.05142754,
0.008272755,
0.049210098,
-0.019772168,
0.029111,
-0.025628483,
-0.03528003,
-0.020767173,
-0.015806364,
-0.05384398,
0.020198599,
0.014768715,
0.060723726,
0.042955782,
0.010383586,
0.015905865,
-0.024519764,
0.011492306,
-0.01687244,
-0.0028482014,
-0.022543967,
0.019658454,
0.03309102,
-0.035592746,
-0.003215998,
-0.008955044,
-0.009424117,
-0.04085206,
-0.013610246,
0.02679406,
-0.009225117,
0.009807905,
-0.0323803,
-0.016659224,
0.018890878,
-0.024505548,
0.0078676455,
0.045827083,
-0.013787924,
0.03547903,
-0.020056456,
0.007405679,
-0.03346059,
-0.040624626,
0.04588394,
-0.0739715,
-0.03994234,
0.0070680883,
0.014221462,
-0.009296188,
0.042671494,
-0.037156325,
-0.0010998357,
-0.0070680883,
-0.0008839552,
-0.00016657448,
0.05336069,
-0.0028677462,
-0.007952932,
0.014349392,
-0.00055791344,
-0.046054512,
-0.027746422,
0.009097188,
0.005486741,
-0.015095646,
0.029167857,
0.0056573134,
-0.037838615,
0.014455999,
-0.002498173,
0.049352244,
-0.06004144,
0.047589663,
0.05998458,
-0.012473097,
0.015252003,
0.02301304,
0.007888967,
0.0013628013,
0.024263905,
0.0071036243,
0.007682859,
0.012750276
] | from transformers import BitsAndBytesConfig
nf4_config = BitsAndBytesConfig(
load_in_4bit=True,
bnb_4bit_quant_type="nf4",
)
model_nf4 = AutoModelForCausalLM.from_pretrained(model_id, quantization_config=nf4_config) |
[
0.010001596,
-0.00915649,
0.0045223697,
0.0023484894,
-0.04690693,
-0.011663873,
0.019444445,
0.021190533,
-0.043638248,
0.05598659,
0.014876676,
-0.02771392,
0.020059068,
-0.054645594,
0.016301485,
0.05760696,
-0.010050487,
-0.017363107,
-0.047493614,
0.021958811,
-0.018173292,
0.0025475435,
-0.08314176,
0.014317928,
-0.0025859575,
0.004050926,
0.03302203,
0.008723459,
0.07286079,
0.044029374,
0.010609236,
0.0039601293,
0.03888889,
-0.010881625,
-0.037603766,
-0.014359834,
0.011971184,
-0.029585728,
-0.029613664,
-0.055036716,
0.036234833,
-0.010588282,
0.03355284,
-0.03670977,
-0.05805396,
-0.038386013,
-0.05771871,
-0.0033542365,
-0.016916107,
-0.07677203,
-0.01658086,
0.020087006,
0.06900543,
0.015966235,
-0.051460728,
-0.05210329,
-0.0010179697,
-0.010001596,
-0.053556032,
-0.006757363,
0.02545099,
-0.0072846822,
-0.00692848,
-0.05394716,
0.017782168,
0.02424968,
-0.00684816,
0.029473977,
-0.012453105,
0.005154454,
0.029865101,
0.039056513,
-0.0064046537,
-0.035452586,
0.009512692,
0.02577227,
0.0035428142,
-0.026344987,
-0.04190613,
0.039475575,
-0.0037645674,
0.0048506344,
0.023104247,
0.0066072,
-0.023467433,
-0.03810664,
0.040006384,
-0.037631705,
-0.015784642,
-0.011621967,
-0.0022472162,
0.04794061,
-0.020310504,
0.026135456,
0.037603766,
0.0070192767,
-0.0070402296,
0.025255427,
0.010441611,
-0.016119892,
-0.0036807552,
0.08990262,
0.015016363,
0.018676165,
-0.0071519795,
-0.007099597,
0.0073335725,
0.023034403,
-0.04816411,
0.00806693,
0.020534003,
0.011433389,
-0.005838921,
-0.031122286,
0.016105922,
-0.0042395033,
-0.004403636,
0.04590118,
-0.050622605,
-0.04495131,
-0.007710728,
-0.01882982,
-0.003778536,
-0.057662833,
-0.016119892,
-0.050063856,
-0.041068006,
0.039056513,
-0.02686183,
-0.022601373,
-0.028021231,
-0.025395114,
0.015714798,
0.0152817685,
0.013773148,
-0.017782168,
-0.009561582,
0.023551244,
-0.00641513,
-0.017670417,
0.026987547,
0.01991938,
-0.021078784,
0.08124202,
-0.017824074,
-0.01895554,
0.008555835,
-0.036821518,
-0.03916826,
0.0528576,
-0.020045098,
-0.03204422,
-0.0056224056,
0.039447635,
0.013340118,
-0.013291228,
-0.039922573,
0.05967433,
0.004351253,
0.00022164414,
0.032435343,
0.030144475,
-0.035871647,
0.038944762,
-0.017153576,
0.032155972,
-0.021511814,
-0.024333492,
0.01797773,
-0.033636652,
0.009331098,
-0.026275143,
-0.012215637,
0.02155372,
0.048359673,
0.016846264,
0.048443485,
-0.013514726,
0.0019119672,
-0.006677043,
-0.033273466,
-0.0264288,
0.030200351,
0.016371328,
-0.00033786817,
-0.018787915,
0.016175766,
0.013437899,
-0.029110791,
0.015407487,
0.017293263,
0.056489464,
-0.03788314,
0.014024585,
-0.032658845,
-0.014778895,
-0.052997284,
0.003778536,
-0.029641602,
-0.026833892,
-0.014485552,
0.021204501,
-0.06470306,
0.0000090169115,
-0.041822318,
0.025157647,
0.015421456,
0.041403256,
-0.027755827,
0.02902698,
0.04481162,
-0.002203564,
-0.052215036,
-0.010406689,
-0.0011742447,
0.0014300466,
-0.017935824,
0.05380747,
0.012152778,
-0.012082934,
-0.0023746807,
0.038609516,
0.05274585,
0.029390166,
0.017502794,
-0.018410759,
-0.018424729,
0.06397669,
0.05143279,
0.022363905,
0.005255727,
0.017083732,
0.016860234,
0.033357278,
0.03517321,
0.044280812,
0.04212963,
0.032128032,
-0.0065862467,
0.01055336,
-0.018131385,
0.052689973,
0.0011262272,
0.029753352,
0.016930077,
0.02219628,
-0.026805954,
-0.008479007,
-0.021944843,
0.002262931,
-0.040229883,
0.06414431,
0.017474856,
0.02144197,
-0.05207535,
-0.022685185,
0.0066560903,
0.048666984,
-0.039866697,
-0.023188058,
0.0134937735,
0.009219348,
-0.017907886,
-0.017181514,
0.05260616,
0.03782727,
0.00056966144,
-0.0030608936,
0.015980205,
-0.032714717,
0.007836446,
-0.027881546,
-0.052913472,
-0.009058708,
-0.030451788,
-0.011607998,
-0.015183988,
-0.042744253,
0.015882423,
-0.026079582,
0.019444445,
0.008360273,
-0.021400064,
0.036514208,
0.02716914,
-0.013382024,
-0.022768997,
0.005412875,
-0.029306354,
0.012928041,
-0.014052522,
-0.0102809705,
0.02035241,
-0.040593073,
0.023565214,
-0.002895015,
0.006704981,
-0.0059262253,
-0.040090196,
0.013193446,
-0.03316172,
0.04073276,
0.013479806,
0.02230803,
-0.013242337,
0.026666267,
0.024207775,
-0.013926804,
0.040537197,
0.015980205,
-0.028566012,
0.020967033,
0.021888968,
0.03701708,
-0.03332934,
0.03324553,
0.05316491,
-0.00346424,
-0.04310744,
-0.03846983,
-0.037128832,
0.035033524,
-0.0050671496,
0.0019748264,
-0.011782607,
0.053639848,
-0.021749282,
-0.038162515,
-0.010958453,
-0.014345865,
-0.025856081,
-0.043610312,
-0.01722342,
0.037855204,
0.027336765,
0.021092752,
-0.04224138,
0.02328584,
-0.02902698,
0.017153576,
0.0033262991,
0.010944484,
0.04810824,
0.033217594,
-0.0030678778,
-0.005391922,
0.043079503,
-0.021400064,
-0.010113346,
-0.0073894477,
0.020659722,
0.004801744,
0.013067728,
0.024864303,
0.01461127,
0.013703304,
-0.005294141,
0.049672734,
0.05676884,
0.00049545267,
0.020771472,
0.012585808,
-0.0038274266,
-0.00947777,
-0.024864303,
-0.027532328,
-0.0031045459,
0.021428,
0.037519954,
-0.047158364,
0.018103449,
-0.037212644,
-0.01927682,
0.017083732,
0.015868455,
-0.012488027,
0.024123963,
0.011077187,
0.055120528,
-0.03324553,
-0.016175766,
0.0046934867,
0.022182312,
0.013025822,
0.038386013,
-0.01419221,
-0.00007093485,
-0.017041827,
-0.042045817,
-0.04254869,
-0.005269696,
0.004267441,
0.022601373,
0.00040509258,
-0.025478927,
-0.034390964,
-0.017502794,
0.0073894477,
0.023243934,
-0.0027518359,
0.027280891,
0.0056957416,
0.0016430696,
0.04626437,
0.023313778,
0.027699951,
-0.02479446,
0.043722063,
0.0068621286,
0.012997884,
-0.009680316,
-0.016217671,
0.0034083652,
-0.019779693,
-0.016315453,
0.033832215,
-0.042409003,
-0.0019573655,
-0.038022827,
0.06593231,
-0.031485472,
-0.0060240063,
-0.046767242,
0.02750439,
0.055846903,
-0.047242176,
-0.00995969,
-0.025087804,
-0.0067992695,
0.029837165,
0.015323675,
-0.026498642,
-0.05056673,
-0.013877913,
-0.06654693,
0.05025942,
0.05553959,
-0.03131785,
0.0047668223,
-0.032770593,
0.028510137,
0.0011532917,
-0.021400064,
-0.020561941,
0.038050767,
-0.01537955,
0.02339759,
-0.02035241,
-0.01066511,
-0.0063138567,
0.048331738,
-0.044532247,
-0.011649904,
-0.032435343,
-0.01775423,
-0.038944762,
0.01656689,
0.003186612,
0.0129559785,
-0.00251786,
-0.0045747524,
-0.0282587,
0.039894637,
-0.039335888,
-0.014241099,
0.017614543,
0.027043423,
-0.035033524,
0.04794061,
0.020953065,
-0.0053465236,
0.04495131,
-0.0018386315,
-0.0046306276,
0.011161,
-0.011978169,
0.020967033,
0.00011038555,
-0.024780491,
-0.021176564,
-0.04760536,
0.033971902,
-0.0057027256,
-0.025897989,
0.066714555,
-0.071072794,
-0.03908445,
-0.002736121,
-0.04039751,
0.024347462,
0.0048261895,
-0.028999042,
0.005947178,
0.0050531807,
-0.017349137,
-0.02424968,
-0.024864303,
-0.015197956,
0.06341794,
0.031206097,
0.050091796,
-0.02295059,
-0.022028655,
0.0109863905,
-0.014653177,
0.025353208,
-0.029641602,
-0.03704502,
0.010113346,
0.014317928,
-0.014806832,
-0.028538074,
-0.02015685,
-0.036877394,
-0.007141503,
-0.026791986,
0.048359673,
-0.040593073,
-0.045621805,
0.0524106,
-0.0015461616,
-0.061685823,
-0.048583172,
0.0048331735,
-0.012690573,
0.020925127,
0.030451788,
-0.06716156,
-0.03573196,
-0.0028862846,
0.018340915,
-0.041207694,
0.03366459,
-0.040257823,
-0.02047813,
-0.0070751514,
0.034167465,
0.028105045,
-0.0426325,
-0.008199633,
-0.004211566,
0.00476333,
-0.032407407,
-0.008255508,
-0.036765646,
0.022615341,
0.0035829742,
0.038190454,
-0.013291228,
-0.014345865,
0.020045098,
0.0198216,
0.029865101,
0.036458332,
-0.05282966,
-0.011621967,
0.027797733,
0.00476333,
-0.028663794,
0.05866858,
-0.024626836,
0.04201788,
-0.0029142222,
0.02838442,
-0.04246488,
0.026331019,
-0.031541348,
0.019765725,
0.04137532,
-0.03413953,
0.014122366,
0.003778536,
0.012194684,
0.033273466,
0.021497844,
-0.030395912,
-0.0043966514,
-0.03548052,
-0.09867497,
0.057886332,
-0.0065687858,
0.01007144,
0.021721344,
-0.02522749,
0.0444205,
-0.030591475,
0.03170897,
0.062412195,
-0.0129629625,
-0.018145354,
-0.05350016,
0.019891443,
-0.02857998,
-0.004368714,
0.017838042,
0.032714717,
-0.0020394316,
0.008416148,
-0.038665388,
-0.024459211,
-0.0054093827,
0.011594029,
0.01602211,
-0.020729566,
0.0079621645,
0.0120619815,
-0.0480803,
-0.008025024,
0.025939895,
0.039363824,
-0.015225894,
0.032016285,
0.037519954,
0.019416507,
0.047409803,
-0.012522949,
-0.030395912,
-0.019234914,
0.06464719,
-0.010727969,
-0.030144475,
0.013563617,
0.047884736,
-0.033441093,
-0.066714555,
-0.030340038,
0.033860154,
-0.046627555,
0.0017949792,
-0.004934447,
-0.003324553,
-0.026959611,
0.023760775,
0.010085409,
0.00016424147,
-0.015393518,
-0.007892321,
-0.01440174,
-0.029948914,
-0.013305197,
0.053891283,
-0.004016004,
-0.031876598,
-0.070458174,
-0.011133062,
-0.048583172,
-0.019500319,
0.062356323,
-0.010560345,
0.074201785,
0.037603766,
0.009435863,
0.068055555,
0.007850415,
0.045202747,
-0.01326329,
-0.025492895,
-0.059841953,
-0.0007682791,
0.030507663,
0.01353568,
0.031792782,
-0.03444684,
0.012404215,
0.031206097,
0.02327187,
-0.010127314,
-0.06325032,
0.0066002156,
-0.06051245,
-0.018815853,
0.008171695,
-0.017488824,
-0.002757074,
0.054505907,
-0.01023208,
-0.01863426,
-0.011447358,
0.014269037,
-0.04838761,
0.006177662,
-0.05207535,
-0.024277618,
-0.069899425,
0.0074732597,
-0.0073475414,
-0.02641483,
0.017405013,
0.044029374,
-0.024710648,
-0.042157568,
0.01774026,
0.06095945,
-0.011782607,
0.04928161,
0.005880827,
0.002620879,
-0.01894157,
-0.05207535,
-0.044755746,
0.05056673,
0.02424968,
-0.008653616,
0.019681912,
0.008220586,
0.024151899,
-0.03358078,
-0.024151899,
0.02891523,
-0.021539751,
-0.011286718,
-0.012006106,
0.010413674,
-0.061015327,
-0.00086867914,
-0.05900383,
0.0057166945,
0.027029453,
0.027043423,
-0.014024585,
0.06285919,
-0.0016945791,
-0.000036094927,
0.01483477,
0.0344189,
0.029446041,
0.017810104,
0.007431354,
-0.027085328,
0.011915309,
0.0018473619,
0.018438697,
0.03659802,
-0.033077907,
0.009065692,
-0.005566531,
-0.011677842,
-0.027560264,
-0.00091669656,
0.025534801,
0.039615262,
0.004176644,
-0.009240301,
-0.01677642,
-0.020855283,
-0.033413153,
-0.0029386673,
-0.04760536,
-0.031681035,
0.022755029,
-0.087835245,
-0.011838482,
0.00877235,
-0.021581657,
0.015225894,
0.042185504,
-0.009708254,
0.019556195,
0.028635856,
-0.025618615,
0.00019348846,
-0.05243854,
-0.064367816,
-0.000007298105,
0.001044161,
-0.04732599,
-0.0198216,
0.01774026,
0.055930715,
0.035899583,
-0.015756704,
-0.027727889,
-0.009994612,
0.013815054,
0.06582056,
-0.039028574,
0.0071729324,
-0.038609516,
0.03064735,
-0.028775543,
0.028663794,
-0.008038993,
0.011936262,
0.031178162,
0.034167465,
0.01818726,
0.016832296,
0.01743295,
-0.03539671,
0.0055246246,
0.054086845,
0.004274425,
0.030172413,
0.008297414,
-0.004225535,
0.07397829,
0.04729805,
0.036961205,
-0.019193007,
0.011545138,
-0.000085394655,
-0.00720087,
-0.054422095,
0.0026156409,
0.011545138,
0.022685185,
0.02099497,
-0.0073684943,
-0.02564655,
-0.003347252,
0.010609236,
-0.0028583473,
-0.012634698,
-0.003305346,
0.0012266274,
-0.012704542,
0.056880586,
-0.026400862,
-0.07140805,
-0.014988426,
0.03162516,
0.08330939,
0.0016413234,
-0.023593152,
-0.026149426,
0.05003592,
0.03911239,
-0.011028296,
0.0022210248,
-0.00021989805,
0.028566012,
-0.013549648,
0.03724058,
-0.010972422,
-0.02155372,
0.01786598,
-0.050929915,
-0.04081657,
0.010832734,
0.0037052003,
-0.031820722,
-0.0010345576,
0.0012833752,
0.001435285,
-0.031178162,
0.009547614,
-0.030926723,
0.02381665,
0.044783685,
-0.035592273,
-0.021791188,
0.007340557,
-0.029697478,
0.017307231,
0.03821839,
0.033189654,
0.01720945,
0.054561783,
-0.00870949,
-0.029976852,
0.038972702,
0.0030731163,
-0.043777935,
-0.0170977,
-0.0019294281,
-0.005178899,
-0.020059068,
-0.027518358,
-0.06637931,
0.031764846,
-0.019835569,
-0.017768199,
-0.017628511,
0.019667944,
-0.00039788996,
-0.04036957,
0.016832296,
0.082247764,
0.027546296,
-0.052382663,
-0.021400064,
0.0033123302,
-0.059618454,
0.0191511,
-0.055288155,
0.041487068,
-0.05347222,
-0.015114144,
0.008150742,
0.0005879954,
-0.023593152,
-0.01451349,
-0.02577227,
-0.0032809007,
0.038162515,
0.045314495,
0.0070926123,
0.032239784,
-0.010197158,
-0.010301923,
0.007431354,
0.055707216,
-0.008094868,
0.05542784,
0.06285919,
-0.01656689,
0.0010415419,
0.055064656,
0.00822757,
-0.0029858118,
0.0064744973,
-0.016678639,
-0.015030332,
-0.019109195,
-0.022782966,
-0.029194605,
-0.003209311,
0.008786319,
-0.014974457,
-0.040844508,
-0.003876317,
-0.050175607,
-0.011566092,
-0.039252076,
0.046851054,
-0.006785301,
-0.028887292,
0.01677642,
-0.053975094,
0.22998084,
0.05294141,
0.025423052,
0.02262931,
0.02035241,
0.056880586,
0.0041033085,
-0.023299808,
0.039252076,
-0.029194605,
-0.020757504,
-0.041766442,
0.010511454,
0.04687899,
-0.032798532,
0.019807631,
-0.035061464,
-0.023551244,
-0.016385296,
-0.0056817727,
-0.05011973,
0.012676604,
0.021134658,
0.045984995,
0.03095466,
0.010246049,
0.016008142,
-0.031094348,
0.034642402,
-0.019430475,
-0.005112548,
-0.012006106,
0.020757504,
0.030507663,
-0.026652299,
0.025939895,
-0.012648667,
-0.001891014,
-0.020911159,
-0.022098498,
0.009603488,
0.007557072,
-0.0058598737,
-0.039559387,
-0.041822318,
0.03908445,
-0.016315453,
0.0037645674,
0.05523228,
-0.01874601,
0.017726293,
-0.009561582,
0.012501995,
-0.034363028,
-0.03355284,
0.031261973,
-0.06313857,
-0.03757583,
-0.0008926879,
0.019570163,
-0.0170977,
0.036011335,
-0.039615262,
0.0038518717,
-0.014052522,
-0.023858557,
0.0038204421,
0.035005588,
-0.019653974,
-0.0127883535,
0.0048331735,
-0.005486211,
-0.06190932,
-0.045398306,
0.020813378,
-0.000015496538,
-0.017349137,
0.03299409,
-0.0057166945,
-0.019179039,
0.024012212,
-0.023048371,
0.03131785,
-0.0571879,
0.056657087,
0.056880586,
-0.013500758,
0.02500399,
0.026498642,
0.016832296,
-0.010036518,
0.0050112745,
0.013626477,
-0.0072357915,
-0.00069843547
] | from transformers import BitsAndBytesConfig
double_quant_config = BitsAndBytesConfig(
load_in_4bit=True,
bnb_4bit_use_double_quant=True,
)
model_double_quant = AutoModelForCausalLM.from_pretrained("meta-llama/Llama-2-13b", quantization_config=double_quant_config) |
[
0.031071743,
-0.036371026,
0.008940727,
-0.009787744,
-0.025468405,
0.0043834904,
0.031795688,
-0.0025519081,
-0.036602687,
0.05530944,
0.021703888,
-0.011423861,
0.020719321,
-0.04969162,
-0.006978835,
0.035010006,
-0.005943593,
-0.08907426,
-0.042741746,
0.018011766,
-0.0032939522,
-0.011148761,
-0.063591376,
0.017924892,
-0.032635465,
0.052963857,
0.015897844,
-0.0020306674,
0.07361078,
0.036776435,
-0.005784325,
-0.02047318,
0.016259817,
-0.01728782,
-0.049054552,
0.02713348,
0.0095271235,
-0.0035998193,
-0.010975014,
0.0075507523,
0.044247553,
-0.01435584,
0.008354331,
-0.030231966,
-0.07824404,
-0.026597759,
-0.01876467,
-0.0065118903,
-0.010258309,
-0.063128054,
-0.010251069,
0.011952341,
0.03880348,
-0.004937309,
-0.018533006,
-0.027886383,
0.009983209,
0.031969436,
-0.018547485,
-0.009490926,
0.016592832,
-0.0024831332,
0.016057113,
-0.019488614,
0.009642955,
0.028248355,
-0.02764024,
0.03973013,
-0.01956101,
0.026554322,
-0.05212408,
-0.0039563626,
-0.036631644,
-0.030869039,
0.00027215827,
0.0188805,
0.044334427,
0.006490172,
-0.064054705,
0.021168169,
-0.02125504,
-0.0006488362,
-0.010055603,
-0.008542557,
-0.026279224,
-0.049402043,
0.049662665,
-0.023108343,
0.028175961,
-0.0022388017,
0.011250114,
0.04398693,
-0.007297371,
0.0063055656,
0.0075724702,
0.031737775,
-0.012198483,
0.024527276,
0.05334031,
-0.016317733,
-0.0039201654,
0.05875542,
0.043929014,
0.035444375,
-0.013588458,
0.037413508,
-0.0005755367,
0.027075564,
-0.028668243,
-0.012603892,
0.020922026,
0.0071743005,
0.008028557,
-0.008919009,
-0.004955407,
0.020893069,
0.018171033,
0.044508174,
0.0035907698,
0.022659495,
0.010547887,
0.011937862,
0.024773417,
-0.032345887,
-0.04271279,
-0.044218592,
-0.044884626,
0.03466251,
-0.024672065,
-0.020458702,
-0.01743261,
0.0031075364,
-0.040598866,
-0.0018587302,
-0.010678197,
-0.007297371,
0.018417174,
0.012792118,
-0.008745262,
-0.0071706804,
0.041525517,
-0.018837063,
-0.020603491,
0.050183907,
0.0064032986,
0.021921072,
0.0035817206,
-0.020632448,
-0.020371828,
0.04743291,
-0.055077776,
0.0036812632,
0.021385351,
0.032693382,
-0.014392038,
-0.010808507,
-0.046042938,
0.03321462,
-0.045029413,
-0.003350058,
0.035444375,
0.035444375,
0.016375648,
0.057683982,
-0.038079537,
0.03613936,
-0.008318135,
0.009099996,
-0.011865468,
-0.026250266,
0.019589966,
-0.0044957018,
-0.03298296,
0.04161239,
0.037703086,
0.03260651,
0.04598502,
-0.016172944,
-0.006052185,
0.005874818,
-0.0064250166,
0.03668956,
0.06451803,
0.052703235,
-0.0022406115,
-0.019734755,
0.006102861,
-0.048388522,
-0.0547882,
0.019517573,
0.0059218747,
0.030087177,
-0.04253904,
0.029363232,
-0.0252657,
-0.01873571,
-0.058060434,
0.016274296,
-0.0152462935,
-0.01754844,
-0.011517974,
0.018402696,
-0.021341914,
0.031448193,
-0.053253435,
0.006671158,
0.007963401,
0.03973013,
0.014428235,
0.03072425,
0.024092907,
-0.024643106,
-0.052848026,
0.0029482683,
-0.00069182046,
0.023774372,
0.027147958,
0.005903776,
0.001289528,
0.028827513,
0.028798554,
0.0039563626,
0.032114226,
0.013776684,
-0.020979943,
-0.008535318,
-0.0014741342,
0.02764024,
0.050097033,
0.041525517,
-0.022022424,
0.028813032,
-0.02367302,
0.00398894,
0.010258309,
0.03402544,
0.025642151,
0.029348753,
-0.0340544,
0.046187725,
-0.011496255,
-0.0058711986,
0.0028740638,
-0.008347092,
0.016563874,
-0.00072530296,
-0.012415666,
-0.010670957,
-0.049952243,
-0.00558162,
-0.012784879,
0.039035145,
-0.030521544,
0.025091954,
-0.014167614,
0.0018505858,
0.012958625,
0.022427833,
-0.04934413,
-0.018663317,
0.0009936152,
0.005556282,
0.029348753,
-0.02393364,
0.016694184,
0.06932502,
0.0076521044,
0.00970087,
0.012321553,
-0.021718366,
0.0073733856,
-0.05360093,
-0.034923133,
0.0021591675,
0.0093027,
0.002340154,
-0.011257353,
-0.04879393,
0.03613936,
-0.039845962,
0.0068919617,
-0.010938818,
-0.014109699,
0.05331135,
0.015926803,
-0.010815746,
-0.064981356,
0.04957579,
0.00096465746,
0.031535067,
-0.018648837,
0.024281133,
0.03031884,
-0.048156857,
0.01795385,
-0.016013676,
-0.016853452,
-0.027119,
-0.027191395,
-0.030116135,
-0.052037206,
-0.006501031,
-0.0059544523,
0.001727515,
-0.038513903,
0.0037246998,
0.021037858,
-0.012813836,
0.05890021,
0.011662763,
-0.03735559,
0.0021483083,
-0.014804686,
0.0252657,
-0.011315269,
0.062027656,
0.051139515,
0.005063999,
-0.04239425,
-0.027596805,
0.004267659,
0.0060304664,
0.0041156304,
-0.006012368,
-0.04615877,
0.062722646,
-0.017128551,
-0.020400785,
0.008528079,
-0.036718518,
-0.02528018,
0.009237546,
-0.04427651,
0.040975317,
-0.0057626064,
0.003350058,
0.015333166,
0.01808416,
0.0071381032,
0.04798311,
0.0073625264,
0.02420874,
0.025815899,
0.024353528,
0.00022419689,
0.005219647,
0.031448193,
-0.026221307,
-0.036399983,
-0.02685838,
0.03576291,
0.032896087,
-0.0014542256,
-0.014616461,
0.010243829,
0.021341914,
-0.026119955,
0.033446286,
0.021848677,
-0.0051038163,
0.027263789,
0.024006035,
-0.052703235,
-0.008962446,
-0.03150611,
-0.005038661,
0.020053292,
0.053079687,
0.02525122,
0.00075697555,
0.019358303,
-0.040888444,
-0.010750592,
0.035299584,
0.00013087578,
0.021124732,
0.03709497,
0.02752441,
0.071236245,
-0.04349465,
-0.000032775504,
0.00691368,
0.026510887,
0.00009383013,
0.026293702,
0.029146047,
-0.0028342467,
-0.028943343,
0.00054703135,
0.016172944,
0.019372784,
-0.017606355,
-0.0340544,
-0.011047409,
0.0058169025,
-0.052210953,
0.01754844,
0.035154797,
0.039817005,
0.0092809815,
0.063128054,
-0.0032505156,
-0.0110256905,
0.082413964,
0.03949847,
-0.025613194,
-0.026945254,
0.026119955,
-0.035849784,
0.018402696,
-0.04361048,
-0.026264744,
0.050618272,
0.029551458,
-0.04268383,
0.014515108,
-0.06075351,
-0.032867126,
0.0024234077,
0.07025167,
-0.048214775,
-0.015376603,
-0.037963703,
0.0359077,
0.016332211,
-0.0420178,
0.021052336,
-0.022659495,
0.0040106582,
0.012524258,
-0.027336184,
-0.009773265,
-0.05823418,
-0.036834348,
-0.04598502,
0.0603481,
0.047288124,
-0.026279224,
0.026814943,
-0.03909306,
-0.009157911,
0.016187422,
-0.017693229,
-0.013841839,
0.029464584,
-0.010815746,
0.036950182,
-0.0055852397,
0.0112718325,
0.0015121413,
0.040338244,
-0.011112564,
0.026699113,
-0.028175961,
-0.00081081904,
-0.026047561,
-0.013849079,
-0.037181843,
0.0064539746,
0.038079537,
-0.011119803,
-0.013059977,
0.02487477,
-0.028291792,
-0.028393144,
-0.0046477304,
-0.003389875,
0.0045138006,
0.050328694,
0.036602687,
-0.010837465,
0.009346137,
0.01793937,
-0.050589316,
0.0316509,
-0.037616212,
0.027712636,
-0.029146047,
0.0013709719,
-0.03973013,
-0.013023781,
0.031042784,
-0.022427833,
-0.00917239,
0.02166045,
-0.061622243,
-0.04919934,
0.03139028,
-0.008100951,
0.009780505,
-0.026163392,
-0.010265548,
-0.034343977,
-0.011872707,
-0.014985673,
0.043465693,
-0.055801723,
-0.015362125,
0.051979292,
0.023441358,
0.04465296,
0.009954251,
-0.046477303,
0.0055635218,
-0.014601982,
-0.0032776634,
-0.050849937,
0.010432055,
-0.0041771657,
-0.0008347997,
0.00034410038,
-0.028291792,
-0.0063996785,
0.013364035,
0.021370873,
-0.0096719125,
0.04890976,
-0.0075579914,
-0.05079202,
0.0249906,
-0.025555277,
-0.01542004,
-0.0051038163,
0.040714696,
-0.0007406868,
0.049807455,
-0.03778996,
-0.061622243,
-0.044913583,
-0.005501986,
0.026959732,
-0.044363383,
-0.023079384,
0.020386307,
-0.055251524,
-0.03399648,
0.012046454,
-0.0077824146,
-0.063591376,
-0.0033971146,
-0.021168169,
-0.02141431,
-0.04184405,
-0.039266806,
-0.013754966,
-0.01449339,
-0.022283044,
0.0069571165,
-0.028291792,
-0.045116287,
0.03978805,
0.0063996785,
0.024903728,
0.04123594,
-0.042104673,
-0.03457564,
0.014544066,
0.01928591,
-0.032896087,
-0.026554322,
-0.054035295,
0.052297827,
-0.044971496,
0.032027353,
-0.036718518,
0.0041807857,
-0.0077462173,
-0.00092348305,
0.016303254,
-0.07193123,
0.01806968,
-0.022123776,
0.012343272,
0.04294445,
-0.0038731087,
-0.004198884,
0.004930069,
-0.031216532,
-0.039266806,
0.035444375,
-0.015564829,
-0.0040613348,
0.0051291543,
-0.01303102,
0.023730936,
-0.03758725,
-0.002274999,
0.04520316,
-0.029160528,
-0.022833243,
-0.010127998,
-0.00797788,
0.04184405,
-0.0077968934,
0.04945996,
0.005306521,
0.010801268,
0.0056359163,
-0.058726463,
-0.04439234,
-0.014869842,
0.0126762865,
0.04349465,
-0.027596805,
0.04853331,
0.0068123275,
-0.05782877,
0.0076521044,
0.013668092,
-0.005197929,
0.015362125,
0.013552261,
0.020400785,
0.008788699,
0.07951818,
-0.0210089,
-0.021095773,
-0.030463628,
0.043784227,
-0.027625762,
-0.052355744,
0.048707057,
-0.00838329,
-0.061853908,
-0.049662665,
-0.02287668,
-0.0047092657,
0.027061084,
0.014413756,
-0.010395858,
-0.027205873,
-0.051429093,
0.04187301,
0.016867932,
0.036834348,
-0.016694184,
0.0153910825,
0.0072141173,
0.006939018,
0.033475243,
0.058118347,
-0.020646928,
0.0027021267,
-0.02367302,
-0.002166407,
-0.026351618,
-0.008086472,
0.060811426,
-0.014030064,
0.035965614,
0.03778996,
-0.025931729,
0.067877136,
-0.020690363,
0.03243276,
-0.012372229,
-0.034141272,
-0.027582325,
-0.01782354,
0.019618925,
-0.017649792,
0.012509779,
0.0018533006,
0.019430699,
0.06179599,
0.022340959,
-0.029232921,
-0.057481278,
0.03816641,
-0.048041027,
-0.019314867,
-0.029059174,
-0.062375147,
-0.0010397668,
0.023875725,
0.025309136,
-0.04317611,
-0.013972149,
-0.015318688,
-0.018026244,
0.005505606,
-0.051487006,
-0.05079202,
-0.019459656,
0.0055780006,
-0.034952093,
-0.040048666,
-0.033677947,
0.020922026,
-0.03072425,
-0.031679858,
0.015984718,
0.07644865,
0.0048974915,
0.038629733,
-0.029421147,
-0.009881857,
-0.02871168,
-0.024976121,
-0.02764024,
0.063591376,
0.032114226,
0.01276316,
-0.029044695,
-0.021066815,
0.0058929166,
-0.023412399,
0.023730936,
0.0119957775,
-0.021211606,
-0.04598502,
-0.0013311548,
0.036284152,
-0.08449893,
0.04890976,
-0.034401894,
-0.005863959,
0.000465135,
-0.009490926,
0.016534917,
0.045145243,
0.009780505,
0.045376908,
-0.017577399,
-0.02976864,
0.031592984,
0.03254859,
0.003931024,
0.009896336,
0.006674778,
-0.027509931,
0.0151015045,
0.025338095,
-0.04117802,
0.0005859434,
-0.035328545,
-0.014536827,
-0.041815095,
0.014826405,
-0.0014406516,
0.051979292,
0.007738978,
-0.032374844,
-0.023615103,
-0.0042097433,
-0.032896087,
0.026771506,
-0.04879393,
-0.055627976,
0.06474969,
-0.034372933,
0.002580866,
0.0011682671,
-0.011503494,
0.0084122475,
0.034633555,
0.010801268,
0.038745567,
0.011604847,
0.0011130663,
0.022138255,
-0.0273941,
-0.0481279,
0.0141314175,
0.0068304264,
-0.054440707,
-0.008795938,
0.03057946,
0.04001971,
-0.0075435126,
-0.039845962,
-0.027480973,
-0.028639287,
0.03935368,
0.003645066,
-0.041815095,
0.026235787,
-0.025106432,
0.049807455,
-0.029913431,
0.017070636,
-0.0064684534,
0.019199036,
0.014348601,
-0.0049662665,
0.01754844,
0.016969284,
0.015753055,
-0.01727334,
0.03469147,
0.052645322,
0.024223218,
0.007192399,
-0.014927757,
-0.0058350014,
0.08027108,
0.019662362,
0.06052185,
0.0018388217,
0.013769444,
0.010866423,
-0.010308985,
0.006414158,
0.017707707,
0.024150824,
0.024006035,
0.0011230205,
0.013436429,
0.0019890403,
-0.031535067,
0.0075941887,
-0.0010741542,
-0.0048468155,
-0.021863155,
0.014428235,
-0.054295916,
0.04184405,
-0.0038984467,
-0.08276145,
-0.036226235,
0.04308924,
0.03353316,
-0.0050857174,
-0.015173899,
-0.039179932,
0.05200825,
0.033156708,
0.046216685,
0.03127445,
-0.006685637,
0.025569757,
-0.02315178,
0.07169957,
0.03194048,
0.008687346,
0.0069245393,
-0.0131106535,
0.007272033,
-0.0011646474,
-0.050763063,
0.02260158,
-0.047403954,
-0.007326329,
-0.030811122,
-0.035038963,
0.012292596,
-0.02274637,
0.02591725,
0.02791534,
-0.03891931,
-0.013117894,
0.028277313,
-0.009389574,
-0.028740639,
0.009657433,
0.016129507,
0.0029446485,
0.067877136,
0.017389173,
-0.03602353,
0.03072425,
0.0069498774,
-0.021124732,
-0.000970087,
-0.008781459,
0.016983762,
-0.0065625664,
0.03402544,
-0.0038477706,
0.04080157,
-0.019821629,
0.00067779404,
-0.03787683,
0.037818916,
-0.008520839,
-0.0039165453,
0.024092907,
0.06735589,
-0.00798512,
0.0076955413,
-0.010251069,
-0.022109296,
-0.012039214,
-0.028508976,
-0.031332362,
0.035125837,
-0.02260158,
-0.014725053,
-0.037123926,
-0.027900862,
-0.034459807,
0.014008346,
-0.03353316,
-0.037818916,
0.0005977075,
0.027567847,
-0.016346691,
0.060406018,
-0.01449339,
-0.0031835507,
0.029044695,
0.027886383,
-0.000335956,
0.030695291,
0.028610328,
0.021921072,
0.018721232,
-0.0099614905,
-0.010272787,
0.0026948873,
-0.0060159876,
-0.029189484,
0.02646745,
0.014370319,
-0.0146237,
-0.0076231468,
0.02154462,
-0.05328239,
-0.024425922,
-0.019503092,
-0.02779951,
-0.08612056,
0.039440554,
-0.018851543,
0.03686331,
-0.044073805,
0.0019908503,
0.029059174,
-0.039411597,
0.24903727,
0.066255495,
0.03362003,
0.036457896,
0.024802374,
0.03454668,
-0.012169525,
0.02019808,
0.01873571,
-0.04734604,
0.006432256,
-0.03550229,
-0.006233171,
0.026004124,
-0.0009718969,
0.0046766885,
-0.022673974,
-0.03399648,
-0.0011103515,
-0.019966418,
-0.030376755,
0.023050426,
0.016969284,
0.0529349,
0.017345736,
0.026568802,
0.0340544,
-0.025960688,
-0.038600776,
-0.01956101,
-0.009556081,
-0.041438643,
0.009512644,
0.024092907,
-0.018055202,
-0.0074276812,
-0.049257256,
-0.01889498,
-0.032230057,
-0.024382487,
-0.0036106785,
0.0018985472,
-0.06613967,
-0.006142678,
-0.01289347,
0.01542004,
-0.020820674,
0.022891158,
0.027176917,
-0.04610085,
0.035386458,
-0.04337882,
0.005863959,
-0.045579612,
-0.0651551,
0.021993466,
-0.043147154,
-0.015115983,
0.021124732,
0.056699414,
0.0050603794,
0.03680539,
-0.062201403,
-0.03828224,
0.014428235,
0.015231814,
-0.002580866,
0.07934443,
-0.018547485,
-0.023093862,
0.008347092,
-0.0073082303,
-0.030666333,
0.021486703,
0.010482731,
-0.009425771,
-0.018779147,
0.0027980495,
-0.0015076166,
-0.04135177,
-0.017244384,
0.010873662,
0.019474136,
-0.03923785,
0.05808939,
0.017114073,
-0.037963703,
-0.022297522,
0.03127445,
0.0003341461,
0.01608607,
0.047259167,
0.0074566393,
-0.0353575,
-0.018663317
] | Try 4-bit quantization in this notebook and learn more about it's details in this blog post.
This section explores some of the specific features of 4-bit models, such as changing the compute data type, using the Normal Float 4 (NF4) data type, and using nested quantization.
Compute data type
To speedup computation, you can change the data type from float32 (the default value) to bf16 using the bnb_4bit_compute_dtype parameter in [BitsAndBytesConfig]: |
[
0.0380189,
0.006774802,
-0.007934186,
0.03547048,
0.023395106,
-0.015246083,
0.0078082466,
-0.028966077,
-0.016268415,
0.014105219,
-0.0026669533,
-0.008860212,
-0.00047829215,
-0.030788494,
-0.0038004084,
0.030551432,
-0.00494868,
-0.032477565,
-0.043441705,
0.009430643,
0.019735454,
-0.009904768,
-0.09411382,
0.0013362548,
-0.024476705,
0.010541874,
0.02569165,
-0.018461244,
0.07805283,
0.015231267,
-0.030062491,
-0.030240288,
0.0084157195,
-0.06667383,
-0.029380936,
-0.033425815,
0.007971227,
0.022565389,
-0.06744429,
-0.04536784,
0.019898435,
-0.007311897,
0.029825429,
-0.008363862,
-0.054672543,
-0.03958944,
-0.010853019,
-0.015868371,
-0.006293269,
-0.055857856,
-0.047679197,
-0.0011556798,
0.034492597,
-0.0007139656,
-0.034966722,
-0.0039893175,
0.017068502,
-0.012090188,
-0.029099423,
-0.020698521,
0.037544776,
0.02969208,
-0.012690253,
-0.03941164,
0.047116175,
-0.0082156975,
-0.0020076232,
0.047768097,
-0.01628323,
0.0048931185,
-0.017216666,
0.040893283,
-0.042345293,
-0.05010909,
-0.00050653593,
0.011771635,
-0.002144675,
-0.005419101,
-0.007171141,
0.011445674,
0.017927853,
0.00639328,
-0.021246728,
-0.012838417,
-0.045664165,
-0.06649604,
0.008734272,
-0.04803479,
-0.014408956,
-0.010312219,
-0.013882973,
0.024447072,
0.0161647,
0.014216343,
-0.0035448254,
0.010401118,
-0.032596096,
0.053694658,
0.047145806,
-0.015853556,
-0.013934831,
0.058376644,
0.019365044,
0.022595022,
-0.030077307,
0.029840244,
0.012008698,
0.007704532,
-0.015942454,
-0.013534788,
0.018861286,
0.026610266,
-0.029129056,
0.021024482,
0.0014973831,
-0.005600602,
-0.042671252,
0.013631094,
-0.00024493373,
-0.029647632,
0.021661587,
0.013957055,
-0.0033170232,
0.0013751478,
0.050464682,
-0.0970771,
-0.024506338,
0.026817696,
-0.06264377,
-0.019335411,
0.0037041018,
0.014223751,
-0.020654071,
0.040389527,
0.030462533,
0.015557228,
-0.0032077522,
0.009793645,
-0.02115783,
0.008875028,
0.04391583,
-0.051027708,
-0.0074711735,
0.09654371,
-0.006871109,
0.0032947985,
0.0017798209,
-0.020016966,
-0.011267878,
0.015320165,
-0.022995064,
0.009801053,
-0.015453513,
0.016994419,
0.023780333,
-0.003126262,
-0.030492166,
0.0067451694,
0.007941594,
0.04148594,
0.040508058,
0.017187033,
-0.039559808,
0.02895126,
-0.019942883,
0.029721713,
-0.035737175,
-0.0050412826,
0.026195409,
-0.017142583,
0.025424955,
-0.01418671,
0.004952384,
0.025306424,
0.02490638,
0.054791074,
0.05728023,
-0.0047079134,
0.023024697,
-0.016920337,
-0.0018455688,
-0.0045153,
-0.021335626,
0.037515145,
0.022861715,
0.028225256,
0.008830579,
-0.018698307,
-0.014608977,
-0.010853019,
-0.024610052,
0.016609192,
-0.022787634,
0.0008315708,
-0.048716348,
-0.0062784525,
-0.007237815,
-0.018698307,
-0.040834017,
-0.038107798,
0.004952384,
0.028640116,
-0.022920981,
-0.0071007633,
-0.0072229984,
0.022980247,
-0.032388665,
0.021972733,
0.015616493,
0.03674469,
0.011156755,
-0.031766377,
-0.049990557,
0.0085787,
0.06424394,
0.006667383,
-0.0062302994,
0.020491092,
-0.009489909,
0.030995924,
0.007756389,
0.03203307,
0.015201634,
-0.009275071,
-0.010815977,
-0.031736743,
-0.0047486583,
0.042730518,
0.04462702,
0.02589908,
0.014594161,
0.04264162,
-0.0072933766,
0.013305133,
0.019365044,
0.02495083,
0.013831116,
0.017394463,
-0.05073138,
0.003092925,
-0.024817482,
0.0076230415,
0.005789511,
0.044597387,
-0.0003572143,
-0.007926778,
-0.012519864,
-0.013882973,
-0.04844965,
0.024565604,
-0.040270995,
0.04536784,
0.0047486583,
0.004281942,
-0.04115998,
-0.0004838483,
0.029188322,
0.013527379,
-0.019127982,
-0.02738072,
-0.010030707,
0.02280245,
-0.010741895,
0.008141615,
0.016135067,
0.05662831,
0.0072563356,
-0.021646772,
-0.0144534055,
0.011742002,
-0.009964034,
-0.017394463,
0.008482393,
-0.012623579,
-0.028017826,
-0.009638073,
0.033218384,
-0.05855444,
0.02338029,
-0.027736314,
0.021039298,
0.036981754,
-0.0036226115,
0.025662018,
0.036477994,
0.010941917,
-0.051916692,
0.015705392,
-0.059324894,
0.036359463,
-0.008808354,
0.0064266166,
0.013638503,
-0.03487782,
0.06738502,
-0.0014084848,
-0.031351518,
0.012986581,
-0.0398265,
0.015557228,
-0.019661373,
0.007704532,
0.023602536,
-0.0125420885,
-0.019276146,
0.035826072,
0.0010704855,
-0.050257254,
0.067029424,
0.021602321,
-0.067147955,
0.022506123,
-0.0039004192,
0.031440414,
-0.01732038,
0.039945032,
0.004037471,
-0.008800946,
-0.045308575,
-0.025084177,
-0.009726971,
-0.011564205,
0.0077637974,
-0.05221302,
-0.01406077,
0.044567753,
-0.015379431,
-0.0590582,
0.016357314,
-0.024135927,
-0.012912499,
0.0031799714,
-0.002653989,
0.035322316,
-0.021291178,
0.05117587,
-0.034937087,
0.038285594,
-0.018001935,
0.008926885,
0.031973805,
-0.008237923,
0.022787634,
0.026506552,
0.03641873,
0.030121757,
0.02032811,
-0.006767394,
-0.001199203,
-0.04853855,
0.002003919,
0.042197127,
-0.0228469,
-0.009215806,
0.012564314,
0.005993237,
-0.032714628,
0.049309004,
0.006767394,
-0.0043412074,
0.040152464,
0.027365904,
0.030462533,
-0.00024493373,
0.0033781407,
0.016505478,
-0.014238567,
0.049101572,
0.059739754,
-0.028254889,
0.027573334,
-0.041308142,
-0.03707065,
-0.006048798,
0.014875673,
0.044360325,
0.023972947,
0.008023084,
0.04643462,
-0.019765086,
-0.033722144,
0.02312841,
0.027039943,
0.0058561848,
-0.000801475,
0.031736743,
-0.0011010442,
0.021854201,
-0.01060114,
-0.008015676,
0.016964786,
-0.014260792,
-0.01970582,
-0.029469835,
-0.008437944,
-0.02449152,
0.010156647,
0.02569165,
0.0028669748,
0.011690145,
0.067977674,
-0.0017881552,
0.035944603,
0.032625727,
0.026906595,
-0.049872026,
-0.025750916,
0.009489909,
0.0064451373,
0.042256393,
-0.025676833,
-0.044152893,
0.0049634962,
0.0074082036,
-0.042167496,
0.01769079,
-0.036892854,
-0.013342175,
-0.005048691,
0.05485034,
0.0147052845,
-0.014920122,
-0.063651286,
0.05179816,
0.042078596,
-0.022698736,
-0.014979388,
-0.024921197,
-0.016446212,
0.035914972,
-0.032773893,
0.003822633,
-0.035826072,
0.023706252,
-0.062525235,
0.06495513,
0.0456938,
-0.020461459,
-0.006115472,
-0.0589693,
-0.021498607,
0.041960064,
-0.015409064,
-0.030492166,
0.002290987,
0.0024854522,
0.02115783,
-0.00009607514,
0.016386947,
0.011801268,
0.06495513,
-0.024639685,
0.032270133,
-0.037396614,
0.0040559913,
-0.0029984703,
-0.015149777,
-0.04936827,
0.007315601,
0.071829945,
0.0050746193,
-0.028566033,
0.036685426,
-0.03327765,
-0.014542304,
-0.008630557,
-0.0021261545,
0.0030336594,
0.044982612,
-0.022120897,
0.005900634,
0.037515145,
0.038700454,
-0.022254243,
0.04610866,
-0.021424524,
0.010964141,
-0.009830686,
-0.0053635393,
-0.031203354,
-0.019498391,
0.011638287,
0.0045745657,
0.010341852,
0.0029762457,
-0.052153755,
-0.025602752,
0.043945465,
-0.03745588,
0.014549712,
-0.0295291,
-0.033870306,
0.019853985,
0.0018807577,
-0.015912822,
-0.022624655,
-0.00045213194,
-0.022861715,
0.07064463,
0.038522657,
0.00647477,
-0.030344002,
-0.030077307,
0.03804853,
-0.06311789,
0.0066118217,
-0.028032642,
-0.013505155,
0.014053362,
-0.0030836647,
-0.045664165,
-0.02795856,
-0.0027373312,
0.0050709154,
0.0101270145,
-0.024195192,
0.007263744,
0.020876318,
-0.045012247,
0.07384498,
-0.004974609,
-0.06868886,
-0.023350658,
0.0012047591,
-0.006663679,
0.011786452,
-0.0017863031,
-0.032240503,
-0.039885767,
-0.042345293,
0.023365473,
0.004693097,
0.00023868306,
-0.017957486,
-0.035500113,
-0.03378141,
0.00771194,
0.017512994,
-0.039026417,
-0.02858085,
-0.054998502,
-0.017468544,
-0.034492597,
0.0014233011,
-0.045041878,
0.006878517,
-0.008889845,
-0.015809106,
0.009993667,
-0.016060986,
0.02795856,
0.036152035,
-0.0062043704,
0.026417654,
-0.029143874,
-0.024061846,
0.038818985,
0.016327681,
-0.020728154,
-0.0046041985,
-0.06139919,
0.04705691,
-0.06323642,
0.026506552,
-0.046879113,
0.007756389,
-0.017824138,
-0.03274426,
0.029514283,
-0.024891565,
-0.0029984703,
-0.0050746193,
-0.012379108,
0.056509778,
-0.0031114456,
-0.0062414114,
0.03188491,
-0.01142345,
-0.037307713,
0.032092337,
-0.01942431,
0.007978635,
-0.005930267,
-0.003385549,
0.044923346,
-0.06454027,
-0.00936397,
0.051531464,
0.0059598996,
0.0021187463,
-0.03464076,
0.018298263,
0.028388236,
-0.0067636897,
-0.011867942,
-0.024298908,
-0.017512994,
-0.013075479,
-0.04676058,
-0.051501833,
-0.010015891,
0.031084822,
0.05538373,
-0.037930004,
0.0020113273,
-0.0026410245,
-0.07692678,
-0.027869662,
0.06394761,
-0.012875458,
-0.014927531,
0.029188322,
-0.0068266597,
-0.014920122,
0.009052825,
-0.0362113,
-0.04527894,
-0.006759986,
0.021246728,
-0.042463824,
-0.0343148,
0.060688004,
-0.015349798,
-0.04231566,
-0.045071512,
0.0025965753,
0.050049823,
-0.017824138,
0.029425384,
0.03843376,
-0.016016535,
-0.01331995,
-0.010623364,
0.0034818556,
0.041811902,
-0.0011130826,
0.014890489,
0.033188753,
-0.04115998,
0.026254674,
0.046049394,
-0.041663736,
-0.014379323,
0.005741358,
0.013705176,
-0.018639041,
-0.036448363,
0.045308575,
-0.020980032,
-0.00837127,
0.045190044,
-0.0129939895,
0.06596264,
0.0023576608,
0.00828978,
0.0018687194,
-0.040834017,
-0.06139919,
0.017468544,
0.04255272,
0.00065979315,
-0.014816407,
-0.004989425,
0.0400932,
0.024713768,
0.035648275,
-0.047560666,
-0.07218554,
-0.0025762029,
-0.028314155,
0.00036971565,
-0.0035466775,
-0.0052598245,
-0.019202063,
0.040182095,
-0.015512778,
-0.061636254,
-0.010245546,
-0.028773462,
-0.011675329,
-0.040685855,
-0.06762208,
-0.015779473,
-0.041752636,
-0.050790645,
-0.010860426,
-0.051620364,
-0.015972087,
0.03443333,
-0.012645803,
0.0016668458,
0.004104145,
0.0667331,
-0.008156432,
0.013927422,
-0.015320165,
0.021780118,
-0.044152893,
-0.03339618,
0.008349045,
0.04747177,
0.03283316,
0.0034077736,
-0.012630987,
0.030181022,
-0.0009871431,
-0.00503017,
-0.014653427,
0.014216343,
-0.009378786,
0.0005926563,
-0.020565173,
0.020016966,
-0.04391583,
0.005311682,
-0.016298048,
0.020802235,
-0.0134236645,
0.013557012,
-0.014571937,
0.038907886,
0.009682522,
0.04086365,
-0.020402193,
0.0034688914,
0.044775184,
0.013431073,
0.016194332,
0.04717544,
0.00044889085,
-0.09144686,
0.02462487,
0.048657082,
-0.006571077,
0.0060969517,
0.011704962,
0.0034503709,
-0.05221302,
-0.019602107,
0.016179517,
0.040389527,
0.025839815,
-0.005600602,
-0.038285594,
0.025602752,
-0.026580634,
0.009860319,
-0.037930004,
-0.02346919,
0.05464291,
-0.038700454,
0.008941702,
0.0019242809,
-0.034166634,
0.013905198,
0.004626423,
0.0073526422,
0.004011542,
0.006552556,
0.006548852,
0.05695427,
-0.04812369,
-0.06691089,
-0.021187462,
0.03378141,
-0.06560705,
-0.035233416,
0.031944174,
0.06317716,
0.00079452986,
0.010675222,
-0.066377506,
-0.00047458804,
0.026225042,
0.021646772,
-0.061991848,
-0.010089973,
-0.027484436,
0.03529268,
-0.033218384,
-0.028773462,
0.017883403,
0.014379323,
0.032151602,
0.04305648,
-0.038789354,
-0.006008053,
0.027973376,
-0.06021388,
0.018120466,
0.05002019,
0.039085682,
0.03378141,
0.01872794,
-0.01100859,
0.047768097,
0.01752781,
0.049516432,
0.003641132,
0.018713122,
0.037011385,
0.014371915,
-0.015483146,
-0.01937986,
0.026921412,
-0.0071192835,
-0.015379431,
0.005889522,
-0.0012677289,
-0.030521799,
0.022935798,
-0.009889952,
-0.03517415,
0.0043708403,
0.016979603,
-0.00145849,
0.010652997,
-0.023646986,
-0.03745588,
-0.03958944,
0.015023837,
0.05485034,
-0.025913896,
0.017868588,
0.016520293,
0.028758647,
0.028403053,
0.021305993,
0.009008376,
-0.03256646,
0.03760404,
-0.025662018,
0.017350012,
0.002798449,
-0.014823816,
0.031321883,
-0.010356668,
-0.01889092,
0.0018677934,
-0.022758001,
-0.041871168,
-0.013216236,
-0.045219675,
-0.023721067,
-0.043738034,
0.01991325,
-0.061102863,
0.025558302,
0.020105865,
-0.0295291,
0.021291178,
-0.017483361,
0.030462533,
-0.008778721,
0.06578485,
0.023617353,
-0.017394463,
0.09606958,
0.040359892,
0.0009667706,
0.02495083,
-0.017394463,
-0.013771851,
-0.0056932042,
-0.03896715,
0.05034615,
0.019883618,
0.020594805,
0.017468544,
0.012238353,
-0.02243204,
-0.0029410569,
-0.026699165,
-0.019083532,
0.021824569,
0.015868371,
0.0048968224,
0.095358394,
0.015675759,
0.016149884,
-0.02626949,
-0.035944603,
-0.04978313,
0.0051190685,
-0.013023622,
0.046879113,
-0.023602536,
-0.024076661,
0.0200466,
-0.026017612,
-0.016549926,
-0.024017395,
-0.04441959,
0.004952384,
0.0147571415,
0.07141508,
0.0090454165,
0.053339064,
-0.00033730478,
0.009438052,
0.015735025,
0.036270566,
-0.008489802,
0.068155475,
0.052983474,
0.04284905,
-0.0012177235,
0.010786344,
0.021809751,
-0.03846339,
-0.02647692,
-0.012297618,
0.0494868,
0.016816622,
-0.022239428,
-0.040419158,
0.023202494,
0.0008125873,
-0.0199577,
-0.043708403,
-0.008230514,
-0.06934079,
0.00022132008,
-0.010038116,
0.014727509,
-0.023884049,
-0.00087092695,
-0.017394463,
-0.047975525,
0.26076877,
0.04856818,
0.020757787,
0.08682415,
0.027928928,
0.0475903,
0.032507196,
-0.04462702,
0.03434443,
-0.034700025,
0.013038439,
-0.06139919,
0.009015784,
0.019083532,
-0.036300197,
0.0380189,
-0.018224182,
-0.019320594,
0.013008806,
-0.02421001,
-0.046404988,
0.01777969,
0.009749196,
-0.016757356,
-0.0027873367,
0.02758815,
0.027514068,
-0.03641873,
0.007026681,
-0.043619502,
0.0247434,
-0.029040158,
0.029780978,
-0.022387592,
-0.01649066,
0.028210439,
0.010297403,
0.003748551,
-0.022728369,
-0.005374652,
0.0142015265,
-0.005141293,
-0.023780333,
-0.013645911,
-0.030492166,
-0.002911424,
-0.01344589,
0.0070081605,
0.026047245,
-0.032892425,
0.047827363,
-0.04779773,
-0.037989266,
-0.017379645,
-0.04421216,
-0.010415934,
-0.053309433,
-0.011890166,
0.04201933,
0.04907194,
-0.0074082036,
-0.009452868,
-0.021646772,
0.0028984596,
-0.020550357,
0.028906811,
-0.013653319,
0.04693838,
-0.013068072,
0.004041175,
-0.011201204,
-0.00845276,
-0.00845276,
-0.016342496,
-0.0044893716,
0.018564958,
0.009934401,
0.008437944,
-0.010793753,
-0.022891348,
-0.0047338423,
0.01732038,
-0.009593624,
0.0064229127,
0.015527595,
0.030729229,
-0.04833112,
0.007919369,
-0.0014677503,
0.044686284,
0.051620364,
0.053131636,
0.0060154614,
-0.04572343,
-0.0030762565
] |
Optimum
The Optimum library supports quantization for Intel, Furiosa, ONNX Runtime, GPTQ, and lower-level PyTorch quantization functions. Consider using Optimum for quantization if you're using specific and optimized hardware like Intel CPUs, Furiosa NPUs or a model accelerator like ONNX Runtime.
Benchmarks
To compare the speed, throughput, and latency of each quantization scheme, check the following benchmarks obtained from the optimum-benchmark library. The benchmark was run on a NVIDIA A1000 for the TheBloke/Mistral-7B-v0.1-AWQ and TheBloke/Mistral-7B-v0.1-GPTQ models. These were also tested against the bitsandbytes quantization methods as well as a native fp16 model. |
[
0.01978488,
0.009629452,
0.0110118305,
0.012448156,
-0.04213222,
-0.013210151,
0.00065072975,
0.016723417,
0.01770794,
0.07903163,
-0.020567106,
-0.0006068982,
-0.001404295,
-0.051707726,
-0.018935224,
0.038976353,
0.0035975578,
-0.07374488,
-0.02698674,
-0.009238339,
0.005414881,
0.008152666,
-0.051923513,
-0.011423173,
-0.019447716,
-0.0036413893,
-0.011463633,
0.004231429,
0.10492596,
0.008435885,
-0.02230688,
-0.0114703765,
0.001384908,
-0.04566572,
-0.0018931852,
-0.030965295,
0.057830654,
0.0020010783,
-0.009346233,
-0.009696885,
0.027890345,
0.012070531,
0.071101494,
-0.039192136,
-0.04876764,
-0.01339222,
-0.020337833,
-0.023857843,
0.02606965,
-0.05521425,
-0.056158315,
-0.011645703,
-0.0052597844,
-0.021538142,
0.021039138,
-0.0067702867,
0.016291846,
-0.033770513,
-0.029212033,
0.035955347,
0.019973693,
0.023439758,
0.0118547445,
-0.068997584,
0.0063218563,
0.036926385,
-0.0018038363,
-0.020755919,
0.009878954,
-0.014983643,
-0.0272295,
0.009042784,
-0.026177542,
-0.004322464,
-0.012488617,
0.0064196344,
0.058909588,
0.016763877,
0.0014110383,
0.049711708,
0.022360828,
0.021726957,
0.00096092216,
0.006783773,
-0.0610135,
-0.041646704,
0.023372324,
-0.039758574,
0.011200643,
-0.01902963,
-0.004821469,
0.033392888,
0.025516698,
0.03706125,
-0.019016143,
0.057021458,
-0.015374755,
0.009595735,
0.006008292,
0.014282337,
0.02379041,
0.048174232,
0.010290296,
0.00043283642,
-0.057722762,
0.0039886697,
0.02582689,
0.0001819641,
-0.029751498,
-0.029886365,
-0.0072692917,
0.004656258,
0.00044379433,
-0.020701973,
-0.023372324,
0.016642498,
0.026123596,
0.012400953,
-0.056751724,
-0.006905153,
0.01251559,
-0.01115344,
0.02022994,
-0.019933235,
-0.0045719664,
-0.091061704,
0.023385812,
0.041646704,
-0.05046696,
-0.041727625,
0.011524322,
-0.012569536,
0.0015964794,
0.04577361,
0.047365032,
0.042590767,
-0.010883708,
0.0225901,
0.026002217,
-0.047850553,
0.027944291,
-0.051869567,
0.006217335,
0.090414345,
-0.040837508,
0.016615525,
0.009049526,
-0.04202433,
-0.026110109,
0.012960648,
-0.041323025,
-0.0044236137,
-0.03217909,
0.029212033,
0.040405933,
-0.0070872223,
-0.009629452,
-0.006608447,
-0.03185541,
0.023655543,
0.025314398,
-0.03199028,
-0.036953356,
0.038409915,
-0.023277918,
0.061067447,
-0.0251121,
0.0032924227,
-0.031882387,
-0.019272389,
-0.011585012,
0.014147472,
0.0031895873,
0.0009887384,
0.016359279,
0.051788647,
0.06441213,
0.00031061386,
0.03622508,
0.015078049,
-0.064466074,
0.009427153,
-0.011746852,
0.023277918,
0.053946506,
0.02263056,
0.0061431583,
-0.001904986,
-0.020621052,
-0.008880944,
0.016103033,
0.04725714,
-0.028969275,
0.01886779,
-0.06932126,
-0.017775374,
-0.0077008638,
-0.04135,
-0.048120286,
-0.039488845,
-0.00027415785,
0.0064297495,
-0.011935664,
0.019258903,
-0.046367023,
0.032475796,
0.026433788,
0.051680755,
-0.021025652,
-0.0021831477,
0.011585012,
0.028402837,
-0.015442188,
0.0068309763,
0.010728612,
0.0027664443,
-0.034552738,
0.033932354,
0.02694628,
0.037681635,
-0.0049158754,
-0.022482207,
0.033015262,
-0.015482647,
0.027135093,
-0.011322023,
-0.0072625484,
0.011032061,
0.02159209,
0.023534164,
-0.044829547,
0.024221981,
-0.034175113,
0.032286983,
0.012488617,
-0.017235909,
0.0432651,
-0.0074850777,
-0.033851434,
0.0447756,
-0.0101958895,
-0.028942302,
0.006530899,
-0.004255031,
0.01467345,
0.04617821,
-0.01843622,
-0.014174445,
-0.030722536,
0.0571833,
-0.01575238,
0.031909358,
-0.005671127,
-0.017249396,
-0.027998237,
-0.050682742,
-0.0147139095,
0.05572674,
-0.033446833,
-0.017087556,
0.0177484,
0.033284996,
0.00685795,
-0.0024444512,
-0.019852314,
0.044856522,
0.0006920325,
0.031450815,
-0.0005057485,
0.00447756,
-0.008570751,
-0.055510957,
-0.052328113,
-0.010998344,
-0.0014675136,
-0.004615798,
0.044883493,
-0.032286983,
-0.021376304,
0.0071816286,
-0.015024102,
-0.013985632,
0.01859806,
0.03374354,
0.027809424,
0.010721868,
-0.0339863,
0.0270272,
-0.020014154,
0.036305998,
-0.0074715912,
0.03614416,
-0.0020314232,
-0.04509928,
0.019177983,
0.014012605,
0.0007400786,
0.03182844,
-0.010560029,
-0.013102258,
-0.019043118,
-0.0074783345,
-0.02503118,
-0.025152558,
-0.02714858,
0.017222423,
0.044451922,
-0.013189921,
0.03681849,
0.034175113,
-0.023493703,
0.031154107,
-0.005940859,
0.026339382,
-0.03773558,
0.07158702,
0.015577054,
-0.021578602,
-0.025624592,
-0.028672569,
-0.008820254,
-0.0139991185,
-0.0026754097,
-0.03956976,
-0.033797488,
0.04342694,
-0.00879328,
-0.023480218,
0.025624592,
-0.01227283,
0.004602311,
0.017438209,
-0.0025219992,
0.024343362,
0.016494144,
0.027162066,
-0.04973868,
-0.027836397,
-0.014039579,
0.020944731,
0.044856522,
0.012050301,
-0.022401286,
0.02967058,
0.015388241,
-0.0266226,
0.06133718,
-0.05572674,
-0.021888796,
0.00879328,
0.024316387,
0.012400953,
0.03282645,
-0.0016293532,
-0.011807541,
0.014808316,
-0.038652673,
0.031019242,
0.016548092,
-0.013682183,
0.024599608,
0.0009988532,
0.011733365,
0.024694014,
-0.043642726,
-0.019771395,
0.018179974,
0.025462752,
0.04097237,
-0.06349504,
0.005411509,
0.017465182,
0.018206947,
0.016804338,
0.001982534,
-0.014012605,
0.047634766,
-0.031396866,
0.07687377,
-0.024464741,
-0.0012424554,
0.03722309,
-0.00045264492,
0.051168263,
0.027944291,
0.05572674,
0.013904712,
0.022428261,
0.009737344,
-0.0007944466,
-0.014970155,
0.01363498,
-0.019757908,
-0.017289856,
-0.036198106,
-0.037411902,
0.016062573,
0.056481995,
0.0040223864,
-0.005880169,
0.003408745,
-0.059664838,
0.027674558,
0.026258463,
0.028996248,
-0.024370335,
-0.03323105,
0.037465848,
0.020418754,
0.03050675,
-0.018179974,
-0.012663943,
-0.024343362,
0.029212033,
-0.00997336,
0.008307762,
-0.059233263,
0.032017253,
-0.010546542,
0.04242893,
0.036602706,
0.0021882053,
-0.009622708,
0.0055834637,
0.04393943,
-0.06953705,
-0.024680527,
-0.029535713,
0.017667482,
0.038652673,
-0.0202704,
-0.091870904,
-0.034121167,
0.0062476797,
-0.067594975,
0.04634005,
0.054593865,
-0.005293501,
0.019124037,
-0.0076064575,
-0.0022151785,
-0.013945173,
0.004814726,
0.0077750403,
0.008779794,
0.046393998,
0.011713135,
-0.005414881,
0.015293835,
-0.016682958,
0.025840377,
-0.030533724,
0.032691583,
-0.032610662,
-0.03401327,
0.00023390868,
-0.0033227678,
0.04574664,
0.008833741,
0.01467345,
-0.042321034,
-0.036198106,
0.030695563,
-0.01859806,
-0.059502997,
0.021848336,
0.006102699,
-0.03430998,
0.028942302,
0.0405408,
-0.0047506643,
0.06478976,
0.024181522,
-0.032772504,
0.0061532734,
0.031396866,
0.050790638,
-0.02267102,
-0.0073434683,
-0.022091094,
0.0008138336,
0.0019454459,
0.017923728,
-0.014039579,
0.025085125,
-0.059664838,
0.022293394,
0.03382446,
-0.027377853,
0.036845464,
0.042833526,
-0.0067938883,
-0.030237017,
-0.025489725,
-0.01662901,
0.0049259905,
-0.038841486,
0.006895038,
0.03614416,
0.0081796395,
0.005880169,
-0.03366262,
-0.033096183,
0.023574624,
-0.044991385,
0.001257628,
-0.019676989,
0.0012011527,
-0.022225961,
0.020836838,
-0.047284115,
-0.012960648,
-0.00003453314,
-0.007788527,
-0.023844356,
-0.02366903,
-0.0137159,
-0.04135,
-0.032610662,
0.031127134,
-0.025840377,
-0.04159276,
-0.0033429975,
0.06236216,
-0.020755919,
0.007532281,
0.025745971,
-0.04973868,
-0.00043662955,
-0.03719612,
0.0049327337,
-0.017734915,
-0.028996248,
-0.004770894,
-0.08944331,
-0.04019015,
-0.0042482875,
0.041430917,
-0.029427819,
0.002651808,
-0.033419862,
0.004686603,
-0.061552964,
-0.01823392,
0.008516805,
0.031100161,
-0.010013821,
0.03323105,
-0.01579284,
-0.015604028,
-0.0034222316,
0.0031575565,
0.007660404,
0.050116304,
-0.049118295,
-0.037924394,
-0.00626791,
0.014241878,
0.025718998,
-0.030911349,
-0.029212033,
0.026892334,
-0.036440864,
0.050871555,
-0.03258369,
0.005974576,
-0.047715686,
-0.013560804,
0.041565783,
-0.01791024,
0.010640949,
0.010978114,
0.022778913,
0.002592804,
0.04577361,
0.013358504,
0.0033581702,
-0.04321115,
-0.045207173,
0.0359014,
-0.040055282,
0.008678644,
0.022927266,
0.03422906,
0.04402035,
-0.069914676,
0.04882159,
0.046987407,
0.018894764,
0.01227283,
-0.018328326,
-0.013082028,
0.0065882173,
-0.04466771,
0.017451694,
-0.022603586,
-0.020324346,
-0.027728505,
-0.034444846,
-0.052166272,
-0.011699649,
0.013061798,
0.0022741824,
0.0049259905,
0.0061161853,
0.0050642285,
-0.055349115,
-0.038544778,
0.011807541,
0.0029788588,
0.040244095,
0.052921522,
0.003319396,
-0.0033429975,
0.022441747,
-0.061445072,
-0.011753595,
-0.015819814,
0.004555108,
-0.012043558,
-0.03282645,
0.014160958,
-0.0031086674,
-0.019973693,
-0.06193059,
0.005165378,
-0.017964186,
-0.0016268244,
-0.045395985,
-0.020526646,
-0.047742657,
-0.016103033,
-0.021848336,
0.0044472152,
-0.021929255,
0.0056508966,
-0.0119828675,
0.006257795,
-0.04542296,
0.017357288,
0.048524883,
-0.030479776,
0.008685388,
-0.02994031,
-0.034148138,
-0.038517807,
0.029050194,
-0.017640509,
0.0059880624,
0.03606324,
0.015010616,
0.04135,
0.049873546,
-0.0030665218,
0.03538891,
0.0077413237,
-0.056805674,
-0.033123154,
-0.018018134,
0.020135533,
-0.014390231,
0.03687244,
-0.014619503,
-0.010580258,
0.027944291,
0.010087997,
-0.009238339,
-0.09915368,
-0.018355299,
-0.03870662,
-0.027782451,
-0.031046215,
-0.041134212,
0.02834889,
0.02710812,
-0.020688485,
-0.03738493,
-0.008031286,
0.0633332,
-0.020459212,
-0.03571259,
0.024424281,
-0.026420303,
0.03239488,
-0.03441787,
-0.03714217,
-0.026298922,
0.00913719,
0.029805446,
-0.017424721,
0.013001109,
-0.0105263125,
-0.01994672,
0.00077674544,
-0.026528195,
0.00090360397,
-0.034930363,
0.017734915,
0.021699982,
-0.025044667,
0.025058152,
0.026757468,
-0.038328994,
0.016062573,
0.006766915,
0.017964186,
-0.0062544234,
0.025044667,
0.043885484,
0.012562793,
-0.018139513,
-0.035604693,
0.031477787,
-0.02474796,
0.018800357,
-0.033635646,
-0.015320808,
0.006470209,
0.040351987,
0.004265146,
0.07687377,
-0.00078053854,
0.0177484,
0.018759897,
0.013958659,
0.051869567,
0.040136203,
-0.006068982,
-0.00090697565,
-0.0013191607,
-0.052031405,
0.065383166,
0.012866242,
-0.005458712,
0.014444177,
-0.025934784,
0.008206612,
-0.016022112,
0.020809865,
0.02859165,
0.0390303,
-0.030938322,
-0.018018134,
-0.034444846,
0.003840317,
-0.037007306,
-0.0061330437,
-0.04990052,
-0.026703522,
0.04973868,
-0.039246082,
-0.00045980967,
0.0021207721,
0.0025186276,
0.014174445,
0.026690034,
-0.026164057,
-0.038544778,
0.015145482,
0.0320712,
0.03689941,
-0.061445072,
-0.013446167,
0.03306921,
0.03433695,
-0.06694762,
-0.042617742,
0.0024528801,
0.04957684,
0.017087556,
0.0018695836,
-0.023048645,
-0.015927706,
0.012205398,
0.02859165,
-0.010533055,
0.0035436112,
0.0025692023,
0.059988517,
0.008327992,
-0.019299364,
-0.010735355,
0.024990719,
0.02263056,
0.008395425,
-0.02454566,
0.0521393,
0.023965735,
-0.045476906,
0.01463299,
0.024316387,
0.02134933,
-0.014484637,
-0.0057689045,
-0.03646784,
0.058478013,
0.045045335,
0.054809652,
-0.014740883,
0.024464741,
0.022279907,
-0.026218003,
0.0042280573,
0.03582048,
0.024613094,
-0.056320153,
0.00052808574,
-0.020540133,
-0.0013284327,
-0.04501836,
0.01691223,
-0.03390538,
-0.026528195,
-0.03217909,
-0.033015262,
-0.026406815,
-0.0059577175,
0.01687177,
-0.0339863,
0.005165378,
-0.0070467624,
0.031612653,
0.029751498,
-0.0013570918,
-0.025098613,
0.02346673,
0.012131221,
0.022819372,
0.033527754,
0.0041707396,
0.06349504,
0.024977233,
0.0016748705,
0.008712361,
-0.039353978,
-0.04607032,
-0.01235375,
-0.04933408,
0.021524657,
-0.020823352,
-0.007168142,
-0.012866242,
-0.016763877,
-0.007289522,
-0.065275274,
-0.012306547,
-0.07811454,
0.020742431,
0.069914676,
-0.020809865,
-0.006433121,
0.045207173,
-0.0048046107,
0.010013821,
0.053326122,
0.056266207,
-0.034040246,
0.058909588,
0.04965776,
0.0057992497,
0.02594827,
0.022225961,
-0.033096183,
0.0014186245,
-0.011746852,
-0.027512718,
0.0038133438,
-0.010978114,
-0.009474356,
-0.005708215,
0.022657532,
0.02147071,
-0.027539693,
0.039515816,
0.0014717282,
-0.045611773,
-0.03401327,
0.05793855,
0.026258463,
-0.01886779,
-0.0037695123,
-0.015550081,
0.014471151,
0.037034277,
-0.01129505,
-0.01451161,
-0.023399297,
-0.017303342,
-0.013223638,
-0.033015262,
0.004076333,
-0.03382446,
-0.037681635,
-0.019757908,
0.07083176,
0.0021561745,
0.044047322,
0.01843622,
-0.049603812,
0.0038032287,
0.041215133,
0.034876417,
0.019407256,
0.04269866,
0.031693574,
0.050790638,
-0.021497684,
0.03730401,
-0.0037189373,
-0.02859165,
-0.025745971,
-0.000101939935,
0.018152999,
-0.022401286,
-0.026487734,
-0.025692023,
0.0071411687,
0.0028844522,
0.0015577053,
-0.020958219,
-0.0135136,
-0.06667788,
-0.0044236137,
-0.029832419,
0.035631668,
-0.03293434,
-0.028160077,
-0.044047322,
-0.022994699,
0.21028349,
0.04617821,
0.039273057,
-0.018935224,
0.018908251,
0.04992749,
0.027162066,
-0.050359063,
-0.029886365,
-0.0043865256,
-0.013291071,
-0.025260452,
0.014214905,
0.045126252,
0.011585012,
0.04237498,
-0.04990052,
-0.018813845,
0.035334963,
-0.02230688,
-0.057075404,
-0.004595568,
0.026636088,
0.033851434,
0.005519402,
0.022778913,
0.008557265,
0.0035301247,
0.04294142,
0.0054958006,
0.025745971,
-0.019798368,
0.037870448,
-0.026312409,
-0.0028861382,
0.054270186,
0.012178424,
-0.05081761,
0.03714217,
-0.02770153,
0.009811521,
-0.013142718,
-0.026919307,
-0.0029400846,
-0.040325016,
0.035550747,
0.0036481326,
0.047742657,
0.04938803,
-0.06624631,
0.04642097,
-0.024424281,
0.004811354,
0.0016832997,
-0.1011497,
-0.024896313,
-0.036009293,
-0.0086651575,
-0.019326337,
0.024168035,
0.047715686,
0.014430691,
0.011868232,
0.030210044,
0.011888461,
0.027202526,
-0.051464967,
-0.016224412,
-0.034849443,
-0.030911349,
0.042968392,
-0.00020788371,
-0.0147139095,
-0.034094192,
-0.0018038363,
0.026042676,
-0.0130280815,
0.056104366,
-0.014039579,
-0.026676549,
0.026541682,
-0.03714217,
0.030452803,
0.0066725085,
0.0078155,
0.052867576,
-0.029886365,
-0.0018392387,
-0.032313958,
-0.012151451,
0.024397308,
0.050035387,
-0.01703361,
0.01658855,
0.0045888247
] | forward peak memory/batch size
generate throughput/batch size |
[
0.026660528,
0.002619629,
-0.0015262747,
-0.055119056,
0.017110487,
-0.008879473,
0.029018562,
-0.018407406,
0.005486115,
0.050756693,
0.0038612816,
-0.008341547,
0.058744535,
-0.055443287,
-0.021914983,
0.0022051306,
0.013529223,
0.027338464,
-0.06844195,
0.0025312027,
0.016152536,
-0.0050808275,
-0.059864603,
-0.0322756,
-0.061603654,
0.031391334,
0.019453784,
-0.0411477,
0.08382813,
0.061662603,
-0.042798325,
0.003993921,
0.02194446,
0.0030101785,
-0.0022880305,
-0.0410298,
0.0013613965,
-0.008768941,
-0.0063851154,
-0.07516235,
0.014155576,
-0.018112652,
0.026616314,
-0.06938516,
-0.043446787,
-0.01225441,
0.022357116,
-0.012497583,
-0.000049020175,
-0.050078757,
-0.00041081384,
0.03413255,
-0.0027946394,
-0.028178513,
-0.031273432,
0.0045576384,
-0.0030028096,
0.0001231981,
-0.03772855,
-0.009432138,
0.020352786,
0.00477502,
-0.0071735834,
-0.05193571,
0.033749368,
0.037787504,
-0.0132271005,
0.03834754,
0.029048039,
-0.0063187955,
-0.031656615,
0.008658408,
-0.005150832,
-0.035783175,
-0.008842629,
0.020794917,
0.027589004,
0.00035485657,
-0.0037139044,
0.023329804,
-0.008621564,
0.037463274,
-0.0061787874,
0.018171603,
-0.017655784,
-0.03360199,
0.060277257,
-0.0000809423,
-0.030109154,
-0.025245707,
-0.039673932,
0.049459774,
-0.0035831071,
0.050815646,
0.03445678,
0.026306823,
0.007634137,
0.012121771,
0.014045043,
-0.027618479,
0.019114818,
0.10587575,
-0.027692169,
0.04444895,
-0.029961776,
-0.029932301,
0.0073725423,
-0.0070483126,
-0.049901906,
-0.036873765,
-0.007243587,
0.0145019125,
-0.020618064,
0.03478101,
0.027323725,
0.03006494,
0.005335053,
0.036637962,
-0.019822229,
-0.05859716,
0.05102197,
0.009962696,
-0.021752868,
-0.008614195,
-0.005150832,
0.005541381,
0.01657993,
0.063902736,
0.039379176,
-0.026468938,
0.020013819,
-0.010102704,
0.023094,
0.032216646,
-0.023094,
-0.02974071,
0.025732052,
0.010500623,
0.017213652,
-0.02026436,
0.018761111,
0.0069046197,
0.020234885,
0.082236454,
-0.0039054947,
-0.0061345743,
0.019571686,
-0.04530374,
-0.038111735,
-0.007906784,
-0.013779764,
0.002894119,
0.020662278,
0.03330724,
0.004631327,
-0.0023672457,
-0.051139873,
-0.0049518724,
0.04238567,
0.02265187,
-0.009844794,
0.01709575,
-0.014538757,
0.06407959,
-0.054942206,
0.06590707,
0.0018560311,
-0.031155532,
0.013116567,
-0.015828308,
-0.01864321,
0.022696083,
-0.037139043,
-0.0019361675,
0.079347864,
0.009925852,
0.024361445,
-0.0013512643,
-0.0021277578,
-0.022946624,
0.017434718,
0.012674436,
0.025319396,
0.0029880719,
-0.039644457,
-0.010087967,
-0.012807075,
-0.02452356,
0.009889008,
-0.0049518724,
-0.02303505,
0.05161148,
-0.04076452,
0.0005687837,
-0.0477502,
-0.03890757,
-0.044124722,
0.015297749,
0.02097177,
-0.03787593,
-0.023049789,
0.030241793,
-0.01896744,
0.018628472,
-0.04456685,
-0.03189242,
-0.008437342,
0.0028277992,
-0.03846544,
0.026911069,
0.03884862,
0.0039054947,
-0.021325475,
-0.02026436,
0.026763692,
0.060159355,
-0.014251371,
0.01967485,
-0.008665777,
-0.0007737301,
0.01245337,
0.0064109066,
0.0136766005,
0.016064111,
0.043918394,
0.0045576384,
0.025186757,
0.036490586,
0.020234885,
-0.022740295,
0.01573988,
0.030742876,
0.034633633,
-0.020116983,
0.0020669647,
0.031273432,
0.033631466,
0.0019988026,
-0.015238798,
-0.0053976886,
-0.0011541473,
0.015784094,
0.0075899237,
0.015577766,
-0.009424769,
-0.013455534,
0.00012780364,
-0.00529084,
-0.0033399349,
0.03761065,
-0.025186757,
0.048487086,
0.033218812,
0.016948374,
-0.030860778,
-0.04123613,
0.011591214,
0.013949248,
-0.03672639,
-0.005644545,
0.03896652,
0.0142218955,
-0.013020772,
-0.053144205,
0.034427304,
0.03180399,
0.027869022,
0.031008154,
-0.028930137,
-0.042916227,
-0.036667436,
-0.046659607,
-0.104401976,
-0.015194586,
-0.053910565,
0.0016322021,
0.019247457,
-0.059127714,
0.038229637,
-0.010552204,
-0.02265187,
0.007958367,
0.000871828,
-0.00022739836,
0.052083086,
0.040793996,
-0.051640958,
0.031273432,
0.012342837,
0.017891588,
0.014605076,
-0.035576846,
-0.020957032,
0.0010675633,
0.02058859,
0.012276517,
0.02949017,
-0.0014931149,
-0.038023308,
0.01180491,
-0.03130291,
-0.047543872,
-0.038494915,
0.028635383,
-0.0033012484,
0.027869022,
-0.011989132,
-0.04589325,
0.030212319,
0.053321056,
-0.019630637,
0.01780316,
-0.024833051,
0.027279513,
-0.030624975,
0.043328885,
0.040705573,
0.019217981,
-0.0010491412,
-0.0037433798,
-0.05084512,
0.022224475,
-0.013028141,
-0.010810114,
-0.03510524,
0.0359895,
0.0060572014,
-0.0751034,
-0.018304244,
-0.045185838,
-0.03652006,
0.020338047,
0.011672271,
0.0307134,
0.0153567,
0.015341963,
0.017891588,
0.009240548,
0.008054161,
-0.0006701055,
-0.010456409,
-0.003332566,
0.025820479,
0.0012600747,
-0.016963111,
-0.017641045,
0.0020982823,
-0.04692489,
0.014848249,
-0.008849998,
-0.0045834295,
0.053586334,
-0.013204994,
0.01387556,
-0.0041891956,
0.043387834,
0.0076562436,
0.021723393,
-0.0149145685,
0.049518727,
0.04064662,
0.031450287,
0.021634966,
0.007328329,
-0.054441124,
-0.0074793906,
-0.035842124,
0.027824808,
0.03136186,
-0.021354951,
0.019070605,
-0.01006586,
-0.010898541,
0.06207526,
-0.028090086,
-0.06690923,
0.043771017,
0.0112596145,
0.025791002,
-0.0037507487,
-0.045126885,
-0.0037396953,
0.009424769,
0.003032285,
0.01663888,
-0.016756782,
-0.025039379,
-0.023934051,
-0.03873072,
0.018142128,
-0.03569475,
-0.028473267,
-0.025113069,
-0.047868103,
-0.0495482,
-0.025540462,
0.012718649,
0.04536269,
0.016815733,
-0.017272603,
0.0147082405,
0.0238751,
-0.010869065,
0.021590754,
-0.05116935,
0.012534427,
-0.058832962,
0.0061640497,
0.0058950866,
-0.03896652,
-0.0040860316,
0.02194446,
0.0057329717,
0.011038549,
0.017596833,
-0.01257864,
-0.041442458,
0.018525308,
-0.010139548,
0.014862986,
-0.037374847,
-0.015695667,
-0.052112564,
0.049960855,
0.0411477,
-0.042090915,
0.002713582,
-0.015209323,
-0.012947083,
0.050933547,
-0.015548291,
-0.04005711,
-0.010382721,
-0.012291255,
-0.0682651,
0.027589004,
0.04975453,
-0.03097868,
0.0021848665,
-0.08459449,
0.00059135084,
0.02444987,
-0.04005711,
-0.015135635,
0.014781929,
-0.026041543,
0.024479346,
0.015061946,
0.0037728553,
-0.0038612816,
0.043829966,
-0.041973013,
-0.019203244,
-0.02355087,
-0.0017418138,
-0.023727722,
0.044537377,
-0.053203154,
0.027913233,
0.015268274,
-0.0032165064,
0.02026436,
0.007943629,
-0.06738084,
-0.054883253,
0.021340212,
0.016255701,
-0.01761157,
0.039526556,
0.008024686,
-0.03873072,
0.040175013,
0.01619675,
-0.022283426,
0.02523097,
-0.027220562,
0.0039018104,
0.022592919,
0.0050402987,
0.034987338,
-0.026498413,
0.04509741,
0.00053884776,
0.021354951,
-0.017523143,
-0.03560632,
-0.049960855,
-0.006606181,
-0.023344543,
0.045451116,
0.025009904,
0.011782804,
-0.019630637,
0.022195,
-0.0072104274,
-0.034279928,
-0.023786673,
0.012165984,
0.030949203,
0.04026344,
0.0033620414,
-0.0002818588,
-0.01258601,
-0.019394834,
0.005136094,
0.017773686,
0.03147976,
-0.022298165,
0.03657901,
0.031243958,
-0.007855203,
-0.008488924,
0.00103993,
-0.017022062,
0.02148759,
-0.031656615,
0.018952703,
-0.028723808,
-0.027721643,
0.019660113,
0.0009215678,
-0.061308898,
-0.05155253,
-0.015400914,
0.011834386,
0.04601115,
0.041707736,
-0.02123705,
-0.031096581,
-0.047455445,
-0.0013761342,
-0.056474928,
-0.010596418,
-0.014921937,
0.007892047,
0.008422605,
0.03834754,
0.039703406,
-0.024641462,
-0.01290287,
-0.012431263,
0.0110975,
-0.05031456,
-0.0076709813,
0.01684521,
-0.008739466,
-0.011908075,
0.032098744,
0.008533138,
-0.00060931244,
-0.045392167,
0.021914983,
0.010986967,
0.005530328,
-0.006027726,
-0.03531157,
0.013514485,
0.023094,
-0.009911114,
0.01948326,
-0.04032239,
0.036107402,
-0.014133469,
-0.0026546312,
-0.0021517065,
0.0053276843,
-0.012011238,
0.00948372,
0.01077327,
-0.004266569,
0.046689086,
-0.030168105,
0.024685673,
-0.020058032,
0.023447705,
-0.023757199,
0.024892002,
-0.05438217,
-0.04677751,
0.053438958,
-0.043387834,
0.022150787,
-0.008975269,
0.0170368,
0.064610146,
-0.001974854,
0.04117718,
0.03728642,
0.015002995,
0.0050181923,
-0.021634966,
0.0142955845,
0.014354535,
-0.014641921,
-0.037315898,
0.035016812,
-0.00015658823,
0.015518815,
0.029239628,
-0.012608116,
-0.016226225,
0.038052782,
0.02232764,
0.028355366,
0.0048302864,
-0.015039839,
-0.03793488,
-0.047661774,
0.04536269,
-0.016992586,
0.01870216,
0.013521855,
0.023079263,
-0.04889974,
0.03401465,
0.0080689,
-0.039113898,
-0.03510524,
0.045185838,
0.0064809103,
-0.033130385,
-0.021178098,
0.01619675,
-0.025628887,
-0.023123477,
-0.05323263,
0.048044953,
-0.041825637,
-0.0091963345,
0.0073799114,
-0.02729425,
-0.052171513,
0.05550224,
0.028782759,
0.008415236,
-0.037256945,
0.04639433,
0.0036494269,
-0.008444712,
-0.01820108,
0.0424741,
-0.041914064,
-0.014929306,
0.013757658,
0.025289921,
-0.048693415,
-0.050108235,
0.042739376,
-0.03820016,
0.009321605,
0.025186757,
0.017862111,
0.06914936,
-0.013079722,
0.0281343,
0.037905406,
-0.006628288,
-0.053586334,
-0.031008154,
0.00040574773,
0.035842124,
-0.017773686,
-0.05084512,
0.026881594,
0.022209737,
0.026557364,
-0.0051655695,
-0.061485752,
0.01600516,
-0.017184177,
0.019070605,
0.023374017,
-0.011134344,
0.005718234,
-0.005298209,
0.041589834,
-0.044213146,
0.011208033,
0.056740206,
-0.023049789,
0.0054161106,
-0.031067105,
0.029519645,
-0.055325385,
-0.026026806,
0.0027080553,
-0.012593378,
-0.019836966,
0.017051537,
-0.024877265,
-0.019689588,
0.030153366,
0.015371438,
-0.041648787,
0.011959656,
-0.011185926,
0.0027080553,
-0.04005711,
-0.017125227,
-0.06033621,
0.04916502,
0.021104408,
-0.0027614795,
0.016462028,
-0.006252476,
-0.025393084,
0.011134344,
0.011045918,
0.047543872,
-0.033631466,
0.02116336,
0.025068855,
0.0037396953,
-0.04076452,
-0.015975684,
0.023491919,
0.016078848,
-0.026572103,
0.017066276,
-0.06832405,
0.036107402,
-0.029829137,
0.019910654,
-0.015179847,
0.009107908,
0.02200341,
0.022504492,
0.025024641,
-0.0281343,
0.014553495,
-0.0025367294,
-0.021133885,
0.0028959613,
-0.021325475,
0.028605906,
0.0056666518,
0.0059650904,
0.013558699,
-0.013772395,
-0.020706492,
0.031656615,
0.07097684,
0.017950539,
-0.0113333035,
-0.026852118,
-0.06124995,
0.009144752,
-0.05399899,
-0.0340736,
0.029667022,
-0.03619583,
0.004962926,
-0.023624558,
0.014671396,
-0.008046793,
0.021060197,
-0.008098375,
0.011635426,
-0.018333718,
0.010795377,
0.01671257,
-0.047396496,
-0.012416526,
0.017596833,
0.033778846,
-0.052171513,
-0.043417312,
0.007928891,
0.015798831,
-0.030831302,
-0.0036052137,
-0.018289505,
0.014420855,
0.0061198366,
-0.006705661,
-0.010404827,
0.018584259,
-0.018525308,
0.031980842,
-0.046099577,
0.0029364899,
-0.0018643211,
0.023757199,
0.0042739375,
-0.0034854698,
-0.010294295,
0.0006037858,
0.03310091,
-0.011429098,
0.016830472,
0.002431723,
0.03201032,
-0.025127806,
0.0067609274,
0.0041449824,
0.05968775,
0.043947868,
0.031332385,
-0.013153411,
0.01619675,
0.018628472,
-0.02935753,
0.005489799,
0.056415975,
-0.0022880305,
0.010699581,
-0.016933635,
0.00105651,
0.03472206,
0.019512735,
-0.0034541523,
0.050609317,
-0.021413902,
0.007413071,
0.034957863,
-0.022489754,
0.032540876,
-0.036225304,
-0.035842124,
-0.051493578,
0.007103579,
0.040116064,
0.030050203,
-0.00086768303,
-0.023226641,
0.026380511,
0.047720723,
-0.009763737,
-0.0030728139,
0.034309402,
0.024273017,
-0.03593055,
0.035665274,
0.04497951,
-0.0028720123,
-0.023786673,
-0.080762684,
-0.050697744,
0.0007571502,
-0.043505736,
-0.024611985,
0.0015548291,
-0.04477318,
-0.015695667,
-0.08046793,
0.009586885,
-0.067852445,
0.012224935,
-0.010006909,
-0.0032422976,
-0.051788334,
0.06071939,
0.016948374,
-0.0074867597,
0.011038549,
0.032422975,
0.0049518724,
0.030919729,
0.002455672,
0.010073229,
0.051257774,
0.03814121,
-0.07793304,
-0.016329389,
0.02271082,
-0.03077235,
-0.012615485,
-0.018407406,
-0.07416019,
0.0110532865,
0.012519689,
-0.023418231,
-0.06207526,
0.029475432,
0.030890252,
-0.06844195,
0.053026304,
0.03077235,
-0.0021185467,
0.016727308,
-0.022548705,
-0.014045043,
-0.029018562,
-0.037080094,
-0.023565607,
0.008739466,
0.0033712524,
-0.010294295,
0.005316631,
-0.039497077,
-0.0015179848,
-0.017257866,
-0.013109198,
0.0106774755,
0.0018735321,
0.044537377,
0.03147976,
0.025997331,
-0.012283886,
0.031833466,
0.0094026625,
0.035370518,
-0.010353246,
0.07763829,
0.058037125,
0.012350206,
-0.007033575,
0.008186801,
0.02773638,
-0.032747205,
-0.021605492,
0.008894212,
0.0140892565,
-0.026012069,
-0.035517894,
0.014111363,
0.014641921,
-0.020293836,
0.00010477595,
0.004528163,
-0.02839958,
-0.026631054,
-0.018952703,
-0.07528025,
-0.003623636,
0.024331968,
-0.03398517,
0.029593334,
-0.03896652,
0.25844058,
0.028222727,
0.018245293,
0.014413486,
0.023079263,
0.056740206,
0.01657993,
0.016462028,
0.023698248,
0.00211302,
-0.0072509563,
-0.022931887,
-0.029667022,
-0.0057071806,
-0.038995996,
0.0049076593,
-0.051110398,
0.02658684,
-0.008791047,
-0.05479483,
-0.05859716,
0.011009074,
0.007018837,
0.03257035,
0.065022804,
-0.017184177,
-0.015268274,
-0.040793996,
-0.00955004,
-0.05019666,
0.026247872,
0.0035849493,
0.018495834,
0.0030064941,
-0.0047529135,
0.0005789159,
-0.016697831,
0.012423894,
-0.0043955236,
0.05214204,
-0.0110901315,
-0.037080094,
0.019114818,
0.005677705,
0.011753328,
0.03245245,
-0.011377517,
-0.000055784556,
0.025732052,
-0.0011283563,
0.028620644,
-0.008312072,
0.042798325,
-0.05839083,
-0.033660945,
-0.011178558,
-0.01690416,
-0.018820062,
-0.00046907386,
-0.024346707,
0.022165524,
-0.0091963345,
-0.020102244,
0.05980565,
-0.04238567,
-0.03469258,
-0.03483996,
0.040705573,
-0.013698707,
-0.028355366,
0.025378346,
0.0051324097,
-0.01587252,
-0.044301573,
-0.034633633,
0.0048044953,
-0.016786259,
0.026660528,
0.00070326537,
-0.022666607,
0.011068025,
-0.014973519,
0.017567357,
-0.048280757,
0.060424637,
0.052672595,
-0.056622304,
-0.005335053,
0.055590663,
-0.013934511,
0.030801827,
0.057329714,
0.037197996,
0.034162026,
-0.019851703
] | Check copies
Since the Transformers library is very opinionated with respect to model code, and each model should fully be implemented in a single file without relying on other models, we have added a mechanism that checks whether a copy of the code of a layer of a given model stays consistent with the original. This way, when there is a bug fix, we can see all other impacted models and choose to trickle down the modification or break the copy. |
[
0.04917604,
-0.0047732284,
-0.013818791,
-0.03444385,
0.005697673,
0.0057897493,
-0.0006822844,
0.007100914,
-0.016058084,
0.04628853,
0.0019925283,
0.0011988317,
-0.0076902015,
-0.058722496,
-0.017030409,
0.040572442,
-0.0026186462,
-0.056483205,
-0.0076754694,
0.008220561,
0.011992,
0.0036075443,
-0.08674312,
0.020286221,
-0.012397136,
0.054126054,
0.050943904,
0.020625062,
0.072777,
0.041279588,
0.0060807103,
-0.004975796,
0.008250025,
-0.03294117,
-0.030436698,
-0.023247391,
0.010946015,
0.0012200093,
-0.0057823835,
-0.038716186,
0.0312617,
-0.0019501733,
0.007509732,
-0.043813523,
-0.07955381,
-0.030760806,
-0.02047774,
-0.03347153,
0.015041563,
-0.052446585,
-0.007852255,
-0.0004039842,
0.018326841,
-0.015778173,
-0.041603696,
0.0023092704,
0.026223293,
0.031497415,
-0.018842468,
0.0005708723,
0.036830466,
-0.0044491207,
0.017958537,
-0.036801003,
0.026974635,
0.058781426,
-0.015144688,
0.033117957,
-0.016942015,
-0.017207194,
-0.03279385,
-0.023733553,
-0.07831631,
-0.055540346,
-0.036300108,
0.003099284,
0.018768806,
0.015792904,
-0.067414485,
0.016337996,
0.0056129633,
-0.012043563,
0.009273912,
-0.022127746,
-0.034001887,
-0.042546555,
0.037979577,
-0.017059872,
-0.012537091,
0.015925495,
0.013597809,
0.03582868,
0.009067661,
-0.009369671,
0.011343784,
0.0057787006,
-0.023792483,
0.020978635,
0.012735976,
-0.0027015149,
-0.016588442,
0.06788592,
0.053242125,
0.032675993,
-0.029921072,
0.02788803,
-0.00113622,
0.0123234745,
-0.023100069,
-0.0010515099,
0.028182674,
0.015468797,
-0.03488582,
-0.016146477,
-0.013001155,
0.021523725,
-0.020124167,
0.03582868,
-0.022201406,
-0.005671892,
0.0054030297,
0.014282855,
0.027063027,
-0.036830466,
-0.0034786377,
-0.06829842,
-0.036624216,
0.017988,
-0.043666203,
-0.024440698,
-0.028771961,
0.00042585228,
-0.037036717,
0.031615272,
0.0015984423,
-0.020035774,
0.02715142,
0.011594231,
-0.027048295,
-0.009008733,
0.053713553,
-0.01280227,
0.0027015149,
0.05447963,
-0.028904552,
0.015262546,
-0.0056461105,
-0.026488472,
-0.011063873,
0.025221504,
-0.052564442,
0.016956747,
0.015409867,
0.023188462,
0.0014345467,
-0.03995369,
-0.08061453,
0.030230448,
0.009148688,
-0.001711696,
0.017604964,
0.03037777,
-0.0015266229,
0.0668252,
-0.055540346,
0.047997467,
-0.012411867,
-0.014533303,
-0.012338207,
-0.026164364,
0.045168884,
0.0016196198,
0.006666315,
0.019461218,
0.058486782,
0.050413545,
0.029361248,
-0.017575499,
0.022687567,
-0.007587076,
0.0010588759,
-0.011410079,
0.031497415,
0.057779636,
0.0008190175,
-0.009310742,
-0.009192885,
-0.028138477,
-0.022893818,
0.01704514,
-0.0029188145,
0.036123324,
-0.04702514,
0.040778693,
-0.03618225,
0.014548034,
-0.031291164,
-0.010091548,
-0.023748286,
-0.04189834,
0.0014934755,
0.0381269,
-0.017531302,
0.03848047,
-0.061226968,
0.049058184,
0.03037777,
0.03906976,
-0.0049131843,
0.007977479,
0.03350099,
0.010003155,
-0.03523939,
-0.0056276955,
0.019019254,
0.007697568,
0.012176152,
-0.0043680933,
0.0019501733,
0.017870143,
0.02458802,
0.009760074,
0.012647582,
0.0145038385,
-0.0069756904,
-0.025427755,
-0.0053183194,
0.022628639,
0.031114379,
0.037360825,
-0.002754919,
0.041986734,
-0.02108176,
0.019490683,
-0.01940229,
0.022731764,
0.019269701,
0.017221926,
-0.023291588,
0.0135683445,
-0.0010800535,
0.004725349,
-0.0073108478,
0.007082499,
0.023763018,
-0.0006661711,
0.0043717767,
0.0023829313,
-0.056866243,
0.020846045,
-0.031291164,
0.07106807,
-0.00441229,
0.026856776,
-0.005996,
-0.007178258,
-0.0056350618,
0.011962536,
-0.040513515,
-0.031291164,
-0.015954958,
0.017000943,
-0.011056506,
-0.021508994,
0.032764383,
0.06694306,
0.005598231,
-0.0022540246,
0.014334418,
-0.034738496,
-0.037242968,
-0.033442065,
-0.04036619,
0.017383981,
-0.023733553,
-0.018091125,
0.01353888,
-0.031291164,
0.027829101,
-0.034001887,
0.011417445,
0.0162938,
-0.005671892,
0.021567922,
0.025368826,
-0.0051415334,
-0.073189504,
0.049205504,
-0.007933282,
0.031025985,
-0.010739764,
0.018267913,
-0.015439332,
-0.04776175,
0.049264435,
0.0069720075,
-0.016956747,
-0.016809426,
-0.013914551,
-0.017531302,
0.011741553,
0.0075023663,
-0.01272861,
-0.0040513515,
-0.04298852,
0.046553712,
0.021671047,
-0.0050089434,
0.04269388,
0.0128317345,
-0.015866565,
0.019299164,
0.004342312,
0.06546984,
-0.021170152,
0.07784487,
0.055510882,
-0.019417023,
-0.014695357,
-0.04122066,
-0.032086704,
-0.017884875,
0.0051304842,
-0.016558979,
-0.039040297,
0.058781426,
-0.022437122,
-0.055157308,
0.026296955,
-0.057367135,
-0.007911185,
-0.003574397,
-0.016853621,
0.047791217,
-0.002990634,
0.03037777,
-0.016558979,
0.010437755,
-0.013700934,
0.052918017,
0.011292221,
-0.014091337,
0.046553712,
0.004699568,
0.018474163,
0.018989788,
0.032027774,
-0.031615272,
-0.036801003,
0.007495,
0.010754497,
0.059134997,
-0.013163209,
-0.0100252535,
0.023424178,
-0.00629801,
-0.021833101,
0.043459952,
0.028609907,
0.018371038,
0.02000631,
0.023055872,
0.011336418,
0.0011601597,
-0.042016197,
0.010194673,
-0.016824158,
-0.0020459325,
0.03444385,
0.00070069963,
0.001104914,
-0.036123324,
-0.028580442,
0.018150054,
0.011689991,
-0.030024197,
0.00045301474,
0.039128687,
0.036889397,
-0.011550034,
-0.05335998,
0.029140266,
0.0205514,
0.0071451105,
0.016912552,
0.032234024,
-0.011240658,
0.017560767,
0.018415233,
-0.0069535924,
0.0047695455,
-0.028344728,
-0.030009465,
-0.01084289,
-0.021067027,
-0.046435855,
0.030068394,
0.029066605,
0.046052817,
-0.001931758,
0.051179618,
-0.022643372,
-0.006449015,
0.027829101,
0.022113012,
-0.03308849,
-0.014098703,
0.02896348,
-0.055864453,
0.003627801,
-0.05881089,
0.0049131843,
0.004559612,
0.015881298,
-0.018164787,
-0.0031195406,
-0.05436177,
0.002121435,
-0.01940229,
0.074073434,
-0.0035025775,
-0.027946958,
-0.03314742,
0.021877298,
0.029390713,
-0.055216238,
0.02539829,
-0.04513942,
0.020536669,
0.021140689,
-0.03058402,
-0.009281278,
-0.04195727,
-0.013310531,
-0.045551922,
0.06258233,
0.05374302,
-0.032970633,
0.010319897,
-0.03238135,
-0.024985788,
0.0028230553,
-0.0035872876,
-0.0071082804,
0.046494782,
-0.008544669,
0.020757651,
-0.000084019506,
0.02115542,
-0.017354516,
0.03603493,
-0.045964424,
0.022525514,
-0.04080816,
-0.01683889,
-0.00054232863,
-0.009185519,
-0.041043874,
0.036093857,
0.037950113,
-0.02809428,
-0.020315686,
0.033559922,
-0.027563922,
-0.009686413,
0.00993686,
-0.00535515,
-0.009185519,
0.03220456,
0.0132589685,
0.023689358,
0.00072970364,
0.034974214,
-0.031703666,
0.028609907,
-0.008765651,
0.039570656,
-0.038362615,
0.014400713,
0.0029409127,
-0.015004733,
0.035386715,
-0.0019501733,
0.030038929,
0.010997578,
-0.06482162,
-0.05807428,
0.012691779,
-0.0069646416,
0.034178674,
-0.02040408,
-0.0044528036,
0.015512993,
-0.006198568,
-0.0026886242,
0.0067326096,
-0.047909074,
-0.014643794,
0.050560866,
0.017752286,
0.038038507,
0.000029248571,
-0.022437122,
0.0017162998,
-0.007008838,
0.004261285,
-0.045492996,
-0.026900973,
-0.006935177,
0.020654526,
-0.026915707,
-0.0008259232,
0.012102492,
0.0076239067,
-0.000389252,
-0.025810791,
0.027239814,
-0.01723666,
-0.044903707,
0.078493096,
-0.009951592,
-0.03939387,
-0.013759863,
0.029272856,
0.006154371,
0.021435332,
-0.0059554866,
-0.053713553,
-0.009760074,
-0.018032197,
0.028639372,
-0.019976845,
0.015115224,
0.008345784,
-0.035858143,
-0.013457853,
0.024042929,
0.021862566,
-0.03635904,
-0.0093254745,
-0.008360516,
-0.013281067,
-0.01010628,
-0.017015677,
-0.02768178,
-0.011689991,
-0.012109858,
0.015498261,
-0.01778175,
-0.032234024,
0.029199194,
0.029994734,
0.021803636,
0.05618856,
-0.054803737,
-0.045286745,
0.014437543,
0.041073337,
0.003996106,
-0.03833315,
-0.056630526,
0.03965905,
-0.037095647,
0.039983157,
-0.042281378,
-0.0013903502,
-0.007896452,
-0.005576133,
0.021744708,
-0.061875187,
-0.018164787,
-0.00990003,
-0.0041102804,
0.035357248,
0.020566134,
-0.026355883,
0.0060144155,
-0.02619383,
-0.063230544,
0.037095647,
-0.007874354,
0.0007550246,
0.023925072,
0.004644322,
0.04148584,
-0.022599176,
0.0282858,
0.05833946,
-0.0154246,
-0.015498261,
-0.020772384,
0.016279066,
0.012139322,
0.007321897,
0.029081337,
-0.022481317,
-0.011071239,
-0.037832256,
-0.06429126,
-0.051503725,
-0.013472585,
0.028064817,
0.02074292,
-0.027298743,
0.0330001,
0.013163209,
-0.046583176,
0.00051884924,
0.036211714,
0.028771961,
0.012551824,
0.021656316,
0.0036443747,
-0.037419755,
0.015660316,
-0.021405868,
-0.025825525,
-0.003915079,
0.058634106,
-0.024411233,
-0.03830369,
0.046435855,
-0.040719766,
-0.07701988,
-0.045551922,
-0.006062295,
-0.0040624007,
0.030613484,
0.007697568,
-0.007800693,
-0.021995155,
-0.023055872,
0.02202462,
0.024219716,
0.044844776,
-0.013391558,
0.009885297,
0.0021766806,
-0.02217194,
0.0014133692,
0.06488055,
-0.017884875,
-0.018754074,
-0.016220137,
-0.0111449,
-0.041191194,
-0.024484895,
0.0715395,
-0.033972424,
0.0006463747,
0.032322418,
0.00552457,
0.05215194,
-0.006588971,
0.026046507,
-0.017383981,
-0.032322418,
-0.036417965,
-0.013516782,
0.035681356,
0.0051415334,
0.014371249,
-0.008331052,
0.020978635,
0.0035467742,
0.009524359,
-0.007480268,
-0.06658948,
0.04384299,
-0.03733136,
-0.012942227,
-0.038185827,
-0.058015354,
0.0053330516,
0.02202462,
0.01280227,
-0.037154578,
0.017899606,
0.009318109,
-0.043960847,
-0.0054619582,
-0.04935283,
-0.013398924,
-0.041279588,
0.020860776,
-0.004489634,
-0.063643046,
-0.007948015,
0.012750708,
-0.00012165564,
-0.020463008,
0.010562978,
0.06729663,
-0.015129956,
0.036211714,
0.010518782,
-0.011255391,
-0.032852776,
-0.013855622,
-0.03173313,
0.04384299,
0.006743659,
0.021184886,
-0.029140266,
-0.010813425,
-0.029125534,
-0.0029795847,
-0.0030956008,
0.0394528,
-0.028786693,
0.012949592,
0.00865516,
0.049588542,
-0.08279489,
-0.0053146365,
0.000050555573,
-0.052976944,
0.028403657,
0.013384192,
-0.0004939886,
0.07083236,
0.0312617,
0.06894664,
0.0055614007,
0.01744291,
0.05179837,
0.04136798,
0.0019372826,
0.017575499,
-0.014533303,
-0.030318841,
-0.018871931,
0.014385981,
-0.033324208,
0.005274123,
-0.00805114,
-0.0016905185,
-0.0024934227,
0.0061580543,
-0.0021877298,
0.033117957,
-0.019667469,
-0.010798693,
-0.022437122,
-0.009502261,
0.0013212931,
0.018444698,
-0.05029569,
-0.020227293,
0.040926017,
-0.06800377,
0.012117224,
-0.017059872,
-0.015807636,
0.030436698,
0.051680513,
0.030701878,
-0.00013109345,
0.007465536,
0.005620329,
0.02647374,
-0.012529725,
-0.01108597,
0.006452698,
-0.01683889,
-0.0688877,
-0.01744291,
0.005414079,
0.08680204,
-0.006135956,
-0.034384925,
-0.040572442,
-0.00848574,
0.034060817,
0.041132268,
-0.058044817,
-0.006990423,
-0.037684936,
0.047349248,
-0.021744708,
-0.0051783635,
0.009561189,
0.020256758,
0.034709033,
0.01135115,
-0.01940229,
0.009052929,
0.022260334,
-0.025575077,
0.0325876,
0.02762285,
0.048144788,
0.027298743,
0.023188462,
0.038568866,
0.06387876,
0.023114802,
0.030127322,
-0.021597385,
0.024735343,
0.016868355,
-0.011122801,
-0.024646949,
0.034974214,
0.027770173,
0.008883509,
-0.022908552,
-0.008308954,
-0.0067031453,
-0.027401868,
0.020507205,
-0.01185941,
0.011947804,
-0.012529725,
-0.0005432494,
-0.030967057,
0.036417965,
-0.01582237,
-0.076784156,
-0.043960847,
0.03146795,
0.06988949,
-0.015100492,
-0.0011969903,
-0.051474262,
0.038745653,
0.026282221,
0.027431332,
0.020890241,
-0.03488582,
0.019122379,
0.021052295,
0.050148364,
0.043283165,
0.008154266,
0.031025985,
-0.016352728,
-0.012581288,
0.025958113,
-0.032292955,
0.014967902,
-0.049058184,
-0.023659892,
-0.042752806,
-0.031114379,
-0.00039984076,
-0.055540346,
0.019181307,
0.05374302,
-0.023203194,
-0.030996522,
0.013862988,
0.016632639,
-0.024691146,
0.022245603,
0.016912552,
-0.010629273,
0.07878774,
0.00886141,
-0.02492686,
0.05215194,
-0.013980846,
-0.0045375135,
0.0069720075,
-0.013443121,
-0.0020201511,
0.0071561597,
-0.00582658,
-0.0130232535,
0.011299588,
-0.012699145,
-0.012839101,
-0.0449921,
0.026105436,
-0.012787539,
-0.04290013,
0.03488582,
0.11821107,
0.008029042,
0.017000943,
-0.03241081,
-0.028698301,
-0.015100492,
-0.019638006,
-0.035887606,
0.034856353,
-0.037802793,
-0.078375235,
-0.030613484,
-0.031909917,
-0.032823313,
0.007977479,
-0.027946958,
-0.036270645,
0.011704722,
0.043283165,
0.001974113,
0.036624216,
-0.04133852,
-0.014717455,
0.045080494,
0.026812581,
-0.009399136,
0.036064394,
0.06299483,
0.03158581,
-0.0055540344,
-0.008124801,
0.01084289,
-0.0024160787,
-0.01276544,
-0.030937593,
0.044019774,
0.0018792746,
-0.030878665,
-0.012794904,
0.0112332925,
-0.024823735,
-0.030790271,
-0.031556346,
-0.0059223394,
-0.0522698,
0.046023354,
-0.015586654,
0.038421545,
-0.016190674,
-0.053860877,
0.012264546,
-0.045286745,
0.2590508,
0.038627796,
0.03827422,
0.0058634104,
0.03011259,
0.057632316,
-0.005322003,
-0.014540669,
0.044137634,
-0.017369248,
-0.00040283325,
-0.029361248,
-0.024823735,
0.0141134355,
0.020919705,
0.0024363354,
-0.015174152,
-0.0022779645,
0.0010367776,
-0.017604964,
-0.033176884,
0.023895608,
0.030554555,
0.036093857,
0.03582868,
0.02081658,
0.012183519,
-0.036801003,
-0.010732398,
-0.022952747,
-0.020374615,
-0.01101231,
0.043607272,
0.018076394,
-0.0036075443,
0.03235188,
-0.04089655,
-0.042723343,
0.0022006205,
-0.03314742,
-0.023453642,
-0.020035774,
-0.024941593,
-0.022451853,
-0.04001262,
0.05300641,
-0.018739343,
0.010032619,
0.034709033,
-0.075487725,
0.044167098,
-0.039364405,
0.0046038083,
-0.07413237,
-0.05583499,
0.0005612043,
-0.05106176,
-0.036535826,
0.009192885,
0.056011774,
0.016470585,
0.019564344,
-0.061403755,
0.002874618,
0.02600231,
0.0053919805,
-0.023144266,
0.04399031,
-0.027652316,
-0.018960325,
0.015395136,
0.010864988,
-0.01336946,
-0.010113646,
0.021833101,
0.019667469,
-0.035180464,
-0.010813425,
-0.008404713,
-0.013001155,
-0.027917495,
-0.029493839,
0.0067215604,
-0.034561712,
0.041397445,
0.013693568,
-0.023571499,
-0.031497415,
0.008264757,
-0.0058891918,
0.024735343,
0.017575499,
0.016558979,
-0.02417552,
-0.0035449325
] |
For inference, the bnb_4bit_quant_type does not have a huge impact on performance. However, to remain consistent with the model weights, you should use the bnb_4bit_compute_dtype and torch_dtype values.
Nested quantization
Nested quantization is a technique that can save additional memory at no additional performance cost. This feature performs a second quantization of the already quantized weights to save an addition 0.4 bits/parameter. For example, with nested quantization, you can finetune a Llama-13b model on a 16GB NVIDIA T4 GPU with a sequence length of 1024, a batch size of 1, and enabling gradient accumulation with 4 steps. |
[
0.012236456,
-0.0022838935,
0.03221175,
-0.004594519,
-0.0037992492,
-0.021077981,
0.009610062,
-0.012189675,
-0.0045276894,
0.081104115,
0.014956411,
0.02959204,
0.047261726,
-0.017108317,
-0.015357387,
0.0065125213,
0.02703916,
-0.006639497,
-0.029137602,
-0.037825417,
-0.0030256994,
-0.0033331143,
-0.03723732,
-0.01732217,
-0.003555322,
-0.013953971,
0.015397485,
0.015237095,
0.080569476,
0.05258134,
-0.027827745,
0.02337691,
-0.029191066,
-0.04180845,
-0.017870171,
-0.042984646,
0.032559264,
0.013806946,
-0.032078095,
-0.06330077,
-0.0034450535,
0.004140079,
0.06971639,
-0.07062527,
-0.03493839,
0.012169627,
0.025662474,
0.011989187,
-0.0052928855,
-0.04060552,
0.021278469,
0.03849371,
0.008928402,
-0.00047031164,
-0.041460935,
0.009155623,
-0.018084025,
-0.028549504,
-0.015785094,
0.008681134,
0.03723732,
0.010906552,
0.0100711845,
-0.036569025,
0.03018014,
0.04627265,
-0.034831464,
-0.0018294537,
0.015183631,
-0.04335889,
-0.00020194998,
0.00033644406,
-0.016600413,
-0.003498517,
0.0008349493,
-0.003491834,
0.02230764,
-0.007999474,
0.03611459,
0.07500928,
0.008634353,
0.036194783,
0.02091759,
0.009429622,
-0.029084139,
-0.030287066,
0.028228723,
-0.017910268,
-0.03539283,
-0.031222677,
-0.025756035,
0.028308917,
-0.0035118829,
0.004240323,
0.035579953,
0.03750464,
-0.004895251,
0.0280416,
0.0039730053,
-0.023243252,
0.0058876667,
0.1149465,
0.0032696265,
0.03600766,
-0.033815656,
-0.033120632,
0.0048384457,
-0.0069636195,
-0.08559505,
-0.0064757653,
-0.022494763,
0.016012315,
0.020503249,
-0.0062017646,
-0.011093674,
0.026758477,
0.023243252,
0.0026982354,
-0.058435593,
-0.04426777,
0.05132495,
-0.0056871786,
-0.0005655435,
-0.021973494,
0.005824179,
-0.009950892,
-0.03370873,
0.04782309,
0.04025801,
-0.0063220575,
0.028442577,
-0.03707693,
0.021118078,
0.025381792,
-0.0042536887,
-0.02282891,
-0.02036959,
-0.0026247231,
0.022922471,
-0.06447697,
0.0125238225,
0.033120632,
0.01026499,
0.07249649,
-0.0043940307,
0.018204318,
0.0070705465,
-0.028763358,
-0.009102159,
-0.019273588,
-0.016039047,
0.00037507978,
0.013566361,
-0.013125286,
-0.016065778,
0.006923522,
-0.03146326,
-0.010592454,
0.01939388,
0.018538466,
-0.011755285,
0.028068332,
-0.021920031,
0.048357725,
-0.0018327952,
0.07447464,
-0.004510982,
-0.0488389,
-0.0017626244,
-0.005419861,
0.013272312,
0.020423053,
-0.015464314,
0.00021312301,
0.06437004,
-0.009656843,
0.033628535,
-0.022681884,
-0.033174094,
0.0072643515,
-0.021866567,
0.0063989116,
0.029137602,
0.020195832,
-0.030901896,
-0.0011594894,
-0.032265216,
0.014141093,
0.0049086167,
0.00040932983,
0.022160616,
0.063675016,
-0.03354834,
0.00591774,
-0.0705718,
-0.015972218,
-0.041460935,
0.004571128,
-0.015036606,
-0.036649223,
-0.027613891,
0.06142955,
-0.024071936,
-0.011862212,
-0.023590764,
-0.05089724,
0.0235774,
0.026009988,
-0.016747437,
0.01761622,
0.06854019,
-0.010826357,
-0.0070972783,
0.021920031,
0.0075584007,
0.012330017,
-0.0064022527,
0.010031087,
0.022869008,
-0.018337976,
0.0037223955,
0.041754983,
0.03956298,
0.044962794,
0.01609251,
0.014314849,
0.019968614,
0.04089957,
0.019928515,
0.004260372,
-0.014461874,
0.028683161,
-0.010512259,
-0.00664618,
-0.004975446,
0.0056871786,
0.052046705,
0.033013705,
-0.0130918715,
-0.00045402197,
-0.0038961517,
0.03953625,
0.058435593,
0.025822865,
-0.023203155,
0.002262174,
0.0011060259,
0.013152018,
-0.03985703,
0.075330056,
-0.045470696,
0.05349022,
0.0139807025,
0.0086143045,
-0.03571361,
-0.028175259,
0.0042302986,
0.07944675,
-0.0297257,
-0.0045443964,
0.036836345,
0.008326938,
-0.001668228,
-0.009189038,
0.04105996,
0.019888418,
0.024178863,
0.06158994,
-0.03432356,
-0.060574133,
-0.023149692,
-0.04186191,
-0.10730122,
-0.001959771,
-0.03803927,
-0.0042804205,
0.02182647,
-0.026063452,
0.036595758,
0.012637433,
-0.016306365,
0.029324723,
-0.028683161,
0.0035152244,
0.025475353,
0.03047419,
-0.052875392,
0.0151168015,
-0.023978375,
0.03370873,
-0.025836231,
-0.010779576,
-0.027907941,
0.005911057,
0.043733135,
0.020797297,
0.013860409,
0.01138104,
-0.020276029,
0.019059734,
-0.03830659,
-0.022882374,
-0.018632026,
0.0017793317,
-0.013512897,
0.012403529,
-0.009710306,
-0.058168277,
0.031008823,
0.061483014,
-0.015504411,
0.022494763,
0.0057807397,
0.026157012,
-0.050736852,
0.049881436,
0.03600766,
0.013806946,
-0.021679444,
-0.0012330017,
-0.014542069,
-0.0137668485,
-0.016212802,
-0.020783931,
-0.038867958,
0.053062513,
0.017629586,
-0.05183285,
0.028469307,
-0.045310307,
-0.012650798,
-0.028763358,
0.009469721,
0.018084025,
0.032826584,
0.0133057255,
-0.01877905,
-0.008213328,
-0.006074789,
0.00005072244,
0.01322553,
-0.027961405,
0.027774282,
0.017669683,
0.022869008,
-0.004200225,
0.004490933,
-0.04675382,
0.01372675,
0.00076853763,
0.021064615,
0.04301138,
0.006312033,
0.045096453,
-0.019113198,
0.023430374,
-0.0022755398,
0.029378187,
0.015103436,
0.049533922,
0.020516613,
0.047876555,
0.025849598,
0.0019681246,
-0.04595187,
0.0019063075,
-0.012510456,
-0.005967862,
0.03341468,
-0.03370873,
0.018244416,
-0.0007910926,
0.005703886,
0.0007296931,
-0.03568688,
-0.0606276,
0.017990464,
-0.016252901,
0.05239422,
-0.0168009,
-0.03598093,
-0.015397485,
-0.0012279896,
0.022628421,
0.013833677,
0.014996509,
-0.026544623,
-0.012503774,
-0.023751155,
0.0018010513,
-0.036515564,
-0.03753137,
0.01648012,
-0.0488389,
-0.037611566,
-0.05145861,
0.015985584,
0.011942407,
0.0303138,
-0.027132722,
-0.016653877,
0.01363319,
-0.0034684439,
0.007732157,
-0.0375581,
0.012316652,
-0.068272874,
0.04105996,
0.030581117,
0.05148534,
0.0011728553,
0.00589435,
-0.01593212,
0.009068744,
0.020276029,
-0.0079059135,
-0.04827753,
0.0012689225,
0.0002785949,
-0.022160616,
-0.0145153375,
0.012069383,
-0.04351928,
0.029191066,
0.017201878,
-0.053383294,
0.004784982,
-0.007531669,
-0.022387836,
0.042423278,
0.018565197,
-0.023403643,
-0.011193918,
-0.024646668,
-0.05362388,
0.01777661,
0.07650625,
-0.004397372,
0.03279985,
-0.06527892,
-0.0070705465,
-0.00088966585,
-0.04859831,
-0.021385396,
-0.026050085,
0.028068332,
0.026758477,
0.050603192,
0.013860409,
-0.019260222,
0.003775859,
-0.031810775,
0.015450948,
-0.010244941,
0.020356223,
-0.00675979,
0.009068744,
-0.047689434,
0.037477907,
-0.036328442,
-0.029297993,
0.018017195,
0.02619711,
-0.051592268,
-0.046940945,
0.029378187,
0.0062619112,
-0.016212802,
0.04982797,
0.014488606,
-0.0024426132,
0.026571354,
0.043091573,
-0.014996509,
0.03063458,
-0.032078095,
-0.0034166512,
-0.0007585132,
-0.00096234283,
0.037344247,
-0.025809499,
0.04627265,
0.031837508,
-0.022574957,
0.006809912,
-0.05854252,
-0.045764748,
-0.051431876,
-0.023163056,
-0.0109600155,
0.025341693,
0.009643476,
-0.013967336,
0.0003145157,
-0.012730993,
-0.017870171,
-0.031784043,
0.004641299,
0.036141317,
0.048384458,
0.01333914,
-0.010305087,
-0.007732157,
-0.00566713,
-0.0336018,
0.038948152,
-0.016012315,
-0.0056136665,
0.022681884,
0.020062175,
-0.016145974,
0.00021949268,
0.03750464,
-0.015624705,
-0.0026664915,
0.01732217,
0.0061549842,
-0.011467919,
-0.02927126,
0.012590651,
-0.017536024,
-0.06971639,
-0.03279985,
0.022361103,
-0.0392422,
0.023417009,
0.07436772,
-0.026477793,
-0.032986972,
-0.07030449,
0.013539629,
-0.03173058,
-0.026531257,
-0.023777887,
-0.0032495777,
-0.0032679557,
0.016814267,
0.023657594,
-0.034430485,
0.0010625869,
-0.021091346,
0.00223043,
-0.056831688,
-0.029191066,
-0.030019749,
-0.03750464,
-0.024526376,
0.037157126,
-0.0027917966,
0.020329492,
-0.015758364,
-0.0006139948,
0.014034166,
0.027747551,
-0.03844025,
-0.021906665,
-0.018137489,
-0.0017876854,
0.001841149,
0.0533031,
-0.027105989,
0.017910268,
-0.02043642,
0.04180845,
-0.0072376197,
-0.023082862,
-0.027079258,
0.026718378,
-0.0045176647,
0.0025528816,
0.017536024,
-0.07019756,
0.054024857,
-0.023417009,
0.0068700584,
-0.026999062,
0.017135048,
-0.03539283,
-0.053249635,
0.019928515,
-0.014328215,
0.000074713134,
-0.008266792,
0.018872611,
0.057580177,
-0.028175259,
0.049988363,
0.052180365,
-0.000010435561,
0.011942407,
-0.015344022,
0.035793807,
0.0069435704,
-0.04170152,
-0.031142483,
0.025876328,
-0.0070705465,
0.021291835,
0.017469196,
-0.018404806,
-0.025809499,
0.008220011,
0.052768465,
0.01081299,
0.03157019,
0.000030125422,
-0.05391793,
-0.03803927,
0.04063225,
-0.017963732,
-0.0039329077,
0.020810664,
-0.0054131784,
0.029057406,
0.042850986,
-0.031516727,
-0.0026748453,
-0.035526488,
0.07019756,
-0.03384239,
-0.0040364936,
-0.0059578377,
0.01868549,
-0.022975935,
-0.040364936,
-0.04456182,
-0.007137376,
-0.016827634,
0.010545673,
0.0059377886,
0.020583443,
-0.026237207,
0.05121802,
0.035526488,
-0.047716163,
-0.026771842,
-0.0014151117,
-0.017990464,
0.013078506,
-0.034056243,
0.076827034,
-0.037798688,
-0.036141317,
-0.01975476,
0.00935611,
-0.040819373,
-0.02030276,
0.0594514,
-0.0010843064,
0.029672237,
0.008587573,
0.02169281,
0.035954196,
-0.021559153,
-0.000033414683,
-0.00937616,
-0.027533697,
-0.03354834,
-0.03910854,
-0.016306365,
0.028068332,
0.012617383,
-0.033815656,
-0.02383135,
0.026504524,
0.04012435,
0.009703623,
-0.0986936,
-0.009235818,
-0.025101108,
0.015384119,
-0.012216407,
-0.0066996436,
0.03186424,
0.023082862,
-0.01509007,
-0.045176648,
-0.013004994,
0.020797297,
-0.023751155,
0.0040498595,
-0.08415153,
0.011461236,
-0.045230113,
-0.043412354,
-0.0027116013,
-0.00942294,
-0.0009748733,
-0.018297879,
-0.032051362,
-0.022387836,
0.021198273,
-0.0126307495,
-0.0029254553,
-0.0034651023,
-0.0020616858,
-0.00689679,
0.005192641,
0.023256619,
0.027012428,
0.05362388,
-0.003949615,
-0.013038408,
0.01645339,
-0.00762523,
-0.019607734,
0.002795138,
-0.005396471,
0.02474023,
-0.026638184,
0.0007000376,
-0.008213328,
-0.006719692,
-0.05485354,
-0.05471988,
0.003949615,
0.0046346164,
-0.0015855266,
0.05014875,
-0.038573906,
0.049453728,
-0.0314098,
-0.002255491,
-0.035900734,
0.039482787,
0.028095063,
0.01167509,
-0.009269233,
-0.013038408,
0.04111342,
0.033040438,
0.018150855,
-0.0034250047,
-0.027012428,
0.0330939,
0.0038460298,
0.04870524,
-0.013472799,
0.00992416,
0.00042937865,
0.016172705,
0.04333216,
-0.0028252113,
-0.0053162756,
-0.008253426,
-0.045978602,
0.018645393,
-0.044481624,
-0.04290445,
0.034831464,
-0.036141317,
0.005760691,
-0.038573906,
-0.029324723,
0.0037858833,
0.012664164,
-0.027854478,
0.0041300547,
-0.0053162756,
0.0045143235,
0.0040498595,
-0.038894687,
-0.019514173,
-0.0065793507,
0.008814793,
0.016252901,
-0.019286953,
0.011554796,
0.029003942,
0.01183548,
0.005897691,
-0.0032696265,
-0.0010016051,
-0.02282891,
0.02335018,
0.0154375825,
0.031195946,
-0.03785215,
0.005847569,
-0.056831688,
-0.0017726488,
-0.032104824,
0.036569025,
-0.021184908,
0.006024667,
0.012857969,
0.023082862,
0.005192641,
0.026838671,
-0.003789225,
-0.02114481,
0.0493468,
-0.019433979,
0.018043928,
0.012577286,
0.03678288,
0.049721044,
0.04688748,
-0.051271487,
0.035205707,
0.030875165,
-0.036970004,
-0.02153242,
0.012229773,
-0.015370754,
-0.012430261,
0.004698104,
0.028442577,
-0.0054566176,
0.012503774,
-0.034831464,
0.028442577,
-0.03648883,
-0.0016373193,
-0.03050092,
0.0113877235,
0.061162233,
-0.002399174,
-0.031971168,
-0.012824555,
-0.023777887,
0.02742677,
0.03328102,
-0.00018315422,
0.034189902,
0.057687104,
0.033682,
0.0015028253,
0.0070371316,
0.0033381267,
0.044241037,
-0.00153624,
0.019808223,
0.00981055,
0.021452226,
-0.04119362,
-0.05993257,
-0.065171994,
-0.0072844005,
-0.0015696547,
-0.0026431012,
0.01777661,
-0.027720818,
0.0013265628,
-0.050015096,
0.022267543,
-0.06576009,
0.027613891,
0.015344022,
-0.018979538,
-0.06966293,
0.039589714,
0.025929792,
0.009001915,
0.004504299,
0.068272874,
0.023684327,
0.05517432,
0.02460657,
0.002262174,
0.03718386,
0.034082975,
-0.04659343,
-0.020770565,
0.028977212,
-0.03234541,
0.0144084105,
-0.017241975,
-0.0705718,
0.007184156,
0.019246856,
-0.03402951,
-0.058328666,
0.009342745,
0.026905501,
-0.06950253,
0.02344374,
0.061055306,
0.025528817,
0.014595533,
-0.0035118829,
0.0062117893,
-0.026183743,
0.008868257,
-0.040552057,
0.0155445095,
-0.012249822,
0.0064390088,
-0.016159339,
-0.07110644,
-0.00015548269,
0.021559153,
0.00026627324,
-0.010231575,
0.028709894,
0.0070638633,
0.03325429,
0.025328329,
-0.06314038,
0.0024459546,
-0.01329236,
0.06912829,
0.008126451,
0.06960946,
0.036542296,
-0.026397597,
0.00018127465,
0.016119242,
0.039349128,
-0.012884701,
-0.020182468,
0.0051157875,
0.008888305,
-0.026344134,
-0.033147365,
-0.02441945,
0.029164333,
-0.02457984,
-0.01026499,
-0.048357725,
0.0004360616,
-0.07639933,
-0.058702912,
-0.065706626,
-0.0016281303,
-0.0040866155,
-0.02246803,
-0.016734073,
-0.03691654,
0.20519288,
0.027934672,
0.038520444,
-0.010859772,
0.033040438,
0.0606276,
0.022708617,
-0.041006498,
-0.025301596,
-0.026344134,
-0.0062218136,
-0.0077722548,
-0.00009512742,
0.045256842,
-0.004845129,
-0.009670208,
-0.08169221,
-0.008888305,
-0.008955134,
-0.044053916,
-0.054907,
-0.0017141731,
-0.0033514926,
0.022401202,
0.038066003,
0.017188512,
-0.009175671,
-0.044053916,
0.0064991554,
-0.06378194,
0.045310307,
-0.008560841,
0.05405159,
0.006576009,
0.018324612,
-0.00033644406,
0.0051959828,
0.0021936737,
0.0117887,
0.043118306,
0.00965016,
0.0020182468,
0.023711057,
-0.019407246,
0.031436533,
0.0006035527,
-0.045604356,
0.035205707,
0.044668745,
-0.07206878,
0.057366323,
-0.016119242,
0.051137827,
-0.04568455,
-0.030233603,
0.0032495777,
-0.045577623,
-0.011020162,
-0.0035787122,
-0.00073595834,
0.007925962,
0.014742557,
0.007645279,
0.05961179,
-0.037264053,
-0.024178863,
-0.03723732,
0.046486504,
-0.016132608,
0.00762523,
0.04087284,
-0.012918116,
-0.022935838,
-0.061322622,
-0.040846106,
0.055281248,
-0.027253013,
0.061322622,
0.024713498,
-0.03464434,
0.017215243,
-0.02221408,
-0.011394406,
-0.038948152,
0.058916766,
0.046165723,
-0.025715938,
-0.0077856206,
0.007197522,
-0.016226169,
0.01645339,
0.041140154,
0.019099832,
0.03742444,
-0.0061883987
] | If a file is a full copy of another file, you should register it in the constant FULL_COPIES of utils/check_copies.py.
This mechanism relies on comments of the form # Copied from xxx. The xxx should contain the whole path to the class of function which is being copied below. For instance, RobertaSelfOutput is a direct copy of the BertSelfOutput class, so you can see here it has a comment:
Copied from transformers.models.bert.modeling_bert.BertSelfOutput |
[
0.022261888,
0.0012896816,
0.0052943085,
0.0096626915,
-0.029338604,
-0.017936494,
0.00580026,
0.018637553,
0.003330024,
0.0860846,
-0.026256595,
0.010205019,
-0.0052579325,
-0.05171954,
-0.01574073,
0.036851823,
-0.0060681175,
-0.0734391,
-0.01949734,
-0.011540997,
-0.0034788335,
0.009702374,
-0.044153407,
0.00527116,
-0.012757927,
-0.005753964,
-0.017976178,
0.024444427,
0.0924867,
0.008313486,
-0.028095217,
-0.011369039,
-0.007354492,
-0.04211637,
0.0031894818,
-0.018108452,
0.058994666,
-0.002303239,
-0.017447077,
0.0010912691,
0.03587299,
0.019537022,
0.06275128,
-0.04764547,
-0.045952346,
-0.02103173,
-0.02490739,
-0.041454997,
0.016587289,
-0.059365038,
-0.04164018,
-0.023756597,
-0.0025496013,
-0.019828027,
0.023783052,
-0.023134904,
0.020568768,
-0.032724842,
-0.026203685,
0.031851828,
0.008075391,
0.041613728,
0.008730153,
-0.07370365,
0.0038128279,
0.019894166,
-0.0018667314,
-0.025119029,
-0.0042460286,
-0.025092574,
-0.03428569,
0.021917973,
0.0019014536,
-0.009596554,
-0.014722211,
-0.012235441,
0.062486727,
-0.00064442743,
-0.0013037358,
0.042830657,
0.024470882,
0.0396296,
-0.0010656407,
0.00095899403,
-0.054973505,
-0.049497318,
0.0036276428,
-0.03873013,
0.02055554,
-0.020581996,
0.015052899,
0.03523807,
0.01738094,
0.038280394,
-0.010615071,
0.05066134,
-0.0062962915,
0.012910044,
0.007876978,
0.022698397,
0.03201056,
0.053280383,
0.0023528421,
-0.0039252616,
-0.07724862,
0.028042307,
0.023915326,
0.008458989,
-0.037380926,
-0.030872993,
-0.013558191,
0.007857137,
-0.010846553,
-0.026243366,
-0.03846558,
0.028809503,
0.020158716,
0.0046263193,
-0.055820066,
-0.00474206,
0.018783055,
-0.0052447054,
0.011626976,
-0.020013213,
0.00069733744,
-0.079682484,
0.027248658,
0.027962942,
-0.043253936,
-0.039603144,
0.01865078,
-0.0011408721,
0.004897483,
0.047936473,
0.052830648,
0.06703699,
-0.01732803,
0.048835944,
0.025423262,
-0.052883558,
0.030952359,
-0.054338586,
0.01923279,
0.086560786,
-0.030714264,
0.011752637,
0.011335971,
-0.054708954,
-0.024325378,
0.0013095229,
-0.039550237,
0.005753964,
-0.016997343,
0.025423262,
0.052380916,
-0.009623009,
-0.016600518,
0.0009780085,
-0.02289681,
0.012777768,
0.03492061,
-0.012817451,
-0.039444417,
0.039708965,
-0.016296284,
0.040502615,
-0.032724842,
0.0034126958,
-0.020873,
-0.027275112,
-0.0017576045,
0.014510571,
0.011355812,
0.004609785,
0.024246015,
0.058994666,
0.06470895,
-0.0041435156,
0.029761882,
0.006078038,
-0.063597836,
0.008062163,
-0.007275127,
0.026468234,
0.06804228,
0.017910039,
0.002468583,
0.00647817,
-0.021216916,
-0.0203439,
0.025568765,
0.048121657,
-0.034576695,
0.016203692,
-0.060952336,
-0.007645497,
-0.01780422,
-0.029656064,
-0.048148114,
-0.04436505,
0.0015443111,
-0.0044378275,
-0.006851847,
0.02564813,
-0.02002644,
0.035476163,
0.005654758,
0.048412662,
-0.030079342,
0.005833329,
0.02119046,
0.02427247,
-0.025304215,
0.008664015,
0.024444427,
0.00858465,
-0.048888855,
0.01626983,
0.021917973,
0.050634883,
0.00805555,
-0.016283058,
0.035952356,
-0.016719565,
0.021375645,
-0.021640196,
-0.0070436457,
0.010158723,
0.030290984,
0.030185163,
-0.03322749,
0.024973527,
-0.01642856,
0.023346543,
0.027407387,
-0.020092579,
0.045820072,
-0.0016865067,
-0.015330677,
0.046587266,
-0.016402105,
-0.025211621,
0.007063487,
0.013346551,
0.023015857,
0.026137548,
-0.024761887,
-0.029999979,
-0.030502623,
0.052645463,
-0.02490739,
0.058306836,
0.010661368,
-0.024232786,
-0.03227511,
-0.03650791,
-0.01295634,
0.05240737,
-0.042195737,
-0.015873004,
0.027645482,
0.029761882,
0.009338617,
-0.00014922277,
-0.028703682,
0.0639153,
0.0067228787,
0.0406878,
-0.008425919,
0.0039913994,
-0.012671948,
-0.07587296,
-0.059312128,
-0.013611102,
0.006798937,
-0.003126651,
0.045132242,
-0.045264516,
-0.008816131,
0.011011897,
-0.0072023757,
-0.00315972,
0.030978814,
0.041851822,
0.022222206,
0.0161111,
-0.03798939,
0.030925903,
-0.03894177,
0.037063465,
-0.011296288,
0.03735447,
0.0005038852,
-0.058201015,
0.038544945,
0.01038359,
0.022632258,
0.030899448,
-0.009027772,
-0.035370346,
-0.021746015,
-0.006984122,
-0.02585977,
0.0009871025,
-0.026825378,
0.023333317,
0.04235447,
0.0019907393,
0.036058176,
0.028174583,
-0.035740715,
0.02585977,
-0.0021246679,
0.020489404,
-0.039126955,
0.06597879,
0.0051620333,
-0.015701046,
-0.014219566,
-0.032513205,
-0.011607135,
-0.014126974,
0.0024404745,
-0.04089944,
-0.036428545,
0.041507907,
-0.009999992,
-0.031507913,
0.023386227,
-0.028941778,
0.0015616722,
0.030714264,
0.004537034,
0.019100515,
0.014417979,
0.027566118,
-0.04222219,
-0.020833319,
-0.004047616,
0.025978817,
0.030370349,
0.013452372,
-0.028677227,
0.040132247,
0.018690463,
-0.020740725,
0.07195762,
-0.055978794,
-0.025925906,
-0.0012466923,
0.0353968,
0.015317449,
0.026626965,
-0.028968234,
-0.019722208,
0.023611095,
-0.039761875,
0.022949718,
0.0015558851,
-0.010654754,
0.023425909,
0.0059292284,
-0.001647651,
0.023994692,
-0.035476163,
-0.01838623,
0.024047602,
0.009120364,
0.054021124,
-0.065449685,
-0.0005596887,
0.0151851745,
0.012473536,
0.029074052,
-0.0054596523,
-0.008538353,
0.055396784,
-0.017222209,
0.07148143,
-0.024722204,
-0.0104827965,
0.056666624,
0.008253962,
0.040820077,
0.01870369,
0.06380948,
0.0027165986,
0.03894177,
0.012030414,
-0.0044246,
0.00011460392,
-0.0021874984,
-0.015238084,
-0.01785713,
-0.033994686,
-0.031878285,
0.012394171,
0.06894175,
-0.009623009,
-0.0018568108,
0.009040998,
-0.06502641,
0.03296294,
0.033941776,
0.029074052,
-0.029074052,
-0.027857123,
0.03788357,
0.023505274,
0.032037012,
-0.017910039,
-0.016362421,
-0.029576698,
0.021944428,
-0.01353835,
0.009226183,
-0.07671952,
0.021283053,
-0.017037025,
0.035423256,
0.026084637,
0.009669305,
-0.0014963613,
0.0037929867,
0.026269821,
-0.06433858,
-0.005254626,
-0.02448411,
0.012784382,
0.04164018,
-0.019259246,
-0.06968249,
-0.034788333,
-0.012473536,
-0.054285675,
0.041137535,
0.058835935,
0.0064880904,
0.015873004,
-0.0071362383,
0.008333327,
-0.00315972,
0.006157403,
0.01343253,
0.0058663976,
0.037645474,
0.013637556,
-0.018240727,
0.029814793,
-0.013505281,
0.014193111,
-0.030687809,
0.007949729,
-0.034206323,
-0.030634899,
0.004183198,
-0.0057407366,
0.037592564,
0.0060879583,
0.01085978,
-0.037645474,
-0.029444423,
0.03555553,
-0.018055543,
-0.055555515,
0.031666644,
0.004877642,
-0.035052884,
0.02617723,
0.032936484,
-0.0071362383,
0.060423236,
0.024232786,
-0.029444423,
-0.009100523,
0.03497352,
0.045529068,
-0.030396802,
-0.000075541444,
-0.040661346,
0.0031960956,
0.007407402,
0.0031894818,
-0.022354482,
0.022711623,
-0.06449731,
0.011051579,
0.024735432,
-0.034100503,
0.042592563,
0.035846535,
-0.009973538,
-0.013796287,
-0.030555533,
-0.03767193,
-0.007566132,
-0.043095205,
0.0004906577,
0.038386215,
0.009563485,
0.003885579,
-0.023809506,
-0.027301567,
0.022328027,
-0.056613714,
0.014060836,
-0.0071230107,
0.010978828,
-0.009755284,
0.014034381,
-0.042645473,
0.010628299,
-0.0018303558,
-0.011362426,
0.0027612413,
-0.011190468,
-0.0099074,
-0.04021161,
-0.042407375,
0.02554231,
-0.023425909,
-0.0401587,
-0.011593907,
0.065555505,
-0.03190474,
0.024880935,
0.019669298,
-0.053227473,
-0.009477506,
-0.041322723,
0.010403432,
-0.010939145,
-0.0126521075,
-0.027089927,
-0.07275127,
-0.029391512,
0.0027165986,
0.042301558,
-0.03666664,
0.004312166,
-0.04579362,
0.01997353,
-0.03999997,
-0.01091269,
0.0171693,
0.027116382,
-0.0010424926,
0.020171942,
-0.0048842556,
-0.013174593,
0.014285704,
0.0022304878,
0.011798933,
0.03587299,
-0.0483333,
-0.026613737,
-0.0021941122,
0.017711628,
0.020515857,
-0.023650777,
-0.026851833,
0.031084633,
-0.046058167,
0.054444406,
-0.02353173,
0.008763221,
-0.04291002,
-0.007863751,
0.040978808,
-0.024880935,
-0.0008763221,
0.015383586,
0.009146819,
-0.00063946715,
0.041746,
0.015211629,
0.0067030373,
-0.03608463,
-0.05246028,
0.03460315,
-0.028783048,
0.0028191118,
0.015119037,
0.027592573,
0.03862431,
-0.067407355,
0.06714281,
0.049206313,
0.024298925,
0.015581999,
-0.019669298,
-0.0045701023,
0.0017906734,
-0.041904733,
0.022910036,
-0.0116468165,
-0.006851847,
-0.039841242,
-0.034497328,
-0.063386194,
-0.014193111,
0.013637556,
0.014828032,
0.0035879603,
-0.010006607,
-0.0013095229,
-0.059259217,
-0.034259234,
0.020608451,
-0.001026785,
0.04423277,
0.051851813,
0.005251319,
0.0024156729,
0.022619031,
-0.061375618,
-0.017248664,
-0.01595237,
-0.0071296245,
-0.012572742,
-0.030502623,
-0.005945763,
-0.0052876947,
-0.019563477,
-0.0670899,
0.00094741996,
-0.01311507,
-0.023452364,
-0.033809498,
-0.014232794,
-0.039206322,
0.00028397798,
-0.023492046,
-0.00072627264,
-0.013716921,
-0.0015790332,
0.006772482,
-0.0029017837,
-0.044312138,
0.015277767,
0.055079326,
-0.042645473,
0.005175261,
-0.031798918,
-0.028121673,
-0.029656064,
0.030290984,
-0.015158719,
0.002465276,
0.016243374,
0.015079354,
0.027328022,
0.03798939,
-0.008359782,
0.036111087,
0.02076718,
-0.061111066,
-0.033756588,
0.007109783,
0.030608444,
-0.015357132,
0.031984102,
-0.008412693,
-0.020939138,
0.018928558,
0.013128297,
-0.014232794,
-0.098412625,
-0.016970888,
-0.045158695,
-0.022857126,
-0.030740717,
-0.05066134,
0.021944428,
0.019259246,
-0.026269821,
-0.042619016,
-0.0041203676,
0.053439114,
-0.012294965,
-0.033756588,
0.012685176,
-0.027962942,
0.027407387,
-0.015846549,
-0.045132242,
-0.029206328,
0.002986109,
0.026349187,
-0.030476168,
0.004761901,
-0.012288351,
-0.023372998,
-0.010568775,
-0.019047605,
-0.001249999,
-0.03137564,
0.01764549,
0.011223537,
-0.0055720857,
0.022341253,
0.028253948,
-0.029391512,
0.029365057,
0.009973538,
0.023399454,
-0.0063458947,
0.01600528,
0.054973505,
0.00784391,
-0.03148146,
-0.026256595,
0.036904734,
-0.036746006,
0.011818774,
-0.04343912,
-0.0070965555,
0.0039583305,
0.029179873,
0.00030340586,
0.059047576,
0.0071693067,
0.0137698315,
0.024867706,
0.032142833,
0.036534365,
0.028042307,
-0.0040839915,
-0.0014707331,
-0.0029943762,
-0.050211605,
0.06439149,
-0.008207666,
-0.0015583653,
0.022645487,
-0.028386222,
0.007724862,
-0.013260572,
0.02638887,
0.018161362,
0.032328017,
-0.023081994,
-0.0060615037,
-0.034682516,
0.012718244,
-0.041031715,
-0.0074007884,
-0.039920606,
-0.025661357,
0.048280388,
-0.039894152,
-0.015370359,
-0.008498671,
0.00911375,
0.0068849158,
0.020939138,
-0.016772475,
-0.056031704,
0.023544956,
0.029417967,
0.024259241,
-0.07359783,
-0.017222209,
0.0214021,
0.028809503,
-0.060211595,
-0.05129626,
0.010826712,
0.058306836,
0.0005505948,
-0.0104166595,
-0.035476163,
-0.030052887,
0.015753957,
0.0260185,
0.003730156,
-0.012863747,
-0.009338617,
0.053280383,
-0.0033730133,
-0.02002644,
-0.0044146795,
0.02346559,
0.034153413,
0.011660044,
-0.014391524,
0.03661373,
0.033756588,
-0.049735412,
0.01552909,
0.025013208,
0.018915331,
-0.013902106,
0.0011838615,
-0.03544971,
0.059047576,
0.040396795,
0.050317425,
-0.013419302,
0.009279094,
0.021666652,
-0.027486753,
0.00789682,
0.03809521,
0.011924595,
-0.039814785,
0.02427247,
-0.007433857,
0.0031779078,
-0.023809506,
0.0062169265,
-0.02220898,
-0.027433842,
-0.02554231,
-0.035079338,
-0.021812154,
-0.011157399,
0.0045006583,
-0.030740717,
-0.0011665005,
-0.018531732,
0.037804205,
0.03634918,
-0.011970891,
-0.0254894,
0.024206331,
0.013075387,
0.037169285,
0.03137564,
0.00013702866,
0.061693076,
0.032671932,
0.000004178806,
0.006078038,
-0.046005256,
-0.06343911,
-0.014034381,
-0.036693096,
0.023544956,
-0.020992048,
-0.0028935163,
-0.0050429855,
-0.026243366,
-0.020661362,
-0.059047576,
-0.015119037,
-0.07365074,
0.009768511,
0.053968213,
-0.03788357,
-0.016878294,
0.044682506,
-0.008935179,
0.011197082,
0.044259228,
0.070264496,
-0.03931214,
0.078994654,
0.025529081,
0.022976173,
0.011554224,
0.029682519,
-0.03634918,
-0.0039285687,
-0.01976189,
-0.01552909,
0.0038789655,
-0.022063475,
-0.0049966895,
-0.0070965555,
0.02427247,
0.022050248,
-0.046058167,
0.04037034,
-0.0022585962,
-0.042248648,
-0.024298925,
0.045767162,
0.014669302,
-0.010965601,
0.00927248,
-0.022037022,
0.0085449675,
0.026891515,
-0.006071424,
-0.01279761,
-0.011455018,
-0.020462949,
-0.024735432,
-0.023941781,
-0.0006493878,
-0.033121668,
-0.028915323,
-0.019735435,
0.08386237,
0.0047288327,
0.047195733,
0.01796295,
-0.0456878,
-0.014986762,
0.03338622,
0.041719545,
0.011137558,
0.058306836,
0.03481479,
0.040714256,
-0.033677224,
0.024246015,
0.0052347844,
-0.015171947,
-0.025052892,
-0.023333317,
0.0032175903,
-0.031825375,
-0.03603172,
-0.022989402,
0.029232783,
-0.0024255936,
0.014788349,
-0.031111088,
-0.016018506,
-0.06380948,
0.00013496187,
-0.026626965,
0.049338587,
-0.026111092,
-0.040555526,
-0.020066123,
-0.02596559,
0.19957657,
0.061904717,
0.037857115,
-0.0182275,
0.01605819,
0.03735447,
0.045846526,
-0.03529098,
-0.023611095,
0.00023685499,
-0.0063558156,
-0.026455007,
0.0031580664,
0.05378303,
0.028730137,
0.046137534,
-0.05230155,
-0.008617719,
0.022169296,
-0.015357132,
-0.0369841,
-0.002465276,
0.025886225,
0.035317436,
0.0125595145,
0.02517194,
0.0020254615,
0.0067857094,
0.033359762,
0.016256602,
0.014021154,
-0.024722204,
0.027619027,
-0.018505277,
-0.007949729,
0.05108462,
0.012281737,
-0.051904723,
0.029179873,
-0.029206328,
0.012142848,
-0.018478822,
-0.024735432,
0.005191795,
-0.029417967,
0.046745997,
0.008988089,
0.043518487,
0.036269814,
-0.066825345,
0.049338587,
-0.029867703,
-0.011408722,
-0.00021071,
-0.098782994,
-0.023359772,
-0.035079338,
-0.016335966,
-0.01801586,
0.027486753,
0.04079362,
0.0023958315,
0.0016782396,
0.037169285,
0.00043113396,
0.048121657,
-0.048412662,
0.0044675893,
-0.03724865,
-0.013148138,
0.058730114,
-0.0048048906,
-0.018161362,
-0.0396296,
0.0018452368,
0.0235185,
-0.007619042,
0.047566105,
-0.023558185,
-0.034629606,
0.030105798,
-0.037857115,
0.017632263,
-0.0038293623,
0.006349202,
0.057566095,
-0.03767193,
0.0011177241,
-0.026402097,
-0.004441134,
0.019920621,
0.05182536,
-0.015661364,
0.0022602496,
-0.006527773
] | forward peak memory/batch size
generate peak memory/batch size
generate throughput/batch size
forward latency/batch size |
[
0.015367459,
-0.00943188,
0.017495053,
-0.042958416,
-0.0076498506,
0.008191912,
-0.0069316183,
0.012873974,
-0.029027423,
0.03862192,
0.028458258,
-0.0069248425,
0.02341708,
-0.06586054,
0.015299701,
0.0093031395,
-0.005407069,
-0.014689881,
-0.045045357,
-0.029271351,
0.0007610043,
0.03485459,
-0.056320246,
-0.047755666,
0.00241387,
-0.0038655798,
0.025734395,
-0.018213285,
0.088085085,
0.0392995,
-0.014906706,
0.020381533,
0.009797771,
-0.0058678216,
-0.023972694,
-0.048514552,
-0.009370898,
0.013273744,
-0.027008241,
-0.037429385,
0.021939961,
-0.00066233205,
0.027075998,
-0.048622966,
-0.03190035,
0.018674036,
0.010170439,
-0.0142968865,
-0.0020395084,
-0.037700415,
0.003618264,
-0.000995192,
0.0028526015,
0.01931096,
-0.036480777,
0.002420646,
-0.043310758,
-0.01626186,
-0.05076411,
0.002503649,
0.022522679,
0.025788601,
0.011437509,
-0.07301576,
0.023254462,
0.023918487,
-0.0038757436,
-0.022793708,
-0.028512463,
-0.039624736,
-0.010556659,
-0.0027170859,
-0.009912959,
-0.03119567,
-0.018470764,
0.0111664785,
0.012704579,
0.012033777,
-0.026276458,
0.04393413,
0.0028593773,
0.02062546,
0.02298343,
0.026425526,
-0.00670463,
-0.03802565,
0.029108731,
-0.006132077,
-0.023810076,
-0.021194626,
-0.03049099,
0.04322945,
-0.031168567,
0.019365167,
0.011525595,
0.015286149,
-0.0037470039,
0.04680706,
-0.014025856,
-0.022400714,
0.051522996,
0.12218078,
-0.020327326,
0.021208178,
-0.036724705,
0.00524445,
0.010719277,
0.02149276,
-0.08537477,
0.011525595,
-0.013903892,
0.026411973,
0.0072094253,
0.0065352353,
0.012270929,
0.02978631,
-0.01039404,
0.0497884,
-0.077948526,
-0.0057627973,
0.017969357,
0.0018989111,
-0.018186182,
-0.03160222,
0.038974263,
0.0007182322,
-0.021682482,
0.03355364,
0.011932141,
-0.027075998,
0.020367982,
-0.01122746,
0.035450857,
0.031087259,
-0.00694517,
-0.0077718147,
-0.029461073,
0.010170439,
-0.005190244,
-0.05626604,
0.014838949,
0.034556456,
-0.016912336,
0.05800064,
-0.017332435,
0.008842387,
0.00060177356,
-0.06998021,
-0.036995735,
-0.048866894,
-0.04176588,
-0.007216201,
-0.0022766606,
0.02856667,
-0.00095961924,
-0.033418126,
-0.025124576,
0.022061925,
0.0066504236,
-0.022468472,
-0.021519864,
0.026086736,
-0.052200574,
0.053880967,
-0.0009621601,
0.04702388,
-0.012128638,
-0.04377151,
0.0042484114,
-0.04130513,
-0.021113317,
-0.012087984,
-0.0008423136,
-0.013422811,
0.057350162,
0.013958097,
0.057892226,
0.015191289,
0.005152977,
-0.0031896962,
0.0061659557,
-0.0020090174,
0.0200834,
0.034448043,
0.005044565,
-0.029569484,
-0.0019480354,
0.016532892,
0.008679768,
0.020191811,
0.04157616,
0.03203587,
-0.035884507,
-0.018037114,
-0.039109778,
-0.0057153665,
-0.004380539,
0.0069316183,
-0.03772752,
-0.028729288,
-0.017617017,
0.05740437,
-0.024216622,
0.021357244,
-0.018416557,
-0.0025544674,
0.0042755143,
0.03295737,
-0.024989061,
0.017671222,
0.033526536,
0.022116132,
0.008733975,
0.035884507,
-0.012379342,
0.02385073,
-0.028024608,
0.002175024,
0.0196633,
-0.01660065,
0.035748992,
0.007880227,
0.044421986,
-0.012155741,
0.044150952,
0.017373089,
-0.0014042795,
0.051143553,
0.016085692,
0.029190041,
0.04377151,
0.015977278,
0.0041738776,
0.01284687,
0.00014239716,
0.008158034,
0.022847915,
0.04569583,
0.043879922,
-0.011390079,
0.018999275,
0.04463881,
0.057079133,
0.012277706,
-0.026804969,
0.026859174,
0.00033900051,
0.03661629,
-0.017888047,
0.038811643,
-0.018118424,
0.044530395,
0.027116654,
-0.011180029,
-0.06369229,
0.009865529,
0.034366734,
0.042091116,
-0.012291257,
-0.0013610839,
0.017020749,
0.026181597,
-0.007920882,
-0.014635676,
0.04089858,
0.031981662,
0.03021996,
0.049815502,
-0.036724705,
-0.09280102,
-0.01764412,
-0.072636314,
-0.07480456,
-0.004197593,
-0.009391225,
-0.0052613895,
-0.0062032226,
-0.0366976,
0.035857406,
0.0062540406,
0.0012645291,
0.0106515195,
-0.024609616,
0.025449812,
0.07279893,
0.034312528,
-0.044693016,
0.012880749,
-0.032550827,
0.012724906,
-0.009885857,
-0.016194103,
0.0028627652,
0.0113562,
0.019703954,
0.02351194,
0.006301471,
-0.034827486,
-0.05539874,
0.012894301,
-0.0332013,
0.014283335,
0.01087512,
0.05233609,
-0.023701662,
0.048650067,
0.006182895,
-0.0690587,
0.054314617,
0.04176588,
-0.006155792,
0.05312208,
0.0075007835,
0.009994269,
-0.041820087,
0.029921824,
0.055886596,
0.003077896,
-0.024162415,
-0.032903165,
-0.033526536,
0.00055434316,
-0.013653188,
0.0018735019,
-0.028431155,
0.05653707,
-0.02699469,
-0.03783593,
0.014215577,
-0.05941,
-0.0030524868,
-0.042416357,
-0.009099866,
0.022034822,
0.019175446,
0.0004916672,
-0.035477962,
-0.0018972171,
-0.019419372,
-0.02778068,
0.02393204,
-0.01852497,
0.051712718,
0.047674358,
0.028783495,
-0.004953092,
0.006951946,
-0.045180872,
-0.011776298,
0.029217144,
0.020991353,
0.030680712,
0.021885755,
0.011349424,
-0.021153972,
0.02986762,
0.011478164,
0.0366976,
0.03677891,
0.003777495,
-0.011085168,
0.0129688345,
0.0103533855,
-0.043392066,
-0.085212156,
-0.00598301,
0.0013653188,
0.009215055,
0.024257276,
-0.0655353,
0.017793186,
0.034881692,
-0.042335045,
-0.005793288,
-0.016045036,
-0.023484837,
-0.015448769,
0.0436631,
0.044882737,
-0.03442094,
-0.021343693,
0.012826543,
-0.015286149,
0.024623169,
0.05249871,
0.0069790487,
0.0023969307,
0.007981864,
0.006823206,
-0.0038723557,
-0.021953512,
-0.0004084522,
0.00554936,
-0.04070886,
0.00020306153,
-0.042741593,
0.005071668,
0.034800384,
0.023118947,
0.0008109756,
-0.01340926,
-0.004959868,
-0.011735643,
0.057621196,
-0.033607848,
-0.030924639,
-0.088356115,
0.028810598,
0.020232465,
0.013497345,
0.005891537,
-0.022847915,
-0.023268012,
0.011417182,
0.010495677,
-0.0115798,
-0.01580111,
-0.0006068554,
0.020246018,
0.054910883,
0.029596588,
-0.008591684,
-0.05913897,
0.00068096543,
0.025937669,
-0.06781196,
0.022129683,
-0.068950295,
0.02778068,
0.036833115,
0.00025790295,
-0.018023564,
-0.007961536,
-0.01021787,
-0.058163255,
0.013470242,
0.06331284,
-0.03398729,
0.009072764,
-0.08678413,
-0.0035166275,
-0.0078056934,
-0.0524174,
0.025544673,
-0.0044550723,
-0.007900555,
-0.02261754,
0.0032710056,
0.001027377,
-0.027618062,
-0.00742625,
-0.04593976,
0.0043907026,
-0.052715532,
0.0108886715,
-0.061307218,
0.017373089,
-0.018416557,
0.011444285,
-0.0072636316,
-0.029623691,
0.0059321914,
0.032605033,
-0.015055773,
-0.026777865,
0.006772388,
0.03512562,
-0.015787557,
0.04333786,
0.0055154813,
-0.009404777,
-0.0076634022,
0.020286672,
-0.009851977,
0.013903892,
-0.023552597,
-0.011030963,
0.017833842,
0.001749844,
0.024054004,
-0.06043992,
0.02062546,
-0.000799965,
-0.04043783,
0.010014596,
-0.057892226,
-0.069926,
-0.042091116,
-0.040519137,
0.019812368,
0.043283653,
-0.014920258,
0.00012821038,
-0.018646935,
0.026411973,
-0.017020749,
-0.0340686,
-0.0075820927,
0.04789118,
0.0323069,
0.07534663,
-0.021126868,
-0.00755499,
-0.035071414,
-0.020218914,
0.020218914,
0.020666115,
-0.04089858,
0.004167102,
0.006667363,
-0.0059288037,
0.00048277402,
-0.0027594345,
0.003835089,
0.034204114,
-0.0077718147,
0.008476495,
-0.02646618,
-0.03623685,
0.010956429,
-0.0014415463,
-0.053311802,
-0.032117177,
0.02088294,
-0.012785888,
0.03688732,
0.057946432,
-0.03295737,
-0.046021067,
-0.02359325,
0.02131659,
0.0061456286,
0.013416036,
-0.06705307,
-0.0071077887,
-0.0039943196,
0.013619309,
0.005803452,
-0.044855636,
0.0053664143,
-0.013544776,
0.011884711,
-0.057350162,
-0.018077768,
0.006304859,
-0.0051428135,
-0.037890136,
0.042145323,
0.01844366,
-0.014405299,
-0.0069858246,
-0.0082935495,
0.019785265,
0.040735964,
-0.059247382,
-0.024934854,
0.0061219134,
-0.0055696876,
-0.00022275362,
0.03732097,
-0.0183488,
0.04640051,
0.0025798765,
0.081092484,
-0.022671744,
-0.033092886,
-0.022346508,
0.010604089,
0.017373089,
0.0032828632,
0.0016549831,
-0.03339102,
0.0105702095,
-0.014039407,
0.012426772,
-0.0033878877,
-0.005071668,
-0.027035344,
-0.052363195,
0.041196715,
-0.012209947,
0.012758785,
-0.024189519,
0.017522156,
0.05117066,
-0.021817997,
0.047809873,
0.08092986,
-0.001388187,
0.0052613895,
-0.022332957,
0.016993646,
-0.004861619,
0.0032252693,
-0.009689359,
0.009885857,
-0.005400293,
0.007182322,
0.0019056869,
-0.04550611,
-0.023200255,
-0.002080163,
0.040248107,
0.012962058,
-0.0032828632,
-0.013517672,
-0.03694153,
-0.061036184,
0.01039404,
-0.0060541555,
0.020029193,
0.008910145,
-0.014351092,
0.013009489,
0.026926933,
-0.016478686,
-0.030247062,
0.007893778,
0.042524766,
-0.007893778,
-0.021696033,
-0.0031490417,
0.019148342,
-0.01148494,
-0.019595543,
-0.0105702095,
-0.00096046616,
-0.035261136,
0.009594498,
-0.04482853,
0.043039728,
-0.029190041,
0.047240708,
0.012440324,
-0.030816227,
-0.039353706,
0.012941731,
-0.021221729,
-0.013659963,
-0.041847188,
0.05485668,
0.0042687384,
-0.0036047127,
-0.0011916895,
0.022360059,
-0.021967065,
-0.022685297,
0.05076411,
-0.0014669554,
0.023484837,
0.0075617656,
0.00027124275,
0.045479007,
-0.0401668,
-0.010692174,
0.014757639,
-0.035667684,
-0.0733952,
-0.025232987,
0.0041569383,
0.025924116,
0.021275936,
-0.043879922,
-0.026100287,
0.03732097,
0.053284697,
-0.015516526,
-0.07106433,
0.0366705,
-0.061144598,
-0.027712923,
-0.0019497294,
0.027021794,
0.0080157425,
0.026154494,
0.034285422,
-0.031304084,
0.015191289,
0.011925365,
-0.002562937,
-0.007189098,
-0.040844373,
0.016573546,
-0.03127698,
-0.018010011,
-0.0156249385,
-0.0137412725,
-0.009201503,
-0.023959143,
-0.0043974784,
0.04027521,
0.0014754251,
-0.021994168,
0.00087322807,
0.017779635,
-0.013592206,
-0.009438655,
-0.0012196396,
-0.007887003,
-0.029244248,
0.030463887,
0.011119048,
-0.01061764,
0.0028729287,
0.0213979,
-0.013748049,
0.015177737,
-0.025856359,
0.030274166,
-0.019378718,
-0.029488176,
-0.00023884609,
0.012535185,
-0.053609937,
-0.0108886715,
-0.0029745654,
-0.0029644019,
0.00023291729,
0.043012623,
0.015963728,
0.0777317,
0.005468051,
0.036372364,
-0.0005933038,
0.042958416,
0.031005949,
0.013998752,
0.011613679,
-0.009228607,
0.027889092,
0.006071095,
-0.0008427371,
0.011688213,
-0.020774528,
0.085157946,
0.007853124,
0.02078808,
0.0037910463,
0.02524654,
0.021587621,
0.041278023,
0.028891906,
-0.026154494,
-0.014649226,
-0.047538843,
0.013700618,
0.009154073,
-0.06439697,
-0.030165752,
0.038649023,
-0.03650788,
0.016167,
-0.017969357,
-0.03512562,
-0.013836133,
-0.0058813733,
0.0023935428,
0.0032388207,
0.03241531,
-0.012948507,
-0.0056374455,
-0.0187689,
-0.0401668,
0.002507037,
0.004648182,
-0.027116654,
-0.04000418,
0.008977903,
0.020855837,
0.030599402,
-0.005430784,
-0.008103828,
0.005772961,
0.009215055,
0.048189316,
-0.025002612,
0.012569063,
-0.04970709,
0.00834098,
-0.03729387,
-0.0049022734,
-0.0209778,
0.0428229,
0.0098180985,
-0.006308247,
0.03704994,
0.033716258,
0.01196602,
0.009465759,
-0.0032794753,
-0.0023054576,
0.013131453,
-0.02341708,
0.011213909,
-0.004953092,
0.050222047,
0.035071414,
0.03249662,
0.008930472,
-0.00073305424,
0.025043266,
-0.06390911,
-0.0066300966,
0.041603263,
0.007615972,
0.029217144,
0.012020226,
-0.012745234,
-0.018199733,
0.031954557,
-0.025964772,
0.048379038,
-0.032821856,
0.0032879452,
-0.03729387,
-0.020679668,
0.033038683,
0.002268191,
-0.069926,
-0.004797249,
0.015177737,
0.04420516,
0.032198485,
-0.032659236,
-0.014229129,
0.047593046,
0.036155537,
0.008551029,
-0.022089029,
0.033282608,
0.01302304,
0.0087271985,
0.035234034,
0.00080547034,
-0.00083511433,
-0.017251125,
-0.048785582,
-0.07025124,
0.014825397,
0.00094267976,
0.0049259886,
-0.0020124053,
-0.020855837,
0.019541336,
-0.038486406,
0.008178361,
-0.04114251,
-0.0011459531,
0.022807261,
-0.019798815,
-0.05539874,
0.042958416,
0.020760976,
-0.002266497,
-0.004065465,
0.036047127,
0.013395708,
0.028268535,
0.03688732,
0.01170854,
0.04593976,
0.027225066,
-0.035721887,
-0.0062946957,
-0.009628377,
-0.021587621,
0.027387684,
-0.03225269,
-0.05285105,
0.014825397,
-0.0030880596,
-0.00008893205,
-0.05772961,
0.052878153,
0.006436987,
-0.05111645,
0.012819767,
0.07572607,
0.030789124,
0.008794957,
0.008584907,
0.012826543,
-0.04499115,
-0.014025856,
-0.066348396,
0.057458576,
-0.03203587,
-0.02429793,
-0.039895765,
-0.060873568,
0.020300224,
0.005559524,
0.01406651,
-0.003286251,
0.029162938,
0.031033052,
0.03214428,
-0.014513711,
-0.012745234,
-0.04396123,
0.037022837,
0.028891906,
0.011606904,
0.07312417,
0.052742638,
-0.008523925,
0.007460129,
0.0063895565,
0.029190041,
0.010129784,
-0.024623169,
-0.0072568557,
0.019853022,
-0.017779635,
-0.05008653,
0.012901077,
0.010387264,
-0.02813302,
0.009723238,
-0.042091116,
-0.018985722,
-0.060927775,
-0.037185457,
-0.042064015,
0.026574591,
-0.017440846,
-0.006785939,
0.005349475,
-0.0768644,
0.21183784,
0.013971649,
0.022780158,
-0.010285627,
0.068299815,
0.05276974,
0.056157626,
-0.0015304784,
0.0068808002,
-0.009140521,
0.014445953,
-0.022861466,
0.013971649,
0.03382467,
0.010563434,
0.014012304,
-0.07409988,
-0.007006152,
-0.017982908,
-0.024189519,
-0.052146368,
-0.011261339,
-0.009140521,
0.050167844,
0.05426041,
-0.02848536,
-0.036209743,
-0.09860109,
0.01573335,
-0.068570845,
0.033607848,
0.011186806,
0.03642657,
-0.013876788,
0.0045397696,
-0.0062303254,
-0.007182322,
-0.02481289,
-0.039678942,
0.0065013566,
-0.012135414,
-0.039001364,
0.05052018,
0.0006470866,
0.004190817,
-0.00755499,
-0.040329415,
0.039949972,
0.0142968865,
-0.055452947,
0.059789445,
-0.030572299,
0.03729387,
-0.032008763,
-0.008869491,
0.026005426,
-0.054910883,
-0.056320246,
-0.026059633,
0.004400866,
0.016559996,
0.00020412024,
-0.00856458,
0.057946432,
-0.010976756,
-0.0009892632,
-0.014093613,
0.03179194,
0.0005217347,
0.02261754,
0.029542381,
0.01738664,
-0.009167625,
-0.031575114,
0.016085692,
0.021140419,
-0.0051495894,
0.075184,
0.030870434,
-0.04255187,
-0.0043974784,
-0.020571254,
0.011911813,
-0.089223415,
0.039949972,
0.04743043,
-0.039977077,
-0.00085120683,
-0.02515168,
-0.002689983,
0.009662256,
0.025964772,
0.037185457,
0.00055900146,
-0.0068672486
] | Copied from transformers.models.bert.modeling_bert.BertSelfOutput
Note that instead of applying this to a whole class, you can apply it to the relevant methods that are copied from. For instance here you can see how RobertaPreTrainedModel._init_weights is copied from the same method in BertPreTrainedModel with the comment:
Copied from transformers.models.bert.modeling_bert.BertPreTrainedModel._init_weights |
[
0.05580237,
-0.005285791,
-0.02805103,
0.051846456,
-0.0140779605,
-0.0033752641,
0.012474617,
-0.0028882672,
-0.009133068,
0.057630483,
0.006083717,
0.0017531894,
-0.002652261,
-0.03464422,
-0.022941306,
0.03425462,
-0.00021048574,
-0.0394093,
-0.04468385,
-0.010271892,
-0.031587377,
0.0009833594,
-0.10471186,
-0.010676473,
-0.017427001,
0.024934249,
-0.01603344,
0.035573263,
0.09026678,
0.041567072,
-0.020618705,
-0.040188495,
0.022267003,
-0.018056352,
0.0026391493,
-0.017067373,
0.029564466,
0.006709321,
-0.03970899,
-0.048789613,
0.016378086,
-0.021442855,
0.057510607,
-0.0076608383,
-0.10489167,
-0.03056843,
-0.012489601,
-0.03089809,
0.00023120653,
-0.07911829,
-0.060687326,
-0.0020172917,
0.03365524,
-0.03500385,
0.014467559,
-0.0073236865,
0.0046489486,
0.0065295068,
-0.049718652,
0.020049294,
0.034973882,
0.039978713,
0.024125084,
-0.04950887,
-0.0035663168,
0.028590472,
0.00073611474,
0.010721427,
0.0059301257,
-0.022731524,
0.00027276517,
0.009267928,
-0.047081377,
-0.041417226,
-0.05358466,
-0.023405828,
0.03284608,
0.017262172,
-0.008518702,
0.020154186,
0.013418642,
0.019419944,
-0.028066015,
-0.019944401,
-0.04228633,
-0.08768944,
0.0050460384,
-0.027032083,
0.01669276,
-0.0031467502,
0.01732211,
0.03719159,
0.02553363,
-0.000055752967,
0.0038922303,
0.02063369,
-0.009237959,
0.040757906,
0.02679233,
-0.005604212,
0.013650902,
0.038600136,
0.0023506973,
0.012100004,
-0.03806069,
0.026642485,
-0.021143164,
0.01792149,
-0.017981429,
-0.012909168,
0.0021596446,
0.0072525097,
-0.02268657,
-0.01023443,
-0.043335244,
-0.0036562239,
-0.023465766,
0.020693628,
-0.031617347,
-0.014085453,
0.016108364,
-0.0019948147,
0.0063871536,
0.004705141,
0.021592699,
-0.0788186,
0.019285083,
0.022341926,
-0.031077905,
-0.018371027,
0.04534317,
0.01765177,
-0.030373631,
0.031617347,
0.05607209,
0.026672455,
0.020918395,
0.008069167,
-0.0047538406,
-0.0130290445,
0.03590292,
-0.023525704,
0.024155054,
0.056581564,
-0.030748244,
0.024155054,
0.0086385785,
-0.05613203,
-0.038600136,
0.010601551,
-0.05043791,
0.0014890871,
-0.00566415,
-0.020423908,
0.0024200007,
-0.007739507,
-0.012894183,
-0.011837774,
-0.023870347,
0.013658394,
0.06790987,
0.006967804,
-0.07018752,
0.011185948,
-0.028440628,
0.013141428,
-0.011613007,
0.00857864,
0.044024535,
-0.02898007,
0.008855854,
0.0059039025,
-0.0017522528,
0.010653997,
0.035992827,
0.06743036,
0.036382426,
-0.0060724784,
0.034374498,
-0.0046676793,
-0.020453876,
-0.016917529,
-0.016003473,
0.016108364,
0.026492639,
0.022311958,
-0.0044017043,
-0.020483846,
0.013418642,
0.0029182362,
-0.0075821695,
0.03725153,
0.0016454881,
0.046511963,
-0.02728682,
-0.025773382,
-0.01652793,
-0.015246754,
-0.012294803,
-0.0135310255,
0.0013785763,
0.008750962,
0.009050652,
0.028560504,
-0.05355469,
0.03425462,
-0.024349852,
0.02315109,
-0.011245886,
0.037131652,
0.047710728,
-0.00200418,
-0.022461802,
0.013253812,
0.052505773,
-0.021412885,
-0.028800257,
0.009642541,
0.015883597,
0.028755303,
0.01682762,
0.0253688,
0.032396544,
-0.024035178,
-0.0076308693,
-0.022431834,
0.018625764,
0.023375858,
0.038989734,
0.020648675,
0.016677776,
0.022866385,
0.015673812,
0.013441118,
0.045822676,
0.0012924152,
0.042705894,
-0.0016351863,
-0.005076008,
0.03503382,
-0.03910961,
-0.013403657,
-0.010309353,
0.014549973,
0.022491772,
-0.00050338637,
-0.024200007,
-0.038360383,
-0.044234317,
0.060028005,
-0.039259456,
0.049209177,
0.0027908678,
-0.0032478957,
-0.028066015,
0.0037967039,
-0.024634559,
0.038240507,
-0.031047935,
-0.04663184,
-0.0021877405,
0.024484713,
0.017996414,
-0.013965577,
0.008728486,
0.043425154,
0.015613874,
0.009545142,
0.0114331925,
0.0075035007,
-0.028021062,
-0.038390353,
-0.053255,
-0.012991583,
-0.016632821,
0.017876538,
0.0037929579,
-0.01874564,
0.009964709,
0.007904337,
0.0009899151,
0.013306258,
-0.013845701,
0.024979202,
0.029654374,
0.0031842114,
-0.027511587,
0.034524344,
-0.055652525,
0.02676236,
-0.0037105428,
0.013673379,
-0.040548123,
-0.0423163,
0.032216728,
-0.015688797,
0.019389974,
0.043365214,
0.0039221994,
-0.000349795,
0.011605514,
-0.02553363,
0.020094248,
-0.009492696,
-0.047770664,
0.029324714,
-0.00640963,
-0.01205505,
0.046392087,
0.026118027,
-0.036981806,
0.024664527,
0.004019599,
0.0519963,
-0.002257044,
0.047500942,
0.027436664,
0.009754925,
-0.0011500623,
-0.038540196,
-0.012759322,
0.015838642,
0.009425266,
-0.058409676,
-0.025653506,
0.03874998,
-0.040458217,
-0.043245338,
0.042196423,
-0.022446819,
-0.02851555,
-0.004663933,
-0.024859326,
0.027166942,
0.0005623879,
0.011493131,
-0.046152335,
0.0056753885,
-0.034764096,
0.034434438,
0.016797652,
-0.023076167,
0.0076683303,
0.034734126,
0.02414007,
0.020513814,
0.042975616,
-0.024589606,
-0.014662357,
-0.031917036,
0.008338888,
0.03533351,
-0.0045627877,
-0.021622669,
0.008061674,
-0.010901242,
-0.056311842,
0.04666181,
0.005195884,
-0.010354307,
0.03410478,
0.049329054,
-0.0060687326,
0.020603722,
-0.020348985,
0.00006520609,
-0.018206198,
0.009635049,
0.034794066,
-0.03119778,
-0.0037779734,
0.0027140721,
-0.011395731,
-0.008563655,
0.011238393,
0.01983951,
0.050857477,
0.004146967,
0.010639013,
-0.026492639,
-0.027931154,
0.03809066,
0.00011103767,
0.058199894,
0.03401487,
0.042106513,
0.010878765,
-0.007447309,
0.01417536,
-0.006053748,
0.010519137,
-0.0029276016,
-0.033325583,
-0.0073798783,
0.0011959524,
-0.04828014,
0.011268362,
0.017531894,
0.007458547,
-0.014954556,
0.034794066,
-0.012070035,
0.018296104,
0.01189022,
0.051157165,
-0.027331773,
-0.035513323,
0.049239147,
0.018131275,
0.036652148,
-0.010923718,
-0.033565335,
-0.0032066882,
-0.0062148315,
-0.028590472,
0.0056978655,
-0.07042727,
0.035123724,
-0.00058065035,
0.070966706,
0.0057278345,
-0.009125575,
-0.010511644,
0.01447505,
0.013808239,
-0.061046954,
0.018341059,
-0.03752125,
-0.00025941958,
0.0482202,
-0.016273193,
-0.019105269,
-0.04003865,
0.0006251356,
-0.063174754,
0.0818155,
0.056941193,
-0.014804711,
-0.0051621688,
-0.039768927,
-0.011717898,
0.010833811,
-0.014744773,
-0.027601494,
0.029714312,
-0.010826319,
-0.0010320591,
0.0012914788,
0.008091643,
0.0059488565,
0.03623258,
-0.0394093,
0.008189043,
-0.06086714,
-0.03023877,
-0.0047613326,
-0.014542481,
0.0037536235,
0.013635918,
0.057240885,
-0.030418584,
-0.0044616424,
0.033984903,
-0.02225202,
-0.0006906929,
0.03428459,
0.0010901241,
-0.015306692,
0.030163849,
-0.00867604,
0.019809542,
0.051786516,
0.034464408,
-0.010376783,
-0.010916227,
-0.0037611157,
0.041716915,
-0.026672455,
0.0190753,
-0.047740694,
-0.05136695,
0.03026874,
0.0035326018,
0.020528799,
0.015014494,
-0.024784403,
-0.027316788,
0.032726202,
-0.0046377103,
0.053764474,
0.010848796,
-0.03143753,
-0.0037554966,
-0.0519963,
-0.028200876,
-0.038030725,
0.0074135936,
-0.02838069,
0.06413376,
0.050887447,
0.0028920132,
-0.0060987016,
-0.000671494,
0.020154186,
-0.056791347,
-0.0023619358,
-0.022416849,
-0.020888427,
0.022147126,
0.014549973,
-0.025293877,
0.010054616,
-0.047500942,
-0.0064058844,
-0.03743134,
-0.031407565,
0.019719634,
-0.03212682,
-0.04789054,
0.09733947,
-0.0034145985,
-0.06569216,
0.007143872,
0.03743134,
0.002343205,
0.032636296,
0.018176228,
-0.035213634,
-0.018131275,
-0.060747262,
0.017427001,
-0.016048426,
-0.0038472768,
-0.035573263,
-0.05106726,
-0.01828112,
0.0039821374,
0.038779948,
-0.03533351,
-0.020244094,
-0.029264776,
0.007574677,
-0.025218954,
0.010698951,
-0.011440684,
0.035962857,
0.012167434,
-0.012317279,
-0.03152744,
-0.012826753,
0.026387747,
0.0107963495,
0.0073049557,
0.03203691,
-0.03907964,
-0.0129840905,
-0.002485558,
-0.005057277,
0.0022982515,
-0.022311958,
-0.035783045,
0.047201253,
-0.043994565,
0.049928434,
-0.03964905,
-0.012347248,
0.0012156195,
-0.010481675,
0.059638407,
-0.010916227,
-0.018221183,
0.010893749,
0.037101682,
0.013231335,
0.03506379,
-0.029369669,
0.009904771,
-0.010668982,
-0.02679233,
0.009410282,
-0.025203971,
0.0113732545,
-0.020513814,
0.029294746,
0.04953884,
-0.046452027,
0.025443723,
0.05289537,
-0.01576372,
-0.0054993206,
-0.040158525,
-0.0028938863,
-0.037761003,
-0.015179323,
-0.0032965953,
0.00519963,
-0.022581678,
-0.0075222314,
-0.0528654,
-0.049898468,
-0.005825234,
0.007196318,
0.041087568,
0.0013148921,
-0.0017756661,
0.013148921,
-0.073244356,
-0.0419267,
0.030688306,
0.023285951,
0.019629728,
0.010826319,
0.0060425093,
-0.028125953,
-0.016482977,
-0.018835548,
-0.007140126,
-0.020259077,
0.03785091,
-0.044983543,
-0.025818337,
0.06850924,
-0.0070127575,
-0.0037011777,
-0.07084683,
-0.017636785,
0.019404959,
-0.022147126,
0.004495357,
0.010916227,
0.0052670604,
0.00097024796,
-0.036022797,
0.013186381,
0.028185891,
-0.020019324,
0.03401487,
0.0092604365,
-0.024394806,
-0.0103243375,
0.06389401,
-0.025293877,
-0.019764587,
-0.015853627,
-0.013238828,
-0.025443723,
-0.01642304,
0.00368432,
-0.025938213,
0.0061024474,
0.0028451865,
0.002118437,
0.042765833,
0.00417319,
0.03245648,
0.023810409,
0.0037367658,
-0.039978713,
0.013680871,
0.024709482,
-0.02000434,
0.018101305,
0.02142787,
0.019165207,
-0.008323903,
-0.011343285,
-0.009889786,
-0.08049686,
-0.0012203022,
-0.040128555,
0.0057765343,
-0.02884521,
-0.043934625,
0.00051930745,
0.06593191,
-0.0037049237,
-0.03910961,
0.031557407,
0.050647695,
0.0024443506,
-0.020888427,
-0.0042218897,
-0.003285357,
-0.012991583,
-0.007739507,
0.012369725,
-0.043365214,
0.002995032,
-0.0020922143,
-0.036442365,
0.006199847,
-0.0036712086,
0.0291449,
-0.027331773,
0.0067655127,
-0.034524344,
0.008885823,
-0.024214992,
-0.018805578,
0.0023787932,
0.009964709,
-0.002860171,
-0.0005155613,
-0.01033183,
0.03791085,
0.017441986,
0.010481675,
0.003204815,
0.058169924,
0.0007319004,
-0.035513323,
-0.023300936,
0.03530354,
-0.04693153,
-0.0060050483,
-0.035183664,
-0.0092154825,
0.011178455,
0.013358704,
-0.00057596766,
0.0637142,
0.01702242,
0.024994187,
0.0264327,
0.04854986,
0.03752125,
0.0009627557,
0.02192236,
-0.013276289,
-0.02898007,
-0.054273948,
0.022117158,
0.03470416,
0.003658097,
0.014182853,
-0.0008260219,
0.010099569,
-0.021307994,
-0.0014956428,
0.024200007,
0.02805103,
0.009515173,
-0.008473748,
-0.011672945,
0.01861078,
-0.0066643674,
-0.019614743,
-0.0228514,
-0.017292142,
0.036022797,
-0.046841625,
0.0013364323,
-0.0070389803,
-0.026252886,
0.01973462,
0.015613874,
0.0031430041,
-0.02016917,
0.05292534,
-0.0073611476,
0.01576372,
-0.050377972,
-0.023091152,
-0.01212248,
0.007623377,
-0.06251544,
-0.039379332,
0.0228514,
0.044384163,
0.017456971,
0.013066505,
-0.07971767,
-0.00054834,
0.020319015,
0.035183664,
-0.07624126,
-0.0049186703,
-0.03530354,
0.029999018,
-0.03725153,
-0.047111344,
0.037011776,
-0.01457245,
0.040668,
0.03128769,
-0.025218954,
0.014782233,
0.034734126,
-0.035423417,
0.019689666,
0.0331158,
0.01844595,
0.016842606,
0.02632781,
-0.017097343,
0.044983543,
0.026897222,
0.010114554,
-0.05454367,
-0.011133501,
0.0040533138,
-0.02036397,
-0.010698951,
0.008571148,
0.027811278,
-0.073184416,
-0.009350344,
-0.012279818,
-0.0013841954,
-0.04093772,
-0.007166349,
0.021307994,
0.044983543,
-0.02533883,
0.006192355,
-0.043604966,
-0.016887559,
-0.015673812,
-0.07612138,
-0.043784782,
-0.004308051,
0.026088057,
0.008174058,
-0.00025754652,
-0.034464408,
0.045193326,
0.007364894,
0.0394093,
0.013133936,
-0.016153317,
0.04600249,
-0.016213255,
0.04351506,
0.004795048,
-0.04441413,
-0.008406319,
0.01291666,
-0.03425462,
0.07186578,
-0.036172643,
0.011867744,
-0.02225202,
-0.03964905,
-0.023795426,
-0.049628746,
-0.04630218,
-0.07564188,
0.021817468,
0.040787876,
-0.019315053,
-0.025893258,
0.005855203,
0.011493131,
-0.022431834,
0.037551217,
0.039319392,
-0.017441986,
0.09476213,
0.0069003734,
-0.013838208,
0.02473945,
0.009859817,
-0.012354741,
-0.0026634992,
-0.011463162,
-0.0027234373,
0.0072113024,
-0.00794929,
-0.026582547,
-0.02361561,
0.003111162,
-0.013493564,
-0.06086714,
-0.0063422,
0.0027515334,
-0.04890949,
-0.030778214,
0.08013724,
0.038869858,
0.0077245226,
-0.022072205,
-0.030418584,
-0.026282856,
-0.008009228,
0.016453007,
0.012744338,
-0.02503914,
-0.033295613,
-0.031137843,
-0.041057598,
-0.012646939,
-0.039858837,
-0.0030886852,
-0.007338671,
0.04348509,
0.061376613,
0.044593945,
0.013748301,
-0.019060316,
-0.01589858,
0.050647695,
0.034194686,
0.018011399,
0.058769304,
0.08942764,
0.04477376,
-0.0067804973,
0.038570166,
0.019614743,
-0.014992016,
-0.0040345835,
-0.054034196,
0.024529668,
-0.06287506,
-0.021832453,
-0.01625821,
0.017696723,
0.023720503,
-0.03812063,
-0.064373516,
-0.00087706296,
-0.04162701,
0.0048924475,
0.0046077413,
0.04381475,
-0.0069228504,
-0.026567562,
0.013418642,
-0.032606326,
0.2680432,
0.06083717,
0.0108712725,
0.0494789,
-0.00073939265,
0.033835057,
0.061376613,
-0.04090775,
0.027826263,
-0.0015087543,
0.0063159773,
-0.054663546,
0.0040533138,
0.014827187,
-0.0041319826,
0.03023877,
-0.019719634,
0.004345512,
-0.0075634387,
-0.028125953,
-0.013358704,
0.011687929,
0.026103042,
0.036742054,
0.023735488,
0.0068629123,
0.029324714,
-0.022986261,
0.048070356,
-0.010938703,
0.013860685,
-0.016108364,
0.0278862,
-0.02695716,
-0.02016917,
0.054273948,
0.020603722,
-0.026777346,
0.021083226,
-0.014617404,
0.044593945,
-0.029909112,
-0.005203376,
-0.046841625,
-0.042615987,
0.048429985,
0.0012081272,
0.023211028,
0.031587377,
-0.087509625,
0.025728429,
-0.014759757,
0.026732393,
-0.03629252,
-0.05004831,
-0.0019123999,
-0.037101682,
-0.026507623,
-0.006859166,
0.04573277,
-0.00060546846,
-0.016497962,
0.021697592,
0.030658336,
-0.016572883,
0.021083226,
-0.02898007,
0.02632781,
-0.016333131,
0.034883972,
0.040188495,
0.003169227,
-0.033775117,
-0.033175737,
-0.017262172,
0.032756172,
-0.021967312,
0.03869004,
-0.00433802,
0.00041394748,
0.022536725,
-0.035753075,
-0.017936476,
-0.020993318,
0.0064133764,
0.03203691,
-0.050617725,
-0.010534121,
0.0038809918,
0.033145767,
0.019959386,
0.019195177,
-0.017981429,
-0.04687159,
-0.030628368
] |
The benchmarks indicate AWQ quantization is the fastest for inference, text generation, and has the lowest peak memory for text generation. However, AWQ has the largest forward latency per batch size. For a more detailed discussion about the pros and cons of each quantization method, read the Overview of natively supported quantization schemes in 🤗 Transformers blog post.
Fused AWQ modules
The TheBloke/Mistral-7B-OpenOrca-AWQ model was benchmarked with batch_size=1 with and without fused modules.
Unfused module
| Batch Size | Prefill Length | Decode Length | Prefill tokens/s | Decode tokens/s | Memory (VRAM) |
|-------------:|-----------------:|----------------:|-------------------:|------------------:|:----------------|
| 1 | 32 | 32 | 60.0984 | 38.4537 | 4.50 GB (5.68%) |
| 1 | 64 | 64 | 1333.67 | 31.6604 | 4.50 GB (5.68%) |
| 1 | 128 | 128 | 2434.06 | 31.6272 | 4.50 GB (5.68%) |
| 1 | 256 | 256 | 3072.26 | 38.1731 | 4.50 GB (5.68%) |
| 1 | 512 | 512 | 3184.74 | 31.6819 | 4.59 GB (5.80%) |
| 1 | 1024 | 1024 | 3148.18 | 36.8031 | 4.81 GB (6.07%) |
| 1 | 2048 | 2048 | 2927.33 | 35.2676 | 5.73 GB (7.23%) |
Fused module
| Batch Size | Prefill Length | Decode Length | Prefill tokens/s | Decode tokens/s | Memory (VRAM) |
|-------------:|-----------------:|----------------:|-------------------:|------------------:|:----------------|
| 1 | 32 | 32 | 81.4899 | 80.2569 | 4.00 GB (5.05%) |
| 1 | 64 | 64 | 1756.1 | 106.26 | 4.00 GB (5.05%) |
| 1 | 128 | 128 | 2479.32 | 105.631 | 4.00 GB (5.06%) |
| 1 | 256 | 256 | 1813.6 | 85.7485 | 4.01 GB (5.06%) |
| 1 | 512 | 512 | 2848.9 | 97.701 | 4.11 GB (5.19%) |
| 1 | 1024 | 1024 | 3044.35 | 87.7323 | 4.41 GB (5.57%) |
| 1 | 2048 | 2048 | 2715.11 | 89.4709 | 5.57 GB (7.04%) |
The speed and throughput of fused and unfused modules were also tested with the optimum-benchmark library. |
[
-0.006115108,
-0.028016353,
0.03100656,
-0.004542555,
-0.0028252066,
-0.040920038,
-0.014789402,
0.023167368,
0.0047951066,
0.055871073,
0.06336006,
0.009213069,
0.021470224,
-0.03281146,
0.0052867397,
-0.023382878,
0.009064906,
-0.0032057173,
-0.04848984,
-0.0062194956,
0.03227268,
-0.0067481697,
-0.065461285,
-0.009051437,
0.004966841,
-0.0013477819,
0.010607152,
0.005801944,
0.06847843,
0.093585394,
-0.048813105,
0.003207401,
-0.0055628624,
-0.02424492,
-0.030656355,
-0.0390882,
0.009718172,
0.028393496,
-0.027060024,
-0.025026144,
-0.0073206187,
-0.025969004,
0.04000412,
-0.057325765,
-0.04827433,
0.033080846,
0.015988179,
0.01683675,
-0.002838676,
-0.048786167,
0.023921654,
-0.033269417,
0.032164928,
0.012095521,
-0.009920213,
0.015112667,
-0.017240832,
-0.037175544,
-0.020581244,
0.03906126,
-0.007872865,
0.007610211,
-0.00729368,
-0.050402496,
0.014210217,
0.0153685855,
-0.02198206,
-0.041054733,
0.0060174544,
-0.040812284,
0.027100433,
0.044098817,
-0.04024657,
-0.03076411,
-0.00829715,
-0.029040027,
0.024877982,
0.022951858,
-0.031329826,
0.04536494,
-0.0023908184,
0.033134725,
0.042266976,
0.014924095,
-0.017617974,
-0.029013088,
0.007542864,
-0.026373085,
-0.016688587,
-0.0011954092,
-0.032703705,
0.027113901,
-0.015853483,
-0.0060140872,
0.020837162,
0.048840046,
-0.012762257,
0.026884923,
-0.0096508255,
-0.047358412,
0.052395966,
0.05770291,
-0.013994707,
0.034670237,
-0.049486578,
-0.018048996,
0.03348493,
0.01662124,
-0.06045067,
-0.037768196,
-0.011213276,
0.016122872,
0.030036762,
0.030225335,
-0.0012728584,
0.033269417,
0.025672676,
0.012984502,
-0.0445029,
-0.02536288,
0.060720056,
0.0052867397,
-0.012950828,
-0.009718172,
0.020554304,
0.013307767,
-0.024352675,
0.02782778,
0.011644296,
-0.023288593,
-0.0059299036,
-0.013684911,
0.013610829,
0.013247155,
-0.020621652,
0.02785472,
-0.03030615,
0.017173486,
-0.004653678,
-0.058942094,
0.036933094,
-0.011900215,
-0.0064316387,
0.08216334,
-0.0024598492,
0.021726143,
0.04242861,
-0.022345735,
-0.056463726,
-0.0063137813,
-0.027302474,
0.009145723,
0.03477799,
-0.01775267,
0.009590213,
0.0073744967,
-0.0018520425,
-0.018830221,
-0.007381231,
-0.019584509,
-0.008943682,
0.013738788,
-0.008950416,
0.061582096,
-0.022493899,
0.053177193,
-0.022076346,
-0.036286563,
0.013745523,
-0.0003466266,
0.015786137,
-0.010384907,
-0.029713497,
0.042105343,
0.053850662,
0.052288212,
0.0060140872,
-0.029497987,
-0.0019109711,
0.004148575,
0.029524924,
0.033323295,
0.037579626,
0.020163693,
0.018978385,
-0.002424492,
-0.0058423523,
0.023894716,
0.0105398055,
-0.0075563337,
0.034104522,
0.046631064,
0.0010834449,
0.024851043,
-0.013051849,
0.040354323,
-0.03343105,
0.00062295975,
0.0021517368,
-0.044853102,
-0.013684911,
0.025282064,
-0.0041014324,
0.017577566,
-0.03911514,
-0.05522454,
0.004047555,
0.026319208,
0.015584096,
0.030871864,
0.0093410285,
-0.013900421,
-0.02650778,
0.03432003,
-0.001336838,
-0.0067077614,
-0.014681646,
0.02354451,
0.012688175,
-0.007765109,
-0.028151046,
0.038953505,
0.025672676,
0.022642061,
0.01931512,
-0.016149811,
0.06804741,
0.039653912,
0.013940829,
0.0048792902,
0.008324089,
0.0024598492,
-0.0017207159,
0.028689822,
0.0013351543,
0.021699203,
0.05975026,
0.05926536,
0.006424904,
-0.0007757533,
0.00043186263,
0.04331759,
0.026857983,
0.037175544,
-0.0011676286,
0.0031770947,
0.04848984,
0.029255537,
0.024851043,
0.024756758,
-0.026359616,
0.060073525,
0.030898804,
0.04444902,
-0.036313504,
-0.027962474,
0.028204923,
0.024810635,
-0.04851678,
-0.0006275899,
-0.022009,
0.0064215367,
0.012957563,
0.008694498,
0.043479223,
-0.013597359,
0.013604094,
0.060558423,
-0.030737171,
-0.07709885,
-0.034885745,
-0.07181884,
-0.053769846,
-0.028339617,
-0.026763698,
-0.016675116,
0.027908597,
-0.03749881,
0.04334453,
-0.006185822,
-0.0092871515,
0.042078406,
-0.021887776,
0.019368997,
0.004397759,
0.039034322,
-0.040165752,
0.021241244,
-0.031518396,
0.011859807,
-0.0033858705,
0.026400024,
0.02804329,
-0.0029346456,
0.0032141355,
0.0489478,
-0.015072259,
0.0014833177,
-0.03437391,
-0.012667971,
-0.047115963,
-0.038764935,
-0.010654296,
0.018911038,
-0.027302474,
0.056355968,
0.007387966,
-0.05813393,
0.05253066,
0.07823028,
-0.035424523,
0.03262289,
0.011900215,
0.00909858,
-0.016122872,
0.0136445025,
0.044610653,
0.019826956,
-0.042698,
-0.02291145,
-0.022642061,
0.015301239,
0.004061024,
-0.007044496,
-0.033754315,
0.027477575,
-0.009118784,
-0.03364656,
0.014546952,
-0.027504515,
0.012324501,
0.0107755205,
-0.002673676,
0.022830633,
0.030144518,
-0.008485722,
0.0030979621,
0.007913273,
-0.00908511,
-0.031976357,
-0.000880562,
-0.034266155,
0.008512661,
0.011812664,
0.03418534,
-0.007940211,
0.00025823366,
-0.06503026,
0.004027351,
0.026117167,
0.008546335,
0.049540453,
0.00932756,
0.047223717,
0.0038522484,
-0.006596639,
-0.010499397,
0.00798062,
0.0129171545,
0.027908597,
0.009798989,
0.041431874,
0.01769879,
-0.029955946,
-0.04692739,
-0.027585331,
-0.009731642,
0.03294615,
0.024972267,
-0.021820428,
0.037849013,
0.025632268,
-0.029902069,
0.02715431,
-0.013402053,
-0.01594777,
0.033350233,
0.001165945,
0.043398406,
-0.01994818,
-0.01547634,
0.01613634,
-0.013031645,
0.03677146,
0.03593636,
0.020271447,
-0.024056349,
-0.052638415,
0.0095228655,
0.014250625,
-0.021510633,
-0.04490698,
0.006579802,
-0.05069882,
-0.024312267,
-0.039195955,
-0.0044617387,
0.033538807,
0.015462872,
0.021443285,
-0.05188413,
0.030063702,
0.029282475,
0.03294615,
-0.048220452,
0.007455313,
-0.07198048,
0.0431829,
0.0014546952,
0.039626975,
-0.031599212,
-0.0019177059,
-0.010620622,
0.0020473488,
-0.00097316416,
0.014304503,
-0.0547127,
-0.03192248,
0.03124901,
0.05904985,
0.0014572208,
-0.009462253,
-0.003392605,
0.00353235,
0.04151269,
-0.07074129,
0.003165309,
-0.017079199,
0.005350719,
0.020109814,
-0.014722054,
0.004128371,
-0.0076910276,
-0.021551041,
-0.0938009,
0.019422876,
0.045014735,
-0.013341441,
0.038791873,
-0.045930654,
0.020069405,
-0.011536541,
-0.0978956,
0.03731024,
0.0045560244,
0.029309414,
0.04396412,
0.013678175,
-0.020998795,
-0.01841267,
0.024904922,
-0.036421258,
0.026144106,
-0.0458229,
0.019490222,
-0.030548599,
-0.012802665,
-0.00002530774,
0.0037175545,
-0.003549187,
-0.019490222,
-0.01637879,
0.02850125,
-0.03520901,
-0.016324913,
0.025874717,
0.0031905642,
-0.016944505,
0.028609006,
-0.006667353,
0.0012467613,
0.0025036247,
0.022413082,
0.009846131,
0.011280622,
-0.040920038,
0.035424523,
0.020163693,
0.016176749,
0.018614711,
-0.03095268,
0.017415935,
0.0017165067,
-0.044475958,
-0.021604918,
-0.044718407,
-0.057864543,
-0.04062371,
-0.0055830665,
0.019193895,
0.019786548,
-0.012156134,
0.050186984,
-0.0009933682,
-0.022830633,
-0.039249834,
-0.02669635,
-0.018372262,
0.012755522,
0.039573096,
0.044583715,
-0.015853483,
-0.036475137,
-0.007765109,
-0.025955534,
-0.0059029646,
0.0129171545,
-0.03095268,
0.01613634,
0.016728995,
-0.01928818,
0.0047412287,
-0.008822457,
0.011570214,
0.03881881,
0.006118475,
0.06562292,
0.0021837265,
-0.022574715,
0.025942065,
0.016082464,
-0.04757392,
0.004087963,
0.021941653,
-0.051776376,
0.02941717,
0.045338,
-0.0152608305,
-0.037768196,
-0.05320413,
0.030063702,
-0.042266976,
-0.03343105,
-0.017537158,
-0.041674323,
0.015274299,
0.01862818,
0.026615534,
-0.04086616,
0.015274299,
-0.04469147,
0.031976357,
-0.04690045,
-0.0038455138,
0.004300106,
-0.03951922,
-0.021470224,
0.06416822,
-0.013772462,
-0.01728124,
-0.018480018,
-0.013024909,
0.023207776,
0.0014951034,
-0.028339617,
0.004808576,
-0.0021332162,
-0.0069771493,
-0.014762462,
0.014843279,
-0.050348617,
0.026332676,
-0.02109308,
0.05522454,
0.03973473,
-0.02984819,
-0.04760086,
-0.005424801,
0.01099103,
-0.021685734,
0.012600624,
-0.03658289,
0.032703705,
-0.012378379,
0.0046099024,
-0.016580831,
0.019005323,
-0.035074316,
-0.035559215,
0.022184102,
-0.041728202,
0.0060410257,
-0.018480018,
0.009711438,
0.04490698,
-0.044071876,
0.029255537,
0.077314354,
-0.011071847,
0.030656355,
-0.060073525,
0.031114314,
0.011287358,
-0.021955121,
-0.001486685,
0.03262289,
-0.02939023,
-0.018776344,
0.01843961,
-0.0068054143,
-0.0026113798,
-0.009320824,
0.06239026,
-0.011981031,
0.034724113,
-0.023032675,
-0.039357588,
-0.056733113,
0.04264412,
-0.0030996457,
-0.01000103,
-0.0033303092,
-0.045499634,
-0.0011869909,
0.02156451,
-0.045903716,
-0.04312902,
-0.0075361296,
0.057433523,
0.00032179238,
-0.02669635,
0.047520045,
-0.034912687,
-0.03833391,
-0.03461636,
-0.020891039,
0.0026197983,
-0.07041802,
-0.004182249,
-0.028609006,
0.045257185,
-0.03744493,
0.010108785,
0.021200836,
-0.01021654,
-0.030737171,
0.015624505,
-0.039411463,
0.026413493,
0.014546952,
0.06723925,
-0.02199553,
-0.013940829,
0.0047445963,
-0.0009832662,
-0.0020271447,
-0.01391389,
0.0668621,
-0.009138988,
0.011630827,
-0.031060437,
0.025901657,
0.01437185,
0.0066909245,
-0.0011558429,
0.0026938801,
-0.03768738,
-0.055601683,
-0.024514308,
-0.027746964,
-0.032838397,
0.020123284,
-0.019207364,
-0.005663883,
0.021699203,
0.028555129,
-0.0008510977,
-0.08738947,
0.014331441,
-0.05592495,
0.010351234,
-0.01613634,
-0.0141698085,
0.016567362,
0.025066553,
-0.0010438785,
-0.0471429,
-0.04517637,
0.008815723,
-0.0022443389,
0.033727378,
-0.018102873,
0.011469194,
-0.04267106,
-0.024325736,
0.009603682,
-0.028635945,
-0.058995973,
-0.067454755,
0.0024952064,
-0.004023983,
-0.0153147075,
-0.0026921963,
0.0077112317,
0.04668494,
-0.018264506,
-0.025915125,
-0.00022266601,
-0.0069704144,
-0.0071253125,
0.03725636,
0.020096345,
-0.0043337797,
0.029147781,
0.013563686,
-0.05096821,
0.024999207,
-0.028555129,
0.002092808,
-0.03617881,
-0.019894304,
-0.012526542,
0.0031585742,
-0.06336006,
-0.014883687,
0.013422257,
-0.005445005,
-0.013220216,
0.019988589,
-0.019651854,
0.055871073,
-0.0010320927,
0.03143758,
-0.021887776,
-0.012762257,
0.021214304,
0.023450226,
-0.007973885,
0.001564134,
-0.0044044936,
0.032434314,
0.0038421464,
-0.0051789843,
-0.012203276,
0.026090227,
-0.0068727615,
-0.0037478607,
-0.011152663,
0.03383513,
0.0058053113,
0.0056605153,
0.05212658,
-0.0072195986,
-0.027585331,
-0.02222451,
-0.011455725,
0.02807023,
-0.07801477,
-0.035774726,
0.03749881,
-0.035155132,
0.009051437,
-0.027060024,
-0.012721849,
-0.023382878,
-0.035424523,
-0.01994818,
-0.031033497,
0.014708585,
0.027450638,
0.0021786755,
-0.03701391,
-0.014493074,
0.013833074,
0.007542864,
-0.016648179,
-0.06427598,
-0.021793488,
0.021443285,
-0.03192248,
0.012533276,
-0.009112049,
0.0034330133,
0.021860836,
0.016742464,
-0.007899803,
0.029902069,
-0.034212276,
0.022951858,
-0.07386619,
-0.01660777,
-0.03569391,
0.038980443,
0.023436757,
0.0060006175,
-0.00241439,
0.05506291,
0.027396759,
0.014668177,
0.021497162,
0.026184514,
0.043209836,
-0.0019311752,
0.00064695213,
-0.0016348484,
-0.001683675,
0.06195924,
0.052153517,
0.0008148987,
0.01550328,
0.023221245,
-0.019921243,
-0.01955757,
0.029821252,
0.005471944,
0.0038724525,
-0.015072259,
0.0055460255,
-0.020944918,
0.011805929,
-0.013671441,
0.033862073,
-0.030117579,
0.01279593,
-0.0269388,
-0.011368174,
0.031141253,
-0.010452255,
-0.031410642,
-0.0032865335,
-0.032919213,
0.016890628,
0.043694735,
-0.061366588,
0.015449402,
0.034535542,
0.0044381674,
0.019867364,
-0.022978796,
0.01794124,
0.03275758,
0.0028201556,
-0.01258042,
0.0055089844,
0.06034291,
-0.01235144,
-0.06034291,
-0.026386555,
-0.0071657207,
-0.027019616,
0.001445435,
0.010310826,
0.003838779,
-0.008849395,
-0.046523307,
0.018291445,
-0.024110226,
-0.016688587,
0.02626533,
-0.008182661,
-0.07435109,
0.047062084,
-0.008021028,
-0.0033538807,
-0.010263683,
0.05032168,
0.022951858,
0.01751022,
0.020150222,
0.012425521,
0.012095521,
0.041620445,
-0.005751434,
-0.049324945,
-0.0018604608,
-0.028797578,
0.03539758,
-0.0076236804,
-0.0041250037,
0.03712167,
-0.008903273,
-0.010923684,
-0.087443344,
-0.006051128,
0.019382467,
-0.0839413,
0.044341266,
0.06077393,
0.024999207,
0.033296358,
-0.0067380676,
-0.026790638,
-0.032407377,
0.021847367,
-0.029740436,
-0.001331787,
-0.0062060263,
0.024123695,
-0.020500427,
-0.044664532,
-0.015516749,
-0.0068727615,
0.00465031,
-0.01594777,
0.021699203,
0.013274094,
0.02470288,
0.039977178,
-0.007098374,
0.013435727,
0.005471944,
0.03345799,
-0.00025612907,
0.08340252,
0.025699615,
0.012075317,
0.02648084,
-0.024298798,
0.049082495,
-0.008351028,
-0.010364703,
-0.012216746,
0.012513072,
-0.023584919,
-0.00550225,
0.0070579657,
0.05366209,
-0.011125725,
-0.016675116,
-0.06998701,
-0.01458736,
-0.05002535,
-0.045257185,
-0.061204955,
0.030198395,
-0.00095548556,
0.014951034,
0.01482981,
-0.06966374,
0.20936835,
0.017469812,
0.029336354,
-0.0038455138,
0.034239214,
0.07553639,
0.019126548,
-0.027666148,
-0.015395524,
-0.029794313,
0.026561657,
-0.03564003,
0.022736348,
0.025484106,
0.021577979,
0.018466547,
-0.06923272,
-0.010068377,
-0.014048585,
-0.057325765,
-0.044772286,
-0.0007934318,
-0.013994707,
0.053527396,
0.020500427,
-0.026184514,
-0.028231863,
-0.07849967,
0.0042933715,
-0.07914619,
0.049944535,
0.02400247,
0.067185365,
-0.019961651,
0.015570627,
0.010701438,
-0.009091845,
-0.036960036,
0.011314296,
0.028959211,
-0.0067010266,
-0.0287437,
0.03574779,
-0.007946946,
0.0030541865,
0.026844515,
-0.03256901,
0.05280005,
0.03768738,
-0.051911067,
0.041216366,
-0.011832868,
0.030063702,
-0.06298292,
-0.009785519,
-0.03009064,
-0.022022469,
-0.033996765,
-0.0005623475,
-0.018102873,
0.015543688,
0.01504532,
-0.017186955,
0.052611478,
-0.022978796,
0.023827368,
-0.026817575,
0.030575538,
-0.006259904,
0.005357454,
0.011772255,
-0.032838397,
0.0035996973,
-0.03251513,
0.019813487,
0.026817575,
-0.01054654,
0.06411435,
0.04539188,
0.004192351,
-0.014937565,
-0.035074316,
-0.08286375,
-0.03564003,
0.054901276,
0.061851487,
-0.04827433,
-0.013873482,
0.017887363,
0.01258042,
0.006802047,
0.044287387,
-0.01574573,
0.034104522,
-0.043263715
] | Sometimes the copy is exactly the same except for names: for instance in RobertaAttention, we use RobertaSelfAttention insted of BertSelfAttention but other than that, the code is exactly the same. This is why # Copied from supports simple string replacements with the following syntax: Copied from xxx with foo->bar. This means the code is copied with all instances of foo being replaced by bar. You can see how it used here in RobertaAttention with the comment: |
[
0.0024538334,
-0.015026459,
-0.019477192,
-0.009285152,
0.00793877,
-0.018640064,
-0.011922106,
0.007673679,
-0.008245717,
0.038563725,
0.04244242,
0.0020230608,
-0.0024294169,
-0.035494253,
-0.011252403,
0.0013402777,
0.0059889574,
-0.071714014,
-0.035326827,
0.010568749,
-0.005242518,
-0.0121592935,
-0.09794405,
-0.047883756,
-0.0072690668,
0.04651645,
0.046181597,
-0.012375551,
0.085219696,
0.045344464,
-0.012201149,
0.0025270819,
-0.01685419,
-0.0040775137,
-0.022407142,
-0.02786243,
0.011880251,
-0.020230608,
-0.0062714885,
-0.03998684,
0.022156004,
-0.025616135,
-0.00045867672,
-0.048274416,
-0.044032965,
0.028141472,
0.049111545,
0.017342515,
0.038200967,
-0.046655968,
-0.026257934,
-0.0211654,
-0.0026962517,
0.020746838,
-0.03594072,
0.0023945365,
-0.026174221,
-0.017202992,
-0.034294367,
0.001563512,
0.039093904,
0.024388347,
0.0071714018,
-0.058152534,
-0.01990971,
0.016700715,
0.03033196,
0.014007952,
-0.026313743,
-0.03730803,
-0.01660305,
0.012263934,
-0.01653329,
-0.0031357442,
-0.032982867,
-0.007408588,
0.0027520603,
-0.007276043,
-0.021835104,
0.042888887,
-0.00017331178,
0.02030037,
0.01555664,
0.009361888,
-0.008092243,
-0.04634902,
0.05128808,
0.02681602,
-0.012919685,
-0.037140608,
-0.050534666,
0.029299501,
-0.016282152,
0.01621239,
-0.004642576,
0.060384877,
-0.036805756,
0.043056317,
-0.0003764899,
-0.024220921,
0.026397455,
0.069704905,
-0.017607605,
0.026536977,
-0.030611003,
-0.00087985705,
0.025699848,
0.007771344,
-0.023523314,
0.006006398,
0.0070144404,
0.017216945,
0.05949194,
0.017998265,
-0.033959515,
0.025546376,
-0.029439023,
0.0113291405,
-0.039010193,
0.011029169,
0.01575197,
-0.040070556,
-0.001259181,
-0.03945666,
0.014014928,
-0.011517495,
-0.009313056,
0.06462633,
0.00902006,
-0.013617292,
0.008029459,
0.004464686,
0.06462633,
-0.0007311795,
0.030443577,
-0.0061528953,
-0.03359676,
0.00950141,
0.034322273,
-0.046628065,
0.03859163,
0.026829973,
-0.0040356573,
0.07774134,
0.0059784935,
0.013812622,
0.010798959,
-0.029578544,
-0.013177799,
-0.062059134,
-0.029634353,
0.042526133,
0.007603918,
0.02303499,
-0.02694159,
-0.012724355,
0.01582173,
-0.002532314,
-0.043167934,
-0.00738766,
-0.014112594,
0.01686814,
-0.026899733,
0.04043331,
-0.008461975,
0.023202416,
-0.008796826,
0.016630955,
-0.0020021326,
-0.038452107,
0.009703716,
0.007035368,
0.0051971735,
0.0045170067,
0.0070597846,
0.029578544,
0.026397455,
0.008852635,
-0.004464686,
0.0074504446,
-0.0043391166,
-0.0344897,
0.012096508,
0.028420515,
0.0041368105,
-0.004056586,
-0.00024852256,
0.0077294875,
0.009131677,
-0.030192439,
0.03887067,
0.026564881,
0.021263067,
0.017342515,
-0.05128808,
0.040656544,
0.0037077821,
0.00064790266,
-0.01569616,
0.0019271398,
-0.034126945,
0.03981942,
-0.022700138,
0.028267043,
-0.026090508,
-0.047214054,
0.0032281773,
0.033289813,
-0.0061598714,
0.038926482,
0.024179064,
0.018514495,
0.0015417119,
0.021207258,
0.019309767,
-0.018012218,
-0.011370997,
0.029048363,
0.020481747,
-0.015612449,
-0.023341935,
0.003791495,
0.03789402,
0.019365575,
0.056199234,
-0.007492301,
0.022435047,
0.04495381,
0.01816569,
0.0579293,
0.0048100017,
0.0028863498,
0.02642536,
0.028908841,
-0.008141076,
0.019895757,
0.056868937,
0.06590992,
0.033792093,
-0.012361599,
0.02264433,
0.0036624377,
0.057371214,
0.051009037,
0.0050437,
-0.004007753,
0.032731727,
0.032648016,
-0.010485036,
-0.00041311426,
-0.083936095,
0.04746519,
0.03917762,
-0.019449288,
-0.058096725,
0.0033554905,
0.0146357985,
0.046907105,
-0.016254246,
0.0067981817,
0.013617292,
-0.006421474,
0.014426516,
-0.009054941,
0.007569038,
0.030890046,
0.050674185,
0.06289627,
-0.0035316362,
-0.07723907,
-0.02200253,
-0.071714014,
-0.06881197,
-0.006208704,
-0.03683366,
-0.0182215,
-0.009850213,
-0.04417249,
0.048190705,
-0.0022026948,
-0.027318297,
0.03462922,
-0.04763262,
0.05435755,
0.012466241,
0.0032368973,
-0.048637174,
0.03468503,
-0.051120654,
0.035075687,
-0.048832502,
-0.008761946,
-0.02876932,
-0.010129256,
-0.03200622,
0.020844502,
-0.03462922,
-0.0172588,
-0.0462374,
-0.00602035,
-0.021570014,
0.0019637642,
0.04277727,
0.044367816,
-0.026439313,
0.013945168,
0.0014274786,
-0.042860985,
0.0540227,
0.04732567,
-0.02915998,
0.02038408,
0.031587653,
0.018081978,
-0.021570014,
0.018654015,
0.07082108,
0.033010773,
-0.038312584,
-0.028239138,
-0.044228293,
0.0033240982,
0.013980048,
0.006327297,
0.014817176,
0.062003326,
-0.02786243,
-0.05441336,
0.026271887,
-0.02759734,
-0.042191282,
-0.028992554,
0.0041123945,
0.03203412,
0.050562568,
0.007185354,
-0.049697533,
0.0009827542,
-0.017342515,
0.017621558,
0.020425938,
-0.035438444,
0.046181597,
0.054608688,
0.04113092,
0.008308502,
0.014552086,
-0.0533809,
-0.027778719,
0.02272804,
-0.004094954,
0.027304344,
-0.0022776874,
-0.008175956,
0.0011527959,
-0.02733225,
-0.015472927,
-0.00045911272,
0.047576807,
0.035884913,
0.0049425466,
0.038480014,
0.031615555,
-0.056785226,
-0.04263775,
-0.009054941,
0.014356756,
-0.0009609539,
0.036443,
-0.046907105,
-0.002736364,
0.03633138,
-0.0377545,
-0.023579122,
-0.053325094,
-0.024583677,
0.033457242,
0.0063552014,
0.031922504,
-0.028490277,
-0.03033196,
-0.01067339,
-0.019812044,
0.08164795,
0.059994217,
-0.009124702,
-0.0019271398,
0.019686475,
0.018179644,
-0.0071714018,
-0.016337961,
0.0005977622,
0.028294947,
-0.04322374,
-0.027429914,
0.008887515,
0.009089822,
0.039010193,
0.010247849,
0.022839658,
0.025811465,
0.023844212,
0.01804012,
0.026871828,
-0.017942457,
-0.00719233,
-0.04858136,
0.07076527,
0.010519916,
0.050562568,
-0.011859322,
0.0012949333,
-0.024751103,
0.047576807,
0.017147183,
-0.019323718,
-0.027136918,
-0.015305501,
0.039791513,
0.021137498,
0.008685209,
-0.01834707,
0.016170535,
0.01516598,
0.018109882,
-0.07562062,
0.0064668185,
-0.004726289,
-0.008747994,
0.029969204,
0.0101083275,
-0.020858455,
0.023913974,
-0.001160644,
-0.050646283,
0.019156292,
0.03527102,
-0.012445312,
-0.0029334382,
-0.03443389,
0.018584255,
0.021849057,
-0.051483408,
0.031336516,
-0.015417119,
0.004973939,
0.020230608,
0.047939565,
-0.04308422,
-0.021444444,
-0.011091954,
-0.011315188,
0.014126545,
-0.028601894,
0.03242478,
-0.03482455,
0.014454421,
0.011343093,
0.015849635,
-0.01958881,
-0.016351912,
-0.010401323,
0.015249693,
-0.0054064556,
-0.044088773,
0.018458687,
0.0455677,
0.0053855274,
0.018388925,
0.013575436,
-0.0019044676,
-0.005455288,
0.02154211,
0.0083154775,
0.0015242717,
-0.013387082,
0.021695584,
-0.014663703,
-0.020872407,
0.035857007,
-0.059994217,
0.0056157378,
0.004094954,
-0.024248825,
0.011398901,
-0.02623003,
-0.038145162,
-0.029411118,
-0.03496407,
0.0000064753476,
0.044870093,
0.009061918,
0.049920768,
-0.024541821,
-0.0020875894,
-0.030443577,
-0.026090508,
0.003215969,
0.009829285,
0.0911354,
0.044228293,
-0.025030145,
-0.0029561105,
0.00038193993,
0.0031880648,
0.010003687,
-0.011489591,
-0.023718644,
-0.0040147295,
-0.013233608,
-0.01569616,
-0.0029526222,
-0.012766211,
0.007087689,
0.03418275,
-0.006397058,
-0.019644618,
-0.018137787,
0.00921539,
0.049223162,
-0.016226344,
-0.06289627,
-0.004555375,
0.049055737,
-0.010861743,
0.061556857,
0.032313164,
-0.0089503005,
-0.01834707,
-0.03652671,
0.024193017,
-0.015849635,
-0.018681921,
-0.06278464,
-0.03164346,
0.029494831,
0.027653148,
0.0018870274,
-0.07656936,
0.0015190396,
-0.035773296,
0.0442562,
-0.04269356,
0.0042414516,
0.00018192286,
0.00310784,
-0.03169927,
0.04824651,
0.010045543,
0.0299413,
-0.012536,
-0.006724933,
-0.004562351,
0.0108408155,
-0.039428756,
0.0108896475,
0.008706138,
-0.012417408,
0.014454421,
0.019686475,
0.0047367527,
0.029439023,
-0.020732885,
0.041158825,
-0.005141365,
-0.032592207,
-0.020244561,
-0.009906022,
0.012501121,
-0.020677077,
-0.0060691824,
-0.053046048,
0.025337093,
-0.029494831,
0.010715246,
-0.03169927,
-0.029578544,
-0.033038676,
-0.0625056,
0.016951855,
-0.027820574,
0.006714469,
-0.041884333,
-0.041103013,
0.071155936,
-0.010568749,
0.01660305,
0.09074474,
-0.009815333,
0.027653148,
-0.03633138,
0.027555484,
-0.028029855,
-0.011350069,
0.0013533579,
0.023523314,
-0.044367816,
0.019839948,
-0.029522736,
-0.015598496,
0.019030724,
0.005375063,
0.051399697,
0.003120048,
0.044116676,
0.016114727,
-0.013917264,
-0.097051114,
0.010896624,
0.0033467705,
-0.01686814,
-0.006630756,
-0.028560039,
0.04964173,
0.03599653,
-0.016240295,
-0.035075687,
-0.022797802,
0.03488036,
-0.0063098567,
-0.02857399,
0.030750524,
-0.0041263467,
-0.029383214,
-0.0429447,
0.007094665,
-0.00077914004,
-0.04191224,
0.014210258,
-0.022030436,
0.066747054,
-0.0007922201,
0.061724283,
0.020900311,
-0.050813705,
0.0001666627,
-0.006268,
-0.0035333803,
-0.003878696,
-0.0066516846,
0.06724933,
-0.050813705,
0.008085268,
-0.016421672,
-0.013568459,
-0.02251876,
-0.0017605862,
0.05357623,
0.0072272103,
0.02390002,
-0.0019027236,
0.013024326,
0.033038676,
-0.019756235,
-0.003788007,
0.014859033,
-0.026257934,
-0.020091087,
-0.0053087906,
-0.001262669,
-0.040042654,
0.034657124,
-0.017691318,
-0.04763262,
0.028322851,
0.034461796,
-0.010757103,
-0.07673679,
0.0074364925,
-0.034405984,
-0.06763999,
-0.005535513,
-0.006034302,
0.0049251067,
0.030666811,
0.005532025,
-0.052906528,
-0.0032316651,
0.03794983,
-0.017035566,
0.0030450553,
-0.02420697,
0.0061773118,
-0.050674185,
-0.01575197,
-0.00254801,
-0.055417914,
-0.0002042681,
-0.02876932,
-0.0039624088,
0.03750336,
-0.025853321,
0.012849924,
-0.030750524,
0.014607894,
-0.03292706,
-0.021235162,
-0.0021939746,
0.00095833786,
0.0006526987,
-0.0013289417,
0.046572253,
-0.016519338,
0.0144404685,
0.034266464,
-0.000078262805,
0.013163848,
-0.024876673,
0.043363262,
-0.044618957,
-0.023341935,
0.002713692,
0.027541531,
-0.03262011,
0.0046251356,
-0.01106405,
-0.0021085176,
-0.024792958,
0.017886648,
0.004959987,
0.061277814,
0.0036101171,
0.010129256,
-0.021095641,
-0.0012173245,
0.03496407,
0.015082267,
0.015724067,
-0.029076267,
0.01125938,
0.0084131425,
-0.010533868,
0.037196413,
-0.030834237,
0.026355598,
0.0047158245,
0.016351912,
-0.02974597,
0.05293443,
0.0026107947,
0.032117836,
0.012375551,
-0.025141763,
0.01861216,
-0.022267621,
-0.026216079,
-0.003969385,
-0.046795487,
-0.0410193,
0.03920552,
-0.042860985,
0.037670787,
-0.013917264,
-0.007764368,
-0.010750126,
-0.021402588,
0.024709247,
0.00053890154,
0.056199234,
-0.008189908,
-0.000091397436,
-0.02427673,
-0.057427023,
-0.013714957,
-0.006567972,
-0.02350936,
-0.02225367,
0.02733225,
0.025183618,
0.025462661,
0.0057447953,
-0.018891202,
-0.005364599,
-0.01685419,
0.028001953,
-0.01647748,
0.028532133,
-0.026285838,
0.02694159,
-0.06367758,
-0.012787139,
-0.06267303,
0.044144582,
0.013094086,
0.012222078,
0.030192439,
0.042414516,
0.013568459,
-0.020077135,
-0.004105418,
0.030611003,
0.012647618,
-0.030387769,
-0.014845081,
-0.022448998,
0.009626979,
-0.0002336984,
0.019184198,
-0.01997947,
0.015235741,
0.019295815,
-0.021723486,
-0.02161187,
0.056952648,
0.02747177,
0.038145162,
0.0076248464,
-0.02317451,
-0.03984732,
-0.003510708,
0.017161136,
0.040907685,
-0.015570592,
-0.011991868,
-0.016756523,
0.0033415384,
0.032201547,
-0.00426238,
-0.087507844,
-0.038452107,
-0.005975005,
0.017216945,
0.04484219,
0.0038368395,
0.0016742572,
0.0052181017,
0.0012801092,
0.026369551,
0.02264433,
0.024876673,
0.015221789,
0.006107551,
0.020202704,
0.0010464108,
0.02350936,
-0.03789402,
-0.019672522,
-0.056199234,
0.010568749,
-0.022895467,
-0.01214534,
0.030052917,
0.0019846924,
-0.039261334,
-0.04888831,
0.032508492,
-0.014259091,
-0.0030537755,
0.013128967,
-0.021304924,
-0.079080746,
0.054552883,
-0.015765922,
0.01951905,
0.0056854985,
0.046572253,
-0.009787429,
0.006243584,
0.021290971,
-0.01960276,
0.018123835,
0.008231765,
-0.012591809,
-0.018849347,
0.014300947,
-0.0047088484,
0.013442891,
-0.05474821,
-0.014719511,
0.011894202,
0.0070597846,
-0.036610425,
-0.043307453,
0.004740241,
0.044702668,
-0.06222656,
0.009808357,
0.052097306,
0.03521521,
0.00020960916,
0.0053053023,
0.014510229,
0.00076300785,
0.00012360727,
-0.027625244,
-0.008231765,
-0.015724067,
-0.027374106,
-0.04732567,
-0.025657993,
0.007380684,
0.013987023,
-0.016951855,
-0.016449578,
0.017872695,
0.027513627,
0.02194672,
-0.015542688,
-0.030276151,
-0.024193017,
-0.00820386,
0.04615369,
0.013142919,
0.061222006,
0.06032907,
0.0067702774,
-0.029411118,
-0.028880937,
0.023202416,
0.0011623879,
-0.023983736,
-0.010917552,
0.01097336,
-0.023844212,
-0.043446973,
-0.017468084,
0.0059401253,
0.042023856,
-0.049697533,
-0.07522996,
0.017788984,
-0.06178009,
-0.05871062,
-0.027374106,
0.016114727,
-0.033178195,
-0.025351044,
-0.0075550857,
-0.04015427,
0.22814545,
0.030248247,
0.031336516,
0.0016472249,
0.018054074,
0.03217364,
0.023411697,
-0.002132934,
0.0038752079,
-0.013638221,
-0.033513047,
-0.013505675,
0.0481628,
0.01958881,
-0.015975203,
0.036163956,
-0.07902494,
-0.024639485,
-0.003993801,
-0.050144,
-0.0494743,
0.0068714307,
0.039540373,
0.06741676,
0.021193307,
-0.053659946,
-0.013289416,
-0.047521003,
-0.01744018,
-0.0787459,
-0.0008432327,
-0.009738596,
0.03981942,
0.0051134606,
-0.03331772,
0.0085108075,
-0.027806621,
-0.06468214,
0.023272175,
0.0040461216,
0.02043989,
-0.06741676,
0.0016725132,
-0.010226921,
0.020453842,
0.018598206,
-0.020188753,
0.055306297,
0.05714798,
-0.05670151,
0.033959515,
-0.052515868,
0.055390008,
-0.08561035,
-0.013728909,
0.021918818,
-0.05904547,
-0.06021745,
0.005232054,
0.0060901106,
-0.0097665,
0.02576961,
-0.018081978,
0.014524181,
-0.028601894,
0.0068365503,
-0.007931793,
0.011510518,
0.0030345912,
0.012815043,
-0.012263934,
0.0072620907,
0.0072272103,
-0.011119858,
0.03234107,
0.036945276,
-0.006787718,
0.051762454,
0.021039832,
-0.015654305,
0.028629798,
-0.021960674,
-0.022546664,
-0.023076845,
0.021821152,
0.057817683,
-0.039707802,
-0.025588231,
-0.052990243,
0.03527102,
0.019839948,
0.024402298,
0.007021416,
0.004007753,
-0.03672204
] | Copied from transformers.models.bert.modeling_bert.BertAttention with Bert->Roberta
Note that there shouldn't be any spaces around the arrow (unless that space is part of the pattern to replace of course).
You can add several patterns separated by a comma. For instance here CamemberForMaskedLM is a direct copy of RobertaForMaskedLM with two replacements: Roberta to Camembert and ROBERTA to CAMEMBERT. You can see here this is done with the comment: |
[
-0.020945514,
-0.056827344,
-0.015586351,
-0.002213724,
-0.02826922,
-0.005059425,
0.001562788,
-0.006247541,
0.01413461,
0.03761525,
0.03738413,
0.022982284,
0.014907427,
-0.04064874,
-0.03258833,
0.0007985477,
0.011671707,
-0.02137887,
-0.023011174,
-0.019833235,
0.031403825,
0.00031169993,
-0.0890401,
-0.0332817,
-0.02422457,
0.019342098,
0.027662523,
-0.04764021,
0.057549603,
0.026131334,
-0.0404754,
0.017522005,
0.009093242,
-0.018865407,
-0.026521353,
-0.0114766965,
0.011780046,
-0.023906775,
-0.0118450485,
-0.024990164,
0.036084063,
0.005915302,
0.0007190992,
-0.047958,
-0.025553526,
-0.0031147422,
-0.0024972106,
0.019414324,
0.0187354,
-0.060785323,
-0.029540395,
-0.007099807,
-0.02865924,
-0.007056471,
-0.04139989,
-0.017825354,
-0.019139865,
-0.024354575,
-0.0026073554,
0.024325686,
0.037961937,
0.024166789,
0.019327654,
-0.08990681,
-0.0034812887,
0.0021703886,
0.019703228,
0.006222262,
-0.00255138,
-0.04868026,
0.004301053,
0.040302057,
-0.010335527,
-0.02389233,
-0.030450443,
0.012747873,
0.0041891024,
-0.01215562,
0.009577155,
0.03437953,
0.008269866,
0.009057129,
0.0259291,
0.010292192,
-0.0076342784,
-0.019573221,
0.018143147,
0.016655294,
-0.010061068,
-0.015644131,
-0.021956677,
0.040937643,
-0.019183202,
0.0110361185,
0.0029233436,
0.047380194,
-0.02629023,
0.04079319,
0.032675,
-0.016828636,
0.048102453,
0.083319806,
-0.039550908,
0.010003288,
-0.052696023,
-0.05237823,
0.011418916,
0.0013443046,
-0.03989759,
-0.015283002,
0.011686152,
-0.0077065043,
0.040533178,
0.022982284,
-0.0059441924,
0.051569298,
0.0025549915,
0.017680902,
-0.029728184,
-0.0018155788,
0.056827344,
-0.007641501,
-0.044144474,
-0.037008554,
0.029843746,
0.03339726,
-0.025784649,
0.082857564,
0.013722923,
-0.011086677,
0.0057383482,
-0.018605394,
0.06743011,
-0.005550561,
0.042786628,
0.0389731,
-0.047293525,
0.038597524,
0.04610902,
-0.018995414,
0.05867633,
0.00499081,
0.009252138,
0.08973347,
-0.01825871,
-0.014589633,
0.004156601,
-0.0020692723,
-0.02305451,
-0.021725552,
-0.024975719,
0.024744596,
0.001035539,
0.011801713,
0.0032104417,
-0.004734408,
0.023632318,
-0.0073814876,
-0.00510276,
0.046657935,
-0.040937643,
-0.0026669416,
-0.039319783,
0.04920029,
-0.011758378,
0.04957586,
-0.029323718,
0.016655294,
0.0061211456,
-0.01508077,
-0.0211333,
-0.048853602,
0.026420237,
-0.013376238,
0.0110939,
0.025712423,
0.033195026,
-0.019688783,
0.0025622142,
0.0024917938,
-0.02104663,
0.00956271,
0.04452005,
-0.018850962,
-0.0001116116,
-0.00313641,
0.0008513629,
-0.00599475,
0.020035466,
0.018648729,
0.018822072,
0.046455704,
0.0021739998,
0.009151023,
-0.023040064,
0.01786869,
-0.00016578104,
0.03487067,
0.03429286,
-0.021566655,
-0.018244265,
0.032328315,
-0.02704138,
0.024354575,
-0.053822745,
-0.044837844,
0.0049691424,
0.022332251,
-0.0021505265,
0.044317815,
0.057896286,
0.011274464,
-0.034755107,
-0.0019248205,
-0.0064208834,
0.009634936,
0.022577818,
0.027445845,
-0.029959306,
-0.004441893,
-0.0023563702,
0.008688777,
0.050442573,
0.0017767573,
0.029237047,
0.0116428165,
0.044462267,
0.035188463,
0.008226531,
0.042873297,
0.028890364,
-0.010378863,
0.034581766,
0.029453725,
0.032270536,
0.013592916,
0.047120184,
-0.0055180592,
-0.019385433,
-0.020873288,
0.058560766,
0.011780046,
0.061074227,
0.06043864,
0.005066647,
0.020396596,
0.019891014,
0.0221878,
0.011548922,
0.024267904,
-0.020266589,
0.062403183,
0.016944198,
-0.013657919,
-0.016164158,
-0.006800069,
0.02629023,
0.06743011,
-0.019327654,
-0.03189496,
0.044404488,
-0.010292192,
0.0045682886,
-0.020613274,
0.022866722,
0.039435346,
0.0470624,
0.045820117,
-0.009555488,
-0.06419439,
-0.017001979,
-0.05018256,
-0.09008015,
-0.03183718,
-0.05263824,
-0.0025604083,
0.016323054,
-0.033599492,
0.031461604,
0.0026886093,
0.0047921888,
0.012776763,
-0.04388446,
0.016034152,
0.017247546,
0.0042974413,
-0.05587396,
0.0066483947,
-0.02704138,
0.051944874,
-0.034523983,
0.009577155,
-0.009461594,
-0.009057129,
-0.04209326,
0.040128715,
-0.030710455,
-0.024657926,
-0.029901525,
-0.034986228,
-0.050355904,
0.023126736,
0.0380775,
0.011079454,
-0.01861984,
0.054833908,
-0.010212744,
-0.0509626,
0.034552876,
0.07083917,
-0.032183863,
0.046773497,
0.015037434,
0.0010337332,
-0.031201592,
0.011613926,
0.02422457,
0.012899547,
-0.062576525,
-0.010082737,
-0.044260036,
-0.015629686,
0.028644795,
0.007056471,
-0.02790809,
0.05177153,
-0.014170723,
-0.038886428,
0.004106043,
-0.021147747,
-0.008385428,
-0.0000122727615,
0.0065617235,
0.040359836,
0.02943928,
0.021725552,
-0.021797778,
0.037066337,
-0.000067091096,
-0.038886428,
0.0008978583,
-0.03975314,
0.009057129,
0.049026947,
-0.013607361,
-0.0064244946,
0.041833244,
-0.043566667,
-0.018720955,
-0.017420888,
0.0028312556,
0.036141843,
-0.0044960626,
0.013694032,
0.0033892007,
-0.0047271857,
0.008240976,
-0.000352327,
0.015788583,
0.035304025,
0.04847803,
0.04061985,
-0.009880505,
-0.014654636,
-0.038366403,
-0.04220882,
0.015066325,
0.068527944,
0.059398588,
-0.015543016,
0.024036782,
0.021292197,
-0.05957193,
-0.017738683,
-0.08534213,
-0.012632311,
0.03351282,
0.009692716,
0.03414841,
-0.018504277,
-0.0332817,
-0.036835212,
-0.018547613,
0.027243612,
0.0089776805,
-0.022534482,
-0.017969806,
-0.01750756,
-0.021971121,
-0.015456344,
-0.002715694,
-0.0034000345,
0.0093677,
-0.051453736,
-0.039464235,
-0.015571905,
-0.00174245,
0.03331059,
-0.019789899,
0.0485647,
0.017753128,
0.05029812,
0.009974398,
0.01583192,
-0.055960633,
0.016164158,
-0.0602653,
0.026087997,
-0.01792647,
0.04457783,
-0.020728836,
0.007323707,
-0.0317794,
0.04564677,
0.0057889065,
-0.018114258,
-0.04457783,
-0.01552857,
0.03201052,
0.047524646,
-0.01173671,
0.010949448,
-0.019631002,
0.01050887,
0.044433378,
-0.044808954,
-0.009064351,
-0.015860809,
0.020382151,
0.064829975,
-0.0077859527,
-0.017637566,
0.004171046,
-0.024845712,
-0.06465663,
0.05567173,
0.012762317,
-0.038568635,
-0.0061897603,
-0.024181234,
0.016843082,
0.034466203,
-0.09360477,
0.03978203,
-0.0017821742,
0.018143147,
0.028370336,
-0.0028836194,
-0.014163501,
0.008883786,
0.032068305,
-0.020165473,
0.036112953,
-0.037153006,
0.046686828,
0.016481953,
-0.0063161557,
-0.0028926476,
0.027835865,
-0.020396596,
-0.0038351957,
-0.042815518,
0.009057129,
-0.0389731,
-0.049662534,
0.053216048,
0.038366403,
0.016843082,
0.019645447,
0.0026218004,
-0.02701249,
0.010046624,
0.04694684,
-0.026810257,
-0.028558124,
0.0033837839,
0.0054458333,
-0.006984245,
-0.020873288,
0.029323718,
-0.02595799,
0.015268557,
-0.011548922,
-0.012885102,
0.0013253454,
-0.05009589,
-0.047322415,
0.012430078,
-0.030681565,
-0.00440578,
0.05633621,
-0.014026271,
0.0005060328,
-0.021653326,
-0.023401193,
-0.038019717,
-0.062980995,
0.0006500332,
0.0073381523,
0.07078139,
0.038915318,
0.0006491303,
-0.012458969,
0.058271863,
-0.029338164,
0.004709129,
0.02350231,
-0.055440605,
-0.01822982,
-0.009086019,
-0.027416954,
-0.019587666,
0.015990816,
0.0046369033,
0.027561406,
-0.033917286,
0.020512158,
0.0019266261,
-0.013412351,
0.04530009,
-0.011028896,
-0.056451768,
-0.0029739018,
0.018533168,
-0.028847028,
0.047177963,
0.015658576,
-0.024730152,
-0.042873297,
-0.052927144,
0.020425487,
-0.033946175,
-0.026275786,
-0.03758636,
-0.03671965,
0.009902172,
0.006139202,
-0.026059108,
-0.054660566,
0.018432051,
-0.044635613,
0.052118216,
-0.048131343,
-0.013116225,
-0.020931069,
-0.028442562,
-0.025553526,
0.041746575,
-0.012971773,
-0.0053411056,
0.016886417,
-0.013896264,
-0.0011312383,
-0.031317152,
-0.024657926,
0.008024299,
0.032154974,
0.0023365081,
-0.015961926,
0.0063883816,
-0.0063414345,
0.04943141,
-0.03273278,
0.047524646,
0.04079319,
-0.014199614,
-0.038713086,
-0.06315433,
0.021422204,
-0.025380183,
-0.017334217,
-0.052031543,
0.025640197,
0.018403161,
0.016106376,
-0.024441248,
-0.0010788745,
-0.016626405,
-0.061998717,
0.036344077,
-0.033541713,
0.011823381,
-0.038597524,
-0.02949706,
0.07309262,
-0.029959306,
0.0043227207,
0.052696023,
0.0037846374,
0.017420888,
-0.06517666,
0.018952077,
-0.000492039,
-0.048015784,
-0.024296796,
0.030594895,
-0.042815518,
0.02266449,
0.014589633,
-0.045704555,
0.005868355,
0.036084063,
0.052927144,
0.023848994,
0.0103571955,
-0.019183202,
-0.035506256,
-0.039319783,
0.048998054,
-0.027156942,
-0.025409075,
0.0024358188,
-0.0011619343,
0.014098497,
0.050067,
-0.015803028,
-0.042671066,
-0.015369673,
0.03822195,
0.005648066,
-0.03830862,
0.040070932,
0.0010851943,
-0.020483267,
-0.040879864,
0.003921867,
0.016669739,
-0.05249379,
0.028211439,
-0.006150036,
0.07049248,
-0.03180829,
0.04241105,
0.027705858,
-0.0122856265,
-0.004171046,
-0.0021198303,
-0.0010933196,
-0.008414318,
-0.02587132,
0.037297457,
-0.026420237,
0.018374272,
-0.017522005,
-0.036777433,
-0.018764291,
-0.004741631,
0.0443756,
0.02737362,
0.029381499,
0.0050088665,
0.010711102,
0.032992795,
-0.01173671,
0.0029540397,
-0.0158897,
-0.0032357206,
-0.024412356,
-0.01781091,
0.047120184,
-0.01951544,
0.006207817,
-0.02431124,
-0.0033350312,
0.026131334,
0.046484593,
-0.024397912,
-0.09002237,
-0.00096331304,
-0.04079319,
-0.033715054,
0.018085368,
0.0073381523,
0.025856875,
0.022332251,
0.009165468,
-0.047177963,
-0.020541048,
0.004510508,
-0.030305991,
-0.0031219649,
0.018822072,
-0.007139531,
-0.029222602,
-0.018273154,
-0.0017009202,
-0.003961591,
0.0025387406,
-0.015745249,
-0.02182667,
-0.016713075,
0.00426494,
-0.013816816,
-0.03975314,
0.015586351,
-0.029323718,
0.005359162,
-0.017319772,
-0.038395293,
0.00032614512,
0.018518724,
0.08672887,
-0.013434019,
0.05165597,
0.021191081,
0.0033946177,
0.0007574692,
-0.019789899,
0.03573738,
-0.03105714,
-0.034610655,
-0.00395798,
0.004059096,
-0.041602124,
0.0151529955,
-0.006612282,
0.013145115,
-0.029092595,
0.027156942,
-0.0350729,
0.048015784,
-0.011743933,
0.020122137,
0.0014842424,
0.020468822,
0.037528582,
-0.009360477,
0.023458974,
-0.025380183,
-0.012220624,
0.017276438,
-0.013369015,
0.023993446,
0.0034830943,
0.04544454,
0.022780051,
-0.014791866,
-0.026449127,
-0.023950111,
0.00062249706,
0.024484582,
0.019356543,
0.0068145143,
0.0063378233,
-0.023386749,
-0.04862248,
0.014214058,
-0.05835853,
-0.032848343,
0.044231147,
-0.061478693,
0.019833235,
-0.019385433,
0.014539075,
-0.02494683,
-0.021566655,
0.0012287432,
-0.020627718,
0.047409087,
0.02673803,
0.027734749,
-0.033830617,
-0.027604742,
0.011512809,
-0.0010581096,
-0.027359175,
-0.060900886,
0.04853581,
0.004842747,
-0.021667773,
0.013361793,
-0.023516756,
-0.016741965,
-0.03097047,
0.033137247,
-0.0059369695,
0.045791224,
-0.014004603,
0.044433378,
-0.03279056,
-0.01792647,
-0.049546972,
0.024325686,
-0.011650039,
0.026478017,
0.000051094186,
0.040533178,
0.035304025,
-0.041371,
0.017854244,
0.052898254,
0.018128702,
-0.020887733,
0.008833229,
-0.03339726,
0.03882865,
0.018562058,
-0.0049763652,
-0.020396596,
0.020974403,
0.0063631022,
-0.0058755777,
0.00080215896,
0.021971121,
0.014907427,
0.015441899,
-0.033137247,
0.010212744,
-0.013137893,
-0.00005789358,
0.0071250857,
0.053707186,
0.0061067003,
0.031490497,
0.0008269866,
-0.027084716,
0.00735982,
-0.011231129,
-0.029453725,
-0.032906123,
-0.018865407,
0.0016395281,
0.04564677,
0.007067305,
0.012148398,
0.033743944,
0.009013793,
0.00426494,
0.010494424,
0.053591624,
-0.00008317264,
-0.009714385,
0.02916482,
-0.0015718163,
0.019544331,
-0.017363109,
-0.028081432,
-0.022476703,
0.015846364,
-0.058271863,
-0.024094563,
0.014264617,
-0.0030966857,
-0.037961937,
-0.07297706,
0.0089415675,
-0.027445845,
0.016048597,
0.046657935,
-0.007641501,
-0.042873297,
0.05015367,
0.0050124777,
0.016944198,
-0.035708487,
0.05743404,
-0.010075514,
0.016900862,
-0.014156278,
0.0064967205,
0.018273154,
0.021812225,
-0.012560085,
-0.024369022,
0.0023058122,
-0.01293566,
0.007959295,
0.0034325363,
0.0060850326,
0.007822066,
-0.019717673,
-0.01798425,
-0.0485647,
0.012682869,
0.024325686,
-0.048131343,
0.029612621,
0.012054504,
0.02629023,
0.01118057,
0.000871225,
0.011505587,
-0.023025619,
0.0069734114,
-0.0350729,
0.00018011336,
-0.011426139,
0.034581766,
-0.056018412,
-0.018923188,
0.0051172054,
-0.0016259857,
-0.025206842,
-0.033772834,
0.027272502,
0.015860809,
0.013419573,
0.014344065,
-0.04388446,
0.00003470229,
-0.00082292396,
0.05743404,
0.031403825,
0.059340805,
0.08037299,
0.026636915,
-0.026882483,
-0.0018047448,
0.038424183,
0.004441893,
0.0024917938,
-0.008883786,
0.0066014477,
-0.04460672,
-0.018879851,
-0.022592263,
0.07413267,
0.040533178,
-0.0374708,
-0.048015784,
-0.0076126107,
-0.041168768,
-0.049835876,
-0.025943546,
0.038424183,
-0.011722265,
0.027315838,
-0.011144457,
-0.030854907,
0.24753264,
0.044924516,
0.0025640198,
0.011028896,
0.012552863,
0.041082095,
-0.0033711442,
0.008804338,
-0.018966524,
-0.041688792,
0.007056471,
-0.03169273,
0.021508874,
0.014242949,
-0.029901525,
0.02631912,
-0.041977696,
-0.016091932,
0.00496192,
-0.06569669,
-0.04538676,
0.009967175,
0.0096204905,
0.018865407,
0.0028312556,
-0.006399215,
0.007836511,
-0.04550232,
0.019226536,
-0.082742,
-0.0016955031,
-0.02350231,
0.03651742,
0.0071937004,
-0.011613926,
0.027893646,
-0.06130535,
-0.019992132,
0.0097866105,
0.014575188,
0.0103933085,
-0.018330935,
-0.012531195,
-0.006922853,
0.004839136,
0.0032808618,
-0.043046642,
0.039262004,
0.032472767,
-0.019818788,
0.052898254,
-0.04056207,
0.028052542,
-0.068990186,
-0.04134211,
0.018128702,
-0.05003811,
-0.053678293,
-0.0010337332,
-0.011187793,
-0.047149073,
0.030045977,
-0.0050052553,
0.03671965,
-0.053244937,
-0.006695342,
-0.0055577834,
-0.0056011193,
-0.03585294,
0.0009542848,
0.018489832,
-0.031432714,
-0.012552863,
-0.023242297,
0.008602106,
0.029453725,
-0.00015065873,
0.0061247568,
-0.0047524646,
-0.041717686,
0.031230483,
-0.015701912,
-0.005586674,
-0.032819454,
0.051251505,
0.046253473,
-0.041919917,
0.0008509115,
0.0020006576,
0.019255428,
0.033079464,
0.016799746,
0.005037757,
0.016193049,
-0.030594895
] | Copied from transformers.models.roberta.modeling_roberta.RobertaForMaskedLM with Roberta->Camembert, ROBERTA->CAMEMBERT
If the order matters (because one of the replacements might conflict with a previous one), the replacements are executed from left to right.
If the replacements change the formatting (if you replace a short name by a very long name for instance), the copy is checked after applying the auto-formatter. |
[
0.0065336702,
-0.0344109,
0.053405035,
0.005273783,
-0.017020904,
0.0010913111,
0.021222895,
-0.021861712,
0.019632952,
0.08653831,
0.07200169,
0.00047600683,
0.01609817,
-0.03688099,
-0.05357539,
0.0053696055,
0.01359259,
-0.014990888,
-0.008765979,
-0.027923368,
-0.00020184819,
0.014848928,
-0.07200169,
-0.051417608,
0.018440494,
0.010710819,
0.029783033,
-0.015076063,
0.058600742,
0.07387555,
-0.021804927,
-0.014834733,
0.0018224007,
0.0077083823,
-0.056641705,
-0.03937947,
0.0208538,
0.012570484,
-0.013230594,
-0.03517748,
0.007971007,
-0.012953773,
0.040827457,
-0.057720594,
-0.05718115,
-0.023692984,
-0.00747415,
0.047925413,
-0.0025534905,
-0.023735572,
-0.008389787,
-0.014607598,
0.006970195,
-0.023437457,
-0.024431173,
0.010284942,
-0.008624019,
-0.052326147,
-0.03500713,
0.0054512317,
0.009397697,
0.033701107,
-0.00040901985,
-0.03946465,
0.010817288,
0.016424675,
-0.0070340764,
-0.021080935,
0.027823996,
-0.04366664,
0.007282505,
0.012442721,
0.0007625869,
-0.02315354,
-0.016609222,
-0.055080157,
0.010639839,
-0.038698066,
-0.016140757,
0.05749346,
-0.009326717,
0.014763753,
0.07029818,
-0.03937947,
-0.024161449,
-0.03284935,
0.03625637,
-0.018866373,
0.033275228,
-0.0028658006,
-0.028831907,
0.03469482,
-0.016538242,
-0.039152335,
0.017460978,
0.060644954,
0.0027380374,
0.008588529,
0.023863336,
0.0014914585,
0.035518184,
0.030237302,
0.00068672746,
0.055136938,
-0.04568246,
0.016878944,
0.027213572,
-0.0074812477,
-0.048294507,
-0.021904299,
0.00028059116,
-0.003316521,
0.027327139,
0.005238293,
-0.02680189,
0.04556889,
0.031372976,
0.018965743,
0.0045036543,
-0.012769227,
0.043411113,
-0.003957112,
0.0010345274,
-0.047669888,
-0.00093870494,
0.011732925,
-0.04153725,
0.045455325,
-0.0012022166,
0.036739033,
-0.003392824,
-0.0142597975,
0.03296292,
0.022259196,
0.011917472,
0.0298966,
0.017191255,
0.028093718,
-0.010299137,
-0.017233843,
0.033786282,
0.021038348,
-0.022188216,
0.074954435,
-0.03083353,
-0.0048088664,
0.06115601,
-0.016438872,
-0.05996355,
-0.009248639,
-0.008609823,
0.023976903,
0.029271979,
-0.025140967,
0.028320853,
-0.008872448,
0.026234053,
-0.03781792,
0.014380463,
0.009738399,
-0.004251677,
0.010526272,
-0.016552439,
0.030947097,
-0.0005367831,
0.048294507,
-0.003548979,
-0.0061255377,
-0.0028320854,
-0.0073392885,
-0.03517748,
0.0050040605,
0.0055328584,
0.052326147,
0.046108335,
0.03830058,
0.03239508,
-0.02159199,
0.011917472,
-0.009369304,
0.02864736,
0.00921315,
0.02401949,
0.0032970016,
0.014848928,
0.008929231,
0.007303799,
-0.015473548,
-0.021549402,
-0.019377425,
0.04755632,
0.036625464,
-0.010313333,
0.017333213,
-0.0048621013,
0.003167464,
-0.04184956,
0.007921321,
0.026219858,
-0.04196313,
-0.013961684,
0.031117449,
-0.036795814,
-0.0087020965,
-0.044972662,
-0.018071402,
0.042985234,
0.020768626,
0.0056322296,
0.048464857,
0.0020885742,
-0.0043936362,
-0.033644322,
0.007992301,
-0.020073026,
-0.023025775,
0.017787483,
0.020498903,
-0.006281693,
-0.032480255,
-0.031997595,
0.004091973,
0.038385756,
0.0153173935,
0.024942225,
-0.002022918,
0.051332433,
0.02701483,
0.026319228,
0.016978316,
-0.0053873505,
0.015388373,
0.019065116,
0.06280273,
-0.00994424,
0.007963909,
0.048152547,
0.029868208,
-0.04571085,
0.003490421,
0.018525671,
0.034666426,
0.017560348,
0.05996355,
-0.024672503,
-0.00632783,
0.020825408,
0.033246838,
0.021932691,
0.0126059735,
-0.03935108,
0.09096743,
0.03174207,
0.039890524,
-0.015970405,
-0.031514935,
0.024005294,
0.044404827,
-0.055562817,
-0.036824208,
-0.0140894465,
0.008751783,
0.023110952,
-0.026844477,
0.028406028,
0.017631328,
0.032764174,
0.038215406,
-0.030492827,
-0.04616512,
-0.06132636,
-0.045029446,
-0.043467894,
-0.01418172,
-0.03486517,
-0.010732112,
-0.0034442842,
-0.06348414,
0.06393841,
-0.0013601462,
0.023820747,
0.04605155,
-0.047726672,
0.005774189,
-0.009617733,
0.02826407,
-0.058827877,
0.037250083,
-0.00890084,
0.0312878,
-0.024445368,
0.0087872725,
-0.0285054,
-0.027426511,
0.011555476,
0.03250865,
0.022898013,
0.009575145,
-0.014160426,
-0.013457729,
-0.027568469,
0.0051282747,
-0.017191255,
-0.017957835,
-0.05933893,
0.010320432,
0.012719541,
-0.058487173,
0.01751776,
0.07279666,
-0.046732955,
0.0104410965,
0.00632783,
0.029555898,
-0.03284935,
-0.01487732,
0.04494427,
0.0018348221,
-0.022245001,
-0.039436255,
-0.03239508,
0.01526061,
-0.0024399231,
0.0014453217,
-0.015842643,
0.0198175,
0.018369516,
-0.061723843,
0.03114584,
-0.03608602,
0.0009511264,
-0.028633162,
0.00545833,
0.023905924,
0.04318398,
-0.024431173,
-0.03037926,
-0.022259196,
0.0072150743,
0.047613103,
-0.018255949,
-0.048606817,
-0.027540078,
-0.028349245,
0.032451864,
-0.011491594,
0.015161239,
-0.054796237,
-0.01518963,
-0.0068317847,
0.003073416,
0.035688534,
0.007978105,
0.03688099,
0.038215406,
-0.018696021,
0.009220247,
-0.0043297545,
0.035546575,
0.028221482,
0.039095555,
0.0650173,
0.014046859,
0.014117839,
-0.01258468,
-0.05905501,
-0.009724203,
0.046363864,
0.049032696,
-0.004255226,
0.0316285,
-0.024232429,
-0.033445578,
0.038016662,
-0.026574755,
-0.040146053,
0.05280881,
-0.012102019,
0.07279666,
-0.03006695,
-0.028406028,
-0.003715781,
-0.03392824,
0.013990075,
0.020073026,
0.0046527116,
-0.030805139,
-0.042218655,
-0.023139343,
-0.0005216999,
-0.013968782,
0.009596439,
-0.012960872,
-0.03500713,
-0.055364072,
-0.000110850146,
-0.011661945,
0.02895967,
0.005870011,
0.053064335,
0.03020891,
0.036682248,
0.0163395,
-0.0075096395,
-0.022528918,
0.040969413,
-0.049316615,
0.021847514,
-0.051502783,
0.0033466872,
-0.046732955,
-0.010739211,
-0.014309484,
0.01922127,
0.011449006,
0.0024665406,
-0.07688508,
0.003903877,
0.01533159,
0.033473972,
-0.037363652,
0.0081910435,
-0.048578426,
-0.001863214,
0.032167945,
-0.046704564,
0.014486932,
-0.009049897,
0.023423262,
0.02478607,
-0.010675329,
0.005994226,
0.029328763,
-0.044603568,
-0.03131619,
0.05405805,
0.02516936,
-0.02620566,
0.025353907,
0.0053731543,
-0.015516137,
0.014494031,
-0.081370994,
0.012329154,
0.0007302024,
0.04105459,
0.025637824,
0.051332433,
-0.008141358,
-0.016353695,
0.04630708,
-0.015274806,
0.013117027,
-0.043467894,
0.008510452,
-0.019845892,
0.019803302,
-0.02805113,
0.03517748,
-0.022046259,
0.02078282,
-0.005767091,
-0.00410262,
-0.047783453,
-0.07007104,
0.025751391,
0.0023689435,
0.005131824,
0.0007687976,
0.0012545642,
-0.015757468,
-0.008652411,
0.002148907,
-0.04650582,
0.016779574,
0.0040103463,
0.02694385,
-0.0051886076,
-0.044291258,
0.0104410965,
-0.03654029,
0.030947097,
-0.028831907,
-0.037590787,
-0.060815305,
-0.046278685,
-0.07228561,
-0.009717105,
-0.020172397,
0.053518604,
0.016822161,
-0.0054796236,
0.0000872827,
-0.00051992544,
-0.036824208,
-0.017077688,
-0.04602316,
-0.030805139,
-0.02457313,
0.0368526,
0.06456303,
-0.01616915,
-0.0072576622,
0.036000844,
0.023196127,
0.011974256,
-0.016240127,
-0.03798827,
0.022827033,
0.023210322,
-0.02262829,
0.031713676,
-0.0070376256,
0.019689735,
0.02166297,
-0.016595026,
0.03827219,
0.004216187,
-0.03191242,
0.036171194,
0.018468887,
-0.058714308,
-0.04122494,
0.0034318627,
-0.015558724,
0.01751776,
0.019732324,
-0.010206864,
-0.048606817,
-0.024899637,
0.018554062,
0.0007852116,
-0.015374177,
-0.023125147,
0.0010283167,
-0.0073463866,
0.047641493,
0.017233843,
-0.030407652,
0.005036001,
-0.046704564,
0.051957052,
-0.028945474,
-0.04511462,
-0.0048869443,
-0.025211947,
-0.018767001,
0.074897654,
-0.0020317906,
-0.03284935,
0.0012146381,
-0.02454474,
0.035092305,
-0.005256038,
-0.058032908,
-0.032565434,
0.012953773,
0.015615508,
-0.023409067,
0.013755843,
-0.033445578,
0.033246838,
-0.04122494,
0.060361035,
0.007424464,
0.009170562,
-0.02401949,
-0.061099224,
0.015090259,
-0.04925983,
-0.001953713,
-0.0278098,
0.044404827,
0.004744985,
0.03815862,
-0.020158201,
0.01974652,
-0.04559728,
0.0017177059,
-0.013365455,
-0.02864736,
0.022174021,
-0.007396072,
-0.021847514,
0.05658492,
-0.05712437,
0.0045178505,
0.047897022,
-0.00067874225,
-0.0053625074,
-0.011392223,
0.018085597,
0.00476273,
-0.053092726,
-0.033786282,
0.029030649,
-0.048322897,
-0.005987128,
0.014465638,
-0.02447376,
-0.0038116034,
0.031855635,
0.062178113,
-0.022117237,
0.045199797,
-0.0014036212,
-0.036824208,
-0.02068345,
0.029697856,
-0.03952143,
-0.011008933,
0.016736986,
-0.0027486843,
-0.014962495,
0.0347516,
-0.06024747,
-0.008716293,
0.00046092365,
0.05050907,
0.008872448,
-0.048209332,
0.020456316,
0.014834733,
-0.0051850583,
-0.055108547,
0.011605161,
-0.013479022,
-0.040515143,
-0.0008677254,
0.008311709,
0.04911787,
-0.048550032,
0.005067942,
-0.0059800297,
-0.031089056,
-0.007140546,
-0.03918073,
0.010433999,
-0.030549612,
0.00813426,
0.033445578,
-0.018397907,
0.05808969,
-0.029641073,
-0.0109521495,
-0.03830058,
-0.00051016576,
0.04818094,
0.017602935,
0.01727643,
0.026972242,
0.048862346,
0.018965743,
0.002704322,
0.014650186,
0.0018082048,
-0.009426088,
-0.06302987,
-0.021407442,
0.0177307,
-0.024218233,
-0.003939367,
-0.021435834,
0.022202414,
0.025041597,
0.05286559,
0.0038719361,
-0.09806539,
0.025538454,
-0.022585703,
0.027227767,
0.008538844,
0.00039149675,
0.021251287,
-0.012833108,
-0.009390598,
-0.039436255,
-0.05269524,
0.036653854,
-0.028278265,
0.016708594,
-0.0042658728,
-0.007736774,
-0.013926194,
-0.02961268,
-0.009830672,
0.0006423652,
0.0051708627,
-0.033786282,
-0.023891727,
-0.008389787,
-0.0051992545,
-0.027227767,
-0.042048305,
0.03781792,
-0.002794821,
-0.0094686765,
0.0000911644,
-0.027100004,
-0.0497141,
0.013060243,
0.054455534,
-0.03946465,
0.032877743,
-0.0030237301,
0.0014018468,
-0.0005647313,
0.0064733378,
0.024871245,
-0.040174443,
-0.033445578,
0.010717917,
0.012662757,
-0.04525658,
-0.008297513,
-0.016254324,
-0.01602719,
-0.0055399565,
0.010142982,
-0.030152125,
0.061894193,
-0.0073818765,
0.023267107,
-0.051587958,
0.02130807,
0.030407652,
0.029101629,
0.031855635,
0.00022070213,
-0.01936323,
0.030606395,
0.0135571,
-0.00080561824,
-0.009688713,
0.010164276,
-0.0250274,
0.0022092394,
-0.05684045,
-0.020640863,
0.0058132275,
0.021080935,
-0.0025499414,
0.018568259,
0.020484706,
-0.007644501,
-0.0029137118,
0.043581463,
-0.07529514,
-0.023110952,
0.020144004,
-0.03191242,
-0.0070305276,
-0.03239508,
-0.050906554,
0.027497489,
0.015289002,
0.006409456,
-0.014309484,
0.0601339,
0.061099224,
0.033445578,
-0.007772264,
0.02658895,
0.025297122,
-0.018142382,
-0.029953383,
-0.032423474,
0.01804301,
-0.010795995,
-0.030038558,
0.006608199,
-0.018255949,
0.001583732,
-0.008780174,
0.03483678,
0.015984602,
0.024175646,
-0.051105298,
0.051048514,
-0.034155376,
-0.0028835456,
-0.04707366,
0.022259196,
0.028278265,
-0.011299949,
-0.03520587,
0.035688534,
0.03160011,
-0.027611056,
0.025992723,
0.027312944,
0.021790732,
-0.014522422,
0.009064092,
-0.004244579,
0.006100695,
0.062405247,
0.018582454,
-0.017773287,
0.027838191,
0.01828434,
0.024743482,
-0.0048514544,
0.036029235,
-0.012591777,
0.0042055403,
-0.02005883,
0.024885442,
-0.015828447,
-0.01950519,
-0.0078503415,
-0.009440284,
-0.0025818823,
0.00087526697,
-0.0033111975,
-0.028235678,
0.0048159645,
-0.0050289035,
-0.014834733,
-0.018823786,
-0.02620566,
0.005951638,
0.038840026,
-0.010554664,
-0.010213962,
0.026532168,
0.0058132275,
0.006441397,
-0.0036412524,
0.052496497,
0.009397697,
-0.047669888,
0.0059019523,
0.012712443,
0.023820747,
0.004915336,
-0.025282927,
-0.03265061,
-0.0060226177,
-0.06104244,
-0.02315354,
0.010937953,
-0.022713466,
0.0020867996,
-0.04954375,
0.027142592,
-0.03844254,
-0.0072079767,
0.048578426,
0.005465428,
-0.057521854,
0.04738597,
0.01727643,
0.011832296,
-0.00076125603,
0.024445368,
0.017617133,
0.036824208,
0.014735361,
-0.01053337,
0.02874673,
0.028462812,
-0.0112431655,
-0.024743482,
0.00559674,
-0.036313154,
0.019576168,
-0.0034779995,
-0.019391622,
0.007772264,
0.019874282,
-0.010299137,
-0.057720594,
-0.017759092,
0.029300371,
-0.04335433,
0.026219858,
0.067515776,
0.010639839,
0.0033857261,
-0.030748354,
-0.011271558,
-0.022997385,
0.030464437,
-0.03608602,
0.0140894465,
0.0046491628,
-0.014295287,
-0.03330362,
-0.033956632,
-0.013124124,
0.0060616564,
-0.0029261333,
-0.012854402,
0.028604772,
0.030606395,
0.009348011,
0.040912632,
-0.0028462813,
0.00015615507,
0.03236669,
0.06995747,
-0.009042799,
0.05065103,
0.024757678,
-0.0017807003,
0.027753016,
-0.0033502362,
-0.0006654336,
-0.018539866,
0.041735996,
0.0144301485,
0.015359981,
-0.031003881,
-0.0085317455,
0.0033076485,
0.08926392,
-0.01518963,
-0.040515143,
-0.052496497,
-0.009823574,
-0.04928822,
0.0010629193,
-0.05207062,
0.04042997,
-0.009965533,
0.020882193,
0.013805528,
-0.06274595,
0.23894566,
0.055676382,
0.034609646,
0.0058025806,
0.030237302,
0.06166706,
-0.014458541,
-0.030549612,
0.008907937,
-0.03932269,
0.01574327,
-0.050934948,
0.00740317,
0.022883818,
-0.01223688,
-0.008432374,
-0.033218443,
-0.013379651,
0.038783245,
-0.067402214,
-0.07080923,
0.016765377,
-0.0024754128,
0.07376198,
0.008056182,
0.007073115,
0.027383922,
-0.037562393,
-0.04880556,
-0.007303799,
0.03560336,
-0.030776747,
0.049316615,
0.013471925,
-0.026390208,
0.027469099,
-0.0051673134,
-0.053830914,
-0.010192668,
0.0323383,
-0.0027469099,
0.008418178,
0.015246414,
-0.029584289,
-0.051673137,
0.037590787,
-0.013550002,
0.030691572,
0.033899847,
-0.047669888,
0.04383699,
-0.01929225,
0.03688099,
-0.055506032,
-0.041111372,
-0.014011369,
-0.02426082,
-0.031003881,
-0.0075806193,
0.0059977747,
-0.00227667,
0.009901651,
-0.0031106803,
0.019164488,
-0.06121279,
-0.020527296,
-0.0111225005,
0.01665181,
0.0026049507,
-0.024275016,
0.01609817,
-0.030095343,
0.03250865,
0.0041771485,
0.008574333,
0.028107915,
0.009255737,
0.029726248,
0.011725827,
-0.030095343,
-0.02603531,
-0.055136938,
-0.04676135,
-0.059622847,
0.024487955,
0.026134681,
-0.029555898,
-0.0018951548,
0.012229782,
0.016666006,
0.03472321,
0.014721165,
0.018582454,
0.037108123,
-0.029981775
] | If the replacements change the formatting (if you replace a short name by a very long name for instance), the copy is checked after applying the auto-formatter.
Another way when the patterns are just different casings of the same replacement (with an uppercased and a lowercased variants) is just to add the option all-casing. Here is an example in MobileBertForSequenceClassification with the comment: |
[
0.017876886,
-0.04616667,
0.016564691,
-0.026074573,
0.046025574,
0.0065503903,
0.0036649732,
-0.014716332,
-0.00069093035,
0.0641141,
0.02733033,
-0.021996895,
0.03245212,
-0.04543297,
-0.014631674,
-0.014151947,
-0.00248682,
-0.027753618,
-0.03140801,
-0.023915803,
0.024324981,
0.028698962,
-0.072071925,
-0.05609984,
0.01200023,
0.0035203497,
0.0072523435,
0.0051535377,
0.07399084,
0.07590974,
0.0041976115,
-0.040607482,
0.02920691,
0.0114429,
-0.060727797,
-0.0561845,
-0.011111324,
0.016564691,
-0.02294224,
-0.033355135,
0.0006243506,
-0.006426931,
0.059429713,
-0.036148842,
-0.043006115,
-0.0048784004,
0.03363733,
0.028219236,
-0.022476621,
-0.013157219,
-0.00025485497,
-0.03439925,
0.0109067345,
0.008296455,
0.00089111057,
-0.039732683,
-0.0055768266,
-0.027203344,
-0.055563677,
-0.02731622,
0.029432664,
0.045179,
-0.0039542206,
-0.03296007,
0.021954566,
0.011506394,
-0.033016507,
-0.015323045,
-0.0033510344,
-0.042611048,
-0.021333743,
0.013255986,
-0.027556084,
-0.03620528,
-0.018751683,
-0.02285758,
0.044078447,
-0.017947434,
0.005806108,
0.07218481,
-0.008148304,
0.03533048,
0.04103077,
0.010730364,
-0.014081399,
-0.061066426,
0.04469927,
-0.034568563,
-0.058921766,
-0.040466383,
-0.038745012,
0.035302263,
-0.021347852,
0.004578571,
0.019767575,
0.018384833,
-0.010511666,
0.023972241,
0.013615781,
-0.013051396,
-0.012613999,
0.0561845,
-0.0435705,
0.045320094,
-0.039704464,
-0.004278742,
0.016734008,
0.0067091235,
-0.04845243,
-0.017100858,
0.004257577,
-0.0002960815,
0.016818665,
-0.028275674,
-0.033411574,
0.018638805,
0.00033422158,
0.06936288,
-0.0028924716,
-0.016480034,
0.015421812,
-0.030222801,
0.038745012,
-0.042215977,
-0.008028372,
0.0047126124,
-0.006391657,
0.03205705,
0.00618354,
0.02400046,
0.041115426,
-0.0074780975,
0.022815252,
0.0069419323,
0.010363515,
-0.022631828,
0.009777965,
0.010610432,
0.0004863409,
-0.019160861,
-0.030871844,
0.019033875,
-0.0149985235,
0.08330318,
-0.016550582,
0.0057849432,
-0.01813086,
-0.024423748,
-0.03620528,
-0.015802773,
-0.01734072,
-0.013728659,
0.029009374,
0.023111554,
-0.00525936,
-0.0027496119,
-0.00096739066,
-0.0058907657,
0.0039648027,
-0.005414566,
-0.051556543,
-0.025326764,
-0.021234974,
0.054717097,
-0.008578648,
0.05429381,
0.029630197,
-0.037559804,
0.00867036,
-0.011767421,
-0.009545157,
0.0025185668,
0.031633765,
0.03253678,
0.027358549,
-0.006776144,
0.044586394,
-0.015393593,
-0.009425225,
-0.018271955,
0.057143953,
-0.030815406,
0.036769666,
0.025227997,
-0.017284282,
0.007901386,
0.013517014,
0.015506471,
-0.039760903,
0.01625428,
0.03437103,
0.06795192,
-0.014645783,
-0.0067549795,
-0.054406688,
0.021178536,
-0.036769666,
-0.0014294806,
-0.034596782,
-0.03366555,
-0.0443042,
0.048847497,
-0.022391964,
-0.029686635,
-0.026765944,
-0.03070253,
0.025058681,
0.007901386,
-0.009890842,
0.014130782,
0.013375917,
-0.011315914,
-0.028318003,
0.025834711,
0.013086671,
-0.013735713,
-0.007978989,
0.013220712,
0.013375917,
-0.0173125,
0.00978502,
-0.006758507,
0.045997355,
0.043344747,
0.028430881,
0.0076967967,
0.00012897073,
0.033326916,
0.03205705,
0.027556084,
0.050738186,
-0.0040388783,
0.003933056,
0.037531585,
-0.019259628,
-0.013326534,
0.038547475,
0.037729118,
0.021164427,
0.012903245,
0.011040776,
0.019781685,
0.053334355,
0.03538692,
-0.014116673,
0.008776182,
-0.0027637214,
0.018652914,
-0.040889673,
0.009291183,
-0.055225044,
0.033863083,
0.04289324,
0.010645707,
-0.042977896,
-0.012162491,
0.021361962,
0.041566934,
-0.0024056898,
0.0050265514,
0.01880812,
0.0055133332,
0.032847192,
-0.016536472,
0.03479432,
0.052911066,
0.036374595,
0.05652313,
-0.024677722,
-0.0673311,
-0.033863083,
-0.063098215,
-0.07365221,
0.010476392,
-0.057397924,
-0.01741127,
-0.030363899,
-0.050004486,
0.049299005,
0.009037211,
0.00021318751,
0.033524454,
-0.03174664,
0.02656841,
0.015591128,
-0.0049383664,
-0.057087515,
0.02140429,
-0.007816728,
-0.034145277,
-0.03279075,
-0.017538255,
-0.021503057,
-0.0064057666,
-0.001451527,
0.020444836,
0.0020758775,
-0.03025102,
-0.039732683,
0.028924717,
-0.047916263,
0.010716255,
-0.012204819,
0.024959914,
-0.031661984,
0.019824013,
0.012409409,
-0.06783904,
0.08573004,
0.049665853,
-0.027541975,
0.018906888,
0.0070477542,
0.023238542,
-0.019330177,
-0.010934954,
0.041905567,
0.029827733,
-0.020924563,
-0.04173625,
-0.02175703,
0.008190633,
-0.038716793,
-0.010765638,
-0.02179936,
0.04382447,
-0.000062170504,
-0.0284591,
-0.0016402431,
-0.02285758,
-0.02216621,
-0.038970765,
-0.008628031,
0.024974024,
0.04052282,
-0.005301689,
-0.056692444,
-0.015478251,
-0.0063634375,
0.014815099,
-0.01989456,
-0.031944174,
0.031125817,
0.04215954,
0.05466066,
0.005527443,
0.031097598,
-0.041566934,
-0.003405709,
0.0032416848,
-0.020233192,
0.024042789,
0.019725246,
0.01694565,
0.0039224736,
0.004825489,
-0.005527443,
0.0058378545,
0.043062553,
0.03174664,
-0.006663267,
0.0076333033,
0.005696758,
0.008275291,
-0.04286502,
-0.02251895,
-0.021742921,
0.017100858,
-0.003151736,
-0.06275958,
0.019640587,
-0.010998447,
-0.02951732,
0.038293503,
-0.017284282,
-0.043062553,
0.04427598,
0.030956501,
0.05646669,
-0.0052981614,
-0.014208386,
0.013326534,
-0.030194582,
0.026864713,
0.079521805,
-0.016014416,
-0.013171328,
-0.024691831,
-0.03276253,
-0.0005727623,
-0.009128923,
0.01330537,
-0.004003604,
-0.020515384,
-0.0064833695,
-0.018215517,
-0.0015335392,
0.017284282,
0.04021241,
0.03250856,
0.031605545,
-0.018257845,
0.005781416,
0.0255243,
-0.024875257,
-0.0037602133,
-0.06580726,
0.036459252,
0.0037990147,
0.011845024,
-0.027824167,
0.005851964,
0.009375841,
0.037192952,
-0.039732683,
-0.0119296815,
-0.04280858,
-0.012028449,
0.012592834,
0.047380097,
0.008247072,
0.023591282,
0.0019136169,
0.006448095,
0.024169775,
-0.0413694,
0.017862776,
-0.050794624,
0.01660702,
0.011012557,
0.034483906,
-0.009248855,
0.019090313,
-0.022194428,
-0.037870213,
0.025834711,
0.046674617,
-0.0041376455,
0.031266913,
-0.06298533,
-0.016353047,
0.013594617,
-0.028642524,
0.0028748347,
0.013178383,
0.010236528,
0.011139544,
0.04069214,
-0.0077814544,
-0.013446466,
0.019005656,
-0.03135157,
-0.021178536,
-0.0406357,
-0.022829361,
-0.020501275,
0.04134118,
-0.008797347,
0.033721987,
-0.0075909747,
-0.025975807,
-0.0042505222,
0.03137979,
-0.055591896,
-0.06834699,
0.028162798,
0.03202883,
-0.017171405,
0.025919368,
0.005520388,
-0.0024603647,
-0.018610585,
0.033157602,
-0.014857428,
0.006444568,
0.046025574,
0.008183578,
0.015788663,
0.009636869,
0.024282653,
-0.062025882,
0.047351878,
-0.045235436,
-0.01142879,
-0.020458946,
-0.043852694,
-0.056579567,
-0.029065814,
-0.025820602,
0.05508395,
0.040466383,
0.045517627,
0.015111401,
0.017241953,
-0.024056898,
-0.054829974,
-0.0494401,
0.01624017,
0.01440592,
0.04072036,
0.09210759,
-0.045574065,
0.0013289496,
0.0056297374,
0.023464294,
0.0073228916,
-0.0051500103,
-0.00883262,
0.009474608,
0.013023177,
0.026483754,
0.044417076,
0.008882005,
0.01697387,
0.037136514,
-0.016000306,
0.030758968,
-0.041623373,
-0.03219815,
0.01659291,
0.004116481,
-0.06789548,
-0.028571976,
0.021488948,
0.008458716,
0.0061341566,
0.081835784,
-0.01993689,
-0.040071316,
-0.037192952,
0.026822384,
-0.044783928,
0.012529341,
-0.016155513,
0.0026649542,
0.02071292,
0.025552519,
0.02580649,
-0.040099535,
-0.0035644423,
-0.026991699,
0.012261258,
-0.04546119,
-0.026624849,
-0.018271955,
0.011845024,
-0.03885789,
0.047492974,
0.0006904894,
-0.017707571,
-0.019640587,
0.0011622797,
0.024889367,
0.0063105267,
-0.06648452,
-0.035302263,
0.0025679504,
0.0027760672,
-0.020035658,
0.037898432,
-0.017030308,
0.04574338,
-0.009453444,
0.030081706,
-0.032734312,
-0.052713532,
-0.023125663,
-0.0040318235,
0.042526387,
-0.00906543,
0.006839637,
-0.02510101,
0.051838737,
-0.0066597397,
-0.011950847,
-0.031605545,
0.012818588,
-0.044840366,
-0.026751835,
0.044360638,
-0.0177499,
0.008818511,
-0.015435922,
0.030758968,
0.070040144,
0.00085098634,
0.024085118,
0.05903464,
-0.018511819,
-0.01365811,
-0.015633456,
0.044868585,
0.0012407645,
-0.011964956,
-0.01662113,
0.002380998,
-0.0013554052,
0.026032245,
-0.0010114833,
-0.05395518,
0.002529149,
0.00089684257,
0.043909132,
-0.014716332,
0.055902306,
0.0014779825,
-0.06298533,
-0.039648026,
0.019019766,
-0.022674156,
-0.001516784,
0.03070253,
-0.027584303,
0.02285758,
0.037813775,
-0.026455533,
-0.051246133,
-0.032593217,
0.05835738,
-0.01917497,
-0.027725399,
-0.010222418,
0.007971934,
0.008359948,
-0.028628414,
0.015746333,
0.013552288,
-0.06789548,
0.0028448517,
-0.04246995,
0.05536614,
-0.03648747,
0.039732683,
0.013333589,
-0.006829055,
-0.034173496,
0.040014878,
-0.00067373423,
-0.023125663,
-0.003679083,
0.05316504,
-0.024790598,
0.022279087,
0.0018342503,
0.036374595,
-0.01182386,
-0.029291566,
0.046223108,
-0.006398712,
0.007964879,
0.03137979,
0.026314437,
0.013100781,
0.017594693,
0.0054004565,
0.022561278,
-0.009679198,
-0.047041465,
-0.0041270633,
0.00683611,
0.008790292,
-0.00051015086,
-0.043711595,
0.002682591,
0.055986963,
0.034935415,
0.004508023,
-0.047069684,
0.00062214595,
-0.024268543,
0.0013933248,
-0.015097291,
0.036628567,
0.024296762,
0.018695245,
0.0065010064,
-0.043626938,
0.0041447002,
0.056325596,
-0.02543964,
-0.01849771,
-0.051669423,
0.0049842224,
-0.040155973,
-0.041087206,
-0.003008876,
-0.025820602,
-0.004553879,
-0.008070702,
-0.03202883,
-0.00092417997,
-0.0053228536,
-0.030956501,
-0.012331806,
0.025608957,
-0.011943792,
0.000882733,
-0.0147868795,
-0.0037214118,
-0.019485382,
0.011104269,
0.02105155,
-0.039704464,
-0.006017752,
0.008719744,
0.02257539,
0.003269904,
-0.026102792,
0.02072703,
-0.052120928,
-0.011746257,
-0.0063563827,
0.037729118,
-0.056664225,
-0.011767421,
-0.0071394667,
-0.012091942,
-0.025397312,
0.032649655,
0.01106194,
0.06975795,
-0.02881184,
0.0138838645,
-0.01180975,
0.02920691,
0.02587704,
0.016070854,
0.030956501,
-0.036854323,
-0.0027619577,
-0.012437629,
-0.014060235,
-0.001759293,
-0.02548197,
0.034483906,
0.0046244273,
0.0150267435,
-0.03391952,
0.0054639494,
0.015083182,
0.014222495,
0.027951153,
0.0069137127,
0.012134272,
-0.017044418,
-0.014927976,
0.016465925,
-0.04941188,
-0.025129229,
0.048142016,
-0.035725553,
0.02287169,
-0.060671356,
-0.0008747963,
0.016367156,
0.0078096734,
0.026483754,
0.021220865,
0.028868278,
0.018596476,
0.016508253,
-0.017072638,
-0.01552058,
-0.0096721435,
0.03578199,
-0.019654699,
-0.02251895,
0.041962005,
0.03834994,
-0.023069225,
-0.019485382,
-0.032988288,
-0.008014263,
0.014561126,
0.02364772,
-0.00795077,
0.015111401,
-0.036318157,
0.027866496,
-0.03998666,
-0.017114967,
-0.034568563,
0.04145406,
0.020741139,
-0.0033563254,
0.010843242,
0.014144892,
0.0067443973,
0.03245212,
0.009707417,
0.024113337,
0.018991545,
-0.0055133332,
-0.034286372,
-0.022307307,
0.042357072,
0.057454363,
0.0022998678,
-0.0141872205,
0.022772923,
0.033298697,
-0.05279819,
-0.020839905,
0.056607787,
-0.013517014,
0.016437706,
-0.0014638728,
0.0098837875,
0.0053546,
-0.0037602133,
-0.0023898166,
0.040155973,
-0.017100858,
0.007358166,
0.005195867,
0.00046605832,
0.029771294,
-0.029714856,
-0.07647413,
-0.045291875,
0.013538178,
0.020487165,
0.027838277,
-0.041538715,
-0.05322148,
0.047944482,
0.034907196,
0.021601826,
-0.008000153,
0.01732661,
0.027852386,
-0.044614613,
0.02031785,
0.017256062,
0.011005502,
-0.010257692,
-0.07201549,
-0.077772215,
-0.0071817953,
-0.016367156,
-0.023887584,
0.03547158,
-0.009086594,
-0.038716793,
-0.06270314,
-0.009488718,
-0.021982785,
-0.014067289,
0.004162337,
-0.01695976,
-0.068234116,
0.05796231,
-0.027076356,
0.019118533,
0.002398635,
0.011993175,
-0.0064551504,
0.047690507,
0.009904952,
0.002760194,
0.048593525,
0.033439793,
-0.04289324,
-0.005957786,
0.012740985,
-0.03987378,
-0.009199471,
-0.02036018,
-0.04097433,
0.031266913,
0.022998678,
-0.0011569887,
-0.037475146,
0.016296608,
0.016338937,
-0.04246995,
0.020402508,
0.077490024,
0.010638652,
-0.01053283,
-0.006948987,
-0.001634952,
-0.042977896,
0.029291566,
-0.04568694,
0.016353047,
-0.028007591,
-0.013086671,
-0.038547475,
-0.060784236,
-0.0005776125,
-0.00077691086,
-0.015266607,
0.0034709661,
0.027132796,
0.04467105,
0.01513962,
0.008987826,
-0.014674002,
-0.058470257,
0.020543603,
0.068854935,
0.0015829228,
0.07331357,
0.024649503,
0.022462511,
-0.00318701,
0.0020776412,
0.027993482,
0.0057602515,
-0.010504611,
-0.008324674,
-0.015802773,
-0.0033669076,
-0.02402868,
0.00883262,
0.017919214,
0.013100781,
-0.009869678,
-0.05133079,
-0.0007350229,
-0.047069684,
0.0136440005,
-0.022772923,
0.043768033,
-0.03324226,
-0.0073017273,
0.027937043,
-0.05274175,
0.23478404,
0.031295132,
0.058526695,
0.003388072,
0.022787033,
0.037080076,
0.02069881,
-0.03397596,
0.021982785,
-0.012613999,
-0.0063704923,
-0.062195197,
0.0053792917,
0.04328831,
-0.012578724,
0.009862623,
-0.060106974,
0.008310565,
-0.024691831,
-0.05322148,
-0.074893855,
0.041510496,
-0.00037875507,
0.073200695,
0.014575236,
-0.019316066,
0.0028219237,
-0.049722295,
-0.012134272,
-0.009862623,
0.015280716,
-0.025213888,
0.040494602,
0.019372506,
-0.013721604,
0.0071641584,
0.0031058798,
-0.041200083,
-0.026526082,
0.020303741,
-0.011464065,
-0.020600041,
0.054039836,
-0.03620528,
-0.014116673,
0.0075274813,
-0.04754941,
0.0035626786,
0.042272415,
-0.06874206,
0.040833235,
-0.008261181,
0.028176907,
-0.059994094,
-0.016381266,
-0.006793781,
-0.046448864,
-0.072297685,
-0.037785556,
-0.0018166134,
0.0071394667,
0.0064128214,
0.012853862,
0.03437103,
-0.02436731,
-0.001794567,
-0.008712689,
0.04024063,
0.011485229,
0.023760596,
0.034907196,
-0.0037249392,
-0.009538102,
-0.010285911,
-0.01346763,
0.03219815,
0.014328317,
0.08414976,
0.0069384044,
-0.031154037,
-0.0139755765,
-0.024508405,
-0.02765485,
-0.052177366,
0.01420133,
0.06902425,
-0.043203652,
-0.005957786,
0.027485536,
0.020557713,
0.021912236,
0.012374135,
0.017820448,
-0.010949063,
-0.003174664
] | Copied from transformers.models.bert.modeling_bert.BertForSequenceClassification with Bert->MobileBert all-casing
In this case, the code is copied from BertForSequenceClassification by replacing:
- Bert by MobileBert (for instance when using MobileBertModel in the init)
- bert by mobilebert (for instance when defining self.mobilebert)
- BERT by MOBILEBERT (in the constant MOBILEBERT_INPUTS_DOCSTRING) |
[
0.025954397,
0.003517019,
-0.03606981,
0.034653086,
0.027144445,
0.010682104,
-0.0026244826,
-0.00772115,
-0.0046185227,
0.044031803,
-0.0038109894,
-0.0029131402,
0.030317908,
-0.063639276,
-0.031734634,
0.020910857,
-0.021548383,
-0.015909819,
-0.027215282,
0.010689188,
-0.01374223,
0.006307967,
-0.050208725,
-0.03303802,
-0.0057483604,
0.03128128,
-0.010363341,
0.005592521,
0.0804133,
0.037486535,
-0.029552877,
-0.013012617,
-0.0034603502,
-0.058709074,
-0.016802356,
0.010908781,
-0.009732899,
-0.02156255,
-0.05315551,
-0.042530075,
0.036211483,
-0.021236703,
0.041963387,
-0.043606788,
-0.044031803,
-0.002411974,
0.009711648,
-0.000345548,
0.04046166,
-0.03833657,
-0.01106462,
0.033264697,
0.019508298,
0.002652817,
-0.04255841,
-0.05768903,
-0.0018107513,
0.0002450491,
-0.020315832,
0.013621808,
0.044541825,
0.021477547,
-0.012006742,
-0.046553575,
0.015867317,
0.031536292,
-0.00707654,
-0.015371463,
-0.014861442,
0.0195508,
-0.061315846,
0.030941268,
-0.021987567,
-0.042331733,
-0.0040164148,
0.04380513,
0.034029726,
-0.0013025013,
-0.002351763,
0.007136751,
0.017255707,
0.03649483,
-0.012573432,
0.0019887274,
-0.019168286,
-0.010051662,
0.053183846,
-0.0018399712,
-0.012431759,
-0.048253644,
-0.011397551,
0.005645648,
0.0014733938,
0.013487219,
-0.016689017,
0.0170857,
-0.0022685304,
0.0211517,
-0.018445756,
-0.029042857,
0.021789227,
0.0683428,
-0.030629588,
0.04185005,
-0.030997938,
-0.005780237,
0.017694892,
0.0050860415,
-0.03725986,
-0.019649971,
-0.0017815314,
0.0032655504,
-0.0040659998,
0.016816523,
-0.01636317,
-0.04281342,
0.018034905,
0.02547271,
-0.007947826,
-0.024721846,
-0.01456393,
-0.004529977,
0.014847275,
-0.015428132,
0.020329999,
-0.057207342,
0.025741888,
-0.005890033,
0.019947484,
-0.002390723,
0.034568083,
-0.014733937,
0.03669317,
0.08103666,
-0.0026262535,
0.015895652,
-0.012346756,
0.049217016,
-0.0044803917,
0.016434006,
-0.011489637,
-0.036919847,
-0.007579477,
0.070496224,
-0.011213376,
-0.0037791133,
0.0102216685,
-0.040716667,
-0.026521087,
0.012587599,
-0.0021870688,
0.019720808,
-0.029921226,
0.07083624,
-0.0108521115,
0.02105253,
-0.03442641,
0.027909476,
0.04884867,
0.019154118,
-0.013232209,
-0.027966145,
-0.034341406,
0.06494266,
0.019111617,
0.021265037,
-0.048026968,
-0.021732558,
0.023163449,
0.036551498,
0.00076547405,
0.009392885,
0.006601937,
0.023177616,
0.02594023,
0.059105754,
0.037033185,
-0.024070153,
0.031252947,
0.02445267,
0.027866974,
-0.021265037,
-0.003956204,
0.026336912,
0.011418801,
0.01718487,
0.0050754165,
0.022044236,
0.027186947,
0.012502596,
-0.0111283725,
0.07026955,
-0.0529005,
0.00805408,
-0.059219092,
-0.012885111,
-0.05233381,
0.041340027,
-0.023970982,
-0.05567728,
-0.008833279,
0.018346585,
-0.058992416,
-0.032301325,
-0.010845028,
0.015782313,
-0.008358676,
0.045533534,
0.013706812,
0.027101943,
0.059559107,
-0.0058439896,
-0.024608508,
-0.027031107,
0.0028954311,
-0.0017824168,
0.02336179,
0.009421219,
-0.019975819,
0.025642717,
0.03431307,
-0.019168286,
0.020457504,
-0.0042466326,
0.0049797874,
-0.018856606,
0.011284213,
0.04136836,
-0.0046751914,
-0.019819979,
-0.0009270692,
0.054118883,
-0.0036215025,
0.05604563,
0.041198354,
-0.010349174,
0.0069029913,
-0.0043564285,
0.012368007,
0.003217736,
-0.024070153,
-0.018289916,
0.012389258,
0.030346243,
0.027356954,
-0.047006927,
-0.029071191,
-0.012566349,
-0.07825987,
-0.009392885,
-0.056187302,
0.04210506,
0.012056327,
-0.008500348,
-0.03850658,
-0.010816693,
-0.02490602,
0.016405672,
-0.023800975,
0.013444718,
0.036834843,
0.03164963,
-0.026931938,
-0.00944247,
0.046355233,
0.07077957,
-0.032244656,
0.0000614283,
0.014167247,
-0.034454744,
0.0039632875,
-0.041141685,
-0.09509056,
-0.015470634,
-0.016944028,
-0.0071544596,
0.011829651,
-0.043578453,
0.03694818,
-0.017836563,
-0.006003371,
0.02377264,
-0.016476508,
0.004614981,
0.01448601,
0.05253215,
-0.05989912,
-0.0026333372,
-0.044541825,
0.004551228,
-0.012049244,
-0.048026968,
-0.011432968,
-0.030402912,
0.02778197,
0.0021587342,
-0.0062442143,
0.010823777,
-0.041935053,
0.014903944,
-0.001034209,
-0.022398418,
0.0150314495,
0.000015011195,
-0.04457016,
0.04822531,
-0.010299589,
-0.026648592,
0.025288535,
0.041595038,
-0.03504977,
0.021860063,
-0.01042001,
0.03813823,
-0.040688332,
0.032499664,
0.044853505,
-0.052617155,
-0.030657923,
-0.03674984,
-0.021675888,
0.025175199,
0.01292053,
-0.020400835,
-0.009527474,
0.012523847,
-0.035786465,
-0.02969455,
-0.0020188328,
0.00022977505,
0.0012909904,
-0.029836223,
-0.01155339,
0.028008647,
-0.028957853,
0.07293299,
-0.02424016,
0.014096411,
-0.014493094,
0.025586048,
-0.012665519,
-0.023092613,
0.0048274896,
0.013869735,
-0.011829651,
0.037373196,
0.04627023,
-0.049472027,
-0.0019462255,
-0.056215636,
0.027526962,
-0.004012873,
-0.0033027395,
0.012389258,
-0.030261239,
0.027356954,
-0.0034001393,
0.030742927,
0.013359714,
0.004009331,
0.011248794,
0.014663101,
0.03536145,
0.018431589,
-0.03601314,
-0.008939533,
0.039271608,
0.0035028518,
0.048055302,
-0.05057707,
0.008549933,
-0.05284383,
-0.032584667,
-0.0037401533,
-0.03462475,
-0.010214585,
0.05587562,
0.029467873,
0.023701804,
-0.0439468,
-0.002351763,
0.033491373,
0.020443337,
0.04040499,
0.03442641,
-0.00635401,
0.019678306,
0.01415308,
-0.010257087,
0.0008124031,
-0.01204216,
0.020060822,
-0.023616802,
-0.018091574,
-0.0044874754,
-0.02619524,
0.0439468,
0.061995875,
0.029014522,
0.012141331,
0.09843403,
-0.026266076,
0.011369216,
0.041595038,
-0.035389785,
-0.07208295,
-0.030289574,
0.01785073,
-0.013203874,
0.005479183,
0.004030582,
-0.03510644,
0.013133038,
0.02130754,
0.004175796,
-0.02897202,
-0.022171741,
-0.033576377,
0.013912236,
0.043210104,
0.0008783693,
-0.005797946,
-0.063072585,
0.014663101,
0.03196131,
0.010278338,
0.00004042646,
-0.030346243,
0.012254668,
0.0029290784,
0.007579477,
-0.028589506,
-0.05635731,
-0.011468386,
-0.030969603,
0.08103666,
0.035843134,
0.0033062813,
0.01749655,
-0.042020056,
-0.013267627,
0.023531798,
0.015343129,
-0.042473406,
-0.015782313,
-0.018020738,
-0.01925329,
0.017609889,
-0.0054543903,
0.027356954,
-0.0014893318,
-0.02023083,
0.031139608,
-0.016618181,
-0.016915694,
-0.026266076,
-0.02527437,
0.00083852396,
0.025826892,
0.038563248,
-0.030856265,
-0.002877722,
0.04822531,
-0.057094008,
-0.05409055,
0.002222487,
0.001034209,
0.02815032,
0.016405672,
0.036268152,
-0.02541604,
0.033689715,
0.038874928,
-0.054770578,
0.024126822,
-0.013288878,
-0.028419498,
-0.03366138,
-0.025019359,
0.01237509,
-0.005606688,
0.008479098,
0.009761233,
0.020854188,
0.02562855,
-0.03536145,
-0.007281965,
0.052305475,
-0.0065275594,
0.018204913,
0.011836735,
0.026563589,
0.013791815,
0.018431589,
-0.019749142,
-0.019479966,
-0.001157287,
0.003125649,
0.071062915,
0.0045051845,
-0.005624397,
-0.04689359,
-0.0439468,
0.048196975,
-0.053098843,
0.017142368,
-0.010816693,
0.010129582,
0.053892206,
-0.013203874,
-0.027626133,
0.010115415,
-0.0010430636,
-0.03227299,
0.042246733,
-0.0276403,
0.02490602,
-0.025331037,
-0.044230144,
0.02095336,
-0.0610325,
-0.009747066,
-0.038364906,
0.030374577,
0.018757435,
-0.0259969,
-0.013069285,
-0.025543546,
-0.035588127,
-0.029354537,
0.030487916,
-0.063752614,
0.011992575,
-0.044796836,
-0.031139608,
-0.00782032,
-0.033123024,
0.0046397736,
-0.059049085,
-0.01837492,
-0.02074085,
-0.00504354,
-0.010689188,
-0.017539052,
-0.021945067,
0.002390723,
-0.03190464,
0.060919162,
0.01641984,
-0.00815325,
0.02594023,
0.03680651,
0.041623373,
0.047120266,
-0.048508655,
0.0019674764,
0.012800108,
0.012750522,
-0.023560133,
-0.010115415,
-0.004044749,
0.024438502,
-0.0358148,
0.034029726,
-0.06392262,
-0.024282662,
-0.016292334,
-0.0512571,
0.03510644,
-0.02635108,
0.041028347,
-0.062052544,
0.023744306,
0.0013042722,
0.028447833,
-0.03448308,
0.0069454927,
-0.018899107,
-0.0097754,
0.039384946,
-0.053127177,
0.023163449,
-0.01616483,
-0.02963788,
0.060635816,
-0.026790265,
0.014089327,
0.061315846,
-0.028121985,
-0.014606432,
-0.008882864,
0.030601254,
0.024282662,
-0.03400139,
-0.046808586,
0.00046619098,
0.0076290625,
-0.010646686,
-0.057065673,
-0.022044236,
-0.024636842,
0.04986871,
0.0020932108,
-0.017227372,
0.022511756,
0.037798215,
-0.02222841,
-0.033859722,
0.055195596,
0.015201456,
0.017765729,
0.0058085714,
0.023970982,
-0.0054898085,
0.059842452,
0.0066125626,
0.0053516775,
-0.016703185,
0.047176935,
0.003217736,
-0.049528696,
0.044060137,
0.062449224,
-0.023531798,
-0.042700082,
0.011695063,
0.01212008,
-0.02244092,
-0.028263658,
-0.027300285,
-0.023432627,
-0.048763666,
0.02429683,
0.031167943,
-0.0016761625,
-0.005305634,
0.057122342,
0.042983428,
-0.056017295,
-0.024211826,
0.014663101,
-0.04709193,
0.0025430208,
-0.0031327326,
0.017071532,
-0.016972363,
-0.0011342652,
0.054373894,
-0.007983244,
0.01245301,
0.072479635,
-0.05295717,
0.03405806,
0.008847446,
-0.0009828528,
0.0056952336,
-0.051852126,
-0.023715971,
-0.042388402,
0.020981694,
0.0034178484,
0.019720808,
-0.007041122,
0.018049072,
0.03680651,
0.031082941,
-0.024211826,
-0.05491225,
-0.046383567,
-0.038591582,
-0.005025831,
0.014238084,
-0.017326543,
-0.014634767,
-0.0009394656,
-0.018488258,
-0.036778174,
-0.02727195,
0.03711819,
0.010349174,
0.03632482,
-0.060182467,
-0.011156707,
-0.008847446,
-0.012474261,
-0.011185042,
0.0067471513,
-0.005096667,
0.045363527,
-0.010072913,
-0.020117491,
0.013062201,
0.028603671,
-0.04822531,
-0.016178995,
0.0045193518,
0.04216173,
-0.043465115,
0.043578453,
-0.038421575,
0.021860063,
0.020046655,
-0.030317908,
-0.012332588,
-0.013855568,
0.00103598,
-0.015045617,
0.011461303,
0.04627023,
0.011149623,
-0.011000867,
-0.024466835,
0.079846606,
-0.02793781,
-0.0077069825,
-0.039129935,
-0.021038363,
-0.03649483,
0.029779553,
0.005273758,
0.024155157,
0.019564968,
0.0034709757,
-0.0068250713,
0.017043198,
0.019876648,
-0.007324467,
0.054005545,
0.018516593,
-0.02778197,
-0.03303802,
0.035673127,
-0.0055783535,
-0.047743622,
0.043295108,
0.0009855091,
-0.030204572,
-0.018658264,
-0.009421219,
0.0067152753,
0.049217016,
0.009711648,
0.0054118885,
-0.0008646448,
-0.009081205,
-0.012261752,
0.023942648,
-0.05054874,
-0.008330341,
0.004083709,
-0.021548383,
0.018105742,
-0.015144787,
-0.01816241,
0.039384946,
0.013713895,
0.0062796324,
0.02572772,
-0.013777648,
0.0046929005,
0.009739983,
-0.064262636,
-0.016944028,
0.01382015,
0.028221156,
-0.04539186,
-0.022851769,
0.049897045,
0.04173671,
0.0073669683,
-0.016802356,
-0.032896347,
-0.069136165,
0.028547004,
0.023560133,
-0.03283968,
0.012538014,
-0.024282662,
0.015654808,
-0.037486535,
0.015328961,
-0.04318177,
-0.01096545,
0.017425714,
0.02377264,
0.0054154303,
-0.011248794,
0.027470293,
-0.0036445244,
0.010405843,
0.003821615,
0.009654979,
0.0043351776,
0.0013485448,
-0.019834146,
0.046128556,
-0.0069171586,
0.053353854,
-0.0134093,
0.04122669,
0.023120947,
-0.037854884,
0.004529977,
0.05944577,
-0.0011829651,
0.02758363,
-0.018261582,
-0.019522466,
0.008160334,
-0.03360471,
0.020670014,
-0.02023083,
0.009747066,
0.0038534913,
-0.00029064994,
-0.015824815,
0.012205084,
-0.013451802,
-0.036239818,
0.000950091,
-0.00748739,
-0.0070871655,
-0.010292505,
0.04040499,
0.014422257,
0.04564687,
0.026393581,
0.035559792,
0.0308846,
-0.011199209,
0.055365603,
-0.04046166,
0.045221854,
-0.020344166,
-0.034709755,
-0.002371243,
-0.020925025,
-0.021746725,
0.020273332,
0.0040695416,
-0.018105742,
0.00028932176,
-0.0519938,
-0.02496269,
-0.044711832,
-0.0037295278,
-0.059105754,
0.02887285,
0.033009686,
-0.014620599,
-0.014018491,
-0.00005384661,
0.0072005033,
0.02146338,
0.02465101,
0.049443692,
0.021265037,
0.08183002,
0.044598494,
0.0075369757,
0.013487219,
0.012353839,
-0.04287009,
0.029666215,
-0.012268836,
0.0049372856,
0.019579135,
-0.026846934,
-0.033264697,
0.02897202,
0.008004495,
0.0106750205,
-0.019154118,
0.011971324,
0.025288535,
0.005684608,
-0.023220118,
0.100020766,
0.017751561,
0.019692473,
0.0051250015,
-0.010547516,
-0.037316527,
-0.0014778209,
-0.00075484865,
0.042190064,
-0.027895309,
-0.032613,
0.0012484887,
-0.038166564,
-0.028589506,
-0.001309585,
-0.05012372,
-0.0040872507,
0.030941268,
0.026081903,
0.060579147,
-0.06624605,
0.017609889,
-0.07831654,
0.04451349,
0.019961651,
-0.00018937625,
0.036721505,
0.05825572,
0.017666558,
-0.021534216,
-0.024891853,
0.03966829,
-0.00349931,
-0.0235743,
-0.016235664,
-0.013239292,
-0.009994993,
-0.016859025,
-0.021605052,
-0.000113227296,
0.01837492,
-0.0072961324,
-0.00553231,
-0.045108516,
-0.04040499,
-0.0051427106,
-0.0067117335,
0.023290955,
0.009633728,
-0.024934355,
0.01620733,
-0.018658264,
0.23596966,
0.07876989,
0.040745,
0.019805811,
0.0027590713,
0.042841755,
0.016844857,
-0.00707654,
-0.010951282,
-0.016547345,
-0.012056327,
-0.038619917,
0.011680895,
0.037429865,
-0.034199733,
0.05403388,
-0.015144787,
-0.029609546,
-0.03227299,
-0.015654808,
-0.018247414,
0.03915827,
0.024481002,
0.03201798,
0.033944726,
0.0064071375,
-0.010972533,
0.011843818,
-0.016122328,
-0.004119127,
-0.0019161202,
-0.05624397,
-0.0060919165,
-0.01065377,
-0.023545966,
-0.04199172,
-0.002068418,
-0.01853076,
-0.03405806,
0.019168286,
-0.0150314495,
-0.016263999,
0.01770906,
0.0058794077,
0.010561683,
0.0464119,
-0.017666558,
0.03366138,
0.026209407,
-0.049075343,
0.0056739827,
-0.06800278,
-0.020145826,
-0.05284383,
-0.081093326,
0.0087624425,
-0.058595736,
-0.049160346,
0.04918868,
0.03833657,
-0.026251908,
0.02408432,
-0.033066355,
0.011822567,
-0.014889777,
0.031422954,
0.005875866,
0.045873545,
-0.0042997594,
-0.030346243,
-0.0029450166,
-0.02105253,
-0.04185005,
-0.04462683,
-0.017383212,
0.050973754,
0.019437464,
0.040574998,
-0.06494266,
-0.030657923,
-0.0006269007,
-0.0030601253,
-0.0061237924,
0.00398808,
0.012155498,
0.03221632,
-0.066472724,
-0.010710439,
0.0077424007,
0.0055748117,
0.04610022,
0.07752318,
0.011765899,
0.023135114,
0.0004732746
] |
Export to TFLite
TensorFlow Lite is a lightweight framework for deploying machine learning models
on resource-constrained devices, such as mobile phones, embedded systems, and Internet of Things (IoT) devices.
TFLite is designed to optimize and run models efficiently on these devices with limited computational power, memory, and
power consumption.
A TensorFlow Lite model is represented in a special efficient portable format identified by the .tflite file extension.
🤗 Optimum offers functionality to export 🤗 Transformers models to TFLite through the exporters.tflite module.
For the list of supported model architectures, please refer to 🤗 Optimum documentation.
To export a model to TFLite, install the required dependencies: |
[
0.0583577,
-0.008133862,
-0.03221157,
0.05276337,
0.0018669238,
-0.02702945,
-0.019035446,
0.023555076,
0.007136452,
0.015973287,
0.0048839976,
-0.00080510514,
0.0128596,
-0.06589533,
-0.022215381,
0.03568594,
0.015531628,
-0.023643408,
-0.020154312,
0.0019616962,
-0.0033381958,
0.010776447,
-0.044430763,
-0.010666033,
-0.013742914,
0.007876229,
0.00911287,
-0.020021815,
0.072196305,
0.04978954,
-0.023717018,
0.000116222676,
-0.015266634,
-0.04870012,
-0.0018972878,
-0.0030879232,
0.026808621,
-0.03100437,
-0.0641287,
-0.055796087,
0.005252046,
0.007552346,
0.0660131,
-0.044931307,
-0.038777545,
-0.004887678,
-0.019948205,
0.01478081,
0.054382782,
-0.028398588,
-0.027206114,
0.047610696,
0.036422037,
-0.012130864,
-0.061360974,
-0.027471108,
-0.05276337,
0.010577701,
-0.014692479,
-0.0088478755,
0.04999565,
0.039484195,
-0.009583971,
-0.03209379,
0.018799895,
0.01715104,
-0.008906763,
0.0017923941,
-0.040249735,
0.034714293,
-0.06477646,
0.060065445,
0.013360145,
-0.043547448,
-0.0036694391,
0.039307535,
0.03736424,
-0.009414669,
0.011100329,
0.045078527,
-0.0019414535,
0.054706663,
0.01907961,
-0.004964968,
-0.028987465,
-0.03904254,
0.06495312,
-0.005811479,
-0.01469984,
-0.033418763,
-0.023937846,
0.0113358805,
-0.009179119,
-0.022480376,
0.011703928,
0.022421489,
-0.0019819387,
0.014081519,
-0.003698883,
-0.008281081,
0.0074088075,
0.06783862,
-0.0086932955,
0.022318434,
-0.014390679,
0.019344606,
0.045696847,
0.008796349,
-0.023216471,
0.010820613,
0.022038719,
0.011446294,
0.015649404,
-0.013080428,
-0.036392592,
-0.022701204,
0.001025934,
-0.005980781,
-0.03927809,
-0.0057857158,
0.004188387,
-0.0035406223,
0.0040632505,
-0.03300655,
0.018446568,
-0.07614178,
0.0007126331,
-0.01975682,
0.003437569,
-0.026381684,
-0.0034338885,
-0.033094883,
0.036480922,
0.067190856,
-0.0020610692,
0.017180484,
-0.010555618,
0.005859325,
0.011991006,
-0.012491551,
-0.011622958,
-0.011070886,
0.0020537083,
0.0966347,
0.01600273,
0.024232285,
0.011652402,
-0.013389588,
-0.0020426668,
0.016856601,
-0.05029009,
0.018137408,
-0.007994004,
0.031033812,
0.013912217,
0.036480922,
-0.016135227,
0.020183755,
0.009355782,
0.010864778,
0.0072799907,
0.013205565,
-0.029164128,
0.05243949,
0.02367285,
0.010761726,
-0.022583429,
-0.012771267,
-0.007368322,
0.000014254674,
0.004129499,
0.012270723,
-0.012292805,
0.0480818,
0.029149408,
0.061596524,
0.058239926,
-0.017931301,
0.04242858,
0.034920402,
0.0251156,
0.0053366967,
0.005255726,
0.035744827,
0.001554083,
-0.00063304265,
0.013190842,
0.053764462,
0.007618595,
-0.020846242,
-0.011254909,
0.07879173,
-0.026735011,
-0.022215381,
-0.07472848,
-0.00467421,
-0.039307535,
0.044842977,
-0.02641113,
-0.051732834,
-0.0039638774,
0.05167395,
-0.067661956,
-0.01997765,
0.010253819,
-0.01623828,
-0.023290081,
0.0011832746,
0.038718656,
-0.005494958,
0.07690732,
-0.012550439,
0.0033069118,
-0.028133593,
0.03200546,
-0.000067226276,
0.011954201,
-0.020537082,
-0.008060252,
0.022642316,
0.023569798,
-0.028045263,
0.012476829,
0.032182124,
0.0044386596,
-0.019491825,
0.0062604975,
0.054736108,
-0.039484195,
-0.01676827,
-0.0073572807,
0.051173404,
0.017946023,
0.031652134,
0.028457476,
-0.031416584,
0.017828248,
0.0028082067,
0.02489477,
0.017725194,
0.011262271,
-0.011240188,
0.013610417,
0.002710674,
0.0057930765,
-0.031357694,
-0.012830156,
0.0059402958,
-0.055943307,
0.01891767,
-0.068427496,
0.04239914,
0.016282447,
-0.008634408,
-0.049200665,
-0.016120505,
0.008251637,
0.027750824,
-0.023142863,
0.015973287,
0.030415492,
0.04549074,
0.0087301005,
-0.01991876,
0.017121596,
0.06348093,
-0.028089428,
0.011578792,
0.028015818,
-0.04787569,
-0.0037246463,
-0.047080707,
-0.07543513,
-0.01585551,
-0.026396407,
0.008862597,
0.010526175,
-0.027294444,
0.0047294176,
-0.034714293,
-0.0016221718,
0.010165487,
0.02442367,
0.0023978332,
0.025778087,
0.029281903,
-0.07231408,
-0.027338611,
-0.035067618,
-0.01584079,
0.007037079,
-0.024570888,
-0.011453656,
-0.034832068,
0.020478195,
0.0050496194,
-0.006080154,
-0.010533536,
-0.027338611,
0.021390954,
-0.036863696,
0.00047041144,
0.024085065,
0.019639045,
-0.016930211,
0.028810803,
0.017577976,
-0.022347879,
0.03530317,
0.06807417,
-0.016782992,
0.010150766,
0.03215268,
0.03683425,
-0.040691394,
0.006731599,
0.031210477,
-0.014663035,
-0.033742648,
-0.023466745,
-0.020242643,
0.046609607,
-0.018873505,
0.0062236926,
0.015060526,
0.04999565,
-0.024629777,
-0.020699022,
0.002589218,
-0.025616145,
0.0024033538,
-0.022200659,
-0.011387407,
0.025468927,
-0.024703385,
0.042458024,
-0.056002192,
-0.0062678587,
-0.0052483655,
0.041456934,
-0.0087669045,
-0.013610417,
0.0021107555,
0.031563804,
-0.01516358,
0.02465922,
0.055295542,
-0.052351158,
0.015943842,
-0.05980045,
0.0021328386,
0.016091062,
0.012388498,
0.025071435,
0.005483916,
0.049200665,
-0.016341334,
0.03238823,
0.0011326679,
0.0120351715,
-0.008229555,
-0.006227373,
0.039778635,
0.02956162,
-0.05759216,
0.010776447,
-0.008627047,
0.029605785,
0.062067624,
-0.056149412,
0.01140949,
0.0028155677,
-0.01171865,
-0.017931301,
-0.031504914,
-0.006330427,
0.023937846,
0.022848424,
0.025586702,
0.012572522,
-0.021096515,
-0.0059991833,
0.005001773,
0.054736108,
0.056620516,
-0.01838768,
0.011041442,
0.007640678,
-0.006370912,
0.005137951,
-0.032506004,
-0.027471108,
0.021700114,
-0.013264452,
-0.018476013,
-0.035568167,
0.02374646,
0.07708399,
0.03774701,
0.022922033,
0.067426406,
-0.043164678,
-0.0062678587,
0.022082884,
-0.016267724,
-0.016444387,
-0.028457476,
0.011159217,
0.02473283,
0.029738283,
0.012351693,
-0.0149133075,
0.004409216,
0.046197392,
-0.015399131,
-0.033418763,
-0.037805896,
0.021346787,
-0.0014528697,
0.006227373,
0.010732282,
-0.027265001,
-0.026205022,
0.012071976,
0.03224101,
0.004523311,
0.008965651,
-0.031740464,
0.024467835,
-0.011689207,
0.035450388,
-0.035803717,
-0.031593245,
-0.035008732,
-0.041692484,
0.03865977,
0.021420397,
0.010967832,
0.018137408,
-0.052998923,
-0.013985827,
0.030768817,
-0.0139416605,
-0.0059991833,
-0.00811914,
0.0005700144,
0.0004839832,
-0.000041692943,
-0.017813526,
0.015075249,
-0.017828248,
-0.007478737,
0.0017601899,
-0.024335338,
-0.004409216,
-0.036628142,
0.00903926,
-0.005888769,
0.027868599,
0.027839156,
-0.020566525,
-0.007552346,
0.046904046,
-0.06353982,
-0.0408975,
-0.0024548806,
0.035656497,
-0.0005695544,
0.02979717,
-0.0017298259,
0.015678847,
0.042310804,
0.05152673,
-0.056178857,
-0.0029756685,
0.00018563424,
0.034184303,
-0.021464564,
-0.012749185,
0.009583971,
-0.030444935,
0.04649183,
0.027161947,
0.011954201,
0.0057525914,
-0.054029457,
-0.011166578,
0.043782998,
-0.015134136,
-0.012896404,
0.023761183,
0.005329336,
-0.008163306,
-0.005660579,
-0.030268272,
-0.02994439,
-0.035715383,
0.032741554,
0.051408954,
0.014979556,
0.015369687,
-0.043576892,
-0.035038177,
0.053028364,
-0.05090841,
0.0044055353,
-0.00666167,
0.0032517046,
0.03860088,
0.0023150223,
-0.034213748,
-0.0111813005,
-0.029002188,
-0.038865875,
0.022347879,
-0.028015818,
0.009760635,
-0.007787897,
-0.023172306,
0.033448208,
-0.061832074,
-0.017327704,
-0.0234373,
0.037864786,
0.041928034,
-0.0067868065,
0.009745913,
-0.00497969,
-0.04840568,
-0.05129118,
0.03330099,
-0.045755737,
0.0053366967,
-0.020080702,
-0.04242858,
-0.0023003004,
-0.0038240193,
0.021494007,
-0.071548544,
-0.011527265,
-0.026396407,
-0.014133045,
-0.033948753,
-0.030886594,
-0.02817776,
-0.03989641,
-0.033595428,
0.042369694,
-0.016091062,
0.013235008,
-0.0004632805,
0.03282989,
0.011991006,
0.012962652,
-0.009937298,
-0.021759002,
-0.030444935,
0.06306872,
-0.0142140165,
-0.005384543,
-0.010356872,
0.015207746,
-0.0399553,
0.056649957,
-0.05859325,
-0.06495312,
-0.026941119,
-0.030386047,
0.042516913,
-0.002863414,
0.044136323,
-0.03980808,
0.022230104,
-0.0053256555,
0.008472467,
0.004044848,
0.010827974,
-0.0086123245,
0.001707743,
0.06094876,
-0.04248747,
-0.0050569805,
-0.00727631,
-0.009238007,
0.03630426,
-0.03368376,
0.02320175,
0.07396294,
-0.0038313803,
-0.01187323,
-0.062362064,
0.04186915,
0.0111813005,
-0.028634138,
-0.046845157,
-0.0062089707,
-0.01997765,
-0.008104418,
-0.071784094,
0.0033492374,
0.01202781,
0.03291822,
0.028118871,
0.0013525767,
0.04525519,
0.02465922,
-0.05941768,
-0.06336316,
0.04095639,
0.027677214,
0.025895862,
0.013176121,
0.011622958,
0.04325301,
0.018402403,
0.0147587275,
0.0027585202,
-0.026499461,
0.02886969,
0.009929936,
-0.06495312,
0.041162495,
0.006768404,
-0.04066195,
-0.068191946,
-0.0024548806,
-0.02312814,
-0.026676124,
0.009282172,
-0.0027401177,
0.0076701217,
-0.04864123,
0.042929128,
0.0109089445,
-0.00535878,
0.0022579748,
-0.0028762957,
0.023452023,
-0.032123234,
-0.023407856,
0.030297717,
-0.03798256,
-0.014847059,
-0.053705573,
-0.019388773,
-0.02150873,
0.02036042,
0.039160315,
0.015296077,
0.029075798,
0.021906221,
-0.03974919,
0.04027918,
0.037423126,
0.022082884,
-0.015561072,
-0.044371873,
-0.04923011,
-0.033094883,
0.0036952025,
-0.007773175,
-0.010010907,
0.013949022,
-0.0088478755,
0.031799354,
0.03777645,
-0.03692258,
-0.054176673,
-0.0026094608,
-0.014824976,
-0.0106365895,
-0.020919852,
-0.014972195,
0.0026536265,
0.0042619966,
0.0025450524,
-0.021390954,
-0.004320884,
0.015708292,
0.01140949,
0.008428301,
-0.069075264,
0.029988557,
-0.032712113,
-0.03377209,
-0.04004363,
-0.027382776,
-0.016900767,
-0.009893132,
-0.00819275,
-0.005561206,
0.008928846,
0.03238823,
-0.015590516,
-0.019329885,
-0.03168158,
-0.0049060807,
0.022568706,
0.0076922043,
-0.032977108,
0.011961562,
0.014670396,
-0.016370777,
-0.002519289,
0.024600333,
0.0052962117,
0.008759544,
0.024247006,
0.04696293,
0.002167803,
-0.009252728,
0.0139416605,
0.058387145,
-0.02803054,
0.0063525094,
-0.03070993,
-0.010342151,
-0.0163855,
0.048906226,
-0.013293896,
0.028221926,
0.051791724,
-0.019256275,
-0.008288442,
-0.010607145,
0.04234025,
-0.004144221,
-0.008332608,
-0.02305453,
-0.015281356,
0.016135227,
0.03185824,
0.0020941936,
-0.05305781,
0.019771542,
0.022406766,
0.017298259,
-0.005874047,
-0.033624873,
-0.0069413865,
0.020080702,
0.023245916,
0.019859873,
-0.0067500016,
0.0147587275,
-0.009532445,
0.013448476,
-0.035803717,
-0.03047438,
0.035067618,
-0.02013959,
0.020478195,
0.010599785,
-0.02979717,
0.019285718,
0.026322797,
0.00995938,
-0.001470352,
-0.015428575,
0.020934574,
0.02205344,
-0.026146134,
-0.050878964,
0.00032365226,
0.012506274,
0.005910852,
-0.036009822,
0.052645594,
0.019874595,
-0.001094943,
-0.023540353,
-0.013073067,
-0.058151595,
-0.0036970428,
0.013028901,
-0.027426941,
0.013404311,
0.0052594068,
0.036245372,
-0.06100765,
0.0008547916,
-0.034125417,
-0.012844877,
0.017872414,
0.01263141,
0.010239097,
-0.0014491893,
0.015899677,
0.008678573,
0.000643164,
0.029576343,
0.020949297,
-0.00087411416,
-0.02006598,
-0.011151857,
0.061596524,
-0.01232961,
0.050643414,
-0.026278632,
0.033860423,
0.02059597,
-0.06271539,
-0.01622356,
0.01439804,
0.026587792,
0.011078247,
0.009230645,
0.005366141,
-0.0047036544,
-0.04861179,
0.009716469,
0.00995202,
-0.017946023,
-0.0022634957,
-0.0071695764,
-0.0046668495,
0.021243734,
-0.02059597,
-0.00405589,
0.029193573,
-0.02480644,
-0.013603057,
-0.0009408229,
-0.0017270655,
-0.005255726,
0.021449842,
0.049907316,
0.027456386,
0.023540353,
-0.008133862,
0.05029009,
-0.049288996,
0.045579072,
-0.008649129,
-0.035627052,
-0.022524541,
-0.026396407,
-0.026352242,
0.011932118,
-0.007942477,
-0.0421047,
0.024938937,
-0.031181032,
-0.034743737,
-0.04201637,
-0.023466745,
-0.03630426,
0.03123992,
0.0005594331,
-0.030798262,
-0.03253545,
0.025940027,
0.022657039,
0.029811893,
0.03836533,
0.022009274,
0.03936642,
0.06495312,
0.07113633,
-0.024865327,
0.003812978,
0.014729284,
-0.035214838,
0.032564893,
0.0067647235,
-0.02336369,
0.0028266092,
-0.006150083,
-0.055796087,
0.017357146,
0.006518131,
0.018446568,
-0.032182124,
-0.0022910992,
-0.0117260115,
-0.012675575,
-0.011519904,
0.08185389,
0.02097874,
0.008597603,
0.012550439,
-0.0024622416,
-0.0070922864,
0.02496838,
-0.016856601,
-0.007780536,
-0.02150873,
-0.05137951,
0.0029149407,
-0.04711015,
-0.01569357,
-0.012491551,
-0.059535455,
0.018063799,
0.033565983,
0.012955292,
0.058151595,
-0.039690305,
0.0060948757,
-0.025763365,
0.02610197,
0.046580162,
0.022951478,
0.057327166,
0.04104472,
0.013073067,
-0.021685392,
-0.03415486,
0.051585615,
-0.014280265,
-0.023923123,
0.02036042,
-0.0010747004,
-0.023245916,
-0.05037842,
-0.050967295,
0.0044128965,
0.027839156,
-0.006577019,
-0.00049870514,
-0.01944766,
-0.06730863,
-0.048229016,
-0.0064445217,
0.026823344,
-0.020875687,
-0.019388773,
-0.014972195,
-0.035862602,
0.25792807,
0.07402182,
0.0387481,
0.03836533,
0.025586702,
0.035332613,
0.009988825,
-0.033183213,
0.0005672541,
-0.020684302,
-0.04923011,
-0.03247656,
0.01523719,
0.035332613,
-0.02910524,
0.032034904,
-0.048965115,
-0.0058630058,
0.009834244,
-0.020110147,
-0.045166858,
0.04846457,
0.03830644,
0.038247555,
0.012771267,
0.019256275,
-0.021965109,
-0.062067624,
-0.014979556,
-0.036186486,
0.028457476,
-0.06259762,
-0.01033479,
-0.012933209,
-0.025012547,
-0.0033013911,
0.0055170404,
-0.019167943,
-0.0052410043,
-0.0014501094,
0.006952428,
0.0022156492,
-0.0072799907,
0.0058004376,
0.05090841,
-0.00042532553,
-0.049524546,
0.04711015,
0.06177319,
-0.055177767,
0.035097063,
-0.056620516,
-0.0015080769,
-0.05314614,
-0.067897506,
0.0032498643,
-0.072019644,
-0.055766642,
0.007905672,
0.0185349,
0.01248419,
-0.026440572,
-0.011917396,
0.017062709,
-0.012653492,
0.024865327,
-0.03845366,
0.07084189,
0.004280399,
-0.015384409,
0.02274537,
-0.05152673,
-0.05912324,
-0.04225192,
-0.028148316,
0.043076344,
0.014508455,
0.008663852,
-0.018947115,
-0.04610906,
-0.0046815714,
0.035420947,
-0.026249187,
-0.021081792,
0.007022357,
0.015988007,
-0.073491834,
-0.023231193,
0.0012348013,
0.0110635245,
0.046226837,
0.07902728,
0.016591607,
0.024821162,
-0.0038166584
] | pip install optimum[exporters-tf]
To check out all available arguments, refer to the 🤗 Optimum docs,
or view help in command line:
optimum-cli export tflite --help
To export a model's checkpoint from the 🤗 Hub, for example, google-bert/bert-base-uncased, run the following command:
optimum-cli export tflite --model google-bert/bert-base-uncased --sequence_length 128 bert_tflite/
You should see the logs indicating progress and showing where the resulting model.tflite is saved, like this: |
[
0.054877903,
-0.012612168,
-0.031283192,
-0.023608642,
-0.018092994,
0.020586178,
-0.017326932,
0.047662992,
0.01294645,
0.025112908,
0.04621444,
-0.02727181,
0.026867887,
-0.054181483,
0.0048470837,
0.05150723,
0.008266507,
-0.044960883,
-0.054376483,
0.039500948,
0.030948909,
-0.01498696,
-0.069084875,
-0.029639639,
0.006302602,
0.023747925,
0.016003734,
-0.028302513,
0.052259363,
0.055407185,
-0.03677098,
-0.03262032,
-0.008788821,
-0.024346847,
-0.022717224,
-0.005292793,
0.022633653,
0.009025604,
-0.031701043,
-0.020279754,
0.019666905,
-0.026185395,
0.015363027,
-0.02902679,
-0.08585467,
-0.036659554,
0.008308291,
-0.06022641,
0.0071452702,
0.010815404,
-0.033149596,
-0.002632468,
0.0027351899,
-0.0103348745,
-0.008579896,
0.013552335,
0.023385787,
0.022550084,
-0.0176055,
0.0017541081,
0.035517424,
-0.0064314394,
-0.029667497,
-0.022174016,
0.0142905405,
0.04025308,
-0.012737524,
-0.0015155843,
-0.007375089,
-0.00858686,
-0.041618064,
-0.0399188,
-0.027522523,
-0.005954392,
-0.014791963,
-0.004986368,
0.026867887,
0.02841394,
-0.028553225,
0.042203058,
-0.009325065,
0.008816678,
0.008774893,
-0.026617177,
-0.036910266,
-0.0444316,
0.038470246,
-0.0540422,
-0.008189901,
-0.009081318,
-0.03139462,
0.010355767,
0.025572546,
0.027035028,
0.047105856,
0.05654931,
-0.022480441,
0.008203829,
0.0028239836,
-0.00727759,
0.004714764,
0.07727478,
-0.026338609,
0.04540659,
-0.04139521,
-0.008489361,
-0.0016670557,
-0.016811581,
-0.029166074,
-0.05228722,
0.0025401923,
0.017884068,
-0.009575777,
0.017243361,
0.0063861725,
-0.0037885252,
-0.0378574,
0.008113294,
0.0097429175,
0.009206674,
0.011407361,
-0.006852774,
0.015237672,
-0.021394026,
0.028608939,
-0.013287695,
-0.0001704053,
0.0505601,
-0.056605026,
-0.02022404,
-0.012605204,
0.012988235,
-0.0026934047,
0.07549194,
-0.008858464,
0.0072079482,
0.0017201577,
0.0063583157,
-0.012723595,
-0.008816678,
0.0117695,
-0.04122807,
-0.015808737,
0.06206496,
0.0037676326,
0.021561166,
-0.007242769,
-0.030698199,
-0.046771575,
0.028525367,
-0.031617474,
0.0054216306,
-0.029834637,
0.008468469,
-0.0014511654,
-0.0019360479,
-0.049111545,
-0.00089751143,
0.028692508,
0.006170282,
0.022271514,
0.005090831,
-0.017675143,
0.03250889,
-0.041785207,
0.057496443,
-0.044208746,
0.0038895062,
0.008447575,
-0.012458956,
0.060560692,
0.001369336,
0.0046555684,
0.01891477,
0.07799905,
0.04969654,
0.043345187,
-0.009798631,
0.0049376185,
-0.0035238857,
-0.018246207,
-0.0026846996,
-0.01498696,
0.075770505,
-0.004436196,
0.047440138,
-0.0021380098,
0.01821835,
-0.018357635,
0.021825805,
-0.0028692507,
0.046381578,
-0.04635372,
0.018789414,
-0.08145329,
0.0210876,
-0.034988146,
0.013252875,
-0.028608939,
-0.07866762,
0.015934091,
0.05195294,
-0.0012213468,
0.00031360667,
-0.021881519,
-0.011414326,
-0.0042760195,
-0.0025053713,
0.001473799,
-0.014374111,
0.06702347,
0.01447161,
-0.03791311,
0.0016905598,
0.04445946,
0.029054647,
0.02649182,
0.0073611606,
0.012145567,
0.030558914,
0.038915955,
0.023970779,
0.010933796,
-0.037885252,
0.018538702,
-0.0010959911,
0.0187337,
0.03331674,
0.019736545,
-0.0031739345,
-0.030113205,
0.065129206,
0.004861012,
0.0053798454,
-0.038581673,
0.009011677,
0.0222158,
0.014973032,
-0.020070827,
0.020627964,
-0.021282598,
0.0008243873,
-0.00065681123,
0.03902738,
0.0034925467,
-0.0018751111,
-0.0007743321,
-0.008162044,
-0.034375295,
0.036631696,
-0.049529396,
0.05911214,
-0.00087270146,
-0.00429343,
-0.024931839,
-0.012424135,
0.0189287,
0.016853366,
0.027313596,
-0.00858686,
-0.004366554,
0.039556663,
-0.011135757,
-0.041618064,
0.058889285,
0.07872333,
-0.0027195206,
0.022118302,
0.028330369,
0.0016470335,
-0.0189287,
0.013921438,
-0.06496207,
0.008141151,
-0.058276433,
0.009429528,
0.02249437,
-0.02345543,
0.001332774,
-0.00020827314,
0.0009358145,
-0.0046172654,
-0.032926742,
0.04131164,
0.04916726,
0.03799668,
-0.028302513,
0.052259363,
-0.011560573,
0.0012117709,
-0.0038581674,
-0.0050385995,
-0.022870436,
0.009596669,
0.047969416,
-0.008865428,
-0.00898382,
-0.015321243,
-0.032118894,
-0.011978426,
0.011943605,
-0.022967935,
0.0039034346,
0.004648604,
0.00019260368,
0.023942923,
-0.011428254,
-0.03601885,
0.058555003,
0.048944406,
-0.033595305,
0.02536362,
-0.016435515,
0.06262209,
-0.026742533,
0.039556663,
0.021101529,
-0.011365576,
-0.021951161,
-0.009575777,
-0.010669156,
-0.00520574,
-0.042342342,
-0.0052893106,
-0.06290066,
0.055240043,
-0.012298779,
-0.04969654,
0.012688775,
0.0036805803,
-0.027940374,
-0.0032383534,
-0.009882201,
0.031338904,
-0.0034716541,
0.03652027,
-0.04540659,
0.060894974,
-0.03844239,
-0.015585882,
0.0024670681,
-0.041506637,
0.036102418,
0.03493243,
0.029583925,
0.0012892478,
0.05264936,
-0.06434922,
0.052844357,
-0.034737434,
-0.004502356,
0.019625118,
-0.0051883296,
-0.017187648,
-0.018329777,
0.05788644,
-0.020335468,
-0.000334064,
-0.016964793,
0.023901138,
0.062176388,
0.019778332,
0.00041981073,
0.028998934,
-0.004568516,
0.026450036,
-0.0014276612,
-0.0062225135,
0.04813656,
-0.0065637594,
0.010690048,
-0.041701637,
-0.024137922,
0.0005971802,
-0.016393729,
-0.043038763,
0.02362257,
0.03262032,
0.018329777,
0.002251178,
-0.048693694,
-0.035517424,
0.0067657214,
0.026714675,
0.052510075,
0.023204718,
0.012737524,
0.027856804,
-0.028330369,
-0.008148115,
0.0036109383,
0.010634335,
0.016505156,
-0.07003201,
-0.040308796,
-0.051312234,
0.0399188,
0.029946065,
0.045350876,
0.0009157924,
0.03755097,
-0.036548126,
0.029500356,
0.024374703,
0.008217758,
-0.052008655,
-0.026965387,
0.033233166,
-0.017159792,
0.0094155995,
-0.029751066,
0.027745377,
-0.0017680365,
0.0144158965,
-0.00936685,
-0.023608642,
-0.029834637,
-0.007284554,
-0.03111605,
0.06267781,
-0.015140173,
-0.050225817,
-0.04749585,
0.020029042,
0.007242769,
-0.042119488,
-0.0077441917,
-0.031756755,
-0.041450925,
0.024346847,
-0.015000889,
-0.032091036,
0.010202554,
-0.0097429175,
-0.058276433,
0.022940079,
0.06434922,
-0.027954303,
-0.023733998,
-0.051980797,
-0.043345187,
0.017981566,
0.033929586,
-0.008726144,
0.00270211,
0.009394707,
-0.013865724,
0.020460822,
0.011866999,
0.026951458,
0.054766476,
-0.053401493,
0.0341803,
-0.007033843,
-0.0060553728,
-0.03941738,
0.009791667,
-0.032926742,
0.0012048067,
0.04925083,
-0.013956259,
-0.017939782,
0.04306662,
-0.044236604,
-0.04106093,
0.0111079,
0.007932225,
0.010961653,
0.05691145,
-0.01803728,
0.0058116256,
0.0538472,
0.018622274,
-0.063569225,
-0.0021989464,
-0.0044744993,
0.0062225135,
-0.018343706,
-0.017856212,
0.008677394,
-0.06518492,
0.025516832,
-0.0057106446,
-0.010822369,
0.012772345,
-0.041478783,
0.008677394,
0.031422473,
0.009123104,
0.011114865,
0.018009424,
-0.03626956,
0.043763038,
-0.028608939,
-0.032007467,
-0.018942626,
-0.034263868,
-0.00011610629,
0.040782362,
-0.00553654,
0.0048470837,
-0.025433263,
-0.050002962,
-0.0032174608,
-0.029695353,
0.006999022,
0.020210112,
0.015502311,
0.016351944,
0.008280435,
-0.06785917,
-0.0010663933,
0.0016078599,
-0.045991585,
0.009624526,
-0.040782362,
0.0113934325,
-0.048331555,
-0.051312234,
0.079001896,
-0.014032865,
-0.06819346,
-0.017925853,
0.033261023,
0.006710008,
0.0012274404,
0.009715061,
-0.027438952,
-0.029249644,
-0.056437884,
0.048164416,
-0.041283783,
0.0032644693,
-0.020321539,
-0.054320768,
0.010954688,
0.026714675,
0.050142247,
-0.016407657,
-0.029138217,
-0.025029339,
0.0031112568,
-0.07387625,
-0.013566264,
-0.039528806,
-0.013329481,
0.0045267306,
0.0067761675,
0.017758712,
-0.006508046,
-0.02300972,
0.056437884,
0.016198732,
0.013308588,
-0.045044452,
-0.0036213845,
0.022341156,
-0.0077511556,
0.023956852,
-0.0067169718,
-0.04540659,
0.00031273614,
-0.00073428795,
0.05237079,
-0.018984413,
-0.039779518,
-0.014959103,
-0.007855618,
0.037355974,
-0.037355974,
0.028455725,
0.0038129,
0.016351944,
0.025321836,
0.0040009334,
0.014652679,
0.015892306,
-0.026533606,
-0.08011617,
0.044487316,
-0.0097429175,
0.005647967,
-0.015000889,
0.034681723,
0.052259363,
-0.0122500295,
0.060560692,
0.054014344,
0.03833096,
0.01761943,
-0.04696657,
0.045183737,
0.021380097,
0.012660918,
-0.0033097365,
-0.004683425,
-0.036631696,
-0.010634335,
-0.035712425,
-0.015223743,
-0.006278227,
0.031951755,
0.03145033,
0.0101468405,
0.02763395,
-0.0034821006,
-0.04540659,
-0.053373635,
0.031701043,
0.013977151,
0.00407754,
0.025405405,
0.0020161362,
-0.034626007,
0.032815315,
-0.021728307,
-0.069252014,
-0.022355085,
0.04465446,
-0.009694167,
-0.052593645,
0.030558914,
-0.030698199,
-0.04696657,
-0.026115755,
0.026547534,
-0.007347232,
0.00727759,
0.008447575,
-0.010320946,
-0.03852596,
-0.004192449,
-0.011873962,
0.029082503,
-0.02597647,
-0.022424728,
0.0517858,
0.0047948523,
-0.042342342,
-0.023817567,
0.031227477,
-0.051897228,
-0.0074586594,
0.004007898,
0.009206674,
-0.023330074,
0.0006742217,
0.051005807,
-0.03443101,
-0.024151849,
0.045350876,
0.013197161,
0.005292793,
-0.025683973,
0.00076127425,
0.03217461,
-0.018817272,
-0.062009245,
-0.036492415,
0.030029634,
-0.0014859864,
-0.0025018891,
-0.010293089,
0.015934091,
0.024931839,
-0.0038860242,
-0.04897226,
-0.028218942,
0.026352536,
-0.007305447,
-0.023344003,
0.02153331,
-0.030809626,
-0.012055032,
-0.00042873362,
-0.008447575,
-0.054515764,
0.010348802,
0.010975581,
-0.024569701,
-0.043623757,
-0.039166667,
0.015488383,
-0.046520863,
-0.02352507,
-0.004129771,
-0.06351351,
-0.012410206,
0.025920756,
-0.03328888,
0.010954688,
0.023803638,
0.04883298,
-0.009610597,
0.01795371,
-0.023121146,
0.007563122,
-0.011386469,
0.011212364,
-0.012911629,
0.009011677,
0.026631104,
0.018162636,
-0.009812559,
0.013670727,
-0.008788821,
0.007068664,
0.0072566974,
0.03147819,
-0.05231508,
0.026895745,
0.021463668,
-0.00845454,
-0.04278805,
-0.010251304,
0.016101234,
-0.05376363,
-0.0065742056,
0.052454364,
0.005808144,
0.04741228,
0.02440256,
0.041980203,
-0.0039347736,
0.0004084939,
-0.008607753,
-0.013900545,
0.00005816196,
0.038498104,
-0.054181483,
0.011309862,
0.0026864405,
-0.00061197917,
0.0034768775,
0.03512743,
-0.016839437,
0.01586445,
-0.01107308,
0.023037577,
0.0035639298,
0.06618777,
0.04089379,
0.024179706,
-0.0435959,
-0.016811581,
-0.018496918,
0.028469654,
-0.070923425,
-0.015975878,
0.01917941,
-0.096997395,
0.021477597,
-0.00044092097,
0.011797356,
0.055462897,
0.037634544,
0.01689515,
0.030001778,
-0.0023382304,
0.029305357,
0.012855915,
-0.04287162,
-0.012653953,
-0.013092698,
-0.0026133165,
-0.03111605,
-0.04590801,
-0.030558914,
0.04627015,
0.009408636,
0.0049411007,
-0.01796764,
-0.0142905405,
0.0109268315,
0.025530761,
-0.07454481,
0.00048096513,
-0.01787014,
0.06891774,
-0.04479374,
0.029388929,
-0.004920208,
0.027341453,
0.0111287935,
0.020419037,
-0.01594802,
0.008900248,
0.049390115,
0.0075074085,
0.038720958,
0.03365102,
0.042286627,
0.009882201,
0.0013371266,
0.036659554,
0.05883357,
0.026366465,
0.009520063,
0.032648176,
0.009492206,
0.021310454,
-0.03593528,
-0.0028570634,
0.034208156,
0.03863739,
-0.025252193,
-0.003079918,
-0.024695057,
0.024736842,
-0.013218054,
0.0223133,
0.028859649,
0.0017558492,
0.009694167,
-0.0049411007,
-0.021951161,
0.0025889417,
-0.008663466,
-0.02256401,
0.0025506385,
0.011811285,
-0.006793578,
0.0016888188,
0.025948614,
-0.010578621,
0.034263868,
0.02030761,
0.007813834,
0.008524182,
-0.032118894,
0.026282895,
0.010571657,
0.018719772,
-0.0016461631,
0.008510253,
-0.017494073,
-0.059724987,
0.005376363,
0.033846017,
0.01498696,
-0.006577688,
-0.014764106,
-0.027842876,
-0.02902679,
-0.062287815,
0.0030207222,
-0.05727359,
0.0025488976,
0.03223032,
-0.005916089,
-0.0068841125,
0.03529457,
0.0030242044,
0.015725166,
0.0029632675,
0.054961473,
0.015934091,
0.05944642,
0.018274063,
0.02458363,
0.022717224,
0.01568338,
-0.042063773,
0.0035795993,
0.015154101,
-0.0068562557,
-0.0024740323,
-0.021561166,
-0.040643077,
-0.00936685,
0.0068736663,
-0.040754505,
-0.062176388,
0.0007939189,
-0.052008655,
-0.020321539,
0.0164773,
0.06462779,
0.031004623,
0.03181247,
-0.036938123,
-0.0061528715,
-0.017758712,
-0.012793237,
-0.021380097,
0.020251896,
-0.030252488,
-0.025210408,
0.022299372,
-0.03941738,
-0.029305357,
0.008224721,
-0.0008352689,
-0.048944406,
0.021491524,
0.028386083,
0.024123993,
0.020558322,
-0.009951843,
-0.010578621,
0.0069850935,
0.046743717,
0.021756165,
0.074043386,
0.06969772,
-0.0025471565,
0.0077024065,
0.0019900205,
0.019639047,
-0.0075700865,
-0.020725463,
0.024876125,
0.0100075565,
-0.02222973,
-0.024778627,
-0.036241703,
0.03328888,
-0.036882408,
0.015502311,
-0.039500948,
0.006657776,
-0.051061522,
-0.013782154,
-0.024792556,
-0.0064349216,
0.011880927,
-0.03479315,
0.03340031,
-0.030447487,
0.22753437,
0.024876125,
0.07226055,
0.05727359,
0.04097736,
0.05560218,
0.013949295,
-0.0018489953,
0.019611191,
-0.007110449,
-0.025001481,
0.0005963097,
0.00029946063,
0.022814723,
-0.026436107,
0.020892603,
-0.040670935,
0.009812559,
-0.0034716541,
-0.0054285945,
-0.03312174,
0.02596254,
-0.010885046,
0.017577643,
0.014513395,
-0.0021310456,
-0.005825554,
-0.032564603,
0.0066264374,
-0.033901732,
0.042983048,
-0.030531058,
0.015265529,
-0.013573227,
0.018190494,
0.025558617,
-0.016198732,
-0.026394323,
0.005094313,
0.028608939,
0.01351055,
-0.0458523,
-0.0003040309,
-0.008308291,
-0.019416193,
0.029751066,
-0.049501542,
-0.005895196,
0.02788466,
-0.05822072,
0.02955607,
-0.070644855,
-0.03835882,
-0.0072984826,
-0.06646633,
-0.04473803,
-0.03827525,
-0.034124587,
-0.0002448352,
0.050922237,
0.006438404,
-0.032146752,
-0.0164773,
0.0051465444,
-0.018092994,
-0.029082503,
-0.06267781,
0.028010016,
-0.022912221,
-0.000020443738,
0.046799432,
0.0014798928,
0.020683678,
0.0033358522,
0.026282895,
0.037021693,
-0.028748222,
0.039695945,
-0.009917023,
-0.068527736,
-0.0011656331,
-0.036938123,
-0.016407657,
-0.04473803,
0.0013945813,
0.016198732,
-0.0646835,
-0.013002164,
0.024388632,
0.032759603,
0.015154101,
0.05638217,
-0.015836593,
-0.044320174,
-0.015627667
] |
Optimize inference using torch.compile()
This guide aims to provide a benchmark on the inference speed-ups introduced with torch.compile() for computer vision models in 🤗 Transformers.
Benefits of torch.compile
Depending on the model and the GPU, torch.compile() yields up to 30% speed-up during inference. To use torch.compile(), simply install any version of torch above 2.0.
Compiling a model takes time, so it's useful if you are compiling the model only once instead of every time you infer.
To compile any computer vision model of your choice, call torch.compile() on the model as shown below: |
[
0.016023109,
-0.022567758,
-0.0026816844,
-0.0091611,
-0.011537767,
0.014189479,
0.0049895905,
-0.013173929,
-0.002609397,
0.0337388,
0.015190923,
-0.034302995,
0.04696915,
-0.06702624,
0.0059839822,
0.05080567,
-0.0050706933,
-0.02579777,
-0.053626638,
-0.026460698,
0.01739128,
0.015811536,
-0.081751704,
-0.04301979,
-0.0015762169,
-0.0006752697,
0.06189208,
-0.0088366885,
0.035346754,
0.033202816,
-0.05159554,
-0.026192706,
0.006195555,
0.005363369,
-0.04417639,
-0.026361963,
0.020691814,
-0.0038647288,
-0.03306177,
-0.03289251,
0.019478798,
0.017024552,
0.0057195164,
-0.024598857,
-0.04191961,
-0.0051094815,
0.023611518,
-0.016192367,
0.02919704,
-0.020000676,
-0.02428855,
0.015148608,
0.043358307,
0.0021033857,
-0.042765904,
-0.03351312,
-0.017165601,
-0.0088366885,
-0.039521787,
-0.044402067,
0.0386755,
0.032159057,
-0.025952922,
-0.0421735,
0.03746248,
0.03464151,
-0.0055044177,
0.005049536,
0.025177157,
0.009548984,
-0.040565547,
0.016488569,
-0.02059308,
-0.016446255,
-0.05063641,
0.012955304,
0.017870843,
0.009584245,
0.00015912033,
0.04285053,
-0.01829399,
0.026940262,
0.03379522,
0.01875945,
-0.030579314,
-0.026813319,
0.036051996,
-0.0029020729,
-0.04048092,
-0.045191936,
-0.023653833,
0.018364513,
0.000017135188,
0.021665048,
0.044853423,
0.04290695,
-0.005567889,
0.017433593,
0.022581864,
-0.022976799,
0.0035121075,
0.09382546,
-0.0032758513,
0.040734805,
-0.032243688,
-0.007405046,
-0.020480242,
-0.0040586703,
-0.02905599,
-0.029507345,
0.014274107,
-0.006939586,
-0.004562919,
-0.009090575,
0.0010657976,
0.019986572,
-0.04019882,
0.04152468,
-0.024006454,
-0.028364852,
0.00091945985,
-0.02108675,
0.020367403,
-0.07458644,
0.008582801,
-0.057688836,
-0.01192565,
0.049254134,
-0.028548215,
0.0051729535,
0.008766164,
-0.021947145,
0.0028333117,
0.039775677,
-0.0065481765,
-0.03351312,
-0.00631192,
0.0037906782,
0.018435039,
0.019182594,
0.0020328613,
-0.019648055,
-0.0375189,
0.08045406,
-0.00594872,
-0.034867186,
0.0098875,
-0.037744578,
-0.049169507,
0.01588206,
-0.034133736,
-0.019112071,
-0.024655277,
0.021890726,
-0.02771603,
-0.002789234,
-0.023343526,
0.01829399,
0.008089131,
0.02338584,
0.02251134,
-0.017080972,
-0.010888943,
0.049310554,
0.0038964646,
0.05878901,
-0.039634626,
-0.03280788,
-0.015374286,
-0.005127113,
0.033231024,
-0.011269774,
0.0030625155,
0.012736679,
0.039465368,
-0.0025547408,
0.062399853,
0.01969037,
0.0063683395,
0.0047815437,
-0.013124563,
-0.036108416,
-0.0073486264,
0.02204588,
0.023738462,
0.012983514,
-0.04956444,
-0.01425295,
-0.019760894,
0.030269006,
0.038703706,
0.040904064,
-0.029704813,
0.03213085,
-0.044684164,
0.006093295,
-0.03935253,
0.0110017825,
-0.010310645,
-0.043499354,
-0.008787321,
0.050297894,
-0.04025524,
-0.025289996,
-0.03009975,
0.024979688,
-0.006495283,
0.0050565884,
-0.032412942,
0.0077083004,
0.031453814,
-0.0034909502,
-0.01378749,
-0.009062366,
0.021679154,
0.013822752,
-0.026460698,
0.01014844,
-0.008103236,
0.0023854827,
0.051821217,
0.028477691,
0.041581098,
-0.012137223,
0.018096521,
-0.018040102,
-0.025572091,
0.04400713,
0.018463248,
0.0023043798,
-0.0019164964,
0.040904064,
-0.005779462,
0.033964477,
-0.0056913067,
0.040029563,
0.015303762,
0.03252578,
0.0017816188,
-0.007320417,
-0.025755456,
0.039098643,
0.045530453,
0.036841866,
-0.009118785,
-0.010437588,
-0.0005390697,
0.015346076,
-0.023273002,
0.05895827,
-0.04110153,
0.026093971,
-0.015247342,
0.0059804562,
-0.023047324,
-0.025755456,
0.014852406,
0.042370968,
-0.020720024,
-0.011389666,
0.013314978,
0.0007294852,
-0.0012985277,
-0.013780438,
0.062964045,
0.064205274,
-0.008752059,
0.006541124,
-0.021834306,
-0.025981132,
-0.04234276,
-0.015148608,
-0.07216041,
0.027899392,
-0.039042223,
-0.02207409,
0.0154448105,
-0.017010449,
0.010000338,
-0.009767609,
-0.010162544,
-0.011410823,
-0.045727924,
0.03844982,
0.0636975,
0.0138862245,
-0.07142696,
0.021425266,
-0.043640405,
0.0017331333,
-0.04214529,
0.006625753,
0.0029179407,
-0.004213824,
0.029338086,
-0.015712803,
-0.008914265,
-0.045699712,
-0.025007898,
0.0075460942,
-0.0065622814,
0.0066151745,
0.0034574512,
0.0020487295,
0.014055482,
-0.009781713,
0.016954029,
-0.04005777,
0.06527724,
0.035798106,
-0.014027272,
0.032159057,
0.024655277,
0.033033557,
-0.032243688,
0.047984697,
0.03091783,
-0.025289996,
-0.050721038,
-0.023865405,
-0.02615039,
0.013970854,
-0.045445826,
-0.013371398,
-0.037039336,
0.037180383,
0.012602683,
-0.050156843,
0.013272664,
-0.023399945,
-0.02574135,
-0.055347428,
-0.008787321,
0.026051657,
0.034415834,
0.031679492,
-0.0636975,
0.035939157,
-0.01727844,
0.010169596,
0.0045347093,
-0.049310554,
0.050946716,
0.04696915,
0.008526381,
-0.019408273,
0.038929384,
-0.02861874,
0.017588748,
-0.030240797,
0.009499616,
0.00434782,
-0.00036848919,
0.008603958,
0.014118955,
0.01884408,
-0.0038576764,
0.036841866,
0.011714078,
0.0117211295,
0.044458486,
0.033315655,
-0.0026675796,
0.0030025698,
-0.00035460474,
-0.022031775,
-0.019972466,
0.0041820877,
0.037942044,
-0.03201801,
-0.0006858483,
-0.03263862,
-0.05091851,
0.003702523,
0.0071476325,
-0.045332987,
0.023428155,
0.04017061,
0.05444472,
0.00820197,
-0.0506082,
-0.0021333585,
0.0101554915,
0.034161944,
0.029422715,
0.015078085,
0.025120737,
0.024909165,
-0.06499515,
-0.06330256,
-0.00090888125,
0.012941199,
-0.0100426525,
-0.032469362,
-0.043358307,
-0.040029563,
0.021284217,
0.011770497,
0.038534448,
0.0106139,
0.03094604,
-0.03478256,
0.003868255,
0.009288044,
0.0046228645,
0.0023061428,
-0.05433188,
0.050297894,
0.030212587,
-0.0334567,
-0.04203245,
0.00027504456,
-0.010783157,
0.00530695,
0.0009564851,
0.018632507,
0.0059381416,
0.01363939,
-0.022398502,
0.0468281,
-0.05255467,
-0.020381508,
-0.028759789,
0.016121844,
0.029817652,
-0.059635304,
-0.0031400921,
-0.038224142,
-0.0030536999,
0.029563764,
0.0011530714,
-0.051708378,
0.0075390423,
0.010677371,
-0.041947823,
0.021806097,
0.037772786,
-0.0027028418,
0.018124731,
-0.0130469855,
-0.014824197,
-0.008505224,
-0.0015012849,
-0.047364086,
0.0036637348,
-0.008131445,
0.011467243,
0.016559094,
-0.036108416,
-0.027292883,
0.049846537,
-0.07007289,
0.0032564572,
-0.018829973,
-0.005218794,
-0.021495791,
0.0061990814,
0.006089769,
0.01741949,
0.0036743132,
-0.04496626,
-0.027405722,
0.04011419,
-0.045248356,
-0.07701248,
0.027927602,
0.01265205,
0.011502504,
0.06454379,
-0.00062458037,
-0.029620184,
0.0712577,
0.006671594,
-0.046658844,
0.003586158,
-0.015219132,
-0.00644239,
0.0027804184,
-0.011368508,
0.024683487,
-0.047420505,
0.053062443,
-0.028393062,
-0.0014131296,
0.025586197,
-0.07148337,
0.006389497,
0.023343526,
-0.029704813,
0.014069587,
0.03100246,
-0.029225249,
-0.004284348,
0.025120737,
-0.00044738819,
0.00540921,
-0.065333664,
0.01881587,
0.049423393,
-0.0036672608,
0.01916849,
-0.042709485,
-0.05811198,
0.02823791,
-0.023160163,
0.036164835,
-0.007101792,
-0.013018776,
-0.021382952,
0.01550123,
-0.054134414,
-0.0015083373,
0.0008000094,
-0.015303762,
-0.011008835,
-0.01780032,
-0.0070700557,
-0.043471146,
-0.038026676,
0.069790795,
-0.031566653,
-0.07701248,
-0.05348559,
0.04505089,
0.02431676,
-0.028167384,
0.036954705,
-0.03929611,
-0.0015550597,
-0.039944932,
0.059691723,
-0.06330256,
0.011171041,
-0.040819433,
-0.060368754,
0.03675724,
0.023597414,
0.027871182,
-0.037095755,
-0.019041548,
-0.02812507,
-0.009668875,
-0.0346133,
-0.04296337,
-0.051990476,
0.037547108,
-0.038929384,
0.019972466,
-0.012898885,
0.014140111,
-0.005060115,
0.033287443,
0.016982239,
0.002789234,
-0.04674347,
-0.0334567,
-0.018364513,
-0.019775,
0.0017445936,
0.046207488,
-0.029507345,
0.014062535,
-0.0051412177,
0.017729796,
-0.03478256,
-0.029225249,
-0.0073274695,
-0.011460191,
0.03294893,
-0.008427648,
0.026982578,
0.0015365471,
0.03844982,
0.013329083,
0.0117211295,
-0.012264167,
-0.010973573,
-0.026249126,
-0.09867752,
0.07357089,
-0.036277674,
0.009774661,
0.00957014,
0.01506398,
0.037913837,
-0.016150052,
0.011340299,
0.060481593,
0.041947823,
-0.017659271,
-0.022384396,
0.022610074,
0.03094604,
0.014795987,
-0.013004671,
-0.0129200425,
-0.023315316,
0.0058605648,
-0.027053101,
-0.038957596,
-0.0100356005,
0.025106631,
-0.0032564572,
0.0055185226,
0.028886732,
-0.02434497,
-0.0404245,
-0.017024552,
0.0048696995,
0.02527589,
0.0017939606,
0.031397395,
0.01692582,
-0.011791654,
0.045474034,
-0.018477352,
-0.0334567,
-0.0033534279,
0.048548892,
-0.008067974,
-0.04033987,
0.0026675796,
0.033089977,
-0.027998127,
-0.0206495,
0.0021985935,
0.007687143,
-0.013681704,
-0.0010164307,
0.0079974495,
-0.043386515,
-0.031453814,
0.0018865236,
0.037377853,
0.0062872367,
-0.004316084,
0.034133736,
0.0005095377,
-0.056645077,
-0.022708807,
0.027984021,
-0.0024295603,
-0.015402496,
-0.02623502,
-0.018011892,
-0.04110153,
-0.008166708,
0.0642617,
-0.00061179785,
0.025289996,
0.047279455,
0.011890388,
0.05712464,
-0.003318166,
0.02722236,
-0.014795987,
-0.011594187,
-0.059748143,
-0.02012762,
0.021820202,
0.0015145082,
0.0032881931,
-0.024133397,
0.024062874,
0.048323214,
0.027913498,
-0.0122006945,
-0.057942722,
-0.023216583,
-0.04383787,
-0.028745683,
0.014711358,
0.0065164403,
-0.023696147,
0.041863192,
-0.0056031514,
-0.02114317,
0.01884408,
0.024570648,
-0.063979596,
-0.03193338,
-0.03094604,
-0.011918598,
-0.03850624,
-0.03850624,
-0.04017061,
-0.022751123,
0.055601317,
0.0570118,
-0.014626729,
0.00078899,
0.023921825,
0.019112071,
-0.026037551,
0.01925312,
-0.020113515,
0.0052575828,
-0.022469025,
-0.00017234363,
-0.013371398,
0.008787321,
0.049028456,
-0.057829883,
0.035205703,
0.0022215138,
0.014654939,
-0.01014844,
-0.00703832,
0.019422378,
-0.030240797,
-0.010966521,
0.014027272,
-0.0041574044,
-0.03193338,
-0.012433425,
-0.02519126,
-0.052893184,
0.014013168,
0.02338584,
-0.010416431,
0.021382952,
0.016107738,
0.021157274,
-0.01384391,
0.034246575,
-0.006477652,
0.007870506,
0.0424556,
-0.0021650945,
-0.010754948,
0.018308094,
0.021749677,
0.042737693,
-0.032356523,
0.0052082157,
-0.02201767,
-0.02713773,
-0.009950971,
0.012144275,
0.03912685,
0.069057345,
0.008364175,
-0.005567889,
0.00093532784,
-0.023329422,
-0.039521787,
0.011777549,
-0.054670397,
-0.016742457,
-0.00093356473,
-0.081018254,
0.0119609125,
-0.034049105,
0.008681535,
0.007172316,
0.040678386,
0.008752059,
0.038083095,
-0.00021344604,
0.00320709,
0.023428155,
-0.040763017,
-0.00026909407,
-0.005010748,
0.009901605,
-0.024796326,
-0.010719686,
0.008328914,
0.0514827,
0.016488569,
-0.0113614565,
-0.029930491,
-0.004383082,
-0.0064847046,
0.045953598,
-0.028914941,
0.012941199,
-0.04112974,
0.062230594,
-0.053006023,
0.03537496,
-0.03263862,
0.06070727,
0.0048591206,
0.012257114,
-0.0055608368,
0.010606847,
0.021650944,
-0.023287106,
0.041581098,
0.042540226,
0.021594524,
0.005546732,
0.021890726,
-0.0077294577,
0.080284804,
0.05173659,
0.021707363,
-0.0067209606,
0.04301979,
0.03187696,
-0.027067207,
0.005465629,
0.039634626,
0.037236802,
0.02661585,
-0.00863922,
-0.012306482,
-0.018576087,
-0.011975017,
-0.0077647194,
0.031143507,
-0.010649161,
-0.010874839,
-0.01966216,
-0.0054832604,
0.0021756731,
-0.020720024,
-0.030579314,
-0.01974679,
0.022059985,
0.037321433,
-0.02623502,
0.010388222,
-0.020381508,
0.0055890465,
0.028012231,
0.008343019,
0.017179707,
-0.023738462,
0.04033987,
-0.016798876,
0.022737017,
0.002473638,
0.001978205,
-0.011290932,
-0.052808557,
-0.022356186,
0.049113087,
0.035826318,
-0.023611518,
0.005811198,
-0.018138837,
-0.0117211295,
-0.05718106,
0.0044571324,
-0.053795896,
0.037998464,
0.05436009,
-0.012426373,
-0.024711696,
0.03554422,
-0.019436482,
0.0063824444,
0.022906275,
0.039662838,
0.0023061428,
0.07012931,
0.015021665,
-0.009414987,
0.04301979,
0.026023448,
-0.06358466,
-0.014838302,
0.0022409079,
0.012694364,
-0.00025234456,
-0.036954705,
-0.02861874,
0.03483898,
-0.0034486358,
-0.026771003,
-0.0020028886,
0.0061179786,
-0.0060016136,
-0.034274783,
0.015049875,
0.09461533,
0.025022004,
-0.009358567,
-0.0044536064,
-0.019535217,
-0.049282342,
0.015402496,
-0.021524,
0.07086276,
-0.008857845,
-0.01626289,
0.024076978,
-0.016629618,
-0.02338584,
0.013004671,
0.018420933,
-0.006854957,
0.0404245,
0.07221683,
-0.0018512615,
0.048097536,
0.0125603685,
-0.038139515,
0.0357699,
0.057942722,
0.038224142,
0.057632416,
0.09309201,
0.007771772,
0.0022461973,
0.02466938,
0.00043680955,
0.003981094,
-0.0017393043,
0.03455688,
-0.007207578,
0.00434782,
-0.017870843,
-0.014210636,
0.022285663,
-0.019323643,
-0.0073133647,
-0.049056668,
0.003272325,
-0.059578884,
-0.023329422,
-0.013604127,
0.033146396,
-0.0017983683,
-0.027264673,
0.0191967,
-0.045643292,
0.23515604,
0.03263862,
0.02574135,
0.032610413,
0.038167723,
0.0692266,
0.011946808,
-0.028717473,
-0.012052594,
-0.038224142,
-0.003369296,
-0.046602424,
0.022116404,
0.045502245,
-0.039747465,
0.038929384,
-0.0677597,
-0.018054208,
-0.009816975,
-0.02864695,
-0.06815463,
0.036164835,
0.008540486,
0.0114883995,
0.03015617,
-0.005592573,
0.0050213262,
-0.056729704,
0.032215476,
-0.015529439,
0.01823757,
0.0070030577,
0.026940262,
-0.032977138,
0.0096759265,
0.016418045,
-0.009725294,
-0.03830877,
-0.008018607,
0.02804044,
-0.0034398201,
-0.03351312,
0.041609306,
-0.014824197,
-0.020141724,
0.0325822,
-0.028886732,
-0.010367065,
0.054585766,
-0.053626638,
0.046433166,
-0.052385412,
-0.0059346156,
-0.006089769,
-0.036559768,
-0.010973573,
-0.065954275,
-0.06003024,
0.0020875176,
0.034951817,
0.004513552,
0.01259563,
0.008343019,
-0.009880447,
-0.0110017825,
-0.00028077466,
-0.019295434,
0.025557987,
-0.003653156,
-0.029422715,
-0.00028672515,
0.030438265,
0.0023361158,
-0.019408273,
0.018900499,
0.04981833,
-0.030607523,
0.053936943,
-0.005014274,
-0.054755025,
0.010769052,
-0.020169934,
0.01725023,
0.0014051957,
0.024880955,
0.025811875,
-0.00817376,
0.016573198,
0.020198144,
-0.0010728501,
0.017052762,
0.059522465,
-0.0014245898,
0.003021964,
0.019930152
] | from transformers import AutoModelForImageClassification
model = AutoModelForImageClassification.from_pretrained(MODEL_ID).to("cuda")
+ model = torch.compile(model) |
[
0.008097849,
-0.012942352,
-0.0041732336,
-0.05171258,
-0.029493218,
0.0055122203,
-0.019434838,
-0.002733024,
-0.009127839,
0.05057604,
-0.014114409,
-0.017516926,
0.03625563,
-0.01920753,
0.009760039,
0.0135248285,
0.0016843881,
-0.023299076,
-0.04779152,
-0.029550046,
0.0069222404,
0.03372683,
-0.0931963,
-0.03477813,
-0.017161757,
0.0024186997,
0.071090594,
0.0009811539,
0.06108904,
0.03452241,
-0.035317987,
-0.011074164,
0.021906814,
0.0017820596,
0.0012581856,
-0.021040201,
0.04011987,
-0.00467047,
-0.037818376,
-0.02804413,
0.032078847,
-0.0082399165,
0.021338543,
-0.059838843,
-0.039835736,
-0.009710316,
0.005799907,
-0.029493218,
-0.0050895694,
-0.015428534,
-0.016650314,
0.02244667,
0.005522875,
-0.011479056,
-0.02253191,
-0.028853916,
-0.031965192,
-0.0015059158,
-0.0102856895,
-0.01645142,
0.03023197,
0.002983418,
-0.01912229,
-0.04117117,
0.0043934383,
0.026097804,
0.014022065,
-0.014007858,
0.002289063,
0.0048338477,
-0.03759107,
0.020358277,
-0.043302182,
-0.026765522,
-0.016948657,
0.019193323,
0.011251749,
-0.0019516527,
-0.023469556,
0.03648294,
0.003736376,
0.03355635,
-0.0024773024,
-0.0110954745,
-0.025003886,
-0.045177475,
0.04293281,
0.030516105,
-0.052309263,
-0.04634243,
-0.01842616,
0.02371107,
-0.018781327,
0.015527981,
0.009106529,
0.02918067,
-0.015684254,
0.0051321895,
-0.0012590735,
-0.035431642,
-0.0013079091,
0.060179804,
-0.034010965,
0.042478193,
-0.016380386,
-0.0068973787,
0.0022535461,
-0.03810251,
-0.025614776,
-0.021466404,
-0.0051677064,
-0.019988902,
0.01986104,
0.045830984,
-0.011692158,
0.010967613,
-0.042762328,
0.0003030034,
-0.007998402,
0.001128549,
0.0019605318,
-0.033442695,
-0.011692158,
-0.07148838,
-0.0010530755,
-0.046001464,
0.0065670717,
0.048189305,
-0.037051212,
0.0044183,
0.009106529,
-0.010576927,
0.008389087,
0.04659815,
-0.028598193,
-0.03338587,
-0.037250105,
-0.021054408,
0.0043081976,
-0.004468024,
0.019562699,
-0.021551644,
-0.04216564,
0.07290906,
0.015769497,
0.0013256676,
0.0038819953,
-0.01527226,
-0.022105707,
0.0058922507,
-0.025628982,
0.016820796,
0.006968412,
0.034636065,
-0.053360563,
-0.0041661304,
0.025984151,
0.00067393284,
-0.04455238,
0.018099403,
0.012182291,
0.0073164776,
-0.038358234,
0.07148838,
0.015939977,
0.05100224,
-0.037562653,
-0.018653467,
-0.013034696,
-0.032306157,
0.009461697,
-0.005345291,
-0.026438767,
0.018667674,
0.04514906,
0.0052316366,
0.056031432,
0.005672046,
-0.010768719,
-0.0037221692,
-0.028669227,
-0.046569735,
-0.010853959,
0.01706231,
-0.02423672,
0.0010841528,
-0.02244667,
-0.003246243,
-0.021423783,
0.021736331,
0.039807323,
-0.016508248,
-0.042194057,
0.011010233,
-0.024819197,
0.036028326,
-0.04935426,
-0.002505716,
-0.020969167,
-0.032078847,
-0.010797132,
0.029209085,
-0.002937246,
-0.0039352705,
-0.016763968,
0.014590335,
0.016224112,
0.048246134,
-0.049467914,
-0.006439211,
0.012196497,
0.020116761,
-0.025586361,
0.0072596506,
0.034920197,
-0.0022073742,
0.014718196,
0.015044951,
0.0029141603,
0.00870874,
0.04188151,
0.01548536,
0.049723636,
-0.008822394,
0.0075935093,
-0.015556394,
-0.0009243269,
0.054156143,
0.0385003,
0.042137228,
-0.01527226,
0.031794712,
-0.0052032233,
0.02739062,
-0.03088548,
-0.012452219,
0.024776578,
0.022673978,
0.022333015,
0.024265135,
-0.031908367,
0.015385914,
0.028512953,
0.017744234,
0.02200626,
0.014689783,
-0.0011871518,
0.0068298965,
-0.012040223,
0.022205155,
-0.04540478,
0.04401252,
-0.0069790673,
-0.00770006,
-0.030288797,
-0.032760773,
0.018042576,
0.038528714,
-0.009710316,
-0.012572977,
-0.004805434,
0.00191436,
0.02244667,
0.0055832537,
0.06364625,
0.048189305,
0.021622678,
0.039580014,
-0.03014673,
-0.05517903,
-0.048615508,
-0.030658172,
-0.07586406,
0.021764746,
-0.01596839,
-0.064953275,
0.03233457,
-0.02812937,
0.0028786433,
-0.02677973,
-0.006755311,
-0.0002063309,
-0.043387424,
0.03168106,
0.049098536,
0.016082045,
-0.02690759,
0.021807365,
-0.021025995,
0.010584031,
-0.04554685,
-0.0092557,
-0.022716599,
0.0021043753,
0.020145176,
-0.0074798553,
-0.0063504186,
-0.05787831,
0.00073786324,
0.017928923,
0.021793159,
-0.001663078,
-0.0025572155,
0.02476237,
-0.030686587,
-0.0139510315,
0.008339364,
-0.015002331,
0.0635326,
0.038557127,
-0.03500544,
0.03645453,
0.022077294,
0.03403938,
-0.013723724,
0.058474995,
0.0066452087,
0.008538258,
-0.023355901,
-0.014547715,
-0.0077853007,
0.015229639,
-0.036113568,
-0.023384316,
-0.012395392,
0.034977026,
-0.0053843595,
-0.033897314,
0.0074585453,
-0.025316434,
-0.052252438,
-0.012850008,
-0.017431686,
0.043074876,
0.0363977,
0.013801861,
-0.06046394,
0.024250926,
0.0007902506,
0.017772648,
0.011138095,
-0.035630535,
0.05796355,
0.054923307,
-0.00385003,
-0.029805768,
0.029550046,
-0.02362583,
0.027603721,
0.0016497591,
0.017971542,
0.032561876,
-0.0012120137,
0.013404071,
0.013276211,
0.028683433,
-0.026524007,
0.031482164,
0.040517658,
0.028498746,
0.05583254,
0.035630535,
-0.0110173365,
0.02318542,
-0.020812893,
-0.032249328,
0.010548514,
-0.029805768,
0.034977026,
-0.03526116,
0.017246999,
-0.01842616,
-0.04475127,
0.010733202,
0.0063504186,
-0.047933586,
0.035488468,
0.0071246866,
0.0593274,
0.0014624076,
-0.012928145,
-0.0053808074,
0.031709474,
0.06603299,
0.018951809,
-0.00460654,
0.03645453,
-0.022759218,
-0.056656532,
0.002642456,
-0.00993052,
0.011685054,
0.00018934938,
0.009411974,
-0.026623456,
-0.038869675,
0.039580014,
0.024293547,
0.03591467,
-0.018099403,
0.033897314,
-0.026765522,
0.018369332,
0.010868166,
-0.007437235,
0.017289618,
-0.039125398,
0.047848344,
0.00035827656,
-0.018298298,
-0.012303048,
-0.010626651,
-0.022830252,
0.023441141,
-0.018951809,
0.022517703,
-0.03631246,
-0.02034407,
-0.011294369,
0.011457746,
-0.035630535,
-0.030430865,
-0.03233457,
-0.0020812892,
0.017886302,
-0.049467914,
0.016124664,
-0.027063863,
0.0019552044,
0.02926591,
-0.021196475,
-0.041568957,
0.009831073,
-0.016380386,
-0.042449776,
0.027859442,
0.053531043,
0.010470377,
0.019420631,
-0.02236143,
-0.02227619,
0.023682658,
0.022219362,
-0.05586095,
-0.0041057514,
-0.00061000243,
0.0038784435,
0.019704767,
0.0097458325,
-0.0029887457,
0.016650314,
-0.05137162,
0.021054408,
-0.036284048,
-0.006883172,
-0.0088366,
0.009411974,
-0.00013252237,
0.04262026,
0.022844458,
-0.025089126,
-0.027788408,
0.049013298,
-0.041398477,
-0.067965105,
0.02551533,
0.03605674,
0.020784479,
0.029891009,
0.0032977425,
-0.020258829,
0.028811295,
0.011237541,
-0.027816823,
-0.00022886191,
-0.030516105,
0.010612444,
0.0044502653,
-0.03338587,
0.017516926,
-0.040659726,
0.042421363,
-0.041796267,
-0.032249328,
0.009703212,
-0.05753735,
0.0007209927,
0.0082399165,
-0.0026460078,
0.015385914,
-0.003326156,
-0.0061124554,
-0.014377234,
-0.003040245,
-0.023924172,
0.026708696,
-0.046456084,
0.027973097,
0.05009301,
0.006488934,
0.03284601,
-0.06319164,
-0.06103221,
0.020784479,
-0.022233568,
0.014661369,
-0.028498746,
-0.006904482,
-0.021210682,
-0.021423783,
-0.043188527,
0.01314835,
-0.006797931,
-0.056486048,
0.005572599,
-0.0044715754,
-0.00041998713,
-0.031510577,
-0.011791605,
0.034493998,
-0.010449067,
-0.055093788,
-0.037449002,
0.022247775,
0.0075935093,
-0.0048480546,
0.061884616,
-0.05103066,
-0.016337765,
-0.022588737,
0.030203557,
-0.06512375,
-0.0050327424,
-0.031652644,
-0.02507492,
0.023952585,
0.029947836,
0.056827012,
-0.03631246,
-0.0040524765,
-0.022219362,
-0.017360652,
-0.031908367,
-0.038130924,
-0.023157008,
0.008012609,
-0.040887035,
0.03193678,
-0.019832628,
-0.0071815136,
-0.02974894,
0.025216985,
0.027546894,
0.038443472,
-0.02200626,
-0.042648673,
-0.015570601,
-0.04037559,
0.01859664,
0.05390042,
-0.030715,
0.021807365,
0.019306976,
0.034380343,
-0.03875602,
-0.04546161,
-0.013993652,
-0.0059526293,
0.06069125,
-0.013539036,
0.019960487,
0.015655842,
0.048587095,
0.006655864,
0.033158563,
-0.022958113,
-0.026396146,
-0.030743413,
-0.07540944,
0.026708696,
-0.045205887,
0.017346445,
-0.010164931,
0.012260428,
0.02677973,
-0.031254858,
0.022830252,
0.060804904,
0.038784437,
-0.030658172,
-0.03679549,
0.043984108,
0.020059936,
-0.0013771671,
-0.010505894,
-0.01689183,
-0.023071766,
0.03486337,
-0.020812893,
-0.040574487,
-0.025472708,
-0.004919088,
0.03759107,
-0.022858666,
0.02594153,
-0.027532687,
-0.028726054,
-0.037306935,
0.019591112,
0.037619483,
0.028797088,
0.03273236,
-0.0043117497,
0.02852716,
0.05205354,
-0.017701615,
-0.05009301,
-0.059668362,
0.039835736,
-0.021949433,
-0.053843595,
0.020258829,
0.050235078,
0.011351195,
-0.016309353,
0.002232236,
-0.005739528,
-0.011954983,
-0.009525628,
0.001789163,
-0.029521633,
-0.025131745,
-0.008417501,
0.048928056,
-0.03199361,
-0.017971542,
0.033130147,
0.012068637,
-0.026069392,
-0.017190171,
0.02625408,
-0.02086972,
-0.007543786,
-0.044126175,
0.0046456084,
-0.05367311,
-0.037477415,
0.05276388,
0.004112855,
0.017786855,
0.013460899,
0.00822571,
0.05753735,
-0.019974694,
-0.02013097,
-0.0055406336,
-0.019477459,
-0.06722636,
-0.034238275,
0.024492443,
-0.0022180292,
0.016479833,
-0.04043242,
0.005636529,
0.018085197,
0.030260384,
-0.037079625,
-0.06444183,
0.006432107,
-0.039778907,
-0.010647961,
0.0043685767,
-0.011329886,
0.0010495238,
0.041966747,
-0.01832671,
-0.033670004,
0.018809741,
0.019747386,
-0.042449776,
-0.008573775,
-0.04026194,
-0.022119915,
-0.037477415,
-0.014426958,
-0.004535506,
0.00044640282,
0.024918644,
0.037903618,
-0.016067838,
0.0048373993,
0.02581367,
0.025117539,
-0.01032831,
0.02200626,
-0.019761594,
0.0108255455,
-0.038443472,
-0.009447491,
0.007121135,
0.018255677,
0.03321539,
-0.088366,
-0.009788453,
-0.0015902685,
0.024023619,
-0.020954961,
0.008680326,
0.012722148,
0.008865014,
0.021040201,
-0.003233812,
0.018582433,
-0.037335347,
-0.02883971,
-0.006883172,
-0.03142534,
0.0013460899,
0.035431642,
0.005579702,
0.031538993,
0.024989678,
0.022858666,
-0.02423672,
0.028726054,
-0.04310329,
-0.012168084,
0.029692113,
-0.023995206,
0.004041821,
0.027276965,
0.03460765,
0.035289574,
-0.022901285,
0.024350375,
0.022318808,
-0.018980222,
0.0051321895,
0.018468779,
0.036539767,
0.053644698,
-0.007565096,
-0.013460899,
-0.018468779,
0.0073093744,
-0.051797822,
0.028029924,
-0.05381518,
-0.012608493,
0.047535796,
-0.05949788,
0.028470334,
-0.031482164,
-0.013979445,
0.0140291685,
0.044211414,
0.021608472,
0.015613222,
0.0022908389,
-0.021864193,
0.04580257,
-0.057111148,
-0.002507492,
-0.029237498,
0.032192502,
-0.024606096,
-0.0296637,
0.032135677,
0.04725166,
0.005650736,
-0.032533463,
-0.062509716,
0.014689783,
-0.015655842,
0.016124664,
-0.011166507,
0.024662923,
-0.03776155,
0.06756732,
-0.057338454,
0.03452241,
-0.00437568,
0.03469289,
0.0124451155,
0.018042576,
0.008481432,
0.009411974,
0.043870453,
-0.04378521,
0.025884705,
0.0052600503,
0.023654243,
0.0048729163,
0.002152323,
0.0075935093,
0.08546782,
0.020784479,
0.0133330375,
0.008076539,
0.071204245,
0.029152257,
-0.033868898,
-0.017090723,
0.026183046,
0.0037221692,
0.016650314,
0.027404826,
-0.031538993,
-0.024165686,
-0.0036831007,
-0.011756088,
0.024748163,
-0.0189376,
-0.02764634,
0.006734001,
0.00093320606,
0.018880775,
-0.00763613,
-0.0054695997,
-0.002518147,
0.02484761,
0.019193323,
0.009802659,
0.036028326,
-0.03466448,
0.04597305,
0.04497858,
0.008722946,
0.03128327,
-0.009802659,
0.018994428,
-0.022688184,
-0.014277787,
-0.004066683,
0.009703212,
-0.0021612023,
-0.05250816,
-0.025898911,
0.059895672,
0.020841306,
-0.029692113,
0.033584762,
-0.033442695,
-0.03898333,
-0.063077986,
0.039011743,
-0.03972208,
0.024265135,
0.037079625,
-0.062282406,
-0.03338587,
0.026268287,
-0.023824725,
0.036767077,
0.013837378,
0.07609137,
0.02270239,
0.12445115,
0.009170459,
-0.006911585,
0.025785256,
0.007003929,
-0.047478966,
-0.04296122,
0.005565495,
-0.011713468,
-0.0038535816,
-0.05910009,
-0.06177096,
0.027021244,
0.02358321,
-0.0370228,
-0.010811339,
0.019804213,
0.012892628,
-0.023384316,
-0.0028857468,
0.101265736,
0.013134143,
-0.0027276967,
0.006673622,
-0.016593488,
-0.04432507,
-0.0053594974,
-0.02817199,
0.07273857,
-0.023611624,
-0.035317987,
0.024108859,
-0.03486337,
-0.031567406,
0.035999913,
0.0022499945,
-0.012558769,
0.03159582,
0.056997493,
0.0056684944,
0.040858623,
-0.0021025995,
-0.010697685,
-0.007913161,
0.04131324,
0.03631246,
0.10467535,
0.07415925,
-0.033925727,
0.006797931,
-0.0044040936,
0.014363027,
-0.007586406,
0.008332261,
0.01723279,
0.013702413,
0.008765566,
-0.037278518,
-0.0118271215,
0.04344425,
-0.0019569802,
0.011933672,
-0.0952989,
-0.002495061,
-0.060407113,
0.0150307445,
-0.02183578,
0.031112788,
-0.0008066772,
-0.038784437,
0.03932429,
-0.057395283,
0.24071921,
0.054667585,
0.030459277,
0.0231428,
0.029919421,
0.02358321,
0.03810251,
-0.01701969,
-0.02581367,
-0.013418278,
0.013673999,
-0.041711025,
0.022432463,
-0.0103638265,
-0.02764634,
0.059441052,
-0.019335391,
0.018255677,
0.0053133257,
-0.028015716,
-0.05282071,
0.0119905,
0.00016537549,
0.009809763,
0.041966747,
0.0126227,
0.008083642,
-0.03932429,
-0.0028555572,
-0.030118316,
0.030771827,
-0.031027548,
0.037562653,
-0.021111235,
0.018823948,
0.036539767,
0.0040276144,
-0.055491578,
-0.008318054,
-0.002951453,
-0.00029212635,
-0.05770783,
0.025543742,
0.0054163244,
-0.035317987,
0.04344425,
-0.030118316,
-0.007906058,
0.05748052,
-0.05657129,
0.0056898044,
-0.058077205,
0.021281715,
-0.007607716,
-0.00462785,
-0.0048729163,
-0.065748855,
-0.014064685,
-0.007835024,
0.022816045,
0.017488513,
0.011770295,
-0.00078536704,
0.005579702,
-0.0176732,
-0.0052920156,
0.0056542875,
0.026452973,
-0.008921841,
0.0009829297,
0.004190992,
-0.0009998003,
-0.00011642878,
-0.010235965,
0.041568957,
0.03915381,
-0.03347111,
0.061884616,
0.022645565,
-0.054411862,
-0.020599792,
-0.020145176,
0.002665542,
-0.016351972,
0.062452886,
0.037278518,
-0.026623456,
0.0010299896,
-0.028711848,
0.03364159,
0.02270239,
0.05219561,
0.010179139,
0.006229661,
0.012324358
] | Object Detection with DETR
thon
from transformers import AutoImageProcessor, AutoModelForObjectDetection
processor = AutoImageProcessor.from_pretrained("facebook/detr-resnet-50")
model = AutoModelForObjectDetection.from_pretrained("facebook/detr-resnet-50").to("cuda")
model = torch.compile(model)
texts = ["a photo of a cat", "a photo of a dog"]
inputs = processor(text=texts, images=image, return_tensors="pt").to("cuda")
with torch.no_grad():
_ = model(**inputs) |
[
0.047356363,
-0.0055592256,
-0.005171452,
-0.0027092644,
0.009670307,
0.0028654032,
-0.020260287,
0.0137058925,
0.0012851419,
0.050815437,
-0.034755453,
-0.012449919,
0.044089463,
-0.079119444,
0.017418906,
0.051886104,
-0.010473306,
-0.039559722,
-0.05627858,
-0.040410765,
0.0025822944,
-0.024117429,
-0.052956767,
-0.045571923,
0.0067568608,
-0.0112213995,
0.051309593,
0.030637508,
0.054576494,
0.014138277,
-0.029566843,
-0.014810874,
0.0049964394,
-0.018475845,
-0.033822052,
-0.022456525,
0.02458413,
-0.027754948,
-0.039285194,
0.0011959198,
0.03739094,
0.01791306,
0.006993643,
-0.04063039,
-0.022305533,
-0.026835274,
0.023238935,
-0.016801214,
-0.010830195,
0.00842806,
-0.0042003035,
0.017185556,
0.015703095,
-0.0073848474,
-0.036732066,
-0.021976098,
-0.003942932,
0.020932885,
0.0002297041,
-0.01857193,
0.013808841,
0.031927798,
-0.020809347,
-0.041728508,
0.013863747,
0.022854593,
-0.00028825612,
0.028304007,
0.01486578,
0.022923226,
-0.07791151,
0.017844427,
-0.038214527,
-0.01744636,
-0.0104595795,
0.021042697,
0.018215042,
0.0037061502,
-0.013273508,
0.01490696,
0.006928442,
0.019052358,
-0.025133189,
0.012065578,
-0.021976098,
-0.024913566,
0.02032892,
0.014508892,
-0.016595317,
-0.031131662,
-0.013774525,
0.03667716,
0.00055291987,
0.018901367,
0.014563798,
0.054301966,
-0.040932372,
0.027205888,
0.022840867,
-0.024941018,
-0.0020109296,
0.06984034,
-0.034316204,
0.037171315,
-0.038900852,
-0.030225715,
-0.0033423984,
0.0096359905,
-0.0057685543,
-0.026354846,
-0.016718855,
-0.029896278,
0.007309352,
0.043458045,
0.0055763833,
0.012703859,
-0.040383313,
0.0028259396,
-0.049827132,
-0.020383826,
-0.008908487,
-0.03277884,
-0.0012988684,
-0.02419979,
0.01615607,
-0.06984034,
0.007906454,
0.038571417,
-0.025339086,
-0.00014841759,
0.023938986,
-0.000053860356,
-0.02634112,
0.020685809,
0.003908616,
-0.015854087,
-0.03028062,
0.0014618704,
0.014591251,
-0.0034024518,
-0.00092653756,
-0.043650214,
0.011269442,
0.06753429,
0.021495672,
-0.02485866,
0.0131980125,
-0.030390432,
-0.0047871107,
-0.002216827,
-0.03535942,
-0.011042955,
-0.034233846,
0.04222266,
-0.039834253,
0.0039463635,
-0.009986016,
0.025188096,
-0.0012379572,
0.03082968,
0.021770202,
-0.030774774,
-0.0042826626,
0.07549565,
0.005723943,
0.06330654,
-0.0495526,
-0.01118022,
-0.015016772,
-0.012202843,
0.019656323,
0.0076181977,
0.0038777313,
-0.02392526,
0.027947119,
0.0040939236,
0.050870344,
0.01514031,
-0.034124035,
0.020123024,
-0.014646157,
-0.02981392,
-0.0035311375,
0.031625815,
0.0113518005,
0.026313666,
0.0035311375,
0.016444325,
-0.0039463635,
0.008187847,
0.02485866,
0.054466683,
-0.024227241,
0.023156576,
-0.044116914,
0.027260793,
-0.05177629,
-0.019299434,
-0.010061512,
-0.05334111,
-0.038873397,
0.046450417,
0.016032532,
0.014426533,
-0.020713262,
0.018269949,
-0.0075495653,
0.044940505,
-0.042003036,
-0.0007210693,
0.032119967,
0.007865274,
-0.039587174,
-0.009045752,
0.050870344,
-0.017597351,
-0.020507365,
-0.005905819,
0.0049483967,
0.02708235,
0.023060491,
0.013850021,
0.05270969,
0.006231823,
0.011111587,
-0.02973156,
-0.009917383,
0.07626434,
0.0063553615,
0.00076868304,
-0.0002766744,
0.012738176,
-0.0003230013,
0.027796127,
-0.0061254427,
0.017611077,
0.034124035,
0.026684282,
-0.012443056,
0.014536344,
-0.017185556,
0.014261815,
0.04123435,
0.04548956,
0.0028551084,
0.0036375178,
-0.037363485,
0.0046738675,
-0.024639037,
0.025201822,
-0.04697202,
0.04804269,
-0.00037125844,
-0.01818759,
-0.04131671,
-0.016567864,
0.0034745159,
0.03796745,
-0.013623534,
-0.001374364,
0.028194195,
0.002578863,
-0.00066916604,
0.033574976,
0.050238926,
0.05529027,
0.001257689,
0.0013177423,
-0.02888052,
-0.016773762,
-0.019175896,
-0.03761056,
-0.059408214,
0.018173862,
-0.018956272,
-0.045324843,
0.033135727,
0.0038090989,
0.017967965,
-0.034563284,
-0.028029477,
-0.008826128,
-0.011537109,
0.031570908,
0.045873903,
0.008565325,
-0.03851651,
0.012353834,
-0.039120473,
0.014934413,
-0.0722013,
-0.037747826,
0.010535075,
0.0015382239,
-0.006900989,
0.010809605,
-0.033684786,
-0.04546211,
-0.011509655,
0.004941534,
0.035112344,
-0.02185256,
-0.024899838,
0.025421446,
-0.015675643,
-0.018791554,
0.0238429,
-0.031186568,
0.08389626,
0.031214021,
-0.02318403,
0.04323842,
-0.0049003544,
0.029292313,
-0.015675643,
0.039120473,
0.034975078,
-0.013307825,
-0.031708173,
-0.02216827,
-0.025476351,
0.020026937,
-0.0148520535,
-0.021632936,
-0.031982705,
0.028660895,
0.008675137,
-0.041728508,
-0.016046258,
-0.045517016,
-0.027658861,
-0.005236653,
-0.023966439,
0.044556163,
0.02403507,
0.028825613,
-0.06264766,
0.033465166,
0.009484999,
-0.012058714,
-0.0025514099,
-0.063141815,
0.036265366,
0.051803745,
-0.0009968858,
-0.021413313,
0.071981676,
-0.05012911,
0.037939996,
-0.0052606743,
0.016512958,
0.012491099,
-0.004172851,
0.0008192994,
-0.0037919409,
0.026245035,
-0.018448392,
0.013623534,
0.004035586,
0.0062386864,
0.0546314,
0.0018462118,
0.0028688349,
-0.005154294,
-0.032669026,
-0.0042929575,
-0.0109056905,
0.0016892152,
0.041151993,
-0.039916612,
-0.027150983,
0.003798804,
-0.03220233,
0.008139804,
-0.0019199917,
-0.03944991,
0.03195525,
-0.012772492,
0.033959318,
0.009347735,
-0.019519057,
0.000037452923,
-0.008318248,
0.033629883,
0.042057943,
0.026121495,
0.004965555,
-0.0025925895,
-0.06100049,
-0.01744636,
0.025476351,
-0.000105361476,
-0.009368325,
-0.026519565,
-0.048207406,
-0.015579558,
0.008510419,
0.037308577,
0.03667716,
0.03126893,
0.025819514,
-0.008983983,
-0.0031536594,
0.024954746,
-0.024117429,
-0.006382814,
-0.041344166,
0.037802733,
0.031076755,
-0.019340614,
-0.004440517,
-0.0135754915,
-0.004766521,
0.04139907,
0.008709453,
0.015085404,
-0.012614638,
-0.023197755,
-0.012600911,
0.031598363,
-0.04749363,
-0.035606496,
-0.03898321,
-0.00819471,
0.02435078,
-0.031076755,
0.010088964,
-0.036155555,
-0.0075015225,
0.010363494,
-0.025407718,
-0.051062513,
-0.03335535,
-0.0012113621,
-0.019052358,
0.023554644,
0.028468724,
0.0004053602,
-0.007371121,
-0.024927292,
-0.032449406,
0.0046086665,
0.007776052,
-0.042607002,
0.03898321,
0.034782905,
0.003798804,
0.042442285,
0.025188096,
-0.0051989052,
0.03508489,
-0.05012911,
0.030417886,
-0.008407471,
0.007405437,
-0.02899033,
0.0015270711,
0.024337053,
0.025064556,
-0.003400736,
-0.059847463,
-0.02763141,
0.036814425,
-0.036649708,
-0.05946312,
0.042167753,
-0.003932637,
0.009539905,
0.049772225,
0.004485128,
-0.007927043,
0.036979143,
0.026670555,
-0.03722622,
-0.0022597222,
-0.030170808,
-0.019368067,
-0.0019491605,
-0.037720375,
0.009217333,
-0.0208368,
0.037994903,
-0.032614123,
-0.01772089,
0.025984231,
-0.04749363,
-0.012017535,
0.016032532,
-0.0048523117,
-0.025668522,
0.011379254,
-0.028111836,
0.038571417,
-0.012614638,
0.010212502,
-0.030033544,
-0.061055392,
0.04288153,
0.07692321,
-0.010960597,
0.026203854,
-0.06160445,
-0.07384848,
0.01818759,
-0.029841373,
-0.0014524334,
-0.022374166,
-0.020850526,
-0.033382807,
0.0061117164,
-0.07977831,
-0.015057951,
-0.00211731,
-0.04164615,
0.02138586,
-0.02399389,
-0.020507365,
-0.028907971,
-0.038104717,
0.075330935,
-0.041893225,
-0.079119444,
-0.024364507,
0.026903905,
0.03544178,
-0.013630397,
0.031625815,
-0.0016257303,
-0.009725213,
-0.03972444,
0.052517522,
-0.04889373,
0.0076113343,
-0.030335527,
-0.051419403,
0.008791812,
0.025613615,
0.010610571,
-0.06467918,
-0.032174874,
-0.053835265,
-0.009100658,
-0.014536344,
-0.041069634,
-0.03645754,
0.014755969,
-0.03761056,
0.035496682,
-0.011331211,
-0.0067259762,
-0.010802742,
0.028853066,
0.015112857,
0.04326587,
-0.0273157,
-0.027466692,
-0.016883573,
-0.017103197,
0.016128616,
0.021097604,
-0.0074877962,
0.05221554,
-0.0016874995,
0.039696988,
-0.028688349,
-0.0013151686,
-0.0115439715,
-0.034673095,
0.03582612,
-0.03126893,
0.024007618,
0.006430857,
0.03434366,
0.042552095,
0.024337053,
-0.004186577,
-0.005960725,
-0.04219521,
-0.083676636,
0.044473805,
-0.06500862,
0.00991052,
0.00036739788,
0.010480169,
0.020699535,
-0.03656735,
0.006159759,
0.042716812,
0.062318232,
0.008311385,
-0.033080824,
-0.0013889484,
0.039340097,
0.0045434656,
0.009320281,
-0.034041677,
-0.016458053,
-0.0021602053,
-0.028166741,
-0.03275139,
0.0021035834,
0.029704107,
0.025448898,
0.008167257,
0.02009557,
-0.019930853,
-0.03703405,
-0.03055515,
0.010665477,
0.031461097,
0.03692424,
0.037775278,
0.037802733,
0.03590848,
0.044885598,
-0.025654797,
-0.038461603,
-0.02528418,
0.04417182,
0.006180349,
-0.033025917,
0.0017895901,
0.0076799667,
-0.045050316,
-0.024254695,
0.015030499,
0.0047836793,
-0.0093820505,
-0.017803248,
0.01412455,
-0.026464658,
-0.033959318,
-0.007975087,
0.029841373,
0.009533042,
-0.0058920924,
0.06714995,
0.0029872258,
-0.04944279,
0.038928304,
0.052270446,
-0.011571425,
-0.043650214,
-0.025064556,
-0.00088278437,
-0.033684786,
-0.018969998,
0.03906557,
0.014838328,
0.0054288236,
0.0046532773,
0.022195723,
0.0722013,
-0.0041934405,
-0.02111133,
0.0043169786,
-0.008537872,
-0.04433654,
0.017830702,
0.024172336,
0.03445347,
0.014316721,
-0.03324554,
0.005047914,
0.036430083,
0.06138483,
-0.034700546,
-0.06083577,
0.00011195662,
-0.02060345,
0.007899591,
-0.021234868,
-0.03371224,
-0.010768426,
0.031817988,
-0.008599641,
-0.03055515,
0.040383313,
0.01143416,
-0.0022288377,
-0.0009805856,
-0.048015237,
-0.012168527,
-0.024968471,
0.0030695847,
-0.03250431,
-0.03555159,
0.030802226,
0.042634454,
-0.016499233,
-0.012216569,
0.015250122,
-0.00448856,
-0.015607011,
0.022648696,
0.0005293275,
-0.011303758,
-0.011585151,
0.015442293,
0.011447886,
-0.009484999,
0.0907595,
-0.08043718,
0.019903399,
-0.007522112,
-0.0055557936,
-0.035524137,
0.0019371498,
0.017748341,
-0.0152913015,
-0.002577147,
-0.000859621,
0.002496504,
-0.025311634,
0.001763853,
-0.031351287,
-0.03195525,
-0.0034779476,
0.014110824,
0.012628363,
0.03481036,
0.043293327,
0.015950173,
0.01751499,
0.031543456,
-0.014755969,
0.017624803,
0.007460343,
-0.0101438705,
-0.026917633,
-0.019477878,
0.019326888,
0.051886104,
-0.040136233,
0.040685292,
0.016005078,
-0.02263497,
0.008352565,
0.013994149,
0.038214527,
0.078680195,
0.010658613,
-0.023884078,
0.011228262,
0.017967965,
-0.04650532,
0.030143356,
-0.01907981,
-0.040959824,
0.01439908,
-0.069456,
0.004728773,
-0.03582612,
0.031159116,
0.041536335,
0.008798676,
-0.00012386005,
0.05221554,
0.004639551,
0.019985758,
0.028304007,
-0.077362455,
0.01713065,
-0.024240969,
0.010610571,
-0.055592254,
-0.06885204,
0.030719867,
0.04694457,
0.013040158,
-0.028166741,
-0.06369088,
-0.006938737,
0.024556678,
0.045709185,
-0.010994912,
0.017707162,
-0.036622256,
0.047905423,
-0.04944279,
0.021083876,
-0.011640057,
0.040712748,
0.01137239,
0.016032532,
-0.014824601,
0.02348601,
0.05169393,
-0.021880012,
-0.0026577902,
0.026231308,
0.03305337,
0.013328414,
-0.00055763836,
0.014193183,
0.03335535,
0.050321285,
0.03703405,
-0.0059572933,
0.052901864,
0.042387377,
-0.006928442,
0.01043899,
0.04194813,
-0.009320281,
0.0067328396,
-0.017254189,
-0.031076755,
0.0052023367,
-0.004035586,
0.003127922,
0.028743254,
-0.011928313,
-0.026739188,
0.004196872,
-0.003102185,
-0.004389043,
-0.031900346,
-0.007089728,
-0.0049140807,
0.024748847,
0.025188096,
0.016567864,
0.00794077,
-0.013410773,
-0.0025273885,
0.045160126,
0.00620437,
0.018709196,
-0.025860693,
0.0282491,
0.0071309074,
0.014481439,
0.0032274392,
0.016361967,
-0.018887639,
-0.041701052,
-0.036704615,
0.021825107,
0.026876453,
-0.010246819,
0.027192162,
-0.018448392,
-0.028962879,
-0.07187186,
0.010390948,
-0.048372123,
0.06001218,
0.027054897,
-0.02325266,
-0.039285194,
0.032916106,
-0.044748332,
0.033492617,
0.018791554,
0.045105223,
-0.013232329,
0.09954445,
0.0053498964,
0.008325111,
0.030115902,
0.0490859,
-0.044638522,
-0.002324923,
-0.012614638,
-0.01164692,
0.0015982772,
-0.06638127,
-0.04156379,
0.029649202,
0.015895266,
-0.013795115,
-0.019697502,
-0.007494659,
-0.003174249,
-0.041920677,
-0.0033784304,
0.09037516,
0.0072407196,
-0.011935176,
0.004008133,
-0.026601924,
-0.05572952,
-0.01289603,
-0.032010157,
0.10223484,
-0.023389926,
-0.009361461,
0.0015562399,
-0.0067328396,
-0.026849,
0.0026251897,
-0.015195216,
0.0007772621,
0.036896784,
0.048729014,
0.028853066,
0.033849504,
-0.0050513456,
-0.017583624,
0.035798665,
0.03667716,
0.008654547,
0.0823589,
0.07879001,
-0.011564561,
0.010487032,
0.02115251,
0.006828925,
-0.023856627,
-0.00056235684,
0.033080824,
-0.006053379,
-0.02680782,
-0.038955756,
-0.034206394,
0.024131157,
-0.009100658,
-0.025064556,
-0.06533805,
-0.0063553615,
-0.0657773,
-0.014742242,
-0.02403507,
-0.0014404227,
0.01986222,
-0.058694437,
0.01238815,
-0.02879816,
0.21962371,
0.06555768,
0.052188087,
-0.0045983717,
0.018599384,
0.05776104,
-0.012497962,
-0.02782358,
-0.0024570404,
-0.054686304,
0.013335277,
-0.011619467,
0.0027024013,
0.0051508625,
-0.019834766,
0.0667107,
-0.05334111,
-0.008386881,
-0.011324348,
-0.01568937,
-0.048591748,
0.015305028,
0.0062455493,
0.01982104,
0.018544478,
0.032669026,
-0.004842017,
-0.044693425,
-0.010850784,
-0.039971516,
0.03082968,
0.0015579558,
0.025078284,
-0.008229027,
0.018668016,
0.019011179,
0.00408706,
-0.010747836,
-0.020534817,
-0.024021344,
-0.03434366,
-0.048838824,
0.016293334,
-0.014289268,
-0.01188027,
0.054521587,
-0.013390183,
-0.008009402,
0.07889982,
-0.039120473,
0.032559216,
-0.05962784,
0.0060636736,
-0.029017784,
-0.05891406,
-0.028853066,
-0.056168765,
-0.023637002,
0.005010166,
0.015634464,
0.038324337,
0.00017200998,
0.01842094,
0.008325111,
-0.028043203,
0.026643103,
-0.018791554,
0.04063039,
-0.04334823,
0.010720382,
-0.0027641703,
-0.019326888,
-0.0028980037,
0.005741101,
0.039779346,
0.05435687,
-0.02844127,
0.055400085,
-0.007597608,
-0.019573964,
0.0011899144,
-0.008229027,
-0.011482202,
0.010137008,
0.04230502,
0.027343152,
-0.018585658,
-0.00086862897,
0.004385611,
0.020438733,
-0.0005537778,
0.07368376,
-0.03906557,
-0.021028971,
0.014035328
] | Image Segmentation with Segformer
thon
from transformers import SegformerImageProcessor, SegformerForSemanticSegmentation
processor = SegformerImageProcessor.from_pretrained("nvidia/segformer-b0-finetuned-ade-512-512")
model = SegformerForSemanticSegmentation.from_pretrained("nvidia/segformer-b0-finetuned-ade-512-512").to("cuda")
model = torch.compile(model)
seg_inputs = processor(images=image, return_tensors="pt").to("cuda")
with torch.no_grad():
_ = model(**seg_inputs) |
[
0.038911074,
-0.011165079,
0.0031042919,
0.054439943,
0.01327659,
-0.017114354,
0.0055084513,
-0.0063900994,
0.013713709,
0.03938524,
-0.02804976,
0.030761383,
0.036629163,
-0.06602733,
-0.028094212,
-0.007171729,
0.005993728,
0.0039007391,
-0.03731077,
-0.0010835386,
0.02261169,
0.003908148,
-0.04762384,
-0.015158428,
-0.010883544,
0.022048622,
-0.011394751,
-0.025604852,
0.06460483,
0.06893158,
-0.033784177,
-0.0156029565,
0.018077498,
-0.016995812,
-0.036154997,
-0.0007242113,
0.012054136,
-0.014558314,
-0.025056599,
-0.07379176,
0.02237461,
-0.013935974,
0.03028722,
-0.03651062,
-0.051506054,
0.0014771317,
-0.014854667,
0.040718827,
0.024849152,
-0.046142075,
-0.026997708,
0.030998467,
0.01819604,
0.012357897,
-0.06490119,
-0.016877271,
-0.03588828,
-0.01289874,
-0.03541412,
-0.010765003,
0.06946501,
0.035740104,
0.0022819138,
-0.034258343,
0.0059122313,
0.014825031,
0.012987646,
0.011276211,
-0.00169847,
0.029324075,
-0.046319887,
0.038229465,
-0.0014141569,
-0.042526577,
-0.008638673,
0.026271645,
0.013454401,
-0.00096129323,
-0.029427798,
0.020537224,
-0.017143989,
0.028686916,
0.032924756,
-0.024834335,
-0.023574837,
-0.016477196,
0.03796275,
0.023026586,
0.008897983,
-0.03390272,
-0.015173245,
-0.0028542446,
0.003096883,
0.03390272,
0.017455159,
0.034999225,
-0.007579214,
0.033873085,
-0.0052009854,
-0.028449835,
0.012691294,
0.096196,
0.008216372,
0.034821413,
-0.040718827,
-0.003978532,
0.021900445,
-0.012817243,
-0.007845931,
-0.027264426,
0.036421716,
0.025916021,
0.0018679465,
0.01664019,
-0.0035302986,
-0.015010252,
0.018003412,
-0.006493823,
-0.02467134,
-0.014365685,
0.03090956,
0.010942814,
0.029249987,
-0.02424163,
0.0023171057,
-0.051624596,
0.027886765,
-0.00013486351,
0.016343838,
-0.024211995,
0.017351435,
-0.017025448,
0.028627647,
0.031798616,
-0.005123193,
-0.0003563175,
-0.0030672478,
0.022404244,
-0.013758162,
-0.012602388,
0.010957631,
-0.013935974,
-0.0003005199,
0.07610331,
-0.009757404,
0.0068568545,
0.02361929,
0.001607712,
-0.027620047,
-0.013232137,
-0.04057065,
0.014232326,
0.0023708194,
0.027160702,
0.027812677,
0.03079102,
-0.0032709902,
0.011750375,
0.009231378,
0.009483278,
-0.010016712,
-0.0014086002,
-0.047505297,
0.05932976,
0.04006685,
0.037725665,
-0.00411189,
-0.0025319613,
0.031887524,
-0.0059715016,
0.0081126485,
0.033072934,
-0.0045934627,
0.04643843,
0.0470015,
0.06561243,
0.03028722,
-0.03520667,
0.041667152,
0.013676666,
0.022996949,
0.0045712367,
0.011305845,
0.027812677,
0.0098166745,
-0.0033636002,
0.028005306,
0.0069198296,
0.015425145,
0.011802237,
-0.008483089,
0.07924464,
-0.024389807,
0.010031531,
-0.07509571,
-0.009431416,
-0.07148021,
0.046853323,
-0.01944072,
-0.04000758,
-0.0015076931,
0.04350454,
-0.036125362,
0.004137821,
-0.015543686,
0.007327314,
0.010372336,
0.02280432,
0.013387722,
0.013506263,
0.058855597,
-0.031057736,
0.034732506,
-0.03135409,
0.00885353,
0.023900826,
-0.0048157275,
0.019277727,
-0.014654628,
0.013498854,
0.029857509,
-0.025708575,
0.012120815,
0.053254534,
0.02604938,
-0.02206344,
0.0004950012,
0.015914127,
0.011328072,
-0.033873085,
0.0018809119,
0.044956665,
0.0047008907,
-0.0027171816,
0.03526594,
-0.0036562483,
0.03310257,
0.0140545145,
0.0070754145,
0.019722255,
-0.0023393321,
-0.007086528,
-0.009305467,
0.00909802,
0.016966177,
-0.04231913,
-0.0077866605,
0.0008191367,
-0.025575217,
0.008512724,
-0.082030356,
0.043978702,
-0.0029616721,
0.023337755,
-0.05040955,
-0.03787384,
0.0063345334,
0.020226054,
-0.027219972,
-0.000012849657,
0.029961232,
0.028464653,
-0.0060752253,
-0.04231913,
0.030553937,
0.06614587,
-0.02760523,
0.025352951,
0.02916108,
-0.04848326,
-0.0062789675,
-0.034050897,
-0.12743156,
-0.017173624,
-0.043148916,
0.0010344553,
0.044630677,
-0.03571047,
0.015173245,
-0.015410327,
-0.037844207,
0.013254363,
-0.021692999,
0.014691672,
0.019648166,
0.024849152,
-0.060811523,
-0.0011659616,
-0.026775444,
0.000049112314,
0.010890952,
-0.045993898,
-0.021604093,
-0.027901582,
-0.0027820086,
0.0071050497,
0.009631455,
-0.0009242492,
-0.00729027,
0.006519754,
0.0026004927,
-0.027901582,
0.0044897394,
0.0037025535,
-0.061226416,
0.03271731,
0.0018892469,
-0.027664501,
0.028553559,
0.070354074,
0.0034395405,
0.00025236263,
0.013432175,
0.03085029,
-0.050024293,
0.025501128,
0.043297093,
-0.023322938,
-0.065197535,
-0.041963506,
-0.041785695,
0.072132185,
0.014936163,
0.0069902134,
-0.011239166,
0.029427798,
-0.018462757,
-0.0114762485,
0.0173218,
-0.045164112,
-0.0060455897,
0.0027468167,
-0.025264045,
0.038436912,
0.03479178,
0.027308878,
-0.056040246,
-0.02161891,
-0.01763297,
0.013713709,
0.012394941,
-0.025101053,
-0.000593631,
0.044571407,
-0.01726253,
0.033191472,
0.008579403,
-0.033547096,
0.014780578,
-0.021396646,
0.027575595,
0.027323695,
0.0018040455,
0.028657282,
-0.0038970346,
0.042763658,
0.022048622,
0.016091937,
0.023841554,
0.01539551,
-0.00729027,
0.00841641,
0.03479178,
0.03446579,
-0.036421716,
-0.004048915,
-0.003934079,
-0.000014694624,
0.016506832,
-0.05657368,
-0.0072569307,
-0.013239546,
-0.0075940313,
-0.022152346,
-0.031057736,
-0.018225675,
0.0214411,
0.0040896637,
0.07278416,
-0.004008167,
-0.028123846,
0.04679405,
-0.025812298,
0.028435018,
0.02330812,
-0.010587191,
0.011520701,
-0.035858646,
0.0024819518,
0.017455159,
-0.028968452,
-0.026582815,
-0.041637518,
-0.02381192,
-0.030139044,
-0.029561156,
0.024345353,
0.06899085,
0.04543083,
0.012513482,
0.0496094,
-0.013698892,
-0.015202881,
0.01988525,
-0.029190715,
-0.0039970535,
-0.057403468,
0.03129482,
-0.004667551,
0.0017188442,
0.0111058075,
-0.031087372,
0.0061530177,
0.00023870263,
-0.0029653767,
-0.0274126,
-0.007808887,
0.00018163164,
-0.00071217195,
0.020181602,
0.010520512,
-0.021826359,
-0.028538741,
0.008283051,
0.02822757,
-0.0037488583,
0.027234789,
-0.012587571,
0.025189959,
0.018181223,
-0.007234704,
-0.007079119,
-0.051950585,
-0.046142075,
-0.06810179,
0.02181154,
0.03633281,
-0.0009413821,
0.032302417,
-0.0449863,
-0.016136391,
0.01856648,
-0.042526577,
-0.05458812,
-0.006282672,
-0.002583823,
0.01320991,
0.027368149,
-0.053491615,
-0.0054380675,
-0.00084460445,
-0.04261548,
-0.016892089,
-0.04928341,
-0.012972828,
-0.011594789,
-0.002191156,
-0.0073680626,
0.03757749,
0.0031357794,
-0.03793311,
0.01240235,
0.021026205,
-0.030064955,
-0.038673993,
0.00666793,
0.025382588,
0.011661469,
0.037547857,
-0.015262151,
-0.016136391,
0.02997605,
0.044956665,
-0.075629145,
0.0019522217,
-0.0032635813,
-0.0027560778,
-0.056484777,
-0.00062002486,
0.010727959,
0.003433984,
0.042348765,
0.0118689155,
0.0011242871,
-0.014113785,
-0.027427418,
-0.016743913,
0.021159565,
0.0031098486,
0.013535898,
0.012417167,
0.010401971,
-0.027560778,
0.016062303,
-0.0126987025,
-0.009572184,
-0.041489344,
0.0053825015,
0.045579005,
0.035473388,
0.0052565513,
-0.030168679,
-0.031028101,
0.03339892,
-0.022478333,
-0.006330829,
-0.012239356,
0.021129929,
0.058025807,
0.027397783,
-0.0245528,
0.002346741,
0.00538991,
-0.024463894,
-0.0032357983,
-0.056040246,
0.038466547,
-0.0118689155,
-0.02317476,
0.009416599,
-0.014202691,
-0.0061530177,
-0.011705922,
0.0067420183,
0.03882217,
-0.010357518,
0.011987456,
-0.01009821,
-0.043652717,
-0.026716173,
0.029872326,
-0.0630638,
0.0004109575,
-0.042289495,
-0.057373833,
0.021530006,
0.00015963672,
0.02717552,
-0.053373076,
-0.026464274,
-0.022700597,
0.010557556,
-0.015425145,
-0.034939952,
-0.052454382,
0.0015502938,
-0.046023536,
0.034317613,
-0.021589275,
0.0070013264,
0.0032135719,
0.021263288,
0.040215027,
0.032598767,
-0.025693757,
-0.005441772,
0.006119678,
0.016714279,
-0.04430469,
0.0031728235,
0.004586054,
0.03701442,
-0.035621565,
0.044719584,
-0.04039284,
-0.040867,
-0.007971881,
-0.019233273,
0.046379156,
-0.02655318,
0.042911835,
-0.030064955,
0.0034321318,
-0.047386754,
0.021604093,
0.00663459,
-0.0341398,
-0.025723392,
-0.018551663,
0.048957422,
-0.056366235,
-0.00897207,
-0.0061233826,
-0.019485174,
0.04480849,
-0.02492324,
0.0646641,
0.096018195,
0.0035154808,
0.0025912316,
-0.033991624,
0.03639208,
0.029872326,
-0.026167922,
-0.04792019,
-0.016151208,
-0.017677423,
0.012706111,
-0.01021675,
-0.00641603,
0.00025166804,
0.021707816,
0.00039776054,
0.0027079205,
0.048009098,
0.0024004548,
-0.039414875,
-0.060396627,
0.06312307,
-0.009179517,
0.010009304,
0.018299764,
-0.011676286,
0.0032561724,
0.043978702,
0.021381829,
-0.034169436,
-0.025649304,
0.036806975,
0.0018985078,
-0.04522338,
0.047179308,
0.03994831,
-0.012076362,
-0.04735712,
-0.011683695,
0.0031005875,
-0.031798616,
-0.036421716,
-0.022448698,
0.0067568356,
-0.07894829,
0.023841554,
0.008149692,
-0.019929701,
0.0025578921,
-0.01327659,
-0.006052999,
-0.04797946,
0.0090313405,
0.05458812,
-0.054380674,
0.04270439,
-0.03022795,
-0.037547857,
-0.035177037,
0.012469029,
0.038407277,
-0.033132203,
0.027027342,
0.063419424,
-0.030079773,
0.03034649,
0.048690706,
0.015780767,
0.00047694222,
-0.01838867,
-0.048453625,
-0.059359394,
0.022730233,
-0.009572184,
0.050824445,
0.00017908486,
0.010401971,
0.042526577,
0.02350075,
-0.0026356846,
-0.058796324,
-0.009312876,
-0.004074846,
-0.014639811,
-0.006271559,
-0.016936542,
-0.0035599337,
0.023574837,
0.0027986784,
-0.04169679,
-0.015691862,
0.023530385,
0.023293301,
0.0045378967,
-0.049757577,
0.004600872,
-0.017484793,
-0.020181602,
-0.027516324,
-0.024256447,
0.0070902323,
0.031383723,
0.0031617102,
-0.017306983,
0.015113975,
0.019648166,
-0.051120795,
-0.0014011915,
0.019351814,
-0.0026245713,
0.00077699905,
0.0011724443,
-0.06170058,
0.029368527,
0.030761383,
0.0005399171,
0.013721119,
-0.022908045,
-0.012417167,
0.02012233,
0.016877271,
0.05672186,
-0.0007075415,
0.015039886,
0.01850721,
0.076696016,
-0.03502886,
-0.0027116248,
-0.032865487,
-0.007942245,
-0.006842037,
0.0248047,
-0.02554558,
0.014313824,
0.02704216,
-0.006193766,
-0.055329002,
0.007779252,
0.031650443,
0.0064975275,
0.018966556,
-0.006893899,
0.0016762435,
0.011291028,
0.032509863,
-0.0036914402,
-0.053610157,
0.022137528,
0.007245817,
0.0077422075,
0.019470356,
-0.010831682,
-0.027960854,
0.0281683,
-0.007401402,
0.037370045,
0.017010631,
0.017781146,
-0.033191472,
0.039651956,
-0.043593444,
-0.022389427,
0.022656145,
-0.030376125,
0.011291028,
0.013817432,
-0.034732506,
0.041044813,
0.053521253,
-0.009075793,
0.016655007,
0.00043225783,
-0.0023726719,
0.039118525,
-0.053699065,
-0.03079102,
0.010498285,
-0.0063715777,
-0.027975671,
-0.028924,
0.026390186,
0.04522338,
0.023293301,
-0.015558504,
-0.018033046,
-0.056810763,
-0.0064790053,
-0.010676097,
-0.004615689,
0.016980994,
-0.017336618,
-0.021204017,
-0.0423784,
0.014069333,
-0.030672478,
0.015677044,
0.009120246,
0.0074569685,
0.0004311002,
-0.006949465,
0.03485105,
-0.013195093,
0.000011380918,
0.012135632,
0.016299384,
-0.007897792,
0.027116248,
-0.019855615,
0.06501973,
-0.0037321886,
0.047179308,
-0.03502886,
0.03633281,
0.010609417,
-0.05260256,
0.002474543,
0.052069124,
0.010372336,
0.016729096,
-0.00050565135,
-0.03882217,
-0.033784177,
-0.04214132,
0.0034802891,
0.0031617102,
0.023352573,
0.00052648864,
-0.011824463,
-0.03277658,
-0.0005491781,
0.0053084134,
-0.034347247,
-0.009572184,
-0.009638864,
0.027501507,
-0.009831493,
0.013743345,
0.021604093,
0.021470735,
0.031442996,
0.010957631,
0.019796344,
0.006704974,
0.077940695,
-0.036095727,
0.041074447,
-0.021144748,
-0.027101431,
-0.013180275,
-0.043919433,
-0.021663364,
0.015291786,
-0.030005686,
0.0014224917,
0.0185813,
-0.03701442,
-0.00834973,
-0.042793293,
-0.0055491994,
-0.054499216,
0.0015456632,
-0.0063715777,
-0.024508348,
-0.028242389,
0.030079773,
0.03707369,
0.033754542,
0.015795585,
0.038229465,
0.03408053,
0.04824618,
0.019648166,
-0.029249987,
0.030183496,
-0.0063715777,
-0.053017452,
0.020611312,
-0.006719792,
-0.0054195453,
0.018833198,
0.00054362154,
-0.04830545,
0.043326728,
0.0015058409,
0.006749427,
-0.051950585,
0.028642464,
-0.015751133,
-0.012958011,
-0.013402539,
0.09092093,
0.04024466,
0.016610555,
0.0066012507,
-0.022211615,
-0.03858509,
0.0022300521,
-0.000050790874,
0.024952875,
-0.03248023,
-0.06549389,
0.008860938,
-0.029131446,
-0.026197556,
-0.000098977085,
-0.0059492756,
-0.001150218,
0.03982977,
0.014261962,
0.060930062,
-0.02779786,
-0.0028246092,
-0.04780165,
0.027753407,
0.04033357,
0.0014058219,
0.044630677,
0.04231913,
-0.00094740174,
-0.020715035,
-0.054113958,
0.026642084,
0.00233748,
-0.01669946,
0.005619583,
-0.02044832,
-0.014647219,
-0.03085029,
-0.018803563,
0.014150829,
0.014676855,
-0.012061545,
-0.004656438,
-0.07699236,
-0.053017452,
-0.0351474,
-0.017766329,
0.03176898,
0.013854477,
-0.042911835,
0.035473388,
-0.043860164,
0.26197556,
0.057255294,
0.0170699,
0.02661245,
0.044097245,
0.032539498,
0.012439394,
-0.007845931,
-0.015795585,
-0.0073680626,
-0.017292166,
-0.02155964,
0.004034098,
0.04480849,
-0.003452506,
0.018551663,
-0.06424921,
-0.046645876,
0.022670962,
-0.06501973,
-0.026212374,
0.04617171,
0.031680077,
0.047090404,
0.028183118,
-0.015588138,
-0.025515946,
-0.048275813,
-0.008831303,
-0.02916108,
0.012298627,
-0.018848015,
-0.0093573285,
-0.0367477,
-0.013469218,
-0.022241252,
-0.0018438678,
-0.02348593,
-0.005671445,
-0.011313255,
-0.00180775,
-0.015632592,
-0.02785713,
-0.011505884,
-0.0058048037,
0.028775822,
-0.013824842,
0.043415632,
0.04999466,
-0.07722945,
0.027946036,
-0.047594205,
0.037044056,
-0.04560864,
-0.075510606,
0.024938058,
-0.0739103,
-0.06590878,
0.023737831,
0.06021882,
0.008860938,
0.016551284,
-0.032865487,
0.013165457,
-0.036006823,
0.047890555,
-0.055240095,
0.050735537,
-0.024508348,
-0.037221868,
0.016714279,
-0.0061900616,
-0.046023536,
-0.04255621,
-0.033072934,
0.044156514,
-0.005226916,
0.026893985,
-0.03645135,
-0.015588138,
-0.0034599148,
0.016625373,
-0.004008167,
-0.025753027,
0.0320357,
0.031976428,
-0.029575974,
-0.004500853,
0.008031151,
0.0041600475,
0.042200588,
0.06164131,
0.021278106,
0.037340406,
-0.03645135
] |
Validating TFLite model
-[✓] TFLite model output names match reference model (logits)
- Validating TFLite Model output "logits":
-[✓] (1, 128, 30522) matches (1, 128, 30522)
-[x] values not close enough, max diff: 5.817413330078125e-05 (atol: 1e-05)
The TensorFlow Lite export succeeded with the warning: The maximum absolute difference between the output of the reference model and the TFLite exported model is not within the set tolerance 1e-05:
- logits: max diff = 5.817413330078125e-05.
The exported model was saved at: bert_tflite
The example above illustrates exporting a checkpoint from 🤗 Hub. When exporting a local model, first make sure that you
saved both the model's weights and tokenizer files in the same directory (local_path). When using CLI, pass the
local_path to the model argument instead of the checkpoint name on 🤗 Hub. |
[
0.031306095,
-0.028877174,
-0.033095825,
-0.015880315,
0.020937016,
0.022300621,
-0.020468278,
-0.014047971,
0.028720926,
0.050197702,
0.013280943,
-0.0063705915,
0.06806661,
-0.07437328,
0.016576322,
0.035680994,
-0.015681455,
-0.029800449,
-0.043976255,
-0.016278032,
0.0047477596,
0.031675406,
-0.05775435,
-0.0195308,
-0.03718664,
0.006853535,
0.03954454,
-0.009048087,
0.058635008,
0.025979513,
-0.012265341,
-0.05065224,
0.022002332,
-0.019246714,
-0.009744093,
-0.005411807,
0.034942374,
-0.01977227,
-0.05065224,
-0.061078135,
0.035595767,
-0.0299709,
0.019033652,
-0.044913735,
-0.04340809,
-0.038124118,
0.014928632,
-0.04153313,
-0.017939927,
-0.030794743,
-0.013749682,
0.0076418687,
-0.014204217,
-0.033607177,
0.011697173,
-0.003492462,
-0.022684135,
-0.004971476,
-0.011043779,
0.0005122396,
0.07255514,
0.012038074,
-0.00464833,
-0.047300044,
0.011327864,
0.026945401,
0.0055254404,
-0.018877404,
-0.015709864,
-0.015908724,
-0.032442432,
0.0067505543,
-0.025922697,
-0.042271752,
-0.011810807,
-0.005280418,
0.025340324,
0.0053691943,
-0.05352149,
0.037811626,
0.0028887826,
0.00569234,
-0.010092096,
-0.014523813,
-0.03519805,
-0.04829434,
0.046561424,
0.006079405,
-0.018991038,
-0.022783564,
-0.024431253,
0.010461406,
0.02296822,
0.0129613485,
-0.012357669,
0.026448252,
-0.020425664,
0.030794743,
0.020155784,
0.002505269,
0.011796602,
0.05099314,
-0.0134727005,
0.03394808,
-0.094031915,
0.018976834,
0.016008154,
-0.04539668,
-0.0027964553,
-0.06977112,
0.011334965,
-0.0012774918,
-0.02768402,
0.015184308,
0.0024768603,
-0.0056532784,
-0.025098851,
0.00491821,
-0.0047939233,
0.0053372346,
-0.0051277224,
-0.016789384,
0.006107813,
-0.05096473,
0.015908724,
-0.03156177,
0.00035355185,
0.024275007,
-0.051106773,
-0.037300274,
-0.005951567,
-0.010567938,
-0.013153105,
0.05238515,
-0.00020407465,
-0.028720926,
-0.0020383052,
-0.0034782577,
-0.0024324723,
-0.002313512,
-0.00680382,
-0.020056354,
-0.022783564,
0.06698709,
-0.015638843,
0.023650022,
-0.009843523,
-0.027044829,
-0.026448252,
0.0029651304,
-0.022882994,
0.01815299,
-0.023706838,
0.030510658,
-0.035567358,
-0.0027573938,
-0.023337528,
0.0063528363,
0.013096288,
0.004357144,
0.03082315,
0.00394167,
-0.069600664,
0.071930155,
-0.03593667,
0.04301037,
-0.017499596,
-0.007315172,
0.009587847,
-0.029260688,
0.02259891,
-0.019687045,
-0.0025034933,
0.03212994,
0.045623947,
0.009879033,
0.036760513,
-0.01569566,
0.03488556,
-0.006743452,
-0.012592038,
-0.03505601,
0.011512518,
0.0468171,
0.0043358374,
-0.0013600538,
-0.0046163704,
0.00058104127,
-0.0007989872,
0.00061300077,
-0.0076702773,
0.039658174,
-0.026561886,
0.0029757835,
-0.033266276,
0.028138554,
-0.049657945,
-0.0026597397,
0.02095122,
-0.08630482,
0.0008171864,
0.028181167,
-0.023976719,
0.013373271,
-0.008792411,
0.017087674,
0.025581796,
0.02213017,
-0.029118646,
0.016391667,
0.03426057,
-0.00022671263,
-0.02095122,
-0.028337413,
0.042925145,
-0.025936902,
0.02070975,
0.0113988845,
0.013430088,
0.014743977,
0.05031134,
0.03230039,
0.02542555,
-0.0057242997,
0.00512062,
-0.013671559,
0.015951335,
0.0478398,
-0.0022762257,
-0.006715044,
-0.03846502,
0.04048202,
-0.034232162,
0.037953667,
0.034175348,
0.022726748,
0.029544773,
-0.00076436443,
0.015084879,
0.042271752,
0.0031888469,
0.007719992,
0.025354527,
0.02876354,
0.03227198,
0.0008815492,
-0.010816512,
0.0021590411,
0.0059835264,
0.027797652,
-0.07482781,
0.06857796,
0.01593713,
-0.00044055269,
-0.029544773,
-0.011413089,
-0.0067683095,
0.03630598,
0.0014053298,
0.017996743,
-0.02178927,
0.0022087558,
0.0018376706,
-0.02957318,
0.053209,
0.07448692,
0.002876354,
0.028351618,
0.02213017,
-0.0068996986,
-0.041618355,
-0.061362218,
-0.09505462,
-0.012173014,
-0.03661847,
-0.021462573,
0.021377347,
-0.018792178,
0.010802307,
-0.026817562,
-0.03082315,
0.03215835,
-0.03485715,
0.044203524,
0.03303901,
0.028607294,
-0.020823382,
0.04536827,
-0.028053328,
-0.02340855,
-0.015553618,
-0.006075854,
-0.010219934,
0.012726978,
0.022542093,
-0.02866411,
-0.016391667,
-0.016349055,
0.012386077,
-0.016959835,
-0.0027946797,
-0.022101762,
-0.014388872,
-0.0024218191,
-0.041788805,
0.022357438,
0.010986962,
0.005308826,
0.057271402,
0.034573063,
-0.02650507,
0.04866365,
0.009452906,
0.029047625,
-0.020283623,
0.056106657,
0.032556064,
-0.002178572,
-0.006935209,
-0.009204333,
-0.024885789,
-0.005170335,
-0.029005012,
-0.036760513,
-0.0508511,
0.051674943,
-0.006551695,
-0.06573712,
-0.01677518,
-0.022400051,
-0.053294223,
-0.013714172,
-0.027073238,
0.03866388,
0.014928632,
0.028678315,
-0.06261219,
0.01687461,
0.014630344,
0.022158578,
0.023507979,
-0.03409012,
0.0289624,
0.049032956,
0.024658522,
0.008337876,
0.019175693,
-0.04281151,
0.031306095,
0.00022660165,
0.011065085,
0.034942374,
0.015113287,
-0.01552521,
-0.009609153,
0.029715223,
-0.061078135,
0.021022242,
0.01252812,
0.00582728,
0.019189898,
0.0030254982,
0.028905582,
0.032811742,
-0.03917523,
-0.00633153,
-0.0059728734,
-0.014047971,
0.017258124,
-0.055822574,
0.008735593,
-0.04170358,
-0.023451163,
-0.0072867633,
0.014942837,
-0.035510544,
0.027073238,
0.03471511,
0.05531122,
0.017357554,
-0.0050531505,
0.019147284,
-0.0091475155,
0.038891148,
0.0118605215,
0.033010602,
-0.004133427,
-0.009417396,
-0.038919557,
-0.0003559932,
0.02340855,
0.005965771,
-0.03156177,
-0.01586611,
-0.06744162,
-0.04533986,
0.030056125,
0.020894403,
0.02640564,
0.0081248125,
0.061816752,
-0.012016768,
0.008835023,
0.0136502525,
0.0013351964,
0.004470777,
-0.05204425,
0.05275446,
-0.0085083265,
-0.0031213767,
-0.013913031,
0.012251138,
-0.01161905,
-0.014360463,
-0.053322632,
-0.008884738,
-0.05426011,
-0.018934222,
-0.04352172,
0.030993601,
-0.0068286774,
-0.0478398,
-0.041845623,
0.03085156,
0.019559206,
-0.035538953,
0.0346867,
-0.040169526,
0.014083481,
0.041447908,
-0.058748644,
-0.0059693223,
-0.0063173254,
-0.025354527,
-0.04337968,
0.06675982,
0.04809548,
-0.01677518,
-0.008820819,
-0.03829457,
-0.014701365,
0.038322978,
0.0063528363,
-0.036334388,
0.028749336,
0.017627433,
0.02293981,
0.018309236,
0.047584128,
0.016689954,
0.01434626,
-0.040538836,
-0.0026064739,
-0.02994249,
-0.020226805,
-0.018706953,
0.021135876,
0.0029455996,
0.031334504,
0.051390857,
-0.021874495,
0.0063066725,
0.025013626,
0.0017142715,
-0.03627757,
0.04156154,
0.019971129,
0.017641637,
0.03920364,
-0.031646997,
0.009971361,
0.016917223,
0.03937409,
-0.05295332,
0.01589452,
0.020169988,
0.0077341963,
-0.004982129,
0.0034729312,
0.018848997,
-0.037584357,
0.042470608,
-0.030084532,
0.013486904,
-0.02259891,
-0.0096588675,
-0.019118877,
0.006715044,
-0.02677495,
0.0059906286,
0.036334388,
-0.029885674,
0.017101878,
-0.0021075506,
-0.05207266,
0.0067683095,
-0.055964615,
0.0062534064,
0.07141881,
-0.030766334,
0.020283623,
-0.06749844,
-0.07090745,
-0.013117595,
-0.02940273,
-0.003863547,
-0.017712658,
0.01923251,
-0.031306095,
0.009545234,
-0.020368848,
0.008678777,
-0.01441728,
-0.025596,
-0.0052555604,
-0.028195372,
0.02846525,
-0.053294223,
-0.023607409,
0.0686916,
-0.010596346,
-0.058748644,
-0.023025036,
0.01488602,
0.027996512,
0.0073719886,
0.010915941,
-0.022911401,
-0.011363374,
-0.019204102,
0.027570385,
-0.057271402,
0.0034551758,
-0.009133312,
-0.046902325,
-0.009239843,
0.022982424,
0.048180703,
-0.0018678546,
-0.012812204,
-0.04516941,
0.005497032,
-0.012414486,
-0.028095942,
-0.016746772,
0.0085580405,
-0.015993949,
0.029175462,
-0.0023277162,
-0.0055147875,
0.009850625,
0.0437774,
0.019473981,
0.00912621,
-0.031135645,
-0.031448137,
0.0011505416,
-0.016420076,
0.037896853,
-0.013820703,
-0.053123772,
0.023792064,
-0.019942721,
0.04139109,
-0.021348938,
-0.030226573,
-0.014772386,
-0.040510427,
0.041447908,
-0.03153336,
0.03102201,
0.033635587,
-0.0007750176,
0.0053372346,
0.022712544,
-0.001273053,
-0.02751357,
-0.037499133,
-0.044601243,
0.026022125,
-0.04122064,
-0.0041263252,
-0.015155899,
0.01034067,
0.040197935,
-0.032896966,
0.050737463,
0.035595767,
0.012712775,
-0.0027023524,
-0.049146593,
0.0043642456,
0.021093262,
0.005600013,
-0.024672726,
-0.031504955,
-0.0103761805,
-0.016903019,
-0.03687415,
-0.021150079,
-0.0076773795,
0.027882878,
0.048379563,
-0.011611948,
0.024431253,
-0.006214345,
-0.054856688,
-0.04826593,
0.045084186,
0.0024502275,
0.008295263,
0.00033823794,
-0.01424683,
-0.0040411,
0.027897082,
-0.0037463624,
-0.047782987,
-0.02846525,
0.039146822,
-0.01842287,
-0.055453263,
0.040112708,
0.012989757,
-0.01205938,
-0.021704044,
0.029800449,
-0.00633153,
-0.008181629,
-0.009282456,
0.0076702773,
-0.023124466,
-0.033237867,
-0.0034303186,
0.0048116785,
0.001993917,
-0.0072867633,
0.05406125,
-0.0009996218,
-0.036533248,
0.0025975963,
0.06329399,
-0.02166143,
-0.010830715,
-0.013131799,
-0.013586334,
-0.028195372,
-0.0032545412,
0.043464907,
-0.05315218,
-0.010553733,
0.04587962,
0.021022242,
0.06335081,
-0.008408897,
-0.0025656368,
0.028607294,
-0.010219934,
-0.06783934,
-0.034374207,
0.030539067,
0.018465482,
0.033976488,
-0.011334965,
0.042328566,
0.038124118,
0.008302365,
-0.01707347,
-0.041277457,
-0.010347772,
-0.032556064,
0.016760977,
0.012592038,
-0.03102201,
-0.019289328,
0.02630621,
-0.025823267,
-0.027229484,
0.028010717,
0.006604961,
-0.015582026,
-0.03426057,
-0.01623542,
0.0155962305,
-0.017868904,
-0.011036676,
-0.0012251138,
-0.033834446,
0.017726863,
0.046902325,
-0.014715569,
0.01202387,
0.06210084,
0.0074714185,
0.00291364,
0.05499873,
-0.05082269,
0.02414717,
-0.021036446,
-0.009339273,
-0.017641637,
-0.004168938,
0.0414195,
-0.055083953,
-0.0033592973,
0.0061752833,
-0.0029615792,
-0.005695891,
0.014914428,
0.07261196,
0.0011789501,
0.026292006,
-0.023010831,
0.011278149,
-0.058350924,
-0.004183142,
-0.012535222,
-0.056333926,
-0.008614858,
0.040226344,
0.011782398,
0.045425087,
0.043038778,
0.028919786,
0.0066546756,
0.00016567888,
-0.030226573,
-0.016192807,
0.040737696,
0.015042266,
-0.024033535,
-0.033436727,
0.044629652,
0.016079174,
-0.018678546,
-0.008501224,
0.006143324,
0.000705772,
-0.009254048,
-0.0034391962,
0.0017764149,
0.064487144,
0.013444291,
0.05261242,
-0.014800794,
0.012101993,
-0.020383053,
0.012854816,
-0.058862276,
-0.0005508573,
0.02168984,
-0.04755572,
0.033465136,
-0.023607409,
-0.014005358,
0.015539413,
0.04551031,
-0.024061944,
0.016576322,
0.01441728,
-0.001212685,
0.051049955,
-0.02940273,
0.017371757,
-0.012187218,
0.004946619,
-0.060907684,
-0.008643266,
-0.0015455964,
0.049686354,
0.01586611,
-0.0016618934,
-0.07840728,
-0.019360349,
0.015851906,
-0.0040482017,
-0.0326697,
0.018209806,
-0.033493545,
0.06170312,
-0.03482874,
0.017570617,
-0.00811771,
0.022726748,
-0.0044778795,
-0.001077745,
-0.028110147,
-0.001866079,
0.04352172,
-0.041845623,
0.061191767,
0.007961464,
0.02977204,
0.012315056,
-0.011775296,
0.01741437,
0.07653232,
0.018110378,
-0.010347772,
0.0011922665,
0.049260225,
0.018863201,
-0.042044483,
0.01714449,
0.06420306,
-0.008984167,
0.012670162,
0.0068819434,
-0.045254637,
0.045453496,
-0.018678546,
0.0065658996,
0.005663932,
0.0028994358,
-0.02758459,
0.029686814,
-0.015170104,
0.008273956,
-0.021476777,
-0.025098851,
-0.021547798,
0.024999423,
0.014062175,
-0.0141118895,
0.033834446,
-0.011611948,
0.026931196,
0.03176063,
0.008266854,
0.030056125,
-0.021988127,
0.01950239,
-0.004055304,
0.027059034,
0.006860637,
-0.061759938,
-0.0057988716,
-0.015553618,
-0.014587731,
0.060850866,
0.023209691,
-0.023550592,
0.041817214,
-0.057044137,
-0.023664227,
-0.059430446,
0.0072477018,
-0.05474305,
-0.012670162,
0.044714876,
-0.050368153,
-0.00019686157,
0.015582026,
-0.03877751,
-0.012556528,
0.003650484,
0.03445943,
0.0027946797,
0.09454327,
0.030539067,
0.04352172,
0.020283623,
0.026249394,
-0.044856917,
0.014062175,
-0.000908626,
0.019616025,
0.044572834,
-0.0616463,
-0.06749844,
0.039970666,
0.033010602,
-0.010383283,
-0.04283992,
0.0028550476,
-0.021476777,
-0.042300157,
-0.023607409,
0.09215696,
0.009474213,
0.026348824,
-0.020383053,
-0.02957318,
-0.027726632,
-0.02667552,
-0.0020312031,
0.0703961,
-0.021817677,
-0.03917523,
0.016803589,
-0.04048202,
-0.025283506,
-0.007719992,
-0.008629062,
-0.019900108,
0.02765561,
0.041476313,
0.03883433,
0.010489814,
-0.031675406,
0.0015216267,
0.030056125,
0.061248586,
0.004832985,
0.07857773,
0.04133427,
0.012457099,
0.004044651,
0.007109211,
-0.026220985,
0.002448452,
0.003135581,
0.023152875,
0.008529632,
-0.019189898,
-0.015823498,
0.0039061597,
0.03846502,
-0.0037108518,
-0.008131915,
-0.0508511,
-0.035283275,
-0.06306672,
0.03883433,
-0.0444592,
0.03320946,
0.010404589,
-0.05426011,
0.018195603,
-0.04570917,
0.23953992,
0.05732822,
0.061759938,
0.03923205,
0.04119223,
0.01074549,
0.051959027,
-0.000095323616,
0.020212602,
-0.012442894,
0.010596346,
-0.0055147875,
-0.0021696943,
-0.0069707194,
-0.001025367,
0.05011248,
-0.010077892,
-0.01731494,
0.030169757,
-0.038038895,
-0.0144812,
0.0063031213,
-0.012769591,
0.029232278,
0.042555835,
-0.006921005,
0.00082650786,
-0.037726402,
0.020908607,
0.014211319,
0.019118877,
-0.029459547,
0.0444592,
-0.025809063,
-0.008955759,
0.026093148,
-0.0003506666,
-0.057072546,
0.012584937,
0.010156015,
-0.00042701428,
-0.021633023,
0.013032369,
-0.0058592395,
-0.024715338,
0.060339514,
-0.010859124,
-0.042726286,
0.02768402,
-0.057242997,
0.021121671,
-0.07596415,
-0.015539413,
-0.01677518,
-0.030766334,
-0.03667529,
-0.032612883,
-0.022456868,
0.01589452,
0.025709633,
0.004470777,
0.013913031,
0.010539529,
-0.024729542,
-0.017329145,
0.0061610793,
-0.02879195,
0.019118877,
-0.020354643,
-0.022627318,
0.044913735,
0.012847714,
-0.023479572,
0.023976719,
0.024374437,
0.012989757,
-0.027016422,
0.05005566,
-0.019644432,
-0.043834213,
-0.034232162,
-0.012222729,
-0.0272863,
0.013096288,
0.04122064,
0.024431253,
-0.066475734,
-0.010908838,
-0.01761323,
0.049032956,
-0.00061300077,
0.05065224,
0.02095122,
-0.017655842,
0.0065801037
] |
Below you can find the list of the models we benchmarked.
Image Classification
- google/vit-base-patch16-224
- microsoft/beit-base-patch16-224-pt22k-ft22k
- facebook/convnext-large-224
- microsoft/resnet-50
Image Segmentation
- nvidia/segformer-b0-finetuned-ade-512-512
- facebook/mask2former-swin-tiny-coco-panoptic
- facebook/maskformer-swin-base-ade
- google/deeplabv3_mobilenet_v2_1.0_513
Object Detection
- google/owlvit-base-patch32
- facebook/detr-resnet-101
- microsoft/conditional-detr-resnet-50
Below you can find visualization of inference durations with and without torch.compile() and percentage improvements for each model in different hardware and batch sizes. |
[
0.012916798,
-0.030752221,
-0.02010722,
-0.020669762,
-0.025761476,
0.024145974,
-0.029684836,
0.007832296,
-0.009721856,
0.030723372,
0.02251605,
-0.024665242,
0.025573961,
-0.07165902,
-0.014106788,
0.036723807,
-0.015578048,
-0.025573961,
-0.05743684,
0.02682886,
0.019804314,
-0.023612281,
-0.065139316,
-0.032165784,
-0.008560714,
0.027953941,
0.012556195,
-0.003876482,
0.053051908,
0.06912038,
-0.014633268,
-0.033810135,
-0.009375677,
-0.02038128,
-0.013335098,
-0.011229176,
0.041656855,
0.016616585,
-0.055532858,
-0.030579131,
0.03810852,
-0.0009087195,
0.0062780976,
-0.036550716,
-0.06762027,
-0.014330362,
0.0065124896,
-0.048638128,
0.011063299,
-0.023078589,
-0.018304206,
0.019357167,
0.009584826,
-0.008495806,
-0.025256632,
0.012606679,
-0.0077746,
0.0057335873,
-0.011337358,
0.009433374,
0.04633027,
-0.0049366546,
-0.04171455,
-0.039983656,
0.0050304113,
0.050686352,
0.0030633223,
0.0026846891,
0.0064223385,
-0.016659858,
-0.056686785,
-0.004265933,
-0.015318414,
-0.024636395,
-0.031271487,
-0.0016515616,
0.020842852,
0.047195714,
-0.036117993,
0.044137802,
0.0067288512,
0.006097796,
0.013717337,
-0.019876435,
-0.052936517,
-0.05380196,
0.00016734231,
-0.033175472,
-0.028141456,
-0.02059764,
-0.006469217,
0.02514124,
-0.0023889947,
0.0035357121,
0.043099266,
0.05677333,
-0.0011647475,
0.0040062987,
0.019703345,
-0.036117993,
0.020237038,
0.059658155,
-0.0033842588,
0.05792726,
-0.049676664,
0.001464048,
-0.010147368,
-0.012166744,
-0.008214535,
-0.018679233,
0.012520134,
0.024996998,
-0.014770297,
0.016025195,
0.010241124,
0.006079766,
-0.03011756,
0.016962763,
-0.00707503,
-0.017626273,
0.025458569,
-0.009202587,
0.0031102006,
-0.047195714,
0.028516483,
-0.028141456,
-0.008539078,
0.061619833,
-0.055186678,
-0.026987527,
-0.018751355,
-0.000040934072,
0.0033319714,
0.06617785,
-0.0013666853,
0.012246077,
-0.010529607,
0.0015578048,
-0.025011422,
-0.0027027193,
0.016544463,
-0.016371375,
-0.0036727411,
0.0769671,
-0.005106138,
0.025040269,
-0.009894946,
-0.014957811,
-0.021809267,
0.021145757,
-0.0441955,
-0.0067540933,
-0.024117125,
-0.016818522,
-0.01856384,
-0.011806141,
-0.029915622,
-0.004979927,
0.006187947,
0.011178692,
0.049676664,
0.010919058,
-0.03372359,
0.029684836,
-0.030521434,
0.07183211,
-0.046243723,
-0.0058597983,
0.0014198741,
0.00026729694,
0.06427387,
-0.02079958,
0.01562132,
0.016126165,
0.049330484,
0.041166436,
0.07639013,
-0.027997214,
0.009656947,
0.00662067,
-0.025256632,
-0.0059174947,
0.0073599066,
0.045205187,
0.016948339,
0.01996298,
-0.010659424,
-0.0010556652,
0.000260761,
0.0118854735,
-0.012671588,
0.01562132,
-0.050484415,
0.028588602,
-0.044397436,
-0.0002569296,
-0.011229176,
0.008921317,
-0.016919492,
-0.072062895,
0.0056650727,
0.05117677,
-0.02273241,
-0.00023213816,
-0.01954468,
-0.000094489245,
-0.009685796,
0.04511864,
-0.019876435,
0.01316922,
0.06721639,
-0.011546507,
-0.04713802,
0.016443495,
0.017842634,
0.0014919947,
0.017525304,
0.0077169035,
0.0127364965,
0.02910787,
0.042464606,
0.045262884,
0.035627574,
-0.05420584,
0.0017372047,
0.0021293606,
-0.004258721,
0.018996565,
0.048291948,
0.017121429,
-0.0119720185,
0.056196366,
-0.03372359,
0.020338006,
-0.016688704,
-0.0036745442,
0.024001732,
0.01814554,
-0.020323584,
0.03986826,
-0.019515833,
0.029079024,
0.0115032345,
0.012967283,
-0.015390535,
0.016284829,
-0.005852586,
-0.01029882,
-0.044887856,
0.051292166,
-0.017539728,
0.066062465,
-0.010818088,
-0.011106571,
0.00003837041,
-0.015606896,
0.04416665,
0.004143328,
-0.009029498,
-0.007702479,
-0.009007862,
0.0115897795,
0.0036240597,
-0.021347696,
0.04823425,
0.09577615,
-0.022775684,
0.02609323,
0.01246965,
-0.010327669,
-0.039666325,
-0.00053594616,
-0.067043304,
-0.021390967,
-0.033838984,
-0.02052552,
0.012296561,
0.00082217477,
0.006800972,
-0.00030313188,
0.0013053827,
-0.0017930983,
-0.015376111,
0.044830162,
0.050974835,
0.040185593,
-0.0035086668,
0.052907668,
-0.02805491,
0.035079457,
-0.011402266,
0.0006463808,
-0.019486984,
-0.0044245985,
0.039147057,
-0.01772724,
0.015852107,
-0.006815396,
-0.02651153,
0.00077664864,
0.0072805737,
-0.003041686,
0.001092627,
-0.00082533003,
-0.0048032315,
0.024535425,
-0.029425202,
-0.014330362,
0.06283146,
0.03323317,
-0.033810135,
0.022919925,
-0.010911846,
0.057811867,
-0.022862228,
0.043416597,
0.024405608,
-0.03548333,
-0.033463955,
-0.02143424,
-0.008207323,
-0.0008393034,
-0.03337741,
-0.029266536,
-0.041339524,
0.054927044,
-0.0049546845,
-0.037358467,
0.01236147,
-0.033781286,
-0.055763643,
-0.0055028014,
-0.0017209776,
0.026352864,
0.01621271,
0.0142221805,
-0.05287882,
0.06940886,
-0.038743183,
0.0018255526,
-0.019342743,
-0.036954593,
0.044859007,
0.028314544,
0.006227613,
0.0043308414,
0.045234036,
-0.04286848,
0.019010989,
-0.037589252,
-0.0034365463,
0.031646516,
0.024766212,
0.0005945441,
-0.007666419,
0.021304423,
-0.037098832,
-0.011762869,
0.008878045,
0.02707407,
0.042435758,
0.048638128,
-0.0061771288,
0.033031233,
-0.006231219,
0.01435921,
-0.011935958,
0.028631875,
0.058158047,
-0.0010277184,
0.017107004,
-0.027780851,
-0.037329618,
-0.0063538244,
-0.016905067,
-0.036868047,
0.05463856,
0.036377627,
0.026424985,
-0.01050797,
-0.07004352,
-0.032656204,
-0.024246942,
0.056052126,
0.044253197,
0.0050881077,
0.0086977435,
0.027261583,
-0.03320432,
-0.013032191,
0.017568577,
0.0014081546,
0.0006594527,
-0.059715852,
-0.034964062,
-0.056167517,
0.065831676,
0.002574705,
-0.019111957,
0.0037214225,
0.02690098,
-0.038223915,
0.04139722,
0.008214535,
0.021318847,
-0.034617886,
-0.025444144,
0.033925526,
-0.0090799825,
0.013674065,
-0.021275574,
0.0018399766,
-0.0130971,
0.0027207492,
-0.007832296,
0.016890643,
-0.028920358,
0.004020723,
-0.029829077,
0.05711951,
-0.02469409,
-0.025025846,
-0.055215526,
0.013991395,
-0.000120238554,
-0.07027431,
0.017222397,
-0.029684836,
-0.030954158,
0.02626632,
-0.011582567,
-0.02994447,
0.007875568,
0.0004460208,
-0.052474942,
0.04154146,
0.049993996,
-0.040300988,
-0.0012215425,
-0.024261367,
-0.03891627,
0.014330362,
-0.0041649644,
-0.026309593,
0.011193116,
0.008358777,
-0.0037502707,
0.0075149657,
-0.004979927,
0.024117125,
0.042983875,
-0.0768517,
0.039666325,
-0.029857926,
-0.0038043612,
-0.014597208,
-0.026324017,
-0.037358467,
0.034790974,
0.021549633,
-0.038339306,
0.0021149365,
0.0441955,
-0.019010989,
-0.04956127,
0.014049091,
-0.00088437874,
0.016861795,
0.055273224,
-0.014287089,
0.010558454,
0.049676664,
0.031184943,
-0.060465906,
0.005571316,
-0.030088712,
0.0025079937,
-0.028127031,
0.007889993,
0.00042911753,
-0.03649302,
0.021953508,
0.0040748133,
-0.01964565,
0.00435969,
-0.04511864,
-0.0057732533,
0.030031014,
0.002796476,
0.025689354,
0.0327716,
-0.049618967,
-0.009851673,
-0.02479506,
-0.050542112,
-0.022717986,
-0.034329403,
-0.015462655,
0.040012505,
0.021044789,
-0.00041536955,
-0.02633844,
-0.055330917,
0.011950382,
-0.0062636733,
-0.0043452657,
-0.0016479555,
0.0043488718,
0.018260933,
-0.0011205737,
-0.05351348,
0.010688271,
0.008582351,
-0.0068875165,
0.00586701,
-0.012801405,
0.012130683,
-0.019443711,
-0.052821122,
0.07263986,
-0.023338223,
-0.0580715,
-0.0075870864,
0.023684403,
-0.010219488,
0.00656658,
0.010702696,
-0.032338873,
-0.026497105,
-0.060292814,
0.05593673,
-0.042608846,
0.004118086,
-0.028848236,
-0.08492921,
0.016255982,
0.021708298,
0.042320363,
-0.0076375706,
-0.028732844,
-0.029627139,
-0.013652428,
-0.05691757,
-0.033262018,
-0.03153112,
-0.015563624,
-0.021333272,
0.0067865476,
-0.016054044,
-0.014842418,
-0.0012323606,
0.04511864,
0.01824651,
0.015174173,
-0.06398539,
-0.005946343,
0.0017489244,
-0.0005995024,
-0.0010214079,
-0.0027297644,
-0.06265837,
0.021535208,
-0.018924443,
0.06496623,
-0.01288795,
-0.036608413,
-0.027622188,
-0.018751355,
0.043907017,
-0.04139722,
0.007471693,
-0.0063898843,
0.034271706,
0.031300336,
-0.01954468,
-0.01488569,
0.010904633,
-0.01365964,
-0.06975504,
0.029742531,
-0.012065775,
-0.0012161335,
-0.018520568,
0.043272354,
0.027910668,
-0.047022626,
0.0482631,
0.07310143,
0.035771813,
-0.00970022,
-0.035685267,
0.03435825,
0.030319497,
0.018780202,
0.0019093927,
-0.0131620085,
-0.009757916,
0.006108614,
-0.02707407,
-0.021765994,
-0.037531555,
0.009224224,
0.046849538,
0.012808617,
0.030377194,
-0.0005192683,
-0.043560836,
-0.049647816,
0.019804314,
0.007078636,
0.010810877,
0.006718033,
-0.016703129,
-0.008120779,
0.013919274,
-0.009022286,
-0.05152295,
-0.002316874,
0.06629325,
-0.01443133,
-0.07269756,
0.04255115,
0.0029893985,
-0.04338775,
-0.03986826,
0.0019093927,
-0.013674065,
0.01775609,
0.0013288219,
0.0065341257,
-0.019025411,
-0.0038007551,
-0.021203455,
0.026814437,
-0.036435325,
-0.020323584,
0.048407342,
0.005841768,
-0.055879034,
-0.015361686,
0.031386882,
-0.020338006,
0.003054307,
-0.006819002,
-0.012945646,
-0.00826502,
-0.007752964,
0.0638123,
-0.021939084,
-0.00031507685,
0.01618386,
0.012866314,
0.014251029,
-0.025516266,
0.0134577025,
0.00183006,
-0.006808184,
-0.06738948,
-0.034935214,
0.021823691,
-0.0002258276,
0.014561147,
-0.0025350389,
0.027824124,
0.048205405,
-0.022645866,
-0.031329185,
-0.04373393,
0.0048284736,
-0.034098618,
-0.006238431,
0.01831863,
-0.014546723,
-0.02643941,
0.02707407,
-0.020987092,
-0.03807967,
-0.0038548457,
0.012786981,
-0.039983656,
-0.027881822,
-0.045782153,
0.020323584,
-0.051984522,
-0.022198718,
-0.014294301,
-0.0425223,
-0.0063249758,
0.02364113,
-0.0028848236,
0.0011106571,
0.048666976,
0.021376543,
-0.029165568,
0.042349212,
-0.039002817,
0.013738973,
-0.009620887,
0.022299686,
0.003036277,
0.026468258,
0.03727192,
-0.004280357,
-0.003295911,
0.022544898,
-0.017395487,
0.0026161745,
0.010587303,
0.036925744,
-0.03842585,
0.012988918,
0.010709908,
-0.014402483,
-0.06340843,
-0.033838984,
-0.008164051,
-0.056196366,
0.023770947,
0.027304856,
0.011719597,
0.03421401,
0.016948339,
0.041628007,
0.008127991,
0.019573528,
-0.012325409,
-0.0067649116,
0.0011025436,
0.031646516,
-0.02035243,
0.009873309,
0.025069118,
0.021881389,
-0.027304856,
0.020496672,
-0.019919708,
-0.0002375472,
0.008120779,
0.02749237,
0.057206053,
0.07840951,
0.03144458,
-0.008906893,
-0.0019184077,
-0.010248336,
-0.02651153,
0.013775033,
-0.05207107,
-0.0069127586,
-0.0005909381,
-0.09387216,
0.030232953,
-0.007413997,
0.0012359667,
0.058331136,
0.058879253,
0.015087628,
0.015880955,
0.025242208,
0.036608413,
0.02648268,
-0.030665675,
-0.011258025,
0.004226267,
-0.011683536,
-0.030896463,
-0.026006686,
-0.013111523,
0.052301854,
0.007752964,
0.014972235,
-0.053282693,
-0.002576508,
-0.0085679265,
0.018852323,
-0.066524036,
0.030232953,
-0.034271706,
0.065081626,
-0.03810852,
0.008798712,
-0.0016506601,
0.029482897,
0.014626056,
0.016558887,
-0.024535425,
0.030059863,
0.032915838,
-0.0139264865,
0.035685267,
0.025170086,
0.051897977,
0.01929947,
-0.0018715294,
0.021953508,
0.074659236,
-0.0013991395,
0.019169653,
0.0050159874,
0.030954158,
0.0450321,
-0.028588602,
0.00019168301,
0.008618411,
0.026569227,
-0.022285264,
0.0015839485,
0.026064383,
0.013371157,
-0.034098618,
0.00049898436,
0.022617018,
-0.0010601727,
-0.0072553316,
-0.01530399,
-0.020612065,
-0.01313316,
-0.0063718543,
-0.0032273964,
-0.0036060296,
0.0062420373,
0.03859894,
0.00851023,
0.006198765,
-0.015188597,
0.043474294,
0.016962763,
0.036406476,
0.022371808,
-0.015361686,
0.02609323,
-0.002935308,
0.0180013,
-0.0046517784,
0.017972453,
-0.010132943,
-0.045753304,
-0.00998149,
0.039666325,
0.01743876,
0.002215905,
-0.026165351,
-0.004972715,
-0.017741665,
-0.06923577,
-0.012166744,
-0.04073371,
0.00952713,
0.050686352,
-0.028559756,
-0.028069334,
0.01947256,
0.011935958,
0.01839075,
0.02413155,
0.027420249,
0.0028127031,
0.09531458,
0.031300336,
-0.009873309,
0.037877735,
-0.0006648617,
-0.0499363,
-0.011351781,
0.019083109,
0.02514124,
0.004842898,
-0.007316634,
-0.033492804,
0.014164484,
-0.0050556534,
-0.02427579,
-0.044080105,
-0.011640264,
-0.024996998,
-0.028732844,
0.0036961804,
0.08383298,
0.02381422,
0.014460179,
-0.025674932,
-0.0069920914,
-0.022847803,
0.0059138886,
-0.0123542575,
0.037589252,
-0.008668895,
-0.033290867,
0.013212493,
-0.04021444,
-0.03807967,
0.000635112,
0.0036745442,
-0.033492804,
0.03502176,
0.013493763,
0.025400873,
0.031358033,
-0.01562132,
-0.010291609,
0.018275358,
0.05544631,
0.033146624,
0.089891106,
0.067274086,
-0.0005756125,
0.013638004,
0.016457919,
0.016558887,
-0.012375894,
-0.02346804,
0.009130467,
0.015318414,
-0.03369474,
-0.02059764,
-0.026540378,
0.039204754,
-0.028213575,
0.0015587063,
-0.050109386,
0.011077723,
-0.05856192,
-0.011106571,
-0.03629108,
-0.00071309233,
0.021131333,
-0.02423252,
0.010587303,
-0.0249393,
0.2471717,
0.053946204,
0.052301854,
0.071312845,
0.02030916,
0.030550282,
0.023698827,
-0.035137154,
0.0016407435,
-0.027059646,
-0.019616801,
-0.03582951,
0.011618627,
0.019631226,
-0.023367072,
0.015664592,
-0.04058947,
-0.011546507,
0.00094658276,
-0.02020819,
-0.038685486,
0.013890426,
0.008113567,
0.00048906775,
0.022357384,
0.0043092053,
-0.009260284,
-0.032511964,
0.033781286,
0.001352261,
0.03986826,
-0.01768397,
0.032511964,
-0.019732194,
0.024593122,
0.033896677,
-0.013811094,
-0.020294735,
0.0020428158,
0.029252112,
-0.0061266446,
-0.03730077,
0.0010763998,
0.016876219,
-0.03536794,
0.049330484,
-0.0449744,
0.0036925743,
0.033752438,
-0.08192899,
0.05057096,
-0.06646634,
-0.046705294,
0.0015578048,
-0.037041135,
-0.037704647,
-0.038021978,
-0.037012286,
0.010630575,
0.047080323,
-0.00008902386,
-0.047368806,
0.0273914,
-0.007644783,
-0.028458785,
-0.014373634,
-0.058994643,
0.023439193,
-0.012657164,
-0.01005361,
0.04110874,
0.010789241,
0.0057047387,
0.006573792,
0.004457053,
0.04073371,
-0.042753085,
0.08065967,
0.0045255674,
-0.048724674,
-0.008575139,
-0.029800229,
-0.009815613,
-0.046070635,
0.024319064,
-0.008127991,
-0.07310143,
0.018405175,
-0.002064452,
0.010082459,
0.002446691,
0.045609064,
-0.0040676016,
-0.025790324,
-0.014085151
] |
compile() comes with multiple modes for compiling, which essentially differ in compilation time and inference overhead. max-autotune takes longer than reduce-overhead but results in faster inference. Default mode is fastest for compilation but is not as efficient compared to reduce-overhead for inference time. In this guide, we used the default mode. You can learn more about it here.
We benchmarked torch.compile with different computer vision models, tasks, types of hardware, and batch sizes on torch version 2.0.1.
Benchmarking code
Below you can find the benchmarking code for each task. We warm up the GPU before inference and take the mean time of 300 inferences, using the same image each time.
Image Classification with ViT
thon
import torch
from PIL import Image
import requests
import numpy as np
from transformers import AutoImageProcessor, AutoModelForImageClassification
url = 'http://images.cocodataset.org/val2017/000000039769.jpg'
image = Image.open(requests.get(url, stream=True).raw)
processor = AutoImageProcessor.from_pretrained("google/vit-base-patch16-224")
model = AutoModelForImageClassification.from_pretrained("google/vit-base-patch16-224").to("cuda")
model = torch.compile(model)
processed_input = processor(image, return_tensors='pt').to(device="cuda")
with torch.no_grad():
_ = model(**processed_input) |
[
0.057657517,
-0.0019779128,
-0.024334652,
-0.02173356,
-0.010823429,
0.024421355,
-0.0199706,
0.015563195,
-0.003887186,
0.051877316,
0.036126263,
-0.031068588,
0.031270895,
-0.08121184,
-0.027831674,
0.04762887,
0.008352392,
-0.023857785,
-0.045952607,
0.02112664,
0.015346437,
0.0022849862,
-0.07572065,
-0.023077458,
-0.032109022,
0.01569325,
0.03054837,
0.0077021196,
0.05742631,
0.05317786,
-0.025606297,
-0.06375563,
0.029507933,
-0.014667263,
-0.019392578,
-0.0014053116,
0.056414776,
-0.029016616,
-0.015288635,
-0.03260034,
0.062137175,
-0.0146022355,
0.022904051,
-0.03970999,
-0.06236838,
-0.032976054,
0.011090763,
-0.03771582,
0.0025613522,
-0.00914717,
-0.04346712,
-0.015938908,
-0.0044254675,
-0.033814184,
0.0074781366,
-0.0032224627,
0.0014378253,
-0.007774372,
-0.018800108,
0.01071505,
0.02514388,
0.012788697,
-0.016083412,
-0.04745546,
0.0003553921,
0.052137423,
-0.0059427703,
0.010830654,
-0.003966664,
-0.021661308,
-0.010230958,
-0.01773077,
-0.03288935,
-0.031357598,
-0.042802397,
-0.02430575,
0.032976054,
0.03222463,
-0.033351768,
0.0514438,
-0.0077526965,
0.00042809622,
0.017225003,
-0.028713156,
-0.035634946,
-0.06479607,
0.016545828,
-0.000328749,
-0.0011903604,
-0.010816203,
-0.018987965,
0.01541869,
0.011480927,
0.0060583744,
0.03944988,
0.02919002,
-0.0038149336,
0.022022571,
0.051010285,
-0.02056307,
0.008959314,
0.037253402,
0.012073398,
0.030808479,
-0.077743724,
0.014746741,
-0.0048047933,
-0.0084318705,
-0.036386374,
-0.06878441,
-0.010816203,
0.0014351158,
-0.014660038,
0.01200837,
0.0057476885,
0.0036361085,
-0.033554073,
0.0008927703,
-0.017008245,
0.0076370924,
0.028958814,
-0.012297381,
0.01632907,
-0.039623287,
0.02657448,
-0.04629942,
0.00943618,
0.051357098,
-0.057050597,
-0.036906593,
0.00017769606,
0.01575105,
-0.016097864,
0.042455584,
0.037600216,
-0.0022994366,
0.019522633,
-0.007456461,
-0.0065099527,
-0.025519593,
0.017196102,
-0.019175822,
-0.024811517,
0.056963895,
-0.035056926,
0.041328445,
-0.011459251,
0.00021359653,
-0.06924682,
-0.02116999,
-0.058206636,
0.00075639365,
-0.03025936,
0.02027406,
-0.024594761,
0.006936243,
-0.02540399,
0.0060655996,
0.024479156,
-0.0073155686,
0.055027526,
-0.007665993,
-0.0400279,
0.030779578,
-0.050432265,
0.040692624,
-0.03286045,
0.016863741,
0.036155164,
-0.016863741,
0.054449506,
-0.014349353,
-0.009508433,
0.029016616,
0.052715443,
0.060171906,
0.059825093,
0.0033145847,
0.026921293,
0.015895557,
-0.031848915,
-0.027932828,
0.0022235715,
0.06254179,
0.02603981,
0.016704785,
-0.012340732,
0.016560279,
0.0064449254,
-0.006271519,
0.024984924,
0.044767667,
-0.012087848,
0.019276975,
-0.03771582,
0.018048681,
-0.029074417,
0.0038655102,
-0.013092158,
-0.04254229,
-0.0075287134,
0.05031666,
-0.0115170535,
0.009176071,
-0.0285542,
0.0048878836,
0.030808479,
0.03482572,
-0.019753842,
0.008402969,
0.044998873,
0.008525798,
-0.03346737,
0.027614916,
0.035808355,
-0.009652938,
-0.0077382457,
0.0199995,
0.006950693,
0.005588733,
0.019869445,
0.03861175,
0.0060403114,
-0.012752571,
0.025924208,
-0.032715946,
0.02342427,
0.025823053,
0.016459126,
0.036444176,
-0.0371956,
0.031357598,
-0.013879711,
0.04115504,
0.018193187,
-0.0011208174,
0.040721525,
0.027744971,
0.0018785658,
0.031935617,
-0.0011153984,
0.01712385,
0.020982135,
0.014985174,
0.012275704,
0.015881106,
-0.002445748,
-0.0012996424,
-0.012044497,
0.05465181,
-0.05057677,
0.0858938,
0.02085208,
0.0031520166,
-0.017196102,
-0.02799063,
0.025765251,
0.015938908,
0.009486757,
0.00049402664,
0.0033290351,
0.0101948315,
-0.002825074,
-0.02916112,
0.009255549,
0.07468022,
0.012514138,
0.019479282,
0.017239453,
-0.019941697,
-0.021820264,
-0.0093856035,
-0.081674255,
-0.0039305375,
-0.02544734,
0.013056031,
0.009074918,
-0.009414504,
0.02919002,
-0.028351892,
-0.018771207,
-0.00072478317,
-0.04944963,
0.054738514,
0.03910307,
-0.006253456,
-0.041212842,
0.045316786,
-0.04970974,
0.011885541,
-0.026155416,
-0.009768542,
-0.05797543,
0.0024710365,
0.018250989,
0.012080623,
0.01601116,
-0.0037137798,
-0.009154395,
0.006004185,
0.0072071897,
-0.027311455,
-0.0024909058,
0.02258614,
-0.022398284,
0.04236888,
-0.0011777162,
-0.036790986,
0.058437847,
0.010989609,
-0.04199317,
0.045345686,
0.003829384,
0.041559655,
-0.023612127,
0.028062882,
0.027658267,
0.0050143255,
0.012058947,
-0.020433014,
-0.009443405,
0.008287365,
-0.021083288,
-0.026357722,
-0.028409693,
0.05572115,
-0.015173031,
-0.06479607,
-0.0039305375,
-0.005278047,
-0.043351516,
-0.024479156,
-0.017947529,
0.032773748,
0.014660038,
0.027831674,
-0.07936218,
0.02340982,
-0.011213592,
0.019854994,
0.018525548,
-0.05398709,
0.013424519,
0.037079997,
0.03286045,
0.004255674,
0.05632807,
-0.052484237,
0.043004707,
-0.0185978,
-0.001182232,
0.036675382,
-0.0038329966,
-0.042397782,
0.0070157205,
0.046530627,
-0.03658868,
-0.0048011807,
-0.0077888225,
0.006304033,
0.046761837,
-0.009768542,
0.0013348655,
0.023034107,
-0.016950443,
0.0074709114,
0.029320076,
-0.0008462577,
0.029103318,
-0.051935118,
0.006596656,
-0.033669677,
0.0038329966,
-0.03167551,
0.019797193,
-0.034160994,
0.032484736,
0.018973514,
0.056241367,
-0.013092158,
0.00076090946,
-0.0069145667,
-0.020982135,
0.044623163,
0.06716595,
0.04517228,
-0.00014394059,
-0.0081356345,
-0.029623536,
-0.015823303,
-0.0011551373,
0.0042592864,
-0.013431745,
-0.051241495,
-0.05453621,
-0.031270895,
0.039536584,
0.025967559,
0.025664099,
0.020418564,
0.014999625,
-0.054247197,
0.035028026,
0.026979094,
0.0074203345,
0.0010277922,
-0.045779202,
0.05800433,
-0.013980865,
-0.0037932578,
-0.0199706,
0.004226773,
-0.025216132,
0.002172995,
-0.02258614,
-0.016112315,
-0.06433365,
0.004353215,
-0.033843085,
0.03913197,
0.019638237,
-0.021589056,
-0.027586015,
0.01028876,
0.0070915855,
-0.062715195,
0.01543314,
-0.04488327,
-0.007832174,
0.032715946,
-0.024522508,
-0.029522384,
0.011394224,
-0.010411589,
-0.049912047,
0.033727482,
0.05262874,
-0.023843335,
0.0072649918,
-0.014616687,
0.007550389,
0.013373943,
-0.0023500135,
-0.031213092,
0.03283155,
0.02372773,
0.019522633,
0.0037643567,
-0.013330592,
0.017499562,
0.06144355,
-0.038698453,
0.029074417,
-0.029796943,
-0.009660163,
-0.006332934,
-0.021285595,
0.012304606,
0.029117769,
0.022210427,
-0.030750675,
-0.013178861,
0.04551909,
0.0046783513,
-0.022369383,
0.032715946,
0.007962229,
0.0060403114,
0.049883146,
-0.031791113,
0.02254279,
0.026458876,
0.018193187,
-0.0656631,
0.0061739786,
0.010823429,
0.018973514,
-0.011899991,
-0.010910132,
0.018409945,
-0.07681889,
0.021776913,
-0.025273934,
-0.022022571,
0.027817223,
-0.021198891,
-0.0055273185,
0.013113834,
-0.0019923635,
0.045027774,
0.022051472,
-0.046154916,
0.028915461,
-0.014392704,
-0.046559528,
-0.035519343,
-0.046068214,
-0.015765501,
0.04820689,
-0.006672521,
0.005306948,
-0.03280265,
-0.06335102,
0.014746741,
-0.005270822,
-0.012521363,
-0.0123985335,
0.003332648,
-0.019291425,
-0.0034627025,
-0.04771557,
0.0027961729,
-0.006137852,
-0.03575055,
-0.025953108,
-0.031646606,
0.0315021,
-0.057310704,
-0.024927123,
0.08219448,
-0.014522758,
-0.05916037,
0.01129307,
0.0514149,
0.018785657,
-0.0016843871,
0.0073842085,
-0.015173031,
-0.047195353,
-0.05086578,
0.06398684,
-0.040779326,
-0.016488027,
-0.014212072,
-0.068611,
-0.010931808,
0.031328697,
0.03167551,
-0.03517253,
-0.024464706,
-0.03601066,
0.0057187877,
-0.05008545,
-0.024768166,
-0.0456925,
0.0047903424,
-0.002306662,
0.020938782,
0.01059222,
-0.007926103,
-0.029406779,
0.01371353,
-0.0006100823,
0.020346312,
-0.04433415,
-0.015808852,
0.0123262815,
0.01114134,
0.010556094,
-0.021906966,
-0.044680964,
0.022253778,
-0.0285542,
0.030895181,
-0.012535813,
-0.06485387,
-0.0010864974,
-0.0070626847,
0.056674883,
-0.017542914,
0.0012310025,
0.023207512,
0.027831674,
-0.0063943486,
-0.005155218,
-0.030895181,
-0.0065894304,
-0.040663723,
-0.044131845,
0.027643817,
-0.021039937,
0.01086678,
-0.01086678,
0.036993295,
0.02287515,
-0.024883771,
0.03575055,
0.053669177,
0.015288635,
0.015534294,
-0.02369883,
0.02372773,
-0.0013466065,
-0.0017304481,
0.029883645,
0.00049854245,
-0.01800533,
-0.028164035,
-0.03864065,
-0.038871862,
-0.022947403,
0.022051472,
0.019652687,
0.016935993,
0.024276849,
0.012470786,
-0.05283105,
-0.05063457,
0.010462166,
-0.001534463,
0.013583476,
0.029970348,
-0.008511348,
-0.0014161495,
0.015577645,
-0.022889601,
-0.034160994,
-0.019016866,
0.040663723,
-0.007355307,
-0.043322615,
0.05202182,
0.016907092,
-0.01969604,
-0.010808978,
0.025606297,
-0.026964644,
0.003126728,
-0.012824824,
0.0010295985,
-0.023930037,
-0.02255724,
-0.035606045,
0.022354933,
-0.02228268,
0.010895682,
0.023872236,
0.005733238,
-0.038467247,
0.0051082536,
0.047339857,
-0.039334275,
0.0020284897,
-0.02657448,
-0.03288935,
-0.0064557632,
0.03976779,
0.026762336,
-0.027470412,
0.021690208,
0.029348977,
0.032398034,
0.036935493,
-0.02917557,
-0.0018207637,
0.047253154,
-0.0185689,
-0.06733935,
-0.020779828,
0.02632882,
0.0067122597,
0.0136846285,
-0.017051596,
0.00870643,
0.015837755,
0.006701422,
-0.017008245,
-0.024233498,
-0.003887186,
-0.022094823,
0.012131199,
-0.021661308,
-0.03537484,
-0.025693,
0.028770957,
-0.009949173,
-0.04806238,
0.026502227,
0.02112664,
-0.0003292006,
-0.027875025,
-0.044160746,
0.006994045,
-0.033843085,
-0.01744176,
-0.011329196,
-0.043264814,
0.0059716715,
0.028135134,
-0.029406779,
0.022672843,
0.041472953,
0.036762085,
-0.02627102,
0.03407429,
-0.026718985,
0.019450381,
-0.026357722,
-0.0010630153,
-0.00042448362,
-0.018670054,
0.043640528,
-0.028669802,
-0.0003664558,
0.011834964,
0.011155791,
0.011712135,
0.008424644,
0.030981883,
-0.002653474,
-0.0021657695,
-0.008258464,
0.016054511,
-0.050750177,
-0.013966414,
-0.022643942,
-0.044016242,
0.031531002,
0.012405759,
0.011119664,
0.06398684,
0.028453046,
0.04629942,
-0.013735206,
0.0056898864,
-0.037571315,
0.013446195,
0.003471734,
0.035692748,
-0.032426935,
-0.02083763,
0.054073792,
0.025765251,
-0.013923062,
0.012138424,
-0.02314971,
-0.0093494775,
0.0055200933,
0.024161246,
0.011972244,
0.054276098,
0.014436055,
0.03537484,
-0.025346186,
-0.017094947,
-0.023106359,
0.0107439505,
-0.041241743,
-0.045576897,
0.015982259,
-0.08074942,
0.017803023,
-0.00928445,
-0.036675382,
0.002882876,
0.057339605,
0.0049059466,
0.04485437,
0.03832274,
0.016762586,
0.046675134,
-0.029233374,
-0.012181777,
-0.011943343,
-0.01768742,
-0.046386123,
-0.058755755,
-0.016343523,
0.06681914,
0.032976054,
-0.0009970849,
-0.045547992,
-0.020201808,
-0.005310561,
0.02829409,
-0.03404539,
0.01330169,
-0.0185689,
0.04710865,
-0.034392204,
-0.013496772,
0.0073769833,
0.0042520612,
0.03543264,
-0.0004682867,
-0.05774422,
0.0022127337,
0.014826219,
-0.020750927,
0.02770162,
0.021950318,
0.03603956,
0.03462341,
-0.010982384,
0.007185514,
0.055894557,
0.023106359,
0.017080497,
-0.0053683626,
0.028467497,
0.037860326,
-0.020433014,
-0.0072071897,
0.07283055,
0.029204471,
-0.03514363,
0.0014251812,
-0.026140966,
-0.0018261827,
-0.023395369,
0.009233873,
0.020115104,
0.023930037,
-0.019435931,
-0.004544684,
-0.01299823,
0.009089368,
-0.02112664,
-0.01086678,
-0.023265313,
0.009674613,
-0.00091038184,
0.0010476616,
-0.00228318,
0.0030544756,
0.02770162,
0.05002765,
-0.0015335599,
0.03283155,
-0.022730645,
0.03465231,
-0.0065713674,
0.01471784,
-0.008092283,
-0.0059644463,
-0.03453671,
-0.056703784,
0.00064214435,
0.038958564,
0.0033308417,
-0.021603506,
0.024479156,
-0.04488327,
-0.03864065,
-0.06872661,
-0.005252759,
-0.04456536,
0.017225003,
0.05288885,
-0.038351644,
-0.004331539,
0.043842833,
-0.02827964,
0.002756434,
0.02343872,
0.03115529,
0.008959314,
0.068206385,
0.023799982,
0.0034012878,
0.024060091,
0.0026805687,
-0.03913197,
0.0034681214,
0.0002867522,
-0.0014062148,
0.031531002,
-0.025765251,
-0.06647233,
-0.0013285434,
0.024667013,
-0.046790738,
-0.046790738,
-0.0035566308,
-0.038756255,
-0.06034531,
-0.013186086,
0.06398684,
0.038467247,
0.03340957,
-0.01887236,
-0.014464956,
-0.02171911,
0.0026137352,
-0.01744176,
0.037051097,
-0.016560279,
-0.023655478,
0.0038438344,
-0.030606171,
-0.030114854,
0.0069868197,
0.005310561,
-0.03257144,
-0.0038438344,
0.05314896,
0.031588804,
0.024392454,
-0.03028826,
-0.014175946,
0.035085827,
0.06340882,
0.016545828,
0.08467996,
0.07913097,
-0.009291675,
0.0020321023,
0.022976303,
0.0019038541,
-0.006361835,
-0.0049167844,
0.026473327,
0.023814434,
-0.0314154,
-0.018222088,
-0.009168846,
0.012058947,
0.0022073148,
-0.011813289,
-0.04037471,
0.004970974,
-0.07398659,
0.011726585,
-0.025013825,
0.014746741,
0.012427435,
-0.071385495,
0.0042701242,
-0.03167551,
0.24924232,
0.04742656,
0.06653013,
0.05653038,
0.046675134,
0.042657893,
0.034421105,
-0.045981508,
0.012044497,
-0.02945013,
-0.016791487,
-0.024349103,
0.0014062148,
0.0039558257,
0.012095073,
0.037282303,
-0.023279764,
-0.008056157,
0.048409194,
-0.035259236,
-0.04762887,
0.021328947,
-0.00041748415,
0.051877316,
0.02115554,
-0.011126889,
0.022123724,
-0.007904426,
0.010389914,
0.0052924976,
0.012528588,
-0.02485487,
0.013605151,
-0.016892642,
-0.0019562372,
0.034132093,
0.0005834392,
-0.04684854,
0.020938782,
-0.0028395243,
0.001332156,
-0.030346062,
0.012087848,
-0.012897076,
-0.014472181,
0.069420226,
-0.0007058169,
-0.009241099,
0.02345317,
-0.0770501,
0.030721774,
-0.0571662,
-0.0020140393,
0.0010819816,
-0.072657146,
-0.024565859,
-0.027947279,
-0.05794653,
-0.008041706,
0.018424395,
0.018193187,
-0.01343897,
0.020606421,
0.024652563,
-0.027831674,
-0.029739141,
-0.047310956,
0.023496522,
-0.032715946,
0.025013825,
0.053871486,
0.000608276,
-0.023034107,
0.03771582,
0.037918128,
0.02001395,
-0.034189895,
0.05028776,
-0.010541644,
-0.045837004,
-0.013214988,
-0.039247572,
0.002508969,
-0.0074781366,
0.00077445677,
0.014089243,
-0.05835114,
-0.009681839,
-0.0072758296,
0.0076443176,
-0.0023771082,
0.035606045,
-0.026429975,
-0.05020106,
-0.00057305285
] |
Below you can find inference durations in milliseconds for each model with and without compile(). Note that OwlViT results in OOM in larger batch sizes.
A100 (batch size: 1)
| Task/Model | torch 2.0 - no compile | torch 2.0 - compile |
|:---:|:---:|:---:|
| Image Classification/ViT | 9.325 | 7.584 |
| Image Segmentation/Segformer | 11.759 | 10.500 |
| Object Detection/OwlViT | 24.978 | 18.420 |
| Image Classification/BeiT | 11.282 | 8.448 |
| Object Detection/DETR | 34.619 | 19.040 |
| Image Classification/ConvNeXT | 10.410 | 10.208 |
| Image Classification/ResNet | 6.531 | 4.124 |
| Image Segmentation/Mask2former | 60.188 | 49.117 |
| Image Segmentation/Maskformer | 75.764 | 59.487 |
| Image Segmentation/MobileNet | 8.583 | 3.974 |
| Object Detection/Resnet-101 | 36.276 | 18.197 |
| Object Detection/Conditional-DETR | 31.219 | 17.993 |
A100 (batch size: 4)
| Task/Model | torch 2.0 - no compile | torch 2.0 - compile |
|:---:|:---:|:---:|
| Image Classification/ViT | 14.832 | 14.499 |
| Image Segmentation/Segformer | 18.838 | 16.476 |
| Image Classification/BeiT | 13.205 | 13.048 |
| Object Detection/DETR | 48.657 | 32.418|
| Image Classification/ConvNeXT | 22.940 | 21.631 |
| Image Classification/ResNet | 6.657 | 4.268 |
| Image Segmentation/Mask2former | 74.277 | 61.781 |
| Image Segmentation/Maskformer | 180.700 | 159.116 |
| Image Segmentation/MobileNet | 14.174 | 8.515 |
| Object Detection/Resnet-101 | 68.101 | 44.998 |
| Object Detection/Conditional-DETR | 56.470 | 35.552 |
A100 (batch size: 16)
| Task/Model | torch 2.0 - no compile | torch 2.0 - compile |
|:---:|:---:|:---:|
| Image Classification/ViT | 40.944 | 40.010 |
| Image Segmentation/Segformer | 37.005 | 31.144 |
| Image Classification/BeiT | 41.854 | 41.048 |
| Object Detection/DETR | 164.382 | 161.902 |
| Image Classification/ConvNeXT | 82.258 | 75.561 |
| Image Classification/ResNet | 7.018 | 5.024 |
| Image Segmentation/Mask2former | 178.945 | 154.814 |
| Image Segmentation/Maskformer | 638.570 | 579.826 |
| Image Segmentation/MobileNet | 51.693 | 30.310 |
| Object Detection/Resnet-101 | 232.887 | 155.021 |
| Object Detection/Conditional-DETR | 180.491 | 124.032 |
V100 (batch size: 1)
| Task/Model | torch 2.0 - no compile | torch 2.0 - compile |
|:---:|:---:|:---:|
| Image Classification/ViT | 10.495 | 6.00 |
| Image Segmentation/Segformer | 13.321 | 5.862 |
| Object Detection/OwlViT | 25.769 | 22.395 |
| Image Classification/BeiT | 11.347 | 7.234 |
| Object Detection/DETR | 33.951 | 19.388 |
| Image Classification/ConvNeXT | 11.623 | 10.412 |
| Image Classification/ResNet | 6.484 | 3.820 |
| Image Segmentation/Mask2former | 64.640 | 49.873 |
| Image Segmentation/Maskformer | 95.532 | 72.207 |
| Image Segmentation/MobileNet | 9.217 | 4.753 |
| Object Detection/Resnet-101 | 52.818 | 28.367 |
| Object Detection/Conditional-DETR | 39.512 | 20.816 |
V100 (batch size: 4)
| Task/Model | torch 2.0 - no compile | torch 2.0 - compile |
|:---:|:---:|:---:|
| Image Classification/ViT | 15.181 | 14.501 |
| Image Segmentation/Segformer | 16.787 | 16.188 |
| Image Classification/BeiT | 15.171 | 14.753 |
| Object Detection/DETR | 88.529 | 64.195 |
| Image Classification/ConvNeXT | 29.574 | 27.085 |
| Image Classification/ResNet | 6.109 | 4.731 |
| Image Segmentation/Mask2former | 90.402 | 76.926 |
| Image Segmentation/Maskformer | 234.261 | 205.456 |
| Image Segmentation/MobileNet | 24.623 | 14.816 |
| Object Detection/Resnet-101 | 134.672 | 101.304 |
| Object Detection/Conditional-DETR | 97.464 | 69.739 |
V100 (batch size: 16)
| Task/Model | torch 2.0 - no compile | torch 2.0 - compile |
|:---:|:---:|:---:|
| Image Classification/ViT | 52.209 | 51.633 |
| Image Segmentation/Segformer | 61.013 | 55.499 |
| Image Classification/BeiT | 53.938 | 53.581 |
| Object Detection/DETR | OOM | OOM |
| Image Classification/ConvNeXT | 109.682 | 100.771 |
| Image Classification/ResNet | 14.857 | 12.089 |
| Image Segmentation/Mask2former | 249.605 | 222.801 |
| Image Segmentation/Maskformer | 831.142 | 743.645 |
| Image Segmentation/MobileNet | 93.129 | 55.365 |
| Object Detection/Resnet-101 | 482.425 | 361.843 |
| Object Detection/Conditional-DETR | 344.661 | 255.298 |
T4 (batch size: 1)
| Task/Model | torch 2.0 - no compile | torch 2.0 - compile |
|:---:|:---:|:---:|
| Image Classification/ViT | 16.520 | 15.786 |
| Image Segmentation/Segformer | 16.116 | 14.205 |
| Object Detection/OwlViT | 53.634 | 51.105 |
| Image Classification/BeiT | 16.464 | 15.710 |
| Object Detection/DETR | 73.100 | 53.99 |
| Image Classification/ConvNeXT | 32.932 | 30.845 |
| Image Classification/ResNet | 6.031 | 4.321 |
| Image Segmentation/Mask2former | 79.192 | 66.815 |
| Image Segmentation/Maskformer | 200.026 | 188.268 |
| Image Segmentation/MobileNet | 18.908 | 11.997 |
| Object Detection/Resnet-101 | 106.622 | 82.566 |
| Object Detection/Conditional-DETR | 77.594 | 56.984 |
T4 (batch size: 4)
| Task/Model | torch 2.0 - no compile | torch 2.0 - compile |
|:---:|:---:|:---:|
| Image Classification/ViT | 43.653 | 43.626 |
| Image Segmentation/Segformer | 45.327 | 42.445 |
| Image Classification/BeiT | 52.007 | 51.354 |
| Object Detection/DETR | 277.850 | 268.003 |
| Image Classification/ConvNeXT | 119.259 | 105.580 |
| Image Classification/ResNet | 13.039 | 11.388 |
| Image Segmentation/Mask2former | 201.540 | 184.670 |
| Image Segmentation/Maskformer | 764.052 | 711.280 |
| Image Segmentation/MobileNet | 74.289 | 48.677 |
| Object Detection/Resnet-101 | 421.859 | 357.614 |
| Object Detection/Conditional-DETR | 289.002 | 226.945 |
T4 (batch size: 16)
| Task/Model | torch 2.0 - no compile | torch 2.0 - compile |
|:---:|:---:|:---:|
| Image Classification/ViT | 163.914 | 160.907 |
| Image Segmentation/Segformer | 192.412 | 163.620 |
| Image Classification/BeiT | 188.978 | 187.976 |
| Object Detection/DETR | OOM | OOM |
| Image Classification/ConvNeXT | 422.886 | 388.078 |
| Image Classification/ResNet | 44.114 | 37.604 |
| Image Segmentation/Mask2former | 756.337 | 695.291 |
| Image Segmentation/Maskformer | 2842.940 | 2656.88 |
| Image Segmentation/MobileNet | 299.003 | 201.942 |
| Object Detection/Resnet-101 | 1619.505 | 1262.758 |
| Object Detection/Conditional-DETR | 1137.513 | 897.390|
PyTorch Nightly
We also benchmarked on PyTorch nightly (2.1.0dev, find the wheel here) and observed improvement in latency both for uncompiled and compiled models.
A100
| Task/Model | Batch Size | torch 2.0 - no compile | torch 2.0 - compile |
|:---:|:---:|:---:|:---:|
| Image Classification/BeiT | Unbatched | 12.462 | 6.954 |
| Image Classification/BeiT | 4 | 14.109 | 12.851 |
| Image Classification/BeiT | 16 | 42.179 | 42.147 |
| Object Detection/DETR | Unbatched | 30.484 | 15.221 |
| Object Detection/DETR | 4 | 46.816 | 30.942 |
| Object Detection/DETR | 16 | 163.749 | 163.706 |
T4
| Task/Model | Batch Size | torch 2.0 - no compile | torch 2.0 - compile |
|:---:|:---:|:---:|:---:|
| Image Classification/BeiT | Unbatched | 14.408 | 14.052 |
| Image Classification/BeiT | 4 | 47.381 | 46.604 |
| Image Classification/BeiT | 16 | 42.179 | 42.147 |
| Object Detection/DETR | Unbatched | 68.382 | 53.481 |
| Object Detection/DETR | 4 | 269.615 | 204.785 |
| Object Detection/DETR | 16 | OOM | OOM |
V100
| Task/Model | Batch Size | torch 2.0 - no compile | torch 2.0 - compile |
|:---:|:---:|:---:|:---:|
| Image Classification/BeiT | Unbatched | 13.477 | 7.926 |
| Image Classification/BeiT | 4 | 15.103 | 14.378 |
| Image Classification/BeiT | 16 | 52.517 | 51.691 |
| Object Detection/DETR | Unbatched | 28.706 | 19.077 |
| Object Detection/DETR | 4 | 88.402 | 62.949|
| Object Detection/DETR | 16 | OOM | OOM |
Reduce Overhead
We benchmarked reduce-overhead compilation mode for A100 and T4 in Nightly.
A100
| Task/Model | Batch Size | torch 2.0 - no compile | torch 2.0 - compile |
|:---:|:---:|:---:|:---:|
| Image Classification/ConvNeXT | Unbatched | 11.758 | 7.335 |
| Image Classification/ConvNeXT | 4 | 23.171 | 21.490 |
| Image Classification/ResNet | Unbatched | 7.435 | 3.801 |
| Image Classification/ResNet | 4 | 7.261 | 2.187 |
| Object Detection/Conditional-DETR | Unbatched | 32.823 | 11.627 |
| Object Detection/Conditional-DETR | 4 | 50.622 | 33.831 |
| Image Segmentation/MobileNet | Unbatched | 9.869 | 4.244 |
| Image Segmentation/MobileNet | 4 | 14.385 | 7.946 |
T4
| Task/Model | Batch Size | torch 2.0 - no compile | torch 2.0 - compile |
|:---:|:---:|:---:|:---:|
| Image Classification/ConvNeXT | Unbatched | 32.137 | 31.84 |
| Image Classification/ConvNeXT | 4 | 120.944 | 110.209 |
| Image Classification/ResNet | Unbatched | 9.761 | 7.698 |
| Image Classification/ResNet | 4 | 15.215 | 13.871 |
| Object Detection/Conditional-DETR | Unbatched | 72.150 | 57.660 |
| Object Detection/Conditional-DETR | 4 | 301.494 | 247.543 |
| Image Segmentation/MobileNet | Unbatched | 22.266 | 19.339 |
| Image Segmentation/MobileNet | 4 | 78.311 | 50.983 | |
[
0.041513406,
-0.013691357,
-0.035578806,
0.01432515,
-0.0011271423,
0.012214909,
0.002380323,
-0.027569972,
0.016377773,
0.053123333,
-0.019273052,
0.021476923,
0.03771065,
-0.06251498,
0.01692514,
0.034195986,
0.0057257386,
-0.026374409,
-0.021232048,
-0.013086374,
0.007187783,
0.0021714594,
-0.06689391,
-0.028909579,
-0.08164399,
0.008239302,
-0.0070257336,
0.010104668,
0.04243529,
0.016190516,
-0.054995902,
0.0021948665,
0.01106256,
-0.038776577,
-0.014512407,
-0.03750899,
0.0006279407,
-0.016248135,
-0.05018484,
-0.028722322,
0.044163812,
-0.011199401,
0.0140298605,
-0.019633163,
-0.04715992,
-0.0064783674,
0.022283567,
-0.025409317,
-0.008937914,
-0.0217362,
0.0041808696,
0.018423194,
0.009816581,
-0.0054304493,
-0.0063667335,
-0.008217695,
-0.0027980497,
-0.034224793,
-0.039842498,
-0.019172221,
0.010558406,
0.020410998,
-0.005786957,
-0.06821912,
0.02084313,
0.014368364,
0.0022866945,
-0.04439428,
-0.045949955,
0.0026990196,
-0.0039431974,
-0.0069140997,
-0.017832614,
-0.025697405,
-0.032121755,
0.02901041,
-0.013244822,
-0.00031509568,
-0.0382004,
-0.0030915388,
0.01633456,
0.040879615,
-0.05528399,
0.01946031,
-0.023277469,
-0.022485228,
0.015844813,
-0.050300077,
-0.036846388,
-0.031833667,
0.013122385,
0.04099485,
-0.02394007,
0.01254621,
0.015614342,
0.00045193723,
-0.015916834,
0.01277668,
0.01574398,
-0.008786668,
0.025827043,
0.06424351,
-0.0057977606,
0.037220903,
-0.05911555,
-0.00227229,
0.0022830933,
-0.019316265,
-0.014879718,
-0.026518453,
0.027080223,
0.004371728,
-0.012322942,
0.027325097,
0.01820713,
0.003361621,
0.017803807,
-0.01359773,
-0.008260909,
0.015585533,
0.02706582,
-0.03641426,
0.0011082365,
-0.023277469,
-0.00319417,
-0.023680791,
-0.0068312744,
0.06084408,
-0.043385975,
-0.026907371,
0.03016276,
0.010738461,
0.013309642,
0.05980696,
0.023435917,
-0.022715699,
-0.014512407,
0.02967301,
0.062803075,
0.022442015,
0.00092142983,
-0.013907423,
-0.020742299,
0.08573484,
-0.0008611115,
-0.023191042,
-0.03042204,
-0.04952224,
-0.042982653,
-0.022802124,
-0.038603723,
0.011912418,
-0.02130407,
0.008635422,
-0.0051351595,
-0.0016493008,
-0.006193881,
0.04376049,
0.010990538,
0.04208958,
0.0039504,
0.02081432,
-0.017904637,
0.021779414,
-0.009866997,
0.03154558,
-0.045863528,
-0.051481232,
-0.0060246293,
-0.036788773,
0.027425928,
-0.022485228,
-0.012229314,
0.00065314834,
0.030969406,
0.027137842,
0.050933868,
0.028535066,
-0.013050363,
-0.002121044,
-0.031833667,
0.018696878,
0.01396504,
0.040649146,
0.017198823,
0.050328884,
-0.03845968,
0.0021714594,
-0.0008084455,
0.0060606403,
0.015931237,
0.00086921395,
0.0014566423,
0.030911786,
-0.014303544,
-0.006932105,
-0.024184944,
-0.01774619,
-0.0017825413,
-0.040821996,
0.012639838,
0.03180486,
-0.013561718,
-0.027137842,
0.025812639,
-0.01633456,
-0.01659384,
0.05064578,
0.0021480522,
0.002130047,
0.043818105,
-0.018725686,
0.00800163,
-0.016190516,
0.040332247,
-0.010248712,
-0.011825991,
0.002328107,
0.011437073,
0.0033130061,
0.055687312,
-0.00944927,
0.04465356,
0.008181685,
-0.027382715,
-0.017242037,
-0.006197482,
0.030076334,
0.036500685,
0.016348965,
-0.021793818,
0.035290718,
-0.011530702,
0.07075429,
0.012092472,
0.0015682762,
0.020612659,
-0.0005059536,
0.000037445745,
0.010047051,
0.019950058,
-0.029024813,
0.0010947324,
0.004047629,
0.075939864,
0.020036485,
-0.024458628,
0.003935995,
-0.014634844,
0.024919568,
-0.038402062,
-0.0057833563,
-0.009045947,
-0.044999264,
-0.0279877,
-0.00028313597,
0.0217362,
0.04001535,
0.004688624,
0.013151194,
0.008736253,
0.025769426,
-0.029817054,
0.02345032,
0.05980696,
0.06735485,
-0.009312428,
0.011833194,
0.0027242273,
0.016651457,
-0.06464683,
-0.027339503,
-0.038863003,
-0.008325729,
-0.050789822,
-0.0056501157,
0.01267585,
-0.026302388,
0.013309642,
-0.0329284,
0.035261907,
0.051452424,
0.009146778,
0.02542372,
0.027022606,
-0.00286467,
-0.05571612,
0.030566081,
-0.045892335,
0.03889181,
-0.036010936,
0.03016276,
0.03667354,
-0.009009936,
0.023997687,
-0.032640312,
-0.0012369757,
-0.015916834,
-0.014894123,
0.0030969405,
0.0057617496,
0.020929556,
0.034599308,
-0.027670803,
-0.02901041,
0.030796552,
0.02793008,
-0.02703701,
0.05453496,
0.01521102,
-0.058366526,
0.025265273,
0.048052993,
0.023551151,
-0.017458102,
0.01438997,
0.04721754,
-0.021361686,
-0.014375566,
-0.03771065,
-0.011876406,
-0.009809379,
-0.013640942,
-0.053526655,
-0.009370046,
0.05876985,
-0.023666387,
-0.038286828,
0.024429819,
-0.03638545,
-0.03105583,
0.012560614,
-0.00014528162,
0.060267903,
-0.016881926,
0.06360972,
0.014188308,
0.026892968,
0.027253076,
0.030566081,
0.006665624,
-0.02209631,
0.07052381,
0.018221533,
0.008476974,
-0.0044761593,
0.027325097,
-0.029759437,
0.009737357,
-0.030681318,
0.014937337,
-0.03814278,
0.0034372439,
-0.022384398,
0.034224793,
0.04857155,
-0.05369951,
-0.008426559,
-0.031228684,
0.00030384227,
-0.0031185471,
-0.0008840685,
-0.0025855852,
0.03730733,
-0.0005824769,
-0.0077855643,
0.0051855748,
0.033504575,
0.0103063295,
-0.047275156,
0.0352331,
-0.012279729,
-0.045258544,
0.034426454,
0.039208706,
-0.005891389,
0.03938156,
0.015945643,
0.04139817,
-0.01014068,
-0.006118258,
0.0035110663,
0.028923983,
-0.019287458,
0.029096836,
-0.01853843,
-0.039093472,
0.012438177,
-0.018466407,
-0.041571025,
0.022413207,
0.0077423514,
-0.023493534,
-0.014994954,
-0.04355883,
-0.049378194,
0.016867522,
0.01889854,
0.04883083,
0.026417622,
0.098237835,
-0.035261907,
-0.0023137026,
-0.0069357064,
-0.0052251867,
-0.07922406,
-0.06384019,
0.047505625,
0.009751761,
-0.006010225,
-0.052892864,
0.012812691,
-0.0062046843,
0.031027023,
-0.047620863,
-0.010652035,
-0.0026287984,
-0.0060210284,
-0.038027547,
0.05197098,
-0.021620966,
-0.044509515,
-0.057905585,
0.037134476,
0.051654086,
-0.015369467,
-0.0026630086,
-0.016709074,
-0.0061002523,
0.030537274,
-0.030220376,
-0.02117443,
-0.027454738,
0.001406227,
-0.044048578,
0.011573914,
0.01597445,
0.0076343184,
-0.018005468,
-0.047246348,
-0.029312901,
0.01827915,
0.00948528,
0.018365577,
0.025063612,
0.014714069,
-0.004191673,
-0.0141667025,
0.02357996,
0.024617076,
0.014922932,
-0.06268784,
0.056551572,
-0.037393756,
-0.019935654,
0.011415467,
0.00066530204,
0.008750658,
0.016219325,
0.012495794,
-0.025121229,
0.012495794,
0.040591527,
0.006507176,
-0.008160078,
0.018495217,
-0.030652508,
0.004728236,
0.05525518,
0.000114841125,
-0.0016970154,
0.061650723,
-0.0045877933,
-0.01837998,
0.00931963,
-0.039554413,
0.019258648,
-0.0100902645,
-0.007130165,
0.012661445,
-0.0421472,
0.028895175,
-0.037825886,
0.02199548,
-0.017486911,
-0.04932058,
-0.044538327,
0.056926087,
0.01438997,
0.05660919,
0.0064747664,
-0.02967301,
0.03822921,
0.020180529,
0.0059634107,
-0.0059093945,
-0.055312797,
-0.019301862,
0.067931026,
0.0352331,
-0.0025873857,
-0.057703923,
-0.054362107,
0.049810328,
-0.037854694,
0.014238724,
-0.00060813467,
0.010227106,
0.0044185417,
-0.019647567,
-0.039352752,
-0.01521102,
-0.007864788,
0.012027653,
0.016737882,
-0.027973294,
0.004537378,
0.012985543,
-0.03315887,
0.0925337,
0.015470298,
-0.056695618,
-0.03223699,
0.012668647,
0.017400485,
-0.0016375973,
0.004692225,
-0.048168227,
-0.03892062,
-0.008887499,
0.04145579,
-0.020555042,
0.0077639576,
-0.01574398,
-0.06216928,
-0.00042312848,
0.034887396,
0.017011566,
-0.023623174,
0.037883505,
-0.014332352,
-0.010047051,
-0.076688886,
-0.0047318367,
-0.005552886,
-0.02990348,
-0.036068555,
0.000783688,
-0.026374409,
0.008131269,
0.025682999,
0.0033418147,
0.0004537378,
0.018063085,
-0.032553885,
-0.035578806,
0.026892968,
0.024962781,
0.006309116,
-0.009110766,
-0.029442541,
0.06464683,
-0.012603828,
0.023335086,
-0.010291926,
0.011372253,
-0.027238673,
-0.007929608,
0.05525518,
-0.016809905,
0.0040872414,
-0.009031543,
0.02532289,
0.04174388,
0.05364189,
-0.072425194,
0.021332879,
0.0010416163,
-0.07075429,
0.034167174,
-0.027786039,
-0.029399328,
-0.027541164,
0.011833194,
0.008649827,
-0.04649732,
0.04949343,
0.053987596,
0.0029691015,
0.009924614,
-0.045489013,
0.04208958,
0.056436338,
0.025610978,
0.009211597,
0.008239302,
-0.027080223,
-0.033043634,
-0.013972243,
-0.058798656,
-0.0030825362,
-0.0014908527,
-0.0020292161,
-0.05666681,
0.033504575,
-0.055053517,
-0.026921775,
-0.004811061,
0.043184314,
-0.024055306,
0.02670571,
0.029269688,
0.0053548263,
-0.04376049,
0.037480183,
-0.018668069,
-0.06533824,
0.014015456,
0.0329284,
-0.017386079,
-0.026028704,
0.017702976,
0.020137316,
-0.012920723,
-0.03298602,
0.025063612,
0.027656399,
-0.0062767062,
-0.003730733,
0.013835401,
-0.00747587,
-0.015326254,
-0.042464096,
0.034599308,
0.011012144,
-0.0016060878,
0.015110188,
-0.02529408,
-0.05614825,
-0.012322942,
0.0141595,
-0.03641426,
-0.018754495,
0.016651457,
-0.010904111,
-0.03727852,
-0.042204816,
0.07599748,
-0.04419262,
-0.008059247,
0.05404521,
-0.019820418,
0.06551109,
-0.012913521,
-0.01653622,
-0.008109663,
-0.008880297,
-0.046238042,
-0.01202045,
0.041484598,
-0.013194406,
0.012387762,
-0.01531185,
-0.009622122,
0.023781622,
0.012027653,
-0.063667335,
-0.031459153,
-0.026936179,
-0.024415415,
-0.006280307,
0.046410892,
-0.0067916624,
-0.035089057,
-0.0052143834,
0.0016943145,
-0.019532332,
-0.00095519004,
-0.012308538,
-0.060671225,
-0.015383871,
-0.033936705,
-0.0050991485,
-0.04260814,
-0.027872464,
-0.046583746,
-0.023824835,
0.007663127,
0.014627642,
-0.015355063,
0.001966197,
-0.0000676893,
0.04419262,
-0.040533908,
-0.008080854,
-0.0048650773,
-0.00020661275,
-0.034426454,
0.018610451,
-0.015729576,
0.0032355825,
0.04739039,
-0.03520429,
0.045604248,
-0.004270897,
0.016579434,
-0.034368835,
-0.020742299,
0.038574915,
-0.021808222,
-0.034023132,
0.0128342975,
0.031372726,
-0.025121229,
0.024602672,
-0.0057581486,
-0.032064136,
0.010054253,
0.011401062,
0.010349543,
0.0007949414,
0.042406477,
0.041801494,
0.024674693,
0.021131217,
-0.017630953,
-0.0034336427,
0.00777116,
0.02542372,
-0.027109032,
-0.058741037,
0.05018484,
0.045200925,
-0.023637578,
0.029442541,
-0.0045157713,
-0.008556198,
-0.0072850124,
0.011105772,
0.010709653,
0.041772686,
0.015412681,
0.0152974455,
-0.018394386,
0.008239302,
-0.06458922,
0.010529597,
-0.045921147,
0.006395542,
-0.023997687,
-0.058568187,
-0.0049370993,
-0.0006436955,
0.010788877,
0.009420461,
-0.0029564977,
0.0019499921,
-0.003770345,
0.013547314,
-0.002490156,
0.032352224,
-0.024717906,
-0.039640836,
-0.044567134,
0.032957207,
-0.042896226,
-0.014037062,
0.020122912,
0.05015603,
-0.0210736,
-0.020583851,
-0.0418303,
-0.022355588,
0.027641995,
0.016867522,
-0.04243529,
0.019445905,
-0.022283567,
0.031372726,
-0.026518453,
0.025956683,
-0.027973294,
0.02680654,
-0.0005545684,
-0.026964989,
-0.026201557,
0.03405194,
0.01853843,
-0.04975271,
0.010947324,
0.0053764326,
0.0029925087,
-0.00283226,
0.035521187,
0.0074902745,
0.00048704792,
0.005239591,
0.0474192,
0.04004416,
0.057675116,
0.03217937,
-0.028275786,
0.029024813,
-0.002617995,
0.0022056699,
-0.036039744,
0.00523599,
-0.052115027,
0.030220376,
-0.0010749265,
-0.0020148118,
0.00044113398,
-0.008743456,
-0.0015538719,
-0.017933445,
0.0049731103,
0.009168385,
-0.029500159,
-0.007699138,
0.009542898,
0.013064767,
0.01966197,
0.010083062,
0.023738408,
0.041974347,
0.03431122,
0.04603638,
0.044279046,
0.013367259,
-0.03042204,
0.035146672,
-0.016089685,
0.03108464,
0.009672537,
0.0006216388,
-0.008289717,
-0.042060774,
-0.026129534,
0.0625726,
-0.017962255,
-0.057358216,
0.00293129,
-0.022643676,
0.01643539,
-0.041772686,
0.031574387,
-0.060613606,
-0.01922984,
0.03238103,
-0.019503523,
0.0067520505,
0.016867522,
-0.024343392,
0.03125749,
0.0066836295,
0.038027547,
0.010104668,
0.09339796,
0.040591527,
-0.0016141902,
0.021260856,
-0.026993798,
-0.037854694,
-0.0049370993,
0.015326254,
0.010133477,
0.00125138,
-0.004814662,
-0.03520429,
0.044826414,
0.02719546,
0.018941753,
-0.0319489,
0.02529408,
0.034916203,
-0.006345127,
-0.0352331,
0.058942698,
0.019114604,
0.030306803,
-0.008851488,
-0.03961203,
-0.0474192,
-0.011948428,
0.00747587,
0.070178114,
0.0025657793,
-0.033014826,
0.013583325,
-0.05897151,
-0.006312717,
-0.011962833,
0.0000070122856,
-0.009161182,
-0.0075767008,
-0.00045261244,
0.03408075,
0.06297592,
0.010896909,
-0.038603723,
0.021592157,
0.039986543,
-0.0052107824,
0.033907898,
0.07899359,
0.014058669,
-0.004627405,
-0.0018887735,
0.008210493,
-0.021894649,
0.0038423669,
-0.032784358,
-0.00067880616,
-0.011537904,
-0.034023132,
0.016824309,
0.029226474,
-0.010824887,
-0.020497425,
-0.012070865,
-0.033994325,
-0.04966628,
0.025899066,
-0.06545348,
-0.011365051,
-0.019532332,
0.010760068,
-0.009852592,
-0.065165386,
0.24614194,
0.04646851,
0.040159397,
0.021865841,
0.0022110716,
0.01907139,
0.010875302,
-0.029615393,
-0.007119362,
-0.085446745,
0.026619283,
-0.018624855,
0.027137842,
0.018740091,
-0.025798235,
0.013489696,
-0.03612617,
0.0009371846,
-0.012539008,
-0.06216928,
-0.015484703,
0.013669752,
-0.020555042,
0.046410892,
0.013057565,
-0.015340659,
-0.0011217407,
-0.076343186,
0.025841447,
-0.018034277,
0.025150038,
0.0122725265,
0.03799874,
-0.03981369,
0.03635664,
0.05545684,
0.012733467,
-0.04113889,
-0.04030344,
0.034570497,
-0.046929453,
-0.031027023,
0.05548565,
0.014123489,
-0.03773946,
0.058885083,
0.0014026259,
0.00388558,
0.020670278,
-0.05732941,
0.05755988,
-0.060267903,
-0.015038167,
-0.0028934786,
-0.048427507,
0.019733993,
-0.0764008,
-0.033533383,
-0.00747587,
0.039064664,
0.023666387,
0.010111871,
-0.030220376,
0.0019013775,
0.029788246,
0.01656503,
-0.03313006,
0.049118917,
-0.018912943,
-0.018120702,
0.028506257,
0.017227631,
-0.010695248,
-0.009074756,
0.010119073,
0.0029655006,
0.016608244,
0.036788773,
0.008217695,
-0.042031962,
-0.024372201,
0.0016538022,
-0.02117443,
0.014130691,
0.0073678372,
0.04076438,
-0.02427137,
-0.012971139,
0.043818105,
0.009982231,
-0.0032049732,
0.06499254,
-0.015816003,
0.013136789,
0.019906845
] | PyTorch training on Apple silicon
Previously, training models on a Mac was limited to the CPU only. With the release of PyTorch v1.12, you can take advantage of training models with Apple's silicon GPUs for significantly faster performance and training. This is powered in PyTorch by integrating Apple's Metal Performance Shaders (MPS) as a backend. The MPS backend implements PyTorch operations as custom Metal shaders and places these modules on a mps device. |
[
0.021894548,
-0.00015025628,
-0.03726441,
0.05468177,
-0.011172499,
0.007132108,
-0.022454197,
0.0007144905,
0.028064333,
0.05025918,
0.006210735,
0.011268049,
0.03873861,
-0.011192974,
-0.0110564735,
0.044362396,
0.03303292,
-0.02907443,
-0.053398672,
0.005732986,
0.027095186,
-0.0413048,
-0.09866197,
-0.0424787,
-0.032350425,
0.007910157,
0.011165674,
-0.004043803,
0.034234118,
0.013042544,
-0.011240749,
-0.007916981,
0.0144826155,
-0.03393382,
-0.0045556766,
-0.040595002,
0.0019195267,
0.00836743,
-0.035107717,
-0.040076304,
0.0426698,
0.005405387,
0.0072344826,
-0.043406896,
-0.03289642,
-0.0061117727,
0.03344242,
0.017731307,
0.021976449,
-0.030439427,
-0.0031514363,
0.038492907,
0.019983552,
-0.011254398,
-0.0420146,
0.014782915,
0.015956812,
-0.02907443,
-0.04649179,
-0.05432687,
-0.008005706,
0.0411956,
0.006569047,
-0.04504489,
0.006923946,
-0.0070229084,
-0.01718531,
-0.0029330368,
-0.019874353,
-0.0141959665,
-0.019888002,
-0.0047228886,
-0.022235798,
-0.043461498,
-0.017431008,
0.05842186,
-0.019546753,
0.008708679,
-0.011704847,
0.024761042,
0.017403709,
0.048675783,
0.015451763,
-0.027941484,
-0.018495707,
0.0005400268,
0.021662498,
-0.02532069,
-0.038684007,
-0.012933345,
0.0015927806,
0.04586389,
-0.013643143,
0.005101675,
0.011547873,
0.00847663,
-0.025784789,
0.019792452,
0.007603032,
-0.044799194,
0.05113278,
0.08026181,
-0.0000021394724,
0.0420419,
-0.05847646,
-0.0061629605,
-0.0058353613,
0.0004828676,
-0.02918363,
-0.010981399,
-0.005446337,
0.039939806,
-0.021457748,
0.02571654,
-0.007248133,
0.05429957,
0.015560963,
-0.028064333,
-0.031749826,
0.003931191,
0.048266284,
-0.036554612,
0.022263097,
-0.024119493,
0.024761042,
-0.02981153,
0.028282732,
0.057275265,
-0.019082654,
-0.04545439,
0.0038424658,
0.0204067,
0.03346972,
0.030903526,
0.009834802,
-0.029101731,
-0.037400912,
-0.0038424658,
0.060988054,
-0.005320075,
-0.002859668,
0.020666052,
-0.007575732,
0.08113541,
0.014632765,
-0.039230008,
0.023423344,
-0.044198595,
-0.04638259,
-0.020051802,
-0.05451797,
0.02469279,
-0.0073368577,
-0.00004004346,
0.022604346,
-0.020775251,
-0.0014050936,
0.043543395,
0.014619115,
0.014878465,
0.0051528625,
0.025921289,
-0.035216916,
0.020870801,
0.033360522,
0.024378842,
-0.02098,
-0.03000263,
-0.027531985,
-0.05451797,
0.048430085,
-0.0051221503,
-0.021921847,
0.014441665,
0.034043018,
0.020379402,
0.025443539,
0.0118891215,
-0.01666661,
0.00832648,
-0.02533434,
-0.009241028,
0.014182316,
0.051951777,
0.040431205,
0.013643143,
-0.015014964,
0.0035353415,
-0.023450645,
0.018864255,
0.035107717,
-0.015697462,
-0.0077122315,
0.038847808,
-0.006224385,
-0.0061629605,
-0.041332103,
0.019737853,
0.02882873,
-0.032213923,
0.00000502876,
0.03832911,
-0.048211686,
-0.009070404,
0.035353415,
-0.021607898,
0.007487007,
0.06399105,
0.029156331,
0.020229252,
-0.0067328466,
-0.01733546,
-0.015833963,
-0.018877905,
0.0016704148,
-0.010858549,
-0.036117814,
0.02492484,
0.0109609235,
0.019260105,
0.014155016,
0.011588822,
0.023327794,
0.0053541996,
-0.018714106,
-0.03497122,
-0.012646695,
0.01612061,
0.01612061,
0.044990294,
-0.008974854,
0.04196,
-0.0077122315,
0.080807805,
0.011541047,
-0.001470784,
0.023013845,
0.0419873,
-0.00078359345,
0.01273542,
0.0073914574,
0.011848172,
-0.017130708,
0.042779,
0.03811071,
-0.008906604,
0.000551544,
-0.0070979833,
-0.056947663,
0.006077648,
-0.030330228,
0.019683253,
0.005347375,
-0.02538894,
-0.047884084,
-0.01276272,
-0.0087701045,
0.012803669,
-0.036035914,
-0.0030865988,
0.01020335,
0.044307794,
-0.04908528,
0.0048013763,
0.05424497,
0.045263294,
0.0090567535,
0.0057466365,
0.037291713,
-0.012551145,
-0.069997035,
-0.009425303,
-0.03791961,
-0.0020201951,
-0.077149615,
0.009125004,
0.048157085,
-0.03783771,
-0.008790579,
-0.028255433,
0.02932013,
0.015110514,
0.023150345,
0.041332103,
0.031149225,
-0.0039994405,
-0.03447982,
0.03262342,
-0.033851918,
-0.003275992,
-0.03396112,
-0.0024160442,
0.032050125,
-0.006214148,
0.034152217,
0.0105173,
0.01227132,
-0.021689799,
-0.02523879,
0.009418477,
-0.0047843135,
0.034425218,
0.03308752,
-0.027381836,
-0.038957007,
0.011991496,
0.030603226,
-0.026835836,
0.03360622,
0.047774885,
-0.038574807,
0.022099297,
-0.003613829,
0.023191296,
-0.035326116,
0.0079374565,
0.03344242,
-0.01680311,
-0.035189617,
-0.043843694,
-0.030876227,
0.010967749,
-0.014823865,
-0.027491035,
-0.010592375,
0.043789096,
-0.01715801,
-0.031531423,
0.02497944,
-0.03832911,
-0.0016217867,
0.010360326,
-0.022344997,
0.045208693,
0.009084053,
0.053944673,
-0.014509915,
-0.002330732,
-0.0028681995,
0.019997202,
-0.005613549,
-0.029101731,
0.051269278,
0.005995748,
-0.006350647,
-0.0065929345,
0.043816395,
0.0062892227,
0.0057773488,
0.003246986,
0.015287964,
-0.030958127,
0.023805544,
0.021266649,
0.019997202,
0.0846298,
-0.018113507,
-0.003552404,
0.018441105,
0.006903471,
0.016175212,
0.006551984,
0.019519454,
0.012407821,
-0.01718531,
-0.040158205,
0.007125283,
0.046573687,
0.03355162,
-0.0036718412,
0.032486923,
-0.027218034,
0.012551145,
0.0065315096,
0.008346955,
0.014332466,
0.055145867,
0.027108835,
0.043297697,
-0.03000263,
-0.023709994,
0.019041704,
0.03767391,
-0.019423904,
-0.0001920593,
0.002504769,
-0.019437553,
0.048020586,
-0.019546753,
0.004767251,
0.0057739364,
-0.014264216,
0.010524125,
-0.028064333,
-0.0004186701,
-0.028419232,
-0.013725042,
0.026562836,
0.032787222,
0.03431602,
0.052306674,
-0.02137585,
0.027518334,
0.009459428,
0.009705127,
-0.07043383,
-0.031968225,
0.019860703,
-0.0068932334,
-0.007957931,
-0.019915303,
0.014305166,
0.005763699,
0.02940203,
-0.042533297,
-0.0059752734,
0.008565354,
-0.0029466867,
-0.014155016,
0.017267209,
0.016175212,
-0.091400184,
-0.035189617,
0.005466812,
0.044662695,
-0.031859025,
0.0017949707,
0.005473637,
0.02932013,
0.035107717,
-0.03289642,
-0.019464854,
-0.028992532,
-0.041168302,
-0.028228132,
-0.030739726,
0.027668484,
-0.003315236,
-0.011943721,
-0.05154228,
-0.026412686,
0.024037592,
0.028992532,
-0.02518419,
-0.003975553,
0.009473077,
0.014660065,
-0.0205432,
-0.042533297,
0.009138653,
0.037291713,
-0.04504489,
0.057002265,
-0.049139883,
-0.014919414,
0.0104354005,
0.022740846,
0.00076866377,
0.03715521,
-0.014523566,
-0.03783771,
-0.00040395372,
0.024965791,
-0.030029928,
-0.0078419065,
-0.005487287,
-0.0078896815,
-0.032678023,
0.044990294,
0.0078077815,
-0.034889318,
0.04987698,
0.005043663,
-0.05511857,
0.0010049789,
-0.049631283,
-0.011588822,
0.0038322285,
0.00092734466,
0.024911191,
-0.056128666,
0.056783866,
0.004118878,
-0.032787222,
0.0019331767,
-0.07043383,
-0.011909597,
0.053043775,
0.0039550783,
0.0015313558,
0.010844899,
-0.015356214,
0.022863695,
0.01236687,
0.012844619,
-0.019191854,
-0.022972895,
-0.00036449678,
0.052497774,
0.014728315,
0.005473637,
-0.044717293,
-0.034343317,
0.052579675,
-0.031476825,
0.0103808,
-0.031313024,
-0.027340885,
0.018645857,
-0.02511594,
-0.08189981,
-0.011820872,
0.012244021,
-0.0103535,
0.00011005286,
-0.035326116,
-0.00869503,
0.0056306114,
-0.005599899,
0.10204716,
-0.027750384,
-0.06513765,
-0.05495477,
-0.015765712,
-0.0063915974,
0.016284412,
0.008067131,
-0.03341512,
-0.041932702,
-0.014605465,
0.012059746,
-0.01710341,
0.010797124,
-0.018755056,
-0.05459987,
-0.026371738,
0.03363352,
0.037100613,
-0.044553492,
0.021839948,
-0.041250203,
-0.00045428798,
-0.06781304,
0.00832648,
-0.0038800032,
-0.017526558,
-0.0416051,
0.027723083,
0.007821431,
0.011165674,
0.01242147,
0.02050225,
0.0055282367,
0.02967503,
-0.044280495,
-0.03439792,
0.023355095,
0.032787222,
0.0074324072,
0.024870241,
-0.009691477,
0.034943916,
-0.0021259824,
0.047037788,
-0.023423344,
-0.009459428,
-0.036500014,
-0.009165953,
0.07245403,
0.005722749,
0.042806298,
0.02523879,
-0.022208497,
-0.008237756,
0.045672793,
-0.031531423,
0.0092956275,
-0.0418781,
-0.070379235,
0.033360522,
-0.02934743,
-0.007173058,
0.020679701,
-0.019915303,
0.03658191,
-0.044253193,
0.026248887,
0.07158043,
-0.0044225897,
-0.019178204,
-0.026849486,
0.017417358,
0.02926553,
0.031749826,
-0.015110514,
0.026344437,
-0.019314704,
-0.0028204245,
-0.0133155435,
-0.05072328,
-0.019369304,
-0.027450085,
-0.012114346,
-0.013479343,
0.04561819,
-0.031367626,
-0.038274508,
-0.027668484,
0.03437062,
-0.014373416,
0.020365752,
0.015547313,
0.009377528,
-0.0046648765,
0.01666661,
-0.041632403,
-0.012325921,
-0.017949708,
0.047174286,
-0.01298112,
-0.018891554,
0.019369304,
0.03901161,
-0.026985986,
-0.051979076,
-0.011199798,
0.005903611,
-0.031340327,
-0.020720651,
-0.0408134,
-0.017444659,
-0.0064769094,
-0.034616318,
0.02956583,
0.012592095,
0.017444659,
-0.019137254,
0.010537775,
-0.060332857,
0.0153152635,
0.052525073,
-0.053262174,
-0.006023048,
-0.023518894,
-0.00013202078,
-0.019696902,
-0.039612208,
0.069997035,
0.008551705,
0.02537529,
0.031831723,
-0.005043663,
0.045181394,
-0.0077327066,
0.016393611,
-0.0095549775,
-0.06786764,
-0.030739726,
-0.020256551,
-0.001713924,
-0.007186708,
0.012940169,
0.002525244,
-0.00842203,
0.00427244,
0.049603984,
-0.049358282,
-0.06792224,
-0.038875107,
-0.050122682,
0.005808061,
0.03835641,
0.011875472,
-0.027886884,
-0.00625851,
0.0119368965,
-0.028501133,
-0.018686805,
0.0058319485,
-0.055746466,
-0.0013172219,
-0.04556359,
-0.002859668,
-0.07545702,
-0.008974854,
-0.09817056,
-0.008012531,
0.025689239,
-0.0001761699,
-0.000020288331,
0.008633604,
-0.02970233,
0.050695978,
-0.021908198,
0.006084473,
0.009213728,
-0.0156019125,
-0.0038663533,
0.026890436,
-0.050313782,
0.019000756,
0.040676903,
-0.024774691,
0.035244215,
-0.014673715,
0.010524125,
-0.0421511,
0.0022658946,
0.0426425,
-0.03778311,
-0.044744592,
0.0423422,
0.027204385,
-0.0410045,
0.017635757,
-0.0077054068,
-0.03352432,
-0.020079102,
0.0048593883,
0.009015803,
0.0007938309,
-0.0019468266,
0.032186624,
-0.009438952,
0.05776666,
0.0081285555,
0.035544515,
-0.0006227798,
0.018140808,
-0.048812285,
-0.0426698,
0.055145867,
0.07627602,
-0.01269447,
0.039967105,
0.0018785768,
-0.0030183492,
-0.007691757,
-0.00021573347,
-0.008510754,
0.057275265,
0.022085648,
-0.0038458784,
-0.00042208258,
-0.03284182,
-0.036554612,
0.02893793,
-0.07998881,
0.009145478,
-0.012216721,
-0.055882968,
-0.03377002,
-0.021812648,
-0.00416324,
0.061261054,
0.0031241362,
-0.013759167,
0.018891554,
0.014045817,
0.018645857,
0.03338782,
-0.035981316,
-0.024815641,
-0.010080501,
0.025539089,
-0.019451203,
-0.040731505,
-0.020297501,
0.060332857,
-0.026781237,
0.027518334,
-0.041741602,
-0.002366563,
-0.005036838,
-0.004466952,
-0.015028615,
-0.017744958,
-0.048730385,
0.020120053,
-0.03322402,
0.04731079,
-0.052333977,
0.013438393,
0.004719476,
-0.009200078,
-0.030930826,
0.0042929146,
0.043079298,
-0.06824984,
0.008845179,
0.053125672,
0.0419054,
-0.0020457888,
0.019997202,
0.015806662,
-0.004951526,
-0.0054565747,
0.052470475,
0.006077648,
0.061206453,
0.0060947104,
-0.049603984,
0.005599899,
0.009725601,
0.000044042474,
-0.03327862,
0.012346395,
-0.023655394,
0.033169422,
0.011595648,
0.0012148471,
-0.007814607,
-0.0089612035,
0.025061341,
0.011643422,
0.00093587587,
0.02522514,
0.018127156,
-0.03759201,
0.013861542,
0.007568907,
0.057166062,
0.004780901,
0.0018461581,
-0.0062550977,
0.026603786,
0.05085978,
-0.006541747,
-0.0021072137,
-0.028364632,
0.015438113,
-0.049221784,
0.017635757,
-0.0048457384,
0.025006741,
-0.025648288,
-0.03273262,
0.0014417778,
0.03854751,
-0.012134821,
-0.007152583,
-0.010169226,
-0.021553298,
0.0207616,
-0.035735615,
0.04668289,
-0.086104,
-0.021662498,
0.0425879,
-0.024801992,
-0.015929513,
0.014741965,
0.0038458784,
0.044471595,
0.015137814,
0.065738246,
0.011247573,
0.0837562,
0.031149225,
0.020283852,
0.011738972,
-0.006473497,
-0.06344505,
-0.0029176807,
0.0066918964,
0.012387346,
0.0060810605,
-0.020570502,
-0.057493664,
0.0065724594,
0.019915303,
0.010797124,
-0.02511594,
0.03802881,
0.0422876,
-0.024556292,
-0.01612061,
0.06917804,
0.07108903,
-0.00027897122,
0.009002154,
-0.024406143,
-0.062243853,
-0.005876311,
-0.0037912785,
0.026412686,
-0.03772851,
-0.074419625,
-0.022549747,
-0.038465608,
0.01631171,
0.023204945,
-0.017663058,
0.01714436,
0.0072549577,
0.029156331,
0.019696902,
0.031995524,
0.0025900814,
-0.041550502,
0.012189421,
0.0068829963,
-0.015055914,
0.034807418,
0.030029928,
-0.021457748,
0.032132022,
-0.00614931,
-0.011616122,
-0.026221588,
0.0037503287,
-0.0049105757,
-0.019123605,
-0.052333977,
-0.00210892,
-0.0068386337,
0.030985426,
-0.03387922,
-0.01680311,
-0.024174092,
-0.06246225,
-0.064045645,
0.00851758,
-0.026712986,
-0.0006667156,
-0.0421511,
-0.021758048,
0.0018956392,
-0.04998618,
0.21610628,
0.057821263,
0.039530307,
-0.0013249,
0.01723991,
0.06781304,
0.034998517,
-0.0127217695,
0.023805544,
-0.09533137,
-0.01663931,
0.0010962631,
0.013213169,
0.044198595,
-0.013376968,
0.014946714,
-0.046464488,
-0.004934463,
0.026917735,
-0.057548262,
-0.015424463,
0.027518334,
-0.0011320942,
0.057002265,
0.023901094,
-0.008333305,
0.023873793,
-0.07147123,
0.023204945,
-0.026521888,
0.039612208,
-0.030330228,
0.04504489,
-0.02512959,
0.029948028,
0.047065087,
0.023873793,
0.00613566,
-0.0064223097,
-0.052634276,
-0.012783195,
-0.011172499,
0.014974014,
0.005661324,
-0.010442225,
0.012257671,
0.019969903,
0.023982992,
0.031203825,
-0.06743084,
0.061042655,
-0.056074068,
-0.0020833262,
-0.004156415,
-0.043543395,
-0.019860703,
-0.047856785,
-0.02948393,
-0.014823865,
0.010926799,
0.019342003,
0.013772817,
-0.02508864,
0.036800314,
0.0025798439,
0.009848451,
-0.014291516,
0.012312271,
-0.0210619,
0.012906045,
0.004118878,
-0.009855277,
-0.0075143073,
-0.003156555,
-0.017431008,
0.039748706,
0.0425879,
0.030466728,
0.03357892,
-0.019724203,
-0.0080330055,
0.02104825,
-0.004473777,
-0.010148751,
0.023982992,
0.019369304,
-0.02091175,
-0.014100417,
0.022877345,
-0.0014955245,
0.031995524,
0.05058678,
-0.0074187573,
-0.004183715,
0.02547084
] | Some PyTorch operations are not implemented in MPS yet and will throw an error. To avoid this, you should set the environment variable PYTORCH_ENABLE_MPS_FALLBACK=1 to use the CPU kernels instead (you'll still see a UserWarning).
If you run into any other errors, please open an issue in the PyTorch repository because the [Trainer] only integrates the MPS backend.
With the mps device set, you can: |
[
0.048406277,
0.01175419,
-0.025479225,
0.044181008,
-0.020615913,
0.002390893,
-0.008067712,
-0.010116543,
0.032667857,
0.059153773,
0.0040551242,
0.011130325,
0.043500427,
-0.037233416,
-0.010215795,
0.03581554,
0.020630091,
-0.022997944,
-0.05268826,
-0.013505266,
0.01563917,
-0.011966871,
-0.08535612,
-0.032440994,
-0.04369893,
0.004196912,
-0.016787648,
0.031987276,
0.04537202,
0.012682898,
-0.009591929,
-0.01630557,
0.0012220317,
-0.030994762,
-0.007422579,
-0.016745111,
0.0005020166,
0.0051008076,
-0.055694155,
-0.02394792,
0.021239778,
-0.037034914,
0.036127474,
-0.042507913,
-0.06034479,
-0.004512389,
0.03774385,
-0.018418206,
0.0056502344,
-0.028442586,
0.0062989127,
0.033717085,
0.009202013,
-0.015369772,
-0.017425692,
0.014249651,
-0.0029669048,
-0.0023465843,
-0.03839607,
-0.046846613,
0.0072737024,
0.03297979,
0.02087113,
-0.06658344,
0.010768766,
0.0024671038,
-0.011343005,
-0.039105013,
-0.015766777,
-0.037942354,
-0.029293312,
-0.01836149,
-0.007061021,
-0.03686477,
0.009343801,
0.035078246,
-0.0015348505,
0.021083811,
-0.019793544,
0.004675445,
0.05064652,
0.03955873,
-0.02040323,
-0.037233416,
-0.06839833,
-0.022317363,
0.044663083,
-0.045995887,
-0.014589941,
-0.014533225,
0.022898693,
0.023196446,
0.0087341145,
0.0064407005,
0.002761313,
-0.0010926505,
-0.0075076516,
0.028073939,
0.03229921,
-0.023281518,
0.030172395,
0.068001315,
-0.0028392961,
0.02645756,
-0.050249513,
0.0045159343,
-0.010130722,
-0.017921949,
-0.030115679,
-0.016404822,
0.004264261,
0.0339723,
-0.021835286,
0.0014799078,
-0.016816005,
0.04562724,
-0.002417478,
-0.020218907,
-0.028003044,
0.015298879,
0.020346517,
-0.014200025,
0.015724242,
-0.029463457,
0.035673752,
-0.053397197,
0.01277506,
0.038963225,
-0.03113655,
-0.029832104,
0.026216522,
0.011371363,
0.0051291655,
0.052433044,
0.034936458,
-0.03000225,
-0.031505197,
0.013639964,
0.06930576,
-0.01208739,
0.019779366,
0.0090106,
0.008287484,
0.07338925,
-0.017312262,
-0.030966405,
-0.0034082187,
-0.06811475,
-0.04962565,
-0.0055474387,
-0.045315307,
0.017496586,
-0.013654143,
0.0010917643,
-0.0029243685,
-0.00524614,
-0.029605243,
0.052433044,
0.027010532,
0.022912871,
-0.0053028553,
0.03615583,
-0.054077778,
0.0051397993,
0.025294902,
0.042281054,
-0.008230768,
-0.023068838,
-0.0025060952,
-0.029832104,
0.02645756,
-0.00007720776,
-0.0037502812,
-0.0054481872,
0.06181938,
0.051582318,
0.02827244,
0.040976606,
-0.00359077,
0.020332336,
-0.01926893,
-0.016362285,
0.023196446,
-0.008478897,
0.035191674,
0.021168884,
-0.019453254,
-0.005494268,
-0.0053064,
0.015128734,
0.03159027,
-0.0004568218,
-0.01894282,
0.04696004,
-0.00084629457,
0.013441461,
-0.032440994,
0.0054446426,
0.02040323,
-0.032440994,
0.0059125414,
0.028867949,
-0.02555012,
-0.004402504,
0.02085695,
-0.013009009,
0.009081494,
0.07163108,
0.0043954146,
0.0038885241,
0.045088448,
0.019098785,
0.022388257,
-0.017595837,
0.02759186,
-0.012966473,
-0.022615118,
-0.017042866,
-0.0036120382,
0.013590339,
0.042479556,
0.0018326043,
0.015341415,
-0.021041276,
-0.025138935,
-0.012257535,
-0.0010031471,
0.0010837887,
0.02862691,
0.059891067,
-0.0085710585,
0.05121367,
0.018871926,
0.08138607,
0.0072418,
-0.00019595485,
0.011463525,
0.04012588,
-0.022841977,
0.010875107,
-0.0017927266,
0.0012902669,
-0.0006836819,
0.015185448,
0.051582318,
-0.002612436,
-0.026712777,
-0.014058237,
-0.055410583,
0.024897898,
-0.03363201,
0.01972265,
-0.00821659,
-0.031448483,
-0.046733182,
-0.010059828,
-0.0056715026,
0.0250964,
-0.046336178,
-0.028938843,
-0.014079506,
0.06312382,
-0.042422842,
-0.005749486,
0.06845504,
0.04128854,
0.025847875,
0.026897103,
0.033320077,
0.030994762,
-0.07656529,
-0.029661959,
-0.02920824,
-0.024118066,
-0.044067577,
-0.007592724,
0.031108193,
-0.0289672,
0.008875902,
-0.04094825,
0.026627705,
0.007422579,
0.019254752,
0.046818256,
0.027180677,
-0.013469819,
-0.036893126,
0.025706086,
-0.005210693,
0.037261773,
0.0018503277,
-0.003775094,
0.0012424135,
-0.017468229,
0.047470476,
-0.015936922,
0.03224249,
0.00031148957,
-0.033830512,
0.009733717,
-0.0023111373,
0.033093218,
0.03238428,
-0.01244186,
-0.022459151,
-0.0033249184,
0.015582453,
-0.009747895,
0.030144038,
0.038963225,
-0.031420127,
0.0031335053,
0.006763267,
0.035191674,
-0.040976606,
0.01892864,
0.03224249,
-0.018219702,
-0.036694624,
-0.04993758,
-0.02019055,
-0.022600938,
-0.0050689057,
-0.017624196,
-0.01117995,
0.04610932,
-0.034255877,
-0.06896547,
0.032185778,
-0.054985218,
0.0020559197,
0.02475611,
-0.034964815,
0.023338234,
-0.028229905,
0.048065986,
-0.010272509,
-0.023777775,
0.020105477,
0.011888888,
0.012512753,
-0.052631546,
0.054474782,
0.029463457,
-0.0085072545,
-0.013498177,
0.05254647,
-0.025224008,
0.0020222452,
-0.003193765,
0.012647451,
-0.018035378,
0.005061816,
-0.015001125,
0.018588351,
0.024685215,
-0.037375204,
0.016674219,
-0.0020257898,
0.00878374,
0.031646986,
0.04276313,
0.025394153,
0.02338077,
-0.024217317,
-0.005643145,
0.019354003,
0.008861723,
0.034964815,
-0.0403811,
0.02085695,
-0.046222746,
0.0050263694,
0.016702576,
0.012853043,
-0.009960577,
0.031675342,
0.044351153,
0.030058965,
-0.04642125,
-0.028527658,
0.017213011,
0.03079626,
-0.010456833,
0.00086889195,
0.020034583,
-0.018489098,
0.042025834,
0.0030076688,
0.008762471,
0.036921483,
0.004001954,
-0.002848158,
0.0015765005,
-0.015327236,
-0.03513496,
0.014015701,
0.041316897,
0.023338234,
0.00622093,
0.058926914,
-0.036099114,
-0.013370568,
0.027648576,
0.011874709,
-0.07372954,
-0.07078035,
0.03147684,
-0.0024298844,
0.004108295,
-0.05223454,
-0.0025220464,
-0.0250964,
0.042706415,
-0.02610309,
-0.017610015,
-0.0028889216,
-0.026854565,
-0.0027524512,
0.032327566,
0.010541906,
-0.048973426,
-0.057906043,
0.036212545,
0.034851383,
-0.04023931,
-0.037658777,
-0.019339824,
0.02053084,
0.041798975,
-0.019339824,
-0.023068838,
-0.027053067,
-0.024415819,
-0.058586624,
0.01756748,
0.03340515,
-0.0018857747,
-0.023012122,
-0.05784933,
-0.020474125,
-0.0054127406,
0.021211421,
0.0045797382,
-0.010095275,
0.029406741,
0.025224008,
-0.026911281,
0.004661266,
0.015313057,
0.029236596,
-0.024713574,
0.03740356,
-0.038311,
-0.0055509834,
-0.009343801,
-0.013902271,
0.010655336,
0.05427628,
-0.0045691044,
-0.008741204,
0.0044273166,
0.03524839,
-0.012619094,
0.016390642,
0.01768091,
-0.016901078,
-0.031788774,
0.03286636,
0.012257535,
-0.026032198,
0.04644961,
0.016121246,
-0.026273236,
0.015469024,
-0.023678524,
0.002885377,
-0.005944444,
-0.0018733683,
0.014114953,
-0.047980912,
0.048207775,
-0.0046116407,
0.001825515,
-0.014263829,
-0.06306711,
-0.0294351,
0.055977732,
-0.01311535,
0.03536182,
0.013136618,
-0.024940433,
0.019467434,
0.014745907,
0.029917177,
-0.005015735,
0.00541983,
0.022147218,
0.048746567,
0.013547802,
0.021140527,
-0.049200285,
-0.02543669,
0.034142446,
-0.037715495,
0.034596168,
-0.041685544,
0.019467434,
0.011109056,
-0.024614321,
-0.05589266,
0.013788841,
0.0005126507,
0.01870178,
-0.008641953,
-0.025379974,
-0.0230263,
-0.022530045,
-0.04211091,
0.085469544,
-0.017624196,
-0.06045822,
-0.053340483,
-0.019779366,
0.004211091,
0.007621082,
0.021509174,
-0.036070757,
-0.026145628,
-0.047158547,
0.030030606,
-0.014200025,
0.028825413,
-0.026698599,
-0.054446425,
-0.042366125,
0.033461865,
0.047498837,
-0.012760881,
0.040891536,
-0.038963225,
0.018744316,
-0.050504733,
-0.015298879,
-0.008145696,
-0.011328827,
-0.028229905,
0.0073942216,
-0.0044875764,
-0.005990525,
-0.010123632,
0.031051477,
0.015894387,
0.03592897,
-0.04239448,
-0.04437951,
0.029406741,
0.0015206716,
0.03306486,
0.01026542,
-0.03502153,
0.031193266,
-0.0043280656,
0.03992738,
-0.011080698,
0.009457231,
-0.021041276,
-0.019084606,
0.06442827,
-0.0015499154,
-0.000042702428,
-0.012172462,
-0.018106272,
0.023891205,
0.052830048,
-0.039955735,
0.01722719,
-0.007142549,
-0.072822094,
0.003317829,
-0.014079506,
-0.038055785,
0.006979493,
0.00005854276,
0.029860461,
-0.038963225,
0.046733182,
0.046676468,
-0.0103079565,
-0.01619214,
-0.02840005,
0.0026567446,
0.035078246,
0.026911281,
-0.011250843,
-0.022416614,
-0.029491814,
-0.024217317,
-0.0513271,
-0.06323726,
-0.005930265,
-0.0033266908,
-0.004756973,
-0.049682364,
0.03431259,
-0.026939638,
-0.01244186,
-0.012066122,
0.0113571845,
-0.028556015,
0.011045252,
0.019112965,
0.0005675934,
-0.032327566,
0.00037042002,
-0.05223454,
-0.012448949,
0.024585964,
0.044095933,
-0.037346844,
-0.022246469,
0.030115679,
0.035049886,
-0.010548995,
-0.054843433,
-0.012328429,
0.012512753,
-0.0005525284,
-0.027790364,
-0.024585964,
-0.0120448535,
0.0116832955,
-0.024926255,
0.058019474,
0.009365069,
-0.00786921,
0.0011688613,
-0.0039735967,
-0.080818914,
0.017213011,
0.016177962,
-0.028470945,
-0.0122079095,
-0.013483997,
-0.016149605,
-0.035787184,
-0.037346844,
0.060401503,
-0.016121246,
0.0062741,
0.0027010532,
0.027152319,
0.048491348,
0.0035996318,
0.017283905,
-0.0025468592,
-0.059891067,
-0.02600384,
-0.0077912267,
0.029661959,
-0.01973683,
0.02040323,
0.015653348,
0.005171702,
-0.008174053,
0.059153773,
-0.0349081,
-0.09221864,
-0.047470476,
-0.05328377,
0.0055474387,
0.025762802,
0.0077912267,
-0.010066917,
0.018304775,
-0.014675014,
-0.022501687,
0.003948784,
0.007571456,
-0.055127006,
-0.03581554,
-0.0362409,
-0.00038038945,
-0.059494063,
-0.008705757,
-0.06471185,
0.003810541,
0.03487974,
0.024330746,
-0.01208739,
0.020105477,
-0.005029914,
0.04004081,
-0.045882456,
0.026953816,
0.0013957213,
-0.02658517,
-0.037006557,
0.02326734,
-0.035531964,
0.0050724503,
0.040693033,
-0.019198036,
0.0018432384,
0.0049802884,
0.026953816,
-0.0445213,
-0.0055828854,
0.056771744,
-0.010655336,
-0.053425554,
0.010215795,
0.033518583,
-0.05121367,
0.005210693,
-0.012853043,
-0.0403811,
-0.0036279894,
0.020942023,
0.016730933,
0.027464252,
-0.008500164,
0.035191674,
0.020289801,
0.058813483,
-0.00055474386,
0.053879276,
-0.0032894716,
0.02906645,
-0.040324386,
-0.042082552,
0.041090038,
0.03777221,
-0.021665141,
0.029179882,
0.0036581194,
-0.0019105875,
-0.014632477,
0.020417409,
-0.020686807,
0.030654471,
0.017992843,
0.026202343,
0.0014524364,
-0.018786853,
-0.021367386,
-0.018914461,
-0.078833885,
0.007216987,
-0.0026709232,
-0.046024244,
-0.028456764,
-0.007833763,
-0.028697804,
0.026840387,
0.01059862,
-0.00011697474,
-0.019297289,
0.0058664605,
0.016546609,
0.010768766,
-0.020374874,
-0.042706415,
-0.014405617,
0.032781284,
-0.045428738,
-0.02840005,
-0.0021002283,
0.05818962,
-0.022955406,
0.0063910745,
-0.059040345,
-0.017510764,
0.032667857,
-0.0012574785,
-0.03147684,
-0.014200025,
-0.057622466,
0.029236596,
-0.044407867,
0.0030750178,
-0.020176372,
0.021296492,
0.03306486,
0.0058806394,
-0.03536182,
0.00056803646,
0.05804783,
-0.07015649,
0.0148309795,
0.0043174312,
0.024444176,
-0.011718743,
0.033461865,
0.010357582,
-0.000987196,
0.009506856,
0.03456781,
0.016036173,
0.058359765,
0.0144694215,
-0.036325976,
-0.0040763924,
0.016036173,
0.012285893,
-0.050731592,
0.004998012,
-0.03785728,
0.041657187,
0.010329224,
-0.017553302,
0.008103159,
0.0065328623,
0.013881003,
0.0037715493,
-0.02119724,
-0.0027825811,
0.009251639,
-0.041231826,
0.011761279,
0.01300192,
0.041685544,
0.004140197,
0.038566217,
-0.009230371,
0.02247333,
0.059947785,
0.018645065,
0.012370965,
-0.028357513,
0.021353208,
-0.021154705,
0.010690782,
-0.023168089,
0.0013381202,
-0.011718743,
-0.03445438,
0.0056785922,
0.036637906,
0.006394619,
-0.001471046,
0.004686079,
-0.023097195,
-0.030484328,
-0.022416614,
0.03556032,
-0.09953488,
-0.040210955,
0.051610675,
-0.014986946,
-0.011995228,
0.0047108917,
-0.010194526,
0.028541837,
0.03556032,
0.033518583,
-0.0012512753,
0.09323951,
0.020091299,
0.025975483,
0.0003256683,
0.01994951,
-0.050504733,
-0.0057423967,
0.018985355,
0.006805803,
0.008847544,
-0.058586624,
-0.036439404,
0.017014509,
0.016404822,
0.019084606,
-0.015242164,
0.04276313,
0.024288211,
-0.023210624,
-0.024132244,
0.08875902,
0.053425554,
0.0049802884,
-0.0029651325,
-0.035106603,
-0.048094343,
-0.033121575,
0.0025273634,
0.045939174,
-0.0024157057,
-0.051185314,
-0.01892864,
-0.038055785,
-0.010903464,
-0.005763665,
-0.03479467,
-0.0034135357,
0.042025834,
0.018801032,
0.040324386,
0.025422512,
0.015412308,
-0.055325508,
0.039246798,
0.020275623,
-0.012938116,
0.041373614,
0.056431454,
0.011569866,
-0.0046364535,
-0.008684489,
-0.011307559,
0.0017528489,
0.0061429464,
-0.008174053,
-0.038367715,
-0.06522228,
-0.013817199,
-0.020417409,
0.018191345,
-0.032129064,
-0.024415819,
-0.005373749,
-0.047583908,
-0.03751699,
0.03159027,
-0.04072139,
0.02226065,
-0.022912871,
-0.04369893,
-0.009443052,
-0.04880328,
0.23729567,
0.06624315,
0.02681203,
-0.016121246,
0.022402436,
0.063350685,
0.03340515,
0.0047959643,
0.040012453,
-0.08172636,
-0.0052496847,
0.01059862,
-0.0010917643,
0.01972265,
-0.0074863834,
0.03536182,
-0.012363876,
-0.00036997694,
0.00786921,
-0.0481227,
-0.027506787,
0.007947193,
-0.012526931,
0.05552401,
-0.004413138,
-0.027917972,
0.0009933992,
-0.058076188,
0.023224805,
-0.022289006,
0.031306695,
-0.009988934,
0.030994762,
-0.03660955,
0.02600384,
0.04423772,
0.007862121,
-0.022331541,
-0.024217317,
-0.043840718,
0.021991251,
-0.019765187,
0.01711376,
-0.0043209763,
-0.011952692,
0.039105013,
0.01643318,
0.011988139,
0.04060796,
-0.08030848,
0.07395639,
-0.058643337,
0.003569502,
0.0067242756,
-0.044975016,
-0.01573842,
-0.054588214,
-0.04148704,
0.01174001,
0.02177857,
0.044549655,
0.017198833,
-0.015142912,
0.055410583,
0.013363479,
0.008088981,
-0.025989661,
0.0011972188,
0.004437951,
0.019183857,
0.035787184,
0.0068164375,
-0.027350822,
-0.006819982,
-0.003163635,
0.030484328,
0.023891205,
0.017553302,
0.016730933,
-0.020715164,
-0.024004634,
0.0057742987,
-0.0013717947,
0.008563969,
0.01790777,
0.043245208,
-0.02530908,
-0.023791954,
0.002823345,
0.010088186,
0.025521763,
0.06181938,
0.0028765153,
0.012108658,
0.0460526
] | If you run into any other errors, please open an issue in the PyTorch repository because the [Trainer] only integrates the MPS backend.
With the mps device set, you can:
train larger networks or batch sizes locally
reduce data retrieval latency because the GPU's unified memory architecture allows direct access to the full memory store
reduce costs because you don't need to train on cloud-based GPUs or add additional local GPUs |
[
0.018961987,
0.00093989464,
-0.037719768,
0.02281273,
-0.019137021,
0.051430743,
-0.029828664,
-0.0077379495,
0.022652281,
0.043291677,
-0.015957242,
0.004795195,
0.029989112,
-0.045421254,
0.012121086,
0.05148909,
0.0042883265,
-0.03302303,
-0.022345973,
-0.017605476,
0.018889057,
0.023294073,
-0.07246397,
-0.045042012,
-0.03836156,
0.006607523,
0.0023757182,
-0.014316301,
0.045654632,
0.031039314,
-0.0065710577,
0.012317998,
0.011464709,
-0.0058672763,
-0.0036301266,
-0.060328294,
0.005108797,
0.0019691295,
-0.04081203,
-0.027246917,
0.034335785,
0.014352766,
0.01422149,
0.0020292974,
-0.07398092,
0.004543584,
0.028618015,
-0.0295807,
-0.010589541,
0.017940957,
-0.006428843,
-0.004401369,
0.041278787,
-0.015578002,
-0.015125832,
0.009101754,
-0.010509317,
-0.007475399,
-0.044020984,
0.0041606976,
0.00678985,
0.023571208,
-0.021135323,
-0.029143116,
-0.005878216,
-0.00024500163,
0.011005246,
-0.028603429,
-0.03176862,
-0.019034918,
-0.017167892,
0.035473503,
-0.009006944,
-0.032352068,
-0.016409412,
0.03976183,
0.0058016386,
0.023454519,
-0.007464459,
0.026342576,
0.025919577,
0.028355464,
-0.0061006546,
-0.0040111896,
-0.025934163,
-0.0023830114,
-0.003909087,
-0.043641742,
-0.05291853,
-0.023848346,
0.015111245,
0.039878517,
-0.023950448,
0.0063559124,
0.02727609,
-0.01134802,
-0.012398222,
0.024490137,
0.046325594,
-0.016336482,
0.009087168,
0.067913085,
-0.0002677925,
0.017809682,
-0.0184223,
-0.00040271433,
-0.014418404,
-0.0119898105,
-0.026809333,
-0.025146512,
0.0010018857,
0.0004941056,
0.019968431,
0.022156352,
-0.0149362115,
-0.009196564,
-0.00214234,
-0.026123784,
-0.029332737,
0.028720118,
0.010254059,
-0.028530497,
0.01405375,
-0.054347973,
0.009612269,
-0.020829014,
-0.010079025,
0.050263852,
-0.051985018,
-0.042416506,
0.0333731,
0.016934514,
0.02806374,
0.028282532,
-0.006177232,
-0.026182128,
-0.025613269,
0.009364304,
0.0518975,
-0.0028825868,
0.003974724,
-0.026269646,
0.008401619,
0.07217224,
-0.016905341,
-0.0151987625,
-0.04089955,
-0.037632253,
-0.020376842,
-0.0076431395,
-0.042941608,
0.011012538,
-0.025554925,
-0.014520506,
-0.0024067138,
-0.005163495,
0.016992858,
0.029157702,
0.039120037,
0.047813382,
0.002184275,
0.041774716,
-0.06662951,
-0.0010119138,
0.019647537,
0.04512953,
-0.026853092,
-0.038040664,
0.01554883,
-0.026488438,
0.010553075,
-0.008846496,
0.010115491,
0.018203508,
0.027669916,
0.012441981,
0.031418554,
0.03226455,
-0.032731306,
-0.0013984465,
-0.016934514,
-0.0012489386,
0.049884614,
0.055748243,
0.01341196,
0.06896329,
-0.023454519,
0.02500065,
-0.011639743,
-0.004124232,
0.029026426,
0.035881914,
-0.02753864,
0.026940608,
-0.008963185,
-0.011267796,
-0.040782858,
0.015125832,
0.010976073,
-0.013820372,
-0.009517459,
0.019851742,
-0.049038615,
-0.008277637,
0.03876997,
0.020668566,
0.0031086719,
0.0508473,
0.012857686,
-0.0015835082,
0.040724516,
0.0076504326,
-0.012988961,
0.025161099,
0.045596287,
-0.0023520158,
-0.020230982,
-0.0061881715,
0.027261503,
0.012113793,
0.012412809,
0.020303912,
0.039791,
0.02818043,
-0.014848694,
-0.02360038,
-0.0046347473,
0.04244568,
0.009167392,
0.044750288,
-0.017488787,
0.034715023,
-0.02720316,
0.06412069,
-0.016817825,
0.010626006,
0.035881914,
0.00024089929,
0.0038908538,
-0.000024500165,
-0.01792637,
0.022871073,
0.0247381,
0.03649453,
0.020668566,
0.0070122886,
0.013047306,
0.011063591,
-0.0035116142,
0.036407016,
-0.06592937,
0.04256237,
-0.010830212,
-0.012113793,
-0.029070185,
-0.00940077,
0.024213,
0.054668866,
-0.056944307,
0.019866329,
0.022944005,
0.024913134,
-0.06132015,
-0.000022947537,
0.01576762,
0.04994296,
-0.01846606,
0.011304262,
0.028136672,
0.022200111,
-0.0441085,
-0.025204858,
-0.018480644,
-0.006490834,
-0.05802368,
0.010443679,
0.032060344,
-0.029536942,
0.021791698,
-0.033956543,
0.031331036,
0.017532546,
0.04396264,
0.03620281,
0.023965035,
0.0024577652,
-0.047346625,
0.02250642,
-0.07024687,
0.03567771,
-0.034860883,
0.013419253,
0.02806374,
0.016657377,
0.024811031,
0.009648735,
-0.02046436,
0.006501774,
-0.02984325,
-0.005932914,
0.031943657,
0.030018285,
0.06254539,
-0.006406964,
-0.01576762,
-0.00080360536,
0.015636347,
-0.037136324,
0.06406234,
0.011457416,
-0.041628856,
0.046558972,
0.039470106,
0.021850044,
-0.020843599,
0.009437235,
0.009860233,
-0.020406015,
-0.04833848,
-0.03112683,
-0.011472003,
0.003728583,
-0.020449774,
-0.018393127,
-0.022593938,
0.064704135,
-0.032672964,
-0.047229934,
0.033956543,
-0.031039314,
-0.028690945,
-0.007103452,
-0.00024158301,
0.011114642,
0.017955543,
0.058198716,
-0.002816949,
0.022273041,
0.01153764,
0.008678756,
-0.006483541,
-0.019399572,
0.056185827,
0.0058344575,
0.0060860687,
0.01830561,
0.03392737,
-0.0053604078,
0.012223189,
-0.004849893,
0.010181129,
-0.02946401,
-0.0033858088,
0.0068263155,
0.046004698,
0.04399181,
-0.03824487,
-0.004871772,
0.0038325093,
0.050059646,
-0.021806285,
0.024490137,
0.05201419,
0.019122435,
-0.0019071384,
-0.01144283,
0.010181129,
0.016978271,
0.03477337,
-0.0422123,
0.042358164,
0.009284081,
-0.042854093,
0.008430791,
-0.0110198315,
-0.018188922,
0.032935515,
0.034219094,
0.03404406,
-0.008080724,
-0.011829363,
-0.007325891,
0.033256408,
-0.009276788,
0.023585794,
-0.026459266,
-0.0069904095,
0.01963295,
0.004058595,
-0.03483171,
0.0093788905,
-0.017488787,
0.010363455,
-0.041278787,
-0.026415506,
-0.01395894,
-0.007314951,
0.030951798,
0.02352745,
0.023352416,
0.03699046,
-0.03658205,
0.010458265,
-0.030572558,
0.008328688,
-0.042533197,
-0.038945004,
0.043758433,
-0.0066695143,
0.026196714,
-0.06668785,
0.030805936,
-0.03734053,
0.051459916,
-0.030543385,
-0.02874929,
-0.003524377,
0.010713523,
-0.038974177,
0.019457916,
-0.022725213,
-0.049709577,
-0.028078327,
0.022287628,
0.04985544,
-0.018641092,
-0.027888708,
-0.011807484,
-0.020551877,
0.012339878,
-0.02995994,
-0.017634649,
0.003298292,
0.0047295573,
-0.053443633,
0.009298666,
0.0193704,
0.003803337,
-0.01403187,
-0.07637305,
-0.04229982,
0.015753036,
0.010873971,
0.012872272,
0.009050703,
0.018057646,
-0.0013091065,
-0.06412069,
0.020945704,
-0.00613712,
0.035269298,
-0.042270645,
0.04550877,
-0.018509816,
0.0051780813,
0.0029409314,
0.000013945151,
0.02761157,
0.030835109,
0.007854639,
-0.038332388,
0.010006095,
0.028340878,
-0.012113793,
0.01339008,
0.0051890207,
-0.019020332,
-0.026182128,
0.04833848,
-0.01441111,
-0.0017366628,
0.050147165,
-0.0048243674,
-0.024388032,
-0.0033876318,
-0.048513517,
-0.00069010694,
0.006618463,
0.008211999,
0.013404666,
-0.075264506,
0.032672964,
-0.040724516,
0.013565114,
0.022725213,
-0.06412069,
-0.03859494,
0.024315102,
0.0060787755,
-0.00011406821,
-0.004769669,
0.015592588,
0.017124133,
-0.011836656,
0.0121065,
-0.031797793,
-0.04629642,
-0.015067487,
0.05099316,
0.0392659,
-0.007355063,
-0.07491443,
-0.047580004,
0.100644395,
-0.045829665,
0.0014485865,
0.011544933,
0.0027658977,
0.046500627,
-0.036231983,
-0.033869028,
0.013966233,
0.01963295,
0.029230632,
0.019093262,
-0.032206208,
-0.036056947,
-0.0016053874,
-0.021689596,
0.10437845,
0.0066658678,
-0.06307048,
-0.0174742,
-0.0019344874,
-0.0016217969,
0.0072894255,
0.0037231133,
-0.037311357,
-0.043641742,
-0.03418992,
0.06067836,
0.003053974,
-0.005659424,
-0.008591238,
-0.09346801,
-0.013659924,
0.047463313,
0.025729958,
-0.049913786,
0.044837806,
-0.03173945,
-0.038857486,
-0.1032699,
-0.01367451,
-0.0003003834,
0.014994556,
-0.020756083,
0.03669874,
-0.010254059,
0.025219442,
0.02008512,
0.022214698,
-0.019545432,
0.005163495,
-0.042153955,
-0.038332388,
0.009969629,
0.044575255,
0.0048061344,
-0.00204753,
0.0077598286,
0.036231983,
0.018830713,
0.035240125,
-0.045975525,
-0.0034204507,
-0.036786254,
-0.008314102,
0.053881217,
-0.019880915,
-0.03949928,
0.0193704,
0.032322895,
0.05073061,
0.03669874,
-0.06867157,
0.034219094,
-0.008328688,
-0.06785474,
0.021252012,
-0.011318848,
-0.030922625,
-0.002877117,
0.008955892,
0.023746243,
-0.07199721,
0.032147862,
0.037778113,
-0.013499476,
0.010553075,
-0.08360778,
0.05723603,
0.05723603,
0.0145278,
0.0019618364,
-0.008233879,
-0.0017330162,
0.0027604278,
-0.025700785,
-0.04857186,
-0.028647186,
0.000004465582,
0.0040731807,
-0.03824487,
0.014309008,
-0.008562067,
-0.030543385,
-0.04014107,
0.031681105,
-0.0023301365,
0.028355464,
0.017838854,
0.02670723,
-0.01861192,
-0.0023866578,
-0.02416924,
-0.03649453,
0.0032745893,
0.034160748,
-0.03313972,
-0.008255757,
0.051372398,
0.029099358,
-0.060386635,
-0.062020283,
0.0001930385,
-0.015957242,
-0.0078035872,
-0.024563067,
-0.0055682603,
0.014578851,
-0.02058105,
-0.038332388,
0.03964514,
0.0032891755,
0.0084818425,
-0.04066617,
0.003781458,
-0.048484344,
-0.015096659,
0.030835109,
-0.027947051,
-0.036902945,
-0.025540339,
0.00688466,
-0.040520307,
-0.0344233,
0.05291853,
-0.018641092,
0.005101504,
0.0430583,
-0.00043530524,
0.051372398,
-0.017838854,
0.033985715,
0.0057906993,
-0.039382588,
-0.03594026,
-0.032002,
0.03185614,
0.00078674016,
-0.018188922,
-0.024358861,
-0.028880564,
0.018203508,
0.055427346,
0.004620161,
-0.059861537,
-0.029070185,
-0.011836656,
-0.018903643,
0.04679235,
-0.00032727662,
-0.007475399,
0.019968431,
-0.01664279,
-0.027903294,
-0.027305262,
-0.010115491,
-0.049009442,
-0.0344233,
-0.07328079,
-0.01974964,
-0.059628155,
-0.0014294421,
-0.08185744,
0.004091413,
0.002463235,
-0.0044524204,
-0.0009275876,
0.022564765,
0.0038689747,
0.03964514,
-0.030076629,
-0.0057323547,
-0.019851742,
-0.00058891554,
0.0022754385,
0.024854789,
-0.009911285,
0.03480254,
0.039090864,
-0.0057906993,
0.032964684,
0.027509468,
0.0047733155,
-0.015096659,
0.0068591344,
0.075439535,
-0.022841902,
-0.03888666,
0.0149362115,
-0.0020384137,
-0.030280836,
0.03246876,
-0.006625756,
-0.01312753,
0.0039820173,
0.031068487,
-0.0011823893,
0.009254908,
0.027874121,
0.04308747,
0.01569469,
0.03060173,
-0.019209951,
0.011851242,
-0.015315452,
0.019166194,
-0.029070185,
-0.049534544,
0.029989112,
0.04498367,
-0.002122284,
0.04793007,
-0.01766382,
0.007562916,
-0.012062741,
0.002951871,
0.0063449726,
0.020376842,
0.02765533,
-0.014848694,
-0.015023729,
0.009028823,
-0.04550877,
0.00923303,
-0.071122035,
-0.010815626,
0.0045362907,
-0.047755037,
-0.016555274,
0.002094935,
0.0013656277,
0.016949099,
0.004229982,
-0.0035043212,
0.018582748,
0.024942307,
0.0014458515,
0.012952496,
-0.0072128484,
-0.056798443,
-0.007154504,
-0.00001972833,
-0.018641092,
-0.0002468249,
0.021660425,
0.057206858,
-0.002319197,
-0.019953845,
-0.045304563,
-0.016278137,
0.024883961,
0.003101379,
-0.042241473,
-0.0013072832,
-0.054843903,
0.010939608,
-0.024067137,
0.03468585,
-0.03138938,
0.002618213,
0.0032873522,
0.012784755,
-0.009656027,
0.009087168,
-0.0032618265,
-0.033198062,
-0.012974375,
0.039382588,
0.044079326,
-0.0042153955,
0.03809901,
0.023104452,
0.006917479,
0.023673313,
0.0489511,
0.008846496,
0.06872991,
0.0024997005,
-0.037690595,
-0.0037887509,
0.0007511864,
0.014622609,
-0.03710715,
0.0044050156,
-0.030514214,
0.034715023,
0.02447555,
0.0052291327,
0.008474549,
-0.008292223,
0.0049009444,
-0.0004968405,
0.0034405068,
0.01424337,
-0.044429395,
-0.03798232,
0.0034787953,
-0.0097143715,
0.048221793,
0.0016081224,
0.005156202,
0.046325594,
0.0387408,
0.05913223,
-0.0026218593,
-0.010203008,
-0.020785255,
0.040432792,
-0.0067752637,
-0.007584795,
0.0017740398,
0.027319849,
-0.006633049,
0.011705381,
-0.01182207,
0.02492772,
0.04270823,
-0.01080104,
-0.027524054,
-0.02352745,
-0.0039893105,
-0.056302518,
0.037369702,
-0.07520616,
-0.022200111,
-0.0008678756,
-0.026080025,
-0.01562176,
0.04577132,
-0.049767923,
0.042591542,
0.01834937,
0.069021635,
0.014133974,
0.08174075,
0.012828514,
-0.01619062,
0.017430441,
0.03109766,
-0.058315404,
0.013842251,
0.01255867,
0.013740147,
-0.019662121,
-0.06260373,
-0.020741496,
-0.0035097909,
0.018772367,
-0.017240822,
-0.039849345,
-0.008788152,
0.0017457791,
-0.0040330687,
-0.005859983,
0.07660643,
0.03976183,
0.02893891,
-0.0076504326,
-0.03643619,
-0.05773196,
-0.019807983,
-0.00987482,
0.0059949053,
0.005068685,
-0.049301166,
0.006458015,
-0.0073915287,
-0.01671572,
-0.021660425,
-0.00085967086,
-0.036669567,
-0.029493183,
0.007504571,
0.03643619,
0.02901184,
0.014024577,
-0.016146861,
0.0029956293,
0.025977923,
0.0016728484,
0.03404406,
0.081273995,
-0.018699437,
0.010246766,
-0.008387033,
0.016671963,
-0.027932465,
-0.0111292275,
0.0029263452,
0.026415506,
-0.082965985,
-0.01255867,
-0.01023218,
0.011231331,
-0.0126972385,
-0.007114392,
-0.025481993,
-0.017882613,
-0.0537937,
0.0007211025,
-0.046208903,
-0.011924173,
-0.042883262,
-0.04451691,
-0.03553185,
-0.047755037,
0.25251532,
0.055018935,
0.05251012,
0.012208602,
-0.0055755535,
0.02803457,
0.024271343,
-0.028267948,
0.0027367254,
-0.06528758,
-0.011216745,
-0.008875669,
0.020347672,
0.004211749,
-0.021295771,
0.009313253,
-0.016496928,
-0.008773565,
0.032906342,
-0.04743414,
-0.0494762,
-0.011683501,
-0.021368701,
0.064004,
0.010822919,
0.0034204507,
0.004612868,
-0.06225366,
0.027684502,
-0.050468057,
0.033081375,
0.017882613,
0.030047458,
-0.032439586,
0.029274391,
0.055369005,
-0.009057996,
-0.04626725,
-0.027057298,
0.021427047,
0.030455869,
-0.007121685,
0.016701136,
0.012405516,
-0.029828664,
0.01837854,
0.027217744,
0.029361907,
0.007592088,
-0.074739404,
0.05288936,
-0.05364784,
-0.011296969,
0.004080474,
-0.0518975,
-0.011085469,
-0.026911436,
-0.013696389,
0.003517084,
0.03138938,
0.0006819022,
0.0061334735,
-0.0018642915,
0.00093715976,
-0.017284581,
-0.010035267,
-0.029361907,
0.04959289,
-0.039849345,
0.006851841,
-0.035065092,
-0.026050853,
-0.01970588,
-0.050526403,
0.011763725,
0.026036266,
0.05382287,
0.0143017145,
0.022185525,
-0.03582357,
-0.005794346,
0.01246386,
-0.009867527,
0.028880564,
0.001738486,
0.030805936,
-0.027246917,
0.0049082376,
0.012471153,
0.0043430245,
0.02122284,
0.035240125,
-0.030426696,
-0.03071842,
0.017226236
] | Get started by making sure you have PyTorch installed. MPS acceleration is supported on macOS 12.3+.
pip install torch torchvision torchaudio
[TrainingArguments] uses the mps device by default if it's available which means you don't need to explicitly set the device. For example, you can run the run_glue.py script with the MPS backend automatically enabled without making any changes. |
[
0.057262238,
-0.037758198,
-0.023878645,
0.029430466,
0.02969207,
-0.008611136,
-0.021466073,
-0.0032373513,
0.025869742,
0.012666001,
0.033601597,
-0.013552548,
0.020710329,
-0.04554819,
-0.008116995,
0.033746935,
0.011779454,
-0.032002907,
-0.033136524,
-0.012767736,
0.014141157,
0.03883368,
-0.064529024,
-0.033659734,
-0.0400545,
0.031014625,
0.02079753,
-0.0014006721,
0.04996639,
0.007688255,
-0.03886275,
-0.010776637,
0.023268236,
-0.0023489872,
0.007898992,
-0.044647105,
0.034618948,
0.008327732,
-0.0547334,
-0.060052685,
0.007492052,
-0.024053048,
0.04098465,
-0.021814879,
-0.066912524,
0.008938141,
0.018137887,
0.048745573,
0.04339722,
-0.038572077,
-0.01745481,
0.047873557,
0.034444544,
0.0019692979,
-0.014431829,
-0.013349078,
-0.033049323,
0.004799709,
-0.036450177,
-0.017047869,
0.031712234,
0.047117814,
0.00043827778,
-0.04136252,
-0.0067472067,
0.013697883,
-0.013567082,
-0.019504042,
-0.022250885,
-0.008044328,
-0.010834771,
0.034880552,
-0.0021382505,
-0.04147879,
-0.03520029,
-0.002636025,
0.025273867,
0.0065037697,
0.00093559816,
0.04764102,
0.0008529385,
0.06150604,
0.011038241,
-0.011147243,
-0.041536923,
-0.045373786,
0.04804796,
0.006997911,
-0.06574984,
0.007630121,
-0.02459079,
0.019896448,
-0.0067908075,
0.022672359,
0.0357235,
0.046972476,
-0.018254155,
0.023835044,
-0.002492506,
0.0059078936,
0.078364976,
0.104583524,
-0.021437006,
0.019663911,
-0.03206104,
0.013022073,
0.046187665,
-0.0358107,
-0.074702516,
0.009926423,
-0.015100372,
0.01982378,
0.012673267,
-0.0130729405,
-0.041536923,
0.0116631845,
-0.0026269415,
-0.0045671724,
-0.027395766,
-0.007760923,
-0.017440276,
-0.048919976,
0.02246889,
-0.07173767,
-0.0020183485,
-0.026523754,
0.004788809,
0.048832774,
-0.0068925424,
-0.045286585,
0.03470615,
0.002272686,
0.020056317,
0.022977564,
0.016771732,
0.0018512127,
-0.018414024,
-0.004814243,
0.050925605,
-0.01627759,
-0.004301935,
-0.0069179763,
-0.037700064,
0.074702516,
0.013697883,
-0.007826324,
0.004407303,
-0.022410754,
-0.031828504,
0.0137196835,
-0.013290944,
-0.006983377,
0.0056462893,
-0.00231447,
0.008334999,
-0.0010336997,
0.028238714,
0.019954583,
-0.0036715416,
-0.014024889,
0.010420565,
-0.0019602145,
-0.027032427,
0.028442184,
0.011219911,
0.03836861,
-0.005381052,
-0.045896992,
-0.03508402,
0.0071323463,
0.0015596331,
0.021509673,
-0.004312835,
0.011212644,
0.03438641,
0.0019184303,
0.037612863,
0.021015532,
0.017469343,
0.021625942,
-0.009018076,
-0.02226542,
0.034880552,
0.030200744,
-0.018021619,
0.04671087,
0.0007348533,
0.045460988,
-0.011982923,
-0.036450177,
0.039996367,
0.049297847,
-0.036566447,
0.0070596784,
-0.03458988,
0.0009464983,
-0.055925153,
0.008414933,
-0.037700064,
-0.040374238,
-0.029386865,
0.040403306,
-0.051070943,
-0.00096829864,
-0.019765647,
-0.00052002905,
-0.0026923427,
0.040316105,
-0.0023617041,
0.012993006,
0.028572986,
-0.0168444,
-0.020376056,
-0.0064383685,
0.041740395,
-0.00889454,
-0.04240894,
-0.006227632,
0.006405668,
-0.01433736,
0.032700516,
0.03520029,
0.041159052,
0.0105441,
0.011074576,
-0.01733854,
-0.0028558453,
0.037264057,
0.023311837,
0.03209011,
0.0421764,
0.03307839,
-0.011525116,
0.06336634,
-0.001962031,
0.004647107,
0.053686984,
0.018239623,
0.0105005,
0.0005477337,
-0.009788355,
-0.007833591,
0.0035280224,
-0.0027068763,
0.023689708,
0.03418294,
-0.008574802,
-0.006220365,
-0.037903532,
0.024401853,
-0.068947226,
0.032845855,
0.01246253,
-0.0033372694,
-0.06476156,
-0.057785448,
0.006758107,
0.046681806,
-0.02565174,
0.014410028,
0.010972841,
-0.021422472,
-0.010529567,
0.013995822,
0.031101827,
0.049297847,
-0.019460442,
0.032002907,
0.007840858,
-0.027134163,
-0.05310564,
-0.034996822,
-0.054704335,
-0.0076737213,
-0.076330274,
0.0139885545,
0.019213371,
-0.024183849,
0.023340903,
-0.015710782,
0.009127078,
0.0071250796,
-0.03397947,
0.026669089,
0.029793805,
-0.015303843,
-0.044036698,
0.012222727,
-0.06540103,
0.011248978,
-0.03743846,
-0.0038877283,
-0.009047143,
-0.0036115905,
0.021393405,
0.028660187,
0.0029702971,
-0.018879099,
-0.024779726,
0.028325915,
-0.026930694,
-0.02610228,
0.037612863,
-0.0078771915,
-0.025593605,
0.034735218,
0.02499773,
-0.049791988,
0.06278499,
0.06162231,
-0.04322282,
0.035142157,
0.04551912,
0.023718776,
-0.031741302,
0.019038968,
0.02361704,
-0.0147225,
-0.014620765,
-0.06761014,
-0.046652738,
0.03197384,
-0.028456718,
-0.008545735,
-0.010253429,
0.03662458,
-0.011634118,
-0.03508402,
0.029096194,
-0.025753474,
-0.015463712,
-0.01668453,
-0.028485784,
0.016495595,
0.009112544,
0.024779726,
-0.077086024,
0.010304296,
-0.013399946,
-0.00010837724,
-0.011714052,
-0.03255518,
0.0110164415,
0.052931238,
-0.0011018257,
0.00017621946,
0.017324008,
-0.03197384,
0.0023035698,
-0.019969117,
0.012070124,
0.015492778,
0.02560814,
0.01765828,
-0.0028195113,
0.028907258,
-0.025419202,
-0.003001181,
0.0231229,
0.022425288,
-0.012164593,
0.04110092,
0.019707512,
0.0064202016,
-0.03621764,
-0.025840675,
-0.011387047,
0.021480607,
0.021291671,
-0.06726133,
0.03531656,
-0.0010028159,
-0.020739395,
-0.007964393,
0.0017776365,
-0.05394859,
0.015100372,
0.037612863,
0.058163323,
-0.005511854,
-0.0054973206,
0.050518665,
0.00011536016,
0.0044363705,
0.03392134,
0.009490417,
-0.005577255,
0.020623127,
-0.014649832,
-0.021146335,
0.020259788,
-0.009846489,
-0.000045814788,
-0.025273867,
-0.030607685,
-0.007306749,
0.03557816,
0.017193206,
0.040432375,
0.032119174,
0.0756908,
-0.01284767,
0.018414024,
-0.0005245708,
-0.024314651,
-0.008705605,
-0.04057771,
0.04493778,
0.010558634,
0.009403216,
-0.039938234,
-0.0066236714,
-0.015303843,
0.028369516,
-0.015303843,
-0.032206375,
-0.03569443,
0.037089653,
0.030723954,
0.028369516,
0.029997274,
-0.015405578,
-0.00925788,
-0.008225997,
0.053745117,
0.006394768,
-0.001556908,
-0.015303843,
-0.006572804,
0.022221819,
-0.01031883,
-0.06307566,
0.0137196835,
-0.014213825,
-0.04237987,
0.022730494,
0.026974294,
-0.022134617,
0.028820056,
-0.059762012,
-0.027337633,
0.0023344536,
0.0070451447,
0.005184849,
-0.001664093,
-0.010718503,
-0.0075065857,
0.0027831774,
-0.017527478,
-0.0064347354,
0.025797075,
-0.020448724,
0.008262331,
-0.025026796,
0.015594513,
0.011779454,
-0.027948042,
0.021553274,
0.034153875,
0.029604869,
-0.022425288,
-0.0066600055,
0.034880552,
-0.042002,
-0.050053593,
0.0189663,
0.0107984375,
-0.023544373,
0.03642111,
-0.0035988737,
-0.034996822,
0.011961123,
0.035142157,
0.002981197,
-0.012658734,
-0.009810155,
0.025927877,
-0.03732219,
0.020506859,
0.01962031,
-0.053163774,
0.03964756,
-0.0210446,
-0.020346988,
0.014940503,
-0.0464202,
-0.044327367,
0.024111181,
-0.00611863,
0.0067363065,
0.0031701336,
-0.009192479,
0.022003815,
-0.003399037,
-0.01847216,
-0.012200926,
-0.03650831,
0.005355618,
0.04322282,
0.020870198,
0.022614224,
-0.047931693,
-0.04150786,
0.06615678,
-0.006144064,
0.017367609,
0.0105441,
0.03621764,
0.03552003,
0.007139613,
-0.016451994,
0.035374694,
-0.034095738,
0.013109274,
0.011866654,
-0.0033009355,
-0.009744754,
-0.047931693,
-0.02903806,
0.026465619,
-0.0485421,
-0.051739484,
-0.028907258,
0.022803161,
0.010587701,
-0.012651467,
0.04331002,
-0.01982378,
-0.06522663,
-0.04453084,
0.040781178,
-0.052262694,
0.0017040604,
-0.024954129,
-0.059529476,
0.010079026,
0.029822873,
0.04086838,
-0.023907712,
-0.0061767646,
-0.034648016,
0.025811609,
-0.059878282,
-0.0035589063,
-0.015638115,
0.0076809884,
-0.05534381,
0.060052685,
-0.022483423,
0.0189227,
0.0209574,
0.03438641,
0.019489508,
0.05240803,
-0.05534381,
-0.033252794,
-0.025361069,
0.018196022,
0.009490417,
0.00778999,
-0.0147007,
0.025288401,
-0.0211318,
0.011256245,
-0.04621673,
-0.054181125,
-0.029968208,
-0.036711782,
0.07098193,
-0.00008209192,
0.00055091287,
-0.020128986,
0.016655464,
-0.008705605,
-0.020812063,
-0.027235897,
-0.010042693,
-0.035461895,
-0.02447452,
0.058628395,
-0.021189936,
-0.028078845,
0.0054428196,
0.010900172,
0.04331002,
-0.053047508,
0.047873557,
0.06877282,
0.020492325,
0.003626124,
-0.02899446,
0.042932145,
0.0105441,
-0.04136252,
-0.041304387,
-0.0018748296,
-0.028049778,
0.013109274,
-0.04086838,
-0.062145516,
-0.023151966,
-0.008320465,
0.025797075,
-0.004861477,
0.066098645,
0.009141612,
-0.04987919,
-0.029590335,
0.04159506,
-0.020623127,
0.008785539,
0.036857117,
-0.013189209,
0.016364792,
-0.011445181,
-0.032031976,
-0.02161141,
0.0071868473,
0.023602506,
-0.025390135,
-0.01937324,
0.02454719,
0.04017077,
-0.02842765,
-0.032206375,
-0.0023399037,
-0.0069216094,
-0.052146427,
-0.031944774,
-0.024445454,
-0.008109729,
-0.035374694,
0.01790535,
0.019474976,
-0.01411209,
-0.018370423,
-0.010188028,
0.022163684,
-0.019474976,
-0.012666001,
0.026116813,
-0.03397947,
0.011198111,
-0.009403216,
0.0056390227,
-0.027904442,
-0.0037859932,
0.03926969,
-0.019663911,
0.0040112636,
0.014882369,
0.018225089,
0.057407577,
0.029357798,
0.020346988,
0.009148878,
-0.03796167,
-0.01831229,
-0.0024307384,
0.025753474,
-0.0016232174,
-0.0048033427,
-0.025317468,
-0.027105097,
0.017512944,
0.01778908,
0.020710329,
-0.07115632,
-0.013545281,
-0.053250976,
-0.014540831,
-0.009570352,
-0.021524208,
-0.023936778,
0.0027722772,
-0.033950403,
-0.022279954,
-0.009083477,
0.062203653,
-0.027962577,
0.020259788,
-0.054675266,
0.0018657462,
-0.04671087,
-0.036479246,
-0.040228903,
0.0062821326,
0.009955491,
-0.0018430375,
-0.035142157,
0.016088655,
0.033339996,
0.0033263694,
-0.012360795,
-0.003030248,
-0.02145154,
-0.002993914,
-0.011445181,
0.00970842,
-0.0138286855,
0.018530294,
0.015536379,
-0.030462349,
0.0031446998,
0.014213825,
0.006990644,
0.00029839223,
-0.011743119,
0.047989827,
-0.044356436,
0.009817422,
0.0032010174,
0.026276683,
-0.04796076,
0.00039240622,
-0.0026850759,
-0.03601417,
-0.0034371878,
0.039589427,
0.015754383,
0.030723954,
-0.00034153875,
0.009359615,
0.0038513944,
0.036769915,
-0.00052729587,
0.0065582707,
0.008938141,
-0.019155236,
-0.013450813,
-0.0035807067,
0.035781633,
-0.001434281,
-0.034996822,
0.043542556,
0.010406031,
-0.0013152875,
-0.016088655,
0.012484331,
0.029910073,
0.01754201,
-0.0069397767,
-0.020506859,
-0.00546462,
0.0068489416,
-0.020361522,
0.029285131,
-0.06202925,
-0.020535925,
0.0079861935,
-0.04316468,
0.010914706,
-0.01517304,
-0.0040003634,
0.01761468,
0.040723044,
0.013022073,
-0.002223635,
-0.0029212462,
0.00991189,
0.048629303,
-0.028529385,
-0.010035425,
0.015623581,
0.048483968,
-0.024401853,
-0.02068126,
0.0022472523,
0.0756908,
0.0003179217,
-0.0110673085,
-0.067145064,
-0.018806431,
-0.016539196,
0.03127623,
-0.015725316,
0.011023708,
0.0059805615,
0.039473157,
-0.035839766,
0.022890363,
-0.033572532,
0.007074212,
0.04775729,
-0.009977291,
-0.017585611,
0.017033337,
0.014257425,
-0.00505768,
0.01627759,
0.0137196835,
0.0057225907,
-0.007557453,
-0.0041856663,
-0.016466528,
0.0075429194,
0.014061223,
0.033310927,
-0.033223726,
0.013552548,
0.041653194,
-0.020216187,
-0.0123680625,
0.031072758,
0.028456718,
0.003989463,
0.046914343,
0.0067617404,
-0.020812063,
-0.0046616406,
0.002392588,
0.028413117,
-0.008734671,
-0.004349169,
-0.0042001996,
-0.0012598783,
-0.03520029,
-0.007219548,
-0.041565992,
0.03610137,
-0.0036697248,
-0.006696339,
-0.012106459,
-0.012251794,
0.0011127259,
0.046972476,
0.04229267,
0.07377237,
0.008596603,
0.010871106,
0.05441366,
-0.043862294,
0.0056099556,
-0.0073103826,
-0.0040693977,
-0.029503133,
-0.06191298,
-0.072144605,
0.041333456,
0.031392496,
0.0016095921,
0.021262603,
-0.020114452,
-0.029110728,
-0.072609685,
-0.00923608,
-0.044182032,
-0.007521119,
0.03613044,
-0.028950859,
-0.025477337,
0.052931238,
-0.023675175,
0.034473613,
0.038688347,
0.07417931,
0.017062403,
0.07150513,
0.03694432,
-0.010413298,
0.025506403,
0.03136343,
-0.052785903,
0.015972387,
0.03557816,
0.030723954,
0.011292579,
-0.046333,
-0.0526115,
-0.0011172676,
0.05918067,
-0.0078771915,
-0.029619403,
0.029285131,
-0.0039858297,
-0.046885274,
-0.020506859,
0.10045599,
0.02075393,
0.03054955,
0.0070160776,
-0.018239623,
-0.019358706,
0.008138795,
-0.039502226,
0.00927968,
-0.014511763,
-0.0400545,
-0.0033572533,
-0.042554274,
-0.010943773,
0.012898537,
-0.0115541825,
-0.037264057,
0.04316468,
0.026189482,
0.045344718,
-0.00356799,
-0.021364339,
-0.05784358,
0.039909165,
0.05208829,
0.005577255,
0.04095558,
0.054093923,
-0.021640476,
-0.013567082,
-0.032700516,
0.028282315,
0.012549732,
0.009148878,
-0.00012716868,
-0.0055445544,
0.0027014262,
-0.04685621,
0.011241712,
0.014955036,
0.033950403,
-0.008102462,
-0.04976292,
-0.02777364,
-0.05025706,
-0.013610682,
-0.0064347354,
0.06150604,
-0.045373786,
-0.023384504,
0.009192479,
-0.0712726,
0.25183758,
0.058657464,
0.029517667,
-0.02398038,
-0.002160051,
0.029445,
0.047059678,
-0.039415024,
-0.011852121,
-0.027628304,
-0.014955036,
-0.0047088745,
-0.003377237,
0.028369516,
-0.0030683987,
0.02402398,
-0.04554819,
-0.0060205287,
-0.016829867,
-0.036740847,
-0.052233625,
0.010398765,
0.000020821033,
0.07510946,
0.0058788266,
0.0037024254,
0.0049305116,
-0.0485421,
0.020317921,
-0.02786084,
0.048018895,
-0.059936415,
0.022774095,
-0.022236353,
0.00484331,
0.007964393,
0.005224816,
-0.06592424,
0.010885639,
-0.022483423,
0.0105005,
-0.00012648742,
0.07202834,
-0.011532383,
-0.040287036,
0.0034444546,
-0.0040475973,
0.04673994,
0.02427105,
-0.097781815,
0.027962577,
-0.04554819,
0.03694432,
-0.027700972,
-0.052466165,
-0.02088473,
-0.04955945,
-0.04563539,
-0.03682805,
0.028398583,
0.007462985,
0.010347897,
0.016858933,
0.001494232,
-0.011953856,
0.036304843,
-0.021422472,
0.00567899,
-0.0036660915,
0.0026687256,
0.011801253,
-0.026887093,
-0.023864111,
-0.048919976,
0.015899718,
0.028049778,
0.01871923,
0.041449722,
0.02671269,
-0.011975656,
0.015420111,
0.002207285,
-0.036857117,
0.018326823,
-0.010413298,
0.058453992,
-0.05583795,
0.027628304,
0.035897903,
0.0012725951,
0.022018349,
0.06784268,
-0.010071759,
-0.007096012,
0.008480335
] | export TASK_NAME=mrpc
python examples/pytorch/text-classification/run_glue.py \
--model_name_or_path google-bert/bert-base-cased \
--task_name $TASK_NAME \
- --use_mps_device \
--do_train \
--do_eval \
--max_seq_length 128 \
--per_device_train_batch_size 32 \
--learning_rate 2e-5 \
--num_train_epochs 3 \
--output_dir /tmp/$TASK_NAME/ \
--overwrite_output_dir |
[
0.019262295,
0.0068159457,
0.011745302,
0.004485237,
0.0074362443,
-0.0005496434,
0.04040384,
-0.026852697,
0.0033162127,
-0.012200432,
-0.033063024,
0.0044962484,
0.028555766,
-0.061310478,
-0.032417033,
0.020143192,
-0.016619602,
-0.034501825,
-0.049330268,
-0.006485609,
0.0069077057,
0.022051804,
-0.07933951,
-0.024342138,
-0.0024132924,
0.0602534,
0.07023691,
-0.0072857575,
0.07540484,
0.03887695,
-0.0036667364,
0.019247614,
0.027557414,
-0.045160685,
-0.0104019325,
-0.03209404,
0.012193091,
-0.014277883,
-0.050299257,
-0.048831094,
-0.00514591,
0.008867703,
0.005439543,
-0.0196587,
-0.004745836,
0.0046614166,
-0.01289781,
0.019688062,
0.04968263,
-0.03661598,
-0.00784733,
0.018498851,
0.0006547088,
0.009124631,
-0.02056896,
0.0043420913,
-0.0364398,
-0.003031756,
-0.034854185,
-0.008508003,
0.052912585,
0.045953494,
0.005648756,
-0.03517718,
0.0013663089,
-0.008008827,
-0.007634446,
-0.000051615098,
-0.020157874,
-0.018498851,
-0.0045696567,
0.01832267,
0.012347248,
-0.06753548,
-0.017661998,
-0.01587084,
-0.022712478,
-0.025002811,
0.03661598,
0.036762796,
0.043986157,
0.043545708,
0.044544056,
0.021787535,
-0.011158037,
-0.05907887,
0.026206706,
-0.014542152,
-0.040550657,
-0.047891468,
-0.009131973,
0.033063024,
-0.023945734,
0.004529282,
0.043516345,
0.02742528,
-0.029700933,
0.031183777,
0.01362455,
-0.002499547,
0.0461884,
0.08897066,
0.00046017725,
0.020422144,
-0.002923479,
0.0063167703,
-0.0032740028,
-0.0046173716,
0.011106651,
-0.010835041,
0.0009616466,
-0.014916534,
0.018909937,
-0.025281763,
0.0008923677,
0.027851047,
-0.044573423,
0.013294213,
-0.018836528,
-0.045542408,
-0.047597837,
0.03221149,
0.011980208,
-0.05990104,
0.011172718,
-0.035735082,
-0.022242665,
0.05972486,
-0.0017250912,
-0.00002133424,
-0.016927917,
0.022051804,
0.013521778,
0.030655239,
-0.03629298,
-0.029084304,
-0.015562525,
0.007568379,
0.03696834,
-0.031682953,
0.0066617886,
-0.0063828374,
0.0075610382,
0.09002774,
0.008647478,
0.023064837,
-0.00030143216,
-0.068357654,
-0.013228146,
0.03318048,
-0.03329793,
0.03582317,
0.024533,
-0.005766209,
-0.04715739,
0.016281925,
-0.017118778,
0.0011286502,
-0.00884568,
-0.014879829,
-0.018572258,
0.00034364185,
-0.037291333,
0.057963066,
0.036880247,
0.014189793,
-0.039288037,
0.0065736985,
0.029421981,
-0.040785562,
-0.055878274,
-0.01814649,
0.008515344,
0.016149791,
0.022110531,
0.006837968,
0.012875787,
-0.012846424,
0.010145005,
0.009161335,
0.012193091,
-0.012861106,
0.024151277,
0.032798756,
-0.046570122,
-0.01595893,
0.0061919764,
-0.0074913003,
-0.0074545965,
-0.00068269565,
0.018263945,
0.03274003,
-0.0286879,
0.012119683,
-0.010607475,
0.03508909,
-0.038847584,
-0.015768068,
0.014307246,
-0.06342463,
-0.04104983,
0.054938648,
-0.016575558,
0.027219737,
0.038142867,
-0.030156063,
0.017471137,
-0.003373104,
-0.017647317,
-0.025780939,
0.059519317,
0.016648965,
-0.0059313774,
-0.0080528725,
0.027366553,
-0.0097486,
-0.036704067,
0.02670588,
-0.05267768,
-0.01751518,
-0.010790996,
0.03191786,
0.011180059,
0.024929402,
0.011268149,
0.025281763,
-0.0321234,
0.04413297,
0.010409274,
-0.010724929,
0.014843125,
0.03520654,
0.01669301,
0.06994327,
0.03482482,
0.030802054,
0.07064799,
0.013323577,
0.013294213,
-0.004855948,
-0.029348573,
-0.00857407,
0.052442774,
0.018528214,
0.006489279,
-0.031007597,
0.019864243,
0.023798918,
0.011077288,
0.04610031,
-0.06477534,
0.018190537,
0.013147397,
0.00883834,
-0.0682402,
-0.032593213,
0.020245964,
0.060488306,
-0.0008602516,
-0.032417033,
-0.020422144,
0.024092551,
0.038465865,
0.013103353,
0.03503036,
0.042517994,
-0.0098146675,
0.0024536669,
-0.026676517,
-0.04836128,
-0.038407136,
-0.015254211,
-0.05455693,
0.026324159,
-0.038025416,
0.015988292,
0.008941111,
-0.045307502,
-0.013118034,
0.002218761,
0.0052633635,
0.010827701,
-0.025178991,
0.01902739,
0.04574795,
0.003195089,
-0.049565174,
0.021479221,
-0.014791739,
0.012259159,
-0.0056193927,
-0.007884034,
0.014813762,
-0.032769393,
0.024973448,
0.014740353,
-0.02642693,
-0.015386346,
-0.014865148,
0.02661779,
-0.026911423,
0.009535717,
0.023475923,
0.018278627,
-0.016032336,
0.024092551,
-0.0031014937,
-0.015078031,
0.01109197,
0.029642206,
-0.043809976,
0.018469486,
0.01506335,
-0.0073004393,
-0.038759496,
0.030684602,
0.07070672,
0.018352034,
-0.05893205,
-0.010056915,
-0.05311813,
-0.029128348,
0.010211072,
0.013301554,
-0.01578275,
0.057140894,
-0.027469324,
-0.05834479,
-0.003708946,
-0.021053454,
-0.041519642,
-0.025472624,
-0.00875759,
0.040345114,
-0.012193091,
0.010886427,
-0.06970837,
0.0122077735,
0.0036777477,
0.016164472,
-0.0035217553,
-0.0027895092,
0.03943485,
0.015562525,
-0.02968625,
-0.014094362,
0.03159486,
-0.02058364,
-0.0011754478,
0.0045916787,
-0.005079843,
-0.022815248,
0.038730133,
0.026999513,
0.0033510814,
0.040844288,
-0.047216114,
0.025501987,
0.035764445,
0.023534648,
0.026265431,
0.039640393,
0.032005947,
0.007884034,
-0.033239204,
-0.019276977,
0.01587084,
0.014329269,
0.05708217,
-0.05329431,
0.04087365,
0.0014057658,
-0.027087603,
-0.0038135527,
0.009051223,
-0.025692848,
0.050034985,
0.023505285,
0.03174168,
-0.010225753,
-0.0047715288,
-0.06107557,
-0.0023839292,
0.033562202,
0.001497526,
0.0045953495,
-0.023285061,
-0.007641787,
-0.005090854,
-0.052178502,
0.0073114503,
-0.0017425256,
-0.015577206,
-0.007238042,
-0.0058799917,
-0.032945573,
0.039992753,
0.047832742,
0.049300905,
0.006665459,
0.05998913,
-0.0049770717,
0.035735082,
0.022697795,
0.009601784,
0.013705299,
-0.047568474,
0.033063024,
0.0042613423,
0.004092504,
-0.022037122,
-0.0016975632,
-0.04477896,
0.033797108,
-0.017192185,
0.0039934027,
-0.02742528,
-0.0036245268,
-0.013991591,
0.013896161,
-0.048067648,
-0.004547634,
-0.022418845,
0.023608057,
0.06683077,
-0.03864204,
-0.00640486,
-0.049917534,
-0.00094237697,
-0.0027656516,
-0.022771204,
-0.05781625,
-0.014498107,
-0.023167608,
-0.03570572,
0.011172718,
0.018087765,
-0.024547681,
0.04213627,
-0.06283736,
0.025120264,
-0.0040741516,
-0.0032556509,
0.004499919,
0.047862105,
0.014116385,
-0.0014525636,
0.04477896,
0.040550657,
-0.0064122006,
0.0042356495,
0.0060047857,
0.0074949707,
-0.016707692,
-0.03382647,
-0.0016663647,
-0.0033235534,
-0.0010515716,
0.03103696,
0.026001163,
-0.00875759,
0.055966362,
0.025957117,
-0.010519386,
-0.043868702,
0.048008922,
0.049946897,
0.027351871,
0.034355007,
0.0037493205,
-0.025061538,
0.030831417,
0.0160617,
0.0194972,
0.0057992428,
-0.016913235,
-0.0033345646,
-0.009102609,
-0.02218394,
0.0014773387,
-0.017544545,
0.043134622,
-0.018117128,
-0.0019985365,
-0.026118616,
-0.07100035,
0.034678005,
-0.015665296,
-0.006760889,
0.036234256,
0.02137645,
0.0018737427,
0.0008643808,
-0.016839826,
0.019291658,
-0.028012546,
-0.022873975,
0.02155263,
0.051297605,
0.011231445,
0.037144516,
-0.016707692,
-0.0036245268,
0.025267081,
0.0061112274,
0.01832267,
-0.06371826,
-0.01136358,
-0.006929728,
-0.053705394,
0.0064525753,
-0.024562363,
-0.026059888,
-0.011503055,
-0.03447246,
-0.00009588938,
-0.0075390157,
-0.0036025043,
-0.0008703452,
0.05349985,
-0.024254048,
-0.03834841,
-0.008265756,
0.029877111,
0.0039456873,
0.051649965,
-0.005729505,
-0.0058322763,
-0.027807003,
-0.04607095,
0.027851047,
-0.06407062,
-0.033415385,
-0.04013957,
-0.04310526,
0.0104019325,
0.05546719,
0.01623788,
-0.029436663,
0.01895398,
-0.04718675,
0.01995233,
-0.035588264,
-0.027807003,
-0.024004461,
0.0077372175,
-0.041079193,
0.050093714,
-0.028981533,
0.006459916,
0.002409622,
0.034531187,
0.03400265,
0.026838014,
-0.01002021,
-0.015489117,
0.041431554,
-0.007913397,
-0.0015975445,
0.047715288,
-0.028262133,
0.022580342,
-0.017838176,
0.027146328,
-0.034413736,
-0.047069296,
-0.037761144,
0.0062029874,
0.074817576,
-0.037937324,
-0.025971798,
-0.0016636119,
-0.000065149725,
0.032446396,
0.040932376,
-0.006937069,
-0.017838176,
-0.047597837,
-0.05341176,
0.014813762,
-0.024841314,
-0.018528214,
-0.022888657,
-0.0059607406,
0.03265194,
-0.010468001,
0.015268892,
0.015210166,
-0.021758173,
-0.0341201,
-0.075581014,
0.025369853,
0.0011424142,
-0.0041549006,
-0.01813181,
-0.027175693,
-0.059049506,
0.0441917,
-0.027645504,
-0.057786886,
-0.041372824,
0.03112505,
0.050387345,
-0.029965201,
0.048390646,
0.02327038,
-0.034854185,
-0.052707043,
0.030831417,
-0.011378261,
0.013316236,
0.021963714,
0.018117128,
0.017896904,
0.016781101,
-0.020510234,
0.007964782,
-0.009234743,
0.07804753,
-0.022404164,
-0.030567149,
0.0022591355,
0.017823495,
-0.061839014,
-0.061369203,
-0.0065883803,
-0.016854508,
-0.0510627,
-0.024092551,
0.041901365,
0.033885196,
-0.04160773,
0.030625874,
0.04375125,
-0.013507097,
0.00096439937,
-0.0056083817,
0.0196587,
-0.030537784,
0.038583316,
0.026676517,
-0.021860942,
-0.013191442,
-0.016149791,
-0.0016021326,
-0.030919507,
-0.015224848,
0.052736405,
-0.01804372,
0.013954887,
0.05203169,
0.012912491,
0.029759659,
0.023945734,
-0.020510234,
-0.00857407,
-0.03743815,
-0.042253725,
-0.025090901,
0.03256385,
0.019350385,
-0.005222989,
-0.038377773,
0.0032409693,
0.0006212164,
0.027410598,
-0.013389644,
-0.07722536,
0.009220062,
-0.0413141,
-0.028629173,
0.021978397,
-0.023035474,
0.0060157967,
0.04257672,
-0.028966852,
-0.048977908,
-0.024518318,
0.024797268,
-0.019188887,
-0.012105002,
-0.020701095,
-0.00857407,
-0.046217762,
-0.034413736,
-0.0057698796,
-0.033503473,
0.03887695,
0.026177341,
-0.012912491,
-0.030802054,
-0.01650215,
0.017647317,
0.02426873,
0.018572258,
-0.027748276,
0.0065076314,
0.012200432,
-0.014145748,
-0.021170907,
0.0012791367,
0.014857807,
-0.022815248,
0.020539597,
0.022609707,
-0.03103696,
-0.032005947,
0.008963133,
0.033973284,
0.0050945245,
0.005259693,
-0.04436788,
0.0040007434,
-0.03303366,
-0.013235487,
-0.042459268,
-0.05044607,
-0.038465865,
0.05079843,
-0.022976747,
0.038201593,
-0.007021488,
0.013822752,
-0.01995233,
0.013088671,
0.0066434364,
-0.0025968128,
-0.0065076314,
-0.0015461589,
0.025736893,
-0.030361606,
-0.0034685344,
0.02949539,
-0.026544383,
0.025854345,
0.0098146675,
-0.0011983878,
-0.0024958767,
0.027219737,
0.041255374,
0.05910823,
0.034325644,
-0.058432877,
0.010343206,
-0.023578694,
-0.07047181,
-0.012222455,
-0.059666134,
-0.042987805,
0.03447246,
-0.044103608,
0.010196391,
-0.01841076,
-0.028159361,
0.015753387,
0.02255098,
-0.019732106,
0.0019232932,
0.008236393,
0.0070692035,
0.00577355,
0.0018306155,
-0.0505048,
-0.014762376,
0.036410436,
-0.022521617,
-0.045483682,
0.031330593,
0.031007597,
0.015033986,
0.00025234048,
-0.014696309,
-0.020980045,
-0.008559389,
0.00040879156,
-0.016766418,
0.03265194,
-0.034061376,
0.040168934,
-0.007245383,
0.030361606,
-0.00004544996,
0.049477085,
0.012251818,
0.025208354,
0.0118260505,
0.053969663,
-0.029451344,
-0.022903338,
0.021655401,
0.047832742,
0.03690961,
0.00041636179,
-0.005432202,
0.00039296295,
0.042517994,
0.012582155,
0.0013149233,
0.0009345773,
0.046423305,
0.00910995,
0.040785562,
-0.01984956,
0.034149464,
0.027777638,
0.014564174,
-0.007524334,
-0.0044265105,
-0.00044343102,
0.035617627,
-0.009631148,
0.024488954,
0.0062360214,
-0.014916534,
0.002861082,
-0.033092387,
0.017089413,
-0.0026188353,
-0.037408788,
0.008581411,
0.031448048,
0.05549655,
0.0092934705,
0.042987805,
0.054909285,
0.048008922,
0.019717425,
-0.012376612,
0.035412084,
-0.034178827,
0.01776477,
-0.0063571446,
0.012692267,
-0.05185551,
0.010849723,
-0.0046430645,
-0.01895398,
-0.04583604,
0.047421657,
0.033503473,
-0.011503055,
0.046687573,
-0.0315655,
-0.033679653,
-0.034648642,
0.022580342,
-0.0622501,
-0.020730458,
0.003923665,
0.007869353,
-0.048331916,
0.037643693,
0.0021306712,
0.032446396,
0.0344431,
0.07722536,
0.02048087,
0.009146654,
0.06395317,
0.008830999,
-0.008265756,
-0.016458103,
-0.032417033,
0.0007001301,
-0.0153716635,
-0.00014371937,
0.00794276,
-0.05828606,
-0.05044607,
0.027792322,
-0.004187934,
-0.010614817,
-0.011348898,
-0.0017370201,
0.008456618,
-0.046129674,
0.011495714,
0.08333292,
0.005061491,
-0.0301267,
-0.026852697,
0.012905151,
-0.06371826,
-0.02733719,
-0.039992753,
0.025017492,
0.01217841,
-0.0341201,
-0.004499919,
-0.039522942,
0.023152927,
0.0016360838,
-0.01832267,
-0.0127950385,
0.003953028,
0.0038392455,
-0.0065443353,
0.014879829,
-0.069414735,
0.01767668,
0.048390646,
0.048331916,
0.0056083817,
0.082040936,
0.045777313,
0.02255098,
0.014769717,
-0.002182057,
0.041578367,
-0.017573908,
-0.00026541628,
-0.0028702582,
0.022506936,
-0.0048669595,
-0.03773178,
-0.0042907055,
0.016927917,
-0.002481195,
-0.058051154,
-0.03382647,
0.005461565,
-0.07270342,
-0.00022102731,
-0.0062837363,
-0.003571306,
0.0092934705,
-0.012618858,
-0.03191786,
-0.057140894,
0.25745702,
0.06559751,
0.041725185,
0.01723623,
0.0027528051,
0.03203531,
0.028908124,
-0.0018664019,
0.035735082,
-0.041725185,
-0.0060488307,
-0.00784733,
0.025634121,
0.007289428,
-0.0032152764,
0.048390646,
-0.028085953,
0.0073701767,
0.0029014566,
-0.04383934,
-0.088089764,
0.006845309,
-0.001248856,
0.007282087,
0.027278464,
-0.026485655,
0.010761633,
-0.046687573,
-0.028629173,
-0.05076907,
0.01958529,
-0.03265194,
0.03238767,
-0.03752624,
0.001723256,
0.025780939,
-0.036880247,
-0.033797108,
-0.032417033,
-0.013125375,
-0.003464864,
0.0026316817,
0.050123077,
-0.0080528725,
0.026368203,
0.02174349,
-0.044162337,
0.0018416266,
-0.000751057,
-0.022668432,
0.0126262,
-0.0344431,
-0.0033327295,
-0.059754223,
-0.032005947,
-0.06160411,
-0.028320858,
-0.07528739,
-0.0139255235,
0.008999838,
-0.01136358,
0.031271867,
-0.005457895,
-0.019276977,
-0.060312126,
0.0286879,
0.017324321,
0.043545708,
-0.029040258,
0.010658861,
-0.030273516,
-0.025281763,
-0.0071132486,
-0.0034960625,
0.01723623,
0.02130304,
-0.0012589495,
0.020686412,
0.009528376,
-0.01932102,
0.003681418,
0.012053616,
-0.0004973401,
-0.004573327,
0.004107185,
0.07957442,
-0.051356334,
0.008251075,
0.01777945,
0.034178827,
0.037115153,
-0.017016007,
-0.00011246356,
-0.0058873324,
0.008808976
] | Before you begin, make sure you have all the necessary libraries installed:
pip install transformers datasets evaluate sacrebleu
We encourage you to login to your Hugging Face account so you can upload and share your model with the community. When prompted, enter your token to login:
from huggingface_hub import notebook_login
notebook_login()
Load OPUS Books dataset
Start by loading the English-French subset of the OPUS Books dataset from the 🤗 Datasets library: |
[
-0.0091591505,
-0.0036585638,
0.027943417,
0.010724506,
-0.003299988,
0.0052748844,
0.04586856,
-0.036432743,
-0.012326266,
0.020895677,
-0.029938336,
0.028627805,
0.044179432,
-0.04534435,
-0.04589768,
-0.0019293918,
-0.02514762,
-0.014255657,
-0.06407037,
0.0026592843,
-0.009071782,
0.04196609,
-0.08905781,
-0.00045504523,
-0.019847253,
0.04275241,
0.056411047,
0.02182761,
0.06977846,
0.03931591,
0.006257782,
0.012952408,
0.014954607,
-0.045810316,
-0.01629426,
-0.017692158,
0.029909214,
0.00008947327,
-0.04243206,
-0.050877698,
-0.0020841071,
0.016454436,
0.018769706,
0.000774487,
-0.0013287321,
0.01258109,
-0.02383709,
0.010622576,
0.026385343,
-0.027695874,
0.0040298807,
0.022424629,
0.034423262,
-0.014335745,
-0.013352848,
-0.02222077,
-0.046713125,
-0.0012258919,
-0.03611239,
-0.012289862,
0.022031471,
0.022104278,
0.008132569,
-0.031045007,
0.010622576,
-0.0076083564,
-0.015129345,
-0.015362327,
-0.03940328,
-0.03602502,
-0.038762573,
0.024725338,
-0.0019020891,
-0.057459474,
-0.043713465,
-0.010112925,
-0.014153727,
-0.015202152,
0.0059556323,
0.015202152,
0.04578119,
0.035384316,
0.054197706,
0.000875507,
-0.01770672,
-0.053906478,
0.005951992,
-0.01559531,
-0.051634893,
-0.03488923,
-0.0137532875,
0.0321808,
-0.028453069,
-0.015580749,
0.025584463,
0.021361643,
-0.005522429,
0.019963745,
0.00432475,
-0.008765992,
0.054372445,
0.08870834,
-0.012639336,
0.008416517,
-0.014022674,
-0.0064834845,
-0.016061276,
0.0030342417,
-0.005067384,
-0.010506084,
-0.014663378,
-0.0034547034,
0.02342937,
-0.0356173,
0.01738637,
0.026574641,
-0.03922854,
-0.0037277306,
-0.02262849,
-0.036869586,
-0.034830984,
0.0480819,
-0.008409236,
-0.052537702,
0.0008836979,
-0.044295922,
-0.040772054,
0.0767097,
-0.009122747,
-0.0059556323,
-0.003338212,
0.0325594,
-0.011023016,
0.018463915,
-0.026108675,
-0.023065332,
-0.0067565115,
-0.00051556627,
0.022876034,
-0.024972882,
0.02152182,
-0.011590912,
0.0007462742,
0.07595251,
0.0065344498,
0.01760479,
-0.006599976,
-0.06045913,
-0.040073104,
0.032705013,
-0.06086685,
0.014262938,
0.009799854,
-0.021376206,
-0.056789644,
-0.0012158809,
-0.018332863,
0.009479502,
-0.0095013445,
0.0036531033,
-0.026938679,
-0.0039097485,
-0.03398642,
0.05341139,
0.03934503,
0.028074471,
-0.055158764,
-0.022002347,
0.033141855,
-0.026705695,
-0.039199416,
-0.012733986,
0.029050088,
0.01689128,
0.02835114,
0.015624434,
0.004965454,
-0.013105303,
0.0031507332,
0.012784951,
0.013309163,
-0.0030615444,
0.055682976,
0.0008377383,
-0.028438507,
-0.00043274803,
-0.0033873566,
-0.0049836556,
-0.01920655,
0.016163208,
0.044295922,
0.03139448,
-0.02332744,
0.015027414,
-0.020298658,
0.028409384,
-0.04578119,
-0.001498009,
0.009188274,
-0.07117636,
-0.051664017,
0.044062942,
-0.017677598,
0.022963403,
0.032879747,
-0.0070368196,
0.00724068,
0.016381629,
0.0015398731,
-0.021259714,
0.054780167,
0.031743955,
-0.014343026,
0.027812365,
0.044412415,
0.008081604,
-0.058624387,
-0.005111068,
-0.051751386,
-0.02674938,
0.007841339,
0.027783243,
0.0033564137,
0.0040590037,
0.0245506,
0.0072552413,
-0.006589055,
0.07344794,
0.038966432,
0.010629857,
0.016221453,
0.04254855,
0.015041975,
0.07647672,
0.038995557,
0.035559054,
0.047819793,
0.016847596,
0.021347083,
-0.001256835,
-0.03835485,
0.011124946,
0.044791013,
0.016978648,
0.010091083,
-0.019949183,
0.007353531,
0.024332179,
0.0091591505,
0.053149283,
-0.053382266,
0.009821696,
0.009006255,
-0.0044521624,
-0.056061573,
-0.045111366,
0.020691818,
0.044179432,
-0.012464599,
-0.0044193994,
-0.01016389,
0.030520795,
0.044004694,
0.010251259,
0.035966776,
0.046130665,
0.00402624,
-0.019235672,
-0.009697924,
-0.034481507,
-0.028409384,
-0.025715517,
-0.055071395,
0.018565847,
-0.039170295,
0.00805248,
0.0041172495,
-0.056411047,
-0.0037186297,
0.0073644524,
0.01598847,
0.0062250188,
-0.03631625,
0.013527585,
0.027317276,
-0.0058464212,
-0.04918857,
0.020254973,
-0.007826778,
0.03258852,
-0.015973909,
-0.0123845115,
0.018886197,
-0.031831324,
0.025846569,
0.029967459,
-0.0075355493,
-0.014998291,
-0.004583216,
0.0058791847,
-0.025759201,
-0.0048125586,
0.003953433,
0.0321808,
-0.012566529,
0.05763421,
0.009151869,
-0.024390426,
0.014954607,
0.021332521,
-0.05440157,
0.015871977,
0.038587835,
-0.037655905,
-0.03529695,
0.0070477407,
0.041092407,
0.003187137,
-0.051664017,
-0.017968826,
-0.05128542,
-0.0352387,
0.021507258,
0.013039776,
-0.022089716,
0.044004694,
-0.03893731,
-0.057808947,
0.011933106,
-0.02344393,
-0.022016909,
-0.026793065,
0.013090742,
0.043975573,
-0.031918693,
-0.010207575,
-0.086669736,
0.01549338,
0.00814713,
0.006858442,
-0.014597851,
-0.012755828,
0.022613928,
0.016177768,
0.0042519425,
-0.047703303,
0.021317959,
-0.013221795,
-0.008634939,
-0.013156268,
0.0114889825,
-0.016221453,
0.043509606,
0.026545519,
0.008634939,
0.046363648,
-0.018172687,
0.028234648,
0.03229729,
0.021885855,
0.01779409,
0.034277648,
0.030054828,
0.0013241817,
-0.011751088,
-0.02516218,
0.03139448,
0.028234648,
0.036753096,
-0.08154411,
0.025540778,
0.0048853657,
-0.012530126,
-0.014073639,
0.020167604,
-0.015770048,
0.050353486,
0.007914146,
0.055246133,
-0.02312358,
-0.0017155205,
-0.068730034,
0.0026793063,
0.035267826,
0.017357245,
0.006104887,
0.01458329,
0.0053658932,
0.008838799,
-0.0404517,
0.017357245,
0.01287232,
0.0101202065,
-0.011671,
-0.009173712,
-0.04155837,
0.048606113,
0.056090698,
0.03914117,
0.007855901,
0.059323337,
-0.01930848,
0.039810997,
0.014590571,
-0.014714343,
0.029210264,
-0.03631625,
0.036549233,
0.007302566,
0.024215687,
-0.024259372,
-0.015857417,
-0.038849942,
0.010200294,
-0.029253948,
0.015638994,
-0.02494376,
-0.011823895,
0.007022258,
0.038558714,
-0.038180117,
0.0054022972,
-0.01770672,
0.0069239684,
0.06942898,
-0.02463797,
-0.010382312,
-0.045315225,
0.018027073,
0.014940045,
-0.034539755,
-0.056877013,
-0.028394822,
-0.045402594,
-0.045693822,
0.013396532,
0.03311273,
-0.042694166,
0.044004694,
-0.052450333,
0.02312358,
0.0037459324,
0.0019366725,
0.0390538,
0.041878723,
0.007885024,
0.0037641341,
0.01378241,
0.031132376,
0.0064944057,
0.003953433,
-0.01690584,
0.045023996,
-0.026399905,
-0.00081316585,
0.011095823,
-0.03139448,
0.012821355,
0.021201467,
0.051664017,
-0.00653809,
0.034539755,
0.026181484,
0.0014861778,
-0.028205523,
0.05935246,
0.04977103,
0.013250917,
0.040160473,
-0.010309505,
-0.015609872,
0.019876376,
-0.0016072198,
0.0033181899,
0.015507942,
-0.024288494,
0.0034437825,
-0.021754803,
-0.015100221,
-0.03299624,
-0.028394822,
0.028409384,
-0.03241378,
-0.0011430737,
-0.016454436,
-0.07700094,
0.035442565,
-0.020298658,
-0.02254112,
0.03672397,
0.009224677,
-0.008074323,
-0.0057481313,
-0.023400247,
0.01891532,
-0.020182166,
-0.014255657,
-0.00013639982,
0.027506575,
0.018886197,
0.033549577,
-0.049625415,
0.0029286712,
0.03299624,
0.00011683287,
0.020589886,
-0.046188913,
-0.007899585,
0.007557391,
-0.036636602,
0.012086001,
-0.0014060898,
-0.024201127,
0.000037854075,
-0.022876034,
-0.013898902,
-0.008918887,
-0.02787061,
0.0034365016,
0.045227855,
-0.005424139,
-0.030433426,
0.0018766066,
0.029443247,
0.00087687216,
0.046130665,
0.0022024189,
0.0025737358,
-0.02344393,
-0.044325046,
0.0480819,
-0.029530616,
-0.020065675,
-0.037160814,
-0.051897,
0.009188274,
0.058973864,
0.0016272417,
-0.008998974,
0.05821667,
-0.047266457,
0.02051708,
-0.018988127,
-0.009632397,
-0.020240413,
0.014707062,
-0.04444154,
0.038267486,
-0.026006745,
0.013425655,
0.021609189,
0.014139166,
0.03186045,
0.012952408,
-0.015464257,
-0.02776868,
0.02785605,
0.0020804668,
-0.011030297,
0.017692158,
-0.034598,
0.033928175,
-0.045140486,
0.021711119,
-0.028482191,
-0.038733453,
-0.023342,
0.00935573,
0.060692113,
-0.035995897,
-0.023662353,
0.0049035675,
-0.004594137,
0.022191646,
0.027200785,
0.004375715,
-0.022846911,
-0.02404095,
-0.05731386,
0.0030324215,
-0.030404303,
-0.008926167,
-0.016833033,
-0.009952749,
0.042082585,
-0.00291775,
0.024579724,
0.023473054,
-0.031132376,
-0.009595994,
-0.06430335,
0.017896019,
0.0034383219,
-0.019847253,
0.008241779,
-0.027171662,
-0.051168926,
0.03258852,
-0.0072516007,
-0.046130665,
-0.05603245,
0.026079552,
0.03972363,
-0.028132716,
0.03861696,
0.014590571,
-0.031743955,
-0.043480482,
0.028729737,
-0.0108701205,
0.03753941,
0.0033673348,
0.003793257,
0.025395164,
0.03220992,
-0.043305743,
-0.0036330812,
0.003631261,
0.07368092,
-0.029224826,
-0.044936627,
0.009472222,
0.020444272,
-0.060284395,
-0.054663673,
0.0047615934,
-0.0072516007,
-0.029224826,
-0.032268167,
0.033753436,
0.039257664,
-0.057109997,
0.010265821,
0.020458834,
-0.029297633,
0.019497778,
0.01620689,
0.012413634,
-0.0142993415,
0.04205346,
0.013855217,
-0.014728905,
0.013629515,
-0.032151677,
-0.018129002,
-0.025060251,
-0.0009692464,
0.046625756,
-0.019643392,
-0.0013296421,
0.020983046,
0.017692158,
0.023720598,
0.012843197,
-0.030433426,
0.011547228,
-0.055479117,
-0.027098853,
-0.011984072,
0.02867149,
-0.0002334382,
-0.010098364,
-0.028860789,
0.02283235,
-0.00076584116,
0.014350306,
-0.005180235,
-0.074671105,
-0.010032837,
-0.047149967,
-0.009326607,
0.015842855,
-0.03628713,
0.027390083,
0.06395388,
-0.023778845,
-0.042723287,
0.00037040684,
0.0075355493,
-0.019454094,
0.014408552,
-0.024303056,
-0.0032107993,
-0.0384131,
-0.04053907,
-0.024739899,
-0.015100221,
0.016789349,
0.029122895,
-0.012369949,
-0.017910581,
-0.011525386,
0.017575668,
0.03311273,
0.013061618,
-0.043393113,
0.00033059035,
0.016163208,
-0.024958322,
-0.011132226,
0.007863182,
0.03156922,
-0.023778845,
0.01458329,
0.02172568,
-0.05079033,
-0.052858055,
0.026865872,
0.031277988,
0.0073498907,
-0.0015125704,
-0.055799466,
0.016367067,
-0.044004694,
-0.017226193,
-0.051576648,
-0.041150652,
-0.0077612516,
0.044092063,
-0.010651699,
0.06744862,
-0.007753971,
0.030287812,
-0.0085402895,
0.012952408,
-0.009894503,
0.015464257,
0.004539531,
0.012733986,
-0.005089226,
-0.019847253,
-0.008562131,
0.011991352,
-0.0074991453,
0.009537748,
0.0060393605,
-0.0153332045,
-0.0068111173,
0.051722262,
0.0148818,
0.051751386,
0.050819453,
-0.06278896,
0.005806377,
-0.019337602,
-0.06342967,
-0.016337944,
-0.03753941,
-0.05411034,
0.017167946,
-0.0504991,
0.0076229176,
-0.02485639,
-0.05877,
-0.010265821,
0.022468314,
-0.016964087,
-0.02252656,
0.0131344255,
0.0034456025,
0.0050164186,
0.011088543,
-0.05297455,
0.018784268,
0.04356785,
-0.040422577,
-0.034306772,
0.019454094,
0.03369519,
0.03156922,
0.019264795,
-0.03241378,
-0.034860104,
-0.020750063,
0.004870804,
-0.019235672,
0.039869245,
-0.019585148,
0.011394333,
-0.0046196193,
0.013003373,
-0.00006285313,
0.05582859,
0.02141989,
0.029938336,
0.012996092,
0.046684,
-0.02162375,
-0.008998974,
0.014044516,
0.044092063,
0.011103104,
0.013047057,
-0.005041901,
-0.009901784,
0.039898366,
0.022118839,
0.005562473,
-0.018769706,
0.020677255,
0.013352848,
0.030753778,
-0.02061901,
0.05472192,
0.023866212,
0.026603764,
-0.0025609946,
-0.007950551,
-0.027681312,
0.02858412,
-0.024303056,
0.009967311,
-0.012158809,
-0.0115545085,
0.01368048,
-0.025176743,
0.003800538,
-0.0013369229,
-0.0014916382,
0.009668801,
0.037772395,
0.056964383,
0.019905498,
0.035471685,
0.03951977,
0.046538386,
0.014117324,
-0.02313814,
0.038471345,
-0.025205866,
0.04071381,
-0.021492697,
0.03159834,
-0.061740536,
0.015041975,
-0.035442565,
-0.025890253,
-0.044237677,
0.031219743,
0.02485639,
-0.013221795,
0.05821667,
-0.02302165,
-0.0031361717,
-0.02756482,
0.020866554,
-0.037306428,
-0.013148988,
0.0033436725,
-0.004412119,
-0.032879747,
0.01388434,
-0.011853019,
-0.013563989,
0.022249892,
0.09837714,
0.04091767,
0.014262938,
0.057692457,
0.011175911,
-0.037160814,
-0.023982704,
-0.014248377,
-0.00372045,
0.001558985,
-0.008278183,
0.02072094,
-0.04697523,
-0.048955586,
0.05565385,
0.0022515638,
0.0050236993,
-0.008176253,
-0.006188615,
0.01699321,
-0.062148258,
0.008962571,
0.08894132,
0.01690584,
-0.0031853167,
-0.039869245,
-0.0072188377,
-0.07432163,
-0.008380113,
-0.034918353,
0.036636602,
-0.0108045945,
-0.036665726,
0.0044630836,
-0.050004013,
0.0037168094,
-0.0048161987,
-0.013090742,
-0.037335552,
-0.007804936,
-0.003358234,
-0.00996003,
0.025293235,
-0.052741565,
0.032006063,
0.05574122,
0.03148185,
0.013338286,
0.07432163,
0.037393797,
0.019876376,
0.02041515,
-0.0011931286,
0.030113073,
-0.014626974,
-0.018187247,
-0.0012996092,
0.034918353,
0.007211557,
-0.046509262,
-0.0010793674,
0.011823895,
-0.031714834,
-0.029501492,
-0.03742292,
0.010287663,
-0.08550482,
-0.010877402,
0.007200636,
0.024798146,
-0.017167946,
-0.008977133,
-0.02856956,
-0.054867536,
0.25255376,
0.061449308,
0.03480186,
0.02555534,
0.0021277915,
0.04394645,
0.019832691,
-0.031277988,
0.023254631,
-0.049858395,
0.005253042,
-0.00865678,
0.009173712,
-0.0023243711,
0.0057008066,
0.070127934,
-0.03302536,
0.020924801,
-0.005111068,
-0.049013834,
-0.08899957,
0.018361986,
0.009115466,
0.0077612516,
0.018755145,
-0.023181824,
0.03468537,
-0.05250858,
-0.01890076,
-0.05644017,
-0.004535891,
-0.035063967,
0.00885336,
-0.026822187,
-0.003401918,
0.0038697047,
-0.030695532,
-0.02524955,
-0.038820818,
-0.025788324,
-0.0073680924,
-0.018857075,
0.04758681,
0.006873003,
0.020356905,
0.04205346,
-0.026210606,
0.017517421,
0.008416517,
-0.013513023,
0.020851994,
-0.01418285,
0.0122753,
-0.07537005,
-0.029530616,
-0.053236652,
-0.016439874,
-0.06045913,
-0.017473737,
0.014852677,
-0.0032654046,
0.047965407,
-0.00291593,
-0.0124500375,
-0.041936968,
0.032355536,
0.034743614,
0.034394138,
-0.022657612,
0.025933938,
-0.002526411,
-0.041878723,
-0.030404303,
0.006530809,
0.01005468,
0.03119062,
-0.021769363,
0.0016645555,
0.005613438,
-0.017124262,
0.014000832,
0.0132727595,
0.0049181287,
0.001900269,
0.0013642256,
0.10286207,
-0.043713465,
0.024084635,
0.007011337,
0.020211289,
0.028147278,
0.00016870802,
0.008984413,
-0.014350306,
0.027812365
] | from huggingface_hub import notebook_login
notebook_login()
Load OPUS Books dataset
Start by loading the English-French subset of the OPUS Books dataset from the 🤗 Datasets library:
from datasets import load_dataset
books = load_dataset("opus_books", "en-fr")
Split the dataset into a train and test set with the [~datasets.Dataset.train_test_split] method:
books = books["train"].train_test_split(test_size=0.2)
Then take a look at an example: |
[
0.011337845,
0.0044886307,
0.012521659,
0.011112356,
0.0069443416,
0.0043617934,
0.029764485,
0.0017677947,
-0.002654775,
0.04698617,
0.012831706,
0.021604618,
0.034894347,
-0.024662808,
-0.046957985,
-0.023901783,
-0.0039002467,
-0.013797078,
-0.053158917,
-0.011676078,
-0.036698256,
0.012726008,
-0.069788694,
-0.013642055,
-0.015671453,
-0.008307843,
0.01403666,
0.007469307,
0.06043092,
0.012585078,
-0.003685328,
-0.010442937,
-0.0033964207,
-0.050960407,
0.0006068812,
-0.011344891,
0.038643096,
-0.019307455,
-0.04614059,
-0.029482624,
0.019913455,
0.008927936,
0.04526682,
0.0063136783,
-0.005362399,
0.016319731,
-0.029538997,
-0.00794847,
-0.018180013,
-0.05344078,
0.025212435,
0.040672492,
0.08478368,
-0.03396421,
0.0049325614,
-0.02030806,
-0.037008304,
0.005295457,
-0.05293343,
-0.035204396,
0.012972636,
0.013768893,
0.026043924,
-0.044533983,
0.012831706,
0.0066202017,
-0.014262149,
-0.021534154,
-0.03717742,
-0.054427292,
-0.063813254,
0.008462866,
0.0017554633,
-0.011683124,
-0.07277642,
-0.009928541,
0.045943286,
-0.007906191,
-0.026551273,
0.01547415,
0.029961787,
0.059190735,
0.03030002,
-0.010083565,
-0.024000434,
-0.041010723,
0.00023605829,
0.0021157165,
-0.008808145,
-0.018095454,
-0.024479598,
0.041799933,
-0.04261733,
-0.021604618,
0.026198948,
-0.0025244143,
-0.006606109,
0.0026741528,
0.0027146703,
0.0065039345,
0.061783854,
0.089800805,
-0.01219752,
0.013853451,
-0.015699638,
0.02314076,
0.0022214141,
-0.026325785,
-0.020942247,
-0.01701029,
-0.0027745657,
0.012873985,
0.053694453,
-0.04360384,
-0.005189759,
0.030835554,
0.0010834018,
-0.024944667,
-0.022252899,
0.004805724,
-0.015037266,
0.014445358,
-0.010936193,
-0.05721771,
-0.018687362,
-0.054399107,
0.0030722811,
0.047662634,
-0.022872992,
-0.014797684,
-0.0010763553,
0.0036219093,
-0.013494078,
0.0032449206,
0.029341694,
-0.02384541,
-0.028806157,
-0.024380947,
0.047944497,
-0.060487296,
0.021336852,
0.018743733,
-0.00841354,
0.08258517,
-0.00022879157,
-0.007398842,
0.015262754,
-0.041461702,
-0.026368063,
0.04625333,
-0.08574201,
-0.003186787,
0.025099691,
-0.019913455,
-0.0527925,
-0.021900572,
-0.017108941,
0.0014445358,
-0.009632587,
0.016249266,
0.0014181114,
0.013923916,
-0.023619922,
0.01965978,
0.023380341,
0.05000208,
-0.025902994,
-0.037910257,
0.009773518,
-0.046788868,
0.0054046777,
0.0037628396,
0.021830108,
0.012528705,
0.002089292,
0.023718573,
0.05135501,
-0.012437101,
0.02026578,
0.017080756,
-0.015262754,
-0.0046718405,
0.04842366,
-0.0019448384,
-0.011499914,
-0.007205063,
-0.029595368,
0.0105134025,
-0.017912244,
0.024648713,
0.054117244,
0.02965174,
0.0059472597,
0.021689177,
-0.043350168,
-0.017066663,
-0.0177995,
0.024860108,
-0.0058168992,
-0.07925922,
-0.0538072,
0.030779183,
-0.03475342,
0.019166524,
-0.012267984,
-0.010351332,
0.0088856565,
0.04884645,
-0.0046330844,
-0.0082514705,
0.018630989,
0.06809753,
-0.00029969713,
0.022816619,
0.029623555,
-0.0009979629,
-0.07480582,
0.0017862918,
-0.009632587,
-0.045323193,
0.010738891,
0.0039390028,
0.0025473156,
0.0065462138,
0.04163082,
-0.0041609677,
0.011358984,
0.10986928,
0.051326822,
0.041884493,
0.0003274428,
0.051383197,
0.029567182,
0.060036317,
0.040785234,
0.03768477,
0.031568393,
0.05014301,
0.024409132,
0.010957332,
0.0008134322,
-0.00032391955,
0.034358814,
0.039657794,
0.015629172,
0.006126946,
0.005869748,
0.008871564,
-0.021914665,
0.04949473,
-0.034584302,
0.02352127,
0.015276847,
-0.0034774558,
-0.04704254,
-0.049832962,
0.042560957,
0.049325615,
-0.052116033,
-0.010090611,
0.00780754,
0.022365643,
0.054258175,
0.012676682,
0.038135745,
0.03373872,
0.013966195,
0.010823449,
-0.0035514443,
-0.036698256,
-0.02309848,
-0.033118628,
-0.069901444,
-0.038812213,
-0.06116376,
-0.015079545,
0.0008495456,
-0.054680966,
-0.014064847,
-0.02858067,
0.0014260387,
-0.015911033,
-0.036811,
0.023267597,
0.014226916,
0.0034933104,
-0.032977697,
0.0030846125,
-0.031850252,
0.042871006,
-0.021942852,
-0.005566748,
0.007553865,
-0.0400524,
0.025156062,
0.02839746,
0.0025138448,
-0.0052602245,
-0.029088018,
0.0065708766,
-0.022097874,
-0.017926337,
-0.035345327,
0.024240015,
-0.02951081,
0.055977523,
0.01640429,
-0.0045485264,
0.020942247,
0.012951497,
-0.02113955,
0.019857083,
0.037290163,
-0.025156062,
-0.019603409,
0.012726008,
0.039911468,
-0.010717751,
-0.016911639,
-0.017588105,
-0.06138925,
-0.022901177,
-0.015840568,
-0.0105134025,
-0.00026996966,
0.047098916,
-0.009216843,
-0.082021445,
-0.011218054,
-0.04926924,
-0.032611277,
-0.014191683,
0.010203356,
0.054737337,
-0.0068633067,
-0.035683557,
-0.07486219,
-0.032132115,
0.021548247,
0.021266386,
0.02621304,
-0.0457178,
0.023873597,
0.03345686,
0.003052903,
-0.062291205,
0.0017352046,
-0.0028573624,
-0.01947657,
0.0087940525,
0.03165295,
0.007793447,
0.03895314,
0.036923744,
0.0023394434,
0.041518074,
-0.005246131,
0.012754194,
0.035570815,
0.011112356,
0.032470345,
-0.0097101,
0.02979267,
0.006186841,
-0.022548852,
-0.027199553,
0.031061044,
0.012740102,
0.017263964,
-0.081401356,
0.0036219093,
0.013275636,
0.01529094,
-0.012465287,
0.0148681495,
-0.028411554,
0.049241055,
0.019490663,
0.076722465,
-0.04698617,
-0.025015133,
-0.012267984,
0.010809355,
0.021111362,
0.046535194,
0.035909045,
0.020716758,
-0.0052848873,
-0.010302006,
-0.037290163,
0.00623969,
-0.0120072635,
0.028101506,
-0.007892098,
-0.031258345,
-0.05558292,
0.033400487,
0.041715376,
0.062911294,
0.012408915,
0.013515218,
-0.0060917134,
0.010182216,
0.003942526,
-0.0060917134,
0.022238806,
-0.022971643,
0.05065036,
0.017179407,
0.012951497,
-0.0020945768,
-0.0099708205,
-0.018349128,
-0.0071733533,
-0.014572196,
0.013374288,
0.0056971083,
-0.0005954306,
0.0028996414,
0.03788207,
-0.012676682,
-0.02593118,
-0.02267569,
0.011253286,
0.05338441,
-0.02518425,
-0.013289729,
-0.019377919,
0.041405328,
0.028947089,
-0.023309875,
-0.04391389,
-0.014670847,
-0.03072281,
-0.03926319,
-0.015685545,
0.046084218,
-0.042307284,
0.01686936,
-0.043632027,
-0.004393503,
-0.0018620419,
-0.014311475,
0.028735694,
0.014558103,
-0.015882848,
0.0052778404,
0.011316705,
-0.0018831815,
-0.046112403,
-0.01836322,
-0.023760853,
0.029736299,
-0.043462913,
0.004002421,
-0.0033876128,
-0.011704263,
0.010957332,
0.0114646815,
0.042673703,
-0.015995592,
0.01654522,
0.02008257,
-0.021252293,
-0.03444337,
0.05614664,
0.030328205,
-0.034330625,
0.033400487,
-0.002383484,
0.023197131,
0.03354142,
-0.0049642706,
0.01668615,
0.0014929806,
-0.021097269,
0.020378524,
-0.034330625,
-0.0159815,
-0.025677506,
-0.024860108,
0.044956774,
-0.013367241,
-0.017630383,
-0.02058992,
-0.059134364,
-0.0071345977,
-0.0047282125,
-0.04168719,
0.02900346,
0.0061516087,
-0.013987334,
-0.00045317906,
-0.033118628,
0.014367847,
0.006673051,
-0.00609876,
-0.022478387,
0.008476959,
0.010090611,
0.032244857,
-0.027537785,
-0.038981326,
0.05191873,
-0.01547415,
0.005989539,
-0.02113955,
-0.00764547,
0.031061044,
0.025409738,
0.017503547,
-0.0049924566,
-0.041940864,
-0.019166524,
-0.010076518,
-0.016474755,
-0.02607211,
-0.020181222,
-0.004051747,
0.053271662,
-0.023662202,
-0.029398065,
-0.011824055,
0.042927377,
0.0050417823,
0.026889507,
0.012563938,
-0.015967406,
-0.022577038,
-0.049832962,
0.015460056,
-0.027086807,
-0.017137127,
-0.03244216,
-0.0560339,
0.011041891,
0.056062084,
-0.007849819,
-0.00607762,
0.06849214,
-0.03931956,
0.021407316,
-0.011161681,
-0.0009459948,
-0.026480807,
0.021759642,
-0.042955562,
0.0378257,
-0.042504586,
0.022013316,
0.011676078,
0.017249871,
0.013261544,
0.031512022,
-0.031483833,
-0.04010877,
0.005151003,
0.0010772361,
0.015812382,
0.002431048,
-0.020195315,
0.01701029,
-0.053102545,
0.0120072635,
-0.008159866,
-0.019800711,
-0.03015909,
0.0139521025,
0.024888296,
-0.0056971083,
-0.016784802,
0.011499914,
0.013374288,
0.012733054,
0.029313507,
-0.010407705,
-0.022478387,
-0.014410126,
-0.091266476,
0.033203185,
-0.021322759,
-0.028834345,
0.000022433245,
-0.01154924,
0.047803566,
-0.023972249,
0.021660991,
0.07886461,
-0.012535753,
0.007229726,
-0.033907834,
-0.0031286532,
-0.0023253504,
-0.017869964,
0.01529094,
-0.02370448,
-0.042081796,
0.02500104,
-0.015854662,
-0.049128313,
-0.049381986,
0.026128482,
0.051608685,
-0.017404895,
0.050988592,
-0.0015061928,
-0.043152865,
-0.05313073,
-0.003917863,
0.012570985,
0.021491874,
0.001624222,
0.012458241,
0.03672644,
0.039883282,
-0.028665228,
0.0053835385,
-0.0065567833,
0.06871763,
0.006567353,
-0.03466886,
-0.01515001,
0.06781567,
-0.059134364,
-0.014424219,
0.017855871,
0.0021985131,
-0.0020153036,
-0.036106348,
-0.010633193,
0.031681135,
-0.044731285,
0.030638253,
0.036867373,
-0.031934813,
0.021097269,
0.01250052,
-0.0047282125,
-0.023831317,
0.019265175,
0.01450173,
-0.0145862885,
-0.0012533991,
-0.07198721,
-0.050396685,
-0.036106348,
0.006197411,
0.022393828,
-0.018926943,
-0.012916264,
0.026847227,
0.029679926,
0.05693585,
0.023817224,
-0.0012075967,
0.037572026,
-0.05645669,
-0.02839746,
-0.0131488,
0.03345686,
-0.021435503,
0.005683015,
-0.046760682,
0.012972636,
0.0035725837,
0.02449369,
-0.0086249355,
-0.08111949,
0.013324962,
-0.037008304,
0.0033030545,
-0.00040451408,
-0.053666268,
0.0124934735,
0.0402497,
0.0008482244,
-0.031455647,
0.017080756,
-0.005365922,
-0.030074531,
0.019800711,
-0.02560704,
0.022210618,
-0.014614475,
-0.035627186,
-0.021689177,
-0.00669419,
-0.0027005773,
0.052454267,
-0.007462261,
0.018053174,
0.0042490494,
0.010936193,
0.037487466,
0.024860108,
-0.027410949,
-0.02445141,
0.00033228728,
-0.024690993,
-0.041348957,
0.01217638,
0.02198513,
-0.04289919,
0.018574616,
0.03847398,
-0.011140542,
-0.037346534,
0.03565537,
0.04704254,
-0.004474538,
0.023154853,
-0.02900346,
0.004231433,
-0.051834174,
-0.0032660603,
-0.06550442,
-0.0047599217,
0.025578855,
0.012859892,
-0.01403666,
0.0657299,
-0.020702664,
0.015023173,
-0.0050206427,
0.025156062,
0.007236772,
0.03847398,
0.00483391,
0.0076243305,
-0.013254497,
-0.04210998,
0.013176985,
0.018024988,
0.0012031926,
-0.01468494,
0.01108417,
-0.008660168,
0.029341694,
0.03475342,
-0.033259556,
0.024930574,
0.017038476,
-0.018842384,
-0.0094846105,
-0.010492262,
-0.05042487,
0.0155023355,
-0.037910257,
-0.039939653,
-0.0031779788,
-0.040306073,
0.010442937,
0.006155132,
-0.04075705,
-0.006292539,
-0.023915876,
-0.025071505,
0.009639634,
0.03230123,
0.0014066608,
0.028242437,
0.0019835944,
-0.037261978,
-0.009625541,
0.0228589,
-0.06274218,
-0.01603787,
0.008279657,
0.033175,
0.02439504,
0.03588086,
-0.052200593,
-0.022041503,
-0.033344116,
-0.0022584083,
-0.0075115864,
0.04862096,
0.02328169,
0.010104705,
-0.0033699963,
0.015671453,
-0.008286703,
0.028228344,
-0.0013890445,
-0.004231433,
-0.004766968,
0.026058016,
0.010915054,
-0.0059120273,
-0.0005963114,
0.021463688,
0.004862096,
-0.016601592,
-0.007042993,
-0.006729423,
0.029398065,
0.038079374,
-0.0038544443,
-0.034697045,
0.025296994,
-0.006602586,
-0.0004597852,
-0.037374724,
0.04377296,
0.029172577,
0.036500953,
0.00843468,
-0.033795092,
-0.043660216,
0.002587833,
-0.013613869,
0.0026759144,
-0.020702664,
-0.014093032,
0.016517034,
-0.029538997,
0.026001645,
0.023197131,
-0.04382933,
0.01571373,
0.024846015,
0.04205361,
0.022224711,
0.033203185,
-0.011323752,
0.036754627,
0.02030806,
-0.02087178,
0.020928154,
-0.0212382,
0.030553695,
-0.008498099,
0.061276507,
-0.06635,
0.014670847,
-0.07418572,
-0.05149594,
-0.042307284,
0.026424436,
-0.023352155,
-0.008420587,
0.049128313,
-0.018024988,
-0.00084998604,
-0.038051188,
0.013515218,
-0.04117984,
0.013296776,
0.017912244,
-0.015051358,
-0.018222291,
0.041574445,
0.0068844464,
0.0006610513,
0.03201937,
0.08568564,
0.032470345,
0.021181827,
0.059190735,
-0.000188164,
-0.020660385,
0.0050981543,
-0.016756615,
-0.015756011,
0.01171131,
-0.018997408,
0.043209236,
-0.038868584,
-0.04304012,
0.03638821,
0.055047385,
0.0075679584,
-0.014797684,
0.017418988,
0.02560704,
-0.04447761,
0.0090547735,
0.050340313,
0.045154076,
0.018898757,
-0.0145862885,
-0.016333824,
-0.049184684,
0.019222897,
-0.061276507,
0.04284282,
0.027241832,
-0.04957929,
-0.0050453055,
-0.039714165,
-0.008639029,
-0.033485044,
-0.009174564,
-0.05465278,
-0.0037064676,
0.0031233684,
0.0057252944,
0.026649924,
-0.038220305,
-0.0028820252,
0.07469307,
0.029454438,
0.021858294,
0.08157047,
0.066237256,
-0.0020205886,
-0.0022883562,
0.0018761349,
0.012648497,
-0.0060670506,
-0.01219752,
0.037938442,
0.0062009343,
-0.014882242,
-0.07621512,
-0.011591519,
0.007765261,
-0.013529311,
-0.010210402,
-0.012084776,
0.038023002,
-0.077511676,
-0.032132115,
-0.016347917,
0.03030002,
-0.024465505,
-0.031878438,
0.025085598,
-0.0845582,
0.23518452,
0.038220305,
0.00985103,
0.008462866,
-0.030102717,
0.049748406,
0.006405283,
-0.04428031,
-0.023028014,
-0.04526682,
0.026339877,
-0.008300796,
-0.014431265,
0.0018937512,
0.007490447,
0.059077993,
-0.030666439,
-0.0068844464,
-0.011337845,
-0.0321603,
-0.04518226,
0.06398237,
0.012930357,
0.032047555,
0.04506952,
-0.024169551,
0.0424764,
-0.052454267,
-0.0062713996,
-0.056400314,
0.004386456,
-0.042420026,
0.014353753,
-0.012859892,
-0.010520449,
-0.009639634,
0.007758214,
-0.02746732,
-0.019772524,
-0.026974063,
-0.009280262,
-0.020519456,
0.04433668,
0.0075045396,
-0.0022266991,
0.03424607,
0.020646293,
0.04360384,
0.023718573,
-0.022788433,
0.015192289,
-0.018180013,
0.0424764,
-0.054962825,
-0.07249456,
0.0016171754,
-0.022661597,
-0.037008304,
-0.006813981,
0.009822844,
0.005094631,
0.02653718,
-0.004090503,
-0.0073495163,
-0.0065920157,
0.0422791,
0.037008304,
0.030835554,
-0.0048691425,
0.0007632258,
0.02746732,
-0.038389422,
-0.049466543,
-0.010302006,
-0.0068774,
0.026480807,
-0.020618107,
0.016911639,
0.03072281,
-0.018504152,
0.030553695,
-0.025409738,
-0.012169333,
-0.005024166,
0.018771918,
0.0932395,
-0.014226916,
-0.0022566468,
-0.0029472054,
0.022605224,
0.021604618,
0.03503528,
0.024831923,
0.00686683,
0.02119592
] | Split the dataset into a train and test set with the [~datasets.Dataset.train_test_split] method:
books = books["train"].train_test_split(test_size=0.2)
Then take a look at an example:
books["train"][0]
{'id': '90560',
'translation': {'en': 'But this lofty plateau measured only a few fathoms, and soon we reentered Our Element.',
'fr': 'Mais ce plateau élevé ne mesurait que quelques toises, et bientôt nous fûmes rentrés dans notre élément.'}} |
[
0.0114913285,
-0.025039928,
-0.03323962,
0.042438563,
-0.029595314,
-0.012637522,
0.032122817,
-0.008897698,
-0.013379609,
0.024848895,
-0.018677082,
0.03855914,
-0.0120717725,
-0.022027494,
-0.0397935,
0.026171427,
-0.04828709,
-0.03559079,
-0.031740755,
-0.001181094,
-0.024657862,
-0.02661227,
-0.07752973,
0.012358321,
0.0045443648,
0.012181983,
0.026906166,
-0.011278254,
0.089755796,
0.028978132,
-0.049286336,
0.02035229,
-0.014827047,
-0.0013197762,
-0.031887703,
-0.08040991,
0.014716836,
-0.02520157,
-0.033827413,
-0.013034281,
0.002338309,
0.026465323,
0.022365475,
-0.002764458,
-0.07441443,
0.0019948182,
-0.007891104,
-0.030712118,
-0.0022666717,
-0.023570448,
-0.019970223,
-0.003335718,
0.025186876,
0.0025183202,
-0.02952184,
-0.022967963,
-0.01879464,
0.0066163307,
-0.018970978,
0.00674491,
0.009918985,
0.06042499,
-0.02094008,
-0.058367718,
-0.013533904,
0.004044742,
-0.013416346,
0.037442334,
0.020440457,
-0.03679576,
-0.046670664,
-0.0008844429,
-0.039352655,
-0.029815735,
-0.02017595,
0.0033889867,
0.016120188,
-0.04461339,
-0.035003,
0.011946867,
0.02063149,
0.015752818,
0.011866045,
-0.025862835,
0.0017789884,
-0.03344535,
0.027126588,
-0.010771284,
-0.025715888,
-0.03476788,
-0.02195402,
0.032240376,
-0.04540691,
-0.02627429,
0.045965314,
0.017633751,
-0.021395618,
0.007949883,
-0.010646378,
-0.003956573,
0.04337903,
0.060954,
-0.011050484,
0.0259657,
-0.0031814228,
-0.011990951,
0.025480771,
-0.043878652,
-0.013724937,
0.026847387,
0.0011480307,
-0.006340803,
0.036678202,
-0.04211528,
-0.002825074,
0.0103671765,
0.0036920668,
-0.0022317718,
-0.0338568,
-0.045906533,
-0.019206095,
-0.017295772,
-0.011623582,
-0.02384965,
0.008302558,
-0.052166514,
-0.02949245,
0.030447612,
-0.043819875,
0.02667105,
0.032446105,
0.013901275,
0.028743016,
0.03491483,
0.0048786714,
0.0077515035,
-0.012931418,
-0.0026138364,
0.010991706,
-0.016810844,
-0.0180599,
-0.013533904,
0.030947234,
0.07118158,
0.016913706,
-0.012872639,
-0.0041696476,
-0.02562772,
-0.03394497,
0.05063826,
-0.052254684,
0.0043570064,
-0.0068000155,
-0.0123436265,
-0.009154856,
0.016267136,
-0.015076858,
0.0011085385,
0.016634505,
0.037265997,
-0.036590036,
-0.0011930335,
-0.02240956,
0.049844738,
0.032916337,
-0.002957327,
-0.043672927,
0.0020664553,
0.009389973,
-0.023570448,
-0.0007751503,
-0.0024264776,
0.01591446,
0.024995843,
0.049492065,
0.014569888,
0.048051972,
-0.00094138517,
0.0045002806,
0.012152594,
0.014577235,
0.021439703,
-0.033298403,
-0.0044304803,
-0.011021095,
-0.014430287,
-0.0033944973,
0.00095148786,
0.025245655,
-0.018250933,
0.014658056,
0.030682728,
-0.0082364315,
-0.008420116,
-0.0364137,
0.020587405,
-0.016296526,
-0.012101162,
0.021748293,
-0.0220128,
-0.03714844,
0.037971344,
-0.04190955,
0.022203833,
-0.022247916,
-0.006392235,
0.013769021,
0.062776156,
-0.017898258,
0.021410314,
0.052078348,
0.011153348,
-0.063187614,
0.018471355,
0.019044451,
-0.013107755,
-0.01857422,
0.0403519,
-0.023570448,
0.041703824,
0.03476788,
0.020704964,
0.036501866,
0.01470214,
0.032387324,
0.024848895,
-0.024628473,
0.07265106,
0.031623196,
0.007402502,
0.00055886136,
0.03467971,
0.018500745,
0.05772115,
0.02921325,
0.029815735,
0.060895223,
0.053018812,
-0.023232467,
-0.004052089,
-0.011425202,
0.02593631,
0.041468706,
0.0045811017,
0.0034900133,
0.030976623,
-0.013284093,
-0.039235096,
-0.013122451,
0.026538797,
-0.034415204,
0.045054235,
0.0010222065,
-0.027023725,
-0.074767105,
-0.046435546,
-0.0025366887,
0.03541445,
0.01529728,
-0.02452561,
-0.00017025296,
0.013056324,
0.04758174,
-0.032005258,
0.018632999,
0.042203445,
0.02667105,
0.013776368,
-0.016428778,
-0.061483014,
-0.013056324,
-0.037119046,
-0.06348151,
-0.008956476,
-0.04546569,
-0.016531643,
0.0120717725,
-0.037236605,
0.04816953,
-0.0058375066,
0.00053314544,
-0.019323653,
-0.0722396,
0.049521454,
0.043261472,
-0.013724937,
-0.0067559313,
-0.01123417,
0.02096947,
0.04975657,
-0.005040314,
-0.010359829,
-0.010065934,
-0.01667859,
0.002762621,
0.024231713,
-0.0021289082,
-0.0066200043,
-0.043849263,
0.03682515,
-0.015356059,
0.00055977976,
0.020778438,
0.029565925,
0.0022795298,
0.02480481,
-0.0038757517,
-0.03056517,
0.056281056,
0.045259964,
-0.033533517,
-0.016267136,
0.00086423755,
0.0589849,
-0.04044007,
0.043496586,
0.023158994,
0.011476633,
-0.027082505,
-0.031740755,
-0.06530366,
0.018941589,
-0.010727199,
-0.016223053,
0.020161256,
0.040880915,
-0.020220036,
-0.034532763,
0.02449622,
-0.028669542,
-0.026847387,
-0.0389412,
-0.013842495,
0.055693265,
0.0074943444,
-0.010477387,
-0.021013554,
0.038500357,
0.007402502,
0.01857422,
0.014290687,
-0.034620933,
0.030021463,
0.005944044,
-0.0057640327,
0.024760727,
0.019955529,
-0.026906166,
-0.0122260675,
-0.033562906,
0.01171175,
0.042232838,
0.03835341,
0.030829675,
0.009235677,
0.045612637,
-0.00069019606,
0.016428778,
0.00499623,
0.021498483,
0.024217019,
-0.001005675,
0.003985963,
0.023805564,
-0.025715888,
-0.015885072,
0.02164543,
0.04038129,
0.072298385,
-0.011079874,
0.0031924439,
0.029962683,
-0.031476248,
-0.02167482,
-0.038970593,
-0.05187262,
0.05619289,
0.026862081,
0.054370735,
-0.035678957,
-0.018500745,
-0.045730196,
-0.01247588,
0.027905412,
0.035972852,
0.02415824,
-0.0030087589,
0.021939326,
-0.0030675381,
-0.026538797,
0.005370947,
0.018868115,
0.05263675,
-0.0035340977,
-0.016105494,
-0.013673505,
0.016472863,
0.037559893,
0.005734643,
-0.021557262,
0.02621551,
0.017310467,
0.03394497,
0.013600031,
0.010161449,
-0.009742648,
-0.025436686,
0.070535004,
-0.0041365842,
0.008860961,
0.01673737,
-0.028184613,
-0.005624432,
-0.0068257316,
-0.021072334,
0.01120478,
-0.026950251,
0.010506777,
0.026715133,
0.024290493,
-0.04282063,
-0.012630175,
-0.04672944,
0.018544829,
0.048110753,
-0.00738046,
0.012204026,
-0.02988921,
0.036149193,
0.04493668,
0.0059036333,
-0.0028636479,
-0.023350026,
-0.023746787,
-0.031094182,
0.036854543,
0.037295386,
-0.035443842,
0.026700439,
-0.07200449,
-0.021380924,
0.022600591,
-0.014048222,
-0.0066310256,
0.009647132,
-0.008956476,
0.01470214,
-0.00052074675,
0.03326901,
0.012152594,
0.045289353,
-0.053606607,
0.011528065,
-0.025069317,
-0.0062563084,
-0.050755817,
-0.025054622,
0.0002619806,
0.038764864,
0.007597208,
-0.02354106,
-0.036266748,
0.0454363,
-0.05254858,
-0.06671436,
-0.007655987,
0.024584388,
-0.025730584,
0.03332779,
-0.0092430245,
-0.0070792167,
0.027787853,
0.029169165,
0.0116088865,
-0.000590547,
-0.030080242,
0.014915215,
0.009434057,
-0.0626586,
-0.0041365842,
-0.018897504,
0.009074035,
-0.011101916,
-0.020102477,
-0.0117999185,
-0.08193817,
0.035326283,
-0.0008077544,
-0.0062269187,
0.0039639203,
0.039470214,
0.009103425,
-0.015547091,
-0.011704403,
-0.024040682,
-0.053106982,
-0.024217019,
-0.018559523,
0.075590014,
0.0019470601,
0.07735339,
-0.020043697,
-0.014151086,
0.03476788,
-0.028522594,
-0.010594946,
-0.023173688,
-0.050726425,
0.014606625,
-0.0047537657,
-0.0067632785,
0.020190645,
-0.008603801,
-0.00452967,
0.03491483,
-0.0060064965,
-0.0054480946,
-0.03914693,
-0.024966454,
0.044966068,
-0.057368472,
-0.054370735,
-0.04473095,
0.018074596,
0.003032638,
-0.01402618,
0.035678957,
-0.011652971,
-0.03268122,
-0.021807073,
0.031299908,
-0.037471723,
0.016634505,
-0.024025986,
0.004419459,
-0.0050880723,
0.053606607,
-0.0009124548,
-0.03124113,
0.0001229541,
-0.032269765,
0.010756589,
-0.031652585,
-0.021483788,
-0.016237747,
-0.006465709,
-0.069124304,
0.01490052,
0.0031355014,
0.029345501,
-0.026142037,
-0.010315745,
0.05751542,
0.044907287,
-0.023864344,
-0.012681606,
0.030623948,
0.007685377,
-0.0313293,
0.011094569,
0.0005492179,
0.041027863,
-0.012439143,
0.007949883,
-0.06289372,
-0.017795395,
-0.044966068,
0.0020425762,
0.017854175,
-0.035972852,
-0.05880856,
-0.003701251,
0.035326283,
0.02379087,
0.022879792,
-0.037412945,
0.00085321645,
-0.060718887,
-0.057985652,
0.030359443,
-0.028037665,
-0.009500184,
-0.038588528,
-0.0022813666,
0.0657739,
-0.023350026,
-0.013254703,
0.06512732,
-0.03203465,
-0.0067926683,
-0.068654075,
0.012843249,
-0.02124867,
0.0042137317,
-0.025759973,
0.019206095,
-0.017604362,
0.030741507,
-0.01989675,
-0.03767745,
-0.032593053,
0.033122063,
0.040263735,
-0.028316867,
0.019485297,
0.032240376,
-0.04478973,
-0.05754481,
0.04258551,
0.009698563,
-0.017310467,
0.01744272,
0.004202711,
0.014577235,
0.007905799,
-0.025407298,
-0.020851912,
-0.024011292,
0.051519945,
0.011755834,
-0.043966822,
0.0130416285,
0.011748487,
-0.020278815,
-0.0412042,
0.026450628,
0.015826292,
-0.06512732,
-0.02590692,
0.014070264,
0.05031497,
-0.0016081615,
0.040028617,
0.035355672,
-0.037941955,
-0.015356059,
0.045847755,
-0.005977107,
0.0048933662,
-0.0041218894,
0.041733213,
-0.06324639,
0.013093061,
-0.04132176,
0.0341507,
-0.0482577,
-0.007869062,
0.046611883,
0.035825904,
0.017457414,
0.04919817,
0.03479727,
0.049550842,
-0.03844158,
0.0012646706,
0.023511669,
-0.013262051,
-0.0026046522,
0.0013941685,
0.05322454,
0.016561031,
-0.0018487887,
-0.01191013,
0.024907675,
0.034473985,
0.02167482,
-0.010616988,
-0.02940428,
0.049345117,
-0.016193662,
-0.01295346,
-0.0005873325,
-0.0020040025,
-0.015958546,
0.007523734,
-0.05043253,
-0.0019837972,
0.013754327,
0.000047901583,
-0.011836656,
0.02869893,
-0.008985866,
-0.0016127536,
-0.040322512,
-0.0299186,
0.017163519,
-0.05763298,
-0.015429533,
0.03265183,
-0.018368492,
-0.03562018,
0.004643555,
-0.018162765,
-0.008442159,
0.030021463,
-0.010315745,
-0.0361198,
-0.0032438757,
0.00069708424,
-0.036472477,
0.02940428,
0.042409174,
0.0030142695,
0.0017183723,
0.0030987645,
-0.016384695,
-0.021160502,
0.024937063,
0.041468706,
-0.0024172934,
0.035443842,
-0.03553201,
0.0011370096,
0.0059366967,
-0.028302172,
-0.019323653,
-0.007839672,
-0.018662388,
0.04270307,
-0.020087782,
0.0683014,
-0.009316499,
0.0030657013,
0.015503007,
0.044554614,
0.047111508,
0.009389973,
-0.010903536,
-0.03288695,
0.008126221,
0.0076633347,
0.0033210232,
0.03268122,
-0.00035680796,
0.010925579,
0.028228698,
-0.030829675,
-0.04625921,
-0.0071894275,
0.041233588,
0.0035469558,
0.025436686,
-0.07359152,
0.01704596,
0.031388078,
-0.065421216,
0.021909937,
-0.0018184807,
-0.044260718,
0.012093815,
-0.061247896,
0.032916337,
0.016002629,
0.0043863957,
0.010315745,
-0.006234266,
-0.0027993582,
-0.013357567,
-0.004044742,
0.03118235,
0.022953266,
-0.041027863,
-0.012358321,
-0.00292059,
0.0072261645,
-0.030050851,
0.00735107,
0.032710608,
0.055722658,
0.020469846,
-0.012373016,
-0.056516174,
-0.029610008,
0.019338347,
0.019485297,
0.008728707,
-0.002253814,
-0.02869893,
0.020411069,
-0.057221524,
-0.0053195152,
0.00008271561,
0.017295772,
0.00486765,
-0.011190085,
0.005819138,
0.035296895,
0.03996984,
-0.011256211,
-0.014334771,
0.036061022,
-0.024393357,
0.011366422,
-0.0073327017,
-0.009309151,
0.035032388,
0.026347764,
0.024555,
-0.010653725,
0.020734353,
-0.0106390305,
-0.013004892,
-0.018441966,
0.05119666,
0.045759585,
0.017942343,
-0.012380363,
0.014621319,
-0.021880547,
-0.0005749338,
-0.021013554,
0.030124325,
-0.018368492,
-0.01301224,
-0.001382229,
-0.051608115,
0.0001306459,
0.0033559233,
0.013607378,
0.008030704,
-0.0037912566,
0.008574412,
0.027185367,
0.021630736,
-0.020837218,
0.05669251,
-0.008765444,
0.040293124,
0.0077147665,
-0.0029738587,
0.029242638,
0.006535509,
0.044672173,
-0.037442334,
-0.025730584,
-0.0077735456,
-0.016840233,
-0.04746418,
0.04605348,
0.013776368,
-0.030800287,
0.029815735,
-0.024716642,
-0.018588914,
-0.034003753,
0.018750556,
-0.032152206,
0.02808175,
0.0012361995,
-0.059278797,
-0.03914693,
0.019823276,
-0.0097353,
0.025186876,
0.007913146,
0.0911665,
-0.007475976,
0.06965332,
-0.014907868,
0.02124867,
-0.011888088,
0.0005354415,
-0.0180599,
-0.057133354,
-0.015209111,
-0.016693285,
-0.03908815,
-0.0010690462,
-0.060660105,
0.023864344,
0.028728321,
0.0024191304,
-0.031505637,
0.027493957,
0.033210233,
-0.017486803,
0.035267502,
0.064421974,
0.00057631143,
-0.037795007,
-0.016561031,
0.016840233,
-0.06700826,
-0.008596454,
-0.038147684,
0.0019176705,
-0.05254858,
-0.047170285,
0.024408052,
-0.013827801,
-0.0259657,
-0.02774377,
-0.008596454,
-0.032975115,
0.055546317,
0.0005680456,
0.01301224,
0.052019566,
-0.030712118,
0.014937257,
0.03917632,
0.025657108,
0.021733599,
0.08517102,
0.057192136,
-0.013563294,
-0.0073363753,
0.011579497,
0.03761867,
-0.01634061,
0.016120188,
-0.014907868,
0.003872078,
-0.04267368,
-0.06736093,
0.019015063,
0.025157485,
0.002288714,
-0.0426149,
-0.028316867,
0.0007292291,
-0.05810321,
-0.028669542,
0.014782962,
0.012314237,
-0.01120478,
-0.0082731685,
0.054723408,
-0.06836018,
0.25839326,
0.070711344,
-0.0009487326,
0.038735475,
-0.014922562,
0.059925366,
-0.01566465,
-0.0440256,
0.013254703,
-0.0025844467,
0.01315184,
-0.009316499,
-0.012975503,
0.023012046,
-0.043584757,
0.03412131,
-0.03770684,
0.01704596,
-0.017545583,
-0.014533151,
-0.04766991,
0.038970593,
0.01476092,
0.052842475,
0.020073088,
0.004309248,
0.02238017,
-0.022056885,
-0.020837218,
-0.026509406,
0.00061350764,
-0.06636169,
0.0071012587,
0.019308958,
-0.043085136,
0.029756956,
0.014209865,
-0.041233588,
-0.02271815,
0.012571395,
-0.028184613,
-0.012997544,
0.035208724,
-0.020616794,
0.026817998,
0.0043900693,
-0.021028249,
0.043643534,
0.05487036,
-0.016414084,
0.035796516,
-0.06042499,
0.032005258,
-0.03706027,
-0.0017450067,
-0.04140993,
-0.032416712,
-0.028375646,
0.016766759,
0.026994335,
-0.013592684,
-0.005091746,
0.009353236,
-0.011351728,
-0.055810824,
0.018618302,
-0.016810844,
0.07629537,
-0.03485605,
-0.010087975,
0.0013960054,
-0.043849263,
-0.01154276,
-0.04687639,
-0.005613411,
0.042291615,
-0.007086564,
0.018706473,
0.002375046,
-0.057456642,
0.008883002,
-0.013702895,
-0.0062856977,
-0.054723408,
0.012593438,
0.06177691,
-0.022909183,
0.012659565,
0.00065667357,
-0.0018166439,
0.022130359,
0.0063738665,
-0.0149593,
-0.010888842,
-0.0030510065
] | translation: an English and French translation of the text.
Preprocess
The next step is to load a T5 tokenizer to process the English-French language pairs:
from transformers import AutoTokenizer
checkpoint = "google-t5/t5-small"
tokenizer = AutoTokenizer.from_pretrained(checkpoint)
The preprocessing function you want to create needs to: |
[
0.03017396,
0.009490648,
-0.034656625,
0.030201975,
-0.0050850264,
-0.0036701844,
-0.0072843353,
0.0005778439,
0.039055247,
0.077774286,
0.018519022,
0.023393923,
0.022889623,
-0.037710443,
0.013083788,
0.06516679,
0.012432399,
-0.03353596,
-0.036029443,
-0.0020172007,
0.037290193,
-0.021895032,
-0.07811049,
-0.010744395,
-0.049673565,
0.013307921,
-0.0016057057,
0.0049589514,
0.06931325,
-0.010772412,
-0.040820297,
-0.024990873,
-0.011087599,
-0.032051075,
-0.019583656,
-0.018070756,
-0.004647266,
-0.015703347,
-0.046619747,
-0.047432233,
0.01853303,
-0.02933346,
0.031798925,
-0.01601153,
-0.06242115,
-0.022875614,
0.02300169,
-0.028633041,
0.005589327,
-0.03706606,
-0.0065383916,
0.022147182,
0.016950088,
-0.019009314,
-0.028100725,
-0.008594115,
0.002698356,
-0.011472829,
-0.03605746,
-0.01863109,
0.013223871,
0.051214483,
0.013426991,
-0.08825253,
0.012061179,
0.022721523,
-0.014323525,
-0.013469016,
0.020186014,
-0.011872066,
-0.03583333,
0.013405979,
-0.03883111,
-0.04701198,
0.018350922,
0.0050465036,
-0.0006824687,
0.008082811,
-0.0018350922,
-0.020087956,
0.07620536,
0.02782056,
-0.012187254,
-0.01997589,
-0.05883502,
-0.0016345979,
0.027176175,
-0.03093041,
0.0037542344,
-0.030538175,
-0.004619249,
0.028114734,
-0.006223204,
0.021250648,
-0.00067415123,
0.016389756,
0.0009980941,
0.050121833,
0.02106854,
-0.029977843,
0.027960641,
0.06600729,
-0.012040166,
0.012446408,
-0.06802449,
-0.01391028,
-0.026867991,
0.007872686,
-0.006625944,
-0.016964097,
0.0042620366,
-0.016627897,
-0.033423893,
-0.0019349016,
0.0027754018,
0.009483645,
0.0033742583,
-0.03177091,
-0.03067826,
-0.0074034063,
0.03597341,
0.0073123523,
0.025495173,
-0.019233447,
0.022049123,
-0.032471325,
-0.00065839186,
0.046955947,
-0.05838675,
-0.0567898,
0.053455815,
0.0018420963,
0.012726574,
0.024542607,
0.023211814,
-0.022259248,
0.0019786777,
0.03995178,
0.07614932,
-0.015535247,
0.012607504,
-0.0067905416,
0.0012598749,
0.08758013,
-0.005739916,
-0.016725956,
-0.00066714705,
-0.03992376,
-0.033227775,
0.0022588444,
-0.03227521,
0.00347757,
-0.0051725786,
0.0016538594,
-0.0018000713,
0.0028069206,
-0.007788636,
0.06169272,
0.014610696,
0.015479213,
-0.0035966407,
0.023491982,
-0.04079228,
0.020087956,
0.022637473,
0.03983971,
-0.022567432,
-0.02190904,
-0.02048019,
-0.022595448,
0.03210711,
0.01466673,
-0.039475497,
0.022343298,
0.03507688,
0.020017914,
0.026952041,
0.017258272,
0.0060305893,
0.023744132,
-0.02258144,
-0.0059220246,
0.048440833,
0.025901416,
0.027918616,
0.02241334,
-0.012376366,
-0.0037472304,
-0.008965336,
-0.005848481,
-0.011661941,
0.01685203,
-0.008993353,
0.046199497,
-0.0048749014,
0.0042515304,
-0.024206407,
0.01819683,
0.020452173,
-0.022987682,
-0.0074454313,
0.033423893,
-0.023197807,
0.010625324,
0.03633763,
-0.01879919,
0.016964097,
0.06460645,
-0.01433053,
-0.01853303,
0.018841214,
-0.008117831,
-0.00729134,
-0.045218915,
0.06102032,
-0.0070742103,
-0.052783415,
-0.0026440737,
0.00046052408,
-0.0026843476,
0.022007098,
0.0017571709,
0.021642882,
0.011900083,
-0.036365643,
-0.031154543,
-0.010338153,
0.037710443,
0.015829422,
0.03658978,
-0.011661941,
0.010604312,
-0.029305441,
0.044966765,
0.03490878,
0.0011784513,
0.04491073,
0.037122093,
-0.022203214,
0.033227775,
-0.00071354967,
0.00014084946,
-0.0074734483,
0.0033444907,
0.07497262,
0.026027491,
0.004934437,
-0.009035378,
-0.021124573,
0.010709374,
-0.025817366,
0.022105157,
0.0018350922,
-0.045190897,
-0.021628873,
-0.0005857236,
0.0055087786,
0.026349682,
-0.04009186,
-0.004055414,
0.002162537,
0.033395875,
-0.07189079,
-0.01962568,
0.007949731,
0.03319976,
0.006100631,
-0.01302075,
0.0010436211,
-0.009875878,
-0.06477455,
-0.01762249,
-0.024332482,
-0.025046907,
-0.05715402,
0.013293913,
0.045527097,
-0.023099748,
0.008159856,
-0.02098449,
0.017300297,
0.046115447,
0.03244331,
0.027484357,
0.028352875,
-0.022805573,
-0.049085215,
0.0071092313,
-0.048777033,
0.07889496,
-0.01819683,
0.024906823,
0.03566523,
0.017650506,
0.01836493,
0.001513776,
-0.00021176666,
0.018308897,
-0.049225297,
-0.0011154138,
0.016319713,
0.01061832,
0.048552897,
-0.013826229,
-0.01970973,
-0.0026720904,
0.023449957,
-0.044546515,
0.03168686,
0.02088643,
-0.01056929,
0.029977843,
0.020101964,
0.01963969,
-0.028044691,
0.01972374,
0.022567432,
-0.015633306,
-0.03387216,
-0.016950088,
-0.013644121,
-0.02840891,
-0.009007361,
-0.028773125,
0.0047103036,
0.04600338,
-0.013938296,
-0.05698592,
0.04177286,
-0.053539865,
-0.025719307,
0.025004882,
0.0029820248,
0.03572126,
-0.010562287,
0.042501297,
-0.010071995,
0.005764431,
-0.019261464,
0.03642168,
0.024010291,
-0.021698914,
0.06443835,
0.0018736152,
0.0013500536,
-0.034180343,
0.03757036,
-0.025649266,
-0.0020907444,
-0.003894318,
0.011227682,
-0.016067563,
0.0038803094,
-0.0059955684,
0.03017396,
0.03219116,
-0.053147633,
-0.019947873,
-0.028520975,
0.01970973,
-0.0076135313,
0.03706606,
0.015549255,
0.02941751,
-0.017216247,
0.0057539246,
0.009084407,
0.024010291,
0.053119615,
-0.023393923,
0.028548991,
-0.03294761,
-0.026489766,
0.0067485166,
0.01912138,
-0.017090172,
0.023379914,
0.009553686,
0.032331243,
-0.01769253,
-0.009938915,
0.037038043,
0.019989898,
-0.0065383916,
0.01433053,
0.00019009752,
-0.011402787,
0.00720729,
-0.0058029536,
-0.012236283,
0.03877508,
-0.029613625,
-0.012845646,
0.00057740614,
-0.007550494,
-0.004787349,
0.0036421677,
0.03168686,
0.045302965,
0.02612555,
0.07637346,
-0.02933346,
-0.023155782,
0.0018473495,
0.018070756,
-0.054968715,
-0.0557812,
0.06051602,
-0.008580106,
-0.018603072,
-0.06320562,
-0.009574698,
-0.034684643,
0.03353596,
-0.037290193,
-0.0073964023,
-0.039895747,
-0.012439404,
0.000025909952,
0.020340106,
0.00414997,
-0.047404215,
-0.03919533,
0.03827078,
0.04051211,
-0.011367766,
-0.015801406,
-0.017916664,
-0.003402275,
0.043285765,
-0.029977843,
-0.015311113,
-0.016109588,
-0.034936793,
-0.0566217,
0.010856462,
-0.0019541632,
0.03202306,
-0.03692598,
-0.07267526,
-0.026573816,
-0.0053756996,
0.010443215,
-0.020508206,
0.008369981,
0.00998094,
-0.0069341273,
-0.04541503,
0.023407932,
0.034012243,
0.024626657,
-0.0012336093,
0.04533098,
-0.04541503,
-0.012859654,
-0.0046752826,
0.006639952,
0.024178391,
0.04188493,
-0.015381155,
-0.009679761,
0.0037857532,
0.016333722,
-0.011844049,
-0.0053827036,
0.026657866,
-0.018729147,
-0.025649266,
0.05816262,
0.0053231684,
-0.07088219,
0.048524883,
-0.0011355509,
-0.03042611,
0.01676798,
-0.03446051,
0.011052579,
0.00490642,
-0.018659106,
0.020760356,
-0.03857896,
0.07895099,
0.00091491954,
0.0016643656,
-0.00960972,
-0.06942532,
-0.061300486,
0.04079228,
0.0014393567,
0.029277425,
0.00049860927,
-0.00194891,
0.031574793,
-0.0045457054,
0.035609193,
-0.019947873,
-0.009245503,
-0.008629136,
0.039727647,
0.034516543,
0.008103823,
-0.03558118,
-0.03717813,
0.037374243,
-0.0524192,
0.012222274,
-0.025243023,
-0.03042611,
0.017286288,
-0.020788373,
-0.0525873,
-0.009238498,
0.026741916,
0.015633306,
0.021362714,
-0.040652197,
-0.01449863,
-0.017818606,
-0.021110564,
0.10792023,
0.007907706,
-0.06135652,
-0.06600729,
-0.033059675,
0.016795997,
-0.003402275,
-0.014302513,
-0.018729147,
-0.018140797,
-0.019065347,
0.029977843,
-0.00011381774,
0.0058764974,
-0.008734198,
-0.039895747,
-0.028941225,
0.048412815,
0.03499283,
-0.019415556,
0.042249147,
-0.04079228,
0.0040098866,
-0.049197283,
-0.004787349,
-0.00893732,
-0.0060375934,
-0.035441093,
0.034572575,
-0.0001420533,
0.013258891,
0.0010873972,
0.023393923,
0.0027578915,
0.03692598,
-0.035777293,
-0.046199497,
0.0026353186,
0.028885191,
0.019429564,
-0.02824081,
-0.039475497,
0.054464415,
-0.023702107,
0.031995043,
0.0017606729,
0.005151566,
-0.03034206,
-0.029361475,
0.047852483,
-0.012390374,
0.013798213,
-0.008482048,
-0.00880424,
0.012586491,
0.03328381,
-0.024332482,
0.029781725,
-0.0072703273,
-0.08421812,
0.03790656,
-0.02097048,
-0.003946849,
-0.0060480996,
-0.01441458,
0.0035896364,
-0.060123786,
0.01285265,
0.049029183,
-0.0029435018,
-0.008229898,
-0.05519285,
0.036449693,
0.041492697,
0.02132069,
-0.022805573,
-0.024262441,
-0.019275472,
-0.05569715,
-0.050962333,
-0.07105029,
-0.027778534,
-0.004601739,
0.025355091,
-0.043930147,
0.009007361,
-0.031630825,
-0.03835483,
-0.028563,
0.043201715,
-0.06421422,
0.03916731,
0.04236121,
0.01433053,
-0.020003906,
0.02130668,
-0.039055247,
-0.02612555,
0.02333789,
0.017258272,
-0.050205883,
-0.00034232874,
0.047992565,
0.014176438,
-0.025761332,
-0.062140986,
-0.01500293,
0.020760356,
0.013595091,
-0.0032726978,
-0.0039083264,
-0.019681714,
0.0029715186,
-0.017804597,
0.03067826,
-0.027162166,
0.009119428,
0.00905639,
-0.016305706,
-0.05866692,
0.021895032,
0.018813197,
-0.004398618,
-0.032247193,
0.0068675876,
0.02038213,
-0.052026965,
-0.020928456,
0.0270501,
-0.017118188,
-0.003111602,
0.032163143,
0.016795997,
0.06763225,
0.0037087074,
0.013335938,
-0.036281593,
-0.07194682,
-0.035777293,
-0.003855795,
0.013616104,
0.00055551814,
0.008068803,
0.0022080643,
0.015451197,
0.044518497,
0.010086003,
-0.030117925,
-0.046955947,
-0.026601832,
-0.028857175,
-0.013251888,
0.022203214,
-0.016655913,
-0.012474424,
-0.017006122,
0.014428588,
-0.03269546,
0.010695365,
-0.0023814174,
-0.035441093,
-0.03202306,
-0.004248028,
-0.025509182,
-0.06858482,
0.0007249315,
-0.026952041,
-0.014596688,
0.01786063,
0.022511398,
0.003447802,
0.015044955,
-0.021180606,
0.03776648,
-0.035945393,
0.004121953,
-0.014974913,
-0.052139033,
-0.03558118,
-0.004139464,
-0.023295864,
0.018561047,
0.035357043,
-0.010940512,
0.03227521,
0.021180606,
-0.0012336093,
-0.021726932,
-0.009427611,
0.032499343,
0.011584895,
-0.06258925,
0.030482143,
0.024332482,
-0.029025275,
0.032919593,
-0.004191995,
-0.019933864,
-0.008124836,
0.024584632,
0.005764431,
0.01056929,
0.024374507,
0.035441093,
0.017314306,
0.0569579,
-0.007816653,
0.007921715,
0.017888647,
0.02840891,
-0.03135066,
-0.04499478,
0.028282834,
0.08231299,
0.0017729303,
0.0034530552,
0.02941751,
0.00027360034,
-0.007977748,
0.005851983,
-0.0051270514,
0.07564502,
0.029865775,
0.015857438,
-0.011963121,
0.0050114826,
-0.05216705,
-0.017412363,
-0.049337365,
-0.01744038,
-0.017482406,
-0.024556616,
-0.0027894103,
0.0061321496,
-0.0064963666,
-0.016501822,
-0.012999738,
0.032499343,
0.00036137132,
0.010156045,
0.0032674447,
0.007662561,
-0.06959342,
-0.03420836,
-0.009028373,
0.006965646,
-0.020592256,
-0.033311825,
0.022707514,
0.052195065,
-0.00796374,
-0.0028104228,
-0.054072183,
-0.00729134,
0.01601153,
-0.006727504,
-0.03378811,
-0.0031413697,
-0.06068412,
0.019583656,
-0.02797465,
-0.0049099224,
-0.041324597,
0.026573816,
0.0015645562,
-0.012460416,
-0.031210575,
0.028506966,
0.01886923,
-0.08248109,
0.022637473,
0.023281857,
-0.031154543,
0.009385586,
0.053735983,
0.018224847,
-0.013342941,
0.017090172,
0.049589515,
0.015941488,
0.06174875,
0.023632066,
0.0024724717,
0.020508206,
-0.0063177603,
0.01987783,
-0.056929883,
-0.025845382,
-0.036953993,
0.019821798,
0.023141773,
0.017496414,
-0.006923621,
-0.01475078,
0.009966932,
0.013938296,
-0.016810006,
0.017398356,
-0.045022797,
-0.0069166166,
-0.01601153,
0.0029645145,
0.03852293,
0.010863466,
0.01508698,
0.051074397,
0.04230518,
0.053988133,
0.03412431,
-0.022805573,
0.020844406,
0.025565216,
-0.039979797,
0.022147182,
-0.0024199402,
0.00927352,
-0.033984225,
-0.017930672,
-0.0031168552,
0.049757615,
-0.00771159,
-0.030706275,
-0.0040028826,
-0.040484097,
0.0045036804,
-0.030370075,
0.028675066,
-0.08819649,
-0.017160213,
0.023758141,
-0.00438461,
-0.040904347,
0.0060340916,
-0.016109588,
0.031490743,
0.047936533,
0.0263777,
-0.00019710169,
0.07827859,
0.043453865,
0.017580464,
0.01962568,
-0.020410148,
-0.048692983,
0.034264393,
0.027120141,
0.024640666,
0.0057083974,
-0.025817366,
-0.02780655,
0.035693243,
0.028563,
0.014512638,
-0.0019226443,
0.019065347,
0.034572575,
-0.012390374,
-0.03919533,
0.095704965,
0.04025996,
0.021684907,
-0.0029610123,
-0.049281333,
-0.03883111,
0.008783228,
0.010898487,
0.029389491,
-0.009259511,
-0.04196898,
-0.002736879,
-0.050542083,
0.010121024,
-0.045471065,
-0.02090044,
-0.02713415,
0.030874375,
0.029053291,
0.035777293,
0.048272733,
0.007669565,
-0.055669133,
0.022721523,
-0.00096832635,
-0.019247456,
0.017370338,
0.08113629,
0.014127408,
-0.014239475,
-0.0041604764,
0.0067730313,
-0.013230875,
-0.023884216,
0.00081598567,
-0.009826849,
-0.025439141,
-0.03776648,
-0.00762754,
0.034236375,
0.008986348,
-0.03126661,
-0.0009017867,
-0.055585083,
-0.033676043,
0.022889623,
-0.041072447,
-0.0056348536,
-0.025271041,
-0.028464941,
-0.010779416,
-0.04042806,
0.23175393,
0.06942532,
0.050794233,
-0.008790232,
0.016193638,
0.04255733,
-0.019569648,
0.008881286,
0.025257032,
-0.07054599,
-0.008685169,
0.006128648,
0.018813197,
0.023800166,
-0.02056424,
0.02174094,
-0.04227716,
-0.010576295,
0.025439141,
-0.053876065,
-0.038550943,
-0.015409172,
0.000018768984,
0.053399783,
-0.022357307,
0.003071328,
-0.015409172,
-0.06858482,
0.017930672,
-0.041408647,
0.06920119,
0.006212698,
0.041072447,
-0.06695985,
0.03958756,
0.07082616,
-0.010296128,
-0.03395621,
-0.0037892554,
-0.035525143,
-0.010156045,
0.0013448005,
0.028030684,
-0.008587111,
-0.0047138054,
0.06102032,
0.009938915,
-0.016894056,
0.03866301,
-0.061636686,
0.05704195,
-0.050878283,
-0.004923931,
0.03633763,
-0.043537915,
-0.03109851,
-0.03625358,
-0.03370406,
0.018014722,
0.004923931,
0.037206143,
0.035525143,
-0.0076905773,
0.03261141,
0.03773846,
0.022637473,
0.015857438,
0.010184062,
-0.0056943893,
0.00009641676,
0.01466673,
0.030650243,
-0.010338153,
-0.03353596,
0.008033781,
0.00754349,
0.04407023,
0.012320333,
0.025887407,
0.025663275,
-0.03496481,
0.0048713996,
-0.005715402,
0.0017396604,
0.014386563,
0.033591993,
-0.029137341,
-0.014540655,
0.015717356,
-0.0015365395,
-0.00095519354,
0.05889105,
-0.019513614,
-0.012684549,
0.028506966
] | Backends for distributed setups like gloo and nccl are not supported by the mps device which means you can only train on a single GPU with the MPS backend.
You can learn more about the MPS backend in the Introducing Accelerated PyTorch Training on Mac blog post. |
[
0.0141049065,
-0.01621884,
-0.00028024934,
0.03336117,
-0.013585442,
-0.0122723505,
0.0106634535,
0.021658788,
-0.04178804,
0.051340416,
-0.010093486,
0.02291416,
-0.018787302,
-0.018109113,
-0.05385116,
0.016565148,
-0.039623603,
-0.05797802,
-0.04617463,
-0.006691714,
0.00034766248,
-0.026002089,
-0.07924721,
-0.010042982,
-0.0012652931,
-0.02154335,
0.054457203,
-0.01652186,
0.08092104,
0.05119612,
-0.026131954,
0.012387787,
-0.009393651,
-0.000766571,
-0.04135515,
-0.05526526,
-0.0023556277,
-0.011889967,
-0.024328258,
-0.0052198977,
0.019104753,
0.015670516,
0.029234312,
-0.017286627,
-0.04992632,
-0.011774531,
0.024703426,
0.015107762,
-0.0065402035,
-0.018758444,
-0.021052746,
0.0010795123,
0.042624954,
0.0020922879,
-0.04178804,
-0.015454072,
-0.012582587,
-0.004675181,
-0.013881248,
0.010122345,
0.012308424,
0.033909492,
-0.008686602,
-0.049984038,
-0.008643313,
0.00042048673,
-0.031485327,
0.00395731,
0.017719515,
-0.05330284,
-0.07532237,
0.002460242,
-0.047011547,
-0.012705238,
-0.023852082,
-0.0218608,
0.037314873,
-0.04611691,
-0.019364486,
0.021687647,
0.019018175,
0.018383274,
0.0074600885,
-0.021442344,
-0.017358774,
-0.04112428,
0.029508475,
0.0017712299,
0.005245149,
-0.022510132,
-0.03979676,
0.014523364,
-0.044269927,
-0.036593392,
0.003654289,
0.039248437,
-0.005566207,
0.04755987,
-0.0051369276,
-0.019797372,
0.036679972,
0.05535184,
-0.009350362,
0.023462484,
-0.033216875,
0.020850731,
0.030417537,
-0.017907098,
-0.012524868,
0.024299398,
0.010750031,
0.005270401,
0.019393345,
-0.045106843,
-0.039161857,
0.015944676,
0.015959106,
-0.0014988717,
-0.053129684,
-0.024183962,
0.00081662356,
-0.021153752,
0.0018992923,
-0.04072025,
0.00031812696,
-0.050388064,
-0.020764153,
0.029753776,
-0.034457818,
0.01264752,
0.027084306,
-0.010035767,
0.020504422,
0.028815854,
0.017964818,
0.041239716,
-0.050041754,
0.03266855,
0.0143285645,
-0.0066881063,
0.013506079,
0.0019155256,
-0.002620771,
0.07532237,
0.008866972,
0.0026947225,
0.0047401143,
-0.018123543,
-0.011247851,
0.049349137,
-0.060257893,
0.024804434,
-0.0053822305,
-0.0054110894,
-0.010309929,
0.0018091076,
0.0012265136,
-0.024919871,
0.023448054,
0.03405379,
-0.020085964,
0.018643007,
-0.017935958,
0.042336363,
0.035265874,
0.01923462,
-0.049724303,
0.010735601,
0.0057790433,
-0.040575955,
-0.015901389,
-0.00040132247,
-0.0066881063,
0.022986308,
0.057862584,
0.046953827,
0.034140367,
0.0073843333,
0.019999387,
0.016925888,
0.0028534478,
0.013946181,
0.01064181,
0.00040087153,
-0.012979399,
-0.03564104,
-0.016103402,
0.028729277,
0.02187523,
-0.009162778,
0.013166985,
0.027142024,
0.008434085,
0.002418757,
-0.025814503,
0.014624371,
-0.013361784,
0.018960457,
0.02425611,
0.002061625,
-0.041239716,
0.043230996,
-0.05122498,
0.018412134,
-0.03339003,
0.002667667,
0.00086442154,
0.059911583,
-0.0054579857,
0.0511384,
0.01991281,
0.030561833,
-0.059738427,
0.0039717397,
-0.0064572333,
-0.044529658,
-0.018397704,
0.028830284,
-0.015151051,
0.020057105,
0.017387634,
0.036449097,
0.023505773,
-0.0016476767,
0.0053281193,
0.003648878,
-0.008044486,
0.055034388,
0.03304372,
0.032841705,
0.0021662395,
0.0104325805,
0.009804894,
0.059796147,
0.01281346,
0.031773917,
0.09725531,
0.041845758,
-0.011067482,
0.015540649,
0.006561848,
0.026752425,
0.048973966,
0.045077983,
0.0010389292,
0.020287978,
-0.013672019,
-0.024515843,
-0.019350056,
0.007380726,
-0.05566929,
0.051831022,
0.018383274,
-0.015410783,
-0.057400838,
-0.048310205,
0.008693817,
0.011846678,
0.008073346,
-0.036189366,
-0.014205913,
0.039652463,
0.014530579,
-0.030561833,
0.017733945,
0.047675304,
0.034342382,
0.029494045,
0.017791662,
-0.035208154,
0.00471847,
-0.034486677,
-0.06614516,
-0.01950878,
-0.0028426256,
0.0012499617,
-0.0031059654,
-0.032581974,
0.025886651,
0.0023213574,
-0.038238365,
-0.012820674,
-0.064240456,
0.04406791,
0.007979553,
-0.027315179,
-0.034371242,
0.0041268575,
0.015540649,
0.057227682,
-0.008282574,
-0.033216875,
-0.014148195,
-0.026261821,
0.0038563032,
0.028671559,
0.026564842,
0.019249048,
-0.034977283,
0.021197041,
-0.020937309,
-0.024992019,
0.027459474,
-0.008441299,
-0.0053678006,
0.0065149516,
0.028469546,
-0.0055625997,
0.03875783,
0.050359204,
-0.020764153,
0.002519764,
-0.01582924,
0.06689549,
-0.03402493,
0.022293689,
0.03745917,
-0.023722216,
-0.028455116,
-0.042653814,
-0.05887265,
0.008527877,
0.000968585,
0.008520662,
0.015684944,
0.040316224,
-0.028354108,
-0.06522167,
0.030042369,
-0.04276925,
0.008239285,
-0.0356699,
-0.021615498,
0.049608868,
0.02158664,
-0.0127846,
-0.018801732,
0.0007084018,
-0.023433624,
0.019725224,
0.01757522,
-0.0296672,
0.019465493,
0.011211777,
0.01686817,
0.01920576,
0.016420852,
-0.044212207,
-0.041816898,
-0.0007530433,
0.04813705,
0.055063248,
0.04516456,
0.0647022,
0.009249356,
0.032928284,
-0.02898901,
0.031975932,
0.022668857,
0.02592994,
0.015930247,
0.015973536,
0.0033512681,
0.01412655,
-0.03373634,
-0.0036164115,
0.023448054,
0.02422725,
0.07641901,
-0.020186972,
0.0067169657,
0.035265874,
-0.011680738,
-0.026391687,
-0.047069263,
-0.041990053,
0.052350488,
0.036795408,
0.05350485,
-0.06539482,
-0.033188015,
-0.007777539,
-0.018628577,
0.0074600885,
0.034890704,
0.023361476,
0.0040727467,
0.004022243,
0.03364976,
0.008001197,
0.017474212,
0.014018329,
0.01549736,
-0.009537947,
-0.028512834,
-0.013578227,
0.0019534032,
0.052783374,
0.020807443,
0.007496163,
0.024891011,
0.003374716,
0.06031561,
0.011558087,
0.017041324,
-0.0047292924,
-0.030850425,
0.05653506,
0.014595512,
0.015699374,
0.021932948,
-0.039998773,
0.015107762,
0.03636252,
-0.016608438,
0.007149853,
-0.02933532,
-0.0031348246,
0.042220928,
-0.00073545723,
-0.030417537,
-0.010468654,
-0.02054771,
0.018960457,
0.045308854,
-0.026492694,
0.0044010193,
-0.033447746,
0.034861844,
0.031485327,
0.009826538,
-0.0025161565,
-0.015454072,
-0.029984651,
-0.05887265,
0.051773302,
0.040345084,
-0.041730322,
0.030446397,
-0.051311556,
-0.035583325,
-0.009314288,
-0.023303758,
-0.008895831,
0.007326615,
0.006745825,
0.028498404,
0.0010190886,
0.01064181,
-0.03512158,
0.0040078135,
-0.030157804,
0.00093792216,
-0.050099473,
0.022481272,
-0.047011547,
-0.01650743,
0.010497513,
0.042971265,
0.01821012,
-0.04484711,
-0.020432273,
0.045655165,
-0.026204102,
-0.030821566,
-0.0032610833,
0.010050197,
-0.032206804,
0.046722952,
-0.0048880177,
-0.01228678,
-0.009992478,
0.059969302,
-0.016305417,
-0.013239132,
-0.034457818,
0.023505773,
-0.007957909,
-0.050763234,
0.016435282,
-0.0031654874,
0.022697717,
0.006262434,
-0.023505773,
0.0011994581,
-0.06158541,
0.0086000245,
0.004974595,
-0.02665142,
0.0070668827,
0.028642701,
-0.011154059,
0.0090545565,
-0.009169993,
-0.035871916,
-0.0437216,
-0.008881401,
-0.01787824,
0.06043105,
0.029075587,
0.07728478,
-0.018238978,
0.003001351,
0.0612391,
-0.011428221,
-0.03364976,
-0.031571902,
-0.0404028,
0.023476914,
-0.026694708,
-0.022452414,
0.011875537,
0.0055589927,
0.00053930527,
0.018282268,
-0.004148502,
-0.011868323,
-0.036651112,
-0.011218992,
0.036218226,
-0.041701462,
-0.057227682,
-0.031600762,
-0.0031041617,
-0.014934607,
-0.023476914,
0.023505773,
-0.007993983,
-0.056823652,
-0.024414835,
0.03541017,
-0.020374555,
0.010728386,
-0.038988702,
-0.03509272,
-0.003149254,
0.04115314,
0.008044486,
-0.0404028,
-0.0036182152,
-0.047069263,
0.012863963,
-0.054024316,
-0.0097471755,
-0.029090017,
-0.0017874632,
-0.046722952,
0.021774223,
-0.014285276,
0.021846373,
-0.027372899,
-0.0019443848,
0.07849687,
0.063143805,
-0.033794057,
0.008686602,
0.015295346,
-0.013484435,
-0.00446956,
-0.008636098,
-0.008809254,
0.05861292,
-0.04178804,
-0.010172849,
-0.047069263,
-0.03509272,
-0.022842012,
0.00048293974,
0.039132997,
-0.033447746,
-0.053129684,
-0.021932948,
0.0253239,
-0.0010488495,
0.012827889,
-0.0012310229,
0.00842687,
-0.063778706,
-0.035612185,
0.02530947,
-0.024703426,
-0.003149254,
-0.015136621,
0.002180669,
0.05659278,
-0.056679357,
0.019811802,
0.06678006,
-0.03595849,
0.010208922,
-0.04620349,
0.015381924,
-0.031456467,
-0.010223351,
-0.027791355,
0.014631586,
-0.040258504,
0.01784938,
-0.040604815,
-0.053678006,
-0.046636377,
0.030215524,
0.04144173,
-0.032120228,
0.029508475,
0.005241542,
-0.04848336,
-0.05364915,
0.045741744,
-0.0063598338,
-0.02627625,
0.01885945,
-0.011536443,
0.0127268825,
-0.024688998,
-0.039998773,
-0.057891443,
-0.018787302,
0.069608256,
0.022827582,
-0.033188015,
-0.005158572,
0.024082955,
-0.03165848,
-0.07307135,
0.02126919,
-0.00103442,
-0.059103526,
-0.03474641,
-0.00698752,
0.02323161,
-0.014595512,
0.0525525,
0.03569876,
-0.06400958,
-0.016334275,
0.009465799,
0.0057141106,
0.01012956,
0.0024458123,
0.023332618,
-0.06158541,
0.023289328,
-0.019797372,
0.010309929,
-0.026247391,
0.028224243,
0.030532975,
0.028541693,
-0.0028408219,
0.023794364,
0.00003283291,
0.054139752,
-0.043057844,
-0.0035695154,
0.03001351,
-0.02934975,
-0.013376213,
-0.0052848305,
0.055524994,
0.02666585,
0.020475563,
0.00103442,
0.016045684,
0.03844038,
0.030763848,
-0.0072292155,
-0.032495394,
0.05053236,
-0.0043721604,
-0.018960457,
-0.035265874,
-0.02326047,
-0.0067097507,
-0.0064752703,
-0.023722216,
-0.021399055,
-0.009307073,
-0.0014763256,
-0.028657129,
0.042076632,
-0.012618661,
0.022856442,
-0.031052439,
-0.018469851,
0.017964818,
-0.03564104,
-0.03359204,
0.033765197,
0.011262281,
0.012128055,
-0.018498711,
-0.0101944925,
0.0063201524,
0.024862152,
-0.030850425,
-0.021370197,
-0.019999387,
0.0037877627,
-0.031860493,
0.03367862,
0.043259855,
0.00082519115,
-0.0054471632,
0.005753792,
0.002923792,
-0.04017193,
0.0122579215,
0.03872897,
-0.009783249,
0.032870565,
-0.024703426,
-0.021312477,
-0.03572762,
-0.020388985,
-0.024342688,
-0.018354416,
0.0037949774,
0.03564104,
0.029551763,
0.0506478,
-0.0072833262,
0.0039645247,
-0.0054868446,
0.02024469,
0.05292767,
0.022741005,
-0.010728386,
-0.015771521,
0.012741311,
-0.010259425,
-0.008289789,
0.011861108,
-0.022365836,
0.004570567,
0.021326907,
-0.018282268,
-0.04519342,
0.006287686,
0.039854478,
-0.008866972,
0.03061955,
-0.059738427,
0.0035929633,
0.03246654,
-0.046780672,
0.019422203,
-0.03803635,
-0.039450448,
-0.00632376,
-0.03846924,
0.014480075,
0.031918213,
-0.022683287,
0.0029760993,
0.000106249,
0.0005298358,
0.00316188,
0.020186972,
0.028440686,
0.029898074,
-0.042278644,
-0.0043108347,
-0.020966168,
-0.00097489794,
-0.04072025,
-0.019018175,
0.027560482,
0.0531874,
0.032235663,
-0.00892469,
-0.078323714,
0.0036218225,
-0.0032917461,
0.02056214,
-0.0061938935,
-0.004487597,
-0.035035,
0.0033530719,
-0.02592994,
-0.020085964,
-0.01679602,
0.01784938,
0.022870872,
-0.01923462,
-0.009848183,
0.020807443,
0.018599719,
-0.031081298,
0.006179464,
0.03232224,
-0.009328718,
-0.013318495,
-0.0069153723,
-0.0065834923,
0.014451216,
0.012077551,
0.05630419,
-0.0068973354,
0.018008105,
-0.0038238366,
-0.00488441,
-0.034832988,
0.06770355,
0.04248066,
-0.0019479922,
-0.009278215,
0.012943326,
-0.018109113,
-0.022986308,
-0.005270401,
0.01818126,
-0.02562692,
0.0175175,
-0.0038418735,
-0.0558713,
0.022769865,
0.030965861,
-0.017748373,
-0.0099636195,
-0.0009424314,
-0.0038490882,
0.027733637,
0.025468195,
-0.0055373483,
0.048396785,
0.014458431,
0.063143805,
0.013102051,
-0.011911611,
0.02427054,
0.008621669,
0.062047157,
-0.042220928,
-0.0021914912,
-0.013073192,
-0.01655072,
-0.056159895,
0.027156454,
-0.018137971,
-0.025136314,
0.0043216567,
-0.019609788,
-0.012438291,
-0.029364178,
0.012907252,
-0.034602113,
0.028628271,
0.026016518,
-0.03780548,
-0.024674568,
0.026492694,
-0.0063850856,
0.029782636,
0.0063129375,
0.07272504,
0.009321503,
0.0754378,
0.020995026,
0.014285276,
0.0073662964,
0.026131954,
-0.010634595,
-0.047646444,
-0.0015024792,
0.009400866,
-0.025410475,
0.009097845,
-0.026723567,
0.022639997,
0.040951125,
0.0037985847,
-0.037314873,
0.030215524,
0.03904642,
-0.0090689855,
-0.01655072,
0.074745186,
-0.001617014,
-0.00075078866,
-0.00842687,
0.022077246,
-0.073244505,
0.010728386,
-0.033938352,
-0.006215538,
-0.041586027,
-0.06654918,
-0.016666155,
-0.026564842,
-0.028354108,
-0.030821566,
-0.03330345,
-0.051600147,
0.05823775,
0.010317144,
0.048685376,
0.019451063,
-0.03907528,
-0.0058872653,
0.03575648,
0.024660138,
0.00842687,
0.09044456,
0.049666587,
-0.031052439,
-0.007131816,
-0.016045684,
0.022033956,
-0.013073192,
0.0064788777,
0.00003435478,
-0.0031059654,
-0.04147059,
-0.040316224,
-0.014191484,
0.030100087,
0.010923186,
-0.049753163,
-0.038555816,
-0.0052162902,
-0.06683778,
0.000055858225,
0.015381924,
0.020692006,
-0.026059806,
0.010742816,
0.03546789,
-0.07532237,
0.24749601,
0.06672234,
0.019667506,
0.028729277,
0.011666309,
0.061469976,
-0.020793013,
-0.03061955,
0.0004878999,
-0.020100394,
0.011485939,
-0.028051088,
-0.020720866,
0.026810145,
-0.025814503,
0.029782636,
-0.032870565,
0.0056672143,
-0.020735295,
-0.016031254,
-0.047473293,
0.02559806,
-0.00774868,
0.078323714,
-0.007063275,
0.03266855,
0.040633675,
0.00010585444,
-0.007261682,
-0.042596094,
0.021168182,
-0.06100823,
0.006763862,
0.011319999,
-0.030417537,
0.023347048,
0.027877932,
-0.046953827,
-0.0064031226,
-0.026896723,
-0.0049168766,
-0.031052439,
0.007972338,
-0.01885945,
-0.01281346,
-0.00048293974,
-0.011680738,
0.0647022,
0.05425519,
-0.053100824,
0.05030149,
-0.048339065,
0.036910843,
-0.004783403,
-0.0484545,
-0.034082647,
-0.028714849,
-0.023621209,
0.03740145,
0.033909492,
-0.013621516,
-0.0010335181,
-0.011586946,
0.02694001,
-0.04854108,
0.033794057,
-0.012344499,
0.041874617,
-0.011132414,
-0.008744321,
0.024342688,
-0.031514186,
0.0073843333,
-0.03578534,
-0.009148348,
0.04548201,
0.011312785,
0.027026588,
0.02901787,
-0.03598735,
0.0148336,
-0.036218226,
-0.00891026,
-0.044731673,
0.011327214,
0.05266794,
-0.0255692,
0.03809407,
-0.0021049138,
0.019840661,
0.030042369,
0.019984957,
-0.012835104,
-0.0102017075,
0.011514799
] | The preprocessing function you want to create needs to:
Prefix the input with a prompt so T5 knows this is a translation task. Some models capable of multiple NLP tasks require prompting for specific tasks.
Tokenize the input (English) and target (French) separately because you can't tokenize French text with a tokenizer pretrained on an English vocabulary.
Truncate sequences to be no longer than the maximum length set by the max_length parameter. |
[
-0.018482966,
-0.009838387,
-0.011018151,
-0.016109394,
-0.033286195,
-0.029746901,
0.007872115,
-0.0023437273,
-0.034297418,
0.026081208,
0.009360864,
0.04207824,
0.0059198863,
-0.02398853,
-0.043904066,
0.052864656,
-0.05325791,
-0.052162416,
-0.051432084,
-0.013728799,
-0.0021523668,
-0.004511894,
-0.07471838,
-0.033258103,
-0.012204938,
-0.0021137435,
0.05106692,
-0.023848083,
0.07938125,
0.03494348,
-0.040168148,
0.020940809,
0.0031091692,
-0.023230111,
-0.027963212,
-0.039606355,
-0.00464532,
-0.041319825,
0.0030600124,
-0.0171768,
0.018918356,
0.0023770838,
0.017864995,
-0.030224426,
-0.07528017,
-0.015294795,
-0.00017874212,
0.004490827,
-0.01261926,
0.020196432,
-0.000044328925,
-0.021432376,
0.041179374,
0.01896049,
0.0000111713825,
-0.01971891,
-0.008089809,
0.005635479,
-0.04901638,
0.00047137885,
-0.0050666644,
0.052415222,
-0.036769304,
-0.056460127,
-0.007240098,
0.0035428028,
-0.01186084,
0.036825486,
-0.01142545,
-0.050505128,
-0.04238723,
0.022485737,
-0.03143228,
-0.01051956,
-0.005775927,
0.0022454136,
0.02337056,
-0.050561305,
-0.046909656,
0.023145843,
0.018651504,
0.01326532,
0.011011129,
0.0059549985,
-0.032443505,
-0.02293517,
0.027485687,
-0.009339797,
-0.008869296,
-0.020238567,
-0.0066186152,
0.040673763,
-0.06612296,
0.014817271,
0.02837051,
0.042920932,
-0.010849614,
0.016544783,
-0.030392963,
-0.03140419,
0.053763524,
0.09550469,
-0.0340727,
0.01971891,
-0.021952033,
0.012485834,
0.026783448,
0.02264023,
-0.018511057,
0.041628808,
0.02553346,
-0.012092579,
0.02450819,
-0.020027895,
-0.024522234,
0.037724353,
-0.019466102,
-0.0033707537,
-0.058763474,
-0.03648841,
-0.027120523,
-0.0039501023,
-0.015997035,
-0.042836662,
0.029718813,
-0.03306148,
-0.025772221,
0.035196286,
-0.04176926,
0.011004106,
0.045505177,
0.008476041,
0.031039024,
0.029690722,
-0.007970428,
0.028904213,
-0.035252467,
0.0035884483,
0.031263743,
-0.012542013,
0.008658623,
-0.0015185948,
0.0033654869,
0.060898285,
0.016671186,
0.010997084,
0.0051614665,
-0.012682461,
-0.013490037,
0.034016524,
-0.047218643,
-0.0045610513,
0.0077808234,
0.029999709,
-0.0012657882,
-0.0025684442,
0.0117906155,
-0.0008251324,
0.020027895,
0.022513825,
-0.010744277,
0.0059901103,
-0.036263693,
0.06314545,
-0.0102527095,
0.022878991,
-0.04741527,
0.010435292,
0.012240049,
-0.02544919,
0.009775186,
0.0053019146,
0.03359518,
0.0078018904,
0.028496914,
0.047302913,
0.04384789,
0.001491383,
-0.012408587,
0.010006925,
0.007794868,
0.006941646,
-0.0036656947,
0.0016599207,
-0.009634738,
-0.013784979,
-0.02655873,
0.0020382528,
0.0033145745,
0.0016564095,
0.04230296,
0.023819994,
0.017078485,
0.00823728,
-0.03862322,
0.03140419,
-0.01752792,
0.016025126,
0.0015519512,
-0.018412743,
-0.017232979,
0.033033386,
-0.05542081,
0.012612237,
0.00012409904,
-0.027078388,
0.004245043,
0.01863746,
-0.00064386666,
0.03721874,
0.044184964,
0.021011032,
-0.061123002,
0.008047675,
0.020617777,
-0.018440831,
-0.016881859,
0.044718668,
-0.0010428269,
0.04446586,
0.030280605,
0.036151335,
0.020407105,
-0.010379112,
0.0028458291,
-0.030280605,
-0.006365809,
0.07039257,
0.004195886,
0.026923895,
-0.008082787,
-0.0034954015,
0.0042731324,
0.026165476,
0.028328376,
0.025266608,
0.07949361,
0.0403086,
0.018525101,
0.01057574,
0.0018749818,
0.047022015,
0.050533216,
0.02655873,
0.0080336295,
0.023482919,
0.035673812,
-0.032640133,
-0.024620548,
0.03935355,
-0.049859066,
0.06134772,
0.022373378,
0.027415464,
-0.044774845,
-0.026418282,
0.010631919,
0.027555913,
-0.020716092,
-0.019775089,
0.025926715,
-0.0044767824,
0.030561501,
-0.0024753972,
-0.005937442,
0.052162416,
0.018946445,
0.0061972714,
-0.0024332628,
-0.02182563,
0.005108799,
-0.03707829,
-0.064269036,
-0.017836906,
-0.019746998,
-0.0110673085,
-0.017050397,
-0.022457646,
0.046881568,
0.001447493,
-0.020968897,
0.009234461,
-0.076853186,
0.027275017,
0.031235652,
-0.0027387375,
-0.045055743,
0.00745077,
-0.0036340938,
0.065167904,
0.02036497,
-0.0072611654,
-0.0071979635,
-0.027499733,
-0.0057337927,
0.030308694,
0.009992881,
0.018398698,
-0.011137532,
0.02044924,
-0.029325558,
-0.02842669,
0.007528017,
0.020814404,
-0.011053263,
0.029578364,
0.017247023,
-0.0010726722,
0.05157253,
0.044213053,
-0.03716256,
-0.008511153,
0.0071698744,
0.030027797,
-0.0403086,
0.024634592,
0.054241046,
0.00008481747,
-0.03783671,
-0.016165573,
-0.044156875,
0.008897386,
0.006225361,
-0.027864898,
-0.009571536,
0.087751955,
-0.03502775,
-0.074943095,
-0.0014220368,
-0.022794722,
-0.01311785,
-0.048623122,
-0.01171337,
0.04932536,
0.021165526,
0.0007430581,
-0.027878942,
0.013960538,
-0.032921027,
0.0061375806,
-0.003541047,
-0.043286096,
0.020224523,
0.013532172,
0.017050397,
0.043454632,
-0.036095154,
-0.033539,
-0.020575643,
-0.024536278,
0.040252417,
0.025322787,
0.021165526,
0.027485687,
-0.03356709,
0.02115148,
-0.023567187,
0.021334063,
0.015449288,
0.034718763,
0.032499686,
0.011565899,
0.005582811,
-0.037022114,
-0.023412693,
-0.025364922,
0.00067766197,
0.035224378,
0.039100744,
-0.046235505,
0.010968994,
0.015730184,
-0.030477231,
-0.0036060042,
-0.042808574,
-0.03853895,
0.05744326,
0.028932303,
0.041965883,
-0.04747145,
-0.019171162,
-0.023946397,
-0.01095495,
0.00911508,
0.057358995,
0.027092433,
0.024297517,
-0.01574423,
0.012506901,
-0.007204986,
0.021362152,
-0.008925475,
0.028553093,
-0.01820207,
-0.038229965,
-0.04306138,
0.019845312,
0.040505223,
0.030786218,
-0.00048454586,
0.039465908,
0.025196385,
0.04376362,
0.02001385,
-0.021685183,
0.008946543,
-0.06269602,
0.06213423,
0.0038166763,
-0.00064386666,
0.011369271,
-0.038342323,
0.013546216,
0.008637557,
-0.02872163,
0.011874884,
-0.004417092,
-0.029381737,
0.036741216,
0.03564572,
-0.062190406,
-0.020210478,
-0.04943772,
0.023763815,
0.051432084,
-0.04098275,
0.00035309524,
-0.030308694,
0.011137532,
-0.0055336542,
0.0070048478,
-0.0018416253,
-0.038932204,
0.0016818657,
-0.051432084,
0.043791708,
0.029550275,
-0.022541916,
0.024578413,
-0.07348243,
-0.010674054,
-0.008581378,
-0.00031995826,
0.021895854,
0.030870486,
0.0026948475,
0.01142545,
0.01668523,
0.030168246,
-0.0089395195,
0.023328425,
-0.019803178,
0.039606355,
-0.037752442,
-0.0021330551,
-0.036825486,
-0.031010935,
-0.019915536,
0.027850853,
0.030421052,
-0.030055888,
-0.02261214,
0.028749721,
-0.010835568,
-0.041853525,
0.030730039,
0.01273864,
-0.0006934624,
0.036123246,
-0.013054648,
0.00820919,
0.026895806,
0.03134801,
0.013370656,
-0.03151655,
-0.020350926,
0.011692302,
-0.0016985439,
-0.07207795,
0.009044856,
-0.015266705,
0.01776668,
-0.00021133047,
-0.02980308,
-0.0016528983,
-0.0597747,
0.019114982,
-0.019353744,
-0.011256913,
0.023103708,
0.0039360574,
-0.010695121,
0.01402374,
-0.031039024,
-0.03283676,
-0.051965788,
0.0012938778,
-0.023258202,
0.08393177,
0.030701948,
0.08145988,
-0.028623318,
-0.0017793016,
0.0138271125,
-0.006853866,
0.005789972,
-0.00292132,
-0.0032267945,
0.025308743,
-0.0001462635,
-0.019269476,
0.016755456,
-0.018651504,
-0.0046207416,
0.0032812182,
-0.01712062,
-0.006692351,
-0.018103756,
-0.039662536,
0.025041891,
-0.059437625,
-0.047499537,
-0.024845265,
0.0067415074,
0.01279482,
0.0051474217,
0.03505584,
0.011895952,
-0.05272421,
-0.02872163,
0.04019624,
-0.012724595,
0.0014220368,
-0.05263994,
-0.06719036,
0.02547728,
0.034297418,
-0.0040168148,
-0.071347624,
-0.004964839,
-0.052920833,
0.006843332,
-0.03356709,
-0.023581231,
-0.021067211,
0.012422632,
-0.033679448,
0.013742844,
-0.01455042,
-0.0018907822,
0.0065097683,
0.007865092,
0.054044418,
0.013181052,
-0.04098275,
0.0107513005,
0.022078438,
-0.04539282,
-0.0236655,
0.008117898,
-0.012457744,
0.056488216,
-0.037668172,
0.009950746,
-0.059437625,
-0.027204791,
-0.060729746,
-0.0015063055,
0.018131847,
-0.026727268,
-0.030758128,
-0.0026369125,
0.053538807,
-0.014044807,
0.016137484,
-0.025856491,
-0.044802934,
-0.07881946,
-0.04727482,
0.0378648,
-0.006320163,
-0.010006925,
0.0009813809,
-0.025350878,
0.086516015,
-0.050083783,
0.014395927,
0.069437526,
0.00639741,
0.033230014,
-0.059269086,
0.043454632,
-0.014164188,
-0.028609272,
0.0022893036,
0.032555863,
-0.019859357,
0.024409875,
-0.03873558,
-0.052752297,
-0.031600818,
0.0416569,
0.07219031,
-0.022092482,
0.007183919,
-0.021671137,
-0.055954512,
-0.020940809,
0.046263594,
0.022654274,
-0.009880522,
0.0219099,
0.010631919,
0.021727316,
0.025744133,
-0.027963212,
-0.008792049,
-0.0035533363,
0.03640414,
-0.002313882,
-0.03845468,
0.0021242772,
0.043201827,
-0.042555768,
-0.05188152,
0.010140351,
-0.007443748,
-0.05825786,
-0.028876124,
-0.017317247,
0.017612189,
-0.028848033,
0.02915702,
0.016123438,
-0.025294699,
-0.010695121,
0.017359382,
-0.03210643,
-0.0129142,
0.013911381,
0.0357019,
-0.055701707,
0.013862225,
-0.015617826,
-0.010877703,
0.0010015704,
0.0037885867,
0.029437916,
0.032415416,
0.01674141,
0.027766583,
-0.0050842203,
0.073033,
-0.033005297,
0.00063157745,
0.045448996,
-0.008504131,
-0.033763718,
0.0016686986,
0.04592652,
-0.009957768,
0.011123488,
0.0020961876,
-0.00102966,
0.03134801,
0.03859513,
0.008342615,
-0.04817369,
0.049241096,
-0.007233076,
-0.03648841,
-0.008897386,
-0.03483112,
-0.006843332,
0.005653035,
-0.036825486,
-0.03724683,
0.0034041102,
0.006537858,
-0.0046347864,
0.013216164,
-0.012928246,
0.017317247,
-0.027668271,
-0.05182534,
0.0025280653,
-0.017247023,
-0.009529402,
0.011221801,
-0.006629149,
-0.015786363,
-0.0057373038,
0.011074331,
-0.009866477,
0.019943627,
-0.019409923,
-0.03499966,
-0.020182388,
-0.025800312,
-0.022345288,
0.043005202,
0.03778053,
-0.008160033,
-0.023651456,
0.024381785,
-0.013763911,
-0.03783671,
0.0038517884,
0.06466229,
-0.030758128,
0.04881975,
-0.046179328,
-0.016699277,
-0.02442392,
-0.018384652,
-0.026937941,
-0.00082601025,
0.0024789085,
0.040336687,
0.031685084,
0.06365107,
0.004782257,
0.015631871,
-0.0014975276,
0.012197915,
0.042583857,
-0.0292132,
-0.017738592,
0.007598241,
0.012527968,
-0.008075764,
-0.0020154298,
0.027682316,
-0.009522379,
0.0055371653,
-0.0038166763,
-0.016952083,
-0.069100454,
0.009564514,
0.03502775,
0.03561763,
0.023244156,
-0.08106663,
0.0155476015,
0.060111776,
-0.048314136,
0.019381834,
-0.019606551,
-0.020730136,
0.00026355957,
-0.0757296,
0.03572999,
0.018511057,
-0.027022209,
0.0057513486,
0.0034796011,
-0.029606454,
0.0062218495,
0.0045294506,
0.0075701512,
0.0056741023,
-0.04502765,
-0.0524714,
-0.011172644,
0.014508286,
-0.026025029,
-0.014761092,
0.020954853,
0.051516354,
0.03589853,
-0.025140205,
-0.04362317,
0.00572677,
-0.007380546,
0.04140409,
-0.02293517,
0.00025148984,
-0.03418506,
0.023805948,
-0.039297372,
0.02223293,
-0.009810298,
0.019438013,
0.024213247,
-0.001939939,
0.024466055,
0.025196385,
0.018454878,
-0.004891104,
-0.034465957,
0.047078196,
-0.017513875,
-0.031207561,
-0.017836906,
-0.0340727,
0.004610208,
0.045055743,
0.024606502,
0.014086942,
0.019901492,
0.00093310187,
-0.0151403025,
-0.033932254,
0.030758128,
0.050533216,
0.02696603,
-0.011608033,
-0.010758323,
-0.041179374,
0.008096832,
-0.035926618,
0.03721874,
-0.0077878456,
0.0015027943,
0.015870633,
-0.013897337,
-0.009908612,
-0.002793161,
-0.026685134,
0.008440929,
0.0058707297,
0.024480099,
0.02764018,
0.041207466,
0.008300481,
0.055083733,
0.011411406,
0.04227487,
0.008855251,
-0.011214779,
0.007745711,
0.013054648,
0.056544393,
-0.0584264,
-0.026291879,
-0.033539,
-0.014241435,
-0.07415658,
0.02369359,
-0.019873403,
-0.0055968557,
0.0201543,
-0.008700758,
-0.003462045,
-0.053763524,
0.04216251,
-0.00782998,
0.021867765,
0.015238616,
-0.032415416,
-0.011846795,
0.046291687,
-0.014374861,
0.019592507,
0.02269641,
0.075336345,
0.004596163,
0.05702192,
0.0005113188,
-0.0054353406,
0.009585581,
-0.010603829,
-0.003123214,
-0.0524714,
0.0013825357,
0.0067555523,
-0.01971891,
0.0005903208,
-0.040533315,
0.03443787,
0.029353647,
-0.009999903,
-0.05261185,
0.053538807,
0.007872115,
0.0023419717,
0.011608033,
0.07645993,
-0.027584001,
0.0026386683,
-0.01422739,
0.00961367,
-0.06314545,
-0.014999854,
-0.06589824,
0.008539243,
-0.052977014,
-0.028791854,
-0.011523765,
-0.0029248311,
-0.013939471,
-0.0137358215,
-0.017682413,
-0.02155878,
0.034044612,
0.021432376,
0.045364726,
0.048370317,
-0.03337046,
-0.009388953,
0.03648841,
0.024929533,
0.028272197,
0.09174068,
0.059999418,
-0.017050397,
-0.010063104,
0.013279365,
0.028581183,
-0.005428318,
0.0016414869,
-0.0013131895,
-0.016249843,
-0.035449095,
-0.07056111,
-0.020477328,
0.008728848,
0.014859406,
-0.017949264,
-0.023356514,
0.0119731985,
-0.06797687,
-0.0052071125,
-0.0019276498,
0.015561647,
-0.014690869,
0.017668368,
0.021348108,
-0.044774845,
0.23190786,
0.054128688,
-0.0041116173,
0.03280867,
0.034522135,
0.04362317,
-0.012872066,
-0.02994353,
0.017050397,
-0.043482725,
0.00856031,
-0.026025029,
-0.0011648412,
0.030392963,
-0.02985926,
0.04306138,
-0.03935355,
0.023581231,
-0.019971715,
-0.014002673,
-0.036825486,
0.034381688,
0.019943627,
0.033398554,
0.022738542,
0.03345473,
0.0443535,
-0.022752589,
-0.000002873425,
-0.070167854,
0.01814589,
-0.05255567,
0.044999562,
0.0049964404,
-0.02182563,
0.021937989,
-0.013216164,
-0.04443777,
-0.013890315,
0.020435195,
-0.0019908515,
-0.00701187,
0.007759756,
-0.007851047,
0.013792001,
0.005393206,
-0.028637363,
0.05011187,
0.04168499,
-0.0051263548,
0.01425548,
-0.04763999,
0.016404334,
-0.020659912,
-0.043482725,
0.00391499,
-0.036038976,
-0.035364825,
0.026081208,
0.039016474,
-0.04207824,
0.000994548,
0.02080036,
-0.019704865,
-0.021937989,
0.048538852,
-0.007886159,
0.06134772,
-0.04376362,
-0.012155781,
0.014536375,
-0.017050397,
0.0038412549,
-0.030505322,
0.0077316663,
0.017345337,
0.0030863464,
0.013307455,
0.007373524,
-0.07224649,
0.008089809,
-0.024311561,
-0.026783448,
-0.025280653,
0.0027440041,
0.06432522,
-0.028033435,
0.030505322,
0.008511153,
0.0027878943,
-0.0055301427,
0.030421052,
-0.02185372,
-0.045645624,
-0.0033602202
] | source_lang = "en"
target_lang = "fr"
prefix = "translate English to French: "
def preprocess_function(examples):
inputs = [prefix + example[source_lang] for example in examples["translation"]]
targets = [example[target_lang] for example in examples["translation"]]
model_inputs = tokenizer(inputs, text_target=targets, max_length=128, truncation=True)
return model_inputs |
[
0.016229708,
-0.013404,
0.030749498,
0.03379257,
0.02576466,
-0.017417954,
-0.006169462,
-0.013425736,
-0.023359185,
0.046254665,
0.008701731,
-0.0023656248,
0.00666215,
-0.023112841,
-0.04828338,
-0.0029995977,
-0.06578828,
-0.048167452,
-0.05831102,
0.005919496,
-0.0034451901,
0.020432042,
-0.08138039,
-0.03040172,
-0.0064194286,
0.020968203,
0.022576682,
0.0073033683,
0.11986798,
0.055673692,
-0.0160848,
0.018156985,
0.007955454,
-0.0049957065,
-0.013222864,
-0.024634376,
0.033386827,
0.009085738,
-0.021968069,
-0.030575609,
0.044631694,
-0.0048145717,
0.037589163,
0.011034751,
-0.063295856,
-0.009339327,
0.016925266,
0.006231048,
-0.035183687,
-0.02808319,
-0.031647928,
-0.00093465723,
0.029329399,
-0.014715417,
-0.007390313,
0.009810278,
-0.007578694,
0.0013358715,
-0.03521267,
-0.009455253,
-0.001719878,
0.045211326,
-0.0018004831,
-0.04976144,
0.02931491,
0.015273314,
-0.020011809,
-0.04666041,
-0.008426406,
-0.062542334,
-0.033908494,
-0.010324702,
-0.003599155,
-0.027996244,
-0.046283647,
-0.009397291,
0.04095103,
-0.029285926,
-0.005687643,
0.051964045,
0.004930498,
0.019374212,
0.032691266,
-0.03161895,
-0.028344024,
-0.058021203,
0.029764123,
-0.017403463,
0.025808133,
-0.018751107,
-0.03272025,
0.04202335,
-0.00014762512,
-0.029822087,
0.0024616264,
0.049500607,
-0.022156449,
0.035879247,
0.024619887,
0.017258555,
0.036951564,
0.053326182,
-0.0027804242,
0.040864084,
-0.015345768,
0.03341581,
0.024561923,
-0.010991279,
-0.028010735,
0.02395331,
-0.0060607814,
0.000114001916,
0.03651684,
-0.043182615,
-0.023156315,
0.012875085,
0.015287804,
0.017562862,
-0.04045834,
-0.00042544113,
0.025358917,
0.031560984,
0.027851338,
-0.013440226,
0.013193882,
-0.07459869,
-0.028894676,
0.019808937,
-0.026822489,
-0.0055499803,
0.020403061,
0.015838455,
0.012150544,
0.051239505,
0.034227293,
0.042863816,
0.004455924,
0.006698377,
0.016186235,
-0.05764444,
0.013353282,
0.0225477,
-0.03416933,
0.06619402,
-0.0060607814,
-0.000709144,
0.0060933856,
0.00043517715,
-0.024953175,
0.03332886,
-0.09969677,
0.028517913,
0.0070099295,
-0.040545285,
-0.023069369,
-0.010766672,
0.00006769925,
-0.0051587285,
-0.019287268,
0.02343164,
0.011215887,
-0.030575609,
-0.03741527,
0.02953227,
0.0186062,
0.02305488,
-0.0386325,
-0.019287268,
-0.0062998794,
-0.020692877,
-0.008375688,
-0.008911848,
0.0061441036,
0.022402791,
0.042371128,
0.05083376,
0.0318508,
-0.013990877,
0.024474978,
0.0043255067,
0.014599491,
-0.006223803,
0.023127332,
-0.0055608484,
-0.03416933,
-0.008107608,
-0.00028053302,
0.03379257,
0.008911848,
0.031763855,
0.038748425,
0.020258153,
0.014027104,
0.0075424667,
-0.020852275,
0.016519524,
-0.05509406,
0.010404401,
-0.014824099,
-0.023025896,
-0.04845727,
0.012237489,
-0.036545824,
0.01252006,
-0.02899611,
-0.03095237,
0.033763587,
0.018041058,
-0.009737824,
0.0015985175,
0.031937744,
0.01504146,
-0.024793776,
0.032807194,
0.0030068432,
-0.026793508,
-0.04164659,
0.013867705,
-0.02630082,
0.0019453912,
0.035038777,
-0.0056296797,
0.04741393,
-0.023388168,
0.037270363,
0.024677848,
0.022504227,
0.07216423,
0.043617338,
0.039443985,
0.0121070715,
0.0383137,
0.008607541,
0.04344345,
0.030488664,
0.011875219,
0.057528514,
0.042458072,
-0.027967263,
0.01010734,
0.0045935865,
0.010158057,
0.036227025,
0.029227963,
0.0030158998,
0.030633572,
-0.006285389,
-0.0019580708,
-0.017157119,
-0.0023456998,
-0.035734337,
0.03202469,
0.01135355,
0.0004922347,
-0.01441111,
-0.037878975,
0.0056912657,
0.04567503,
0.0091509465,
-0.026547164,
0.020663895,
0.07059923,
0.03257534,
-0.042545017,
0.009114719,
0.054514427,
0.034053404,
0.02038857,
-0.006205689,
-0.0018801825,
-0.031068297,
-0.05494915,
-0.02414169,
0.0010071113,
-0.026184894,
0.004626191,
-0.036024153,
-0.043965116,
-0.0044015837,
0.017983096,
-0.0005483866,
-0.005792701,
-0.04040038,
0.015548639,
0.04474762,
-0.022518719,
-0.034488127,
0.024706831,
0.048805047,
0.047877636,
0.0033383204,
-0.022938952,
-0.031184223,
-0.03234349,
-0.012070845,
0.00894083,
0.019113379,
-0.02166376,
-0.023025896,
0.014969006,
-0.008462633,
-0.007038911,
-0.032111634,
0.0049268752,
-0.021344963,
0.027561521,
0.0454142,
-0.02182316,
0.022779552,
0.011281095,
-0.028126663,
-0.013135919,
0.022055013,
0.034430165,
-0.030314775,
0.02327224,
0.011099961,
-0.008209044,
-0.014519791,
-0.034633037,
-0.060745474,
-0.021373944,
-0.024619887,
-0.03382155,
-0.007825037,
0.065962166,
-0.05150034,
-0.069845706,
0.011208641,
-0.02575017,
-0.026373275,
-0.02221441,
-0.004336375,
0.02792379,
0.015316786,
-0.0025340803,
-0.05399276,
0.027561521,
-0.018736618,
0.039965652,
0.0088756215,
-0.020461023,
0.003955991,
0.01412854,
0.025721187,
0.003316584,
0.031155242,
-0.04312465,
-0.027764391,
-0.0036082116,
0.035328593,
0.013519926,
0.02237381,
0.037676107,
-0.010433383,
0.006759963,
-0.052688584,
0.023417149,
0.024069235,
0.041733533,
0.037647124,
0.009440763,
0.018577218,
0.012020127,
-0.053239234,
-0.030633572,
0.02379391,
-0.00760043,
0.05170321,
-0.047182076,
-0.009237891,
0.0665418,
-0.010078358,
-0.0038980278,
-0.035125725,
-0.0032604323,
0.06277419,
0.017780224,
0.060339734,
-0.040806122,
-0.031792838,
-0.012411378,
0.008165572,
0.020475514,
0.05222488,
0.045501143,
-0.0059484774,
0.0024978532,
-0.0015360259,
-0.0073830676,
0.022808535,
0.024460487,
0.006705622,
-0.033763587,
-0.03811083,
-0.034980815,
0.021707233,
0.061383072,
0.034227293,
0.008027908,
0.036951564,
-0.020605931,
0.03483591,
0.035357576,
0.02166376,
-0.019533612,
-0.048747085,
0.0660781,
0.004865289,
0.043008722,
-0.005042802,
-0.00086537306,
-0.024243126,
0.02809768,
-0.047124114,
0.0073866905,
-0.037821013,
-0.017736752,
0.012541796,
0.052311823,
-0.028575877,
-0.010440629,
-0.034951832,
-0.0028891051,
0.039936673,
-0.058282036,
0.0020613177,
-0.045530125,
0.03637193,
0.014585,
0.0049884613,
-0.042660944,
-0.034285255,
-0.0023149068,
-0.036024153,
0.042487055,
0.03935704,
-0.014505301,
0.008390179,
-0.06694754,
-0.039270096,
-0.003341943,
-0.018301893,
0.008382933,
-0.0035466258,
-0.001013451,
0.005318127,
-0.0019363344,
0.03935704,
-0.029822087,
0.017678788,
-0.0041371263,
0.034488127,
-0.03544452,
-0.025431372,
-0.033705626,
-0.018982962,
0.0065317326,
0.019229304,
0.04040038,
-0.013063465,
0.0016302161,
0.044081043,
-0.0041226353,
-0.06671569,
0.012925803,
0.019258287,
-0.032140616,
0.021707233,
-0.012773649,
-0.0064701466,
0.015592111,
0.013375018,
0.011694084,
-0.0017497652,
-0.035734337,
0.013976386,
-0.0037458744,
-0.032314505,
0.023228768,
-0.0060716495,
0.033386827,
-0.028967129,
-0.028764257,
-0.020779822,
-0.054514427,
-0.016678922,
0.0017769355,
-0.049645513,
0.025315445,
0.018113513,
-0.031560984,
-0.014613981,
-0.04040038,
0.03903824,
-0.011259359,
0.031184223,
-0.031705894,
0.021982558,
-0.006651282,
0.07036737,
-0.020605931,
-0.00991896,
0.031966727,
-0.034662016,
-0.018026568,
-0.0383137,
0.013012747,
0.016548505,
-0.012925803,
-0.018852543,
-0.008477123,
-0.021069638,
0.006687509,
0.0112303775,
-0.0067889444,
0.015505167,
-0.03648786,
-0.01843231,
0.021895614,
-0.0060607814,
-0.055905543,
-0.03161895,
0.024866229,
-0.02073635,
-0.005941232,
0.013867705,
-0.008535087,
-0.045182344,
-0.033531733,
0.025242992,
-0.020518987,
-0.010650746,
-0.04028445,
-0.05028311,
-0.005285523,
0.034980815,
0.018156985,
-0.038052868,
0.0047203815,
-0.06462901,
0.044312898,
-0.022750571,
0.00006554827,
-0.013411244,
0.0021210923,
-0.035096742,
0.017316518,
0.005785456,
0.0028238965,
0.0067273583,
-0.015606603,
0.040110562,
0.027286194,
-0.046631426,
0.004028445,
-0.010926071,
-0.016939757,
0.017562862,
-0.018012077,
-0.014700927,
0.032836176,
-0.04579096,
0.048920974,
-0.03234349,
-0.028546896,
-0.04524031,
-0.0133243,
0.031821817,
-0.03929908,
-0.00920891,
-0.0006914833,
0.0532972,
0.013824233,
0.04773273,
-0.00094280834,
0.0105638,
-0.05460137,
-0.038748425,
0.030372737,
-0.041762516,
0.0010252248,
0.0100276405,
-0.004890648,
0.07216423,
-0.044081043,
0.045559105,
0.06822273,
-0.0053398632,
0.014338656,
-0.03700953,
-0.018678654,
-0.033676643,
-0.03205367,
0.0073866905,
-0.008745204,
-0.046254665,
0.022576682,
-0.042921778,
-0.06555642,
-0.013027238,
0.031242186,
0.05257266,
-0.021084128,
0.03199571,
-0.007861264,
-0.031271167,
-0.071120895,
-0.014295184,
-0.016403597,
0.0025866097,
0.0065824506,
-0.01010734,
0.01270844,
0.016649941,
-0.04312465,
-0.022359319,
0.0028945394,
0.045037437,
0.0049377433,
-0.06555642,
0.01081739,
0.011099961,
-0.037328325,
-0.06677365,
0.040110562,
-0.02898162,
-0.026634108,
-0.019620556,
-0.00089888304,
0.045588087,
-0.033010066,
-0.004445056,
0.030865425,
-0.05616638,
-0.024069235,
0.023895346,
0.0049268752,
-0.015244332,
0.036342952,
0.046080776,
-0.003992218,
0.01862069,
-0.037705086,
-0.011295586,
-0.027300686,
0.0017905207,
0.022272374,
0.02451845,
0.01333879,
0.02182316,
0.044457804,
0.03309701,
-0.0003366849,
0.0033799815,
0.01046961,
-0.033734605,
-0.05799222,
0.004970348,
0.0318508,
-0.00752073,
-0.03147404,
-0.009766806,
0.010440629,
0.0013947404,
0.018881526,
-0.010288475,
-0.08439448,
0.05616638,
-0.0018946734,
-0.021678252,
-0.023692474,
-0.042313166,
-0.0036824772,
0.025156045,
-0.039501946,
-0.042284183,
-0.014157522,
0.021272508,
-0.016070308,
-0.00442332,
0.007111365,
0.024098217,
-0.036661748,
-0.019693011,
-0.006702,
-0.016678922,
0.0046769087,
-0.00056061323,
0.013643097,
0.022127466,
-0.002443513,
-0.0019091642,
0.015287804,
-0.00290903,
-0.02540239,
-0.024431506,
-0.00054883945,
-0.010433383,
-0.0016981418,
0.026373275,
0.040168524,
-0.0214464,
-0.016360125,
0.04506642,
0.0041190125,
-0.057673424,
0.03130015,
0.05657212,
-0.037821013,
0.01933074,
-0.0071041198,
0.0050572925,
-0.032633305,
-0.03593721,
-0.037270363,
-0.01127385,
-0.0065172417,
0.050399035,
0.021562325,
0.067701064,
0.0073504634,
0.009346573,
0.013259091,
-0.0071041198,
0.011520194,
0.019533612,
0.019214815,
0.020461023,
-0.018751107,
-0.03596619,
-0.0005809909,
0.0070171747,
0.0200263,
-0.005039179,
0.0021120356,
-0.027431102,
-0.037154436,
0.019895881,
-0.010897089,
0.03521267,
0.028706294,
-0.04405206,
-0.012730177,
0.007636657,
-0.04095103,
-0.012969275,
-0.036082115,
-0.0676431,
-0.0068541532,
-0.009795788,
0.020605931,
-0.0047928356,
-0.036777675,
0.0055862074,
-0.015157388,
0.025706697,
-0.035183687,
0.045211326,
0.036806658,
0.016852813,
-0.007564203,
-0.019069906,
0.0079482095,
0.0041371263,
-0.04060325,
0.007933718,
0.008361197,
0.033908494,
0.033734605,
0.03135811,
-0.048225414,
0.011266605,
0.0069592115,
0.024590904,
-0.030662553,
0.014418356,
-0.021620288,
0.03237247,
-0.051790155,
-0.032836176,
-0.006147726,
0.023808401,
0.017823696,
0.010505837,
0.005372468,
0.043008722,
0.005209446,
-0.016867302,
-0.013903932,
0.031879783,
-0.0109043345,
-0.02414169,
-0.01475889,
-0.014715417,
0.030198848,
0.025054611,
0.015113914,
-0.017852677,
0.0077670743,
0.007484503,
0.0122302435,
-0.0105275735,
0.015012479,
0.0052022007,
0.0063650883,
-0.03860352,
0.010621764,
-0.05778935,
-0.017678788,
0.011570912,
0.02647471,
-0.004966725,
0.00009713371,
0.005647793,
-0.05028311,
0.044776604,
0.010324702,
-0.06103529,
0.004923253,
0.014353147,
0.0016673488,
0.043530393,
0.016548505,
-0.025083592,
0.035647392,
0.022823026,
0.018128004,
0.013925669,
0.021026164,
0.022112977,
-0.010317457,
0.051964045,
-0.043530393,
0.011672348,
-0.037676107,
0.00442332,
-0.03451711,
0.048805047,
-0.031039314,
-0.03303905,
-0.0028709918,
-0.012722931,
-0.034053404,
-0.029995976,
0.021417417,
-0.07541017,
0.028488932,
0.05886167,
-0.045037437,
-0.0086510135,
0.03825574,
0.00706427,
0.000445366,
0.021069638,
0.043733265,
0.024938684,
0.01717161,
0.031589966,
-0.00066521874,
0.007477258,
0.02667758,
0.017041193,
-0.0643392,
-0.042139277,
0.00035140215,
-0.0017244064,
-0.00675634,
-0.029619215,
0.035125725,
0.032662287,
-0.013201128,
-0.02702536,
0.016707905,
0.021953577,
-0.019229304,
0.008687241,
0.07546814,
0.019359723,
-0.0020033545,
-0.008723468,
-0.02343164,
-0.042284183,
0.008426406,
-0.056601103,
-0.0037929695,
-0.01912787,
-0.05083376,
-0.021084128,
-0.053442106,
-0.027648466,
-0.035676375,
-0.024634376,
-0.032430433,
0.04773273,
0.0073685767,
0.03277821,
0.03558943,
-0.032430433,
-0.004818194,
0.07477258,
0.023721457,
0.0048761577,
0.041617606,
0.03596619,
0.020895747,
0.0071548373,
-0.001415571,
0.019533612,
-0.018997451,
0.005651416,
0.017113646,
0.0107232,
-0.042574,
-0.07761278,
-0.017635316,
0.016403597,
-0.0018158796,
-0.038052868,
-0.016548505,
0.029764123,
-0.04350141,
-0.012621496,
-0.0007689186,
0.00482544,
0.0010143567,
0.034430165,
0.04671837,
-0.045761976,
0.24877822,
0.06497679,
0.05367396,
0.031184223,
0.019591575,
0.06497679,
-0.022866499,
-0.06451309,
-0.006915739,
-0.030575609,
0.0033147729,
-0.025127064,
0.008694486,
-0.014114049,
-0.030314775,
0.030662553,
-0.03222756,
0.005756474,
-0.009810278,
-0.032256544,
-0.07123682,
0.032082655,
-0.009592916,
0.046979208,
0.018475782,
0.000471857,
0.051413395,
-0.035096742,
-0.041907422,
-0.027518049,
0.035328593,
-0.04208131,
0.071120895,
0.008107608,
-0.002258755,
0.024561923,
-0.00090567564,
-0.028938148,
0.014954516,
-0.02398229,
0.021504361,
-0.03060459,
0.02934389,
-0.013367772,
-0.01896847,
0.042718906,
-0.0018801825,
0.02540239,
0.047529858,
-0.07558406,
0.025011137,
-0.029068565,
0.006307125,
-0.037328325,
-0.05831102,
-0.033705626,
-0.018533746,
-0.03921213,
0.0062890113,
0.05135543,
0.002526835,
0.023475112,
0.03008292,
0.020475514,
-0.030517645,
0.033299882,
0.030314775,
0.0056224344,
-0.039386023,
-0.005941232,
0.052514695,
-0.00666215,
0.0024616264,
0.01699772,
0.0030611835,
0.04512438,
0.010411647,
0.025329936,
0.010513082,
-0.04347243,
0.041820478,
-0.042689927,
-0.023576548,
-0.04764578,
-0.0032513754,
0.07494647,
-0.055557765,
0.024431506,
-0.00010392628,
0.014664699,
0.035560448,
0.012722931,
0.013795251,
-0.038690463,
0.017591843
] | To apply the preprocessing function over the entire dataset, use 🤗 Datasets [~datasets.Dataset.map] method. You can speed up the map function by setting batched=True to process multiple elements of the dataset at once:
tokenized_books = books.map(preprocess_function, batched=True)
Now create a batch of examples using [DataCollatorForSeq2Seq]. It's more efficient to dynamically pad the sentences to the longest length in a batch during collation, instead of padding the whole dataset to the maximum length. |
[
0.0006867548,
-0.009045632,
-0.022406217,
0.020771982,
-0.037530053,
-0.024642536,
0.0072393725,
0.02295096,
-0.020944007,
0.049543113,
0.01670073,
0.008257185,
0.0056123054,
-0.025703356,
-0.039049603,
0.0106368605,
-0.03626854,
-0.061126105,
-0.07551884,
-0.034347598,
-0.0012749538,
0.064050525,
-0.073454544,
-0.012142076,
-0.024355829,
-0.0071175215,
0.009124476,
-0.0014030763,
0.051865444,
0.031652544,
0.022377545,
0.0053184303,
-0.016571712,
-0.040597826,
0.008651408,
-0.030964443,
0.030706408,
0.01670073,
0.009712228,
-0.03007565,
0.031337164,
0.0060351994,
-0.011367965,
0.0012149244,
-0.069784686,
-0.028097367,
0.0015141757,
-0.007819956,
0.0341469,
-0.026477467,
-0.016600383,
-0.002401178,
0.019739833,
-0.051177345,
0.008285856,
0.009740898,
-0.01813427,
0.011167269,
-0.05284025,
-0.026233766,
-0.017216805,
0.020599958,
-0.0006948185,
-0.051808104,
0.026864523,
-0.019940529,
-0.009396849,
-0.040511813,
-0.019639486,
-0.0638785,
-0.0031842487,
-0.00059984653,
-0.040081754,
-0.012686821,
-0.021187708,
-0.020814987,
0.017087786,
0.0025964978,
-0.039078277,
0.036956638,
-0.016586047,
0.037501384,
0.016786743,
0.013790646,
0.0042289402,
-0.07253708,
0.02326634,
-0.03512171,
-0.020886665,
-0.013704633,
-0.033602156,
0.027194237,
-0.020270243,
-0.007640763,
0.030792419,
0.0071246894,
-0.014672273,
0.023137322,
0.019367114,
0.016844084,
0.037816763,
0.06806444,
0.007483074,
0.027595628,
-0.019395784,
0.04584458,
0.028656447,
-0.0010921776,
-0.04392364,
0.0032559256,
0.0114969835,
-0.010307146,
0.02634845,
-0.024054786,
0.014736782,
0.06554141,
0.018822368,
0.0062251436,
-0.0034799161,
-0.0013690299,
0.007991981,
-0.012235256,
0.025215952,
-0.017919239,
0.03664126,
-0.058517065,
0.013274572,
0.043149527,
-0.04406699,
-0.035867147,
0.040483143,
0.006307572,
0.011066922,
0.016930096,
0.0072859623,
0.015439216,
-0.04656135,
-0.009045632,
0.018435312,
-0.025502661,
0.03692797,
-0.008515222,
-0.011927045,
0.083317295,
-0.030247675,
0.03374551,
-0.0015338869,
0.007855794,
-0.036010504,
0.011876872,
-0.07878731,
0.025215952,
0.0073540555,
0.0072752107,
-0.009045632,
0.006379249,
0.001929902,
0.0037379533,
-0.024155134,
-0.023868427,
-0.00010421157,
-0.0083933715,
-0.038160812,
0.03411823,
-0.0033956957,
0.029616918,
-0.059921935,
-0.0039709033,
0.016385352,
-0.007389894,
0.031279825,
-0.026477467,
0.03268469,
0.026491802,
0.03959435,
0.044124335,
0.06313306,
-0.018492654,
0.033831522,
0.010256972,
-0.009138811,
-0.022621246,
0.027566956,
0.021703782,
0.003202168,
0.03084976,
-0.018894045,
0.0012274679,
-0.04099922,
-0.03403222,
0.05871776,
0.04982982,
-0.06336243,
0.045185152,
-0.04991583,
0.0014066602,
-0.017689873,
0.03254134,
-0.019811511,
-0.03770208,
-0.021789795,
0.019080406,
-0.052324176,
0.025029592,
-0.014321055,
0.024026114,
0.03084976,
0.013783478,
-0.07488808,
0.041601304,
0.02789667,
-0.00004964189,
-0.045271166,
0.005056809,
0.026692498,
0.0010178128,
-0.02715123,
0.04770818,
0.0053112623,
0.008443546,
0.016012631,
0.027366262,
0.000038750353,
0.021933148,
0.012392946,
-0.07001405,
0.0011181604,
0.063993186,
-0.013231566,
0.031021787,
-0.008594067,
0.018019587,
0.00028379593,
0.037272017,
0.053614363,
0.039422326,
0.05986459,
0.042060036,
0.010708537,
0.009884252,
0.01592662,
0.008450713,
0.034949683,
0.02382542,
-0.003938649,
0.035752464,
0.029387552,
0.010866227,
-0.07207835,
0.06680292,
-0.03704265,
0.054445814,
0.019238094,
0.0058022495,
-0.065197356,
-0.048998367,
-0.0040569156,
0.0336595,
-0.022850614,
-0.022262862,
0.021030018,
0.0176612,
0.033086084,
-0.01856433,
0.013181392,
0.050517917,
0.03804613,
0.020542616,
0.0019191505,
0.003931481,
-0.01614165,
-0.060380667,
-0.040425804,
-0.012185082,
-0.019166417,
-0.033086084,
-0.018435312,
-0.024771556,
0.0012453871,
0.0057126535,
-0.0010482755,
0.0017784844,
-0.029588247,
0.06261699,
0.011805194,
0.02765297,
-0.056252073,
0.0044654743,
0.0035193386,
0.026319778,
0.0034727484,
0.017933574,
-0.0032129195,
-0.03302874,
0.015897948,
0.033229437,
0.0042468593,
-0.032168616,
-0.023137322,
-0.009497196,
-0.026147753,
0.028412744,
-0.029086508,
0.03661259,
-0.046417996,
0.0253163,
0.03692797,
0.0070494283,
0.010400326,
0.057484917,
-0.03824682,
0.03193925,
0.006088957,
-0.006590696,
-0.036383223,
0.01449308,
0.043550916,
-0.018994393,
-0.03632588,
-0.038734227,
-0.06961266,
-0.021689447,
0.012679653,
-0.056624793,
-0.016241997,
0.024599532,
-0.0450418,
-0.038304165,
0.016471364,
-0.05648144,
-0.043464907,
-0.022893619,
-0.0042181886,
0.041285925,
0.013984174,
-0.014091689,
-0.040081754,
0.047794193,
0.018019587,
0.03082109,
0.032369312,
-0.00914598,
0.006777056,
0.035064366,
0.008536725,
0.03443361,
0.037300687,
0.0035229223,
-0.013611454,
0.019639486,
-0.0013376712,
0.026391454,
0.022664253,
0.005347101,
-0.02092967,
-0.008715917,
-0.033516143,
0.030190334,
0.00855106,
0.016285004,
0.011396635,
0.0051965793,
0.018965723,
0.0007812788,
-0.04478376,
-0.040139094,
0.008787595,
-0.015783265,
0.013231566,
-0.029645588,
0.006425839,
-0.005343517,
0.013948335,
-0.0070888507,
-0.007182031,
-0.023954438,
0.0506326,
0.02329501,
0.036870625,
-0.018506989,
-0.015969625,
0.008128166,
0.008106664,
-0.003151994,
0.01837797,
0.039307643,
0.0068630683,
-0.0019926194,
0.002307998,
-0.030935774,
0.0032828045,
0.00942552,
0.006275317,
-0.023151657,
-0.029559577,
-0.052496202,
0.030591724,
0.0531843,
0.013618621,
0.00023944583,
0.021947483,
0.021574764,
0.0043830457,
0.038676884,
0.0069239936,
-0.0028097366,
-0.019309772,
0.03150919,
-0.002044585,
0.027724646,
-0.042547442,
-0.012478958,
0.012299766,
-0.021445746,
-0.008637073,
0.015654247,
-0.039881058,
-0.0016163153,
-0.031308495,
0.029258532,
-0.027394932,
-0.008844936,
-0.033946205,
0.014994819,
0.009834078,
-0.047134764,
0.0058739264,
-0.020800652,
0.031279825,
0.024499184,
-0.009963097,
-0.04039713,
-0.04581591,
-0.021660775,
-0.032742035,
0.011704846,
0.072823785,
-0.016543042,
0.045930594,
-0.07001405,
0.012385778,
-0.013969839,
-0.021718116,
-0.031222481,
0.013969839,
0.013890994,
0.0436656,
0.021073025,
-0.02074331,
-0.034949683,
-0.007676602,
-0.048654318,
0.034576964,
-0.023682065,
0.0029459228,
-0.010937903,
0.02351004,
0.015482222,
0.04068384,
0.015195514,
-0.020442268,
0.0059169326,
0.013518274,
-0.017145127,
-0.042862818,
0.053815056,
0.0304197,
0.016442694,
0.036727272,
-0.025531331,
-0.007490242,
0.010851891,
0.010794549,
-0.027022213,
0.02239188,
-0.0031734973,
-0.00029118764,
-0.018048257,
-0.017689873,
0.0287998,
-0.009325172,
0.03626854,
0.01244312,
-0.05028855,
-0.004784437,
-0.079303384,
-0.011869703,
0.011446809,
-0.029846285,
0.06427989,
0.009855581,
-0.006891739,
0.016012631,
-0.01365446,
-0.01946746,
-0.014636434,
0.0024621035,
-0.0040820027,
0.039450996,
-0.023839755,
0.015510893,
-0.034232914,
-0.051091332,
0.03082109,
-0.0153818745,
-0.0131383855,
-0.029387552,
-0.02733759,
-0.019094741,
-0.028842807,
-0.01781889,
0.006210808,
-0.023309346,
-0.017245475,
-0.009540203,
0.02351004,
0.009095806,
-0.037157334,
-0.02967426,
0.061871547,
-0.011002412,
-0.057484917,
-0.06118345,
0.013991342,
0.017990915,
0.023151657,
0.026319778,
-0.031308495,
-0.011597332,
-0.035752464,
0.021345397,
-0.013417926,
-0.03420424,
-0.043550916,
-0.049055707,
-0.0353224,
0.046016604,
0.0002755083,
-0.07018607,
-0.0073540555,
-0.028455751,
0.012464622,
0.009511532,
0.01794791,
-0.003956568,
0.004307785,
-0.047478814,
0.031795897,
-0.019109076,
-0.01794791,
-0.0025033175,
0.0032684691,
0.04065517,
0.03707132,
-0.03271336,
-0.01175502,
-0.0077769496,
-0.007017174,
0.008887942,
-0.006945497,
-0.011167269,
0.039106946,
-0.050374564,
0.015754595,
-0.013281739,
-0.010909232,
-0.044153005,
-0.028298061,
0.045959264,
-0.04438237,
-0.020614292,
-0.025187282,
0.046274643,
-0.014098857,
0.03305741,
-0.009977432,
-0.04650401,
-0.05358569,
-0.08314527,
0.029530905,
0.006572777,
-0.0035247141,
0.007791285,
0.0024961499,
0.05722688,
-0.03707132,
0.03566645,
0.027796322,
-0.009683557,
-0.0114969835,
-0.05235285,
0.012091902,
-0.008601234,
-0.03305741,
-0.008629905,
-0.026563479,
-0.014657937,
0.0021843552,
-0.016743736,
-0.051320698,
-0.04260478,
0.036153857,
0.07356922,
-0.04555787,
0.034089558,
0.01701611,
-0.06255965,
-0.055850685,
0.0073038815,
0.021675112,
-0.0007423045,
0.041601304,
0.02877113,
0.021316726,
0.00083234865,
-0.004404549,
-0.007798453,
-0.010242637,
0.01887971,
-0.023395358,
-0.045758568,
0.049285073,
0.023710737,
-0.038676884,
-0.037816763,
0.044497054,
-0.01906607,
-0.041715987,
-0.025359306,
0.0019979952,
0.015224185,
-0.053098287,
0.008837769,
0.031423178,
-0.03188191,
-0.023911431,
-0.0065082675,
0.017546518,
-0.050202537,
0.020685969,
0.04656135,
-0.018822368,
-0.013367752,
-0.06743368,
0.014643602,
-0.010644028,
-0.014736782,
0.050202537,
0.015295862,
0.011568661,
0.029559577,
0.027194237,
0.059921935,
-0.02659215,
0.0026986373,
-0.011905543,
-0.0066767083,
-0.061011422,
-0.018779362,
0.01869335,
-0.007819956,
0.024957916,
-0.0035193386,
0.013439429,
0.027265914,
0.019295435,
-0.01256497,
-0.07798453,
0.025373641,
-0.017589524,
-0.028197713,
-0.013159889,
-0.045213822,
-0.036555246,
0.005146405,
-0.032369312,
-0.03451962,
0.020012205,
0.016127314,
0.014614931,
0.009088638,
-0.015525228,
0.0053793555,
-0.037329357,
-0.023624724,
-0.013288908,
-0.04251877,
0.0176612,
0.046790715,
-0.0234527,
-0.026076077,
-0.027624298,
0.0138049815,
-0.00636133,
0.0019191505,
-0.039336313,
-0.04039713,
-0.010271308,
0.025101269,
-0.027710311,
0.014607763,
0.04538585,
-0.018836703,
-0.03443361,
0.00022275854,
-0.008680079,
0.014206372,
0.012980697,
0.053356323,
-0.0057484917,
0.0150234895,
0.006705379,
0.025545666,
-0.026563479,
-0.019008728,
-0.012536299,
-0.017001774,
0.03512171,
0.036841955,
0.027538287,
0.056997515,
0.0081496695,
-0.0015724131,
-0.034921013,
0.026090411,
0.023467034,
-0.004730679,
0.027609963,
0.013948335,
0.01723114,
-0.04650401,
0.02898616,
0.022979632,
-0.014779788,
0.009977432,
-0.009181818,
-0.01725981,
-0.02619076,
-0.01725981,
-0.017446171,
0.028369738,
0.022262862,
-0.01001327,
-0.019553473,
0.015123838,
-0.02789667,
-0.0014613139,
-0.058545735,
-0.041085232,
0.05091931,
-0.028312396,
-0.012400113,
0.009045632,
-0.029014831,
-0.009561705,
0.01887971,
0.008723086,
-0.006830814,
0.052008796,
0.011833865,
0.0064616776,
-0.035551768,
-0.07012873,
0.009705059,
0.015281526,
-0.046676032,
-0.001791028,
-0.008680079,
0.06135547,
0.047077425,
-0.0058237524,
-0.04443971,
0.004547903,
0.059119154,
-0.007948974,
-0.007182031,
0.01887971,
-0.04581591,
0.03985239,
-0.055965368,
-0.025258958,
0.007956142,
0.028914483,
0.0072680432,
0.015080831,
0.018521326,
0.015998296,
0.009224824,
-0.023280675,
0.0062430627,
0.035379745,
0.015410545,
-0.01098091,
-0.00087177096,
0.0060423673,
0.03968036,
0.03916429,
0.0315952,
-0.03919296,
0.001813427,
0.018679013,
0.005949187,
-0.053786386,
0.012414449,
-0.0016073557,
0.05243886,
-0.00085788354,
-0.0329714,
-0.04214605,
0.015367539,
0.020112554,
0.023094315,
-0.015553899,
0.009783904,
0.03449095,
-0.041257255,
-0.0029781775,
-0.02603307,
-0.040941875,
0.013711802,
-0.017775884,
0.017302817,
0.0010231886,
0.04068384,
-0.017345823,
0.030190334,
0.018062593,
0.007948974,
0.019911857,
-0.021101695,
0.047794193,
0.020356255,
0.011590163,
-0.012916187,
0.01635668,
-0.023094315,
-0.037587397,
0.0035623447,
0.025115605,
0.021746788,
-0.02124505,
0.02146008,
-0.01710212,
-0.0035981832,
-0.05286892,
0.0017704208,
-0.014880136,
0.012858845,
0.037902772,
-0.055936694,
-0.017546518,
0.042002697,
0.0068379813,
0.025000922,
0.014722447,
0.07414264,
0.02920119,
0.089796886,
0.020556951,
0.0090599675,
-0.010966574,
0.019481797,
0.0010518593,
-0.029874954,
-0.03985239,
0.03566645,
0.01682975,
-0.049285073,
-0.046016604,
0.0058058333,
0.020757645,
0.002075048,
-0.034892343,
0.061412815,
0.013546945,
-0.000517866,
0.008357533,
0.073970616,
-0.018363636,
0.022879284,
-0.006755553,
0.024857568,
-0.05358569,
-0.008873607,
-0.030563053,
0.025603008,
-0.05868909,
-0.039881058,
-0.01919509,
-0.041601304,
-0.015037825,
-0.0012435952,
0.009167482,
-0.06359179,
0.020571286,
0.042260733,
0.0012677861,
0.0141633665,
-0.048912354,
-0.0023438365,
0.055592645,
0.05613739,
-0.0063935844,
0.050460577,
0.045701228,
-0.0059169326,
-0.0024173053,
-0.006010113,
0.024613867,
0.01779022,
0.049543113,
0.007604925,
-0.007762614,
-0.010694202,
-0.040196437,
-0.016600383,
0.04848229,
0.0033724008,
0.008228514,
-0.055736,
0.009726563,
-0.047507487,
0.0078988,
0.005293343,
0.03893492,
0.016557377,
-0.0072393725,
0.015826272,
-0.07265176,
0.24519253,
0.075690866,
0.0866431,
0.019539138,
0.0450418,
0.031709883,
0.027738981,
-0.035523098,
0.008500887,
0.024929244,
0.013417926,
-0.023008302,
-0.03302874,
0.009662054,
-0.021187708,
0.045013126,
-0.029416222,
-0.024155134,
0.013181392,
-0.031681214,
-0.0436656,
0.03368817,
0.03775942,
0.01558257,
0.0043902136,
0.009654886,
0.026162088,
-0.03770208,
-0.0015034241,
-0.01449308,
0.014880136,
-0.034404937,
0.050145198,
0.03222596,
0.020958342,
0.047450144,
0.0020517528,
-0.031079128,
0.016715067,
-0.024398835,
0.013934,
-0.05203747,
-0.0046912567,
-0.01520985,
-0.0031197395,
0.029072173,
-0.027050883,
0.021746788,
0.053929742,
-0.04292016,
0.025086934,
-0.06967,
0.02733759,
-0.01962515,
-0.051550064,
-0.028326733,
-0.027394932,
-0.019582145,
-0.025330637,
0.04767951,
-0.009855581,
0.02898616,
-0.0017283106,
0.009404017,
-0.019166417,
0.026463132,
-0.016371017,
0.020829324,
-0.016026966,
-0.010651195,
0.008730253,
0.010084948,
-0.010744375,
-0.044669077,
0.01558257,
0.017044779,
-0.0075189127,
0.04332155,
-0.013919665,
-0.04590192,
0.028570434,
-0.014098857,
-0.007719608,
-0.019453125,
0.011031084,
0.100233056,
-0.0006867548,
-0.02528763,
-0.023122985,
0.03451962,
0.0192811,
-0.010629692,
-0.018822368,
0.01885104,
-0.0060423673
] |
labels = np.where(labels != -100, labels, tokenizer.pad_token_id)
decoded_labels = tokenizer.batch_decode(labels, skip_special_tokens=True)
decoded_preds, decoded_labels = postprocess_text(decoded_preds, decoded_labels)
result = metric.compute(predictions=decoded_preds, references=decoded_labels)
result = {"bleu": result["score"]}
prediction_lens = [np.count_nonzero(pred != tokenizer.pad_token_id) for pred in preds]
result["gen_len"] = np.mean(prediction_lens)
result = {k: round(v, 4) for k, v in result.items()}
return result |
[
0.012982962,
0.0080515025,
0.020249289,
0.012135798,
0.0018630723,
-0.0037364757,
-0.010827171,
-0.00045758914,
0.00095219864,
0.07873805,
-0.017535608,
-0.010648095,
0.01841721,
-0.06397122,
0.0066981064,
0.0137750255,
-0.03171011,
-0.07515654,
-0.06033461,
-0.025580224,
-0.008072165,
0.0025397704,
-0.090088665,
-0.050361495,
-0.019877363,
0.0129003115,
-0.0036917068,
-0.0017563158,
0.084192954,
0.04234443,
-0.00814104,
0.0014463777,
-0.0024691734,
-0.03683442,
-0.023362443,
-0.013561513,
0.0075556017,
0.009966231,
-0.015386703,
-0.016488707,
0.006997713,
-0.010221069,
0.0011441881,
-0.048956443,
-0.054989904,
-0.011874072,
-0.0061126677,
0.011109558,
-0.014904578,
-0.029423455,
0.011887847,
-0.015483129,
0.024960347,
0.00032263694,
-0.045733087,
-0.03793642,
-0.0062125367,
0.02118599,
-0.028927553,
-0.025332272,
-0.0077140145,
0.05862651,
-0.011880959,
-0.030277507,
-0.008678266,
0.023389993,
-0.0097320555,
0.0056890855,
-0.008836679,
-0.014601528,
-0.060389712,
0.020800289,
-0.0066257874,
-0.043666832,
-0.0072043384,
0.03226111,
0.019450337,
-0.035649765,
0.0019577756,
0.029478556,
0.0029203054,
0.045567784,
0.010517232,
0.01090982,
-0.010200406,
-0.034382463,
0.02699905,
-0.025277173,
0.003574619,
-0.049231943,
-0.03810172,
0.030057106,
0.006911619,
0.0136235,
0.027040375,
0.030139755,
-0.040774077,
0.04793709,
-0.03289476,
-0.03198561,
0.011626122,
0.07036283,
-0.03859762,
0.03223356,
0.012376861,
-0.0050451034,
0.017590707,
0.0119567225,
-0.045870837,
0.010269281,
0.0068668504,
-0.011453934,
0.043308683,
0.0015419419,
0.016516255,
0.04212403,
0.0012767727,
0.011612346,
-0.06402632,
-0.05746941,
-0.008788466,
-0.007569377,
0.0145877525,
-0.028541854,
0.03261926,
-0.095047675,
0.0069253943,
0.0068083066,
0.0045182086,
0.00922238,
0.022715017,
-0.00398787,
0.035153866,
0.020648764,
0.017177457,
0.012493948,
-0.015290279,
0.014002314,
-0.007679577,
0.020056438,
-0.00019403415,
-0.047055487,
0.012796999,
0.087719366,
0.020180413,
-0.046366736,
0.027977077,
-0.043308683,
-0.03377636,
0.03336311,
-0.052345097,
-0.0062090927,
-0.0035177972,
0.0038432323,
-0.017549383,
-0.00003112833,
0.0036985944,
0.018871786,
-0.005268947,
0.029175505,
0.014711727,
-0.024547096,
0.0038397885,
0.047055487,
0.00026107978,
0.04967274,
-0.022673693,
-0.028679604,
0.003888001,
-0.00034695846,
0.0009711393,
0.002446789,
0.014394902,
0.0077002393,
0.07058323,
-0.004821259,
0.019174837,
0.0066774436,
-0.01918861,
0.0265307,
0.021365065,
-0.039038423,
-0.03165501,
-0.024946572,
0.012714349,
0.009456555,
0.044520885,
0.00927748,
0.0027808333,
-0.0051449724,
0.0037674694,
0.07587284,
-0.015620879,
-0.005695973,
-0.052152246,
0.024891471,
-0.054383803,
0.010159082,
-0.017425407,
0.0004795431,
-0.03865272,
0.06369572,
-0.03267436,
0.0011200818,
-0.020621214,
-0.012886536,
0.02085539,
0.030828508,
-0.010248619,
0.009690731,
0.049865592,
-0.008340778,
-0.039396573,
0.005658092,
0.022535942,
-0.030167306,
-0.013616613,
0.029203055,
-0.020070212,
0.0044768834,
0.022232892,
-0.017384082,
0.073283136,
0.026627125,
0.022370642,
-0.015455578,
0.0037089258,
0.049920693,
0.016461156,
0.039644524,
0.056808207,
0.040691428,
0.008099715,
0.035071217,
0.0019715505,
0.0070355944,
0.04115978,
0.051353294,
0.017370308,
0.029754056,
0.02113089,
0.011281746,
0.006178099,
0.024464445,
-0.010221069,
-0.0052138474,
-0.038680274,
-0.027563827,
-0.056477606,
0.024478221,
-0.033611063,
0.038156822,
0.029561205,
-0.02395477,
-0.039616976,
-0.054879703,
-0.00044381412,
0.035456914,
-0.014904578,
0.009601193,
0.07366884,
0.041490376,
0.0006254723,
-0.021172214,
0.010482795,
0.033721264,
-0.011474596,
0.0071905633,
-0.0042495956,
-0.028927553,
0.007183676,
-0.049094193,
-0.05336445,
0.013954101,
-0.06452222,
-0.040911827,
-0.007989515,
-0.04143528,
0.015579554,
0.0040223077,
-0.0009143173,
-0.007851765,
-0.015882604,
0.011750097,
0.04273013,
-0.0021712885,
-0.039065972,
0.00030477243,
0.00008695485,
0.012597261,
0.0030838838,
-0.01896821,
-0.020125313,
-0.012535273,
-0.012094473,
0.010834058,
-0.0063261804,
-0.046173885,
-0.03190296,
0.022384416,
-0.026696,
0.00023740396,
-0.018362109,
0.008368328,
-0.0042909207,
0.0047145025,
0.014904578,
-0.038680274,
0.045071885,
0.03851497,
-0.017907534,
-0.003719257,
0.01641983,
0.023968546,
-0.036035467,
0.052400198,
0.05851631,
0.017714683,
-0.0525104,
-0.019808488,
-0.047027938,
0.055210304,
-0.010289945,
-0.013175813,
-0.025277173,
0.06242842,
-0.023334894,
-0.022577267,
0.025387373,
-0.03744052,
-0.013471975,
-0.003138984,
-0.010703195,
0.02198494,
0.0258144,
0.034685515,
-0.06799353,
0.0011243864,
-0.0060300175,
0.03683442,
0.0054342477,
-0.024753721,
0.0063089617,
0.02467107,
0.008726479,
0.0052035158,
0.06865473,
-0.06617522,
0.022990517,
-0.007817327,
0.040471025,
0.015166303,
-0.008203028,
-0.006980494,
0.0008019648,
0.03559467,
0.004056745,
0.023527743,
0.012301098,
0.029919356,
0.05879181,
0.040443476,
0.010289945,
-0.012604148,
-0.06033461,
-0.050141092,
-0.022136467,
0.008209915,
0.033666164,
-0.049865592,
-0.002529439,
0.022301767,
0.002799774,
0.018293234,
-0.02611745,
-0.056394957,
0.04829524,
0.03694462,
0.045319837,
0.011295521,
-0.00268613,
-0.014353577,
-0.0018837347,
-0.022219116,
0.08314606,
0.025042998,
-0.012252886,
0.02340377,
-0.055954155,
-0.012376861,
0.011722547,
-0.018238135,
-0.009552981,
-0.041214876,
0.007913752,
-0.013919664,
-0.007348976,
0.04832279,
0.03688952,
0.021860966,
0.047193237,
0.00045500632,
-0.021447714,
0.04755139,
-0.0076520266,
-0.011192208,
-0.025001671,
0.028142378,
0.038074173,
0.043391332,
-0.0017494282,
-0.0068978444,
-0.022852767,
0.02168189,
-0.01066187,
0.011653672,
-0.03688952,
0.0083201155,
-0.003168256,
0.032784563,
-0.028817354,
-0.03653137,
-0.039341472,
0.005813061,
0.040994477,
-0.029065304,
0.007879315,
-0.051353294,
-0.033280462,
0.015359154,
0.010572332,
-0.04879114,
-0.021530366,
-0.0007735538,
-0.047330987,
0.051959395,
0.056064356,
-0.00011321349,
-0.004370127,
-0.055871505,
-0.019601861,
-0.00066507544,
-0.010400144,
-0.028293902,
0.030029556,
0.005668423,
0.0025931485,
0.013651051,
0.022701243,
-0.006253862,
0.017039707,
-0.007328314,
0.014071189,
-0.03757827,
-0.027963303,
-0.03209581,
-0.010999358,
0.035952818,
0.057249006,
-0.004084295,
-0.029616306,
-0.008278791,
0.046779986,
-0.027315876,
-0.07625854,
0.017466733,
0.03854252,
-0.008258128,
0.029037755,
0.006501812,
-0.00022061565,
0.021805866,
0.025359822,
0.006622344,
0.018293234,
-0.0125628235,
-0.009270593,
-0.0076520266,
-0.030993808,
0.024657296,
-0.06000401,
0.017714683,
-0.018651385,
-0.013589063,
0.019836036,
-0.068764925,
-0.009298142,
-0.02129619,
-0.01874781,
-0.0079826275,
0.011777647,
0.011605459,
0.015524454,
-0.00553756,
0.0129003115,
0.0011261083,
-0.015524454,
-0.0028652053,
0.04788199,
0.024491996,
-0.0050106654,
-0.029368354,
-0.025910823,
0.02154414,
-0.011922285,
0.01833456,
-0.0044768834,
-0.031104008,
-0.008044615,
-0.010999358,
-0.035704866,
-0.0017597595,
-0.004890134,
-0.008017065,
-0.009807819,
-0.010861608,
0.0086576035,
-0.02666845,
-0.03171011,
0.025828173,
-0.015552004,
-0.07284234,
-0.023968546,
0.020814063,
0.02639295,
0.0020008225,
0.044879034,
-0.004253039,
0.004593971,
-0.004469996,
0.032977413,
-0.028927553,
0.026310299,
-0.043666832,
-0.035759967,
0.038983323,
0.01044147,
0.022343092,
-0.07118934,
-0.03159991,
-0.035264067,
0.027467402,
-0.041876078,
-0.031186659,
-0.0063261804,
0.004439002,
-0.04859829,
0.05768981,
-0.008209915,
-0.0012853821,
-0.00092120486,
-0.012549048,
0.02071764,
0.034850813,
-0.039947573,
-0.024436895,
-0.014202052,
0.018210584,
-0.00517941,
0.012473286,
0.010572332,
0.0037433633,
-0.03226111,
0.029974457,
-0.052620597,
-0.011577909,
-0.030002005,
-0.003519519,
0.019285036,
-0.052482847,
-0.012301098,
0.00079981243,
0.061161116,
-0.000012927539,
0.05840611,
-0.017742233,
0.0015393591,
-0.06893023,
-0.040718976,
0.04143528,
-0.03796397,
0.019794712,
0.005220735,
0.0008338195,
0.10044749,
-0.039065972,
0.035319164,
0.038900673,
0.027921977,
0.023720594,
-0.07460554,
0.0029667963,
-0.026379174,
-0.016998382,
0.008664492,
-0.022618592,
-0.015717305,
0.01573108,
-0.026076123,
-0.046972837,
0.01575863,
0.0068461876,
0.045981035,
-0.005627098,
0.030497907,
0.008946879,
-0.012645474,
-0.056284755,
0.014697952,
0.009697618,
0.024960347,
0.027012825,
-0.0042909207,
0.021916065,
0.03647627,
-0.013120712,
-0.017452957,
-0.0020886383,
0.03782622,
-0.0011295521,
-0.036999717,
-0.00090140325,
0.012177123,
-0.033555962,
-0.049039092,
-0.0033249469,
0.016943282,
-0.023321118,
-0.019174837,
-0.013685488,
0.0058337236,
-0.027674027,
0.0120255975,
0.028238803,
-0.018596284,
-0.0097320555,
0.054383803,
-0.00944278,
-0.019574312,
0.040250625,
0.06408142,
-0.03220601,
-0.014629077,
-0.038680274,
-0.02124109,
-0.04284033,
-0.019877363,
0.038074173,
0.008127266,
0.047386087,
0.0269715,
0.012886536,
0.05950811,
0.020221738,
-0.021213539,
-0.003560844,
-0.019863587,
-0.04289543,
0.0064260494,
0.004132508,
0.0068875127,
-0.00026043408,
-0.0065706875,
0.015607105,
0.045374934,
0.027370976,
0.0039672074,
-0.111412406,
0.014987228,
-0.015662204,
-0.020607438,
-0.00927748,
-0.0005815644,
0.017342757,
0.04824014,
-0.020414589,
-0.011137108,
0.012569711,
0.022053815,
-0.0054790163,
-0.009373905,
-0.035539567,
0.013561513,
-0.052152246,
0.01354085,
-0.010310607,
-0.03275701,
0.0071148006,
0.00064139965,
-0.025001671,
-0.02497412,
-0.010951146,
0.030938707,
-0.023238469,
0.022797668,
-0.0018975098,
-0.0025363266,
0.011219759,
-0.0071079135,
-0.0032750124,
0.0110820085,
0.057524506,
-0.030360157,
0.0067669814,
0.01858251,
-0.008237465,
-0.03559467,
0.018596284,
0.05978361,
-0.036255866,
0.001752872,
-0.02129619,
0.040939376,
-0.04835034,
-0.029313255,
-0.017039707,
0.012721236,
-0.03303251,
0.034162063,
0.013017399,
0.0519043,
0.012914087,
-0.0013327338,
0.008354553,
-0.007913752,
0.012521499,
-0.008664492,
0.019712063,
-0.019037087,
-0.013499525,
-0.011240421,
0.015180078,
0.015593329,
-0.03719257,
0.021695666,
0.016929507,
-0.046036135,
-0.041104678,
0.0134375375,
0.029451005,
0.051380847,
0.046697337,
-0.019670736,
0.041462827,
0.006026574,
-0.017411632,
-0.0015677701,
-0.024326695,
-0.049865592,
0.029671406,
-0.050196193,
0.019698286,
-0.050802294,
-0.028404104,
0.00936013,
0.011240421,
0.017439183,
-0.0011829303,
0.013947214,
0.019092185,
-0.0088573415,
-0.06027951,
-0.029974457,
0.0022143354,
-0.013444426,
-0.05204205,
-0.0077828895,
0.014629077,
0.035429366,
0.0045182086,
-0.02212269,
-0.022453291,
-0.024299145,
0.033611063,
0.053392,
-0.0015333325,
-0.020455914,
-0.036917068,
0.012011822,
-0.066560924,
-0.010420807,
-0.010200406,
0.03121421,
-0.010193519,
0.041269977,
0.004621521,
0.049424794,
0.027494952,
0.010730745,
-0.028004628,
0.05375015,
0.0129072,
-0.005685642,
-0.0012733289,
0.00822369,
0.056422506,
0.030883608,
0.080997154,
-0.018362109,
0.04115978,
0.009759606,
-0.025855724,
-0.015400479,
0.021048239,
0.03204071,
0.016640231,
-0.020566113,
-0.035043664,
-0.009243042,
0.020566113,
0.025029222,
0.034189615,
0.015992805,
-0.00048169543,
-0.003082162,
0.006715325,
0.010234844,
0.00070769194,
-0.040994477,
-0.0012819383,
0.004442446,
0.029698955,
0.03812927,
0.02699905,
-0.023334894,
0.036724217,
-0.0089262165,
-0.024615971,
0.012762561,
-0.0020800289,
0.021792091,
-0.036641568,
0.03242641,
-0.02431292,
0.002829046,
-0.04925949,
-0.017370308,
-0.078131944,
0.006422606,
-0.012115135,
-0.012569711,
0.00528961,
-0.025773073,
-0.039424125,
-0.06578952,
0.019698286,
-0.046752438,
0.019312587,
-0.011453934,
-0.028459202,
-0.034988567,
0.0015471076,
-0.019780938,
0.023086943,
0.04281278,
0.066671126,
0.0064949244,
0.04694529,
-0.004301252,
-0.0012363086,
0.054934803,
0.051463496,
-0.03270191,
-0.046228986,
-0.02497412,
-0.025332272,
0.008960654,
-0.05884691,
-0.04879114,
0.033748813,
0.0268062,
-0.012748786,
-0.01847231,
0.021750765,
0.0013473697,
-0.040884275,
0.02378947,
0.06865473,
0.04284033,
-0.004838478,
0.0059714736,
0.008154815,
-0.041600578,
0.013871451,
-0.044658635,
0.043997433,
-0.01196361,
-0.01827946,
0.012597261,
-0.03286721,
-0.034988567,
0.0007916335,
-0.016915731,
0.012679911,
0.05413585,
0.022480842,
0.035208967,
0.014367352,
-0.000010882808,
-0.011013133,
0.062208015,
0.023045618,
-0.0030339495,
0.080721654,
0.044741284,
-0.0020559225,
-0.0151938535,
0.00006204142,
0.009546093,
-0.012218447,
-0.0038225697,
0.00458364,
-0.027095476,
-0.040223077,
-0.06319982,
-0.033445764,
0.0104759075,
0.010145307,
-0.016970832,
-0.013058725,
-0.0100075565,
-0.064742625,
-0.016998382,
-0.017301433,
0.010840945,
0.005806173,
0.00055057055,
0.04920439,
-0.018954435,
0.22106162,
0.07570754,
0.049727842,
-0.0065810187,
-0.0048040403,
0.09488238,
-0.03259171,
-0.033583514,
0.03796397,
-0.02157169,
-0.050664544,
-0.030497907,
-0.011812084,
0.039396573,
-0.060885616,
0.045981035,
-0.066671126,
0.0017347923,
-0.027605152,
-0.03733032,
-0.057855107,
0.0542185,
0.017232558,
0.03231621,
0.01858251,
0.008368328,
-0.0026344736,
-0.03217846,
-0.004270258,
-0.0269715,
0.008871117,
-0.007438514,
0.01675043,
-0.010985583,
-0.0024002981,
-0.008099715,
-0.011178433,
-0.02071764,
-0.0011812084,
0.026985275,
0.03245396,
-0.019202385,
0.023086943,
-0.040911827,
-0.006419162,
0.016654005,
-0.03793642,
0.014174501,
0.049617644,
-0.04862584,
0.008079053,
-0.038349673,
0.05950811,
-0.049562544,
-0.054190952,
-0.013478863,
-0.051876746,
-0.06661602,
-0.011791422,
0.02666845,
-0.008760916,
0.026021024,
0.0123630855,
0.020634988,
-0.0015402201,
0.031076457,
0.0060885614,
0.049314592,
-0.03165501,
0.014491327,
0.02057989,
-0.019243712,
-0.033528414,
-0.014932128,
0.007142351,
0.05358485,
-0.025690423,
0.029616306,
-0.055816405,
-0.047523838,
0.034410015,
-0.01896821,
0.006136774,
-0.026764875,
0.02425782,
0.050416593,
-0.010517232,
-0.006622344,
0.012445736,
0.0028049396,
0.0071079135,
0.05774491,
0.005740742,
-0.014477552,
-0.01570353
] | from transformers import DataCollatorForSeq2Seq
data_collator = DataCollatorForSeq2Seq(tokenizer=tokenizer, model=checkpoint)
from transformers import DataCollatorForSeq2Seq
data_collator = DataCollatorForSeq2Seq(tokenizer=tokenizer, model=checkpoint, return_tensors="tf") |
[
-0.01351899,
0.011154451,
-0.006150002,
-0.007930749,
-0.03771512,
0.004802509,
-0.009803287,
-0.00467033,
0.013298691,
0.038978163,
0.014583766,
0.0053569274,
0.012777318,
-0.020678693,
-0.0054266886,
0.019959051,
-0.03231046,
-0.063387245,
-0.07924874,
-0.045998346,
0.013416184,
0.047584493,
-0.086650774,
-0.021060545,
-0.0347778,
-0.011404123,
0.037568253,
-0.004857584,
0.05492778,
0.034307834,
0.020546515,
-0.005562539,
0.010779944,
-0.052284196,
0.024276905,
-0.028653502,
0.04464718,
-0.011646451,
-0.024188785,
-0.036863297,
0.028770994,
0.03894879,
-0.045058403,
-0.016551767,
-0.05557399,
-0.04855381,
-0.000113476715,
0.003682658,
0.022808246,
0.009333316,
-0.021794872,
0.01829947,
0.018754752,
-0.036452074,
0.0025995234,
0.044147838,
-0.029329086,
-0.008275883,
-0.059010647,
-0.010214511,
0.036951415,
0.012255944,
-0.007842629,
-0.034924667,
0.016918931,
0.008136361,
-0.005904002,
-0.032104846,
-0.014143169,
-0.043472253,
-0.00123459,
0.018945679,
-0.025275592,
-0.024585322,
-0.032751057,
-0.02116335,
0.010574332,
-0.012197198,
-0.021721441,
0.02849195,
-0.0012740601,
0.04121052,
0.016948305,
0.040006224,
-0.0020285829,
-0.055515245,
0.03557088,
-0.02091368,
-0.04341351,
-0.032839175,
-0.019342216,
0.017814811,
0.011014929,
-0.016037736,
0.039653745,
0.0076370174,
-0.016390214,
0.007053226,
0.030694935,
0.018607887,
0.051726107,
0.08676827,
0.011117735,
0.030195592,
-0.032457326,
0.059921216,
0.04820133,
-0.016610513,
-0.05213733,
-0.016551767,
0.040887415,
0.008004182,
0.01962126,
-0.035629623,
-0.020105917,
0.054310944,
-0.011609735,
-0.002046941,
-0.028301025,
-0.0046262704,
0.0053055244,
-0.017770752,
-0.025084665,
-0.022397023,
0.014312064,
-0.021882992,
0.0090102125,
0.07472528,
-0.027698874,
0.007967466,
0.0051917033,
-0.012505616,
0.0053422404,
0.013761318,
-0.014194572,
0.009972183,
-0.030371832,
-0.011191168,
0.023454456,
-0.051667362,
0.03568837,
0.009046929,
-0.0013750304,
0.086533286,
-0.007945436,
0.02326353,
-0.018093858,
0.004372927,
-0.010287944,
0.021486456,
-0.028345084,
0.014194572,
0.003075001,
0.021442395,
0.0007412129,
0.011785974,
0.0024306278,
-0.005121942,
-0.022558575,
-0.010721197,
-0.025422456,
0.006098599,
-0.02934377,
0.03783261,
0.015788065,
0.030489324,
-0.05727763,
-0.02934377,
-0.003972718,
-0.040769923,
-0.003972718,
-0.029314399,
0.0047070463,
0.012395467,
0.04361912,
0.021368962,
0.07202295,
-0.010846034,
0.020032484,
0.0057865093,
-0.020149978,
-0.00996484,
0.028521324,
0.023718813,
0.0022911052,
0.042561688,
-0.015464961,
0.022999173,
-0.05810008,
-0.014187229,
0.030753681,
0.06144862,
-0.04717327,
0.025275592,
-0.034425326,
-0.014069736,
-0.010420123,
0.024071291,
0.004472061,
-0.027963234,
-0.03139989,
0.019988425,
-0.037245147,
0.018710693,
-0.0059407186,
0.019077858,
0.01747702,
0.02849195,
-0.06285853,
0.024629382,
0.03063619,
0.0125717055,
-0.03924252,
0.014657199,
0.05395847,
-0.005246778,
-0.037245147,
0.012608422,
0.006318898,
-0.006961435,
0.031341147,
0.04288479,
-0.01872538,
0.026905801,
0.0051476434,
-0.0530479,
-0.04690891,
0.09464027,
-0.021148665,
0.021192724,
-0.0027886129,
0.020282157,
0.015876185,
0.03868443,
0.03698079,
0.0439716,
0.085534595,
0.019724067,
0.0100823315,
0.0140183335,
0.014231289,
0.023601322,
0.050374944,
0.010265914,
-0.042444196,
0.042649806,
0.013834751,
0.028198218,
-0.050198704,
0.082597286,
-0.009773914,
0.048289448,
0.033867236,
0.0029152846,
-0.080188684,
-0.029402519,
0.018137917,
0.05146175,
-0.038361326,
0.001203381,
0.007644361,
0.022162037,
0.009311287,
-0.0012740601,
-0.0033595534,
0.058246944,
0.027566696,
0.0110369595,
-0.0064033456,
0.0031924937,
-0.022250157,
-0.037773862,
-0.05530963,
-0.02728765,
-0.0227495,
0.017888244,
-0.012248601,
-0.023630695,
-0.01191081,
0.0040608374,
0.013137138,
0.02223547,
0.0027133443,
0.045528375,
0.034366578,
0.0094728395,
-0.043531,
0.017300783,
-0.008371347,
0.018989738,
-0.02694986,
-0.005224748,
0.014943588,
-0.04109303,
0.035805862,
-0.0048428974,
-0.0027225234,
0.005151315,
-0.0024875381,
-0.006594271,
-0.048818167,
0.026744248,
0.0035633296,
0.020120604,
-0.020311529,
0.022485143,
0.006667704,
-0.010177795,
0.032281086,
0.020590574,
-0.046850167,
0.04147488,
0.024585322,
-0.045822106,
-0.04444157,
0.030371832,
0.036128968,
-0.020943051,
-0.04855381,
-0.032721683,
-0.03962437,
-0.029020667,
-0.014517677,
-0.037597626,
-0.032163594,
0.041797984,
-0.023381023,
-0.03595273,
0.011492243,
-0.04438282,
-0.028653502,
-0.01816729,
0.013827408,
0.01756514,
0.022088604,
0.0012924183,
-0.051872972,
0.037626997,
0.019298157,
0.031253025,
0.032457326,
-0.04285542,
0.020546515,
0.040593687,
-0.004494091,
-0.0100382725,
-0.0025536278,
0.002746389,
-0.0011226048,
0.051138643,
-0.032927293,
0.021016484,
0.022220785,
0.051344257,
0.016992364,
0.031693622,
-0.03821446,
0.007541555,
0.02998998,
0.041856732,
0.021794872,
0.022705441,
0.01244687,
-0.0025315979,
-0.019327529,
0.0037707775,
0.006891674,
0.006520838,
0.011741915,
-0.08130486,
0.0063299127,
-0.0025095681,
-0.0031631205,
0.009215824,
-0.0049236733,
-0.02223547,
0.05592647,
0.03389661,
0.038831297,
0.0007026607,
-0.041856732,
-0.021178037,
-0.0047364198,
-0.0015154707,
0.008496182,
0.012814035,
-0.019856246,
0.044206582,
-0.020032484,
-0.029314399,
-0.008378689,
0.01966532,
0.018284783,
0.0061243004,
-0.034072846,
-0.012505616,
-0.007916062,
0.01953314,
0.024879053,
-0.003210852,
0.0035871952,
0.0090248985,
0.006223435,
0.021457082,
0.014767349,
0.024790933,
-0.014429557,
0.01043481,
0.003807494,
0.027537324,
-0.016258035,
-0.025099352,
-0.0047694645,
-0.020546515,
0.0073175845,
0.00042200947,
-0.021442395,
0.019518455,
-0.054898407,
0.016419588,
-0.014855468,
-0.0016577468,
0.020619947,
-0.0046262704,
0.00027720904,
-0.04071118,
-0.018270096,
-0.032192968,
0.031135533,
0.04267918,
-0.02060526,
-0.04071118,
-0.026729561,
-0.044294704,
-0.048406944,
0.0034182996,
0.08189233,
-0.02974031,
0.008650391,
-0.06044993,
-0.013577736,
0.0115436455,
-0.00031277808,
-0.025716187,
0.021133978,
0.0031502699,
0.048260078,
0.026494576,
-0.010265914,
-0.004347225,
-0.016199289,
-0.044500314,
0.026920486,
-0.013761318,
0.040094342,
0.024159411,
0.023616008,
-0.046292074,
0.034807175,
-0.0022452096,
-0.0080555845,
0.009862034,
-0.009817974,
-0.028330399,
-0.046145212,
0.05801196,
-0.0043141805,
0.03530652,
0.043031655,
-0.017506395,
-0.033632252,
0.04241482,
0.031194279,
-0.027566696,
0.003836867,
-0.03157613,
0.023322277,
-0.016346155,
-0.032780427,
0.01139678,
-0.011257257,
0.046585806,
0.012101736,
-0.040388074,
0.022382336,
-0.040241208,
0.011014929,
-0.00996484,
-0.035424013,
0.02741983,
-0.011125078,
-0.0042554345,
0.018945679,
-0.023028545,
0.0074424203,
-0.029138159,
0.001440202,
-0.010868063,
0.025642755,
-0.00045344792,
0.015229976,
-0.01658114,
-0.03342664,
-0.012344064,
-0.008944122,
-0.018093858,
-0.03163488,
-0.015685258,
0.011007586,
-0.030489324,
-0.017521081,
0.02750795,
-0.004207703,
-0.0076370174,
-0.013709915,
0.019254096,
-0.016683945,
-0.035247773,
-0.0017146573,
0.06127238,
-0.035482757,
-0.045410883,
-0.058070708,
0.0022984485,
-0.0026325681,
0.048260078,
0.007938093,
-0.03771512,
-0.029329086,
-0.053312257,
0.0047731358,
0.005371614,
-0.033015415,
-0.05175548,
-0.08453591,
-0.010097018,
0.030224966,
0.023880366,
-0.05072742,
-0.0046740016,
-0.05751262,
-0.012189855,
-0.023322277,
0.010339347,
0.020561201,
-0.008988182,
-0.042444196,
0.034219712,
-0.016639886,
0.021486456,
-0.036158342,
0.01079463,
0.031722996,
-0.009744541,
-0.028565383,
-0.037127655,
0.0035119266,
-0.022176724,
0.009979526,
0.017065797,
0.004615255,
0.032721683,
-0.036275834,
0.01680144,
-0.044735298,
-0.014275348,
-0.031517383,
-0.02536371,
0.04837757,
-0.023983173,
-0.008253854,
-0.021324903,
0.027111413,
0.0036844937,
0.009693137,
0.00027147212,
-0.030665563,
-0.05836444,
-0.06773447,
0.030900547,
0.02386568,
0.0018835529,
-0.0058268975,
-0.01094884,
0.04799572,
-0.016140543,
0.011521616,
0.035805862,
-0.009237854,
0.010537616,
-0.04053494,
0.029872488,
-0.011697855,
-0.03157613,
-0.020105917,
-0.030900547,
0.003445837,
0.031517383,
0.016772065,
-0.052284196,
-0.043090403,
0.058834407,
0.07278665,
-0.011367407,
0.050551184,
0.022999173,
-0.05839381,
-0.0328098,
0.021192724,
0.04770199,
-0.0003026811,
0.03997685,
0.04931751,
0.037039537,
-0.01244687,
-0.008224481,
0.0065465397,
0.026288964,
0.015332782,
-0.034719057,
-0.02737577,
0.02399786,
0.032222338,
-0.05651393,
-0.044059716,
0.011697855,
0.012101736,
-0.049699362,
-0.017315468,
0.041856732,
0.045792732,
-0.022264844,
0.03513028,
0.04212109,
-0.062271066,
-0.0029611802,
-0.023542576,
0.022617321,
-0.045234643,
-0.000946366,
0.04849506,
-0.0110516455,
-0.03595273,
-0.048113212,
0.007945436,
-0.031253025,
0.007666391,
0.039007537,
0.019254096,
0.014965617,
0.051403005,
0.025084665,
0.049200017,
-0.013937557,
0.025349025,
-0.018431649,
-0.0095609585,
-0.06744074,
-0.016081797,
0.033397265,
0.0094728395,
0.033837862,
0.016184602,
0.0164049,
0.026068665,
0.027889801,
-0.011271944,
-0.06291728,
0.02189768,
-0.016830811,
-0.018196663,
-0.0155677665,
-0.03930127,
-0.028770994,
0.013621796,
-0.020840246,
-0.047114525,
-0.022426397,
0.053136017,
0.027449204,
0.008716481,
-0.050786167,
-0.013254631,
-0.022308903,
-0.04734951,
-0.041328013,
-0.017315468,
0.016904244,
0.04558712,
-0.047467,
-0.011550989,
0.0013851273,
-0.031223653,
-0.007211107,
0.01709517,
-0.034249086,
-0.031076787,
-0.00790872,
0.0022709114,
-0.037979476,
0.015582453,
0.013320721,
-0.035424013,
0.003186986,
0.020987112,
0.03874318,
-0.0013796199,
0.019724067,
0.045469627,
-0.017991051,
0.015758691,
0.013041676,
-0.03933064,
-0.02446783,
-0.0055294945,
-0.025774935,
-0.014899528,
0.015685258,
0.008929436,
0.019224724,
0.02661207,
-0.013093079,
-0.024511889,
-0.015053737,
0.025951173,
0.027713561,
-0.006840271,
0.022764187,
0.010148422,
0.018049797,
-0.028697561,
0.028212905,
0.015890872,
0.010493556,
0.02017935,
-0.020047171,
-0.0061169574,
-0.012373437,
-0.03354413,
-0.033573505,
0.027669502,
0.015215289,
-0.034924667,
-0.007842629,
-0.010640422,
-0.016478334,
-0.032369204,
-0.05868754,
-0.022397023,
0.034072846,
-0.05360599,
-0.010185138,
0.039947476,
-0.0067741815,
-0.018710693,
0.0036496131,
0.0090542715,
-0.042062342,
0.011844721,
0.022558575,
0.01970938,
-0.019004425,
-0.05848193,
0.0050154645,
0.027948547,
-0.022352964,
-0.0012887467,
0.004710718,
0.0695556,
0.0526073,
-0.028403832,
-0.04914127,
0.00031346653,
0.0344547,
-0.010912123,
-0.006807226,
0.06456217,
-0.0069173756,
0.021662693,
-0.06885065,
0.018314155,
0.0030272696,
0.03231046,
0.018505082,
0.017168604,
0.016008364,
0.048406944,
-0.019577201,
-0.04259106,
-0.0052320915,
0.0049126586,
0.020531828,
-0.009171764,
-0.010398094,
0.03213422,
0.0009197466,
0.015685258,
0.043677866,
-0.034131594,
0.009333316,
-0.003115389,
-0.030004667,
-0.030224966,
-0.027082039,
0.008349316,
0.044676553,
0.007930749,
-0.05102115,
-0.0344547,
-0.006832928,
-0.025657441,
0.013724602,
-0.028139472,
0.023248844,
0.029696248,
-0.01658114,
0.01144084,
-0.01195487,
-0.03771512,
0.037186403,
-0.011169138,
0.038126342,
0.004145285,
-0.027390458,
0.0044573746,
-0.0017935976,
0.050492436,
0.031106161,
0.03427846,
-0.01034669,
0.02694986,
0.011874094,
0.01090478,
-0.005132957,
0.041886102,
0.0027886129,
-0.03850819,
-0.017065797,
0.05069805,
0.058452558,
-0.0023278217,
0.020443708,
-0.008679764,
0.009421436,
-0.041621745,
-0.001049172,
-0.051990464,
0.04047619,
0.007916062,
-0.021971112,
-0.057659484,
0.035453387,
0.002333329,
0.03474843,
-0.004494091,
0.06820444,
-0.00035569043,
0.07325662,
0.04279667,
0.0043582404,
-0.004292151,
0.023072606,
-0.020708067,
-0.02185362,
-0.027757622,
0.027302338,
0.030371832,
-0.04949375,
-0.04455906,
0.01405505,
-0.014312064,
-0.0049457033,
-0.04250294,
0.014517677,
-0.017638573,
-0.00931863,
-0.003785464,
0.07877877,
-0.013438214,
0.010640422,
-0.010537616,
-0.010816661,
-0.04558712,
-0.015244662,
-0.0459396,
0.011352721,
-0.057776976,
-0.0070936144,
-0.037215773,
-0.0038845984,
0.010552302,
-0.002004717,
-0.013702572,
-0.04458843,
0.022911053,
0.010816661,
0.0120797055,
-0.013695229,
-0.035805862,
-0.0135263335,
0.05624957,
0.062976025,
0.009781257,
0.06309351,
0.05266605,
-0.04288479,
-0.022911053,
-0.0072404803,
0.053312257,
-0.0008219891,
0.024438456,
0.028418517,
0.018607887,
-0.009884063,
-0.037597626,
-0.02918222,
0.04126927,
-0.027625442,
0.018343529,
-0.05912814,
-0.018842872,
-0.065913334,
0.0015531051,
-0.026802994,
0.042708553,
-0.019254096,
-0.015068423,
-0.019445023,
-0.10421592,
0.25754374,
0.048113212,
0.05575023,
0.023190098,
0.013717258,
0.024320964,
0.029299712,
-0.03792073,
0.007541555,
0.0058232257,
0.006047196,
-0.0217655,
-0.036217086,
0.036452074,
0.0068145697,
0.021956425,
-0.02279356,
-0.0020818217,
0.030371832,
-0.03231046,
-0.04799572,
0.036775175,
0.0229698,
0.029505324,
0.00043967925,
0.016111169,
0.022015171,
-0.020766813,
0.017961677,
-0.03139989,
0.03354413,
-0.01984156,
0.045410883,
0.008819287,
0.01962126,
0.040564314,
0.0145397065,
-0.0063519427,
-0.004126927,
-0.03389661,
0.0036771505,
-0.017271409,
0.005224748,
-0.025745561,
-0.034337208,
0.012087049,
-0.04279667,
0.00033182473,
0.032633565,
-0.057424497,
0.039771236,
-0.05912814,
0.027346397,
-0.03624646,
-0.05660205,
-0.021016484,
-0.014884841,
-0.026905801,
-0.0031906578,
0.024174098,
0.013342751,
0.0029373146,
-0.0135263335,
0.0023682099,
-0.0383907,
0.009649078,
-0.015832124,
0.029769681,
-0.014113796,
-0.01872538,
0.004002091,
-0.007717794,
-0.012975587,
-0.054516558,
-0.004556509,
0.038096968,
-0.0074534356,
0.010163108,
0.011617078,
-0.022176724,
0.024967173,
-0.0034513446,
0.011631765,
-0.014635169,
0.033485387,
0.07954247,
-0.036217086,
-0.015934931,
-0.02827165,
0.025246218,
0.052284196,
-0.00016419128,
-0.015156543,
0.00064850395,
0.006355614
] | import evaluate
metric = evaluate.load("sacrebleu")
Then create a function that passes your predictions and labels to [~evaluate.EvaluationModule.compute] to calculate the SacreBLEU score:
import numpy as np
def postprocess_text(preds, labels):
preds = [pred.strip() for pred in preds]
labels = [[label.strip()] for label in labels]
return preds, labels |
[
0.009605612,
0.004318329,
-0.014656378,
0.017288575,
-0.03442456,
0.025559014,
-0.01632725,
-0.0042267744,
0.010055755,
0.03805623,
0.009048654,
0.02613886,
0.0109178955,
-0.06359998,
-0.0037690008,
-0.0018396768,
-0.035553735,
-0.07238923,
-0.082948536,
-0.0323188,
0.0014887172,
0.013336465,
-0.079591535,
-0.030426672,
-0.042389814,
-0.014358825,
0.013412761,
-0.013527203,
0.077638365,
0.029953638,
0.0013647369,
-0.020279361,
-0.002107665,
-0.043274842,
-0.004695992,
-0.039856803,
0.027069665,
-0.009605612,
-0.03424145,
-0.04300018,
0.00945302,
0.007415929,
-0.026169378,
-0.05572628,
-0.07165679,
-0.052949123,
0.0024834205,
-0.00017929457,
-0.015762664,
-0.018265158,
0.0023994956,
-0.004108516,
0.0041733673,
-0.0220189,
-0.03903281,
0.01632725,
-0.0040856274,
0.011131523,
-0.029801046,
-0.025299609,
0.031738956,
0.023346443,
-0.019028114,
-0.06707906,
0.021240685,
0.011459594,
-0.0033722639,
-0.018677155,
-0.022278305,
-0.051118027,
-0.060761787,
-0.007499854,
-0.019257,
-0.03424145,
0.0027809732,
0.018845005,
0.011406187,
-0.0453806,
-0.015449852,
0.024704503,
0.0014934856,
0.039795768,
0.009391984,
0.025497977,
-0.023300664,
-0.0391854,
0.050477147,
-0.029556902,
-0.018967077,
-0.04712014,
-0.030182526,
0.013740831,
0.026337229,
-0.0008058719,
0.018463526,
-0.0025768827,
-0.03659135,
0.03677446,
-0.006828453,
-0.022400377,
0.033295386,
0.07135161,
-0.0029678973,
0.029694233,
-0.011970774,
0.023636365,
0.015884737,
-0.024124658,
-0.023773698,
-0.021133872,
0.026291452,
0.010330419,
0.028931279,
-0.016556138,
-0.017990494,
0.05175891,
-0.001620327,
0.009132579,
-0.055848353,
-0.024643468,
-0.0070153773,
-0.022110455,
0.004730325,
-0.014007865,
0.06488175,
-0.08313165,
0.020966021,
0.03439404,
0.008117848,
-0.010742416,
0.01738013,
-0.032196727,
0.02684078,
0.027695289,
0.011955515,
0.017853161,
-0.000087382265,
0.0070268214,
-0.0189213,
-0.023697402,
0.016708728,
0.008110219,
0.03387523,
0.092409186,
0.015899995,
0.0007605714,
0.0067636017,
-0.050446626,
-0.021805272,
0.014938671,
-0.023621107,
0.017990494,
-0.0042916257,
0.0140689025,
-0.012489584,
0.00088407483,
-0.029724753,
-0.009872646,
-0.008346735,
0.025375905,
-0.028168323,
0.0038395743,
-0.03390575,
0.041504785,
0.007808851,
0.037598453,
-0.040192503,
-0.0127261,
0.02116439,
-0.02941957,
-0.009552205,
-0.0032273023,
0.007881332,
-0.00084640394,
0.061646815,
0.01893656,
0.026306711,
0.0041314047,
0.014511417,
0.023849994,
-0.00013351724,
-0.028442986,
-0.0033074126,
0.012771877,
0.005996831,
0.016434064,
0.022217268,
0.022842892,
0.0011120079,
0.0024986798,
-0.006210459,
0.0835589,
-0.042450853,
-0.009857387,
-0.032990202,
0.023590589,
-0.026001528,
0.007770703,
-0.0057145376,
-0.0062180883,
-0.0216832,
0.050965436,
-0.03836141,
0.027222257,
-0.034973886,
-0.02337696,
0.056092497,
0.030380893,
0.008491696,
0.02337696,
0.05758789,
0.0018053438,
-0.040192503,
0.024231471,
0.05230824,
-0.029144906,
-0.012085217,
0.0036068729,
-0.012344622,
0.022659782,
0.02064558,
-0.0032120433,
0.03060978,
0.02476554,
0.06427138,
-0.032471392,
-0.04422091,
0.08209403,
-0.014885264,
0.008590881,
0.030655557,
0.015556665,
0.01478608,
0.029434828,
0.0069200075,
0.03283761,
0.055482134,
0.028732909,
0.014740303,
0.012077588,
0.038086746,
0.021545867,
0.058015145,
0.010765304,
-0.030976,
0.01100945,
-0.010109162,
0.009597982,
-0.045319565,
0.046174075,
-0.030564003,
0.038636073,
0.036713425,
-0.011894478,
-0.06225718,
-0.023331184,
0.00056220294,
0.03509596,
-0.032379836,
-0.0016823172,
0.04971419,
0.057984628,
-0.022736078,
-0.04177945,
0.0012960709,
0.04864605,
-0.012199661,
0.010353308,
0.0018415842,
-0.029343273,
0.009865017,
-0.023071779,
-0.043213807,
-0.014725043,
-0.03439404,
-0.019913143,
-0.008766361,
-0.03891074,
0.012581139,
-0.017227538,
-0.010612713,
0.015854219,
-0.02613886,
0.03921592,
0.064576566,
-0.011657963,
-0.0381783,
0.014358825,
0.014038384,
0.0041237753,
0.032227248,
-0.08081226,
0.006008276,
-0.01255825,
-0.009857387,
0.006481308,
-0.0042878105,
-0.01602207,
-0.0123141045,
0.013786608,
-0.009544575,
0.02493339,
-0.0013609221,
0.028137805,
-0.023178592,
0.030472448,
-0.0070077474,
-0.037384827,
0.042115152,
0.03442456,
-0.005371208,
0.005302542,
0.028732909,
0.012359882,
-0.040833388,
0.053559486,
0.05664183,
-0.006893304,
-0.064454496,
-0.009369095,
-0.021179648,
0.017837903,
-0.017944716,
-0.023102297,
-0.050294034,
0.07538002,
-0.035004403,
-0.036194615,
0.008751101,
-0.042054117,
0.004993545,
0.01602207,
-0.016556138,
0.015838958,
0.015282001,
0.020782912,
-0.03659135,
0.0077363704,
0.0008673852,
0.044800755,
0.018967077,
-0.0216832,
0.02236986,
0.034607667,
0.0011415724,
-0.007934739,
0.02340748,
-0.021866309,
0.021927346,
0.04232878,
-0.013855275,
0.016311992,
-0.00946828,
0.017441167,
0.0076486305,
0.043427434,
-0.043610543,
0.018951818,
0.009079172,
0.056489237,
0.042572923,
0.020904984,
0.041840486,
-0.0075608906,
-0.05175891,
0.010460122,
-0.021179648,
0.010650861,
0.01976055,
-0.07171783,
-0.0009908887,
-0.007030636,
-0.014213864,
0.019257,
-0.04281707,
-0.051209584,
0.0364998,
0.057191156,
0.03814778,
0.004676918,
-0.0010299901,
-0.014587712,
0.013138096,
-0.021255944,
0.05197254,
-0.008781619,
-0.028931279,
0.045685783,
-0.01908915,
0.006710195,
-0.001754798,
0.012245438,
0.011894478,
-0.0020618876,
-0.012886321,
0.003294061,
0.017303834,
0.05297964,
0.04318329,
0.0008177931,
0.041718416,
0.010635601,
-0.01358824,
0.026520338,
0.020752393,
-0.022949705,
-0.025787901,
0.009910794,
0.0042229593,
0.03903281,
0.002544457,
-0.016617173,
-0.035065442,
-0.012710841,
-0.0003612118,
-0.00946065,
-0.031204885,
0.01788368,
-0.03286813,
0.017792126,
-0.0092622815,
-0.0375069,
-0.022812374,
0.01565585,
0.027557958,
-0.045166973,
-0.0017042522,
-0.05349845,
0.00463877,
0.02272082,
0.006004461,
-0.029434828,
-0.037903637,
-0.02836669,
-0.057740483,
0.033661604,
0.086427614,
-0.026764484,
-0.026566116,
-0.079835676,
-0.009689537,
-0.008140736,
-0.00032807092,
-0.05639768,
0.015182817,
-0.01100945,
0.0024471802,
0.015098892,
0.012153883,
0.013901052,
-0.011932626,
-0.012810025,
0.00756852,
-0.050080407,
0.0056649456,
0.008407772,
0.025223313,
-0.0030613595,
0.03543166,
-0.0009427271,
-0.011108634,
0.0068055643,
0.02285815,
-0.016266214,
-0.03857504,
0.01721228,
0.0062638656,
0.007175598,
0.059266396,
0.008880803,
-0.010826341,
0.028626096,
0.024963908,
-0.019745292,
0.016571397,
-0.019119669,
-0.004867657,
-0.017593756,
-0.036042023,
0.0024319212,
-0.04541112,
0.042389814,
0.022354601,
-0.0073014856,
0.032807093,
-0.043152772,
0.011497742,
-0.024536654,
-0.025223313,
0.016296733,
-0.004715066,
0.0189213,
0.03234932,
-0.005161395,
0.003974999,
-0.029892603,
-0.007427373,
-0.00945302,
0.05828981,
-0.0013666443,
0.0002694187,
-0.037934154,
-0.018143086,
0.012878691,
-0.028610837,
-0.009285171,
-0.019867364,
-0.016296733,
-0.007511298,
-0.018005753,
-0.027786845,
0.02442984,
-0.0005216709,
0.01928752,
-0.00601972,
-0.01803627,
-0.004398439,
-0.05145373,
0.008972358,
0.059296913,
-0.015381185,
-0.07458654,
-0.030380893,
-0.004802806,
0.02081343,
0.042572923,
0.027954694,
-0.015510888,
-0.020233583,
-0.012062329,
0.031204885,
0.026047306,
-0.004108516,
-0.052704975,
-0.04815776,
0.020676099,
-0.014915783,
0.044648163,
-0.04730325,
-0.014137568,
-0.046875995,
0.0023365517,
-0.03628617,
-0.0313117,
0.0030880629,
0.010597453,
-0.027954694,
0.043580025,
0.0063210875,
0.0027065852,
-0.016891837,
-0.016296733,
0.049836263,
0.0041352194,
-0.023453256,
-0.06192148,
0.010513529,
0.01820412,
-0.0022278305,
0.035736844,
0.0070077474,
0.00963613,
-0.0034046895,
0.02717648,
-0.06622455,
-0.033478495,
-0.042054117,
-0.051545285,
0.025513237,
-0.050660256,
0.003187247,
0.013412761,
0.04647926,
-0.013359353,
0.05108751,
-0.009735314,
0.009559834,
-0.037659492,
-0.0440378,
0.02114913,
-0.0071641533,
0.015976291,
-0.004444217,
-0.008163625,
0.08587829,
-0.03472974,
0.017502202,
0.043732617,
-0.012138625,
0.018951818,
-0.06750631,
0.020752393,
-0.007755444,
-0.0037117791,
-0.021835791,
-0.02803099,
-0.018005753,
0.015541406,
-0.017761607,
-0.06622455,
-0.01564059,
0.039063327,
0.04611304,
-0.02563531,
0.044983864,
0.016922357,
-0.024200954,
-0.057557374,
0.033264864,
-0.008995247,
0.002872528,
0.04681496,
0.018799227,
0.012588768,
-0.0007610482,
-0.029633198,
-0.008552733,
0.033264864,
0.019546924,
-0.007412114,
-0.036621872,
0.020142028,
0.006431716,
-0.036866017,
-0.051819947,
-0.008377253,
0.03216621,
-0.030899704,
0.0046692886,
0.003944481,
0.013313576,
-0.009216504,
0.030487707,
0.030029934,
-0.015411704,
-0.008247551,
0.018692413,
0.011467223,
-0.07312167,
0.011497742,
0.06335583,
-0.016632432,
-0.007339633,
-0.05612302,
-0.01066612,
-0.035034925,
-0.017807385,
0.042206705,
-0.016617173,
0.018692413,
0.047364287,
0.0019121576,
0.06616351,
-0.0022163861,
-0.00028086305,
-0.0061761257,
-0.010444863,
-0.056855455,
-0.0012369418,
0.029602678,
0.0028572688,
0.038636073,
0.004486179,
0.013046541,
0.040345095,
0.04766947,
-0.0044632903,
-0.07342685,
0.02992312,
0.0037575564,
-0.009956571,
0.0019665181,
-0.001598392,
-0.0039006106,
0.037751045,
0.002010388,
-0.021347499,
-0.012520102,
0.049286935,
0.025055462,
-0.0254522,
-0.04440402,
-0.007606668,
-0.036103062,
-0.0020409063,
-0.015617702,
-0.015335408,
0.009285171,
0.024445098,
-0.012695582,
0.0018024828,
0.011154411,
0.001801529,
-0.008712954,
0.03128118,
-0.032471392,
-0.003412319,
-0.0013103763,
-0.008758731,
-0.02356007,
-0.0014009773,
0.035065442,
-0.010208347,
0.025864197,
0.037781563,
0.03802571,
-0.02064558,
0.0009947034,
0.05587887,
-0.013840015,
0.0052186167,
0.0049134344,
0.010330419,
-0.033295386,
-0.018661896,
-0.022995483,
-0.024033103,
-0.038117263,
0.04473972,
0.03631669,
0.04559423,
-0.0025368275,
-0.0025177535,
-0.012871061,
0.026795002,
0.0074769654,
-0.004329773,
0.033325903,
-0.00533306,
-0.03112859,
-0.028748168,
0.019195965,
0.016205179,
-0.017059688,
0.02716122,
0.0012169143,
-0.004695992,
-0.017761607,
-0.021576386,
-0.020187806,
0.033447977,
0.029389052,
-0.0014810876,
0.019882623,
0.0081254775,
-0.01875345,
-0.022125714,
-0.045868892,
-0.061890963,
0.0316474,
-0.034485593,
-0.0091630975,
-0.0005788926,
-0.029770529,
0.010780564,
0.008178884,
0.0052338755,
-0.016785024,
-0.0020809616,
0.029526383,
0.01908915,
-0.02684078,
-0.05142321,
-0.020096252,
-0.019226482,
-0.06225718,
-0.013321206,
0.020203065,
0.04318329,
0.0316474,
-0.021225426,
-0.012604027,
-0.0079271095,
0.033997305,
0.009430132,
-0.01803627,
0.024155175,
-0.0129320985,
0.005832796,
-0.0622877,
0.014610601,
0.011268855,
0.0391854,
0.003637391,
-0.0007434049,
0.025085982,
0.054444514,
0.030747112,
-0.047364287,
-0.017853161,
0.04333588,
0.019012855,
-0.017151242,
-0.0059739426,
0.029205943,
0.026276192,
0.018494045,
0.0763566,
-0.009697166,
0.02442984,
-0.00585187,
-0.06451553,
-0.020950763,
0.0063210875,
0.041413233,
0.015610073,
-0.0124132885,
-0.066895954,
-0.0055505023,
0.008270439,
0.03527907,
0.01994366,
-0.0055962796,
0.02046247,
0.017563239,
-0.019501146,
0.0034352078,
0.006878045,
-0.056672346,
0.01564059,
0.005691649,
0.030182526,
0.011650332,
-0.016311992,
-0.00455866,
0.020554025,
0.02905335,
-0.01788368,
0.006462234,
-0.015045485,
0.02063032,
-0.004398439,
0.033234347,
0.014183345,
0.020996539,
-0.038819183,
-0.01820412,
-0.030060451,
0.04589941,
0.013634018,
-0.005916721,
-0.006160867,
-0.01393157,
-0.019913143,
-0.053132232,
0.01893656,
-0.102113985,
0.0018902227,
-0.0062180883,
0.0010452493,
-0.03442456,
0.03179999,
-0.020019956,
0.013733202,
0.017410647,
0.038758148,
-0.004318329,
0.029450087,
0.002063795,
0.011413816,
0.024231471,
0.056855455,
-0.06500382,
-0.029266978,
-0.023636365,
0.015526148,
0.0109178955,
-0.055970427,
-0.04300018,
0.035340104,
-0.022461414,
0.015251483,
-0.057374265,
0.042511888,
0.006191385,
-0.014374084,
0.010452492,
0.06317273,
0.0388497,
-0.0020676097,
-0.028290395,
0.00044346796,
-0.02391103,
-0.024002584,
-0.030197784,
0.017746348,
-0.027832622,
-0.036164097,
-0.013336465,
-0.015457481,
0.00005334729,
0.009498797,
-0.03729327,
-0.0079271095,
0.0364998,
0.0005564808,
0.0378426,
-0.009666648,
-0.021027058,
-0.031159109,
0.08142263,
0.026901815,
0.00029564532,
0.050812844,
0.05401726,
-0.024017844,
-0.020508248,
0.0001058601,
0.011596926,
-0.007770703,
0.0040169614,
0.014763191,
-0.029785788,
-0.039124366,
-0.035126477,
-0.027557958,
0.009239393,
-0.031952582,
-0.01409942,
-0.030518226,
-0.043274842,
-0.058869656,
0.0054627624,
-0.020904984,
0.032196727,
-0.0016651507,
-0.023117555,
0.036866017,
-0.069337405,
0.27808207,
0.06891015,
0.05587887,
0.007980516,
0.01841775,
0.07446447,
0.0019150187,
-0.040619757,
0.029099127,
-0.0031166738,
-0.016495101,
-0.017288575,
-0.035858914,
-0.0015383093,
-0.020523507,
0.021927346,
-0.021973122,
-0.020264102,
0.01376372,
-0.04553319,
-0.042542405,
0.046174075,
-0.0065461593,
0.04553319,
0.0044632903,
0.0073892255,
-0.006549974,
-0.028397208,
0.016723989,
-0.04785258,
-0.0063973833,
-0.0053368746,
0.034851816,
-0.027206998,
-0.0030995072,
0.033112276,
0.027344331,
-0.033570047,
-0.007202301,
-0.015762664,
0.03286813,
-0.0066949357,
0.0035115033,
-0.046052,
-0.022156231,
0.017242797,
-0.018692413,
0.0007543724,
0.03735431,
-0.090456024,
0.031159109,
-0.038514,
0.05212513,
-0.0226903,
-0.067018025,
-0.010513529,
-0.041565824,
-0.048768125,
0.0073739663,
0.026917076,
-0.006244792,
0.00584424,
-0.009865017,
0.04934797,
-0.018509304,
0.028763428,
0.009376725,
0.032776576,
-0.033509012,
0.0025902344,
0.030380893,
-0.021271203,
-0.029160164,
-0.040985975,
0.015182817,
0.062348735,
0.017181762,
0.009903165,
-0.014320677,
-0.048401907,
0.014999708,
-0.014694526,
0.011543519,
-0.035858914,
0.027557958,
0.07208405,
-0.026596634,
-0.015488,
-0.010444863,
0.034302484,
0.029495865,
0.033570047,
0.012481954,
-0.011116263,
-0.0031986916
] | from transformers import DataCollatorForSeq2Seq
data_collator = DataCollatorForSeq2Seq(tokenizer=tokenizer, model=checkpoint, return_tensors="tf")
Evaluate
Including a metric during training is often helpful for evaluating your model's performance. You can quickly load a evaluation method with the 🤗 Evaluate library. For this task, load the SacreBLEU metric (see the 🤗 Evaluate quick tour to learn more about how to load and compute a metric):
import evaluate
metric = evaluate.load("sacrebleu") |
[
0.0074626557,
-0.01299692,
0.005631043,
0.005763665,
-0.03911263,
-0.022438148,
-0.0080791665,
0.008960921,
-0.0121725155,
0.045105696,
-0.0030054932,
0.0026147969,
0.0070612063,
-0.01987174,
-0.0077350675,
0.015584835,
-0.023771534,
-0.082526505,
-0.07426812,
-0.028603261,
-0.01311162,
0.049636338,
-0.10076377,
-0.019843064,
-0.033922464,
-0.028015425,
0.024904193,
0.007315696,
0.06887723,
0.034725364,
0.019040165,
0.018437993,
-0.0016219268,
-0.048833437,
0.022911284,
-0.023886232,
0.012337397,
-0.0027169515,
-0.0030718038,
-0.031399067,
0.03354969,
0.002828067,
-0.004860404,
-0.02213706,
-0.06790228,
-0.014602718,
0.00363455,
-0.0066848476,
0.018710405,
-0.00954159,
-0.023341408,
-0.00800748,
0.031198345,
-0.017448707,
-0.003432033,
0.011226242,
-0.02117645,
0.0068389755,
-0.0425823,
-0.024058282,
-0.019685352,
0.044130746,
-0.0012993336,
-0.046482094,
-0.0021792962,
-0.015326761,
0.0012679704,
-0.04444617,
-0.004104102,
-0.058611598,
-0.0076060304,
0.00020688528,
-0.028517237,
-0.024545757,
-0.034954764,
-0.009584602,
0.015799897,
-0.0045449794,
-0.021420186,
0.03980083,
0.0017635094,
0.026725052,
0.029821947,
0.018524017,
0.011842754,
-0.08086336,
0.029348811,
-0.0070397,
-0.011699379,
-0.0005313826,
0.0044231107,
0.031857867,
-0.020359214,
-0.007871274,
0.035126813,
0.021076087,
-0.029735923,
0.030051347,
0.015584835,
0.0432705,
0.040804453,
0.06147909,
0.002897962,
0.033865117,
-0.022036698,
0.06371573,
0.052073706,
0.0029571042,
-0.057292547,
0.014896636,
0.028402537,
-0.0006326411,
0.008416098,
-0.034840062,
0.009462733,
0.04467557,
0.004785132,
-0.019384265,
-0.02094705,
-0.004910585,
0.00721175,
-0.01743437,
0.0051579066,
-0.014781936,
0.00982117,
-0.05763665,
0.006394514,
0.056575675,
-0.058554247,
0.0069393376,
0.027886389,
0.011333774,
0.032201968,
-0.004960766,
0.019771377,
0.015986284,
-0.025004556,
-0.020258851,
0.014014881,
-0.02917676,
-0.00021707833,
-0.015885921,
-0.018007869,
0.08384555,
0.018982816,
0.012731678,
0.0033173333,
-0.00045163045,
-0.035901036,
0.023585146,
-0.058898345,
0.026395291,
-0.014315968,
0.0069751814,
-0.000466864,
0.006279814,
0.008781703,
-0.006738613,
-0.034008488,
-0.00095254596,
-0.008523629,
-0.015627848,
-0.034209214,
0.045621846,
0.013154633,
0.0280441,
-0.060561493,
-0.016086647,
-0.0015690573,
-0.026380952,
0.02679674,
-0.012186853,
0.003978649,
0.007107803,
0.056346275,
0.012265709,
0.032861494,
-0.013448551,
0.03570031,
0.026022516,
-0.012179685,
-0.050467912,
0.010057738,
0.0022706976,
-0.00857381,
0.025119256,
-0.020144152,
0.00070746476,
-0.030624846,
-0.020904038,
0.04734234,
0.06348634,
-0.03957143,
0.022667548,
-0.034237888,
-0.0015726418,
-0.00581743,
0.05531398,
-0.014287293,
0.017463043,
-0.025592392,
0.0069787656,
-0.032546066,
0.008896403,
-0.026294928,
0.054683127,
0.017692443,
0.04461822,
-0.041091204,
0.047543067,
0.051930334,
-0.010201113,
-0.06664058,
0.013298008,
0.017706782,
-0.017979193,
-0.025506368,
0.033578366,
0.0003519402,
0.0044302796,
0.036130436,
0.042725675,
0.018151242,
-0.007089881,
0.014781936,
-0.04639607,
-0.0021792962,
0.060618844,
-0.0077852486,
0.043700624,
0.0031327382,
0.014996998,
0.017420031,
0.045851246,
0.044130746,
0.021420186,
0.07197412,
0.043069772,
0.003197257,
0.0034141112,
0.031140994,
-0.0050324537,
0.024215994,
0.0066669257,
0.005709899,
0.030108696,
-0.0033567613,
-0.00013060543,
-0.06268344,
0.05092671,
-0.043299172,
0.05063996,
0.037736233,
0.0015860831,
-0.072031476,
-0.06274079,
0.015599173,
0.034725364,
-0.047428366,
0.0030001164,
0.029621223,
0.02917676,
0.024101295,
0.0015816026,
0.007089881,
0.048604038,
0.016660145,
0.015326761,
-0.037392132,
0.007527174,
-0.017692443,
-0.055543378,
-0.045621846,
-0.010294307,
-0.0421235,
-0.01572821,
-0.020559939,
-0.035901036,
-0.010674249,
-0.009283515,
0.008387422,
-0.003403358,
0.0034374096,
0.021090426,
0.023714183,
-0.011419798,
-0.03951408,
0.005018116,
0.008502122,
0.04091915,
-0.016946895,
0.03271812,
-0.013720963,
-0.04633872,
0.0053657996,
0.013498732,
0.016158333,
-0.025864804,
-0.0055450182,
-0.0005407916,
-0.046740167,
0.016287372,
-0.019441616,
-0.011075699,
-0.026036853,
0.030022671,
0.032947518,
0.0017303539,
0.010996843,
0.040804453,
-0.032574743,
0.038682505,
0.0042438926,
-0.009104297,
-0.03225932,
0.029821947,
0.023628158,
-0.014272956,
-0.034266565,
-0.03575766,
-0.059643894,
-0.0061722826,
-0.0061328546,
-0.059414495,
0.007563018,
0.020287527,
-0.035155486,
-0.036875986,
0.040374327,
-0.06761553,
-0.03383644,
-0.018050881,
-0.0071687372,
0.03202992,
0.037306108,
-0.008537966,
-0.0418941,
0.051901657,
0.030768221,
0.031685818,
0.026137216,
-0.026710715,
0.0065092132,
0.018925466,
-0.008430435,
0.013541745,
0.030567495,
-0.019255228,
0.009677796,
0.02021584,
-0.000622336,
0.019857403,
0.021276813,
-0.000088209075,
-0.024230331,
0.0035843686,
-0.027155178,
0.010423344,
0.015384111,
0.04352857,
0.013857169,
0.005795924,
0.0019857401,
0.007498499,
-0.02372852,
-0.03248872,
-0.003383644,
-0.018653054,
0.030022671,
-0.043585923,
0.007441149,
0.022954296,
0.008330072,
0.00030780767,
-0.00032617754,
-0.013211983,
0.06199524,
0.049951762,
0.048604038,
-0.01668882,
-0.0291911,
-0.008552304,
-0.0051758285,
0.001876417,
0.013921687,
0.06497744,
0.024373706,
-0.0037026529,
-0.02685409,
-0.017061595,
0.0067816256,
0.02514793,
0.0023800207,
-0.021678261,
-0.039256006,
-0.029735923,
0.01856703,
0.03532754,
0.008301398,
0.0051686596,
-0.0071687372,
-0.0083157355,
-0.00009492976,
0.06142174,
0.028058438,
-0.0062081264,
0.0051650754,
0.029449172,
0.005154322,
0.048116565,
-0.04473292,
-0.04593727,
0.000826197,
-0.0054697464,
-0.00817236,
0.02752795,
-0.015083023,
0.015484473,
-0.019541977,
0.022294773,
-0.0067529506,
-0.014057894,
-0.0033818518,
0.026524328,
0.014229943,
-0.035069462,
0.010659913,
-0.017161958,
0.052102383,
0.033406317,
-0.026294928,
-0.034696687,
-0.033635717,
-0.034725364,
-0.05098406,
0.020803675,
0.05018116,
-0.03377909,
0.026380952,
-0.060790893,
-0.012158179,
0.0009184945,
-0.021950673,
-0.052102383,
0.00817953,
-0.009355202,
0.050009113,
0.0143088,
-0.013556082,
-0.044188097,
-0.019054504,
-0.052790582,
0.013477226,
-0.049206212,
-0.008136516,
-0.007412474,
0.016143996,
-0.029320136,
0.04914886,
0.0012473603,
-0.01567086,
-0.00021450206,
0.029649897,
-0.008351579,
-0.042438924,
0.046281368,
0.03383644,
-0.01754907,
0.027269877,
-0.013312345,
-0.024144307,
0.007398137,
0.013047102,
-0.0089250775,
0.0047779633,
-0.041693375,
0.0017455876,
-0.015513147,
-0.013943194,
0.012982584,
-0.0057995087,
0.048604038,
-0.0016998869,
-0.05115611,
0.025922153,
-0.06595238,
0.0013378656,
-0.000495539,
-0.030080022,
0.044646896,
0.008702847,
-0.020230176,
0.03701936,
-0.028259162,
-0.010581057,
-0.012968246,
0.0013163594,
-0.024416719,
0.025578056,
0.0012670743,
0.025276968,
-0.03974348,
-0.029248448,
0.018308954,
-0.014401993,
-0.013211983,
-0.0412059,
-0.022509836,
0.0061041797,
-0.017118944,
-0.020975726,
0.018724741,
-0.026194567,
0.008710016,
-0.009448396,
0.03248872,
0.020545602,
-0.05347878,
-0.0032743209,
0.06629648,
-0.0075486805,
-0.057091825,
-0.063084885,
-0.003638134,
0.0051184786,
0.024029607,
0.032287993,
-0.039370704,
-0.022581523,
-0.03736346,
0.01612966,
-0.028029762,
-0.019470291,
-0.04046035,
-0.04008758,
-0.028603261,
0.04473292,
0.044646896,
-0.07208882,
-0.029090736,
-0.031427745,
0.014939648,
-0.002731289,
0.043241825,
0.01453103,
0.014523862,
-0.035356212,
0.035442237,
-0.013348189,
-0.013240658,
-0.01624436,
0.008272722,
0.053163357,
0.038281057,
-0.02775735,
-0.022180073,
0.0053156186,
-0.022323448,
0.006484123,
0.026782403,
-0.021649586,
0.015025673,
-0.024904193,
0.012416253,
-0.01828028,
-0.03105497,
-0.029592548,
-0.021993686,
0.041779403,
-0.04791584,
-0.030108696,
-0.019326916,
0.05155756,
-0.007376631,
0.038625155,
-0.007340787,
-0.01691822,
-0.06675528,
-0.05852557,
0.043614596,
0.0046417573,
-0.007283437,
0.028230488,
0.006502045,
0.05296263,
-0.05324938,
0.008939415,
0.047829814,
0.0022617367,
-0.005028869,
-0.057063147,
0.022954296,
-0.041033853,
-0.035442237,
-0.011290762,
-0.034668013,
-0.012932402,
0.0052367626,
-0.0070755435,
-0.060160045,
-0.034897413,
0.016502433,
0.07065508,
-0.040288303,
0.04263965,
0.021362837,
-0.059930645,
-0.030510146,
-0.004530642,
0.020631626,
-0.004849651,
0.033348966,
0.02117645,
0.033004865,
-0.026954452,
-0.024287682,
-0.026380952,
0.018825104,
0.021147775,
-0.0068246378,
-0.038223706,
0.03945673,
0.0110900365,
-0.02293996,
-0.059299793,
0.051414184,
0.008609653,
-0.052704558,
-0.025133593,
0.047170293,
0.03570031,
-0.035843685,
-0.0044697076,
0.04946429,
-0.031628467,
-0.021778625,
-0.009190321,
0.016846532,
-0.0103229815,
0.021764286,
0.046711493,
-0.029793272,
-0.022667548,
-0.042008802,
0.0077350675,
-0.027370239,
-0.007193828,
0.051672257,
0.028173137,
0.032861494,
0.024187319,
0.028001089,
0.05508458,
-0.014796274,
0.00970647,
-0.0009606108,
-0.017061595,
-0.06147909,
-0.0076705487,
0.015570497,
-0.013462889,
0.019943427,
-0.0034750453,
0.015140373,
0.03509814,
0.027915062,
-0.019126192,
-0.07988841,
0.017792806,
-0.03968613,
-0.02174995,
-0.015455797,
-0.034008488,
-0.03945673,
0.023972258,
-0.02520528,
-0.03724876,
-0.0038818712,
0.007011025,
0.00037613467,
0.035728987,
-0.039485406,
0.00001954601,
-0.01288939,
-0.014065063,
-0.028087113,
-0.008839053,
0.012853546,
0.03656056,
-0.011842754,
-0.014559706,
-0.009441227,
-0.007412474,
-0.015455797,
-0.014566874,
-0.030911595,
-0.014488018,
-0.015842909,
0.030624846,
-0.037334785,
0.028875673,
0.04785849,
-0.036703937,
-0.0034302408,
0.004132777,
0.005788755,
-0.0069214157,
0.0055951993,
0.054310355,
-0.041980125,
0.005785171,
0.021921998,
0.019498965,
-0.04473292,
-0.02349912,
-0.017635094,
-0.002089687,
0.021893324,
0.010860637,
0.030653521,
0.044360146,
-0.0012858922,
-0.02612288,
-0.024373706,
0.023642495,
0.025176605,
0.0081580235,
0.03463934,
-0.02140585,
0.000991974,
-0.025649741,
0.02236646,
0.009183153,
-0.004501967,
0.009154477,
-0.017075932,
-0.025793117,
-0.024502745,
-0.021534886,
-0.00488191,
0.035614286,
0.033750415,
-0.043815322,
-0.0008485993,
0.004279736,
-0.004251061,
-0.01789317,
-0.037564185,
-0.026294928,
0.027972413,
-0.019714028,
-0.007125725,
0.0042331396,
-0.015226398,
-0.0026900687,
0.007165153,
0.029936647,
-0.017620755,
0.02679674,
0.03354969,
0.008580979,
-0.055486027,
-0.06142174,
0.017563406,
-0.017334007,
-0.028316513,
0.0019875325,
0.004914169,
0.06664058,
0.030223396,
-0.016029296,
-0.06641118,
0.015212061,
0.020230176,
0.03082557,
0.016932558,
0.017118944,
-0.022409473,
0.021391513,
-0.06818903,
-0.013699457,
-0.0029194683,
0.020373551,
0.033807766,
0.03314824,
0.01845233,
0.04137795,
0.0069500906,
-0.03048147,
-0.008882065,
0.022151398,
0.015427123,
-0.0018835857,
0.010294307,
0.002285035,
0.03673261,
0.04937826,
0.033262942,
-0.042209525,
-0.0027653405,
0.0010977129,
-0.011878598,
-0.047256317,
-0.013391201,
0.00095164985,
0.017161958,
-0.011835585,
-0.028660612,
-0.06297019,
-0.014724586,
0.0019373513,
0.0068389755,
-0.0045844074,
0.017979193,
0.034209214,
-0.028746637,
0.005795924,
-0.014781936,
-0.05347878,
0.0004753769,
-0.0025879142,
0.02458877,
0.020990063,
0.029649897,
-0.0133338515,
0.027814701,
0.03180052,
0.027241202,
0.052876607,
-0.003218763,
0.02719819,
0.0018746248,
0.020889701,
-0.01714762,
0.01674617,
-0.010437681,
-0.0053729685,
-0.009011103,
0.033004865,
-0.0038818712,
-0.01952764,
0.040747102,
-0.027011802,
-0.007828261,
-0.035442237,
0.008129348,
-0.025348656,
0.053163357,
0.03458199,
-0.05098406,
-0.024760818,
0.016645808,
0.0036506795,
0.04653944,
-0.0030718038,
0.0827559,
0.014602718,
0.09978882,
0.030022671,
-0.010788949,
0.017534731,
0.007233256,
0.0053657996,
-0.034897413,
-0.03314824,
0.03627381,
0.019541977,
-0.05075466,
-0.04559317,
0.028603261,
0.03934203,
-0.0075128367,
-0.01703292,
0.044102073,
0.020387888,
0.0005551291,
-0.016717495,
0.08264121,
-0.026194567,
0.014624224,
-0.015369773,
0.017936181,
-0.06973748,
-0.0045198887,
-0.03504079,
0.024058282,
-0.03905528,
-0.037764907,
-0.014695912,
-0.04685487,
-0.017276658,
-0.0069142473,
-0.004985857,
-0.043930024,
0.03627381,
0.028832661,
0.013183308,
0.010631237,
-0.018810766,
-0.0050037787,
0.034954764,
0.059643894,
0.014839286,
0.045965943,
0.045679193,
-0.03268944,
-0.028717961,
-0.019111853,
0.029420497,
0.011219074,
0.030223396,
0.014796274,
0.012287215,
-0.03888323,
-0.063084885,
-0.03524151,
0.07214617,
0.022208748,
-0.013233489,
-0.06692733,
-0.009333696,
-0.06830373,
-0.006437526,
0.0005457201,
0.03406584,
0.009405383,
0.010645575,
0.016932558,
-0.0875733,
0.24362236,
0.07547247,
0.042783026,
0.033033542,
0.038051657,
0.052159734,
0.04008758,
-0.024302019,
-0.001974987,
0.006516382,
0.00505396,
-0.025248293,
-0.028259162,
0.027298551,
-0.015756885,
0.045277745,
-0.03349234,
-0.020559939,
0.0012939571,
-0.022280436,
-0.037908282,
0.033750415,
0.03859648,
0.041578677,
-0.009032609,
0.014781936,
0.027915062,
-0.040230952,
0.0023298396,
-0.00953442,
0.039313354,
-0.034008488,
0.041177228,
0.026954452,
0.0069859345,
0.004985857,
-0.0007921455,
-0.028832661,
0.0141941,
-0.016316047,
0.00066758867,
-0.03268944,
-0.0076705487,
-0.025979504,
-0.045105696,
0.040976502,
-0.017219307,
0.007527174,
0.06698468,
-0.05370818,
0.03128437,
-0.06629648,
0.035499588,
-0.029965322,
-0.03621646,
-0.05273323,
-0.022567185,
-0.0060934266,
0.00023186384,
0.048116565,
0.011061362,
0.014222775,
0.0060396614,
0.026983127,
-0.02470347,
0.013298008,
-0.03048147,
0.021506213,
-0.031915218,
-0.04263965,
0.014186931,
0.0061328546,
0.007330034,
-0.040575054,
-0.018351968,
0.051700935,
-0.016645808,
0.022581523,
-0.0013011259,
-0.053106006,
0.03667526,
-0.018997153,
0.0071436465,
0.000061102284,
0.007498499,
0.09456998,
-0.017979193,
0.00080872315,
-0.017721118,
0.01634472,
0.020201502,
-0.029305799,
-0.019140529,
0.021563562,
-0.0126456525
] | import numpy as np
def postprocess_text(preds, labels):
preds = [pred.strip() for pred in preds]
labels = [[label.strip()] for label in labels]
return preds, labels
def compute_metrics(eval_preds):
preds, labels = eval_preds
if isinstance(preds, tuple):
preds = preds[0]
decoded_preds = tokenizer.batch_decode(preds, skip_special_tokens=True) |
[
0.03398226,
0.0065747974,
-0.012871636,
0.02822352,
-0.03680461,
-0.0010423459,
-0.0036081204,
-0.0070843888,
-0.0032713625,
0.029962545,
0.01831678,
-0.011945106,
0.02299219,
-0.05008962,
0.01431132,
0.043304574,
-0.008324513,
-0.04071029,
-0.07224081,
-0.011396315,
0.031673063,
-0.025686255,
-0.08837668,
-0.025700508,
-0.018958224,
-0.013470316,
0.016720297,
-0.00235196,
0.05824308,
0.06135052,
-0.0029328228,
-0.011153992,
0.0018120783,
-0.008353022,
-0.071100466,
-0.040995374,
-0.0118025625,
0.015850784,
-0.03560725,
-0.011096975,
0.0030931837,
0.02669831,
-0.0063217836,
-0.03925635,
-0.061008416,
0.00090693,
0.018274017,
-0.026256427,
-0.03027614,
-0.037773903,
-0.013983471,
0.03517962,
0.009350823,
-0.021780575,
-0.04011161,
-0.010847525,
-0.033725683,
0.018630374,
-0.040026084,
0.0091227535,
0.03498006,
0.058955796,
-0.0077828495,
-0.05031769,
0.023761922,
-0.005605505,
-0.008167716,
-0.02299219,
0.0022717796,
-0.029363865,
-0.061065435,
-0.010498295,
-0.034837518,
-0.0038201532,
-0.0037417545,
0.032385778,
0.0023074152,
-0.01513807,
0.010890287,
0.016862841,
-0.002888278,
0.02629919,
0.0027831527,
-0.002596065,
-0.0005554724,
-0.06300402,
0.0144823715,
-0.025116082,
-0.021752067,
-0.04088134,
-0.008581091,
0.047580864,
-0.03027614,
-0.02527288,
0.04826507,
0.0046326485,
-0.012893017,
0.036491014,
0.015693987,
-0.0065747974,
0.018929714,
0.066824175,
-0.002335924,
0.0450436,
-0.028437335,
-0.0064714537,
0.013014179,
-0.018644629,
-0.032499813,
-0.016278414,
-0.009464857,
0.01200925,
0.018929714,
-0.020939572,
0.012657821,
0.03107438,
0.0032980894,
0.019585412,
-0.037574343,
-0.009742816,
0.04341861,
-0.018502085,
-0.020526197,
-0.011417697,
0.013698385,
-0.07526272,
-0.011888089,
0.024175297,
-0.023234515,
0.004572068,
-0.042078704,
-0.0023234515,
0.024659945,
0.025215862,
0.010726363,
0.0087093795,
-0.016834332,
0.036519524,
-0.0022129805,
-0.02424657,
0.034523923,
0.014624915,
0.021338692,
0.09926697,
0.01791766,
-0.01116112,
0.00925817,
-0.04076731,
-0.031872623,
0.027254228,
-0.04763788,
0.03087482,
-0.015052544,
0.021153387,
-0.009044356,
-0.0016436994,
-0.022564562,
0.043931764,
-0.026869362,
0.047951475,
-0.006834938,
0.022778377,
-0.02967746,
0.03435287,
0.024902267,
0.010370006,
-0.031387974,
-0.029905528,
0.051401015,
-0.037289258,
0.010876033,
-0.0024820305,
-0.021324437,
-0.0004514605,
0.059012815,
0.0304757,
0.031473503,
0.028993253,
0.02341982,
0.0066745775,
-0.03110289,
-0.03968398,
0.024503147,
0.031787097,
0.0027706802,
0.009372205,
-0.0014931383,
0.016321177,
0.0077400864,
0.016349686,
0.0075904164,
0.06545576,
-0.0087093795,
-0.004525741,
-0.04068178,
-0.004418834,
-0.04090985,
0.011717037,
-0.0056945942,
-0.009963758,
-0.033184018,
0.047808934,
-0.032471303,
0.017219199,
-0.012864509,
0.023989992,
0.0027279172,
0.040852834,
-0.00038375257,
0.0061614225,
0.046126924,
0.0032196906,
-0.024816742,
0.032442793,
0.026156645,
-0.042449314,
-0.025401168,
0.036975663,
-0.0034317235,
0.01954265,
0.02669831,
-0.014767458,
0.04455895,
0.0052776556,
0.058784746,
-0.021552507,
-0.0109259235,
0.059582986,
-0.0008770851,
0.016520737,
0.0065498524,
0.033012968,
0.020155584,
0.053482145,
0.03560725,
0.029620443,
0.04954796,
0.055933885,
0.020526197,
-0.0067422856,
0.04729578,
0.0066318144,
0.056988705,
0.038999774,
-0.029306848,
0.008303132,
-0.036148913,
0.0041373116,
-0.042021684,
0.017461522,
-0.019485632,
0.025729017,
0.045300175,
-0.028480098,
-0.06893381,
-0.04256335,
0.025329897,
0.066653125,
-0.0062540756,
-0.022935174,
0.024488892,
0.02322026,
0.018487832,
-0.02332004,
0.035749793,
0.052284785,
0.008196224,
0.0029934037,
0.032100692,
-0.032100692,
0.0026780271,
-0.043703694,
-0.04518614,
-0.021965882,
-0.026341952,
0.0065391613,
-0.005074532,
-0.038344074,
0.007419365,
-0.025985595,
-0.002049056,
-0.023776177,
-0.027453788,
0.08062234,
0.038572144,
-0.023890212,
-0.024389112,
-0.0013007051,
-0.019628175,
0.0038450982,
-0.00524202,
-0.04014012,
0.008417166,
-0.011367807,
-0.0007728505,
-0.014403974,
0.009500493,
-0.037773903,
-0.066653125,
0.04872121,
-0.014354083,
0.01977072,
0.017375996,
0.012771856,
0.0073623476,
0.016506484,
0.025486695,
-0.031216923,
0.034466904,
0.04806551,
-0.0091726445,
0.02219395,
0.018045947,
0.024075517,
-0.037175223,
0.027881417,
0.06688119,
-0.032442793,
-0.045300175,
-0.05601941,
-0.05867071,
0.009450603,
0.010740617,
-0.023590872,
0.00396626,
0.039199334,
-0.042677384,
-0.030789295,
-0.005384563,
-0.060837366,
-0.0109259235,
-0.03355463,
-0.022607325,
0.043076504,
0.0026103193,
0.012864509,
-0.025500948,
0.01146046,
0.016777314,
0.021752067,
0.018801427,
-0.0064215637,
0.048208054,
0.04116643,
-0.016050346,
-0.003123474,
0.049148835,
-0.032784898,
0.0041194935,
0.019129274,
-0.0009274206,
0.007861248,
0.021623777,
0.006289711,
-0.0011047085,
0.05319706,
-0.00018898088,
0.015893549,
0.0008218497,
-0.0014922473,
0.01768959,
-0.002594283,
-0.006385928,
0.035236638,
-0.03458094,
-0.0056482675,
-0.003403215,
0.014318448,
0.04093836,
-0.05088786,
0.013014179,
-0.008844795,
-0.0026922815,
-0.023761922,
-0.0151950875,
-0.015451664,
0.01323512,
0.0066460688,
0.031815603,
-0.01904375,
-0.022079915,
0.003335507,
0.0015474828,
0.033640154,
0.035094094,
0.010312988,
-0.01503829,
-0.00069445185,
-0.024617182,
0.020155584,
-0.018630374,
0.042420805,
-0.0019760027,
-0.01874441,
-0.019499887,
-0.050061114,
0.018530594,
0.0732101,
0.012287209,
-0.0056732125,
0.009215407,
-0.017247707,
-0.019428615,
0.023377057,
0.039028283,
-0.021752067,
-0.033925243,
0.022635832,
0.03905679,
0.02729699,
-0.0031163471,
-0.0423923,
-0.0046611573,
0.014175904,
0.008210478,
-0.0131923575,
-0.033326562,
-0.0049996967,
-0.037175223,
0.0058513912,
-0.022949427,
0.0007545872,
-0.051885664,
0.011937979,
0.024417622,
-0.02444613,
0.014275685,
-0.0470392,
0.014596406,
0.03537918,
-0.012451134,
-0.03868618,
-0.026684055,
-0.016506484,
-0.04313352,
0.04150853,
0.048008494,
-0.0503462,
0.00037528906,
-0.069903105,
0.0096359085,
0.009471985,
-0.02497354,
-0.038116008,
0.009821215,
0.0056233224,
0.0053061643,
-0.015380393,
-0.00005935581,
0.0039270604,
0.04706771,
-0.049804535,
0.000629862,
-0.041080903,
-0.008552582,
-0.028209265,
0.031216923,
0.031616043,
0.039227843,
-0.018031694,
-0.025158845,
-0.019058004,
0.03272788,
-0.033298053,
-0.01781788,
0.0049533704,
0.025686255,
-0.02902176,
0.056504056,
-0.013313519,
-0.014781713,
0.030390175,
0.03292744,
-0.018388052,
0.007961028,
-0.01801744,
0.013320646,
-0.008887558,
-0.016649026,
-0.009151262,
-0.064942606,
0.022635832,
0.0082461145,
-0.014981273,
0.031273942,
-0.059012815,
-0.0105624385,
-0.0025069756,
-0.047751915,
0.021523997,
0.04176511,
-0.011089847,
-0.009892486,
0.007761468,
-0.023263022,
-0.0304757,
-0.037175223,
0.010626583,
0.07777148,
0.030219123,
0.003713246,
-0.04664008,
-0.021010842,
0.0573023,
-0.03335507,
-0.008780651,
-0.021538252,
-0.03954144,
-0.036148913,
-0.015294868,
-0.021552507,
-0.02229373,
0.0036562288,
-0.00060937146,
0.011296535,
-0.014175904,
0.005309728,
-0.028380318,
0.0022307984,
0.063916296,
-0.0025675565,
-0.06448647,
-0.028594133,
-0.00578012,
0.018487832,
0.013014179,
0.022165442,
-0.041080903,
-0.023163242,
-0.035122603,
0.042705894,
0.00039778414,
0.011446205,
-0.055335205,
-0.039855033,
-0.010419896,
0.027411025,
0.02629919,
-0.043276064,
-0.0036918644,
-0.0261709,
0.04792297,
-0.05314004,
-0.021780575,
-0.025800288,
0.0011617257,
-0.025230117,
0.008224733,
0.00060090795,
0.017433012,
-0.025828797,
0.04156555,
0.028209265,
0.031616043,
-0.05302601,
-0.02875093,
0.02587156,
0.0096359085,
-0.043532643,
0.05219926,
-0.00293995,
0.023576617,
0.021809084,
0.033526123,
-0.04461597,
-0.016748806,
-0.049604975,
-0.014503754,
0.059183866,
-0.056390025,
-0.0036954281,
0.0058941543,
0.0027528622,
0.0092225345,
0.03686163,
-0.018159982,
0.011175374,
-0.025786035,
-0.07474957,
0.018202744,
-0.01974221,
-0.0022913793,
-0.018202744,
0.006628251,
0.022279475,
-0.012272955,
0.0058763362,
0.059411936,
-0.029477898,
-0.006004625,
-0.05587687,
0.0032214725,
-0.013463189,
0.017404504,
0.0002608092,
0.012101904,
-0.008645235,
0.023861703,
-0.016520737,
-0.060267195,
-0.019428615,
0.02984851,
-0.008367276,
-0.0028686784,
0.028137995,
0.016777314,
-0.038429603,
-0.023975737,
0.026341952,
0.008018046,
-0.004130184,
0.008730761,
0.03375419,
0.016649026,
0.008025173,
-0.019300327,
-0.034694973,
-0.013056941,
0.063916296,
0.009329441,
-0.027753128,
0.006728031,
0.019400107,
-0.024602927,
-0.06893381,
0.02146698,
0.03823004,
-0.045100614,
-0.020640232,
-0.017461522,
-0.001420085,
-0.039227843,
0.026627038,
0.04521465,
-0.019899007,
-0.03825855,
0.014076124,
-0.018459322,
-0.033868223,
-0.006150732,
0.057929486,
-0.0054700887,
-0.016406704,
-0.05912685,
0.026113883,
-0.03150201,
-0.018958224,
0.058784746,
-0.02669831,
-0.0024036318,
0.035977863,
0.026855107,
0.019072257,
-0.005755175,
0.009436348,
0.03415331,
-0.018359542,
-0.03726075,
-0.011624384,
0.034923043,
0.017233452,
0.058784746,
0.008538327,
0.04683964,
0.033212528,
0.031587537,
-0.012087649,
-0.070701346,
0.023605125,
-0.016520737,
-0.02116764,
0.011153992,
0.0040197135,
-0.001419194,
0.02905027,
0.018331034,
-0.024032755,
-0.0031359466,
0.017219199,
-0.013954963,
-0.0065997425,
-0.07640307,
0.02649875,
-0.07263993,
0.012223065,
-0.0068670106,
-0.0288222,
-0.001931458,
0.061464556,
-0.0021078552,
-0.008110698,
0.0036455381,
0.026227918,
-0.018159982,
0.024474638,
-0.019200547,
0.023305785,
-0.0047609373,
-0.011717037,
-0.024916522,
0.01636394,
0.053681705,
-0.021424217,
0.015979074,
-0.007854121,
0.019927517,
-0.015907802,
0.021409962,
0.0240185,
-0.0015920275,
-0.02657002,
0.0006325347,
0.015822276,
-0.036291454,
0.02414679,
-0.017304724,
-0.027938435,
-0.007180605,
0.046925165,
0.041223444,
0.036348473,
0.016506484,
-0.04293396,
-0.006425127,
0.0400831,
0.046326485,
0.0080323,
0.014240049,
-0.0104626585,
0.00089534844,
0.0052242023,
0.02414679,
0.02762484,
-0.0642584,
0.028608385,
-0.004600576,
0.0023181061,
-0.017219199,
-0.020583214,
0.02166654,
0.039028283,
0.027981197,
-0.0127789825,
-0.015751004,
-0.036434,
-0.033811208,
0.01861612,
-0.06214876,
-0.05214224,
0.0137055125,
-0.044045795,
-0.03004807,
0.0073552206,
-0.0049533704,
0.020583214,
-0.0021862537,
-0.033212528,
-0.0023929412,
0.014852984,
0.023861703,
-0.00040758398,
-0.021124877,
-0.05111593,
0.0042905454,
-0.028252028,
-0.05031769,
-0.018345289,
0.005801501,
0.03663356,
0.04581333,
0.004101676,
-0.04233528,
-0.03563576,
0.04219274,
0.04723876,
-0.020155584,
0.013584351,
-0.025743272,
-0.000038614686,
-0.056703616,
-0.0004552468,
-0.0035724847,
0.025415422,
0.005263401,
-0.013427554,
0.01994177,
0.012422625,
0.05667511,
-0.01503829,
0.013313519,
0.02895049,
0.01729047,
0.0063467287,
0.016321177,
0.032186218,
0.08261794,
0.03845811,
0.08085041,
-0.015693987,
0.031444993,
-0.0007216241,
-0.04763788,
-0.021951627,
0.04150853,
0.0074621276,
0.012764729,
0.00925817,
-0.017105164,
-0.017276214,
-0.0054700887,
0.0021185458,
0.009828342,
-0.019186292,
-0.0021328002,
-0.006610433,
-0.025614982,
0.058357116,
0.028166503,
-0.04812253,
0.028009705,
0.0072126775,
0.03640549,
0.004696793,
-0.0074407463,
-0.0009942376,
0.044672985,
0.035037078,
0.005527106,
0.032784898,
0.005106604,
0.033184018,
0.023034954,
0.04028266,
-0.011339298,
-0.00247134,
-0.016748806,
-0.027810145,
-0.036690578,
0.011225264,
0.0029559862,
-0.022151187,
0.012622185,
-0.009643036,
-0.014339829,
-0.054651,
0.0038878613,
-0.07492062,
0.03435287,
0.025600728,
-0.010819016,
-0.04441641,
0.048835244,
-0.0146819325,
0.014981273,
-0.0019118584,
0.045357194,
0.030789295,
0.05422337,
0.027368262,
0.02964895,
-0.016306922,
0.030504208,
-0.04547123,
-0.022379257,
0.019186292,
0.0028009706,
-0.033298053,
-0.06728031,
-0.059012815,
0.033668663,
0.0067244675,
0.004401016,
-0.05770142,
0.017447267,
0.0109758135,
-0.038001973,
-0.012529532,
0.09048632,
0.037175223,
0.002444613,
-0.028408825,
0.026712565,
-0.056532566,
-0.020412162,
-0.022236712,
0.008780651,
-0.04664008,
-0.00631822,
-0.0012837782,
-0.048379105,
-0.005135113,
0.0013719767,
-0.014489499,
-0.014653424,
0.0074122376,
0.011987869,
0.033440594,
-0.0024232315,
-0.02845159,
-0.034295853,
0.059982106,
0.056703616,
-0.0068955193,
0.074578516,
0.03746031,
0.006938282,
-0.02484525,
0.031815603,
-0.02007006,
-0.009735689,
0.027582077,
0.003898552,
-0.035550233,
-0.046925165,
-0.036091894,
-0.02334855,
-0.005160058,
-0.04361817,
-0.019713702,
-0.025614982,
-0.001999166,
-0.08056532,
-0.032813407,
-0.022022897,
0.022778377,
0.011346425,
-0.013463189,
-0.0008089317,
-0.051885664,
0.24106878,
0.06728031,
0.025101827,
0.0037952082,
0.029477898,
0.064600505,
0.021025097,
-0.00720555,
0.0055057243,
-0.051229965,
-0.00033987605,
-0.04028266,
-0.02371916,
0.011239518,
-0.027311245,
0.02079703,
-0.035065584,
-0.014247176,
-0.014596406,
-0.04378922,
-0.059982106,
0.05601941,
0.0021719995,
0.06220578,
0.015651224,
-0.03027614,
0.013042687,
-0.048379105,
0.03660505,
0.00460414,
0.0031769278,
-0.018929714,
-0.013876564,
0.01646372,
-0.01323512,
0.02852286,
0.036519524,
-0.02076852,
-0.03954144,
-0.023305785,
-0.002781371,
-0.020811282,
0.025158845,
-0.02149549,
-0.009913867,
0.026384715,
-0.0094862385,
0.008616726,
0.0374318,
-0.041822124,
0.04028266,
-0.063517176,
0.03803048,
-0.031245433,
-0.05684616,
-0.017048147,
-0.030390175,
-0.04253484,
-0.018901207,
0.0149955265,
-0.010370006,
0.021680795,
-0.043931764,
0.042278264,
-0.02722572,
0.016834332,
-0.027026158,
0.031616043,
0.00558056,
0.0075333994,
-0.00010685159,
-0.0033283797,
-0.04321905,
-0.029991053,
-0.007675942,
0.04253484,
-0.0055235424,
0.042648874,
0.0066817044,
-0.044074304,
0.011353552,
-0.018402305,
0.03024763,
-0.07874077,
0.07805657,
0.036576543,
-0.0054059443,
-0.0043047997,
0.0034317235,
0.04458746,
0.0069703544,
0.01768959,
-0.006710213,
-0.011652892,
0.004258473
] | Your compute_metrics function is ready to go now, and you'll return to it when you setup your training.
Train
If you aren't familiar with finetuning a model with the [Trainer], take a look at the basic tutorial here!
You're ready to start training your model now! Load T5 with [AutoModelForSeq2SeqLM]:
from transformers import AutoModelForSeq2SeqLM, Seq2SeqTrainingArguments, Seq2SeqTrainer
model = AutoModelForSeq2SeqLM.from_pretrained(checkpoint)
At this point, only three steps remain: |
[
0.04132667,
0.021273708,
0.006345639,
0.02110995,
-0.018534476,
-0.0015017391,
-0.025352782,
-0.02380452,
0.020841982,
0.021958517,
-0.0095352065,
0.0059771826,
0.0020600066,
-0.043113127,
-0.008001832,
0.023581212,
0.00022819178,
-0.046150103,
-0.09944603,
-0.036860533,
0.008053937,
-0.02562075,
-0.07407836,
-0.059369873,
-0.024697747,
0.010100917,
0.018817332,
0.010227458,
0.060739487,
0.021184385,
-0.018951315,
-0.000881132,
-0.002292618,
-0.041207574,
-0.04067164,
-0.040165477,
0.0058208676,
0.0019390486,
-0.056392446,
-0.032543264,
0.011388654,
0.025531428,
-0.012467971,
-0.06752802,
-0.0452271,
-0.010815499,
-0.0072909715,
0.00599207,
0.026722398,
-0.013182553,
0.0027838931,
0.035907757,
0.011061138,
-0.010428434,
-0.005351923,
0.033198297,
-0.021675661,
0.009937159,
-0.046328746,
0.0057241013,
0.030756809,
0.04579281,
0.008106042,
-0.06592021,
0.013457965,
-0.00019841752,
-0.0015231394,
-0.027943142,
-0.06187091,
-0.041118253,
-0.035193175,
-0.01125467,
-0.0045554615,
-0.0276454,
-0.025710072,
-0.0023205313,
0.029208548,
-0.01846004,
0.0139417965,
0.039123375,
0.014038563,
0.054070055,
0.045346197,
0.004373094,
-0.039331798,
-0.052402698,
0.04585236,
-0.016792683,
-0.030414406,
-0.036116175,
-0.014470289,
0.029104339,
-0.023149487,
0.023834294,
0.021943629,
0.022390243,
-0.027570965,
0.026156686,
0.0175817,
-0.00611861,
0.029015016,
0.061573166,
0.024519103,
0.028761934,
-0.043321546,
-0.001411486,
0.021095062,
-0.021258822,
-0.030875906,
0.013629167,
0.008493108,
0.015557051,
0.024206473,
-0.004588958,
0.012475414,
0.044065904,
-0.0145521695,
0.0045405743,
-0.028955467,
0.0013817117,
0.0022851743,
-0.0074584517,
0.017075537,
-0.01856425,
0.0422199,
-0.059578292,
0.011879929,
0.04859159,
-0.019055527,
-0.0033570477,
0.0076594283,
-0.03013155,
-0.017805006,
0.021437466,
0.012639173,
0.014544725,
0.00954265,
0.031560715,
0.050735336,
-0.046358522,
0.017075537,
0.016524713,
0.0058320328,
0.075686164,
0.0063977437,
0.014663823,
-0.026394881,
-0.024266021,
-0.006516841,
0.004737829,
-0.024414893,
0.023149487,
0.007919953,
0.008113486,
-0.017149974,
0.0018915959,
-0.03474656,
0.019546801,
-0.015571938,
0.024801958,
-0.020082738,
0.042874932,
-0.049961206,
0.049961206,
0.017298844,
0.0372476,
-0.029059676,
-0.0004305637,
-0.009966933,
-0.029119225,
-0.0049499706,
-0.016316295,
0.019472366,
-0.015914341,
0.019889206,
0.032185975,
0.040373895,
0.01814741,
0.027064802,
0.023089938,
-0.018951315,
-0.0142469825,
0.052402698,
0.009029044,
0.0020990854,
-0.012036244,
-0.0024266022,
0.009922272,
-0.017328618,
0.01254985,
-0.0014747563,
0.06669434,
-0.012788044,
0.004600123,
-0.040105928,
-0.006859245,
-0.045495067,
-0.02800269,
0.005150947,
-0.032394394,
-0.015192316,
0.044512518,
-0.030101776,
0.029491404,
0.0015054609,
-0.014038563,
0.018728008,
0.020648448,
-0.015959002,
0.006237707,
0.038468342,
-0.040641863,
-0.016569376,
0.025367668,
0.02027627,
-0.02474241,
-0.035461143,
0.019680785,
0.0002306342,
0.020142287,
0.0022014342,
0.006877854,
0.019695673,
0.020320931,
0.028568402,
-0.046031006,
-0.043172676,
0.041088477,
-0.019129962,
0.018058088,
0.01918951,
-0.0042837714,
0.018281395,
0.048829786,
0.027570965,
0.014641492,
0.06865944,
0.054784637,
0.020157173,
0.041058704,
0.017030876,
-0.0023819408,
0.059042357,
0.021035515,
-0.007220258,
-0.0028620507,
0.00987761,
0.020186948,
-0.031828683,
0.055707637,
-0.037575115,
0.029640274,
0.00012595908,
0.0069411243,
-0.07908043,
-0.028255772,
0.028970353,
0.044720937,
-0.034419045,
-0.0301911,
0.04725175,
0.02370031,
0.027407205,
-0.018594025,
0.012289326,
0.043887258,
-0.011753389,
0.04668604,
0.021050401,
-0.02478707,
-0.0037943572,
-0.03376401,
-0.049842108,
-0.042100802,
-0.026588414,
0.011857599,
0.017641248,
-0.00208792,
0.0076743155,
0.0059436862,
-0.0055603427,
0.0020413976,
-0.01509555,
0.033823557,
0.04516755,
-0.0044884696,
-0.041922156,
0.013480295,
-0.03090568,
0.014410742,
-0.012281882,
-0.057702515,
0.010160466,
0.0053742537,
-0.010324224,
-0.006394022,
-0.006829471,
-0.023566326,
-0.03453814,
0.018013427,
0.008522881,
0.01566126,
0.01633118,
-0.004309824,
-0.02002319,
0.044423193,
-0.0005768763,
-0.04564394,
0.029059676,
0.050765112,
-0.008909947,
0.03858744,
0.03843857,
0.015274195,
-0.046298973,
0.052253824,
0.0603822,
-0.03703918,
-0.056958158,
-0.042874932,
-0.045763034,
0.018653573,
0.0052737654,
-0.03364491,
-0.00064572925,
0.06913583,
-0.020856868,
-0.049723014,
-0.011634292,
-0.025814282,
-0.02442978,
0.002342862,
0.0028806597,
0.03692008,
0.013219771,
0.028255772,
-0.045256875,
-0.01384503,
-0.005296096,
0.03587798,
0.031977553,
-0.00966919,
0.052551568,
0.033793785,
-0.0057389885,
0.0025978042,
0.048561815,
-0.005117451,
0.010808056,
0.043261997,
-0.015214646,
-0.0041609528,
0.020633562,
0.022747533,
0.048770238,
0.027079688,
-0.030727034,
0.00816559,
0.025784507,
0.015482615,
0.018817332,
0.013606836,
0.0040604644,
-0.005281209,
-0.04662649,
0.026543751,
-0.0043805377,
0.035252724,
0.018177185,
-0.07145822,
0.009356561,
-0.027704949,
-0.026082251,
0.008708971,
-0.019234171,
-0.025010377,
0.029893355,
0.019472366,
0.030756809,
-0.0059101903,
0.0032193419,
0.007063943,
-0.0015017391,
0.013748264,
0.04507823,
-0.013480295,
-0.015631486,
0.01737328,
-0.03028042,
0.015274195,
0.0020618674,
-0.011932034,
0.010353998,
-0.006122332,
-0.00020318605,
-0.045286648,
0.025025265,
0.065384276,
0.0392127,
0.01950214,
0.026930816,
0.005351923,
-0.0020935026,
0.027317883,
0.04201148,
0.0055603427,
-0.04885956,
0.017298844,
0.016122762,
0.02224137,
-0.017983653,
-0.023462117,
-0.035193175,
0.026365107,
-0.004804821,
-0.018549364,
-0.04144577,
-0.0255612,
-0.02593338,
0.009200246,
-0.0066954866,
-0.01716486,
-0.040463217,
0.015720809,
0.02033582,
-0.035699338,
-0.015601711,
-0.04076096,
0.01674802,
0.0070192814,
-0.023938505,
-0.056660414,
-0.018549364,
0.006993229,
-0.047906782,
0.01701599,
0.0077561946,
-0.03418085,
0.010450765,
-0.079437725,
0.013532401,
-0.009416109,
-0.02873216,
0.008396341,
0.02432557,
0.019383043,
0.0004587097,
0.004414034,
0.002888103,
-0.017343506,
0.008366567,
-0.011723614,
0.030667488,
-0.027496528,
0.0007303998,
-0.024132038,
0.022330694,
0.031828683,
0.016628923,
0.010316781,
-0.017953878,
-0.004187005,
0.015423066,
-0.013562175,
-0.021511903,
0.026424656,
0.021675661,
-0.0076519847,
0.050616242,
0.0023689144,
-0.010063699,
0.024310682,
0.027704949,
-0.010130691,
-0.018177185,
-0.021497015,
0.009780844,
0.01856425,
-0.00985528,
0.0012160924,
-0.046328746,
0.045435518,
0.016837344,
-0.03566956,
0.004153509,
-0.058833934,
0.006133497,
0.017849669,
-0.029059676,
0.020231608,
0.041505318,
-0.010510313,
0.013815256,
0.014336306,
-0.016971327,
-0.028300432,
-0.034776334,
0.028211111,
0.044899583,
0.01779012,
0.04096938,
-0.034657236,
-0.021720322,
0.035997078,
-0.05118195,
-0.029521178,
-0.030846132,
-0.0047080545,
0.0031281582,
-0.02282197,
-0.049812336,
0.012430754,
-0.018802445,
0.0083219055,
-0.009832949,
-0.007823187,
-0.02323881,
-0.035818435,
0.027273221,
0.04900843,
-0.03141184,
-0.05669019,
-0.007607323,
-0.017641248,
0.0381706,
0.03927225,
0.000097057105,
0.002822972,
-0.03992728,
-0.03418085,
0.04641807,
-0.0074361213,
-0.020127399,
-0.052253824,
-0.062228203,
0.0053779758,
0.031203423,
0.015810132,
-0.063955106,
0.009430996,
-0.05305773,
0.038855407,
-0.07604346,
-0.026469316,
-0.013912022,
0.026469316,
-0.021124836,
0.05011008,
-0.0087759625,
-0.0060144,
0.008612204,
0.055796962,
0.043261997,
0.02303039,
-0.04305358,
-0.036324594,
0.02177987,
0.007882735,
-0.004894144,
0.027362544,
-0.008835511,
0.009870167,
0.029029902,
0.03209665,
-0.029893355,
-0.02754119,
-0.047847234,
-0.012646616,
0.051301047,
-0.039599765,
0.03781331,
-0.020886643,
0.004942527,
-0.013993902,
0.041088477,
-0.015988776,
0.009661747,
-0.026305558,
-0.046924233,
0.024861507,
-0.0067662005,
-0.02737743,
0.013919466,
-0.04180306,
0.019725448,
-0.0255612,
0.033942655,
0.05990581,
-0.02390873,
0.021318369,
-0.071398675,
0.05374254,
0.014440516,
-0.0018236734,
-0.00636797,
-0.009177916,
-0.02987847,
0.0034631186,
-0.031352296,
-0.055409897,
-0.0020897808,
0.023462117,
-0.0029476515,
-0.022836857,
0.06794486,
0.013457965,
-0.03537182,
-0.0276454,
0.051836986,
-0.008619648,
-0.016718246,
0.05865529,
0.023223922,
0.046120327,
0.010517757,
-0.02904479,
0.00889506,
0.027868707,
0.076162554,
0.007845517,
-0.024295796,
0.003161654,
0.007395182,
-0.05698793,
-0.07782991,
-0.015780358,
0.008478221,
-0.018192071,
-0.013003907,
0.007867848,
-0.00016887588,
-0.046298973,
0.021764982,
0.012467971,
-0.026097137,
0.006174437,
-0.021958517,
-0.033317395,
-0.073721066,
0.017388167,
0.060769264,
0.0049834666,
-0.02323881,
-0.06526518,
0.0052886526,
-0.019546801,
0.006725261,
0.036026854,
-0.0034165962,
0.0065726675,
0.02224137,
0.017641248,
0.05445712,
0.02380452,
0.022360468,
-0.0056906054,
-0.009282125,
-0.02042514,
-0.005113729,
0.03790263,
-0.0036157116,
0.038617212,
0.0052626003,
0.006859245,
0.031233197,
0.05174766,
-0.0072351447,
-0.07473339,
0.03802173,
0.0030313917,
-0.00611861,
-0.012244664,
0.004562905,
0.0031374625,
0.045137778,
-0.0004247484,
-0.027154123,
-0.016092988,
0.026737284,
0.008053937,
-0.02334302,
-0.04573326,
-0.0027578408,
-0.05514193,
-0.008924834,
-0.028136674,
-0.022836857,
0.0051732776,
0.048442718,
0.0015296525,
-0.010763395,
-0.01939793,
0.011306775,
0.006550337,
0.039957054,
-0.00987761,
-0.013733377,
-0.01309323,
-0.0030909402,
-0.028568402,
0.016405616,
0.02837487,
-0.032602813,
0.0073765726,
0.016911779,
-0.00062758557,
-0.035461143,
-0.004116291,
0.032602813,
0.0036640947,
-0.031441618,
0.0041311784,
-0.0010123248,
-0.04481026,
-0.0016347929,
-0.02649909,
-0.049395494,
-0.008939722,
0.045346197,
0.017730571,
0.02691593,
0.015080662,
0.011098355,
-0.01991898,
0.02515925,
0.049127527,
0.0028341373,
-0.011597074,
-0.0014812694,
-0.0003205385,
0.0035617456,
0.03930202,
0.042815384,
-0.023610987,
0.030116662,
-0.035133626,
0.022881517,
0.010108361,
-0.030250648,
0.0023503057,
0.015393292,
0.00060339394,
-0.019933866,
0.031143876,
-0.02908945,
-0.040433444,
-0.00943844,
-0.06041197,
-0.07080319,
0.03132252,
-0.051628564,
-0.012773157,
0.0038780973,
-0.035222948,
-0.0024377676,
0.0038557665,
-0.019412817,
0.014514951,
-0.002307505,
0.046745587,
0.012467971,
-0.022702873,
-0.047489945,
-0.022524226,
-0.016777795,
-0.042398546,
-0.006513119,
-0.0012858758,
0.051539242,
0.02338768,
-0.023998052,
-0.023566326,
0.0019278832,
0.022836857,
0.0063977437,
-0.03900428,
0.046507392,
-0.035431366,
-0.016658697,
-0.048919108,
0.018742897,
-0.010033925,
0.016628923,
0.02505504,
0.022390243,
0.026484203,
0.027005253,
0.005899025,
-0.029893355,
-0.0008574056,
0.042815384,
0.024340456,
-0.00509512,
-0.000090369525,
0.034835882,
0.042755835,
0.013264433,
0.05222405,
-0.03153094,
0.038111053,
-0.0038855409,
-0.03998683,
-0.043917034,
0.03992728,
0.026528865,
-0.0040306905,
0.011001589,
-0.059161454,
-0.024355344,
-0.018683348,
0.005247713,
0.0040120813,
-0.013830143,
0.016480053,
-0.014648936,
-0.028017579,
0.054308247,
0.011433315,
-0.044750713,
0.034597687,
-0.0024619591,
0.031203423,
0.04445297,
-0.016450278,
0.009215133,
0.016524713,
0.03138207,
0.013949241,
0.025739847,
-0.0030704704,
0.038974505,
0.0010514035,
0.030161325,
-0.04439342,
0.014440516,
-0.04067164,
-0.028240886,
-0.031024778,
0.0235961,
0.017745458,
-0.03915315,
0.019487252,
0.016212083,
-0.028895918,
-0.06699208,
-0.005556621,
-0.0962304,
0.0023726362,
0.030816358,
-0.0059064687,
-0.02852374,
0.07908043,
0.010086031,
0.016122762,
0.024191586,
0.03951044,
0.019368155,
0.009081149,
0.03781331,
-0.0062860902,
0.027213672,
0.0065763895,
-0.023819407,
-0.030875906,
-0.023849182,
0.015676148,
-0.0015287221,
-0.04242832,
-0.054129604,
0.021095062,
-0.003044418,
0.007785969,
-0.053236376,
0.051836986,
-0.03703918,
-0.07074364,
0.005698049,
0.09140698,
0.032215748,
-0.014522395,
-0.018236734,
0.001359381,
-0.05990581,
-0.020082738,
-0.047430396,
0.017715683,
-0.0148573555,
-0.050437596,
-0.03879586,
-0.026394881,
0.0029681216,
0.005113729,
-0.022941066,
-0.000277738,
0.03760489,
0.003317969,
0.04999098,
-0.004953692,
-0.0381706,
-0.029938018,
0.0783063,
0.053444795,
0.0023503057,
0.045465294,
0.04978256,
-0.007986945,
-0.026752172,
0.009393779,
0.041118253,
-0.0096915215,
0.00785296,
0.020871755,
-0.02365565,
-0.057910934,
-0.049067978,
-0.030101776,
0.0058059804,
-0.041088477,
-0.03126297,
-0.020931304,
0.010629411,
-0.06466969,
-0.03251349,
0.0063754134,
0.032751683,
0.008158147,
-0.06115633,
-0.014790364,
-0.065384276,
0.2648718,
0.044988904,
0.030637713,
-0.013837587,
0.02027627,
0.0783063,
0.023209035,
0.016375842,
0.025992928,
-0.043351322,
-0.011865042,
-0.05752387,
-0.011001589,
-0.017090425,
0.0049685794,
0.015467728,
-0.029387193,
-0.017030876,
0.007525444,
-0.05046737,
-0.06103723,
0.03629482,
0.006602442,
0.036860533,
0.030518616,
-0.01789433,
0.007008116,
-0.03760489,
0.02587383,
-0.01115046,
0.015289082,
-0.005612448,
0.015854793,
-0.027943142,
0.012222333,
0.053950958,
0.014946678,
-0.031590488,
-0.04290471,
-0.023715198,
0.020544238,
-0.0035766328,
0.008396341,
-0.030012453,
-0.008828068,
0.03644369,
0.0049462486,
-0.0047006113,
0.026320444,
-0.052194275,
0.029804034,
-0.04999098,
0.029282983,
-0.038051505,
-0.06478879,
-0.028717272,
-0.044840034,
-0.032751683,
-0.029387193,
0.021318369,
-0.012810375,
0.030607939,
-0.025888719,
0.018638685,
-0.03266236,
0.02265821,
-0.012304213,
0.036711663,
-0.022836857,
-0.009579868,
-0.017805006,
-0.018117636,
-0.01670336,
-0.020008301,
0.015884567,
0.025442105,
-0.014179991,
0.02572496,
0.0071867616,
-0.045405746,
0.012289326,
-0.019353269,
0.020440029,
-0.03266236,
0.060590617,
0.053236376,
-0.019993415,
-0.0019539357,
-0.0020302322,
0.02655864,
0.015839906,
0.027511416,
0.013755708,
0.010480539,
0.01670336
] |
Define your training hyperparameters in [Seq2SeqTrainingArguments]. The only required parameter is output_dir which specifies where to save your model. You'll push this model to the Hub by setting push_to_hub=True (you need to be signed in to Hugging Face to upload your model). At the end of each epoch, the [Trainer] will evaluate the SacreBLEU metric and save the training checkpoint.
Pass the training arguments to [Seq2SeqTrainer] along with the model, dataset, tokenizer, data collator, and compute_metrics function.
Call [~Trainer.train] to finetune your model. |
[
0.028934993,
0.021230983,
0.02910097,
0.026625173,
-0.033001382,
-0.021286307,
0.0046749655,
0.0039280774,
-0.004426003,
0.02308437,
-0.0111410795,
0.008713693,
0.015518673,
-0.04691563,
-0.0056881052,
0.015767636,
-0.021936378,
-0.019377593,
-0.0695989,
-0.015145228,
-0.0034923928,
0.014218534,
-0.08835408,
-0.034522824,
-0.022309821,
0.024882434,
0.004602351,
0.03065007,
0.055712312,
0.017427387,
-0.0004123444,
-0.0011730636,
0.008450899,
-0.031147996,
-0.02329184,
-0.010484094,
0.0045297374,
0.02769018,
-0.056514524,
-0.05504841,
0.020760719,
0.005342324,
0.0016701245,
-0.01269018,
-0.04240664,
-0.038035963,
-0.00966805,
-0.025864454,
-0.028257262,
-0.021327801,
0.011500692,
0.02207469,
0.046998616,
-0.040165976,
-0.005971646,
-0.013347165,
-0.034522824,
-0.013485477,
-0.03903181,
0.023748271,
-0.005408022,
0.05582296,
0.0013191563,
-0.06970955,
-0.01026971,
-0.009564316,
0.009197787,
-0.024135547,
-0.055795297,
-0.021493776,
-0.056403875,
0.0071922545,
0.0154495165,
-0.01439834,
-0.04622407,
-0.013077456,
0.05042877,
-0.01060166,
-0.014993085,
0.050152145,
0.0065975105,
0.04934993,
0.015864454,
-0.021258645,
-0.035629325,
-0.06268326,
0.04052559,
-0.035214387,
-0.03195021,
-0.014550485,
-0.011991701,
0.046998616,
-0.032669432,
-0.0038727524,
0.013423237,
0.015878284,
-0.0064038727,
0.027773168,
0.010677732,
-0.01669433,
0.056348547,
0.052918397,
0.0071161827,
0.028312586,
-0.037150763,
-0.0060961274,
0.01669433,
0.008153527,
-0.03593361,
-0.0004378458,
-0.02767635,
-0.0057538035,
0.054301523,
-0.0029840942,
0.0039626556,
0.043153528,
-0.016237898,
-0.016473029,
-0.0331397,
0.00026711618,
-0.021659752,
0.002109267,
-0.008637621,
-0.018409405,
0.048907332,
-0.052033197,
-0.0035235132,
0.061576765,
-0.023015214,
0.009156293,
0.011687414,
0.016970955,
-0.013250346,
0.016002767,
0.0009448479,
0.0411065,
-0.007406639,
0.04030429,
0.016528355,
-0.038589213,
0.028686032,
-0.0036272476,
-0.035325035,
0.08027662,
-0.0064626555,
0.016901799,
-0.008603043,
-0.017717842,
-0.011791148,
-0.010961273,
-0.09178423,
0.007378977,
-0.002519018,
0.0047372063,
-0.03261411,
-0.007441217,
-0.023374828,
0.05482711,
-0.013492393,
0.025477178,
0.019515906,
0.016362378,
-0.041217152,
0.041438453,
-0.0056431536,
0.051452283,
-0.030899033,
-0.03701245,
0.006040802,
-0.025338866,
0.016708162,
-0.00113935,
0.018533887,
-0.0042047026,
0.03142462,
0.033416323,
0.03383126,
0.02077455,
0.021867221,
0.019764869,
-0.020041494,
-0.021479946,
0.03076072,
0.0012197441,
0.0008380879,
0.031811897,
0.015062241,
0.009017981,
-0.036680497,
0.016957123,
0.01737206,
0.05869986,
-0.020926695,
0.0024688798,
-0.031922545,
0.0062275245,
-0.046749655,
0.006134163,
0.0037932228,
-0.06970955,
-0.021327801,
0.062351316,
-0.017081605,
0.014591978,
0.007572614,
-0.0152143845,
0.0063381745,
0.03338866,
0.0040767635,
0.022060858,
0.00017969831,
0.019460581,
0.0005459025,
0.03637621,
0.03479945,
-0.010041494,
-0.06799447,
-0.017040111,
0.0066943294,
0.005560166,
0.009674965,
-0.0022268328,
0.027731674,
0.01614108,
0.04384509,
-0.058921162,
0.008658368,
0.050345782,
-0.011874136,
0.053112034,
0.02965422,
0.0130567085,
0.028409407,
0.05930844,
-0.016652836,
0.008603043,
0.06456432,
0.053167358,
0.020995852,
0.019502075,
-0.02791148,
-0.0043188105,
0.062351316,
0.032946058,
-0.026265562,
-0.0012889004,
-0.020912863,
-0.007835408,
-0.03139696,
0.04932227,
-0.054356847,
0.018063623,
0.013416321,
-0.012399724,
-0.05836791,
-0.040387277,
0.02504841,
0.057150763,
-0.023471646,
-0.034218535,
0.02746888,
0.036763486,
0.019211618,
0.0027403182,
0.039861687,
0.05065007,
-0.010567082,
0.03139696,
0.015795298,
0.0046611344,
-0.0061618257,
-0.04174274,
-0.08049793,
-0.010055325,
-0.027814662,
-0.00082295993,
0.01181881,
0.005169433,
-0.024564316,
-0.011334716,
0.007614108,
0.0044882437,
-0.03297372,
0.010117566,
0.017192256,
0.0036652836,
-0.034993086,
0.025836792,
-0.032475796,
-0.006697787,
-0.012939143,
-0.059695713,
-0.00878285,
-0.02152144,
0.0046576764,
-0.0014228908,
-0.0012067773,
-0.030899033,
-0.026154911,
0.02449516,
-0.002970263,
0.021950208,
0.025905948,
0.021784233,
-0.021715077,
0.0702628,
0.036514524,
-0.045311205,
0.06107884,
0.013236515,
-0.037233748,
0.030318119,
0.03648686,
0.0072475797,
-0.050235134,
0.033360995,
0.038616873,
-0.018934993,
-0.027067773,
-0.034467496,
-0.030262794,
0.011500692,
0.004363762,
-0.048575383,
0.0013788036,
0.035739973,
-0.024343016,
-0.06832642,
0.00006369943,
-0.033554636,
-0.01284924,
-0.008720608,
-0.0033367912,
0.0065594744,
-0.01878285,
0.0060788384,
-0.07988935,
-0.02327801,
0.004744122,
0.03416321,
0.009121715,
-0.005895574,
0.04011065,
0.0391148,
-0.0016459199,
0.005525588,
0.052863073,
-0.008658368,
-0.014591978,
0.019875519,
0.012461964,
0.0025881743,
0.038423236,
0.005345782,
0.019834025,
0.044674966,
-0.0023201937,
0.021493776,
0.056818813,
0.02560166,
0.015809128,
0.026348548,
0.04298755,
-0.0018447442,
-0.034439836,
-0.017966805,
0.0023565008,
0.025297372,
0.0137759335,
-0.06273859,
0.019529738,
-0.0030722683,
-0.019820195,
0.0035477178,
0.018575381,
-0.008893499,
0.06578147,
0.015781466,
0.03648686,
-0.014674965,
-0.0096957125,
0.015919778,
-0.0063208854,
0.009273859,
0.04395574,
0.002631397,
-0.003075726,
-0.0026659751,
0.0006185166,
0.022683265,
-0.007876902,
0.011106501,
-0.00675657,
-0.03134163,
-0.011279392,
-0.040470265,
0.010829876,
0.052309822,
0.020940525,
0.021936378,
0.007925311,
-0.05925311,
0.0069156294,
0.024107885,
-0.005363071,
-0.018284924,
-0.047219917,
0.043817427,
0.026943292,
0.04525588,
-0.021798065,
-0.0072130016,
-0.048934992,
0.024107885,
-0.0022147303,
-0.01569848,
-0.026334718,
-0.014508991,
-0.00488935,
0.0135477185,
0.034135547,
-0.021452283,
-0.03175657,
0.015546335,
0.018340249,
-0.04163209,
-0.019017981,
-0.05997234,
0.011085754,
-0.0010200554,
-0.049128633,
-0.03737206,
-0.039944675,
-0.012399724,
-0.050401106,
0.01560166,
0.014744122,
-0.02042877,
0.007441217,
-0.047745507,
0.020580914,
-0.018340249,
-0.009363762,
0.01899032,
0.0016182573,
0.0035287,
-0.0031224068,
-0.017828492,
0.0266805,
-0.017745506,
0.034439836,
-0.033582296,
0.0058195023,
-0.031452283,
-0.010325035,
-0.049847856,
0.011210236,
0.058810513,
0.03316736,
0.048520055,
-0.027081605,
-0.009384509,
0.02580913,
-0.02384509,
-0.021230983,
0.03253112,
0.021936378,
-0.017302904,
0.02319502,
-0.020456431,
0.03109267,
-0.0010987206,
0.005200553,
-0.00177213,
-0.0049135545,
-0.0010001729,
-0.0027541495,
0.0018914246,
-0.008381743,
-0.007351314,
-0.04307054,
0.02735823,
-0.038948826,
-0.039834026,
0.01011065,
-0.061466116,
0.0007153354,
-0.0058367914,
-0.061355464,
0.028934993,
0.026514523,
-0.03582296,
0.04210235,
-0.008485477,
0.0202213,
-0.030013831,
-0.026348548,
0.024204703,
0.03156293,
0.021839557,
0.023347165,
-0.048271094,
-0.009799447,
0.050733056,
-0.046307053,
-0.004311895,
0.00074472686,
-0.010096819,
0.009419087,
-0.0060615493,
-0.052060857,
0.0424343,
-0.029571231,
-0.0007442946,
-0.0040387274,
-0.0191148,
-0.021991702,
-0.033112034,
-0.006327801,
0.036652837,
0.011348548,
-0.03997234,
0.020511758,
0.027496543,
0.031258646,
0.044896267,
0.023665285,
-0.014031813,
-0.041355465,
-0.048105117,
0.052531123,
-0.011749654,
-0.0068741357,
-0.04099585,
-0.040940527,
-0.006749654,
0.023665285,
-0.012918396,
-0.044979256,
0.026957124,
-0.059419088,
0.029294606,
-0.039308436,
0.0012067773,
-0.02253112,
0.038312588,
-0.03369295,
0.04957123,
0.002147303,
0.014356847,
0.0055739973,
0.038589213,
0.014688797,
0.036735825,
-0.04603043,
-0.025311204,
0.028769018,
0.0026953665,
0.014343016,
0.0045781466,
-0.03087137,
0.011009682,
-0.021286307,
0.019695712,
-0.02614108,
-0.014910097,
-0.02262794,
-0.0068395576,
0.0435408,
0.0004283368,
-0.00048755188,
-0.04218534,
0.019764869,
0.010193638,
0.044785615,
-0.045560166,
0.015435685,
-0.040912863,
-0.07308437,
0.022019364,
-0.02394191,
-0.027109267,
0.009861687,
-0.0010278354,
0.053969573,
-0.026901798,
0.056514524,
0.07219917,
-0.01878285,
0.024094053,
-0.051977873,
0.020387275,
-0.0082572615,
0.010283541,
0.01384509,
-0.016957123,
-0.031452283,
0.018644538,
-0.013997234,
-0.07125865,
-0.01004841,
0.0039626556,
0.00011529651,
-0.00414592,
0.03767635,
-0.0059785615,
-0.015905948,
-0.041217152,
0.04727524,
0.019598894,
0.026293224,
0.04218534,
0.03131397,
0.022461964,
-0.000043925054,
-0.027206086,
-0.013139696,
-0.0022994468,
0.072807744,
0.010082988,
-0.027759336,
0.0193361,
0.011749654,
-0.033001382,
-0.051701244,
0.023554634,
0.0007875173,
-0.0033506225,
-0.036874138,
-0.020968188,
0.04470263,
-0.07651453,
0.015089903,
-0.009764869,
-0.033112034,
0.033969574,
-0.000041358704,
-0.039059475,
-0.06605809,
0.026556017,
0.028105117,
0.009875519,
-0.022544952,
-0.06506224,
0.0034595437,
-0.027372062,
-0.000016140972,
0.046279393,
0.0067427387,
-0.009488244,
0.00029866875,
0.032365147,
0.059197787,
0.009080222,
-0.0046542184,
0.007994467,
-0.048741356,
-0.048658367,
0.026168741,
0.042793915,
-0.02164592,
0.011293223,
-0.009343015,
0.016293222,
0.023928078,
0.042378977,
-0.0067461967,
-0.0707054,
0.017869987,
-0.00414592,
-0.005034578,
0.0020020746,
-0.00395574,
0.029460581,
0.06251729,
0.0017297718,
-0.036210235,
0.022143846,
0.04724758,
-0.020567082,
-0.0037966806,
-0.04854772,
0.028312586,
-0.03767635,
-0.00024874654,
-0.040940527,
0.012344399,
-0.010089903,
-0.0065491013,
0.0015084717,
0.024910098,
-0.004069848,
0.03394191,
0.013520055,
-0.0106639005,
0.0028838175,
-0.01213693,
0.009059475,
-0.00000373471,
-0.03242047,
0.0019553942,
0.012019364,
-0.02538036,
-0.009674965,
0.022669433,
-0.013769018,
-0.059031814,
0.009246197,
0.048298758,
0.0013753459,
-0.008153527,
-0.03369295,
0.023333333,
-0.028962657,
0.004630014,
-0.042378977,
-0.02724758,
0.0029979253,
0.058035962,
-0.0067634857,
0.057980638,
0.021991702,
0.0032901107,
-0.013706777,
0.033360995,
0.015836792,
0.033360995,
-0.009280775,
0.02153527,
-0.01856155,
-0.041244812,
0.058035962,
0.024910098,
-0.020193638,
0.039059475,
-0.019502075,
-0.01614108,
-0.01417704,
-0.026514523,
-0.014156293,
0.016002767,
0.0038381743,
-0.019515906,
-0.0043188105,
-0.012835409,
-0.03941909,
0.013250346,
-0.053084373,
-0.06318119,
0.0018326418,
-0.041715078,
0.001903527,
-0.018616874,
-0.034301523,
-0.0055705397,
0.013554634,
0.010988935,
-0.007022822,
0.00014663296,
0.017427387,
0.013153527,
-0.02835408,
-0.030262794,
0.022946058,
-0.020013832,
-0.052226834,
-0.026210235,
0.01439834,
0.08326418,
0.021383127,
-0.0018257261,
-0.0402213,
-0.02164592,
0.014045644,
0.015255879,
-0.06450899,
0.040580913,
-0.03471646,
-0.021078838,
-0.00060338865,
0.011002767,
0.003934993,
0.020359613,
0.043568466,
0.008098202,
0.0044017984,
0.029377595,
0.012482711,
-0.04561549,
-0.005114108,
-0.0019173583,
0.025546335,
0.0075172894,
-0.0035338867,
-0.0186722,
0.05438451,
0.01656985,
0.06622407,
-0.02748271,
0.016362378,
0.024204703,
-0.031452283,
-0.03997234,
0.043817427,
-0.0016251729,
-0.020207468,
0.0144951595,
-0.05405256,
-0.010131397,
-0.012558783,
-0.004408714,
0.016625173,
-0.017385893,
-0.009439834,
-0.0073858923,
-0.03847856,
0.0360166,
0.025242047,
-0.05836791,
0.0197787,
0.0018239972,
0.015020747,
0.022655603,
0.014564316,
-0.0067461967,
0.013278008,
0.053554635,
-0.0041390043,
0.018284924,
-0.004069848,
0.05964039,
0.00050440873,
0.02175657,
-0.039308436,
0.0023305672,
-0.0393361,
-0.046528354,
-0.05242047,
0.021161826,
-0.0000054467337,
-0.032005534,
0.03427386,
-0.012614108,
0.008706777,
-0.053250346,
-0.02461964,
-0.06318119,
-0.0006375346,
0.0140041495,
-0.00939834,
-0.029128632,
0.044094052,
-0.018838175,
-0.0011220609,
0.03811895,
0.047856156,
0.016652836,
0.029239282,
0.04503458,
0.0046196403,
0.011659752,
0.024882434,
0.0057226834,
-0.0142461965,
-0.01104426,
0.014163209,
0.0015119294,
-0.07142462,
-0.06976487,
0.010843707,
0.016307054,
0.00469917,
-0.03416321,
-0.0020660444,
-0.039502077,
-0.034854773,
0.03568465,
0.09128631,
0.030733058,
-0.005293914,
-0.03941909,
0.009806363,
-0.051590595,
-0.0064488244,
-0.042074688,
0.048326418,
-0.023692947,
-0.027607193,
-0.039861687,
-0.031258646,
-0.003004841,
-0.0028475104,
-0.0019553942,
-0.037510373,
0.018616874,
0.01878285,
0.04210235,
-0.000541148,
-0.009785616,
-0.029847857,
0.07695712,
0.040055327,
-0.02746888,
0.03878285,
0.053250346,
0.008042877,
0.010525588,
-0.0043015215,
0.0406639,
0.0008246888,
0.001754841,
0.017441217,
0.009156293,
-0.045449518,
-0.035463348,
-0.04251729,
0.009163209,
-0.024633473,
0.008118949,
-0.028437069,
0.027538037,
-0.089847855,
-0.01900415,
0.01767635,
0.041770402,
-0.0054183956,
-0.05360996,
-0.01614108,
-0.056348547,
0.22461964,
0.056874137,
0.030152144,
0.001699516,
0.0072475797,
0.056071922,
0.040082987,
-0.029073305,
0.037206087,
-0.042157676,
-0.020456431,
-0.06821577,
-0.0018153527,
-0.009080222,
0.001728043,
0.04791148,
-0.042904567,
-0.026625173,
-0.012178424,
-0.026500693,
-0.06932227,
0.035435684,
0.013312587,
0.06910097,
0.03186722,
-0.024190871,
0.0066009685,
-0.05908714,
0.03789765,
0.00207296,
-0.009426003,
0.00096386584,
0.018603044,
-0.019861687,
0.01813278,
0.022240665,
0.023250347,
-0.029377595,
-0.043457817,
-0.018215768,
0.026763486,
-0.03471646,
-0.000084284235,
-0.02318119,
-0.021576764,
0.023734441,
0.011673583,
0.018326418,
0.05142462,
-0.05352697,
0.035435684,
-0.031479944,
0.033803597,
-0.05100968,
-0.046058092,
-0.019529738,
-0.029294606,
-0.040636238,
-0.02295989,
0.012434302,
0.014384509,
0.012178424,
0.026735824,
0.034356847,
-0.0061479947,
0.042489626,
0.038948826,
0.02327801,
-0.035739973,
0.0069709546,
0.019764869,
-0.026390042,
-0.03997234,
-0.018326418,
0.0054426,
0.059474412,
0.01757953,
0.030567082,
-0.011507607,
-0.021881051,
0.007814662,
-0.020359613,
0.014508991,
-0.004232365,
0.03416321,
0.070373446,
-0.019626556,
0.039944675,
0.0068257265,
0.020525588,
0.011030429,
0.029598894,
0.016791148,
-0.022503458,
0.006230982
] |
training_args = Seq2SeqTrainingArguments(
output_dir="my_awesome_opus_books_model",
evaluation_strategy="epoch",
learning_rate=2e-5,
per_device_train_batch_size=16,
per_device_eval_batch_size=16,
weight_decay=0.01,
save_total_limit=3,
num_train_epochs=2,
predict_with_generate=True,
fp16=True,
push_to_hub=True,
)
trainer = Seq2SeqTrainer(
model=model,
args=training_args,
train_dataset=tokenized_books["train"],
eval_dataset=tokenized_books["test"],
tokenizer=tokenizer,
data_collator=data_collator,
compute_metrics=compute_metrics,
)
trainer.train() |
[
0.024683893,
0.032738637,
-0.04027372,
-0.0053229155,
-0.032218978,
-0.03484615,
0.0002438166,
0.0012747932,
-0.021421578,
0.02547782,
0.011425323,
0.01987703,
0.017076634,
-0.053034283,
0.0066328943,
0.042121403,
0.0033074252,
-0.036809314,
-0.07350315,
0.009476594,
0.014225718,
0.010501481,
-0.05886603,
-0.061377726,
-0.031814795,
0.007376298,
-0.009000238,
-0.031728186,
0.06362959,
0.03320056,
-0.06478439,
0.028480304,
0.009938515,
0.011237667,
-0.03574112,
-0.038830217,
-0.009281721,
-0.015084601,
-0.085744046,
-0.043824736,
-0.0013614033,
0.024250843,
-0.0014831988,
-0.06131999,
-0.025145814,
0.04165948,
0.02820604,
-0.002906853,
0.016022878,
-0.029793892,
-0.008264052,
0.082510605,
-0.013965887,
0.0167735,
-0.023731181,
0.019126408,
-0.037762027,
0.005911143,
-0.02326926,
0.037155755,
0.05141756,
0.027917339,
-0.009397201,
-0.04142852,
0.026791407,
0.004146461,
-0.009592074,
-0.014644333,
-0.02898553,
0.00090895547,
-0.05620999,
-0.018736662,
-0.02321152,
-0.028047254,
0.022388725,
0.02387553,
0.023139345,
-0.00063153234,
0.025088074,
0.01726429,
0.02858135,
0.03429762,
0.018014912,
0.012096551,
-0.032103498,
-0.025665475,
0.05329411,
-0.025362339,
-0.013345181,
-0.051706262,
-0.026300617,
0.029880501,
-0.031814795,
0.011504715,
0.04087999,
0.042987503,
-0.0044929017,
0.031410616,
-0.021522623,
-0.018866578,
0.03484615,
0.09706111,
0.00049845944,
0.022518639,
-0.023918837,
-0.021291662,
0.016499234,
0.0047563408,
-0.01967494,
-0.011050012,
-0.012601777,
0.0141679775,
0.018346917,
0.004146461,
0.013309093,
0.009057978,
-0.021132877,
0.02036782,
-0.03478841,
0.017365335,
0.04567242,
-0.012897695,
-0.0128327375,
-0.014514417,
0.0148825105,
-0.02602635,
0.023182651,
0.024424063,
0.0049800836,
0.0057343137,
-0.008848671,
-0.019602764,
0.006495761,
0.046942703,
-0.013453444,
0.011353147,
-0.015373302,
0.030140333,
0.019083103,
-0.04027372,
-0.00022385566,
0.019400673,
0.005211044,
0.06241705,
0.018462397,
-0.0056368774,
-0.015156777,
-0.06351411,
0.008668233,
-0.0002532896,
-0.005095564,
0.020569911,
-0.018866578,
0.010046777,
-0.048905864,
-0.0017105505,
-0.018606747,
0.046365302,
-0.013229701,
0.032392196,
-0.013503966,
0.027325504,
-0.02312491,
0.02921649,
0.011569672,
0.043564904,
-0.04443101,
-0.030169202,
0.012363599,
-0.024510672,
-0.011252102,
0.006726722,
0.021436011,
-0.031670444,
0.059530042,
0.018852143,
0.02849474,
0.03423988,
0.02837926,
-0.013648316,
0.018361352,
-0.0033850134,
0.060222924,
0.023716746,
0.001970381,
-0.017942736,
0.0040815035,
0.019025363,
0.008076397,
0.035914343,
0.0051605217,
0.05187948,
-0.04977197,
0.014969121,
-0.08661015,
-0.02025234,
0.00093647226,
0.011916113,
0.013532836,
-0.011475845,
-0.0002297199,
0.04775106,
-0.03911892,
0.024048751,
-0.008343444,
0.009909645,
-0.030429034,
0.0135472715,
-0.0028112212,
-0.010248868,
0.021551492,
0.012363599,
-0.019371804,
-0.00094729854,
0.01299874,
0.014059714,
-0.018058216,
0.012941,
0.013042045,
0.0057270965,
0.044575356,
-0.022085588,
0.03998502,
-0.019126408,
0.02553556,
-0.027787423,
-0.0087043205,
0.012183161,
0.009714772,
0.009281721,
0.0070695537,
-0.00013893712,
0.012464644,
0.044835187,
0.026921323,
0.009519899,
0.040822253,
0.05141756,
0.04775106,
-0.0069288122,
0.00026276257,
-0.018188132,
0.015416607,
0.024193102,
-0.011252102,
0.0064921523,
0.023471352,
0.009678684,
-0.06934586,
0.019140843,
-0.049858578,
0.041919313,
0.011273755,
0.010465393,
-0.04656739,
-0.007657781,
0.03444197,
0.006777244,
-0.013439008,
-0.017018894,
0.037126884,
0.02614183,
0.016297143,
0.0008719657,
0.029173186,
0.049945187,
-0.0072716437,
0.039032307,
0.022764035,
-0.049281176,
-0.010696353,
-0.036462873,
-0.04033146,
-0.043074116,
-0.037473325,
-0.007657781,
0.024120927,
-0.038628127,
0.05112886,
0.0059941444,
-0.0114686275,
-0.029765021,
-0.026517142,
0.07107806,
0.066170156,
0.02539121,
-0.059645522,
-0.01717768,
-0.031006435,
0.047606714,
-0.02567991,
-0.06322541,
0.024712764,
0.011194362,
-0.006087972,
0.0056910086,
-0.0056188335,
-0.031583834,
-0.07067388,
0.00986634,
0.0049656485,
0.010869574,
0.02315378,
0.03932101,
-0.004276376,
0.012529602,
-0.016051749,
-0.03484615,
0.030804344,
0.042323492,
0.021190617,
0.04558581,
-0.0018819664,
0.019891465,
-0.032709766,
0.033258297,
0.08216416,
-0.022316549,
-0.04151513,
-0.030226942,
-0.05724931,
0.004012937,
-0.016008442,
-0.025088074,
0.0026343921,
0.055574846,
-0.03276751,
-0.066805296,
-0.026921323,
-0.06674755,
-0.024568412,
-0.015864093,
0.0076794336,
0.06131999,
-0.011244885,
0.00986634,
-0.016759064,
-0.008321792,
-0.022691859,
0.00043440404,
0.025882,
-0.0021544276,
0.031352874,
0.030659994,
-0.012551255,
-0.032016885,
0.05701835,
-0.04030259,
0.023240391,
-0.0015716134,
0.010544786,
-0.012955435,
-0.0112809725,
0.014745378,
0.02614183,
0.022634119,
-0.048732646,
0.020468866,
0.00484656,
-0.0055719195,
0.008155789,
0.011252102,
-0.010508698,
0.02016573,
-0.049425527,
0.018476833,
0.014752596,
-0.001999251,
0.0454992,
-0.057913322,
0.027556462,
-0.011851155,
-0.013864841,
0.010833486,
-0.048761517,
-0.018650053,
0.011771763,
0.0013641099,
0.02516025,
-0.012161509,
-0.036838185,
0.0043954654,
-0.0049223434,
0.05055146,
0.032969598,
0.003536581,
-0.015575392,
0.043536037,
-0.0049403873,
0.0398118,
0.008870323,
-0.019111974,
0.013713274,
-0.008942498,
-0.01726429,
-0.047289144,
0.04108208,
0.055603717,
0.03423988,
-0.02370231,
0.040822253,
-0.0011692371,
-0.0059616654,
0.016210534,
0.027527593,
-0.026358357,
-0.043680385,
0.020974092,
0.06351411,
-0.013778231,
0.0007140827,
-0.032507677,
0.004853777,
0.020642087,
0.011735676,
-0.01720655,
-0.031295136,
-0.018390222,
-0.006719504,
0.031872537,
-0.036116432,
-0.036982533,
-0.070096485,
0.006398325,
0.030919824,
-0.020035814,
0.015431042,
-0.0349905,
-0.008155789,
0.014925816,
-0.020497736,
-0.018346917,
-0.01024165,
-0.0075639533,
-0.04163061,
0.033287168,
0.041486263,
-0.044026826,
-0.0295918,
-0.06299445,
-0.0041103736,
0.018895447,
-0.0119016785,
0.01660028,
-0.016022878,
0.0011421713,
-0.030198073,
0.017971607,
-0.0074412553,
0.003922718,
0.025838695,
-0.028971095,
0.024409628,
-0.020266775,
-0.0009987233,
-0.052572362,
0.044835187,
0.017942736,
0.016513668,
0.041544,
-0.011187145,
-0.026878016,
0.032940727,
-0.04197705,
-0.048876993,
0.00975086,
0.037819766,
-0.02516025,
0.054477785,
0.041717224,
-0.03501937,
-0.0011042794,
0.018404657,
-0.0034174921,
-0.00056431926,
-0.019458413,
-0.0014200456,
0.009166241,
-0.004276376,
0.04497954,
-0.06189739,
0.0179283,
-0.016787935,
-0.0105375685,
-0.007376298,
-0.06761366,
-0.018173696,
0.000043305074,
-0.020959657,
0.045383718,
0.014615463,
-0.0040670685,
-0.030198073,
0.02344248,
0.0056224423,
0.003273142,
-0.027700813,
0.043766998,
0.086841114,
0.03449971,
0.04627869,
-0.027455417,
-0.024149798,
0.042843156,
-0.043911345,
0.0024990637,
-0.004518163,
-0.024582848,
0.013301875,
-0.03553903,
-0.042814285,
-0.012544037,
-0.018736662,
0.006174582,
0.010920096,
-0.020627651,
-0.024741633,
-0.0006419075,
0.010162258,
0.026098525,
-0.052370273,
-0.05124434,
-0.012017159,
-0.008184659,
0.047231402,
0.01717768,
0.022244373,
-0.02855248,
-0.02510251,
-0.020237906,
0.037473325,
-0.021089572,
-0.021089572,
-0.03507711,
-0.021479318,
-0.015431042,
0.037790895,
0.0006667177,
-0.055863548,
0.04033146,
-0.048184115,
0.0034860587,
-0.06368733,
-0.015907397,
0.005214653,
0.02579539,
-0.047982022,
0.04708705,
0.0019523371,
-0.022229938,
0.021710278,
0.026358357,
0.016629148,
0.02547782,
-0.036434002,
0.0026776972,
-0.0034806454,
-0.00054131343,
-0.026517142,
0.022316549,
-0.0072788615,
0.016051749,
0.027137848,
0.047115922,
-0.04584564,
0.0034986893,
-0.028740136,
-0.022619685,
0.038916826,
-0.06230157,
0.038368296,
-0.016441494,
-0.010508698,
0.0004375617,
0.037704285,
-0.012082116,
0.019184148,
-0.038945697,
-0.06432247,
0.0261707,
-0.013532836,
-0.0029609846,
-0.03833943,
-0.015575392,
0.025189118,
-0.04015824,
0.0046661217,
0.062128346,
0.0021201444,
0.022172198,
-0.048617166,
0.042785414,
0.042525586,
0.017365335,
-0.015431042,
0.0065787625,
0.008292922,
0.005452831,
-0.011367583,
-0.032507677,
0.014997991,
0.025319034,
0.0010203759,
0.0007885132,
0.056152247,
0.011050012,
-0.029938241,
-0.05144643,
0.015748613,
0.015416607,
-0.005875055,
-0.0035672556,
0.042814285,
0.012919348,
0.027051236,
0.0060013616,
-0.027094543,
-0.021594798,
0.08932394,
0.0132369185,
-0.041341912,
0.0044243354,
0.03897457,
-0.037444454,
-0.06293671,
-0.048703775,
0.054824226,
-0.024770504,
-0.014319545,
-0.010927314,
-0.037357844,
-0.029909372,
0.039494228,
0.023428045,
-0.015373302,
-0.015705308,
0.030371293,
-0.0023168216,
-0.053467333,
-0.020382255,
0.04697157,
-0.0081485715,
-0.020555476,
-0.035567902,
0.024770504,
-0.050378237,
-0.036462873,
0.025809824,
-0.049800836,
0.008509447,
0.031035304,
-0.005109999,
0.054015864,
0.006990161,
0.06316767,
0.013381268,
-0.042929765,
-0.042236883,
0.0033038163,
0.022691859,
-0.026156265,
0.037992988,
-0.009873557,
0.006676199,
-0.0046372516,
0.037935246,
-0.036462873,
-0.0673827,
0.021291662,
-0.029909372,
-0.022994995,
0.03986954,
0.017783951,
0.032334458,
0.043218464,
-0.009592074,
-0.035914343,
-0.014052497,
0.0068818983,
-0.0033940354,
-0.01665802,
-0.04622095,
0.018115956,
-0.05854846,
-0.0115913255,
-0.019487284,
-0.020786436,
-0.001856705,
0.018678922,
-0.0024593675,
-0.000649125,
0.0067447657,
0.010364348,
0.009303373,
0.03276751,
-0.015662001,
0.010602526,
-0.0068746805,
-0.014009192,
-0.037935246,
0.018837707,
0.017408641,
-0.032594286,
0.010061213,
0.008855888,
-0.031006435,
-0.036636095,
-0.0025874781,
0.04509502,
0.015272257,
-0.027166717,
-0.0029934633,
0.0077227387,
-0.029129881,
0.013410138,
-0.021219486,
-0.037357844,
-0.032536548,
0.038945697,
0.024784938,
0.018419093,
-0.0037422802,
0.004070677,
-0.013677186,
0.049829707,
0.01755299,
-0.0113748,
0.010869574,
-0.019487284,
-0.012897695,
-0.02970728,
0.0077083036,
0.049454395,
-0.020699825,
0.03458632,
0.008155789,
0.011880025,
0.03369135,
-0.003374187,
0.01711994,
0.047577843,
-0.0009125642,
-0.029995982,
0.012897695,
-0.050609197,
-0.025867565,
0.017827256,
-0.03461519,
-0.027137848,
0.022143329,
-0.02788847,
-0.008018657,
0.009758077,
-0.029793892,
0.019371804,
-0.008285704,
-0.015734177,
0.0116635,
-0.026849147,
0.02533347,
0.027960643,
-0.017018894,
-0.048126373,
-0.02783073,
0.03366248,
-0.044315528,
-0.011526368,
-0.015763048,
0.03392231,
0.004471249,
-0.015618697,
0.01700446,
-0.01027052,
0.012608995,
0.027108977,
-0.04590338,
-0.0015292105,
-0.036058694,
0.0012035202,
-0.013410138,
-0.0012188575,
-0.052485753,
0.022143329,
-0.005178565,
0.008978586,
0.037675414,
0.038512647,
0.025001464,
-0.021681407,
0.005214653,
0.024842678,
0.003940762,
0.0052796104,
-0.00017615242,
0.013706056,
0.047924284,
0.011288189,
0.02654601,
0.005211044,
0.049945187,
0.0036213868,
-0.0150990365,
-0.029909372,
0.023947706,
-0.0003827537,
0.014175194,
0.037935246,
-0.04021598,
-0.0078093484,
-0.047953155,
0.026329486,
0.006398325,
-0.022403158,
0.0030042897,
-0.019400673,
-0.03346039,
0.029793892,
0.030948695,
-0.049829707,
0.030746603,
0.016095053,
0.04411344,
0.02869683,
0.0074556903,
-0.015387737,
0.010256086,
0.01804378,
0.006369455,
0.017971607,
0.00061619515,
0.038021855,
-0.015560957,
0.026906887,
-0.05239914,
0.02350022,
0.010256086,
-0.0022987777,
-0.009288939,
0.022244373,
0.022634119,
-0.021825759,
-0.024943724,
0.0014561332,
-0.010487046,
-0.08285704,
0.02013686,
-0.0921532,
0.007491778,
0.028177168,
-0.019530589,
-0.049252305,
0.048501685,
-0.020035814,
0.018909883,
0.026444966,
0.05141756,
0.025319034,
0.037126884,
0.08788043,
-0.022937255,
0.012753345,
0.031843666,
-0.030573383,
-0.016369319,
0.023225956,
-0.01772621,
-0.036982533,
-0.042352363,
-0.039147787,
0.02614183,
0.0019974466,
0.0031215742,
-0.05161965,
0.038108468,
-0.016672455,
-0.041053213,
-0.023485785,
0.13395703,
0.010985054,
-0.00051740545,
-0.01981929,
0.009541552,
-0.04622095,
-0.015228951,
-0.02889892,
0.048472814,
-0.003415688,
-0.062128346,
-0.0066978517,
-0.049512137,
0.024279712,
-0.0028040037,
-0.035683382,
0.0057343137,
0.029418582,
-0.004767167,
0.044719707,
-0.0042438973,
-0.036376264,
-0.010422088,
0.036318522,
0.0401005,
0.014514417,
0.05566146,
0.03484615,
-0.023889966,
-0.027224457,
0.026964627,
0.020844176,
-0.0070082047,
-0.009794164,
0.006102407,
-0.0030367684,
-0.03398005,
-0.069634564,
-0.049338914,
-0.010429306,
-0.039263267,
0.007744391,
-0.010718006,
-0.018173696,
-0.06299445,
-0.05696061,
-0.019400673,
0.022359854,
-0.015243387,
-0.03920553,
0.024597283,
-0.036780443,
0.24782051,
0.04662513,
0.037386715,
0.003244272,
0.02637279,
0.06513083,
0.029461887,
0.027729683,
0.03334491,
-0.019140843,
-0.019718245,
-0.049945187,
0.009238416,
-0.007816566,
-0.016643584,
0.03429762,
-0.048472814,
0.009346679,
-0.02881231,
-0.041284174,
-0.059587784,
0.028032819,
0.0111582745,
0.032421067,
0.030371293,
-0.013814319,
-0.006741157,
-0.055257276,
-0.011511932,
-0.016051749,
0.024871549,
0.021104006,
0.005893099,
-0.0015147754,
-0.00577401,
0.02611296,
0.0035726686,
-0.015070166,
-0.021580363,
-0.019920334,
0.011952201,
-0.037790895,
0.0087692775,
0.001961359,
-0.01273891,
0.009736424,
0.0140452795,
0.0015201886,
-0.006679808,
-0.015344432,
0.043680385,
-0.050811287,
0.002213972,
-0.02199898,
-0.04627869,
0.011454193,
-0.042756546,
-0.035048243,
-0.024828244,
0.012486297,
0.0080836145,
0.010140605,
-0.031930275,
0.028595785,
0.005463657,
-0.0127100395,
-0.04624982,
0.052832194,
-0.0059327953,
0.014117454,
-0.05222592,
0.014579375,
-0.035798863,
-0.020786436,
0.027975079,
0.006589589,
-0.018549006,
0.038108468,
-0.015734177,
-0.043651517,
0.027657509,
-0.0028021992,
0.016354883,
-0.059125863,
0.07188643,
0.018722227,
-0.02605522,
-0.008762061,
-0.0022554726,
0.008372314,
0.0064019337,
0.054506656,
0.018549006,
0.0023817793,
0.003966023
] | Once training is completed, share your model to the Hub with the [~transformers.Trainer.push_to_hub] method so everyone can use your model:
trainer.push_to_hub()
If you aren't familiar with finetuning a model with Keras, take a look at the basic tutorial here!
To finetune a model in TensorFlow, start by setting up an optimizer function, learning rate schedule, and some training hyperparameters: |
[
0.05098063,
0.0222832,
-0.01121796,
0.01394609,
0.00033906387,
-0.018312488,
-0.0013319593,
-0.016701987,
-0.034236994,
0.035319913,
0.034403596,
-0.020089589,
0.02528206,
-0.04850935,
0.014355657,
0.020270076,
-0.029127821,
-0.051952485,
-0.055229016,
-0.009697705,
0.026337216,
-0.014314006,
-0.08180226,
-0.023213403,
0.011363738,
0.013508757,
0.0347368,
-0.0035715597,
0.08491218,
0.04298367,
-0.0034847872,
0.028489176,
-0.007726231,
-0.031099295,
-0.0445664,
-0.029461028,
-0.013612883,
-0.010037852,
-0.044538632,
-0.033209603,
0.016299363,
0.012432776,
0.0023116218,
-0.04417766,
-0.072583534,
0.011808014,
-0.012391126,
-0.009503334,
-0.019673081,
-0.027989365,
-0.01647985,
0.011856606,
0.03709702,
-0.0074485587,
-0.045010675,
0.00092326035,
-0.032265518,
0.01306448,
-0.037485756,
0.011932966,
0.038041104,
0.050314218,
-0.0027958127,
-0.046621177,
0.022824662,
0.03526438,
-0.01117631,
0.0038700574,
-0.011231843,
0.007872009,
-0.051841415,
-0.017798793,
-0.05400726,
-0.009662995,
0.015619066,
0.010926404,
0.0041963225,
-0.037846733,
-0.0032140566,
-0.013855847,
0.0019419705,
0.030738322,
0.023768747,
0.030377347,
0.0013258852,
-0.057644766,
0.053451914,
0.013092248,
0.0039741844,
-0.03615293,
-0.014084927,
0.033737183,
-0.028017133,
-0.037596826,
0.011808014,
0.02730907,
0.0051334663,
0.064753175,
-0.0023845106,
-0.008496772,
-0.00003535983,
0.08507878,
0.0066467803,
0.03515331,
-0.028267037,
-0.00092933443,
0.025865173,
-0.0062059755,
-0.038096637,
-0.017049078,
0.009274255,
0.0044739945,
0.009815715,
0.0057616998,
0.031932313,
-0.0023220344,
0.004421931,
0.02308845,
-0.0347368,
0.010017027,
0.025379246,
-0.016243828,
-0.021311348,
-0.026462168,
0.021005908,
-0.071084104,
0.007615162,
0.02428244,
-0.04698215,
0.019922987,
-0.021422416,
-0.0006074081,
-0.0031290194,
0.0429559,
0.0052063554,
0.008371819,
-0.01928434,
0.015452462,
-0.043011434,
-0.0026170611,
0.039012954,
-0.012627147,
-0.0050640483,
0.07502705,
0.0025823521,
-0.011301261,
0.020270076,
-0.05489581,
-0.008108031,
0.017035194,
-0.019964637,
0.017535005,
-0.028461408,
0.011051357,
0.013196375,
-0.028683547,
-0.01517479,
0.041678607,
-0.028031016,
0.032043383,
-0.0077539985,
0.011912141,
-0.017257333,
0.03254319,
0.024907203,
0.015160906,
-0.04706545,
-0.047148753,
0.031293664,
-0.016896358,
-0.0033424802,
0.017201798,
0.003472639,
0.0048488523,
0.050230917,
0.0463435,
0.029766468,
0.019145504,
0.038485378,
-0.009003524,
-0.026476052,
-0.012918703,
0.03917956,
-0.0035854434,
0.01079451,
-0.020880956,
0.010398827,
0.00814274,
-0.0062719225,
0.009121534,
0.014411191,
0.06464211,
-0.028794615,
-0.016535385,
-0.04567709,
-0.01767384,
-0.006320515,
-0.008982698,
0.0027194528,
-0.008253808,
-0.023227286,
0.033931553,
-0.055923197,
0.018395789,
-0.027253535,
0.045732625,
-0.017798793,
0.046315737,
-0.004345571,
-0.013439339,
0.027614508,
0.024712833,
-0.02132523,
0.02934996,
0.032598726,
0.00086338725,
-0.02213048,
0.0076498715,
-0.004217148,
0.030738322,
0.022755243,
-0.01517479,
0.044427566,
-0.018895598,
0.056839515,
-0.025531966,
-0.0035004062,
0.051647045,
0.0069591617,
0.004703074,
0.013841963,
0.0126549145,
0.00222832,
0.039679367,
0.04986994,
-0.00914236,
0.03867975,
0.0313492,
0.030655019,
0.0004108682,
0.030432882,
0.002263029,
0.025170993,
0.04298367,
-0.03945723,
0.013300502,
-0.04537165,
0.022199899,
-0.05509018,
-0.01071815,
-0.03937393,
0.039929274,
0.008323226,
-0.0017024782,
-0.058866523,
-0.022047179,
0.02808655,
0.025004389,
-0.022963498,
-0.029627632,
0.017854327,
0.020992024,
-0.0020773357,
-0.03884635,
0.05006431,
0.05658961,
-0.005220239,
0.013307444,
0.051258303,
-0.041039962,
0.023754863,
-0.045899227,
-0.06358695,
-0.0346535,
-0.023602143,
0.007740115,
0.009399206,
-0.047593027,
0.020672701,
-0.008857746,
-0.001763219,
-0.0026309448,
-0.03867975,
0.06353142,
0.055340085,
0.017854327,
-0.026837027,
-0.011808014,
-0.029766468,
0.01659092,
-0.027406255,
-0.06303161,
-0.0017102876,
-0.002988448,
0.00079657236,
-0.017701607,
0.005567329,
-0.05209132,
-0.053562984,
0.021228045,
0.0102947,
-0.0025424368,
0.040318016,
0.01394609,
-0.021061443,
0.031404734,
0.0069487486,
-0.026059544,
0.02589294,
0.043983288,
0.0019888277,
0.054729205,
0.004307391,
0.060643625,
-0.026531586,
0.029544331,
0.07902553,
-0.039651603,
-0.031987846,
-0.051591508,
-0.043400176,
0.0054076677,
-0.0020460975,
-0.025018273,
0.005980367,
0.037680127,
-0.02689256,
-0.036375068,
-0.0049738046,
-0.058922056,
-0.02235262,
-0.03315407,
0.014383424,
0.033098537,
-0.006768262,
0.010704267,
-0.044538632,
0.0070979977,
-0.006566949,
0.029322192,
0.010926404,
-0.021214163,
0.021811157,
0.036097396,
0.02213048,
0.004376809,
0.037624594,
-0.043011434,
0.008538422,
0.0022109656,
0.044427566,
0.023366122,
0.006369108,
-0.0049564503,
0.008323226,
0.01832637,
0.017535005,
0.037902266,
0.027670043,
-0.011710828,
0.020867072,
0.002181463,
-0.012300882,
0.02493497,
-0.024074188,
0.038513146,
0.02328282,
0.012314766,
0.048620418,
-0.053757355,
0.023657678,
0.009204836,
-0.019798033,
-0.037680127,
-0.02254699,
-0.008198274,
0.010287758,
0.016688105,
0.03462573,
-0.023185635,
-0.032015614,
0.031876776,
0.013911381,
0.05206355,
0.033209603,
-0.012759041,
-0.024921088,
0.0074693845,
-0.027670043,
0.013980799,
-0.022630291,
0.04048462,
-0.013890556,
0.0025528495,
-0.012155104,
-0.034098156,
0.020922607,
0.061865386,
0.016618686,
-0.010496012,
0.04206735,
-0.007920601,
0.000018628989,
0.019534245,
0.03704148,
-0.043316875,
-0.03726362,
0.029933073,
0.045343883,
0.025531966,
-0.006587775,
-0.036930412,
-0.021297464,
0.0045989472,
-0.0005210694,
-0.008267692,
-0.03515331,
-0.041317634,
-0.015271976,
0.025587501,
-0.021491835,
-0.005824176,
-0.033681646,
0.0021571666,
0.04845381,
-0.020992024,
0.008857746,
-0.03815217,
0.041400936,
0.03318184,
-0.004172026,
-0.012897877,
-0.023727097,
-0.026253914,
-0.03026628,
0.042817067,
0.04881479,
-0.04767633,
-0.009232603,
-0.0643089,
-0.0022682354,
0.0068862727,
-0.018298604,
-0.03534768,
0.012245348,
-0.023727097,
-0.008135797,
-0.000011971905,
0.0073999665,
-0.0019922985,
0.029211124,
-0.032098915,
0.00030348712,
-0.045815926,
-0.013342153,
-0.001528933,
0.021422416,
0.023907583,
0.023421656,
0.02554585,
0.004269211,
-0.04856488,
0.026823143,
-0.046149135,
-0.016507616,
-0.020214543,
0.02408807,
-0.014466726,
0.023005148,
0.0048870323,
-0.004526058,
-0.011086065,
0.044927374,
-0.019811917,
-0.0042102057,
-0.03534768,
0.0014091869,
-0.031321432,
-0.027073048,
-0.0013935678,
-0.062865004,
0.0124397185,
-0.0076498715,
-0.01854851,
0.025573617,
-0.06697455,
-0.028628012,
-0.00086902746,
-0.043788917,
0.016160527,
0.017507236,
-0.0038145229,
-0.010655674,
-0.00726113,
-0.012467485,
-0.0023498016,
-0.053451914,
-0.0012720862,
0.0892994,
0.04067899,
0.03315407,
-0.03326514,
-0.027808879,
0.06630814,
-0.047926236,
0.0074138497,
-0.021533486,
-0.046510108,
-0.0062753935,
-0.042511627,
-0.031932313,
-0.053118706,
-0.014300123,
0.009864308,
0.0035368507,
-0.028461408,
0.01402245,
-0.03284863,
-0.015868971,
0.026864793,
-0.016743638,
-0.045815926,
0.002086013,
0.018659577,
0.022880197,
-0.012911761,
0.014550027,
-0.021713972,
-0.037902266,
-0.018756762,
0.06425337,
-0.027711693,
-0.01759054,
-0.04698215,
-0.028739082,
0.016049458,
0.015980039,
-0.002908617,
-0.05206355,
0.017465586,
-0.03326514,
0.026781492,
-0.041789677,
-0.012557729,
-0.010412711,
-0.0001275557,
-0.011745538,
0.062476262,
0.009926784,
0.01928434,
0.018243069,
0.008399586,
0.04878702,
0.06425337,
-0.054840274,
0.015063721,
0.019728616,
0.027489556,
-0.020353379,
-0.0043663965,
0.011912141,
0.013133898,
0.0055465037,
0.06042149,
-0.06719669,
-0.000408265,
-0.011162425,
-0.021116978,
0.050314218,
-0.06169878,
-0.0024539288,
-0.022727476,
-0.0068897433,
0.010856986,
0.023990884,
-0.026948094,
0.011710828,
-0.02830869,
-0.041845214,
0.039901506,
-0.025726337,
0.0023307118,
-0.012286998,
-0.010995822,
0.03498671,
-0.026184496,
-0.023990884,
0.07347208,
-0.025226526,
0.006553066,
-0.063864626,
0.033403974,
0.01087087,
0.012703507,
-0.012425834,
0.0033251254,
0.011939908,
0.011245728,
-0.008128856,
-0.027142465,
-0.02458788,
0.042011816,
0.0076776384,
-0.0034066918,
0.033292904,
0.014577795,
-0.024101954,
-0.032237753,
0.017868211,
0.03737469,
-0.009281196,
-0.041817445,
0.022977382,
0.01375172,
0.002301209,
0.0074693845,
-0.04187298,
0.0018569333,
0.054729205,
0.015841203,
-0.039346162,
0.020256193,
0.034903407,
-0.0429559,
-0.053840656,
-0.014577795,
0.03898519,
-0.036236234,
-0.037485756,
-0.00039199516,
0.0064315842,
-0.05678398,
0.02247757,
0.034209225,
-0.028489176,
-0.011273495,
0.039957043,
-0.0015150494,
-0.034014855,
0.025004389,
0.008614782,
-0.03365388,
0.004467053,
-0.051369373,
0.017812677,
-0.044094358,
-0.0017510708,
0.044927374,
-0.032376587,
0.007809533,
0.05720049,
0.0113151455,
0.050314218,
0.009968434,
0.03645837,
0.023949234,
-0.047620796,
-0.025767988,
-0.00067639234,
0.047370892,
0.008621724,
0.055367853,
0.005674927,
0.040817823,
0.031238131,
0.08785551,
-0.008698084,
-0.077192895,
0.022144364,
-0.029100055,
-0.039845973,
0.027017513,
-0.00056185253,
0.012328649,
0.048953623,
-0.00012582025,
-0.024101954,
-0.011072182,
-0.0035542052,
0.019298224,
-0.022644175,
-0.06902933,
0.010496012,
-0.042233955,
0.009371439,
0.012210638,
-0.041039962,
-0.005178588,
0.053674053,
0.02139465,
0.0030908396,
-0.0022213783,
0.00971853,
-0.015008187,
0.009843483,
0.008087205,
0.058866523,
-0.0023220344,
-0.011460924,
-0.053951725,
0.045316115,
0.026961979,
-0.05225792,
-0.0156746,
-0.007511035,
-0.015799552,
-0.014466726,
0.015980039,
0.016382664,
0.019728616,
-0.032098915,
-0.009079884,
0.025254294,
-0.023727097,
0.026531586,
-0.054979112,
-0.04528835,
-0.006903627,
0.05039752,
0.026017893,
0.032126684,
0.015660716,
-0.002358479,
0.013106132,
0.028253155,
0.02208883,
0.007191712,
0.026684307,
0.0037971684,
-0.010627907,
-0.0020304786,
0.005553446,
0.02017289,
-0.061754316,
0.050952863,
0.009836541,
0.00020792881,
0.014369541,
-0.006268452,
0.049259063,
0.04276153,
0.014001625,
-0.043844454,
-0.010620965,
-0.036069628,
-0.010468245,
0.01578567,
-0.049036924,
-0.023921467,
0.01617441,
-0.037791196,
0.002988448,
-0.016299363,
-0.031099295,
0.008302401,
0.014716631,
-0.03706925,
0.0024296325,
-0.0050987573,
0.018687345,
0.02028396,
-0.03695818,
-0.021366881,
0.0023307118,
-0.02654547,
-0.05389619,
0.0021224574,
0.018354138,
0.048314977,
0.033903785,
-0.014758281,
-0.017451704,
-0.0049356245,
0.018340254,
0.049731106,
-0.04276153,
-0.0015896738,
-0.024032535,
-0.016535385,
-0.02393535,
-0.023574376,
0.016452083,
0.05048082,
0.017604422,
0.0015705838,
0.016951893,
0.010301641,
0.028461408,
-0.028405875,
0.0069244523,
0.022199899,
0.0068515637,
0.003915179,
0.029766468,
0.01836802,
0.06081023,
0.030904924,
0.053535216,
-0.008302401,
0.019811917,
-0.0020513039,
-0.03376495,
-0.028544711,
0.04445533,
0.02113086,
0.0111693675,
0.006830738,
-0.03706925,
-0.024462927,
-0.035208844,
0.021228045,
0.010322467,
-0.023574376,
0.020200659,
-0.036486138,
-0.0461769,
0.03684711,
0.006691902,
-0.027753344,
0.043566782,
0.04037355,
0.04326134,
0.017423935,
-0.008378761,
0.0015159171,
0.032987468,
0.0031637286,
-0.0012139485,
0.042511627,
-0.008767502,
0.022755243,
0.014786049,
0.03454243,
-0.033959318,
0.0016148379,
-0.003883941,
-0.01417517,
-0.05997721,
0.000006782498,
-0.021297464,
-0.016604802,
-0.030432882,
-0.026739841,
0.0009787948,
-0.04417766,
0.0038145229,
-0.075748995,
0.048231676,
0.023504958,
-0.0039603007,
-0.025018273,
0.061087903,
-0.019423176,
0.044538632,
0.015841203,
0.047704097,
0.030377347,
0.072972275,
0.04467747,
0.013536524,
0.00833711,
0.02235262,
-0.03884635,
-0.023143984,
0.011398447,
-0.0010516838,
-0.018187534,
-0.03507001,
-0.041595306,
0.005963012,
-0.0035437925,
0.0062059755,
-0.078692324,
0.021311348,
0.011627527,
-0.03426476,
-0.0062025045,
0.13450445,
0.025490316,
-0.027656158,
-0.024976622,
0.0022925318,
-0.07280567,
-0.005855414,
-0.021075325,
0.035292145,
-0.019853568,
-0.029544331,
0.013578175,
-0.041984048,
-0.010315525,
-0.015841203,
-0.023602143,
-0.014480609,
0.023491075,
-0.0092673125,
0.030655019,
0.0053104823,
-0.019853568,
-0.008823036,
0.046510108,
0.04054015,
0.017868211,
0.058144577,
0.047815166,
-0.009725472,
-0.016354898,
0.023699328,
0.014550027,
-0.03157134,
-0.018562391,
-0.018715112,
-0.0041234335,
-0.015605182,
-0.06197645,
-0.011162425,
-0.0022335264,
-0.017451704,
-0.03284863,
-0.028544711,
-0.012057919,
-0.06219859,
-0.04048462,
-0.004203264,
0.00054146093,
0.014258471,
-0.0045156456,
0.008364878,
-0.014425075,
0.22624737,
0.061032366,
0.037208084,
0.025518082,
0.06292054,
0.056256402,
0.009322847,
-0.023865933,
-0.018187534,
-0.04437203,
-0.01747947,
-0.042122886,
-0.014216821,
0.009774065,
-0.040040344,
0.0017875154,
-0.028072668,
0.029877538,
-0.039484996,
-0.03498671,
-0.030294046,
0.01867346,
0.0054736147,
0.03245989,
0.044816308,
-0.005942187,
0.0058415304,
-0.05409056,
0.013224143,
0.004352513,
0.0010681705,
-0.017104613,
-0.00065122824,
0.0052723023,
-0.037541293,
-0.012883994,
0.030099675,
-0.050730724,
-0.03015521,
-0.043622315,
-0.011426214,
-0.020492215,
-0.0014256736,
-0.018604042,
-0.025073808,
-0.0024244261,
0.034098156,
0.020533865,
0.01563295,
-0.022921847,
0.03376495,
-0.08102477,
0.012196755,
-0.030821623,
-0.06730776,
0.0042935074,
-0.036014095,
-0.030655019,
-0.00222832,
0.020311728,
-0.023032915,
0.010947229,
-0.031488035,
0.01659092,
0.007587395,
0.023602143,
-0.012314766,
0.06369802,
-0.009281196,
0.0016747109,
-0.014341773,
-0.014661096,
-0.05406279,
-0.010808393,
0.027253535,
0.027378486,
0.00058918586,
0.04065122,
-0.03656944,
-0.058922056,
0.027031396,
-0.0032487656,
0.043427944,
-0.06864059,
0.046926614,
0.0124397185,
-0.014244588,
0.0079275435,
-0.05250783,
0.02915559,
0.012759041,
0.036208466,
-0.006254568,
-0.014952652,
0.0035351152
] | To finetune a model in TensorFlow, start by setting up an optimizer function, learning rate schedule, and some training hyperparameters:
from transformers import AdamWeightDecay
optimizer = AdamWeightDecay(learning_rate=2e-5, weight_decay_rate=0.01)
Then you can load T5 with [TFAutoModelForSeq2SeqLM]:
from transformers import TFAutoModelForSeq2SeqLM
model = TFAutoModelForSeq2SeqLM.from_pretrained(checkpoint) |
[
0.03181688,
0.0035193865,
0.0025073085,
0.05348925,
-0.005099381,
-0.021523185,
0.0010764983,
-0.018363196,
0.00089425646,
0.028806077,
0.008659454,
-0.021021383,
0.047223523,
-0.0449722,
-0.012205965,
0.03192538,
-0.010246229,
-0.040795047,
-0.021265503,
-0.035560045,
0.016532302,
-0.013833427,
-0.10654451,
-0.024954418,
0.008313619,
0.011473607,
0.016111873,
-0.0020478896,
0.08354305,
0.04925785,
0.0017647791,
-0.023557512,
-0.0028717923,
-0.024371242,
-0.06195205,
-0.03596691,
0.0032311901,
0.011270174,
-0.021916488,
-0.008218683,
0.008747608,
0.0044416147,
0.029538434,
-0.048118625,
-0.050722566,
0.0012858645,
-0.00049629115,
-0.0065064575,
-0.02633776,
-0.030026674,
-0.02229623,
0.01596269,
0.03490906,
-0.006492895,
-0.038191106,
-0.031165896,
-0.02527991,
0.008523832,
-0.046491165,
-0.012036437,
0.019556668,
0.055333707,
0.021211253,
-0.047250647,
0.019109117,
0.043724477,
-0.026798874,
-0.027910972,
-0.021224817,
-0.020017782,
-0.06005335,
-0.013175661,
-0.04000844,
-0.034637816,
-0.012511114,
0.028046595,
0.0012909503,
-0.018593753,
0.023435453,
-0.02850771,
0.0015393078,
0.035071805,
0.017223973,
0.001524898,
-0.004797622,
-0.060487337,
0.046247043,
0.011975408,
0.019719414,
-0.037838493,
-0.031898256,
0.036916263,
-0.041201912,
-0.0262157,
-0.010802279,
0.015148958,
0.00086035096,
0.04559606,
0.011921159,
0.0039398144,
0.019041305,
0.06531547,
-0.0073507032,
0.033200223,
-0.017183285,
-0.0076694144,
0.019936409,
-0.0058995495,
-0.02826359,
-0.03577704,
-0.004553503,
-0.015488013,
0.031708386,
-0.019773662,
0.039954193,
0.00975121,
-0.003305782,
0.024127124,
-0.022581035,
-0.03423095,
-0.0058995495,
-0.033715587,
0.015325267,
-0.054926842,
0.018729376,
-0.072910294,
0.024520427,
0.03778424,
-0.0083271805,
0.013189223,
-0.020994259,
-0.0064691612,
0.042639505,
0.026758187,
-0.005336719,
-0.032413617,
-0.025944456,
0.016979853,
-0.030677658,
-0.008815419,
0.009785115,
-0.024276307,
0.001056155,
0.08332606,
-0.001223987,
-0.012409397,
0.03124727,
-0.075514235,
-0.020804388,
0.00801525,
-0.026012268,
0.005797833,
0.0034532708,
-0.00807628,
-0.007113365,
-0.0054011396,
-0.022309791,
0.04112054,
-0.021224817,
0.042395383,
0.007459201,
-0.007465982,
-0.020926448,
0.039872818,
0.03797411,
-0.00073532463,
-0.019746538,
-0.032413617,
0.027910972,
-0.036753517,
0.010714125,
0.018919246,
-0.019827912,
0.0040550926,
0.060487337,
0.012117811,
0.029484186,
0.037621494,
0.0137452725,
0.0385166,
-0.014552223,
-0.02149606,
0.026256386,
-0.0006026695,
0.008991728,
-0.023272706,
0.015420202,
-0.0049027293,
0.0075066686,
0.0042585256,
0.008089842,
0.073073044,
-0.013392656,
0.008890011,
-0.041608777,
-0.011215925,
-0.04733202,
-0.013650337,
0.015488013,
0.0004530617,
-0.039031964,
0.04871536,
-0.050180078,
-0.012192403,
-0.022350477,
0.023449015,
0.013433343,
0.04746764,
0.013874114,
-0.006499676,
0.03610253,
-0.007120146,
-0.022418289,
0.028046595,
0.026256386,
-0.036645018,
-0.00042614923,
0.047684636,
-0.020967135,
-0.005231612,
0.03162701,
0.0059978752,
0.046002924,
0.023150647,
0.046952277,
0.011833005,
0.0014486107,
0.049339224,
0.013548621,
0.0013986002,
0.008083061,
0.043100618,
0.01683067,
0.06119257,
0.03938458,
0.015854193,
0.041391782,
0.044375464,
0.022784468,
0.010659876,
0.018037703,
-0.01783427,
0.03143714,
0.03398683,
-0.030976025,
-0.010198762,
-0.029619807,
-0.008428897,
-0.016301744,
0.00546895,
-0.061735056,
0.018403882,
0.010470006,
-0.021604558,
-0.056310184,
-0.053814743,
0.019787226,
0.064772986,
-0.024086436,
-0.01839032,
0.016762858,
0.023991501,
-0.006306415,
-0.032033876,
0.052512772,
0.073073044,
0.008055937,
0.005201097,
0.016491614,
-0.026975183,
-0.0041907146,
-0.03200675,
-0.062277544,
-0.0028277151,
-0.035939787,
-0.009703742,
0.0074456385,
-0.047304895,
0.021943612,
-0.020085594,
-0.0023598198,
0.002634454,
-0.014769217,
0.05739516,
0.028100843,
-0.01323669,
-0.01727822,
0.029918175,
-0.01981435,
-0.004882386,
-0.018525941,
-0.033878334,
-0.017101914,
-0.01721041,
-0.0023072665,
-0.014918402,
-0.018268261,
-0.045460436,
-0.028833201,
0.03726888,
-0.03254924,
0.008544175,
0.003124388,
-0.007832161,
-0.009737647,
0.022865841,
0.016491614,
-0.03509893,
0.033498593,
0.046735283,
0.016003376,
0.027015869,
0.026812436,
0.031193022,
-0.020655205,
0.046111424,
0.069601126,
-0.011412577,
-0.053380754,
-0.026134327,
-0.07556848,
0.010049578,
0.014891277,
-0.019109117,
0.0052824705,
0.038245358,
-0.03474631,
-0.04342611,
-0.012321243,
-0.034692064,
-0.01485059,
-0.033390094,
-0.010280135,
0.05386899,
0.009235847,
0.028860325,
-0.04790163,
-0.0063776164,
0.012755233,
0.039547324,
0.023150647,
-0.034312323,
0.03678064,
0.024072874,
-0.0045263786,
0.0052722986,
0.06650895,
-0.039927065,
-0.008645892,
-0.016532302,
0.04505357,
0.02472386,
0.018281823,
-0.0091409115,
0.019407485,
0.049122225,
0.008394991,
0.040469553,
0.022323353,
0.018851435,
0.020451773,
-0.0025886816,
-0.0015147263,
0.01820045,
-0.03572279,
-0.015867755,
0.021658806,
0.003373593,
0.046057172,
-0.062331792,
0.016057625,
0.02734136,
0.0065980023,
-0.027802475,
-0.005896159,
-0.019041305,
0.033607088,
0.019800788,
0.04193427,
-0.017495217,
-0.039872818,
-0.0061538406,
0.0045670653,
0.025429094,
0.022947215,
-0.0016969681,
-0.0012502638,
0.024750983,
-0.038842093,
-0.0041398564,
-0.011785537,
0.024927292,
-0.0034566615,
-0.013019696,
-0.014104671,
-0.02609364,
0.032332245,
0.079745635,
0.019014182,
0.029674057,
0.031952504,
-0.019773662,
0.01689848,
0.039655823,
0.01962448,
-0.03827248,
-0.04467383,
0.026229262,
0.027883848,
0.032223746,
0.0090052895,
-0.013182442,
-0.024873044,
0.01757659,
-0.0075812605,
0.0025174802,
-0.03702476,
-0.022594597,
0.0025327378,
0.015013337,
0.012233089,
-0.007791474,
-0.022594597,
0.002683617,
0.041880023,
-0.013629994,
-0.0011341375,
-0.03938458,
0.02970118,
0.04478233,
-0.002970118,
-0.034203827,
-0.016939167,
-0.02075014,
-0.057883397,
0.0642305,
0.03957445,
-0.056418683,
-0.032657735,
-0.036916263,
0.01844457,
-0.014809904,
-0.027476983,
-0.044321213,
0.010361508,
0.0034091938,
-0.0021038337,
0.0022699705,
0.009595244,
0.016505176,
0.032413617,
-0.035261676,
0.016491614,
-0.055821944,
-0.03943883,
-0.026324198,
0.027517669,
0.033390094,
0.04312774,
-0.017481655,
-0.02472386,
-0.028724704,
0.03235937,
-0.026785312,
-0.014145357,
0.0137452725,
0.025808834,
-0.01702054,
0.018742938,
-0.0017190067,
0.01174485,
0.015338829,
0.016193246,
-0.014823467,
0.011378672,
-0.030026674,
0.018688688,
-0.016925605,
-0.023652447,
-0.017034102,
-0.055116713,
0.034692064,
-0.002056366,
0.006543753,
0.016437367,
-0.04329049,
-0.0075812605,
-0.004672172,
-0.037811365,
0.0088222,
0.049501967,
-0.0034091938,
-0.0036889138,
0.007174395,
-0.01006314,
-0.012429741,
-0.03989994,
0.0035193865,
0.08576725,
0.016206808,
0.0032464475,
-0.03477344,
-0.037377376,
0.05348925,
-0.025320595,
0.024574677,
-0.023720259,
-0.079745635,
-0.024764547,
-0.039113335,
-0.035126053,
-0.032901857,
-0.013663899,
0.0015579558,
-0.0006899761,
-0.024398368,
-0.0020207653,
-0.06363376,
-0.02260816,
0.041039165,
-0.014674282,
-0.065206975,
-0.0017232449,
0.023082836,
0.027097242,
-0.0049027293,
0.027544795,
-0.021468936,
-0.044646706,
-0.029782554,
0.047386266,
-0.037431624,
0.026988745,
-0.036916263,
-0.039276082,
0.017657962,
-0.0016333954,
0.025713898,
-0.062765785,
-0.022581035,
-0.02106207,
0.009710523,
-0.046436913,
-0.0115821045,
-0.013901237,
-0.0059775324,
-0.015610073,
0.050614066,
-0.017942768,
0.022309791,
-0.002634454,
0.010592065,
0.030080922,
0.055821944,
-0.027002307,
-0.024032189,
0.017508779,
0.027137928,
-0.027693978,
0.02869758,
-0.006299634,
-0.0006560706,
-0.007337141,
0.025144288,
-0.04828137,
-0.028534833,
-0.015745694,
0.003597369,
0.05435723,
-0.06374226,
0.010130951,
0.007832161,
0.013840208,
0.0007399866,
0.048986606,
-0.008401772,
-0.012877293,
-0.03908621,
-0.069058634,
0.04000844,
-0.061084073,
0.016545864,
-0.018620877,
0.004292431,
0.038733594,
-0.020153403,
0.0142945405,
0.05416736,
-0.025388407,
-0.029891051,
-0.04423984,
-0.0053333286,
-0.013223128,
-0.019027743,
-0.016071187,
-0.007493106,
-0.03230512,
0.031518515,
-0.051834665,
-0.038245358,
-0.028100843,
-0.014104671,
-0.0024344118,
-0.0050892094,
0.027761789,
0.0048281373,
-0.0123890545,
-0.057883397,
0.017915644,
-0.019421047,
0.021848677,
0.0011078608,
0.018824311,
0.00552998,
-0.012504333,
-0.0153795155,
-0.035126053,
-0.0013426561,
0.066400446,
0.023476139,
-0.029402813,
0.005845301,
-0.004343289,
-0.026798874,
-0.06791941,
0.004889167,
0.024886606,
-0.05913112,
-0.031165896,
-0.005570667,
0.014484411,
-0.029457062,
0.023191333,
0.04627417,
-0.012443303,
-0.021387562,
0.01434879,
-0.0047535454,
-0.011480388,
0.00039415093,
0.037513,
-0.028317839,
0.00788641,
-0.05278402,
-0.011663478,
-0.047115024,
0.011392234,
0.021319753,
0.0024191544,
0.0085984245,
0.039845694,
0.021821553,
0.04112054,
0.004882386,
0.023435453,
0.031165896,
-0.030297916,
-0.042069893,
-0.03566854,
0.025646089,
0.025307033,
0.0229879,
-0.0152438935,
0.050342824,
0.04963759,
0.048742484,
-0.022689532,
-0.10231311,
0.007791474,
-0.04055093,
-0.018037703,
0.0041398564,
0.004011016,
-0.010775154,
0.04155453,
0.001009535,
-0.027124366,
-0.01367068,
-0.005628306,
0.008767951,
0.010815841,
-0.04404997,
-0.0109379,
-0.045270566,
0.015148958,
-0.010876871,
-0.026175013,
-0.013304502,
0.043697353,
0.0059910943,
-0.0027497327,
-0.0068828077,
0.033308722,
0.020492459,
0.01913624,
-0.029429937,
0.034719188,
0.0022377602,
-0.0012655212,
-0.038977712,
0.029212942,
0.03447507,
-0.030325042,
0.027259989,
-0.0018258089,
0.01466072,
-0.03393258,
0.05074969,
0.02888745,
0.021550309,
-0.03447507,
-0.02696162,
0.034203827,
-0.0332816,
0.016193246,
-0.05237715,
-0.020655205,
-0.0331731,
0.039927065,
0.004655219,
0.040984917,
0.01167704,
-0.009364688,
0.0038245355,
0.024425492,
0.023760945,
0.010354727,
0.020153403,
-0.0008332266,
-0.018159764,
-0.003732991,
-0.002932822,
0.010320822,
-0.054953966,
0.028670454,
-0.0032515335,
0.0034956527,
0.011609228,
0.017603714,
0.06851615,
0.043263365,
0.02168593,
-0.010958244,
0.0048925574,
-0.03813686,
-0.0015486318,
0.0056554303,
-0.061843555,
-0.028236466,
0.037811365,
-0.05297389,
0.0025564716,
-0.016912043,
-0.018932808,
-0.0031142163,
0.018322509,
-0.018905682,
0.02404575,
0.017115476,
0.030867528,
0.028127968,
-0.05430298,
-0.018675126,
0.0009790201,
-0.01795633,
-0.059619356,
-0.016857794,
0.010720906,
0.036726393,
0.028941698,
0.0009790201,
-0.038462352,
-0.013840208,
0.019543106,
0.025307033,
0.0042483537,
0.0029463843,
-0.018607315,
-0.01783427,
-0.035180304,
-0.03192538,
0.014362352,
0.012687422,
0.03455644,
0.0008239026,
-0.007608385,
0.021306189,
0.024927292,
-0.013596089,
0.03485481,
0.028399212,
0.0012782358,
0.004051702,
0.00051282,
0.026622565,
0.08061361,
0.022377603,
0.06596646,
-0.020329712,
0.050397072,
-0.015759258,
-0.030948902,
-0.017413843,
0.0502072,
0.02285228,
0.015121834,
0.0007213386,
-0.022594597,
-0.015881317,
-0.0023699915,
0.018525941,
0.010103826,
-0.020573832,
0.013941924,
-0.04516207,
-0.014158919,
0.0229879,
-0.014592909,
-0.0448637,
0.01466072,
0.035560045,
0.02019409,
0.022621721,
0.0060521243,
0.010666657,
0.05064119,
0.023435453,
-0.018566629,
0.050532695,
-0.021129882,
0.030026674,
0.027232863,
0.057883397,
-0.032603487,
-0.020478897,
-0.030487787,
-0.02310996,
-0.052078784,
-0.0037363814,
-0.0069438377,
-0.022147045,
-0.0011553285,
-0.017685087,
-0.023760945,
-0.042775124,
-0.0062589473,
-0.06488148,
0.045731682,
0.008849325,
-0.008788295,
-0.030921778,
0.049230725,
0.0005505399,
0.03702476,
0.015271018,
0.059185367,
0.0038109734,
0.07366978,
0.033959705,
0.021211253,
-0.0009086663,
0.01863444,
-0.04280225,
-0.0060521243,
-0.00282602,
-0.0034566615,
-0.0015206598,
-0.044375464,
-0.056255937,
0.019610917,
0.011663478,
0.0035193865,
-0.065586716,
0.0438601,
0.020804388,
-0.03558717,
0.018227573,
0.101987615,
0.037865616,
-0.025524028,
0.0039906725,
0.01540664,
-0.08267507,
-0.0011841481,
-0.017400282,
0.022703094,
-0.004580627,
-0.03577704,
0.018851435,
-0.057937644,
-0.020044906,
0.017793585,
-0.023815194,
-0.00764229,
0.02826359,
0.010856528,
0.049556218,
0.009920737,
-0.026866686,
-0.021753741,
0.05983635,
0.040171187,
-0.009134131,
0.0879372,
0.055821944,
0.001757998,
-0.0043704137,
0.016844232,
0.0019478685,
-0.03282048,
-0.006777701,
-0.0020817951,
-0.032277998,
-0.045731682,
-0.03634665,
0.019963533,
0.0029650324,
-0.026785312,
-0.05940236,
-0.01155498,
0.00017588456,
-0.059999097,
-0.028995948,
0.0030718346,
0.0064284746,
0.0017969892,
-0.028236466,
0.014769217,
-0.045460436,
0.21363151,
0.07074035,
0.04112054,
0.0017130732,
0.02559184,
0.08191559,
0.012951884,
-0.009852926,
-0.020180529,
-0.050424196,
-0.019895723,
-0.013874114,
-0.01833607,
-0.0014918401,
-0.026269948,
0.03572279,
-0.04423984,
0.00820512,
0.0075812605,
-0.051780414,
-0.05118368,
0.061084073,
0.0062657287,
0.06992662,
0.029538434,
0.0021275675,
0.020343274,
-0.044131342,
0.0060928105,
-0.0061029824,
0.0046755625,
-0.05506246,
0.005299423,
-0.022513224,
-0.027626166,
0.0064827236,
0.025741024,
-0.05359775,
0.0051231147,
-0.03477344,
0.0027056555,
0.025130725,
0.050180078,
-0.030270793,
-0.013941924,
-0.0026785312,
-0.003746553,
0.01658655,
0.051346425,
-0.0331731,
0.0342852,
-0.063579515,
0.043914348,
-0.054004613,
-0.05508959,
-0.028155092,
-0.041907147,
-0.061463814,
0.025524028,
-0.0011934721,
0.010463224,
0.04019831,
-0.029646933,
0.030487787,
-0.017034102,
0.012633174,
-0.014036859,
0.028561957,
0.01944817,
-0.0015316791,
0.0051468485,
-0.027232863,
-0.035804164,
0.0016503482,
0.0028378868,
0.040225435,
0.0032718766,
0.032711986,
-0.004404319,
-0.040686548,
0.008578081,
-0.013765615,
0.02715149,
-0.041337535,
0.015121834,
0.03881497,
-0.014538661,
-0.012490771,
-0.016572988,
0.040496677,
0.036943387,
0.04578593,
0.0027683806,
0.005689336,
0.027802475
] | Then you can load T5 with [TFAutoModelForSeq2SeqLM]:
from transformers import TFAutoModelForSeq2SeqLM
model = TFAutoModelForSeq2SeqLM.from_pretrained(checkpoint)
Convert your datasets to the tf.data.Dataset format with [~transformers.TFPreTrainedModel.prepare_tf_dataset]: |
[
0.03887087,
0.031751763,
-0.03789639,
-0.029965218,
-0.02403714,
-0.023739383,
0.016065363,
0.014075803,
-0.05229702,
0.029180221,
0.017215788,
-0.03107504,
0.033754855,
-0.051999263,
-0.0025749244,
0.03670536,
-0.008195095,
-0.03107504,
-0.09170926,
0.020409914,
0.0037964063,
-0.038681388,
-0.06556076,
-0.01532097,
-0.026040234,
-0.031941243,
0.020937756,
-0.053623393,
0.056411486,
0.054218907,
-0.048480313,
0.004246426,
-0.02847643,
-0.0095417695,
-0.011977966,
0.0030993833,
0.021465598,
-0.033321757,
-0.050104443,
-0.008932721,
0.02731247,
-0.03410675,
0.017608287,
-0.029044876,
-0.049400654,
0.0024226622,
0.008641731,
-0.030425388,
-0.010685429,
-0.039547592,
-0.0202475,
0.01871811,
0.0056370883,
-0.013081022,
-0.036948983,
0.0005701377,
0.010482413,
0.016011225,
-0.023658175,
-0.01148396,
0.017608287,
-0.0018406819,
-0.03226607,
-0.042471025,
0.018853454,
-0.0033328522,
0.002414203,
0.027799709,
-0.0008975016,
0.006232603,
-0.0640449,
0.025390582,
-0.025769547,
-0.018663973,
0.009447029,
0.025674805,
0.030723145,
-0.0020250883,
-0.013805114,
0.019273022,
0.00813419,
0.041361205,
0.02651394,
-0.0041313833,
-0.0053257965,
-0.024727395,
0.031481072,
-0.0015505377,
-0.033727787,
-0.02804333,
-0.04309361,
0.022413008,
-0.009386124,
-0.0012815408,
0.034891747,
0.05411063,
-0.014305888,
0.027718503,
-0.022061113,
-0.050293926,
0.0057385964,
0.056194935,
-0.021709219,
0.03624519,
-0.0016368196,
0.0100357765,
-0.0074371668,
0.00048681637,
-0.02388826,
0.00014020818,
-0.0016308982,
-0.004415606,
-0.011355382,
0.025390582,
-0.0060025174,
-0.0035054162,
-0.032590896,
0.013311108,
-0.03835656,
-0.022115251,
0.018826386,
0.0073356587,
0.004280262,
-0.012898307,
0.034296233,
-0.01917828,
-0.0030976916,
0.032293137,
0.0074439337,
-0.027935054,
0.011220039,
0.005116013,
0.052919604,
0.05175564,
-0.016051829,
0.021736287,
-0.049373582,
0.0024784917,
-0.03340296,
-0.020572327,
0.026107907,
-0.020017415,
0.0071664783,
0.08678274,
-0.0038640783,
0.004391921,
0.030290043,
-0.046937387,
-0.031156247,
0.03508123,
-0.020694137,
0.022561887,
-0.05210754,
0.024673257,
-0.013236668,
-0.010407973,
-0.03207659,
0.021803958,
0.039195694,
0.014021665,
0.02578308,
-0.0032753309,
-0.017039841,
0.046341874,
0.00934552,
0.06344938,
-0.038004667,
-0.027989192,
0.013202832,
-0.017324064,
0.0018745179,
0.0003952475,
-0.0008036065,
0.022643093,
0.058035616,
0.05581597,
0.07476416,
0.011747881,
0.0036035408,
0.005988983,
-0.015740536,
-0.026919972,
-0.003867462,
0.044284638,
-0.024849204,
-0.012153914,
0.009744787,
0.028584706,
-0.01318253,
0.003410675,
-0.015645796,
0.014224681,
-0.040495,
-0.026568078,
-0.06215008,
0.013033652,
-0.008222164,
0.01682329,
-0.00024679178,
-0.013168996,
0.025593597,
0.072977625,
-0.0664811,
0.018826386,
0.008323671,
0.0006504983,
-0.0017340982,
0.014387094,
0.027041782,
0.0026848917,
0.051539093,
-0.0004193557,
-0.021722753,
0.027474884,
0.02920729,
-0.006009285,
-0.013297573,
0.0037084324,
0.008810911,
-0.00065557373,
0.008675567,
-0.015469848,
0.0318059,
-0.0131013235,
0.05906423,
-0.015848812,
0.010996721,
0.03973707,
0.01672855,
-0.014454766,
0.013378779,
0.014603645,
0.011077927,
0.05294667,
-0.0021130622,
0.007660485,
0.05814389,
0.028665913,
0.01869104,
0.01871811,
0.040873963,
-0.017418806,
0.010570386,
0.049860824,
-0.04187551,
0.005955147,
-0.011470426,
0.0025410883,
-0.08050276,
0.008553756,
-0.021411462,
0.042010855,
0.013223134,
-0.0074642356,
-0.06805109,
-0.02556653,
0.021858096,
0.025268773,
-0.00025419344,
0.008682334,
0.0130877895,
0.0260267,
-0.020152759,
-0.015307435,
0.070920385,
0.04899462,
-0.017635357,
0.010719265,
0.028314019,
-0.0710828,
0.00080825895,
-0.019124143,
-0.059984572,
-0.016918031,
-0.019719658,
-0.011226806,
0.018542163,
-0.03437744,
0.016566137,
-0.006970229,
-0.030669007,
-0.003945285,
-0.015564589,
0.044284638,
0.036894843,
0.03202245,
-0.027109453,
-0.0029589636,
-0.03207659,
-0.0069905305,
0.00061962294,
-0.06550662,
0.0052784258,
-0.008310137,
0.0524865,
0.024267225,
0.0189888,
-0.018569231,
-0.07422279,
0.02049112,
-0.0027576392,
0.02541765,
0.010103448,
0.043986883,
0.00040243767,
0.013649468,
-0.0037794884,
-0.04211913,
0.05064582,
0.026500404,
0.0007126721,
0.049102895,
-0.02248068,
0.037706908,
-0.04845324,
0.057331827,
0.06269146,
-0.036488812,
-0.031291593,
-0.018677507,
-0.013372012,
0.029126083,
-0.010130517,
0.0045306487,
0.007904104,
0.070000045,
-0.010590687,
-0.028990738,
-0.022182923,
-0.013263737,
-0.021140773,
-0.028124535,
-0.010225259,
0.0076266485,
-0.010638058,
-0.0039926553,
-0.036570016,
0.04758704,
-0.01896173,
0.008709403,
-0.0075995796,
-0.020545257,
0.05470615,
0.05281133,
0.011477193,
0.004107698,
0.040495,
-0.045746356,
0.02308973,
0.0005096557,
0.012032104,
0.015970621,
0.0038471604,
-0.00034597373,
0.004168603,
0.016498465,
0.003068931,
0.025593597,
-0.001976026,
-0.012898307,
0.049644273,
-0.0070920386,
0.010435042,
0.004906229,
-0.054137703,
-0.0014151933,
-0.0049299146,
0.016457861,
0.08261413,
-0.03018177,
0.04758704,
0.0027576392,
-0.046964455,
-0.015023212,
-0.02036931,
-0.02116784,
0.069621086,
0.05679045,
0.01932716,
-0.06198767,
-0.020991893,
0.021628011,
0.0063747144,
0.015036747,
0.07167832,
-0.007538675,
0.01541571,
0.050320994,
-0.026419198,
0.020843014,
-0.011470426,
-0.016890964,
0.018542163,
-0.039222766,
-0.024483776,
-0.015794674,
0.023969468,
0.04615239,
0.0136156315,
-0.021763356,
0.016945101,
-0.018271474,
-0.007707855,
0.022182923,
0.0185963,
-0.02697411,
-0.02682523,
-0.0034631211,
0.044582397,
0.024456706,
-0.016552603,
-0.0070108324,
-0.0063104257,
0.00037832948,
-0.021005427,
0.0019641835,
-0.003258413,
0.004391921,
0.0017848524,
0.023211539,
0.00512278,
-0.03410675,
-0.054137703,
-0.0057893503,
0.026798163,
-0.036326397,
-0.007701088,
-0.03621812,
-0.005792734,
0.050862372,
0.021912234,
-0.06588558,
-0.030939696,
0.014549507,
-0.06036354,
0.025498858,
0.048751,
-0.046964455,
0.02541765,
-0.04312068,
-0.017121049,
-0.002536013,
-0.0031991997,
-0.028747119,
-0.018758714,
-0.0009507934,
-0.01670148,
0.028665913,
-0.011423055,
0.006557429,
0.046829112,
-0.024605585,
-0.0042633438,
-0.01743234,
-0.031372797,
-0.053623393,
0.010116983,
-0.0043174815,
0.012681756,
0.009507934,
-0.026933506,
-0.016146569,
0.042768784,
-0.06496524,
-0.05210754,
0.013757743,
0.008357507,
0.0055152783,
0.040657412,
-0.004655842,
-0.024605585,
0.0235499,
0.04636894,
-0.035243645,
0.030290043,
0.00041364587,
-0.013500589,
-0.03670536,
-0.0031061505,
0.015036747,
-0.09349581,
0.008973324,
0.018609835,
-0.015727002,
0.03248262,
-0.04401395,
0.015645796,
-0.021858096,
-0.02238594,
-0.0038471604,
0.0007655409,
0.01976026,
0.005078793,
-0.01636312,
-0.00336838,
-0.022223527,
-0.014969074,
0.012559947,
0.043472573,
0.019503107,
0.025458254,
-0.053136155,
-0.04217327,
0.039466385,
-0.020274568,
0.015821744,
-0.0029268195,
-0.03513537,
-0.009819225,
-0.020870084,
-0.0437974,
-0.021817494,
-0.02281904,
-0.007917639,
0.02097836,
-0.022182923,
-0.0161195,
-0.026337992,
-0.010137284,
0.01541571,
-0.016227776,
-0.05508511,
-0.01869104,
0.0025546227,
0.002338072,
-0.008546989,
-0.0038302424,
-0.023820588,
-0.040143106,
-0.027014714,
0.056573898,
-0.026798163,
-0.003111226,
-0.04539446,
-0.04777652,
0.01779777,
0.030912627,
0.025891356,
-0.019056471,
0.013663002,
-0.023712313,
-0.005190452,
-0.07887863,
-0.013480288,
-0.03107504,
0.0100425435,
0.0056607733,
0.06761799,
0.03202245,
0.013141927,
-0.02226413,
0.006655554,
0.018853454,
0.037355013,
-0.056140795,
-0.016051829,
0.018190268,
0.014671317,
0.023698779,
-0.016539067,
-0.008817678,
0.027799709,
0.009859829,
0.057656653,
-0.04385154,
-0.034350373,
-0.03705726,
-0.0052209045,
0.04317482,
-0.036353465,
0.030912627,
-0.030993834,
0.023049125,
-0.01471192,
0.0066758553,
-0.030073494,
0.028692981,
-0.03370072,
-0.051945124,
0.05716941,
-0.027501952,
0.027447814,
0.009122203,
-0.01563226,
0.043283094,
-0.06101319,
0.017527081,
0.063503526,
0.023319814,
0.0024548064,
-0.023170937,
0.04073862,
0.015334504,
0.010915514,
0.0071461764,
-0.0071664783,
0.0019878687,
0.0023431473,
-0.029099014,
-0.036136914,
0.0007414327,
0.012979514,
-0.0017493245,
0.018203802,
0.047181007,
0.040819827,
-0.00835074,
-0.073519,
0.012993048,
0.0040332587,
0.0044392915,
-0.0025224786,
0.05210754,
0.0035054162,
0.0243755,
-0.03126452,
0.0007494688,
-0.017960181,
0.07752519,
-0.018081993,
-0.04645015,
0.007931173,
0.0046626097,
-0.02483567,
-0.024307828,
-0.018122595,
0.044907223,
-0.04168603,
-0.014427697,
-0.004012957,
0.000078721714,
-0.015672864,
0.06068836,
0.03979121,
-0.044636536,
0.006591265,
0.009440262,
0.0059077768,
-0.04615239,
-0.009365822,
0.024361966,
-0.028232811,
-0.0015336196,
-0.0009567147,
0.04517791,
-0.022683697,
-0.025742477,
0.037273806,
0.024104811,
0.003129836,
0.030939696,
0.0074236323,
0.041794304,
-0.009913967,
-0.0026798162,
0.012180983,
-0.03340296,
-0.042498097,
-0.022791972,
0.03767984,
0.0046693766,
0.016836826,
-0.0133381765,
0.020328706,
0.032888655,
0.05651976,
-0.02483567,
-0.053812876,
0.049806684,
-0.027150057,
-0.03269917,
0.009968104,
0.005897626,
0.0014202688,
0.053867012,
-0.008459016,
-0.05695286,
0.003566321,
0.013953992,
-0.019259486,
-0.019042937,
-0.04663963,
0.012499042,
-0.054922696,
-0.02697411,
-0.006848419,
-0.048859276,
-0.03486468,
0.038004667,
0.0092778485,
0.017838372,
0.030966764,
0.024754465,
-0.007883803,
0.024118345,
-0.01670148,
0.037165534,
-0.007531908,
0.008973324,
-0.014021665,
0.023468694,
0.02709592,
0.0018863606,
0.0026425966,
0.015469848,
0.008168026,
-0.027244799,
0.009501167,
0.023725847,
-0.012289258,
0.0017036458,
-0.0073694945,
-0.0075657438,
-0.05581597,
0.014062268,
-0.031426936,
-0.037084326,
-0.004544183,
0.027501952,
0.024781533,
0.028368155,
-0.008648498,
0.020802412,
-0.002253482,
0.010610989,
-0.0017577835,
0.0050077373,
0.008722937,
0.026892902,
0.008675567,
-0.012546413,
0.0051295473,
0.031481072,
-0.03296986,
0.06101319,
0.012823868,
0.018704576,
-0.0068788715,
-0.0057216785,
0.054543734,
0.037273806,
0.051945124,
-0.008452249,
-0.01670148,
-0.055599418,
-0.04406809,
0.05015858,
-0.06972936,
-0.046314802,
0.039439317,
-0.06036354,
-0.0046389243,
0.008404878,
-0.022616025,
0.015916483,
0.0062461374,
-0.028584706,
0.04807428,
0.02131672,
0.042687576,
0.0069363927,
-0.042037927,
-0.051863916,
0.011977966,
-0.0067875143,
-0.03232021,
-0.035027094,
0.013953992,
0.020085087,
0.020721205,
-0.00256139,
-0.03930397,
-0.019570779,
-0.009825992,
0.04967134,
-0.06339525,
-0.0034039079,
-0.03819415,
0.019070005,
0.015266832,
0.006334111,
-0.011335081,
0.043662056,
-0.009595907,
-0.01111853,
0.000549836,
0.0148743335,
0.014211146,
-0.025485324,
0.01218775,
0.013202832,
0.051728573,
-0.030696077,
0.012492275,
0.016403724,
0.05013151,
-0.008289835,
0.085916534,
-0.0047810357,
0.041821375,
0.032590896,
-0.012878005,
-0.035243645,
0.02743428,
0.042471025,
-0.0045001963,
0.025349978,
0.0024987932,
-0.015293901,
0.00022035737,
0.04333723,
0.0020233965,
-0.00479457,
0.035460193,
0.0031095343,
-0.023170937,
0.021384392,
0.010096681,
-0.024470242,
0.005379934,
0.0041719866,
0.032428484,
0.027962122,
0.017987251,
-0.013771278,
0.022413008,
0.012661455,
0.012986281,
0.009961337,
-0.0128306355,
0.046314802,
-0.029477978,
0.038275354,
-0.022751369,
0.01963845,
-0.013690071,
-0.057061136,
-0.008973324,
-0.0046287733,
0.0021959606,
-0.015063816,
-0.019191815,
-0.0005684459,
-0.03578502,
-0.08894824,
-0.007586045,
-0.052703053,
-0.008073284,
0.017716562,
-0.0071461764,
-0.02070767,
0.012065941,
-0.0008831213,
0.02003095,
0.045042567,
0.04425757,
0.019706123,
0.06220422,
0.036488812,
0.010868143,
-0.010847842,
0.042146202,
-0.05884768,
-0.01388632,
0.025864286,
0.0062427535,
-0.03107504,
-0.07189487,
-0.043662056,
0.026229717,
-0.010448576,
-0.009359055,
-0.030777283,
0.002887908,
-0.019976811,
-0.019489573,
-0.009365822,
0.11975259,
0.045150843,
-0.019476037,
-0.0033328522,
0.018853454,
-0.017960181,
-0.026744025,
-0.03908742,
0.01517209,
-0.024998084,
-0.0029234358,
0.028665913,
-0.067563854,
0.023292746,
0.03556847,
-0.0231168,
0.003060472,
0.03621812,
0.009968104,
0.023022057,
0.00021781966,
-0.006334111,
-0.025647735,
0.0343233,
0.032807447,
0.0133517105,
0.087432384,
0.041090515,
-0.0454486,
0.0065709637,
0.013047186,
0.023834122,
-0.037544496,
-0.025309375,
0.014441232,
-0.0056743077,
-0.004943449,
-0.027826779,
-0.029288497,
-0.02202051,
-0.01342615,
0.0023194621,
-0.024294293,
-0.02204758,
-0.07043315,
-0.039655868,
-0.0034512784,
0.016065363,
-0.02544472,
-0.04731635,
0.030939696,
-0.05960561,
0.21113704,
0.041767236,
0.05107892,
0.009386124,
0.03976414,
0.05538287,
-0.016958635,
-0.011037324,
0.01379158,
-0.01990914,
-0.007457468,
-0.03296986,
-0.0036339932,
-0.010137284,
-0.060796637,
0.020667067,
-0.052134607,
-0.020003881,
-0.047181007,
-0.017418806,
-0.051863916,
0.085916534,
0.0014143474,
0.03491882,
0.030100562,
0.017554149,
-0.0153886415,
-0.06274559,
0.016173638,
-0.048155487,
0.025525926,
-0.041604824,
-0.01670148,
-0.0371926,
-0.003627226,
0.026134975,
0.0037828719,
-0.017269926,
-0.020139225,
-0.0040434096,
0.011504262,
-0.024361966,
0.0073153568,
0.0005443377,
-0.0020064786,
0.016566137,
-0.037761047,
0.047911864,
0.031670555,
-0.044826016,
0.03134573,
-0.07487244,
-0.0044122227,
-0.0056607733,
-0.06344938,
-0.008540222,
-0.06252904,
-0.042227406,
0.0019388064,
0.0066657043,
-0.0023414555,
-0.011646373,
-0.0041449177,
0.030479526,
-0.01697217,
0.008919186,
-0.022115251,
0.046937387,
-0.0039012982,
-0.00036627537,
0.0026713572,
-0.022981454,
-0.030208837,
-0.045529805,
0.032347277,
0.021614477,
0.001057377,
0.055978384,
-0.025742477,
-0.065831445,
-0.00036056555,
-0.028314019,
0.0068078157,
-0.05982216,
0.02942384,
0.027826779,
-0.018474491,
0.010590687,
0.00958914,
0.045583945,
0.045502737,
0.06242077,
0.006635252,
-0.0038911472,
-0.024700327
] | Configure the model for training with compile. Note that Transformers models all have a default task-relevant loss function, so you don't need to specify one unless you want to:
import tensorflow as tf
model.compile(optimizer=optimizer) # No loss argument! |
[
0.019034319,
0.048056226,
-0.03416045,
-0.005909323,
-0.027183611,
0.004327955,
-0.011500202,
0.006633062,
-0.006405084,
0.01736972,
0.006875514,
0.0042990055,
0.021306856,
-0.060446624,
-0.026228277,
0.037460696,
-0.00359517,
-0.035723723,
-0.10456571,
-0.015632749,
0.02411496,
-0.011087671,
-0.07138955,
-0.05763852,
-0.006488314,
-0.00065000745,
0.06409427,
-0.039081868,
0.06009923,
0.030483859,
-0.015893294,
0.000045516354,
-0.0044546095,
-0.039574012,
-0.0043930914,
-0.016240688,
0.029412726,
-0.030802302,
-0.0589123,
-0.034305196,
0.025215043,
-0.0006572449,
-0.010175761,
-0.024824224,
-0.040095102,
0.0093289865,
0.0027230654,
-0.0017460187,
0.021176584,
-0.027748127,
-0.016385436,
0.023058303,
-0.010139574,
-0.02444788,
-0.020916037,
0.024520254,
-0.03161289,
0.0076788636,
-0.030686505,
0.01822373,
0.04762198,
-0.0068899887,
-0.01573407,
-0.06635233,
0.033813056,
-0.006122826,
0.0068610394,
-0.0150537575,
-0.019135641,
-0.02790735,
-0.04458228,
-0.0008436075,
-0.0116521865,
-0.007758475,
0.002364815,
0.013519431,
0.011109383,
-0.025330842,
-0.0077005755,
0.008446027,
0.029644322,
0.04261371,
0.019135641,
0.008815133,
-0.011579813,
-0.021060785,
0.025880883,
-0.007946647,
-0.041310985,
-0.07486349,
-0.013345734,
0.02289908,
0.018469801,
-0.023246475,
0.047448285,
-0.002469757,
-0.004986557,
0.040731993,
-0.00009990981,
-0.029079806,
0.011934445,
0.06878409,
0.0025819365,
0.01734077,
-0.01736972,
0.03714225,
0.016081465,
-0.0029383777,
-0.01983043,
0.0034884186,
0.025822984,
0.006723529,
0.005127686,
0.006115589,
-0.014691888,
0.017442094,
-0.055669952,
-0.021422654,
-0.0011932636,
0.012318026,
0.010313272,
-0.014185271,
0.0011380785,
-0.00439671,
0.028602138,
-0.04035565,
0.033842005,
0.03780809,
-0.016226213,
0.0040927404,
0.0064919326,
-0.018411903,
0.01023366,
0.03471049,
-0.0014972336,
0.00912634,
-0.046985094,
0.020250197,
0.005399088,
-0.047361437,
0.019671207,
-0.00882237,
0.0217411,
0.08615381,
-0.024650527,
0.029108755,
-0.011558101,
-0.047419336,
-0.007758475,
0.032018185,
-0.016573608,
0.017167073,
-0.024665002,
0.023449121,
-0.021856897,
0.007816374,
-0.054830417,
0.03598427,
0.016240688,
0.029007431,
-0.007165009,
0.030425958,
-0.04510337,
0.059867635,
-0.00037860562,
0.046695597,
-0.059867635,
-0.029542997,
0.023912314,
-0.03586847,
-0.007997309,
-0.042903207,
0.0035408898,
0.009423073,
0.04666665,
0.05442512,
0.050864328,
-0.013229936,
0.007686101,
0.0034685158,
0.0009132673,
-0.0169789,
0.009032254,
0.054946214,
-0.0045921197,
-0.0027393496,
0.0027918206,
0.022739857,
-0.01427212,
0.0053592823,
0.0046464,
0.033263013,
-0.04843257,
-0.0035969794,
-0.058970198,
-0.0122746015,
-0.011847597,
-0.009835604,
-0.016602557,
-0.024940023,
0.0042411066,
0.043597996,
-0.06432586,
0.032568224,
0.0005039028,
0.017572366,
0.002867813,
0.025316367,
-0.009097391,
-0.019758057,
0.036794856,
-0.010298796,
-0.014706363,
-0.011760748,
0.018643498,
-0.013504957,
-0.030078564,
-0.0049576075,
0.0028388635,
0.0032314917,
0.023622818,
-0.0017532561,
0.0121081425,
0.0309181,
0.038763426,
-0.02693754,
-0.018209256,
0.07069476,
-0.0051819663,
-0.018296104,
-0.0045088897,
0.015343253,
0.0054859365,
0.05150122,
0.029933818,
0.0068320897,
0.052369706,
0.043221653,
0.016038042,
0.032973517,
0.03841603,
-0.005102355,
0.034913138,
0.032510325,
-0.033639356,
0.009560583,
0.012665421,
0.030252261,
-0.08499583,
0.06334158,
-0.034276247,
0.035115782,
0.007461742,
-0.006187963,
-0.07955331,
-0.008091395,
-0.0023539588,
0.038676575,
-0.016602557,
-0.014330018,
0.011087671,
0.018426377,
-0.0024245235,
-0.008373653,
0.040413547,
0.05894125,
-0.018165832,
0.006079402,
0.032684024,
-0.06119931,
-0.012122617,
-0.031815536,
-0.038792375,
-0.01825268,
-0.005703058,
0.017630266,
0.0075847777,
-0.0032821533,
0.0016835963,
0.009589532,
-0.031091798,
0.010139574,
0.007349563,
0.042468965,
0.048779964,
0.0247229,
-0.040442497,
-0.0069261757,
-0.06594703,
-0.0025837459,
-0.0036132636,
-0.08192718,
0.018817196,
0.008359178,
0.042526864,
0.012679895,
0.010581055,
-0.027921824,
-0.058130663,
-0.0016030804,
-0.0042157755,
0.019902803,
0.019338287,
0.040587246,
-0.031207597,
0.015328778,
-0.0148149235,
-0.02381099,
0.040037204,
0.04707194,
-0.022580635,
0.057262175,
-0.014373443,
0.006235006,
-0.040442497,
0.048664164,
0.08163768,
-0.041918922,
-0.036186915,
-0.030860202,
-0.008482213,
0.01706575,
-0.004096359,
-0.02751653,
-0.016660456,
0.06762611,
-0.040471446,
-0.026503297,
-0.014923484,
-0.020062026,
-0.046319254,
-0.03352356,
0.0073061385,
0.018730348,
-0.008142056,
0.0007884224,
-0.05341189,
0.019960703,
-0.008330228,
0.020481795,
0.0012050243,
-0.02347807,
0.06502065,
0.034999985,
-0.023087252,
-0.0170947,
0.03152604,
-0.029600898,
0.017080225,
0.04264266,
-0.025707185,
0.008496688,
0.009285563,
0.02699544,
0.032510325,
0.023275424,
-0.011087671,
0.018701399,
-0.0018636262,
-0.008221667,
0.037258048,
-0.010754751,
0.0341315,
-0.009755992,
-0.057146378,
0.02389784,
0.008880269,
0.02195822,
0.07266333,
-0.05821751,
0.028240269,
0.0055221235,
-0.021871371,
-0.003354527,
-0.016269637,
-0.024418931,
0.013077951,
0.059751835,
0.012571335,
-0.016226213,
-0.024086012,
-0.0075630653,
0.020568643,
0.03100495,
0.057956964,
-0.023232,
-0.018600075,
0.043047957,
-0.022710908,
0.0069732186,
-0.011847597,
-0.0073169945,
0.025996681,
0.00045731216,
-0.010125099,
-0.038850274,
0.00959677,
0.06536805,
0.023970213,
-0.023970213,
0.024954498,
0.022797758,
0.0020445609,
0.03841603,
0.020481795,
0.011254131,
-0.046232402,
-0.0065208822,
0.047419336,
0.014322781,
0.009690857,
-0.036186915,
-0.004487178,
-0.017224971,
-0.008156531,
-0.0076426766,
-0.02320305,
0.0034069982,
-0.02854424,
0.02666252,
0.012202228,
-0.022479312,
-0.031902384,
-0.005927417,
0.012940441,
-0.023883365,
-0.023579394,
-0.04168733,
0.006958744,
0.031120747,
0.0028660037,
-0.05755167,
-0.026184853,
-0.0028696225,
-0.061141413,
0.045711312,
0.039342415,
-0.041310985,
-0.0034124262,
-0.08117449,
-0.0069370316,
-0.005525742,
-0.012412112,
-0.039545063,
0.016819678,
0.05274605,
0.0106461905,
0.042266317,
-0.0014927103,
0.001219499,
0.002972755,
-0.0053230952,
0.023579394,
-0.030512808,
-0.007320613,
-0.015415627,
0.024071537,
0.003238729,
0.018788246,
0.0150537575,
-0.0071143475,
0.004657256,
0.025330842,
-0.024867648,
-0.037750192,
0.02195822,
0.002024658,
0.02195822,
0.046550848,
-0.0011842168,
-0.022971455,
0.03789494,
0.042353168,
-0.020959461,
0.020626543,
-0.0067959027,
-0.004794766,
-0.025171619,
-0.0048381905,
0.02842844,
-0.060388725,
0.02845739,
0.03966086,
-0.019396188,
0.028052097,
-0.043887492,
0.013917488,
-0.0063616596,
-0.01573407,
0.027646804,
0.010117861,
0.012332501,
0.0007323327,
-0.021900322,
-0.0055329795,
-0.022146393,
-0.028978482,
0.03592637,
0.048722062,
0.012079192,
-0.0060359775,
-0.04770883,
-0.03650536,
0.043626945,
-0.04232422,
-0.011840359,
-0.014387918,
-0.055583104,
-0.034971036,
-0.033234064,
-0.05025639,
0.0075485907,
0.002563843,
-0.015140606,
-0.013953675,
-0.009618483,
-0.011239656,
-0.0047730543,
-0.00025330842,
0.048548367,
-0.048808914,
-0.05196441,
-0.027994199,
0.0018799102,
0.017326295,
0.034334145,
-0.008142056,
-0.031062849,
-0.026445398,
-0.033205114,
0.03265507,
-0.004385854,
-0.034420993,
-0.06704712,
-0.0928122,
-0.009205951,
0.037084352,
0.013910251,
-0.027313884,
0.001363342,
-0.030136464,
-0.00049395143,
-0.04217947,
-0.0064340336,
-0.024679476,
0.012477249,
-0.009003305,
0.045624465,
0.0039986544,
0.004389473,
-0.034102548,
0.033697255,
0.025258467,
0.037026454,
-0.031960282,
-0.03224978,
-0.0012014057,
-0.0007291664,
0.012006818,
0.0023521495,
0.014199746,
0.016443335,
0.016313061,
0.04594291,
-0.05202231,
-0.021900322,
-0.039371364,
-0.025562437,
0.057812218,
-0.027646804,
0.00871381,
-0.0017713496,
0.009755992,
-0.0053954693,
0.027950775,
-0.027892875,
-0.0034395664,
-0.036910653,
-0.057812218,
0.049503703,
-0.00038335513,
0.010783701,
-0.0061662504,
-0.03902397,
0.021364756,
-0.03158394,
0.011123858,
0.047506183,
-0.013859589,
-0.008417076,
-0.03786599,
0.03528948,
0.005008269,
0.0019269533,
0.007903223,
-0.028052097,
-0.008040733,
0.0028171514,
-0.021784524,
-0.053614534,
-0.015589324,
0.026257226,
0.009133577,
-0.01518403,
0.059636038,
0.040731993,
-0.040645145,
-0.059636038,
0.027198086,
0.033726204,
-0.015705122,
0.023116201,
0.04840362,
0.021523979,
-0.005818856,
0.0021784524,
0.011355454,
-0.010182998,
0.07723735,
-0.022189816,
-0.020612067,
0.00882237,
0.031352345,
-0.050430086,
-0.04087674,
-0.019960703,
0.013143088,
-0.020018602,
-0.023883365,
0.019439612,
-0.0005599925,
-0.033668306,
0.052224956,
0.03164184,
-0.019323813,
0.0026760225,
-0.011507439,
0.019236965,
-0.08806448,
0.01255686,
0.046145555,
-0.014322781,
-0.014112897,
-0.054685667,
0.0027447776,
-0.02505582,
-0.021755574,
0.03598427,
-0.012484486,
0.0036928747,
0.044987574,
0.003882856,
0.06131511,
0.005257959,
0.034363095,
-0.01700785,
-0.028862685,
-0.04411909,
-0.025374265,
0.019729106,
-0.001598557,
0.039081868,
0.007005787,
0.0014158131,
0.033118267,
0.0466377,
-0.01618279,
-0.063573174,
0.024332082,
-0.024911072,
-0.016602557,
-0.020206774,
-0.0031754018,
-0.03337881,
0.04964845,
-0.019381713,
-0.047303535,
-0.0018138692,
0.014337257,
0.03265507,
-0.02547559,
-0.052167058,
-0.020901563,
-0.05147227,
-0.02784945,
-0.016081465,
-0.029615372,
-0.00041614953,
0.05572785,
-0.0042302506,
0.0124193495,
-0.008930931,
-0.021552928,
-0.011015297,
0.046058707,
-0.0091625275,
0.010913974,
-0.016269637,
-0.004939514,
-0.028602138,
-0.009140815,
0.034942087,
-0.009560583,
0.0046319254,
0.021842422,
-0.010349458,
0.0027701084,
-0.0054606055,
0.044842828,
0.013324022,
-0.0052145347,
-0.009263851,
-0.003872,
-0.040442497,
0.020669967,
-0.014662938,
-0.059809733,
0.017760538,
0.043569047,
0.04264266,
0.023145152,
0.010219185,
0.0036060263,
-0.017775014,
0.052311804,
0.020510744,
-0.02107526,
0.004212157,
0.004574026,
0.0028117234,
-0.048172023,
0.027733652,
0.03239453,
-0.00838089,
0.0341894,
-0.01855665,
0.02790735,
-0.005489555,
-0.024968972,
0.034449942,
0.021827947,
0.005916561,
-0.00033337195,
-0.024578154,
-0.026879642,
-0.039892457,
-0.00095623924,
-0.06768401,
-0.016009092,
0.049851097,
-0.045190223,
-0.03306037,
0.048866812,
-0.01706575,
-0.004986557,
0.00025579627,
-0.031757638,
0.018527701,
-0.0047332486,
0.0263875,
0.025591386,
-0.020293623,
-0.06021503,
-0.013338497,
0.019671207,
-0.033407763,
-0.02229114,
0.014054998,
0.05642264,
0.042237367,
-0.021929272,
-0.04217947,
-0.025345316,
0.053122394,
0.024708426,
-0.03465259,
0.033581458,
-0.038618676,
0.033263013,
-0.013150325,
0.021422654,
-0.0051892037,
0.04148468,
0.0064340336,
0.001402243,
0.026980964,
0.03213398,
-0.0097849425,
-0.046232402,
0.0028388635,
0.015488,
0.03763439,
-0.009777705,
0.02265301,
0.026648045,
0.035897423,
-0.025851933,
0.050459035,
-0.016834153,
0.03662116,
0.010689615,
-0.022160867,
-0.0371712,
0.0067524784,
0.024824224,
0.019685682,
0.020944986,
-0.028138947,
0.0022381607,
-0.028356068,
0.009473735,
-0.0029763738,
-0.010566579,
0.025605861,
-0.0042519625,
-0.02414391,
0.02580851,
0.004327955,
-0.031294446,
0.021856897,
0.007342325,
0.0371712,
0.00572477,
-0.025938781,
0.004201301,
0.0027719177,
0.022160867,
0.015285353,
0.02450578,
-0.016023567,
0.04029775,
-0.019888328,
0.023970213,
-0.011775223,
0.04765093,
0.008294041,
-0.044234887,
0.014757024,
0.019888328,
0.023926789,
-0.013874063,
-0.00017347102,
0.006531738,
-0.01100806,
-0.06380477,
-0.013570094,
-0.045537613,
-0.002151312,
0.022551686,
0.011644949,
-0.059693936,
0.041282035,
0.004118071,
0.029846968,
0.047940426,
0.038039688,
0.007649914,
0.062241495,
0.06334158,
0.0056017344,
0.009394123,
0.019989653,
-0.038879223,
-0.019758057,
-0.0030324636,
0.012310789,
-0.000023210514,
-0.0679735,
-0.046116605,
0.031352345,
-0.018904045,
-0.0013289645,
-0.043771695,
0.021495027,
-0.027067814,
-0.026083529,
-0.02763233,
0.11660872,
0.0403267,
-0.028500816,
-0.006821234,
0.008308516,
-0.042497914,
-0.022551686,
-0.038097586,
0.030020665,
-0.03653431,
-0.01454714,
-0.00995864,
-0.029600898,
0.03581057,
-0.0015940337,
-0.04087674,
0.011608763,
0.0310339,
0.0051819663,
0.033813056,
-0.027371783,
-0.034305196,
-0.025620336,
0.059809733,
0.0341315,
-0.0030596037,
0.061257213,
0.05946234,
-0.025316367,
-0.013309548,
0.024129435,
0.024983447,
-0.03514473,
0.006792284,
0.03592637,
-0.019902803,
-0.019844905,
-0.032626122,
-0.019598834,
0.002746587,
-0.022464838,
0.0024281421,
-0.035260532,
-0.025822984,
-0.06664182,
-0.03830023,
-0.009835604,
0.017789489,
0.0010955589,
-0.048374668,
0.0063761347,
-0.07295282,
0.24942918,
0.05083538,
0.06577334,
-0.013410871,
0.05445407,
0.05691478,
0.019092217,
-0.014054998,
0.039747708,
-0.016834153,
0.020525219,
-0.04516127,
-0.011702849,
-0.008641436,
-0.014112897,
0.030252261,
-0.027371783,
-0.012658183,
0.007932172,
-0.026315125,
-0.05210916,
0.04898261,
0.00605769,
0.023000404,
0.03152604,
0.036215864,
-0.017992135,
-0.04524812,
-0.00037453457,
-0.035115782,
0.016703881,
-0.012636472,
-0.011138333,
-0.022045068,
0.021755574,
0.07961121,
0.020481795,
-0.013874063,
-0.013852351,
-0.01518403,
0.017543416,
-0.027241511,
-0.00962572,
-0.013570094,
0.0040637907,
0.030252261,
-0.013895776,
0.007758475,
0.011956157,
-0.05940444,
0.029846968,
-0.06496275,
0.019787006,
-0.010631716,
-0.0620678,
-0.00727357,
-0.039255567,
-0.03471049,
0.008930931,
0.013287836,
-0.011080434,
0.00848945,
-0.023608344,
0.010002064,
-0.047535133,
0.0058007627,
-0.03665011,
0.031149697,
-0.0052977647,
0.013150325,
-0.023159627,
-0.015068232,
-0.026923066,
-0.035086833,
0.03161289,
0.04272951,
-0.007230146,
0.048085175,
-0.0014510953,
-0.030425958,
-0.0095678205,
-0.00990074,
-0.0041470206,
-0.065483846,
0.038010735,
0.030860202,
-0.0036349758,
-0.009010542,
0.005453368,
0.027646804,
0.043597996,
0.053006593,
-0.012180516,
0.0036331664,
0.011992344
] | import tensorflow as tf
model.compile(optimizer=optimizer) # No loss argument!
The last two things to setup before you start training is to compute the SacreBLEU metric from the predictions, and provide a way to push your model to the Hub. Both are done by using Keras callbacks.
Pass your compute_metrics function to [~transformers.KerasMetricCallback]: |
[
0.010889921,
0.0008682189,
-0.016003974,
0.02133863,
-0.020055104,
-0.014947738,
0.015148289,
0.011377929,
0.000093694944,
0.026098376,
0.007988617,
0.018183295,
0.048640314,
-0.048774015,
-0.038880162,
0.0087239705,
-0.022234425,
-0.047276568,
-0.04441537,
-0.03628637,
-0.010401914,
0.01732761,
-0.104393505,
-0.051207367,
-0.0151349185,
0.01334333,
0.012614661,
0.00167293,
0.0734819,
0.004813225,
-0.0074604987,
-0.0107161105,
-0.0012267039,
-0.020228915,
-0.0024199826,
-0.0020640045,
0.030189617,
0.004716292,
-0.02898631,
-0.02497529,
0.031553365,
-0.0075808293,
0.019506931,
-0.020469576,
-0.050191242,
0.002358146,
-0.011404669,
0.005331315,
-0.017501421,
-0.044923432,
0.019894663,
0.04037761,
0.023437733,
-0.0022896244,
-0.02469452,
-0.015870273,
-0.049496,
-0.009606395,
-0.03818492,
-0.013664211,
0.014840777,
0.04069849,
-0.008556845,
-0.049496,
0.013002393,
0.022140834,
-0.013182889,
-0.0041514067,
-0.035510905,
-0.033719316,
-0.054416183,
0.0005698992,
-0.0046928944,
-0.010415284,
-0.04599304,
0.039254524,
0.008991372,
-0.007841546,
-0.021057859,
-0.012835267,
0.012066488,
0.039735846,
0.033318214,
0.0002987375,
-0.037222274,
-0.054549884,
0.05388138,
-0.015763313,
0.027154611,
-0.05797262,
-0.037596636,
0.037436195,
-0.031740546,
-0.018811688,
-0.0014280906,
0.037008353,
0.005227697,
0.031072041,
-0.013022448,
-0.017982744,
0.05142129,
0.08273399,
-0.006297303,
0.03628637,
0.014546636,
0.0117322365,
-0.0021041147,
-0.0030132795,
-0.016498666,
0.0047196345,
-0.004238312,
-0.010114457,
0.050699305,
-0.00041718796,
-0.008844301,
0.022555307,
-0.020523056,
0.027676044,
-0.029868735,
-0.04593956,
-0.02477474,
-0.007734585,
0.013095983,
-0.037516415,
0.008984687,
-0.06636903,
0.038051218,
0.035992227,
0.020884048,
-0.0028327834,
0.0123338895,
-0.0044722883,
0.04591282,
0.027208092,
0.015736572,
-0.021699622,
-0.027970186,
0.0046360716,
-0.007086137,
-0.03631311,
0.020295765,
0.008744026,
-0.004605989,
0.07524675,
0.01731424,
-0.025336282,
0.047330048,
-0.06332065,
-0.003934143,
0.0145332655,
-0.074177146,
-0.009338994,
0.0034227378,
0.023263922,
-0.043827087,
-0.0021141423,
-0.016525406,
0.011551741,
-0.027194722,
0.035564385,
0.012066488,
-0.01913257,
-0.011277653,
0.013771172,
0.04232964,
0.040965892,
-0.045164093,
-0.01727413,
-0.0045324536,
-0.029253712,
0.0071797273,
0.005471701,
0.031740546,
-0.005234382,
0.033532135,
0.016699217,
0.031580105,
0.0074203885,
0.014172274,
0.05011102,
-0.002455079,
-0.015629612,
0.01550928,
-0.0018149869,
-0.017742082,
-0.015937123,
0.0011280996,
-0.0070593967,
0.010094402,
0.0070192865,
0.047009166,
0.02703428,
-0.034976102,
0.0057056774,
-0.050913226,
-0.021900173,
-0.03813144,
-0.0013996791,
-0.014693706,
-0.03251601,
-0.039495185,
0.029735034,
-0.048560094,
-0.03438782,
-0.02305,
-0.00062505074,
0.021967024,
0.025510093,
0.010816386,
0.005832693,
0.013276479,
0.020643387,
-0.006835448,
0.023397623,
0.016311485,
-0.012995708,
-0.029253712,
0.025670534,
0.017862413,
-0.022541936,
0.033799537,
-0.005999819,
0.05610081,
0.031446405,
0.06877564,
0.012875377,
0.012668141,
0.068080395,
0.03075116,
0.030430278,
-0.003041691,
0.0686152,
0.0456989,
0.05561949,
0.0425703,
0.012902117,
0.016338225,
0.026419258,
0.046420883,
0.03821166,
0.002364831,
-0.0050873114,
0.018223405,
0.03246253,
-0.011491575,
0.005973079,
-0.0105423,
0.0024049412,
-0.041046113,
0.019440081,
-0.045244314,
0.027889965,
0.0174212,
-0.03869298,
-0.04061827,
-0.047356788,
0.022541936,
0.0620906,
-0.0119327875,
-0.00286788,
0.04251682,
0.023357512,
0.00021977052,
-0.03083138,
0.02497529,
0.057170417,
-0.0047898274,
0.025082251,
0.010241473,
-0.016364966,
-0.03230209,
-0.043158583,
-0.075835034,
-0.019506931,
-0.036981612,
-0.0067719403,
0.003210488,
-0.05377442,
0.025590314,
-0.0023815436,
-0.03232883,
-0.020215545,
-0.008797506,
0.054924246,
0.04786485,
0.025764124,
-0.034575,
0.016030714,
-0.013049188,
0.019894663,
-0.020496316,
-0.010575725,
0.008276073,
-0.0052611222,
0.0062805903,
0.012908802,
-0.026018156,
-0.05380116,
-0.013269794,
0.009004742,
-0.02676688,
0.033398435,
-0.014653596,
0.023678394,
-0.020643387,
0.021565922,
0.018798318,
-0.0033024072,
0.02502877,
0.025683904,
0.0016679162,
-0.011631961,
0.058400463,
0.017902523,
-0.01933312,
0.027595824,
0.06882912,
-0.008202538,
-0.02895957,
-0.01929301,
-0.05941659,
-0.0060666692,
-0.026272187,
0.0022795969,
-0.0060031614,
0.029601334,
-0.023156961,
-0.058828305,
-0.021793213,
-0.031526625,
-0.018103074,
-0.008055467,
-0.005194272,
0.0539616,
0.0025286144,
-0.010762906,
-0.058721345,
-0.0229163,
0.017742082,
0.030403538,
0.031098781,
-0.04069849,
0.012755047,
0.03216839,
0.018544286,
-0.017715342,
0.061127957,
-0.045244314,
-0.018611137,
-0.021846693,
0.0498971,
-0.0029915532,
0.015629612,
0.008022042,
-0.009566285,
0.019948144,
-0.012119968,
0.020055104,
0.049121637,
0.017020099,
0.052678075,
0.007306743,
0.015897013,
0.008817561,
-0.080220416,
-0.03855928,
0.033585615,
-0.020014994,
0.06685035,
-0.07230534,
-0.003559781,
0.029387413,
0.0052042995,
-0.0063608107,
0.006364153,
-0.023771985,
0.04056479,
0.0074604987,
0.041420475,
-0.041901797,
-0.05797262,
-0.000608756,
0.010214733,
0.032890372,
0.08225267,
0.015803423,
0.0145332655,
0.029975696,
-0.022180945,
-0.03093834,
0.005792583,
0.01534884,
0.0020790459,
-0.035216764,
-0.018357106,
-0.045351274,
0.028130626,
0.08348271,
0.031927727,
0.02686047,
0.04430841,
-0.026178597,
0.003767017,
0.043105103,
-0.01538895,
-0.02124504,
-0.037142053,
0.041607656,
0.031740546,
0.027622564,
-0.013029133,
-0.008897781,
-0.030483758,
-0.004579249,
0.002112471,
-0.0022712406,
-0.009218663,
0.021913543,
0.009258773,
0.043720126,
0.015281989,
-0.048399653,
-0.027649304,
-0.014947738,
0.03871972,
-0.020148695,
-0.0040277336,
-0.026018156,
0.017675232,
0.035056323,
0.0009818645,
-0.05203631,
-0.028638689,
-0.0047798,
-0.046741765,
0.037115313,
0.034040198,
-0.0385058,
-0.032890372,
-0.0382384,
-0.009131758,
-0.014760557,
-0.048533354,
-0.00006340338,
-0.009967387,
-0.013523825,
-0.016405076,
0.022622157,
0.027863225,
-0.012260354,
-0.00086069823,
-0.02901305,
0.04032413,
-0.048640314,
-0.0421692,
-0.027809745,
0.005826008,
0.020335875,
0.045057133,
0.02679362,
-0.025483353,
-0.015081438,
0.030483758,
-0.04259704,
-0.04433515,
0.03858602,
0.035484165,
0.007280003,
0.024467228,
-0.0032472557,
0.006905641,
0.010869866,
-0.0032004605,
0.014747187,
0.0073802783,
-0.010308323,
0.011391299,
-0.028611949,
-0.010816386,
-0.0075741443,
-0.03449478,
0.024280047,
-0.008463254,
-0.011424725,
-0.0026823701,
-0.056689095,
-0.020482946,
0.00962645,
-0.035965487,
0.037970997,
0.014787297,
-0.0030767873,
-0.015602871,
0.0062170825,
0.002067347,
0.022515196,
-0.029574594,
-0.010274898,
0.031205742,
0.011665386,
-0.018383846,
-0.058133062,
-0.058133062,
0.06166276,
-0.018357106,
0.04941578,
-0.007112877,
-0.043586425,
-0.011692126,
-0.04791833,
-0.027889965,
-0.0058995434,
-0.062464964,
-0.0032221868,
0.014827407,
-0.03099182,
-0.025363022,
-0.04773115,
-0.027101131,
0.034040198,
-0.041046113,
-0.027101131,
-0.0020807171,
0.018637877,
0.033746056,
0.021044489,
0.04019043,
0.00528452,
-0.04992384,
-0.03248927,
0.03101856,
-0.04227616,
0.004051131,
-0.046394143,
-0.03101856,
0.017982744,
0.023183702,
-0.016886398,
-0.037676856,
0.014693706,
-0.034869142,
0.016659107,
-0.04751723,
-0.006952436,
-0.0046928944,
0.013797912,
-0.04027065,
0.057116937,
-0.019908033,
0.011785717,
0.037409455,
0.007975247,
0.011825827,
0.050859746,
-0.039013863,
-0.032007948,
-0.0067919954,
0.00022624664,
0.013664211,
-0.0030149508,
-0.0038037847,
0.009131758,
-0.04575238,
0.03232883,
-0.03425412,
-0.028451508,
-0.033451915,
-0.025095621,
0.03866624,
-0.035805047,
0.019560412,
-0.015870273,
0.016899768,
0.015776683,
0.06139536,
-0.013784542,
-0.007707845,
-0.01731424,
-0.07850905,
0.056742575,
-0.039709106,
0.01710032,
-0.027889965,
-0.00573576,
0.069791764,
-0.030403538,
0.027167981,
0.064015895,
-0.01942671,
-0.0012517727,
-0.027622564,
-0.0070593967,
-0.005194272,
-0.037061833,
-0.0022043902,
-0.009867111,
-0.03866624,
0.039735846,
-0.034040198,
-0.035617866,
-0.017675232,
-0.003456163,
-0.012300464,
-0.001372939,
0.0344413,
-0.014265864,
-0.00853679,
-0.06353457,
-0.011097157,
0.01550928,
0.03072442,
0.009292198,
0.027569083,
0.0025703958,
0.039281264,
-0.0096933,
-0.016979989,
0.0035497535,
0.06005835,
0.032114908,
-0.0620906,
-0.01144478,
0.018798318,
-0.03428086,
-0.04267726,
0.0072131525,
0.004786485,
-0.0153354695,
-0.011404669,
-0.0070660817,
0.023504583,
-0.03214165,
0.03238231,
0.044869952,
-0.03216839,
-0.0049201855,
0.0030383484,
0.0010386873,
-0.014747187,
-0.015121548,
0.014145534,
-0.0210846,
0.010535615,
-0.05957703,
-0.029761774,
-0.043559685,
-0.019787703,
0.018530916,
0.008784136,
0.04075197,
0.0385058,
0.020349246,
0.08669153,
0.016137674,
0.023183702,
0.0053480277,
-0.03069768,
-0.04449559,
-0.031580105,
0.0040076785,
-0.01334333,
-0.0055987164,
-0.04080545,
0.001569312,
0.017862413,
0.037623376,
-0.015816793,
-0.102307774,
0.015923753,
-0.050699305,
-0.016351596,
0.037382714,
-0.004579249,
0.009258773,
0.06492506,
-0.009298883,
-0.0382384,
-0.0056588817,
-0.008496679,
0.00072616193,
0.011872622,
-0.020068474,
0.0019587153,
-0.02136537,
-0.002105786,
-0.033425175,
-0.009833686,
0.004669497,
0.008904466,
-0.0017347665,
-0.0012943898,
-0.001298568,
0.03243579,
0.022528566,
0.008262703,
-0.014666966,
-0.010502189,
-0.009659875,
-0.011859252,
-0.043666646,
0.007534034,
0.037489675,
-0.033077553,
-0.009145128,
0.009833686,
-0.018196665,
-0.060486194,
0.050271463,
0.05610081,
0.008209223,
-0.025844345,
-0.027435383,
0.030296577,
-0.06551334,
-0.0032923797,
-0.058614384,
-0.03666073,
-0.002040607,
0.045297794,
0.0052042995,
0.036045708,
0.007948507,
0.013864762,
0.0016695875,
0.0055987164,
-0.02302326,
0.01739446,
0.018838428,
-0.008115632,
-0.0053480277,
0.008022042,
0.013289849,
0.015856903,
-0.0023046657,
0.04593956,
0.003559781,
-0.020456206,
0.022207685,
0.009385789,
0.007326798,
0.041500695,
0.01342355,
-0.02290293,
0.02129852,
-0.010301638,
-0.012688196,
0.025804235,
-0.033024073,
-0.038906902,
0.031847507,
-0.032997333,
0.015870273,
0.011357874,
-0.033505395,
-0.012788472,
0.012066488,
-0.023183702,
0.00427508,
0.030563978,
0.026566328,
0.033692576,
-0.048961196,
-0.037462935,
-0.008142373,
0.019547042,
-0.052464154,
-0.0054950984,
0.012982338,
0.015950494,
0.04580586,
0.005020461,
-0.029922215,
-0.023905685,
0.0074003334,
0.019974884,
-0.014466415,
0.012995708,
-0.02288956,
0.00859027,
-0.046795245,
-0.015856903,
0.011698811,
0.015094808,
0.015790053,
-0.00001301101,
0.016538776,
0.05208979,
0.010468764,
-0.023237182,
0.007975247,
0.010769591,
0.01246759,
-0.020496316,
-0.0049402406,
-0.0048633628,
0.056475174,
0.014787297,
0.03625963,
-0.0149343675,
0.015870273,
-0.009466009,
-0.0040277336,
-0.027221462,
0.031713806,
0.018169925,
0.02484159,
-0.007961877,
-0.033558875,
-0.011297708,
-0.004702922,
0.026232077,
0.025403133,
-0.012674826,
-0.0085167345,
-0.015910383,
-0.022207685,
0.0026706713,
-0.034040198,
-0.053132657,
0.00865712,
0.052196752,
0.024574189,
0.050993446,
0.021766473,
-0.015121548,
0.02498866,
0.029601334,
-0.023985906,
0.033639096,
-0.016899768,
0.03815818,
0.002707439,
0.082038745,
-0.05604733,
-0.0083228685,
-0.040992633,
-0.009078277,
-0.036874652,
-0.010408599,
-0.009900536,
-0.021766473,
0.013289849,
-0.031981207,
-0.019573782,
-0.0650855,
0.033665836,
-0.037035093,
0.04449559,
0.015870273,
-0.048533354,
0.0047530597,
0.035698086,
-0.018357106,
0.014787297,
0.016084194,
0.05952355,
0.015201769,
0.0645507,
0.039495185,
-0.007079452,
0.007106192,
0.029253712,
-0.039388224,
-0.026098376,
-0.01540232,
0.0046661543,
0.025349652,
-0.057063457,
-0.04048457,
0.017461311,
0.018357106,
-0.014987848,
-0.050966706,
0.04810551,
0.01929301,
-0.04968318,
0.0039608832,
0.10770928,
0.043586425,
-0.01921279,
0.01339681,
-0.0055719763,
-0.06166276,
-0.025296172,
-0.017982744,
0.06369501,
0.024306787,
-0.05171543,
-0.001918605,
-0.052196752,
0.00167293,
0.00021559237,
-0.020108584,
-0.014613486,
0.04759745,
0.025269432,
0.039254524,
-0.003442793,
-0.03267645,
-0.010930032,
0.07096833,
0.043105103,
-0.0019336463,
0.08321531,
0.078134686,
-0.007146302,
0.017742082,
0.006912326,
0.0004583427,
-0.010375174,
-0.004696237,
0.0006405099,
-0.013002393,
-0.039735846,
-0.050191242,
-0.024453858,
0.019025609,
-0.009098332,
-0.020456206,
-0.018303625,
0.008095577,
-0.058400463,
-0.025911195,
0.0037168793,
0.013022448,
-0.018357106,
-0.023237182,
0.06321369,
-0.03446804,
0.20504339,
0.04794507,
0.050699305,
0.01058241,
0.0067485427,
0.049014676,
0.011297708,
-0.025282802,
0.011705496,
-0.012668141,
-0.02890609,
-0.0125077,
0.019720852,
-0.013604046,
-0.029173492,
0.043613166,
-0.041794837,
0.0007533199,
0.011685441,
-0.05963051,
-0.058667865,
0.04420145,
0.0066683223,
0.07364234,
0.03617941,
-0.013904872,
0.021940283,
-0.042944662,
-0.008804191,
-0.03088486,
0.003843895,
-0.037703596,
0.008784136,
-0.0012333889,
0.0026907264,
0.012607976,
-0.006885586,
-0.047062647,
0.010114457,
-0.03101856,
0.022261165,
0.00022373976,
0.043773606,
-0.024453858,
-0.0035129858,
0.019881293,
-0.0022695693,
0.033558875,
0.022073984,
-0.03267645,
0.010950087,
-0.031366184,
0.05797262,
-0.037623376,
-0.073963225,
0.011377929,
-0.062464964,
-0.05551253,
0.024239937,
0.030162876,
-0.020937528,
0.04775789,
0.0036801116,
0.02131189,
-0.026646549,
0.015723202,
-0.004799855,
0.016164415,
0.013323274,
0.006898956,
0.008068837,
-0.041500695,
-0.03101856,
-0.0060499567,
-0.0040344186,
0.042864442,
-0.017889153,
0.018865168,
0.010789646,
-0.055138167,
0.03845232,
-0.025576944,
0.035484165,
-0.02680699,
0.020670127,
0.033344954,
-0.028371288,
0.021632772,
-0.0125411255,
0.006477799,
0.03676769,
0.052383933,
0.016873028,
-0.0008022042,
0.033933237
] | Convert your datasets to the tf.data.Dataset format with [~transformers.TFPreTrainedModel.prepare_tf_dataset]:
tf_train_set = model.prepare_tf_dataset(
tokenized_books["train"],
shuffle=True,
batch_size=16,
collate_fn=data_collator,
)
tf_test_set = model.prepare_tf_dataset(
tokenized_books["test"],
shuffle=False,
batch_size=16,
collate_fn=data_collator,
) |
[
0.011927631,
0.05342137,
-0.049373876,
0.017160265,
-0.019128567,
0.012447429,
-0.00026401406,
-0.0043593724,
0.019544404,
0.028013647,
0.004646994,
0.038562078,
0.001362737,
-0.052561972,
-0.016675118,
0.04787686,
0.0131058395,
-0.03140966,
-0.070359856,
0.01213555,
-0.0020722612,
-0.004290066,
-0.106232844,
-0.08244689,
-0.04735013,
0.010666255,
0.022607747,
-0.016924622,
0.04333036,
0.018144416,
-0.036760114,
-0.023439424,
-0.0016546902,
-0.044023424,
-0.041001666,
-0.03714823,
-0.0041653146,
-0.02263547,
-0.04463332,
-0.03942148,
0.0025019608,
0.01505335,
0.023605758,
-0.03756407,
-0.028554237,
0.020334497,
0.0082336,
0.0075474666,
-0.0017794417,
-0.03811852,
-0.012960296,
0.07008263,
-0.017714715,
0.0072217267,
-0.043690752,
0.0366215,
-0.052146133,
0.0068336106,
-0.05264514,
0.013604846,
0.04604717,
0.011310804,
-0.0010456602,
-0.053643152,
0.04061355,
-0.0028866115,
0.0038984849,
-0.006033122,
-0.02872057,
-0.009141514,
-0.03750862,
-0.004310858,
0.00048167945,
-0.01872659,
-0.013119701,
0.031437382,
0.006497475,
0.01874045,
-0.014332563,
0.0026579003,
0.029829474,
0.06719948,
0.016536506,
0.02935819,
-0.016619675,
-0.060656957,
0.03997593,
-0.003240074,
-0.01668898,
-0.05749659,
-0.032269057,
0.020764196,
-0.015580079,
0.010631601,
0.036455166,
0.0036108634,
-0.017257294,
0.045964003,
0.0014978845,
-0.008476173,
0.0383403,
0.07862118,
0.01851867,
0.003449726,
-0.025587922,
0.04385709,
0.011456347,
-0.016980067,
-0.037979905,
-0.045964003,
0.0071801427,
0.006053914,
0.011615752,
-0.0065598506,
0.00963359,
0.015649384,
-0.007935583,
-0.008968248,
-0.0053261966,
-0.0025712673,
0.016494922,
-0.0023910708,
-0.017423628,
-0.0335443,
-0.0013584053,
-0.03132649,
0.021207757,
0.041140277,
-0.00024062315,
0.0077900393,
-0.044356093,
-0.034098748,
0.031492826,
0.04022543,
0.002914334,
-0.010409821,
-0.0018262236,
0.015441465,
0.0012778367,
-0.038977917,
0.030910654,
0.018407779,
0.0130157415,
0.0584946,
0.00022849454,
0.015136518,
-0.00063631934,
-0.05544512,
-0.0014242465,
0.012232579,
-0.014221673,
0.024520604,
-0.01061081,
-0.009086069,
-0.036011603,
0.0028814136,
-0.026904743,
0.020736475,
0.022469135,
-0.005322731,
0.0023962688,
0.029496802,
-0.041556116,
0.017160265,
0.007824692,
0.037674956,
-0.04671251,
-0.0015923145,
0.026308708,
-0.033516575,
0.0059638154,
0.0046539246,
0.027888894,
0.0017205313,
0.059437167,
0.052617416,
0.02860968,
0.001885134,
0.054835223,
0.01831075,
-0.0115949605,
-0.007880137,
0.035069037,
0.040696718,
-0.002281913,
-0.0008992505,
0.0051598614,
0.008053403,
0.020292914,
0.0032418068,
0.0027878499,
0.019017676,
-0.017298877,
0.025296835,
-0.04873626,
-0.045021437,
-0.01321673,
0.013895933,
0.010735561,
-0.010319723,
-0.014221673,
0.026405737,
-0.06359555,
0.009231612,
-0.020320635,
0.027237413,
0.0027116127,
0.017187987,
-0.016314726,
-0.0018937973,
0.03423736,
-0.0062029227,
0.011387041,
0.009134583,
0.0073187556,
-0.008732606,
-0.041445225,
0.0073603396,
-0.0057247085,
-0.01678601,
0.00931478,
0.0011860058,
0.017326599,
0.02643346,
0.03055026,
-0.039282866,
-0.008892011,
0.03021759,
0.0054890667,
-0.0017742438,
-0.002777454,
0.01505335,
0.021983989,
0.06559157,
0.05938172,
0.013119701,
0.06520346,
0.058771826,
0.023162197,
0.016287003,
0.038922474,
-0.009183098,
0.015108795,
0.031964112,
-0.03434825,
-0.014221673,
0.025075054,
0.03337796,
-0.013272176,
0.0513699,
-0.073076665,
0.03628883,
0.015898887,
0.006698463,
-0.065258905,
-0.011983076,
0.028360179,
0.033183903,
-0.028886907,
-0.0036004675,
0.032878954,
0.028304733,
0.012523666,
-0.016259281,
0.017090958,
0.056165904,
0.01170585,
0.010853382,
0.047516465,
-0.041667007,
-0.01777016,
-0.03240767,
-0.03648289,
-0.026197819,
-0.02880374,
-0.0006055646,
0.0038603663,
-0.027043356,
0.01375732,
0.003978187,
-0.019544404,
-0.014748401,
-0.009002901,
0.0771796,
0.04574222,
-0.0076444955,
-0.059326276,
-0.0041306615,
-0.074185565,
0.036954172,
-0.010292,
-0.035457153,
0.03055026,
0.0065078707,
0.017077096,
0.016952345,
-0.003846505,
-0.01885134,
-0.054003544,
0.03185322,
-0.0012657081,
0.0052153063,
0.0062341103,
0.007810831,
-0.017673131,
0.02719583,
-0.00038010228,
-0.006206388,
0.019100843,
0.046435285,
0.004224225,
0.045575887,
0.008829635,
-0.008725676,
-0.042942245,
0.042859077,
0.08926664,
-0.03628883,
-0.027985923,
-0.029413635,
-0.06858561,
0.008926664,
-0.009834578,
-0.004418283,
-0.03617794,
0.040779885,
-0.03368291,
-0.036676947,
-0.007866276,
-0.053670876,
-0.03853436,
-0.041001666,
0.0028155723,
0.054946113,
-0.0047682803,
-0.011789018,
-0.0494016,
-0.009397947,
-0.014831569,
0.011726642,
0.040253155,
-0.0043593724,
0.042859077,
0.018892923,
-0.022482995,
0.0028086419,
0.020015687,
-0.05588868,
0.013625638,
0.003597002,
-0.0050524366,
-0.010215763,
-0.0050524366,
0.012502874,
0.0043177884,
0.03867297,
-0.018546391,
-0.0035727448,
0.0071454896,
0.014665234,
0.016189974,
0.0070657874,
0.016189974,
0.0053331275,
-0.055860955,
0.00069219765,
0.0014744936,
-0.022247354,
0.031021543,
-0.04507688,
0.01527513,
-0.023869123,
-0.009432601,
-0.006694998,
-0.0039747218,
-0.008926664,
0.011082093,
0.036649223,
0.04615806,
-0.0033076478,
-0.0242711,
0.014984043,
-0.005416295,
0.034071025,
0.059215385,
-0.011005856,
-0.04008682,
0.022580024,
-0.01343158,
0.0058459947,
0.0052049104,
0.011130608,
-0.005416295,
-0.01734046,
-0.044605598,
-0.055306505,
-0.00509402,
0.08998743,
0.036261108,
0.018463224,
0.014706817,
-0.016425617,
-0.027140385,
0.010458335,
0.03725912,
0.016176114,
-0.048763983,
0.020417664,
0.042166013,
0.01299495,
-0.0057455003,
-0.05544512,
-0.0022784478,
0.0003536792,
0.017839467,
-0.011865255,
-0.027570086,
0.013979101,
-0.021609735,
0.034486864,
-0.009488046,
-0.03412647,
-0.0312156,
-0.011338526,
0.033932414,
-0.006511336,
0.009931607,
-0.017853327,
-0.00035931036,
0.02860968,
-0.019821629,
-0.056831244,
-0.02501961,
0.0012535795,
-0.049262986,
0.04455015,
0.02872057,
-0.055722345,
0.020694891,
-0.056720357,
0.013078117,
-0.001798501,
-0.014173158,
-0.022898834,
-0.012897921,
0.022884972,
0.0154137425,
0.019530542,
-0.008046472,
-0.0123504,
0.008032612,
-0.018283028,
0.0374809,
-0.051952075,
0.008635577,
-0.033655185,
0.026752269,
0.049651105,
0.013265245,
0.015178101,
0.013091979,
-0.0059083705,
0.022884972,
-0.0019371138,
-0.03013442,
0.03423736,
0.02872057,
0.025380002,
0.06326288,
0.0050974856,
-0.00016341149,
0.004549965,
0.015441465,
0.010659324,
0.0035866061,
-0.026738409,
0.002399734,
-0.016300865,
-0.018019663,
0.029413635,
-0.050760005,
0.045659054,
-0.010021705,
-0.02178993,
-0.02295428,
-0.043358084,
-0.017271154,
-0.011872186,
-0.016591951,
0.06326288,
-0.012842475,
-0.009141514,
-0.0494016,
-0.0018626094,
-0.023134476,
-0.019738462,
-0.046518452,
0.025615644,
0.01917015,
0.010583087,
0.0047266963,
-0.038284853,
-0.07612615,
0.05516789,
-0.051092677,
-0.0051078815,
-0.0037633374,
-0.028360179,
0.005059367,
-0.033627465,
-0.022815665,
-0.00867023,
-0.044993713,
-0.008975179,
-0.0045984793,
-0.007214796,
-0.0014892212,
-0.006410842,
-0.01635631,
0.036094774,
-0.05580551,
-0.03867297,
-0.026239403,
0.0040267017,
0.030633427,
0.0043593724,
0.021498844,
-0.011983076,
-0.050427336,
-0.03725912,
0.038090795,
-0.014457314,
-0.034930423,
-0.042110566,
-0.0374809,
0.018879063,
0.044356093,
0.012100897,
-0.071967766,
0.011996937,
-0.037425455,
0.047516465,
-0.048292696,
-0.008524687,
0.0019890936,
0.028776016,
-0.022677053,
0.04560361,
-0.024201794,
-0.027764143,
0.015469188,
0.04507688,
0.020708751,
0.050621394,
-0.044217482,
-0.019585988,
-0.006760839,
-0.0029437891,
0.0016607546,
0.02393843,
0.023370117,
0.014485037,
0.015302853,
0.0383403,
-0.026475044,
-0.026738409,
-0.004432144,
-0.045437273,
0.039171975,
-0.041140277,
0.027902756,
-0.0022957744,
0.0005505527,
-0.025213668,
0.028290872,
-0.039948206,
0.005558373,
-0.012003868,
-0.0494016,
0.01874045,
-0.027750282,
-0.028637404,
-0.007096975,
-0.026946327,
0.032684896,
-0.047294687,
0.03188094,
0.048930317,
0.0045430344,
0.031104712,
-0.02980175,
0.058993604,
0.0045153117,
0.006043518,
-0.015399882,
-0.019863214,
-0.000032027136,
-0.008136571,
-0.015302853,
-0.03584527,
-0.014187019,
0.021637456,
0.00053885725,
-0.025615644,
0.02880374,
0.022940418,
-0.046130337,
-0.051397625,
0.04280363,
0.011061301,
-0.023328533,
0.02761167,
0.060157955,
0.01072863,
0.020694891,
-0.018976092,
-0.027431471,
-0.018144416,
0.07457368,
0.008725676,
-0.05408671,
-0.0017551845,
0.061710417,
-0.031132434,
-0.042055123,
-0.013071187,
0.024978025,
-0.023522591,
-0.021692902,
-0.006636088,
-0.020459248,
-0.03845119,
0.02806909,
0.032019556,
-0.030411648,
0.01831075,
-0.02014044,
0.015580079,
-0.078676626,
0.02133251,
0.046102617,
0.022621607,
-0.016924622,
-0.045880836,
-0.0013436778,
-0.052811474,
-0.01548305,
0.03512448,
-0.039366033,
-0.016869178,
0.06952818,
0.00025275178,
0.039615538,
0.0071108365,
0.04981744,
0.017756298,
-0.013279106,
-0.04549272,
-0.03457003,
0.034847256,
-0.00985537,
0.03931059,
0.012690001,
0.0055167894,
0.038312577,
0.057274807,
-0.0037113575,
-0.0721341,
0.019544404,
-0.027417611,
-0.024118626,
0.021318648,
0.0123504,
0.0009772202,
0.03628883,
-0.0063311392,
-0.036898725,
-0.007679149,
-0.011802879,
0.016841454,
-0.031132434,
-0.054835223,
0.015746413,
-0.061710417,
-0.027778003,
-0.049567934,
-0.0135494005,
0.020431526,
0.029968087,
0.005409364,
-0.007845485,
-0.045104604,
0.021512706,
-0.0072494494,
0.05319959,
-0.009280127,
0.004563826,
-0.0002722442,
-0.012045451,
-0.03077204,
0.026267124,
0.021374093,
-0.017728576,
0.0004242851,
0.014290979,
-0.0108811045,
0.0008619983,
0.030716596,
0.04527094,
0.032130446,
-0.025338419,
-0.020542417,
0.025962176,
-0.036593776,
0.017589964,
-0.021914683,
-0.040419493,
-0.003836109,
0.045326386,
0.041999675,
0.031132434,
0.023106754,
0.011546446,
-0.02263547,
0.021152312,
0.011830602,
-0.015191962,
0.012225648,
-0.0034982404,
0.0108811045,
-0.01765927,
0.033932414,
0.026738409,
-0.046851125,
0.007900929,
-0.031770054,
0.008295976,
0.005721243,
0.00020748602,
0.00985537,
0.021595873,
-0.0038430397,
0.0029819077,
0.019253317,
-0.01872659,
-0.032878954,
-0.012586041,
-0.069084615,
-0.033433408,
0.0494016,
-0.010111803,
-0.017201848,
0.025546338,
-0.061987642,
0.0004886101,
0.018019663,
-0.045548163,
0.032989845,
0.0012041987,
0.0192949,
-0.00018907651,
-0.021817654,
-0.05976984,
-0.016550368,
-0.0030078976,
-0.050344165,
0.004806399,
0.0064143073,
0.04538183,
0.020972116,
0.007852415,
0.0014346425,
-0.023799816,
0.008247461,
0.028554237,
-0.0010889767,
0.030245312,
-0.03138194,
0.0046192715,
-0.013819695,
0.044577874,
-0.038756136,
0.029912641,
0.01764541,
-0.0024707732,
0.03620566,
0.035568044,
0.020722613,
-0.018019663,
0.0123919835,
0.024118626,
0.005100951,
0.015302853,
0.0027982458,
0.012426637,
0.043940257,
0.022787943,
0.02145726,
-0.0014121179,
0.03800763,
-0.008254392,
-0.006119755,
-0.045464996,
0.02622554,
0.0025660694,
0.015621662,
0.03240767,
-0.052173857,
-0.029968087,
-0.0374809,
0.008995971,
0.018823618,
-0.004023236,
0.018255305,
-0.046379842,
-0.035512596,
0.020223606,
0.008316767,
-0.04083533,
0.039338313,
0.0021987455,
0.061987642,
0.01419395,
0.041528393,
0.02806909,
0.007575189,
0.031797774,
-0.014138505,
0.013722667,
0.005721243,
0.061821308,
-0.0077484553,
0.023550313,
-0.02697405,
-0.02123548,
-0.015954332,
-0.001378331,
0.0112345675,
0.01875431,
0.036261108,
-0.035872992,
0.0032833905,
0.014471176,
-0.012703863,
-0.064538114,
0.031575996,
-0.056831244,
0.013805835,
0.016508784,
-0.026987912,
-0.037203673,
0.0567758,
-0.0033682908,
0.022898834,
0.028886907,
0.050011497,
0.030189866,
0.029164132,
0.082779564,
-0.02653049,
-0.0070345993,
-0.003423736,
-0.036787834,
-0.00909993,
0.0056034224,
0.013729597,
0.004549965,
-0.052672863,
-0.052478805,
0.010874174,
-0.0046296674,
-0.015288991,
-0.07296578,
0.04277591,
0.017589964,
-0.040308602,
-0.012634557,
0.08849041,
0.001459766,
-0.008462311,
-0.015774136,
0.005305405,
-0.05189663,
-0.010104873,
-0.0275285,
0.023882985,
0.0099038845,
-0.046740234,
-0.019904798,
-0.04236007,
0.023633482,
-0.0027999785,
-0.018615698,
0.0023754768,
0.027320582,
0.0067954925,
0.033960134,
-0.023785956,
-0.042526405,
-0.0031638371,
0.058882717,
0.06431634,
0.008850427,
0.06631236,
0.05253425,
-0.0077969697,
-0.013521678,
0.005859856,
0.0031291838,
-0.025185945,
0.029496802,
0.021706764,
-0.020708751,
-0.0068301456,
-0.05749659,
-0.050344165,
-0.004102939,
-0.018976092,
-0.01594047,
-0.02395229,
-0.015538494,
-0.07451824,
-0.038063075,
-0.0073187556,
0.023813678,
-0.010638532,
-0.0383403,
0.034819536,
-0.05644313,
0.2248854,
0.028970074,
0.04388481,
-0.027389888,
0.05006694,
0.04452243,
0.010742492,
0.017395906,
0.0046816473,
-0.022385966,
0.01993252,
-0.052423358,
0.011407833,
-0.0044044214,
0.020403804,
0.031187879,
-0.012946435,
-0.028886907,
0.04169473,
-0.04582539,
-0.057773814,
0.041667007,
0.017700855,
0.06670047,
0.031354215,
0.006857868,
-0.03554032,
-0.023328533,
-0.013036533,
-0.05361543,
0.025809702,
0.012759307,
0.003780664,
0.0038291784,
-0.016675118,
0.051647127,
0.0017508529,
-0.020223606,
-0.034403697,
-0.034514587,
0.035346262,
-0.02751464,
-0.0009798192,
0.014997904,
-0.010416752,
-0.003607398,
0.008060334,
0.004293531,
0.013563262,
-0.04951249,
0.042526405,
-0.049457047,
0.047045182,
-0.014637511,
-0.08937753,
-0.009169237,
-0.007214796,
-0.047488745,
-0.04344125,
0.028831461,
0.011387041,
0.018712727,
-0.041389782,
0.0120385215,
-0.03745318,
0.001184273,
-0.04247096,
0.019239455,
0.018172137,
0.01527513,
-0.050676838,
0.016273143,
-0.014062268,
-0.046379842,
0.02328695,
0.02872057,
-0.025324557,
0.024298823,
0.02274636,
-0.05522334,
-0.004234621,
0.015191962,
0.0037633374,
-0.057829257,
0.037175953,
0.04094622,
-0.036261108,
0.0005072362,
0.0044286787,
0.023273088,
0.019655295,
0.06825294,
-0.005669263,
0.023924569,
0.014374147
] | Then bundle your callbacks together:
callbacks = [metric_callback, push_to_hub_callback]
Finally, you're ready to start training your model! Call fit with your training and validation datasets, the number of epochs, and your callbacks to finetune the model:
model.fit(x=tf_train_set, validation_data=tf_test_set, epochs=3, callbacks=callbacks)
Once training is completed, your model is automatically uploaded to the Hub so everyone can use it! |
[
0.01152521,
0.0148819275,
-0.03313498,
0.022214843,
-0.0056617595,
0.0067170365,
0.0011047994,
0.003817726,
0.006450516,
0.02391481,
0.024130909,
0.04350767,
-0.0001935875,
-0.043075472,
-0.027804568,
0.040453486,
0.008823989,
-0.02181146,
-0.060276847,
0.011921389,
0.007844346,
-0.018123392,
-0.098252416,
-0.0528719,
-0.04581271,
-0.012094268,
0.02475039,
-0.019650484,
0.05569558,
0.017964922,
-0.053851545,
0.0063784835,
0.0019826964,
-0.02135045,
-0.043478854,
-0.023036014,
0.0032756808,
-0.019765735,
-0.05534982,
-0.049616028,
0.014176008,
0.024606323,
0.04030942,
-0.02165299,
-0.05382273,
0.030657059,
0.019376758,
-0.011575633,
-0.0055645155,
-0.026608828,
0.012295959,
0.045668643,
0.020025052,
0.008175696,
-0.034143433,
0.02176824,
-0.049471963,
-0.0014226431,
-0.04028061,
0.007974004,
0.05866332,
0.02181146,
-0.00047676553,
-0.030224863,
0.029374879,
-0.019477606,
0.0031118067,
0.007484183,
-0.01780645,
0.01152521,
-0.04304666,
-0.022690257,
-0.022128403,
-0.038234886,
-0.013304414,
0.024505477,
0.005910272,
0.019938614,
-0.027113056,
-0.0051107104,
0.03209771,
0.07508674,
0.033451922,
-0.006936736,
-0.008571875,
-0.058807384,
0.04993297,
-0.013347634,
-0.011121828,
-0.050826177,
-0.037226427,
0.022445347,
-0.01714375,
-0.0043615717,
0.015515814,
0.028524894,
-0.011842153,
0.033394296,
-0.009169745,
-0.009321013,
0.03304854,
0.08459504,
0.016308172,
0.02594613,
-0.036246784,
0.008139679,
0.004592076,
-0.016409017,
-0.04970247,
-0.04200939,
0.008751957,
0.011273096,
-0.014910741,
0.009450672,
-0.009061696,
0.018325083,
-0.016495457,
-0.025830876,
-0.01867084,
-0.020586906,
0.024519885,
-0.012015032,
-0.012440024,
-0.03731287,
0.02119198,
-0.02771813,
-0.02152333,
0.042153455,
-0.0054132473,
0.016898839,
-0.015213277,
-0.025874097,
0.013369244,
0.054110862,
-0.011748511,
-0.018598808,
-0.005042279,
0.022142809,
0.017230188,
-0.030253677,
0.042067017,
0.018454742,
0.0028290788,
0.0336248,
0.0045092385,
0.005236767,
0.029648602,
-0.060737856,
-0.024851235,
0.025081739,
-0.032501094,
0.022776697,
0.0062416214,
-0.004059035,
-0.03114688,
-0.0011183055,
-0.019506417,
0.013578138,
0.015098025,
0.0015342936,
-0.010207014,
0.034633256,
-0.03987723,
0.02681052,
0.020068271,
0.051373623,
-0.029562164,
-0.0076570613,
0.013419666,
-0.01581835,
0.013549325,
0.0042247097,
0.047080483,
0.019059816,
0.06805637,
0.0643683,
0.032587532,
-0.022502972,
0.032558717,
0.0023374567,
-0.02061572,
0.009947697,
0.030743498,
0.021364858,
-0.0020889444,
-0.0055537107,
-0.0006176792,
0.008211712,
0.025931723,
0.017403066,
0.009465079,
0.0076930774,
-0.030801123,
0.019362353,
-0.06673097,
-0.032155335,
-0.03837895,
0.0104303155,
0.016797993,
-0.027458813,
-0.0012839804,
0.030829936,
-0.06142937,
0.00016049756,
-0.022286875,
0.026003756,
-0.021609768,
0.015875977,
0.03440275,
0.012007828,
0.04460256,
-0.018123392,
-0.0051575312,
-0.009148136,
0.0216818,
-0.009054493,
-0.021264013,
0.016423425,
-0.008528655,
-0.0021087532,
0.041029748,
0.0029011115,
0.013282805,
-0.0070159715,
0.0365061,
-0.021408077,
-0.010531161,
0.019175068,
0.023871591,
-0.009436266,
0.0018908548,
0.027891008,
0.0006500939,
0.05589727,
0.056214213,
-0.004455214,
0.049587216,
0.054053236,
0.03797557,
0.012893829,
0.036650166,
-0.0061443774,
0.0035584085,
0.030426554,
-0.012159096,
-0.0065117436,
0.025643593,
0.014824301,
-0.02165299,
0.027862195,
-0.0603921,
0.04607203,
0.025715625,
-0.014413715,
-0.044948317,
-0.016466644,
0.010437518,
0.00670263,
-0.040136542,
-0.004930629,
0.041548382,
0.020327589,
0.007160037,
-0.023828372,
0.030224863,
0.05667522,
-0.0037745063,
0.012663324,
0.041663636,
-0.04647541,
-0.026133414,
-0.028366422,
-0.037024736,
-0.053448163,
-0.0108409,
0.000041925203,
0.0075994353,
-0.042902593,
0.036592543,
0.007214061,
-0.021292826,
0.0041130595,
-0.026983397,
0.083096765,
0.03172314,
0.01710053,
-0.047310986,
-0.006353272,
-0.051575314,
0.046014402,
-0.010408705,
-0.05258377,
0.03143501,
0.0016072266,
0.011806137,
0.015025993,
0.01311713,
-0.03350955,
-0.04973128,
0.031089254,
0.0023104444,
-0.012800186,
-0.004610084,
0.01466583,
-0.017259002,
0.041202627,
-0.0205725,
-0.017417474,
0.009148136,
0.05362104,
-0.0073653297,
0.029403692,
0.016639521,
0.027746944,
-0.03353836,
0.036736608,
0.07358847,
-0.038062006,
-0.03106044,
-0.024015656,
-0.06361916,
0.021926712,
-0.014586594,
-0.021047914,
-0.03201127,
0.038062006,
-0.02933166,
-0.044343244,
-0.01590479,
-0.07468336,
-0.01676918,
-0.020068271,
-0.008456623,
0.06978515,
0.0054168487,
0.010437518,
-0.058519255,
-0.000027335795,
-0.0026940177,
0.026493577,
0.031694327,
-0.02185468,
0.022113997,
0.021883493,
-0.012865015,
0.010696836,
0.03503664,
-0.049587216,
0.019722516,
-0.007822736,
0.020442842,
0.009659567,
-0.013614154,
0.009407452,
-0.023064826,
0.034258686,
-0.024058877,
-0.000113451286,
-0.0041598803,
-0.00057220866,
0.031118067,
0.005103507,
0.009630754,
0.010588787,
-0.044343244,
-0.0028146724,
0.040424675,
0.011157844,
0.037773877,
-0.04883808,
0.010423112,
-0.018411523,
-0.009479485,
-0.0045992793,
-0.0075850287,
-0.028856244,
0.013160349,
0.019391166,
0.03895521,
-0.013462886,
-0.050509233,
0.0023698714,
0.00017602957,
0.05246852,
0.055637952,
-0.00389336,
-0.030340115,
0.010084558,
-0.01404635,
0.017921701,
0.017547132,
-0.0043507665,
-0.013823049,
-0.0021357655,
-0.05609896,
-0.0378315,
0.010999372,
0.08499842,
0.016120888,
0.004919824,
0.05313122,
0.0074409638,
-0.021278419,
-0.0017900092,
0.011885373,
-0.023540242,
-0.050422795,
0.043968678,
0.035929844,
0.020025052,
-0.007293297,
-0.0349502,
0.010250234,
-0.007484183,
0.010740055,
-0.00670263,
-0.012324772,
-0.010451925,
-0.008435013,
0.023727527,
-0.03238584,
-0.023497023,
-0.043882236,
0.0020637328,
0.059758212,
-0.0013776227,
0.0154005615,
-0.03333667,
0.012512056,
0.02953335,
-0.009061696,
-0.052699022,
-0.029763855,
0.010754461,
-0.057770114,
0.024476664,
0.019160662,
-0.049385525,
0.0027624487,
-0.03048418,
0.008874412,
-0.006256028,
-0.022200435,
0.010473534,
-0.0073977443,
0.015847163,
-0.002081741,
0.019059816,
-0.0059390846,
0.011179454,
0.032933287,
-0.026594423,
0.049097396,
-0.050249916,
0.012007828,
-0.025931723,
0.0036394452,
0.028424049,
0.003331506,
0.029274033,
0.009580331,
-0.0049414337,
0.047858436,
-0.027948635,
-0.040021293,
0.020788597,
0.04886689,
0.016351392,
0.057539612,
0.005870654,
0.0006145278,
0.00241129,
0.003001957,
0.008903225,
0.0024238958,
-0.024980893,
0.0069223293,
-0.0055825235,
-0.025830876,
0.03010961,
-0.042556837,
0.040712804,
-0.018065767,
-0.008478233,
-0.010934543,
-0.055983707,
-0.025585966,
0.019880988,
-0.0028957091,
0.07105292,
0.0040338235,
-0.016509863,
-0.044804253,
0.010170998,
-0.02685374,
-0.012317568,
-0.030974003,
0.019016597,
0.04304666,
0.03094519,
0.030685872,
-0.037255242,
-0.06390729,
0.045668643,
-0.043795798,
0.027156277,
-0.01024303,
-0.0012461634,
0.032126524,
-0.030051986,
-0.020831818,
-0.0050999057,
-0.01375822,
0.0050386777,
0.01590479,
-0.038148444,
-0.0024455055,
-0.0039653927,
-0.0069439393,
0.034892574,
-0.054283738,
-0.05163294,
-0.012663324,
-0.0015477997,
0.0329621,
-0.013513309,
0.019160662,
-0.009688379,
-0.04324835,
-0.022733476,
0.033970557,
-0.024404632,
-0.023367364,
-0.030311301,
-0.0486652,
0.024563104,
0.033451922,
-0.0098756645,
-0.049760096,
0.011273096,
-0.047368612,
0.03990604,
-0.0495584,
-0.0059318817,
-0.021091133,
0.004444409,
-0.034690883,
0.034979012,
-0.020298775,
-0.02428938,
0.03391293,
-0.0021285622,
0.02263263,
0.042038202,
-0.043450043,
-0.013916691,
0.011539617,
-0.009753209,
-0.014226431,
0.0075201998,
0.015126838,
0.02891387,
0.0036178355,
0.047916062,
-0.031953644,
-0.028150326,
-0.0002687715,
-0.02718509,
0.054168485,
-0.052727837,
0.028568115,
-0.04543814,
-0.0031154084,
-0.016740367,
0.02019793,
-0.02647917,
-0.0013614155,
-0.010401502,
-0.049644843,
0.028539302,
-0.040712804,
-0.04330598,
-0.026752893,
-0.015270904,
0.0645988,
-0.035180703,
0.050307542,
0.06298527,
0.008989664,
0.019304726,
-0.016077667,
0.09969307,
0.004177889,
0.010444721,
-0.036390852,
-0.002033119,
-0.0041130595,
0.012915438,
-0.012187909,
-0.020774191,
-0.0029425302,
0.016164107,
0.0068502966,
-0.030743498,
0.028784212,
0.02453429,
-0.028524894,
-0.045092385,
0.045005944,
0.0009215666,
-0.015674286,
-0.011690885,
0.039819602,
-0.009486688,
0.031492636,
0.0016432428,
-0.03742812,
-0.032760408,
0.07785279,
0.0069079227,
-0.06667334,
0.008708737,
0.032241777,
-0.024894454,
-0.057770114,
-0.03342311,
0.024505477,
-0.0053520193,
-0.016409017,
-0.010322266,
-0.00960194,
-0.036131535,
0.029389285,
0.028366422,
-0.026824927,
0.013419666,
0.026824927,
0.002150172,
-0.048319444,
0.00873755,
0.05275665,
-0.008132476,
0.0008805981,
-0.03907046,
0.0022978387,
-0.036217973,
-0.014572187,
0.024102096,
-0.036707792,
-0.017734418,
0.06189038,
-0.015789539,
0.0329621,
-0.017244596,
0.05200751,
-0.002838083,
-0.013167553,
-0.05779893,
-0.02408769,
0.047109295,
-0.019146254,
0.025269022,
-0.00621641,
0.0011228076,
0.019751329,
0.06580895,
-0.011309112,
-0.06811399,
0.026868146,
-0.015688691,
-0.012216723,
0.029490132,
0.030253677,
0.023785152,
0.043478854,
-0.0063208574,
-0.053592227,
-0.008896021,
0.0035115874,
0.01738866,
-0.008838396,
-0.047743183,
0.02466395,
-0.04563983,
0.0037925143,
-0.031204507,
-0.0073833377,
0.00008823989,
0.020457247,
0.015544627,
-0.020053865,
0.000559603,
0.02152333,
0.0016099277,
0.05704979,
-0.007851549,
0.0084854355,
0.012915438,
-0.02333855,
-0.05638709,
0.038523015,
0.008896021,
-0.023986842,
-0.014593797,
-0.010567177,
-0.02882743,
-0.01059599,
0.024174128,
0.048751637,
0.027790163,
-0.0072212643,
-0.013088317,
0.009565924,
-0.049875345,
-0.0122599425,
-0.022733476,
-0.018310677,
-0.0096379565,
0.043450043,
0.012108673,
0.023525834,
0.0077218907,
0.017230188,
-0.0037889127,
0.0072068577,
0.019765735,
-0.016682742,
0.023079233,
-0.009421859,
-0.0032972905,
0.01838271,
0.010523957,
0.028135918,
-0.046821166,
0.025499526,
-0.029158782,
-0.004952239,
0.01895897,
0.016754774,
0.0033531159,
0.033221416,
0.02081741,
-0.019780142,
0.020140305,
-0.03541121,
-0.040511113,
0.006893516,
-0.04324835,
-0.022315688,
0.024836827,
-0.028150326,
0.0004110358,
0.031089254,
-0.06598183,
0.00782994,
0.030599432,
-0.022949575,
0.029346066,
-0.0076786713,
0.02019793,
0.0074625732,
-0.018930158,
-0.07370372,
-0.019074222,
0.017316628,
-0.048780452,
0.0036538518,
0.029274033,
0.030743498,
0.010084558,
0.0103150625,
0.005193548,
-0.01553022,
-0.0067062317,
0.003466567,
-0.033595987,
0.028308798,
-0.03667898,
0.013585341,
-0.019146254,
0.020327589,
-0.033192605,
0.038119633,
0.016178513,
0.0051179137,
0.028164731,
0.009616347,
0.008197306,
-0.036419664,
-0.009695583,
0.035843402,
0.0036700591,
0.028899465,
0.0038861567,
0.0024797209,
0.018181019,
0.041692447,
0.021552142,
0.0045488565,
0.058317564,
0.0138086425,
-0.0054744747,
-0.046705913,
0.040021293,
0.026652047,
0.023641087,
0.019880988,
-0.03705355,
-0.03247228,
-0.035670526,
0.0014316472,
0.012605699,
-0.0012479641,
-0.0020763385,
-0.05226683,
-0.021696208,
0.026349511,
0.001103899,
-0.019837767,
0.021278419,
0.010250234,
0.058519255,
0.017820856,
0.038062006,
0.027487626,
0.013001878,
0.028164731,
-0.00035250935,
0.0057193856,
-0.019391166,
0.04056874,
-0.023180079,
0.038062006,
-0.04275853,
-0.0205725,
-0.012065454,
-0.00451284,
-0.008269338,
0.02358346,
0.0150403995,
-0.020097084,
0.0011750312,
-0.012749763,
-0.009522704,
-0.074452855,
0.02999436,
-0.061948005,
0.025874097,
0.01867084,
-0.038465388,
-0.020658938,
0.04915502,
-0.0011714295,
0.023151265,
0.0280927,
0.052987155,
0.034143433,
0.06085311,
0.06598183,
-0.025110552,
-0.005888662,
0.0021843875,
-0.032933287,
-0.013001878,
0.019564044,
0.015141245,
-0.0072896956,
-0.018036954,
-0.04803131,
0.010588787,
-0.010156591,
-0.0015766127,
-0.08764922,
0.038724706,
0.022157216,
-0.04650422,
0.0018530376,
0.103381135,
0.019347947,
-0.0057157837,
-0.011669275,
-0.011273096,
-0.06505981,
-0.04229752,
-0.03858064,
0.03474851,
-0.00055870257,
-0.046216093,
-0.0092417775,
-0.0342875,
0.0022312086,
-0.020010646,
-0.017042905,
0.0048874095,
0.04163482,
-0.0012515658,
0.050307542,
-0.004588474,
-0.048780452,
-0.004231913,
0.03987723,
0.058836196,
0.018872531,
0.079639204,
0.06955464,
0.011129031,
-0.018526776,
-0.007448167,
0.030685872,
0.0009454274,
-0.0057662064,
0.0049810517,
-0.020788597,
-0.013318821,
-0.059873465,
-0.059181955,
0.012929845,
-0.034460377,
-0.0032774815,
-0.022618225,
-0.04540933,
-0.07197493,
-0.03973316,
-0.0075778253,
0.02081741,
-0.004628092,
-0.022041963,
0.04316191,
-0.053217657,
0.2471005,
0.034345128,
0.031175693,
-0.015458188,
0.047455054,
0.05713623,
-0.0041886936,
0.009616347,
0.0034989817,
-0.04134669,
0.014766675,
-0.04543814,
0.01846915,
0.0003227959,
-0.0103150625,
0.034460377,
-0.0427009,
-0.0040554334,
-0.0050782957,
-0.04183651,
-0.056214213,
0.017561538,
0.012295959,
0.07162918,
0.013527716,
-0.019808955,
-0.020399623,
-0.041692447,
-0.0034593637,
-0.054946437,
0.010170998,
-0.005550109,
0.0040698396,
0.009220168,
-0.01652427,
0.025297835,
0.00083422713,
-0.031233318,
-0.04973128,
0.00045358005,
0.019319134,
-0.046994045,
0.009421859,
0.0072500776,
-0.0020367207,
-0.0023896804,
-0.012130284,
0.010343876,
-0.007837143,
-0.029432505,
0.033797678,
-0.05886501,
0.025312243,
-0.017547132,
-0.0632734,
-0.014147195,
-0.040856868,
-0.043190725,
-0.026320698,
0.051027868,
-0.024491072,
0.022791103,
-0.061832752,
0.012159096,
-0.015371749,
0.026738487,
-0.069958024,
0.036045093,
0.02081741,
-0.0036322419,
-0.028942684,
0.012072657,
-0.0369383,
-0.041289065,
-0.008283745,
0.018281864,
-0.042729717,
0.009825242,
-0.0028903065,
-0.051978696,
0.006047134,
0.011064202,
0.02110554,
-0.049616028,
0.04993297,
0.041490756,
-0.04226871,
0.007390541,
0.019578451,
0.021019101,
0.016279358,
0.06603945,
-0.0061515807,
0.01730222,
0.0051359218
] | model.fit(x=tf_train_set, validation_data=tf_test_set, epochs=3, callbacks=callbacks)
Once training is completed, your model is automatically uploaded to the Hub so everyone can use it!
For a more in-depth example of how to finetune a model for translation, take a look at the corresponding
PyTorch notebook
or TensorFlow notebook. |
[
0.020904545,
-0.028447421,
-0.022987815,
-0.009345983,
-0.022053935,
0.0016441676,
0.014467956,
0.00080457353,
-0.04838935,
0.06229698,
0.007564428,
0.020990748,
-0.0011736357,
-0.026996315,
-0.037613813,
0.029625546,
-0.0074925907,
-0.04586069,
-0.049854822,
0.0037175606,
0.00046289916,
0.005394953,
-0.08844562,
-0.028490523,
0.011486724,
-0.017700618,
0.0486767,
-0.024367083,
0.07965278,
0.030861141,
-0.028605461,
0.0440504,
-0.0077440203,
-0.021105688,
-0.036493156,
-0.009460922,
-0.00024851086,
-0.030947346,
-0.0473549,
-0.0260337,
0.007176508,
0.015416203,
0.03169445,
-0.023030916,
-0.07333113,
0.018763803,
-0.001610045,
-0.026435986,
-0.027614113,
-0.020372951,
0.011874643,
0.005463198,
0.061147586,
0.015243795,
-0.03959651,
0.017212126,
-0.022757936,
0.0078014894,
-0.016852941,
0.005362626,
0.017341433,
0.039452836,
-0.0030656406,
-0.04620551,
0.019367235,
-0.01301685,
-0.013828607,
0.009130472,
-0.007629081,
-0.02702505,
-0.05356161,
-0.03157951,
-0.048130736,
-0.016177675,
-0.007808673,
-0.011321499,
0.0044467053,
-0.027427336,
-0.021005116,
0.031895593,
0.021594178,
0.022283813,
0.0039330716,
0.0061456487,
-0.0048418087,
-0.030746203,
0.04091831,
-0.02663713,
-0.006935855,
-0.023878593,
-0.005930138,
0.03620581,
-0.031435836,
-0.03680924,
-0.0010389414,
0.04718249,
-0.00019665358,
0.039567776,
0.0001492861,
-0.029022116,
0.010689334,
0.08166421,
-0.0006981651,
0.0560328,
-0.040832106,
0.0018291476,
0.012830074,
-0.008634798,
-0.01254991,
-0.018476456,
0.0062929145,
0.021163156,
0.015143223,
0.0054883407,
-0.018648865,
0.02543027,
-0.015646081,
-0.023591245,
-0.045285996,
-0.017944863,
0.013052769,
-0.03712532,
-0.016062735,
-0.03103355,
0.018864375,
-0.032384083,
-0.0077871224,
0.025688883,
-0.055774186,
0.01928103,
-0.01521506,
0.005940913,
-0.016163306,
0.05361908,
0.0003407764,
0.005290789,
-0.033849556,
0.050659396,
0.0033673556,
0.004173725,
0.02361998,
-0.011062886,
0.0047089104,
0.051349033,
0.021220626,
-0.002429884,
0.023375735,
-0.038820673,
-0.008096021,
0.033418536,
-0.032585226,
0.018878743,
-0.002076087,
0.016623063,
-0.022341283,
-0.021795321,
0.015559877,
-0.01620641,
-0.017226493,
-0.00063306285,
-0.020703401,
0.023059651,
-0.019094253,
0.048044533,
0.029366933,
0.03784369,
-0.045285996,
-0.0057469537,
0.025617046,
-0.025013616,
0.018088536,
0.009302882,
0.009949413,
0.023864225,
0.036952913,
0.054481123,
0.005387769,
-0.0038145406,
0.015602979,
-0.019453438,
-0.013268279,
0.014123139,
0.018691966,
0.0014151874,
0.003965398,
-0.014769671,
-0.0070759365,
0.03295878,
0.026263578,
0.026910111,
0.012126072,
0.041924026,
-0.007040018,
0.020789605,
-0.054337446,
0.008562961,
-0.033188656,
0.031062284,
0.030832406,
-0.04609057,
-0.024539493,
0.049941026,
-0.07034271,
0.039510306,
-0.014561344,
0.01680984,
-0.028720401,
0.046981346,
0.022915978,
0.009223861,
0.025645781,
0.023088386,
-0.0420677,
0.0041916845,
0.047469836,
-0.010473823,
-0.005086054,
0.032728903,
-0.028361216,
0.044395216,
0.060285546,
0.013900444,
0.0286773,
-0.038303446,
0.015243795,
-0.013921996,
0.005050136,
0.05218234,
0.024424553,
0.028533624,
-0.007298631,
0.031004814,
-0.0037175606,
0.04899278,
0.048820373,
-0.004173725,
0.062411916,
0.023964796,
0.009834475,
-0.0059014033,
0.03433805,
0.021378668,
0.02614864,
0.05169385,
-0.0014322486,
-0.0012230236,
0.0046047466,
-0.013842975,
-0.027254928,
-0.006364751,
-0.047642246,
0.028203174,
0.022154506,
-0.026622763,
-0.061434936,
-0.014898977,
0.011285581,
0.008627614,
-0.023275163,
-0.031119755,
0.015847225,
0.022111405,
-0.0020114337,
-0.017873026,
0.045946896,
0.05948097,
0.00006122975,
0.009460922,
0.024898676,
-0.044567626,
-0.008483941,
-0.058216643,
-0.062814206,
-0.041378066,
-0.028461788,
0.001957556,
-0.003008171,
-0.041665412,
0.036119603,
-0.0081463065,
-0.028706033,
0.01554551,
-0.06660719,
0.07758387,
0.022585528,
0.020143073,
-0.031895593,
0.008907778,
-0.011788439,
0.05948097,
-0.022269446,
-0.06229698,
0.0007098386,
0.0020868625,
0.023505041,
-0.006666466,
0.013095871,
-0.009769822,
-0.033763353,
0.028691666,
-0.010085904,
-0.03284384,
0.030659998,
0.019266663,
-0.00029947018,
-0.0012113501,
0.015617346,
-0.026867008,
0.0053518508,
0.031407103,
-0.022039568,
0.028519258,
-0.0011368192,
0.07034271,
-0.01161603,
0.04965368,
0.04091831,
-0.048418086,
-0.006881977,
-0.0140082,
-0.038878143,
0.020918911,
-0.002216169,
-0.0011502887,
-0.0014259629,
0.046607796,
-0.031953063,
-0.068618625,
0.017873026,
-0.04393546,
-0.015057019,
-0.03531503,
-0.008325899,
0.066089965,
-0.008361817,
0.0067131603,
-0.039567776,
-0.020803973,
0.0003169804,
0.030746203,
-0.0018165761,
-0.033188656,
0.020588461,
0.01007872,
0.011134723,
0.009920679,
0.010057169,
-0.048877843,
-0.0008566553,
-0.0038756018,
0.06672213,
0.030142773,
-0.00667365,
0.038935613,
-0.009626147,
0.034452986,
-0.019640215,
0.010833007,
-0.0010191863,
0.0077440203,
0.02060283,
0.026651498,
-0.0016962494,
0.012715135,
-0.0347116,
0.021076953,
0.037211526,
0.020459155,
0.058187906,
-0.02488431,
0.02762848,
-0.015732286,
-0.0005800831,
-0.027657215,
-0.03525756,
-0.038763203,
0.03591846,
0.029912895,
0.02729803,
-0.024180308,
-0.0360334,
-0.0056787087,
-0.033935763,
0.035947196,
0.023907328,
0.019237928,
-0.0074925907,
0.020171808,
0.0047879308,
0.0076147136,
0.009029901,
0.03241282,
0.021666015,
-0.006666466,
-0.063906126,
-0.028188808,
0.03212547,
0.065112986,
0.009468107,
-0.0022071893,
0.05761321,
0.041378066,
0.035401236,
-0.001865964,
0.01873507,
-0.061147586,
-0.003475111,
0.062584326,
0.0065515274,
0.029912895,
0.0060235257,
-0.046837673,
-0.0046298895,
0.007327366,
-0.026881376,
-0.004058786,
-0.018648865,
-0.026708968,
0.012018317,
0.020502258,
-0.058245376,
-0.0049064616,
-0.05422251,
0.02609117,
0.04393546,
-0.016062735,
0.02295908,
-0.039625246,
0.027527908,
0.009482473,
-0.0058439337,
-0.014123139,
-0.010150557,
-0.021522341,
-0.05422251,
0.031378366,
0.05031458,
-0.05114789,
0.010904845,
-0.03838965,
-0.04086084,
0.008103205,
-0.016594328,
0.009777005,
0.010337333,
-0.016781105,
-0.009058636,
0.011350233,
-0.0010685741,
0.003033314,
0.02301655,
-0.040573493,
0.007119039,
-0.043188356,
0.02795893,
0.0036493156,
0.00028600075,
-0.018174741,
0.003731928,
0.032384083,
-0.009554311,
-0.027326765,
0.06327396,
-0.037700016,
-0.026277946,
0.0042060516,
0.028318115,
-0.028533624,
0.063791186,
-0.009037085,
0.008620431,
-0.010696517,
0.038245976,
-0.006727528,
-0.026321048,
-0.018146006,
0.004148582,
-0.041780353,
-0.030602528,
0.004547277,
-0.050228376,
0.029180158,
-0.00016152083,
0.007959531,
0.001796821,
-0.052929442,
-0.0035110295,
-0.003825316,
-0.023778021,
0.035889726,
-0.0076865507,
-0.0049567474,
-0.002543027,
-0.012815706,
-0.013275463,
-0.0373552,
-0.03037265,
-0.009504025,
0.09614654,
0.035343766,
0.04531473,
-0.0266946,
-0.011558561,
0.035516173,
-0.039021816,
0.011019784,
-0.01780119,
-0.00821096,
0.0427286,
-0.016393185,
-0.034970213,
-0.014590079,
0.010639048,
0.010351701,
0.042153906,
-0.032010533,
0.011924929,
-0.025186025,
-0.013282646,
0.0580155,
-0.043791786,
-0.05229728,
-0.0018498007,
-0.0088072065,
0.02916579,
-0.0073165903,
0.010710885,
-0.020990748,
-0.046550326,
-0.0072160186,
0.056952313,
-0.017714985,
-0.009970965,
-0.029137054,
-0.043130886,
0.010789906,
0.039625246,
-0.011580111,
-0.029711751,
0.04542967,
-0.051291563,
0.051234093,
-0.05387769,
0.0026004966,
-0.03784369,
-0.007194468,
-0.0480158,
-0.0012751054,
-0.0027226193,
-0.0028070277,
0.0015274326,
0.0020150256,
0.05086054,
0.04399293,
-0.026651498,
0.016249511,
0.040832106,
0.0090801865,
-0.009051452,
0.0023706183,
0.0044682566,
0.03959651,
-0.012492441,
0.028921545,
-0.055113286,
-0.024582595,
-0.020947646,
-0.0026561702,
0.050630663,
-0.064021066,
-0.014532609,
-0.029381301,
0.0030422937,
-0.010502558,
-0.013261096,
-0.013943546,
-0.023533775,
-0.04795833,
-0.047556043,
0.013771138,
-0.03531503,
-0.034136906,
-0.03180939,
-0.0025591904,
0.078848206,
-0.016321348,
-0.0025124962,
0.07229668,
-0.0007583285,
0.013024034,
-0.055831656,
0.08723876,
0.0019395968,
0.006533568,
-0.059423503,
0.022987815,
-0.029309465,
-0.002516088,
-0.014755304,
-0.028792238,
-0.032872576,
0.06373372,
0.038849406,
-0.014590079,
0.038677,
0.031608246,
-0.03620581,
-0.04542967,
0.0486767,
0.01013619,
0.015473673,
-0.014029751,
0.016278246,
-0.016565595,
0.008584512,
-0.009360351,
-0.053647812,
-0.013476606,
0.056262676,
0.013577178,
-0.04614804,
0.0038612345,
0.002521476,
-0.041780353,
-0.081606746,
-0.010567212,
0.024309615,
-0.033361066,
-0.021062585,
-0.01134305,
0.00087820634,
-0.00813194,
0.043791786,
0.037211526,
-0.048360616,
-0.0040480103,
0.058159173,
-0.0018255558,
-0.0019162499,
0.0035343766,
0.013124606,
-0.02729803,
-0.009963781,
-0.032441553,
0.020775238,
-0.023045285,
0.01441767,
0.036177073,
-0.020315481,
-0.011026967,
0.044912443,
-0.002097638,
0.036464423,
-0.026895743,
0.015373101,
0.04614804,
-0.047699716,
-0.030803671,
-0.002331108,
0.047498573,
-0.013821424,
0.013024034,
-0.0014322486,
0.009152024,
0.019381601,
0.06361878,
-0.03313119,
-0.054193772,
0.028476156,
-0.031838123,
-0.021723485,
0.022657365,
-0.019467806,
0.013569995,
0.0037391118,
-0.009856026,
-0.055889126,
0.016982248,
0.025444638,
0.009266963,
0.025645781,
-0.049481273,
0.030286446,
-0.02422341,
0.006885569,
0.008577328,
-0.032068003,
-0.0038576426,
0.04120566,
0.0055709532,
0.00015983715,
-0.008498307,
0.0057038516,
0.008656349,
0.030659998,
-0.03899308,
-0.008110388,
-0.0012472685,
-0.009195126,
-0.048590492,
0.05580292,
0.014784038,
-0.012779788,
0.0039330716,
0.0036277645,
-0.030631263,
-0.032499023,
0.005107605,
0.046262976,
-0.009231044,
0.0480158,
-0.026493456,
-0.013440688,
-0.049337596,
-0.0050249924,
-0.031780653,
-0.017010983,
-0.014123139,
0.031665716,
0.019166091,
0.061607342,
0.012363134,
0.02554521,
0.020416053,
0.016723635,
0.056233943,
0.0072950395,
0.0009886556,
0.025085453,
-0.0127366865,
-0.022772305,
-0.0060989545,
0.035113886,
-0.04905025,
0.015114488,
0.019467806,
-0.016019633,
-0.018304048,
0.019712051,
0.014022567,
0.020890176,
0.0460331,
-0.057268392,
0.00620671,
-0.022700466,
-0.029797954,
0.026349783,
-0.039970063,
-0.011795622,
0.004220419,
-0.046895143,
0.00420246,
0.032613963,
-0.032700166,
0.0009374718,
0.010983865,
-0.0018839233,
-0.030114038,
-0.00653716,
0.008792839,
0.01774372,
-0.030286446,
-0.05514202,
-0.015789755,
-0.014044118,
-0.03856206,
-0.0013119217,
0.032613963,
0.02581819,
0.02433835,
-0.0039582145,
-0.03416564,
-0.0058151986,
-0.009956597,
0.021737853,
-0.029654281,
0.008261246,
-0.011228111,
0.019266663,
-0.037096586,
-0.0071477736,
-0.027599744,
0.032556493,
0.019467806,
-0.0026956804,
0.00560328,
0.020574095,
0.03525756,
-0.012715135,
0.001773474,
0.01982699,
0.0046298895,
0.008376185,
-0.004245562,
0.007194468,
-0.0061887507,
0.047814656,
0.043763053,
0.013692117,
0.050630663,
-0.0052584624,
-0.05700978,
-0.031981796,
0.069825485,
0.023505041,
0.034366783,
0.019324131,
-0.0124062365,
-0.0038684183,
-0.026665865,
-0.011587296,
0.018275313,
-0.022944713,
-0.001072166,
-0.020372951,
-0.024094103,
0.0266946,
0.048906576,
-0.02120626,
0.015904695,
0.013720852,
0.038878143,
0.0046334816,
0.026823906,
0.02147924,
0.07384835,
0.006788589,
0.040286146,
0.0059193624,
-0.034682866,
0.021910261,
-0.0032919268,
0.04301595,
-0.029855425,
-0.011192192,
0.00077628775,
0.009460922,
-0.035631113,
0.03356221,
0.0029453137,
-0.0009769822,
-0.009425004,
-0.03186686,
0.0105097415,
-0.06200963,
0.030171506,
-0.033274863,
0.048102003,
0.0068245074,
-0.018117271,
-0.035085153,
0.035401236,
-0.020732135,
0.039970063,
0.008785656,
0.07746894,
0.04212517,
0.06959561,
0.041550476,
0.031493306,
-0.0062031182,
0.01895058,
-0.011680683,
-0.015301264,
0.024453288,
0.00011185233,
-0.020387318,
0.008699452,
-0.03988386,
0.0273555,
0.0058008316,
0.016522491,
-0.07287137,
0.029481873,
-0.0013334729,
-0.01949654,
-0.019367235,
0.116318345,
-0.0029255587,
0.014683466,
-0.01840462,
-0.016306981,
-0.07614714,
-0.004148582,
-0.038677,
0.025502106,
-0.03169445,
-0.048849106,
-0.0006721242,
-0.04048729,
0.0022718427,
-0.014985181,
-0.023849858,
-0.030717468,
0.024740636,
-0.030458855,
0.034625396,
0.0029596812,
-0.044366483,
-0.021450505,
0.016565595,
0.026306681,
0.017283963,
0.07821604,
0.055630513,
-0.032154206,
-0.021666015,
-0.023806756,
0.024783738,
-0.0019683316,
-0.0028609054,
-0.008900595,
-0.0028034358,
-0.036493156,
-0.05712472,
-0.03229788,
0.018174741,
-0.013160524,
-0.016034001,
-0.04218264,
-0.03163698,
-0.058187906,
-0.01626388,
-0.018217843,
0.004834625,
-0.023849858,
0.0025555985,
0.02976922,
-0.025372801,
0.24619949,
0.039740186,
0.028246278,
0.006978957,
0.02461133,
0.06327396,
-0.000057694026,
0.017614413,
0.011084437,
-0.049510006,
0.00881439,
-0.040228676,
-0.022671733,
0.022944713,
-0.033878293,
0.028030766,
-0.046119303,
0.026579661,
-0.046952613,
-0.007636265,
-0.02422341,
0.012959381,
0.013182075,
0.07172198,
0.010466639,
-0.017240861,
0.042441253,
-0.04344697,
-0.006249812,
-0.040458553,
0.01494208,
-0.047814656,
-0.011436438,
0.016508125,
-0.03873447,
-0.011321499,
-0.0051507074,
-0.042498723,
-0.03284384,
0.004597563,
-0.008483941,
-0.044079136,
0.014108771,
0.021666015,
-0.010998232,
0.0040336433,
-0.0040085004,
0.031981796,
0.004382052,
-0.04019994,
0.048906576,
-0.056923576,
-0.0011089825,
-0.047010083,
-0.045659546,
-0.030861141,
-0.03910802,
-0.023706185,
0.0026867008,
0.038935613,
-0.052498423,
0.014252445,
-0.037268996,
-0.005068095,
-0.015574245,
0.02455386,
-0.031608246,
0.041607946,
0.0024388635,
-0.006932263,
-0.013433504,
-0.009310065,
-0.04531473,
-0.04833188,
-0.0063432003,
0.025775088,
-0.012772605,
0.01647939,
-0.017169025,
-0.050573193,
-0.010243945,
-0.020473523,
0.0038109487,
-0.038245976,
0.03163698,
0.019726418,
-0.031234693,
0.027211826,
-0.008433655,
-0.0076218974,
0.016364451,
0.039079286,
-0.0040875208,
-0.012248195,
0.0103445165
] | For a more in-depth example of how to finetune a model for translation, take a look at the corresponding
PyTorch notebook
or TensorFlow notebook.
Inference
Great, now that you've finetuned a model, you can use it for inference!
Come up with some text you'd like to translate to another language. For T5, you need to prefix your input depending on the task you're working on. For translation from English to French, you should prefix your input as shown below: |
[
0.01271721,
-0.033204053,
-0.0068792133,
0.016357878,
-0.015366928,
-0.0066386564,
-0.0026640794,
-0.0025384154,
0.022217417,
0.032256186,
0.00075084314,
-0.0115323765,
0.0046208496,
-0.04848481,
-0.03352001,
0.0038022373,
-0.0026802362,
-0.021858377,
-0.043659307,
-0.004082289,
-0.017147768,
0.006681741,
-0.0656613,
-0.023093475,
0.000014670165,
0.008904201,
0.014548316,
-0.0073495563,
0.050495435,
0.04205081,
-0.011489292,
0.03897742,
-0.003611946,
-0.009737175,
-0.013880501,
-0.043601863,
0.001655176,
-0.021571144,
-0.048427362,
-0.038805082,
0.017564254,
0.0035293668,
0.0027879484,
-0.033232775,
-0.042826336,
0.022662627,
-0.014892994,
0.0034449922,
0.0060534202,
-0.04047103,
-0.025376972,
0.008789308,
0.043573137,
0.011360037,
-0.032600865,
-0.020551471,
-0.019144032,
-0.033031713,
-0.03711041,
-0.027301429,
0.030934917,
0.02890993,
-0.024084426,
-0.028852483,
-0.0052635316,
0.008265109,
0.004836274,
0.008774946,
-0.019230202,
-0.021714762,
-0.067729376,
-0.007891707,
-0.03584659,
-0.034467876,
-0.029297693,
0.004599307,
0.023337623,
-0.02267699,
0.006609933,
0.05569434,
-0.0108501995,
0.031624276,
0.02250465,
0.023639217,
-0.024156235,
-0.0453827,
0.03389341,
-0.035875313,
0.0035652707,
-0.038029555,
-0.014009755,
0.02091051,
0.0064699072,
-0.001360763,
0.05905496,
0.06635066,
-0.02080998,
0.030188113,
-0.014476507,
-0.014634485,
0.029929604,
0.07956334,
-0.02572165,
0.034668937,
-0.01200631,
0.016027562,
0.04225187,
-0.026899304,
-0.013385025,
0.0025150778,
-0.025951438,
-0.010785572,
0.031911507,
0.018885523,
-0.011798066,
0.03716786,
0.025118463,
-0.0067032836,
-0.019273287,
-0.012135564,
0.018928608,
-0.010045949,
-0.024184959,
-0.054487966,
0.026310477,
-0.06939532,
0.014577039,
0.02855089,
-0.028163126,
-0.009385315,
-0.0064914497,
-0.0065273535,
0.028536528,
0.035329573,
0.020206792,
-0.008796489,
-0.009715633,
-0.016085008,
0.023265814,
-0.018655738,
-0.017851487,
-0.014210817,
-0.0021470613,
0.08639947,
0.012056575,
-0.014670389,
0.027502492,
-0.0102757355,
-0.040413585,
0.019201478,
-0.061123032,
-0.015467458,
0.017291384,
0.012925453,
-0.013499917,
0.016860535,
0.013550183,
-0.015596713,
-0.019948283,
0.009385315,
0.024917401,
-0.023567408,
-0.028134402,
0.05152947,
0.008753404,
0.048456088,
-0.0038919975,
-0.057073057,
0.017320108,
-0.05595285,
0.020781256,
-0.0008540673,
0.033950858,
0.005130687,
0.066580445,
-0.0016462001,
0.049719907,
0.02429985,
0.016975429,
0.021470614,
-0.007783995,
-0.027646108,
-0.007152084,
0.030274283,
0.015252034,
-0.0045167278,
-0.028852483,
0.005845177,
0.0073890504,
0.0045849453,
0.05035182,
0.03949444,
-0.010720945,
0.021729123,
-0.07111871,
0.0012135564,
-0.0012225325,
0.02508974,
-0.025147187,
-0.02952748,
0.004466462,
0.041734852,
-0.041102942,
0.011869874,
-0.03432426,
0.04903055,
0.010483978,
0.06278898,
-0.004570584,
0.0072346632,
0.038718913,
0.049777355,
-0.016300432,
-0.00021587302,
0.0019872885,
0.007906069,
-0.023194008,
0.02296422,
-0.003974577,
-0.032629587,
0.010031587,
0.00978026,
0.056900717,
-0.037656154,
0.0021829654,
-0.010692222,
-0.016199902,
0.051098622,
0.03432426,
-0.026884941,
0.019187117,
0.020766895,
0.000553371,
0.04394654,
0.0026102234,
0.028033871,
0.05196032,
0.033749793,
-0.0070946375,
-0.011273867,
0.008372821,
0.0101536615,
0.03912104,
0.03851785,
-0.024673253,
0.01645841,
0.0075757517,
0.011711896,
-0.04598589,
0.035501912,
-0.06359323,
0.033491284,
0.0026981884,
-0.015984477,
-0.06956766,
-0.065316625,
0.0151515035,
0.026238669,
-0.013672257,
-0.0016111936,
0.02322273,
0.028263656,
0.011510834,
-0.0046388013,
0.054574136,
0.01966105,
-0.0039099497,
0.035501912,
-0.035185955,
-0.02563548,
-0.033922132,
-0.057906028,
-0.079046324,
0.015769053,
-0.054574136,
-0.018828077,
0.009514569,
-0.037656154,
0.014354434,
-0.013514279,
0.00004011154,
-0.043400798,
-0.049518846,
0.028665783,
0.04776673,
0.02998705,
-0.043458246,
0.038201895,
-0.012128383,
0.03461149,
-0.009572016,
-0.00028184667,
0.018023826,
-0.026152499,
0.00095145695,
0.011776524,
-0.0115323765,
-0.04475079,
-0.04653163,
0.018899884,
-0.0024791737,
0.0069976966,
0.0014226974,
0.0065381248,
-0.03142321,
0.049145445,
0.019416902,
-0.052362446,
0.038747635,
0.048542257,
0.0029297692,
0.038000833,
0.00747522,
0.045038022,
-0.021686038,
0.028751953,
0.0417923,
0.009011913,
-0.026913665,
-0.02277752,
-0.040155075,
0.03150938,
-0.03168172,
-0.054660305,
0.0012530509,
0.029240247,
-0.0047106096,
-0.0599741,
-0.0022314359,
-0.03354873,
-0.029412586,
-0.017104683,
0.004929624,
0.06520173,
-0.0006256278,
-0.013894862,
-0.079046324,
0.0046208496,
-0.013492737,
-0.00053227734,
0.01592703,
-0.023940811,
0.0031613503,
0.021240829,
-0.009923875,
-0.01877063,
0.021657314,
-0.04572738,
0.014620123,
-0.041160386,
0.009974142,
0.013385025,
0.010864561,
0.023610493,
0.002615609,
0.0068002245,
-0.0059816125,
0.019402541,
0.024831232,
0.044061434,
0.037254028,
0.04492313,
0.031997677,
0.021815293,
-0.022361033,
-0.022102524,
-0.030360453,
0.018339781,
0.056182634,
-0.03914976,
0.0030051677,
0.018871162,
-0.013234228,
0.010469617,
-0.023107838,
-0.03711041,
0.046158228,
0.025276441,
0.06049112,
-0.012552051,
-0.046215676,
-0.0035185956,
0.0015160479,
0.020292962,
0.023869002,
0.043429524,
0.023553047,
-0.0010439098,
-0.010871742,
-0.0077696336,
0.002464812,
0.0059277564,
-0.0068002245,
-0.013499917,
-0.0539135,
-0.042567827,
0.011790886,
0.032859374,
0.03435298,
0.0077983565,
0.025391335,
-0.02098232,
0.029139716,
0.03317533,
-0.0033570274,
-0.015955754,
-0.042912506,
0.0730719,
0.008236386,
-0.023509962,
0.0052778935,
-0.0016228624,
-0.021844016,
0.00533534,
-0.028005147,
0.0050768307,
-0.00075937033,
0.024931762,
0.0023535097,
0.048255023,
-0.026813135,
-0.053856052,
-0.05646987,
0.0040248423,
0.047536943,
-0.05905496,
0.00783426,
-0.002739478,
0.006918708,
0.022289226,
-0.029369501,
-0.039092313,
-0.000023477873,
-0.017205214,
-0.06830384,
0.034984894,
0.04144762,
-0.040585924,
0.019086586,
-0.03015939,
0.0055723065,
0.0021668086,
-0.049547568,
0.00604983,
0.013119334,
-0.013356301,
-0.02740196,
0.03389341,
-0.031451937,
-0.009449942,
0.031164704,
-0.04466462,
0.03716786,
-0.029642371,
-0.002651513,
-0.02990088,
-0.0148786325,
-0.0010672475,
0.041045494,
0.01991956,
-0.039465718,
0.004010481,
0.03185406,
-0.032945544,
-0.05721667,
0.0044951853,
0.047709282,
-0.021039765,
0.0136363525,
-0.0074608587,
0.0049583474,
0.021800932,
0.011403122,
0.014419061,
0.015725968,
-0.02135572,
-0.0043084845,
-0.022447202,
-0.02411315,
0.038489126,
-0.023021668,
0.029642371,
-0.023912087,
-0.038201895,
-0.015912669,
-0.057446457,
-0.012552051,
0.020594556,
-0.043171015,
0.007062324,
0.036966797,
-0.04288378,
0.016774366,
-0.043688033,
0.0075398474,
-0.0068181762,
-0.024342936,
-0.0062257596,
0.055234767,
0.010641957,
0.013363482,
-0.026454093,
-0.073359124,
0.044291217,
0.0104265325,
0.015252034,
-0.0072346632,
-0.024357298,
0.0073531466,
-0.02705728,
-0.015410013,
0.017104683,
0.007126951,
-0.012164287,
-0.012128383,
-0.0023947991,
-0.0033498465,
-0.016242987,
-0.0075470284,
0.050753944,
-0.02677005,
-0.073761255,
-0.029584926,
0.03441043,
0.030561516,
-0.009744355,
0.043343354,
-0.02429985,
-0.022921136,
-0.01148211,
0.04276889,
-0.05170181,
-0.0028364188,
-0.03673701,
-0.044348665,
0.033577453,
0.0336349,
0.00014933835,
-0.055004984,
0.011963225,
-0.050466713,
0.005536402,
-0.029671095,
-0.026626432,
-0.017822763,
-0.01263104,
-0.046732694,
0.03406575,
-0.015137142,
0.01370098,
-0.022648266,
-0.018081272,
0.027631747,
0.06411025,
-0.051012453,
0.0051450483,
0.007518305,
-0.020120623,
-0.007791176,
0.027416322,
-0.010247012,
0.030877471,
-0.024989208,
0.026884941,
-0.050581604,
-0.012315084,
-0.039896566,
0.017549893,
0.025420057,
-0.03441043,
-0.03377852,
-0.01938818,
0.035501912,
-0.021987632,
0.056182634,
-0.011539557,
-0.029728541,
-0.04610078,
-0.054775197,
0.007999419,
-0.023624856,
0.011044081,
-0.0019298419,
0.009579197,
0.056699652,
-0.033232775,
0.031164704,
0.061525155,
0.022906775,
0.014778101,
-0.057274118,
0.038316786,
-0.0075039435,
0.0012494605,
-0.021025404,
0.0077265487,
-0.06434003,
0.023538686,
0.008322556,
-0.019589242,
-0.029039184,
0.025506226,
0.051644366,
-0.02952748,
0.044233773,
-0.0041469163,
-0.05150075,
-0.04262527,
0.015208949,
0.014354434,
0.016760005,
0.003974577,
-0.017750956,
-0.005407148,
0.0070838663,
-0.024917401,
-0.014706293,
-0.032859374,
0.06962511,
0.0087605845,
0.003816599,
0.0132126855,
0.008940105,
-0.03601893,
-0.048341192,
0.036248714,
0.012638221,
-0.061869834,
-0.038115725,
0.006193446,
-0.00008426228,
-0.028895568,
-0.01227918,
0.03150938,
-0.029872159,
0.0015223311,
-0.006103686,
-0.031710446,
-0.04029869,
0.0340083,
0.0405572,
-0.03159555,
0.0055687157,
-0.073014446,
-0.026612071,
-0.041160386,
-0.003637079,
0.055464555,
0.013679437,
0.033204053,
0.047048647,
-0.0049116723,
0.06962511,
-0.012358169,
0.0051989043,
0.024328575,
-0.02563548,
-0.060433675,
-0.014907355,
0.011395941,
-0.00088458566,
0.010146481,
-0.024443468,
0.027473768,
0.0065776194,
0.04475079,
0.007518305,
-0.07243998,
0.022633905,
-0.006915117,
-0.03923593,
0.027516853,
-0.035616804,
-0.022978583,
0.034841277,
-0.021240829,
-0.034841277,
-0.007941972,
0.013973851,
-0.032801926,
-0.013162419,
-0.013191143,
0.022447202,
-0.006742778,
0.002348124,
-0.031279597,
-0.031164704,
-0.0069941063,
0.008301013,
-0.007525486,
0.0073962314,
0.0016076032,
0.009622281,
0.012537689,
0.006864852,
0.0055292216,
-0.010081854,
0.0118196085,
0.013420928,
-0.04518164,
0.020537108,
0.038891252,
-0.057590075,
0.022131247,
0.016975429,
0.0065776194,
-0.007525486,
0.012839283,
0.05934219,
-0.032715756,
0.056441143,
-0.026640795,
0.006387328,
-0.019000417,
-0.013155239,
-0.01495044,
-0.008889839,
0.034467876,
0.045152914,
0.0011982973,
0.042740166,
0.0052132662,
0.02847908,
0.002134495,
0.04475079,
0.019991368,
0.017937656,
0.020307323,
0.0010223674,
0.013306036,
-0.05445924,
0.01868446,
0.018009465,
-0.023596132,
0.03567425,
0.020336047,
-0.035530634,
-0.057618797,
0.03443915,
0.027430683,
0.022921136,
-0.0046926574,
-0.029843435,
-0.0065417155,
-0.0011866284,
-0.026655156,
0.026267393,
-0.05213266,
-0.03130832,
0.0016758209,
-0.047623113,
-0.0017332673,
-0.010347543,
-0.022088163,
0.018253611,
0.009270422,
0.025664205,
-0.0040858793,
0.029785989,
0.024543999,
-0.009177072,
-0.033376392,
-0.02322273,
-0.006247302,
0.030762577,
-0.02294986,
-0.030475346,
0.029039184,
0.03978167,
0.010606052,
0.0026407419,
-0.01698979,
-0.006807405,
0.0014559086,
0.041246556,
-0.034123197,
0.019115308,
-0.013643534,
0.05379861,
-0.04831247,
0.007241844,
-0.024486553,
0.031882785,
0.032170016,
0.030532792,
0.0035527044,
0.03745509,
0.03423809,
-0.031365767,
0.0148786325,
-0.005809273,
0.02455836,
-0.011417483,
-0.019431265,
-0.026396647,
0.036162544,
0.05621136,
0.02819185,
-0.013902043,
0.061754942,
0.027746638,
-0.015108419,
-0.02401262,
0.01484991,
0.043659307,
-0.0028094908,
-0.022562096,
-0.026913665,
-0.021556783,
0.0008742633,
0.004057156,
0.015208949,
-0.011754981,
-0.0116831735,
-0.0065883906,
-0.05916985,
-0.006441184,
0.008638511,
-0.017894572,
0.014620123,
0.0053856056,
0.026971111,
0.02819185,
0.029671095,
-0.014778101,
0.07111871,
0.012753113,
0.009974142,
0.0040248423,
-0.033749793,
0.043917816,
0.010864561,
0.018555205,
-0.025319526,
0.016242987,
-0.01974722,
-0.028694505,
-0.049174167,
0.047738004,
-0.013499917,
-0.043515693,
0.012164287,
-0.015022249,
-0.0048183217,
-0.051931597,
0.016946705,
-0.044348665,
-0.00088189286,
0.01405284,
-0.032945544,
-0.050294373,
0.016530218,
-0.0022511831,
0.048255023,
0.039092313,
0.07238254,
0.03728275,
0.08703139,
0.020695087,
-0.02019243,
0.02276316,
0.02712909,
0.0003181995,
-0.036679562,
0.0017099297,
-0.015869584,
-0.00053900934,
-0.03334767,
-0.05658476,
0.029182801,
0.012832102,
-0.025664205,
-0.033835962,
0.00038910998,
0.004987071,
-0.02981471,
0.004786008,
0.09857812,
0.024070065,
-0.0005753622,
-0.022906775,
0.014541134,
-0.03665084,
0.0018346963,
-0.0093063265,
0.01717649,
-0.009816163,
-0.07513997,
0.015769053,
-0.019732859,
-0.0019388179,
-0.024989208,
0.012932634,
-0.007073095,
0.011675992,
0.015424374,
0.05667093,
0.023107838,
-0.024055704,
-0.0125161465,
0.05434435,
0.0058056824,
0.020436577,
0.0957058,
0.05658476,
-0.0050840117,
0.0027520445,
-0.0065165823,
0.028953014,
-0.004383883,
-0.001106742,
0.007213121,
-0.0041864105,
-0.035243403,
-0.06836128,
-0.017061599,
0.036507223,
0.006265254,
-0.020652002,
-0.017463723,
0.017578617,
-0.045784827,
-0.046474185,
-0.019890836,
0.013722522,
0.0073962314,
-0.008954466,
0.015769053,
-0.05939964,
0.24633041,
0.051558197,
0.008552342,
-0.0021057718,
0.008767766,
0.07479529,
0.004218724,
-0.03665084,
-0.030934917,
-0.021140296,
0.023998257,
-0.043400798,
0.01503661,
0.035128508,
-0.010412171,
0.03627744,
-0.040672094,
-0.0154387355,
-0.012954176,
-0.06261664,
-0.027976425,
0.05939964,
0.012824922,
0.04182102,
0.060606014,
-0.018957332,
0.012975719,
-0.030618962,
-0.019100947,
-0.017535532,
0.028751953,
-0.006200627,
0.040959325,
-0.02098232,
-0.0052527604,
-0.0024701976,
-0.011977586,
-0.046847586,
0.0040499754,
0.030015774,
-0.0044628717,
-0.043630585,
0.040672094,
-0.0016085008,
-0.035099786,
0.0017314721,
-0.014397519,
0.043171015,
0.024500914,
-0.06370812,
0.005188133,
-0.04894438,
-0.00042366763,
-0.05879645,
-0.042855058,
-0.000027292677,
-0.07140595,
-0.035530634,
-0.02829238,
0.036794458,
-0.007683464,
0.0140456585,
0.0027771771,
0.020178068,
-0.0013562749,
0.038087003,
-0.0021937366,
0.02375411,
-0.030992365,
0.0039279014,
-0.00096761377,
-0.016846174,
-0.016214263,
-0.02961365,
0.0039099497,
0.054746475,
-0.0012216348,
0.048542257,
-0.0023355575,
-0.038718913,
0.02981471,
-0.02428549,
0.0022583639,
-0.04205081,
0.010699403,
0.09042072,
-0.015955754,
0.011884236,
0.010922008,
0.033864688,
0.017061599,
0.049920972,
-0.0066386564,
0.030389177,
-0.0013499918
] | You can also manually replicate the results of the pipeline if you'd like:
Tokenize the text and return the input_ids as PyTorch tensors:
from transformers import AutoTokenizer
tokenizer = AutoTokenizer.from_pretrained("my_awesome_opus_books_model")
inputs = tokenizer(text, return_tensors="pt").input_ids |
[
-0.0066866255,
-0.005766516,
-0.0005862438,
-0.0060161003,
-0.012143955,
-0.004697401,
0.022768052,
-0.010571946,
-0.0021289173,
0.017523056,
-0.03236401,
0.016643923,
0.0118086925,
-0.042198382,
-0.014356688,
-0.00077622593,
-0.0092755975,
-0.013470105,
-0.05256917,
0.0059676734,
-0.016509818,
0.0006956698,
-0.06431081,
-0.02372169,
-0.003671125,
0.0013652636,
0.018580996,
-0.0027715038,
0.07760211,
0.036118954,
-0.016033001,
0.048248008,
0.013216795,
0.0008949648,
-0.020309461,
-0.046221532,
-0.0091265915,
-0.016673725,
-0.037609007,
-0.025226645,
0.01922172,
0.011451079,
0.022514744,
-0.008925434,
-0.04964866,
-0.00734225,
-0.019191919,
-0.014714302,
-0.036804378,
-0.025733264,
-0.011242471,
0.006802105,
0.056026097,
0.024451816,
-0.034569293,
-0.04139375,
-0.022887258,
-0.024481617,
-0.043390427,
0.006727602,
0.0020003999,
0.05015528,
-0.020220058,
-0.04353943,
-0.016599221,
-0.0057441653,
0.007100116,
0.0399931,
-0.0027826792,
-0.016480017,
-0.059900243,
0.0060757026,
-0.0056212354,
-0.016345913,
-0.016331011,
0.0007268679,
0.03495671,
-0.03689378,
0.01069115,
0.04300301,
-0.008091003,
0.029622309,
0.014013975,
0.018297885,
-0.011898096,
-0.04321162,
0.021233296,
-0.022619048,
-0.030352438,
-0.029965023,
0.01734425,
0.025673661,
-0.016792929,
0.009208545,
0.06216513,
0.05364201,
-0.01944523,
0.04482088,
-0.025167042,
-0.022365738,
0.023900496,
0.06764854,
-0.038532842,
0.027640535,
0.016241608,
-0.0010318636,
0.013686162,
0.0024064402,
-0.012509018,
0.018461792,
-0.008336863,
-0.004801705,
0.01788067,
-0.022842556,
-0.002238809,
0.035701737,
-0.007282648,
0.0066605494,
-0.047145367,
-0.019907145,
-0.001781548,
-0.0033675262,
-0.02187402,
-0.03689378,
0.030218331,
-0.07909216,
0.012911334,
0.029979924,
-0.01519857,
0.011540483,
0.018700201,
-0.010303736,
0.023840893,
0.036506366,
0.0058112177,
0.0024381038,
-0.015377376,
-0.0068989582,
0.02293196,
-0.029324299,
-0.0123525625,
-0.010512344,
0.014721751,
0.08219148,
0.027402127,
-0.02056277,
0.010013175,
-0.005051289,
-0.044135455,
0.025941871,
-0.0721187,
-0.02990542,
0.0144907925,
0.029994823,
-0.017165443,
0.009841818,
-0.010489993,
-0.006217258,
-0.0154667795,
0.0026821005,
0.022708451,
-0.0073608756,
-0.032393813,
0.044969883,
0.015206019,
0.034390487,
-0.038383838,
-0.024869032,
0.0069436603,
-0.028013049,
0.00011454804,
-0.012054551,
0.031410377,
0.019951848,
0.045506306,
-0.0021065664,
0.048248008,
0.023110766,
-0.006053352,
-0.0041460805,
-0.012211007,
-0.0113765765,
-0.0073348,
0.032125603,
0.015392276,
0.0070367884,
0.00026262234,
0.004622898,
0.018580996,
0.0022499843,
0.044642072,
0.037132192,
-0.009484205,
-0.00024166843,
-0.049231444,
0.038503043,
-0.012494118,
0.01844689,
-0.015690288,
-0.011533032,
0.0032967485,
0.041453354,
-0.034003075,
0.021725014,
-0.022648849,
0.0039933496,
-0.025986573,
0.027715039,
-0.028534569,
0.012620773,
0.052211557,
0.055936694,
-0.036208358,
0.028772978,
0.020607471,
-0.004995412,
-0.047920194,
0.013954373,
-0.017120741,
0.009834369,
0.0026224982,
-0.019817742,
0.065979674,
-0.023378976,
-0.0037176893,
0.0026001474,
0.0011398927,
0.052449964,
0.027536232,
0.01944523,
0.039426878,
0.010862507,
0.02299156,
0.03018853,
0.007573209,
0.028623972,
0.0427646,
0.031618986,
-0.011100916,
-0.005170494,
-0.019400528,
0.020354163,
0.047204968,
0.04079773,
-0.026314385,
0.03573154,
-0.0048948335,
-0.021799516,
-0.038085826,
0.0071708937,
-0.044403665,
0.030143829,
0.0020525518,
-0.028623972,
-0.07170149,
-0.050572496,
0.02349818,
0.030128928,
-0.007573209,
-0.029726613,
0.04517849,
0.028743178,
0.050602295,
-0.003147743,
0.032006398,
0.022589246,
-0.013209345,
0.012367464,
-0.043837443,
-0.06538365,
-0.016375713,
-0.05525127,
-0.07027103,
0.02241044,
-0.026850807,
-0.015571083,
-0.01683763,
-0.042526193,
0.021844218,
-0.0058819954,
-0.003376839,
-0.03552293,
-0.040916935,
0.008158056,
0.03442029,
0.035820942,
-0.034867305,
0.011957698,
-0.02564386,
0.030143829,
-0.0072751977,
0.00706659,
0.011108366,
-0.01573499,
0.0056398613,
0.033764664,
-0.008992487,
-0.027059413,
-0.033436853,
0.03445009,
-0.012926234,
0.0052636224,
0.009022288,
0.04222818,
-0.003060202,
0.021307798,
0.0035034937,
-0.02908589,
0.051645335,
0.033168644,
-0.01735915,
0.0025908346,
0.0016195044,
0.02884748,
-0.021099191,
0.029219994,
0.03820503,
-0.00561006,
-0.024556119,
-0.021158792,
-0.032423615,
0.043599032,
-0.014013975,
-0.002939135,
0.010482543,
0.0401123,
-0.0125015685,
-0.04434406,
0.00011175418,
-0.02562896,
-0.020935284,
-0.024600822,
0.010884858,
0.026299486,
-0.0032539093,
-0.02083098,
-0.064668424,
-0.001807624,
-0.029309398,
-0.007874945,
-0.0021978323,
-0.022008125,
0.009968474,
0.0075881095,
-0.014848406,
-0.01360421,
0.03921827,
-0.023900496,
0.013432853,
-0.034390487,
0.019638935,
0.038592447,
0.007614185,
-0.014192781,
-0.03334745,
0.024705125,
0.014811154,
0.017478354,
0.018789604,
0.013902221,
0.026984911,
0.05447644,
0.0073348,
0.0075210566,
-0.034122277,
-0.029741514,
-0.028206756,
0.05709894,
0.054238033,
-0.040171906,
0.00879878,
0.04163216,
-0.03954608,
0.00024911872,
-0.029443502,
-0.0293988,
0.06484723,
0.025316048,
0.04166196,
0.002575934,
-0.02084588,
-0.0068691573,
-0.011577734,
0.026612397,
0.033198442,
0.031738188,
0.011279723,
0.00035691494,
-0.0035202568,
-0.009104241,
0.0086199725,
-0.0027696413,
0.004883658,
-0.009372451,
-0.034062676,
-0.02883258,
0.012978386,
0.029160392,
0.012836831,
-0.006343913,
0.0213525,
-0.015511481,
0.005312049,
0.034062676,
-0.0051071662,
-0.0066940757,
-0.03522492,
0.060704876,
0.04777119,
0.0065487954,
-0.0024753553,
-0.031380575,
-0.015690288,
-0.0056808377,
-0.009148942,
0.03656597,
-0.012181207,
0.012129054,
0.013693613,
0.050095677,
-0.044463266,
-0.016956836,
-0.057605557,
0.014736652,
0.03445009,
-0.04353943,
-0.0066083977,
-0.013842619,
-0.019340925,
0.019951848,
0.009402252,
-0.038234834,
-0.023408776,
-0.0076737874,
-0.05843999,
0.027968347,
0.0613903,
-0.034390487,
0.041781165,
-0.046310935,
-0.0011510681,
0.020890582,
-0.036953386,
0.01762736,
0.015824392,
-0.011614985,
-0.032066002,
0.018551195,
-0.011890645,
-0.023125667,
0.032453414,
-0.01947503,
0.0045632957,
-0.016956836,
0.00024213408,
-0.035284523,
-0.013522256,
0.013522256,
0.034330886,
0.014624898,
-0.02561406,
-0.0058633694,
0.05578769,
-0.04744338,
-0.07301273,
0.011130717,
0.044731475,
-0.016941935,
0.019534633,
-0.012956035,
-0.011346775,
0.01947503,
-0.012121604,
0.018551195,
-0.0005140693,
-0.02694021,
0.0069734612,
-0.01765716,
-0.04353943,
0.012173756,
-0.03382427,
0.019981649,
-0.0155412825,
-0.033854067,
-0.009044639,
-0.044642072,
0.029577607,
0.00018881801,
-0.05572809,
0.0213823,
0.024869032,
-0.034539495,
-0.0077557405,
-0.018282985,
0.015854195,
-0.047473177,
-0.027312724,
0.0038219932,
0.040767927,
0.021680312,
0.05626451,
-0.013470105,
-0.054834053,
0.041274548,
-0.037787817,
0.016241608,
0.017254846,
-0.023602484,
-0.0035388826,
-0.016927034,
-0.00280503,
0.025554458,
-0.020428665,
-0.0030359887,
0.031887196,
-0.0037512155,
-0.011801242,
-0.026821004,
-0.032960035,
0.025018036,
-0.01577969,
-0.049708262,
-0.017970074,
0.03820503,
0.03442029,
0.008783879,
0.031916995,
-0.011912996,
-0.017374052,
-0.012844281,
0.040171906,
-0.04029111,
-0.002879533,
-0.03847324,
-0.039963298,
0.03146998,
0.02990542,
-0.0031104914,
-0.055638686,
0.009283048,
-0.03492691,
0.0073012733,
-0.030263035,
-0.001922172,
-0.03176799,
0.00852312,
-0.057069138,
0.0266869,
-0.0038294434,
0.0057516154,
-0.031142166,
-0.032662023,
0.03281103,
0.065085635,
-0.025003137,
0.017791266,
0.0019147217,
-0.028981585,
-0.018044576,
0.025822667,
0.016152205,
0.046847355,
-0.025211744,
0.026865706,
-0.07950938,
-0.030248133,
-0.071105465,
0.029324299,
0.015973398,
-0.02561406,
-0.047920194,
-0.026463391,
0.036804378,
0.004909734,
0.05584729,
-0.032393813,
0.003970999,
-0.06299956,
-0.04672815,
0.007711039,
-0.031171968,
-0.006671725,
0.0059378725,
0.012769778,
0.056294307,
-0.045238096,
0.01573499,
0.049708262,
0.005829843,
0.016941935,
-0.06311876,
0.042287786,
-0.014602547,
-0.005256172,
-0.0038927707,
0.011644786,
-0.042585794,
0.048218206,
-0.014036326,
-0.042526193,
-0.031052763,
0.0401123,
0.05224136,
-0.026195182,
0.01441629,
-0.026880607,
-0.041870568,
-0.03361566,
0.042883806,
0.025137242,
0.00721187,
0.018834306,
0.003970999,
0.011570283,
0.008955236,
-0.021248195,
-0.004760728,
-0.03656597,
0.05391022,
0.016331011,
-0.007696138,
0.0047868043,
0.03874145,
-0.035910346,
-0.026075976,
0.0037083763,
0.03599975,
-0.06895978,
-0.029011387,
-0.0063476376,
0.03334745,
-0.042675197,
0.01574989,
0.031738188,
-0.02372169,
-0.009215996,
0.012091803,
-0.021859119,
-0.018014776,
0.03769841,
0.023811093,
-0.0007282648,
0.00091265916,
-0.061151892,
0.008344312,
-0.048456617,
0.008985037,
0.042585794,
0.032721628,
0.019981649,
0.029026287,
-0.00051313796,
0.052598972,
-0.0266869,
-0.023408776,
0.012672924,
-0.041721564,
-0.05921482,
0.008567821,
0.04404605,
-0.016748227,
-0.013105041,
-0.033973273,
-0.00639979,
0.032989837,
0.049052637,
0.013380702,
-0.07849614,
0.037489805,
0.0018290435,
-0.028966686,
0.0053567505,
-0.009908871,
0.009402252,
0.047920194,
-0.017120741,
-0.027670337,
0.04142355,
0.014878208,
-0.03498651,
-0.033973273,
-0.022186931,
0.015042113,
-0.015854195,
-0.023289572,
-0.006865432,
-0.04139375,
-0.02269355,
0.014110829,
-0.015064464,
-0.0020898033,
0.0024045776,
0.012211007,
-0.017999874,
0.012121604,
-0.012509018,
-0.012665475,
0.030873956,
-0.026329286,
-0.020592572,
0.009931222,
0.032006398,
-0.053344,
0.016673725,
0.024153804,
-0.009581059,
-0.026195182,
0.027282922,
0.04085733,
-0.04327122,
0.035820942,
-0.028907083,
0.011972599,
-0.02507764,
-0.020667074,
-0.028474966,
0.022976661,
0.0047383774,
0.045029487,
-0.007580659,
0.05104931,
0.014595097,
-0.0011780753,
0.028504768,
0.039307673,
0.04458247,
0.010050426,
0.011570283,
-0.0072230455,
0.022887258,
-0.05039369,
0.020130655,
0.036118954,
-0.0060421764,
0.025226645,
0.022812754,
-0.02802795,
-0.058618795,
0.03096336,
0.036416963,
0.020085953,
0.014438641,
-0.05250957,
0.0076514366,
-0.0074614547,
-0.015913796,
0.0022108704,
-0.034569293,
-0.06431081,
0.0048762076,
-0.055668484,
0.00988652,
-0.013492456,
-0.01494526,
0.009841818,
-0.00828471,
0.010557045,
-0.010773104,
0.0401123,
0.009908871,
-0.0035277072,
-0.05468505,
-0.0346885,
0.03418188,
0.015422078,
-0.017150542,
-0.028191857,
0.06004925,
0.04884403,
0.007237946,
-0.016226707,
-0.022738252,
-0.014736652,
-0.014401389,
0.061271094,
-0.050304286,
0.0073534255,
-0.036476567,
0.019281322,
-0.044761278,
0.018551195,
-0.00047262709,
0.039873894,
0.02244024,
0.040469915,
0.027923645,
0.02641869,
0.030635547,
-0.016688624,
0.002801305,
0.03176799,
0.018357487,
-0.014326886,
-0.0038033675,
-0.0374302,
0.053433403,
0.062403537,
0.04780099,
-0.019936947,
0.034628898,
0.012732527,
-0.029175293,
-0.024675325,
0.031410377,
0.04324142,
-0.012747427,
-0.019936947,
-0.020994887,
-0.02111409,
-0.011644786,
-0.008299611,
0.006783479,
0.0056249606,
-0.015854195,
-0.004011975,
-0.03814543,
0.006463117,
0.031797793,
-0.0009554983,
0.01442374,
-0.016897233,
0.043628834,
0.044105653,
0.0044478164,
-0.029979924,
0.052747976,
-0.006563696,
0.024615722,
0.0010011313,
-0.013417953,
0.040142104,
0.015392276,
0.024705125,
-0.047204968,
0.009789667,
-0.024183607,
-0.027670337,
-0.06091348,
0.04914204,
-0.011249921,
-0.03874145,
0.017180344,
-0.011138167,
-0.0098567195,
-0.052181754,
0.014580196,
-0.024690226,
0.017448554,
-0.016718427,
-0.04327122,
-0.048188407,
0.0014239346,
-0.029175293,
0.024213407,
0.047592383,
0.065860465,
0.021203494,
0.04908244,
-0.0012739977,
-0.020369062,
0.02559916,
0.014446091,
-0.015794592,
-0.04109574,
0.02032436,
-0.03149978,
-0.047860593,
-0.035642136,
-0.044701673,
0.027387226,
0.009767316,
-0.033287846,
-0.004838956,
0.00034899902,
0.0034196782,
-0.009648112,
0.012047102,
0.07879415,
0.027044512,
-0.017999874,
-0.013179543,
0.04085733,
-0.05712874,
-0.014572746,
-0.04994667,
0.0056659374,
-0.0077855415,
-0.03900966,
0.008992487,
-0.011898096,
0.00073850894,
-0.042287786,
0.0067387773,
-0.011235021,
0.021516407,
0.0055094813,
0.04422486,
0.029443502,
-0.0066083977,
-0.006727602,
0.062105525,
0.013671262,
0.043330822,
0.08314511,
0.06538365,
0.0043397876,
-0.0014388352,
0.0036264234,
0.032125603,
-0.017314449,
-0.0016008788,
-0.01786577,
-0.02217203,
-0.025569357,
-0.08129744,
-0.032393813,
0.021128992,
0.0067574033,
-0.004246659,
-0.017791266,
0.017686963,
-0.06496643,
-0.062820755,
-0.0051891194,
0.0097822165,
-0.0042503844,
-0.010221783,
0.03766861,
-0.04505929,
0.26534915,
0.049201645,
0.007792992,
0.006120404,
-0.012307861,
0.09768806,
0.00908934,
-0.030814355,
0.009752415,
-0.020905484,
0.010393139,
-0.05653272,
0.009819468,
0.02884748,
-0.0293541,
0.032066002,
-0.058290984,
-0.014826056,
-0.05313539,
-0.03149978,
-0.06746973,
0.04321162,
0.03492691,
0.04857582,
0.0480394,
-0.013045439,
0.01895351,
-0.03224481,
-0.026657099,
-0.015086815,
0.0034606548,
-0.003458792,
0.0072491216,
-0.0133658005,
-0.02320017,
0.011793792,
0.0055988845,
-0.035969947,
-0.040559318,
0.05948303,
0.02299156,
-0.060406864,
0.016822731,
0.0023133117,
-0.009394802,
-0.002082353,
-0.02293196,
0.04431426,
0.034867305,
-0.048397012,
0.003645049,
-0.047532782,
0.02324487,
-0.03948648,
-0.03045674,
-0.0059937495,
-0.06627768,
-0.027625635,
-0.02105449,
0.023870694,
-0.02750643,
-0.003004325,
0.017508157,
0.008344312,
-0.015720088,
0.053552605,
-0.009305399,
0.050423488,
-0.036923584,
0.010452742,
0.01577969,
-0.029577607,
-0.037817616,
-0.06317837,
0.0014490793,
0.04058912,
0.0025107441,
0.04058912,
-0.015690288,
-0.030546144,
0.04777119,
-0.0020078502,
-0.0025442704,
-0.054118827,
0.037012987,
0.093635105,
-0.014654699,
0.046102326,
0.046668548,
0.047353975,
0.00026727875,
0.031738188,
-0.008128255,
-0.015183669,
-0.00015750356
] | from transformers import AutoTokenizer
tokenizer = AutoTokenizer.from_pretrained("my_awesome_opus_books_model")
inputs = tokenizer(text, return_tensors="pt").input_ids
Use the [~transformers.generation_utils.GenerationMixin.generate] method to create the translation. For more details about the different text generation strategies and parameters for controlling generation, check out the Text Generation API. |
[
-0.0008608587,
0.025506925,
-0.029746104,
0.009110643,
-0.016496873,
0.01760337,
0.02343763,
-0.011237416,
-0.016453762,
0.028797677,
-0.041472103,
0.022374243,
0.012056513,
-0.062078822,
-0.011273342,
0.03943155,
-0.016381912,
-0.0467603,
-0.07386231,
0.014377283,
0.007508376,
0.0038583714,
-0.07690877,
-0.051789835,
-0.0073538977,
0.048973296,
0.04529455,
-0.0029602402,
0.05549732,
0.021224635,
-0.018135063,
-0.0058737774,
0.0027931877,
-0.025492555,
-0.019600814,
-0.062136304,
-0.00027303185,
-0.033654768,
-0.029947285,
-0.04724888,
-0.0012277452,
0.0067108357,
-0.011093716,
-0.03966147,
-0.011639779,
-0.0022076063,
0.006983868,
-0.008219697,
0.028337834,
-0.057882756,
-0.04667408,
0.043685097,
-0.030234687,
0.017215377,
-0.046932742,
0.027346296,
-0.019873846,
0.009319008,
-0.018638017,
-0.005302566,
0.020807901,
0.0248459,
-0.0043649175,
-0.07391979,
0.022762235,
-0.013709074,
0.023653181,
0.0119990315,
-0.014233583,
-0.025736846,
-0.050668966,
0.025636256,
0.0043110293,
-0.03920163,
-0.021124044,
0.0376784,
0.027633699,
0.008981312,
0.007716743,
0.032993745,
-0.0038404088,
0.04980676,
-0.0031739955,
0.03230398,
-0.044288643,
-0.0379658,
0.043110296,
-0.032131538,
-0.006685688,
-0.046214234,
-0.015490966,
0.018681128,
0.0045265807,
0.017071677,
0.053313065,
0.00435414,
-0.0350343,
0.052824482,
-0.026958304,
-0.013859959,
0.024572868,
0.0958773,
-0.005173235,
-0.0070772734,
-0.023466371,
0.039172888,
0.043081556,
0.011546374,
-0.006732391,
-0.030522088,
-0.010863794,
-0.020851012,
0.009045977,
-0.02635476,
-0.017143527,
0.010770389,
0.0055935606,
0.0046199868,
0.0021195894,
0.0065240245,
0.03681619,
0.0014621575,
-0.0053959717,
-0.019629555,
-0.008255621,
-0.045811873,
0.047536284,
0.03790832,
0.008356212,
-0.0039409995,
0.0038332236,
-0.0062222523,
0.006725206,
0.03672997,
0.0014073715,
0.0024501018,
-0.011532004,
0.0065707276,
0.028036062,
-0.016511243,
-0.019931326,
0.002746485,
0.013364191,
0.08828989,
-0.017057307,
-0.00661743,
-0.0070664957,
-0.04699022,
-0.014362914,
0.006822204,
-0.023839993,
0.019241562,
-0.008320287,
0.015102973,
-0.034229573,
0.013644408,
-0.032332722,
0.026024248,
0.016583093,
0.013910255,
-0.010641058,
0.012279249,
-0.040437456,
0.039029185,
-0.0021626998,
0.048254788,
-0.06489536,
-0.0036374312,
0.008061625,
-0.03684493,
-0.024644718,
-0.015131713,
0.01918408,
-0.009699816,
0.058974884,
0.01608014,
0.034402017,
0.025779957,
0.011388303,
-0.0050223493,
0.018135063,
-0.015534076,
0.0110649755,
0.0350343,
-0.012379839,
-0.0021986251,
0.01908349,
0.013543817,
0.0077023725,
0.0011038032,
-0.0002167864,
0.048484713,
-0.03635635,
0.018264394,
-0.05279574,
-0.014801201,
-0.007975404,
0.01020277,
-0.024156135,
-0.0045517287,
-0.008140661,
0.04526581,
-0.04667408,
0.0017271062,
-0.028797677,
0.02782051,
0.023667552,
0.023911843,
-0.03486186,
0.00583426,
0.034976818,
0.034516975,
-0.028668346,
0.046214234,
-0.015735257,
-0.0044152127,
-0.022719124,
-0.003966147,
-0.025248263,
0.015102973,
0.0113308225,
0.0026045803,
0.040466197,
0.00809755,
0.01763211,
-0.04265045,
-0.02194314,
0.041270923,
-0.009642336,
-0.02202936,
0.01174037,
-0.008607688,
0.027705548,
0.02790673,
0.03351107,
0.052824482,
0.06679222,
0.038885485,
0.0188392,
-0.027518738,
0.00476728,
0.01171163,
0.033309888,
0.0023279558,
-0.016525613,
-0.0156059265,
0.007465266,
-0.000086501255,
-0.030033505,
0.04512211,
-0.06460796,
0.0470477,
0.003240457,
0.02056361,
-0.06380323,
-0.049059514,
0.001335521,
0.01895416,
-0.011129641,
-0.031355552,
0.05118629,
0.05690559,
0.014075511,
-0.010583578,
0.0024716568,
0.05840008,
0.0010265639,
0.025377594,
0.0068114265,
-0.051876053,
-0.009218418,
-0.042736672,
-0.046932742,
0.016698055,
-0.037477218,
0.0044547305,
0.03486186,
-0.031872876,
-0.0060785515,
0.006092922,
-0.018408095,
-0.034287054,
0.0013184565,
0.027145116,
0.055181175,
-0.0038116686,
-0.05722173,
0.013716259,
-0.04207565,
0.009972848,
0.0008788213,
-0.039718952,
0.00044906556,
0.014355728,
0.011079346,
0.04270793,
-0.026728382,
-0.048973296,
-0.07012608,
0.013665963,
-0.005076237,
-0.0033500292,
0.0055720056,
0.0151173435,
-0.029832324,
0.009153753,
0.005007979,
-0.03923037,
0.05592842,
0.05006542,
0.007436526,
0.034718156,
-0.0031003486,
-0.020664202,
-0.043052815,
0.0466166,
0.0735749,
0.0013669556,
-0.04664534,
-0.031470515,
-0.05857252,
0.019801995,
0.0056043384,
-0.0013912051,
-0.015965179,
0.06294103,
-0.03083823,
-0.040322494,
0.000815054,
-0.041903205,
-0.027274447,
-0.033453587,
0.012387024,
0.053657945,
0.013744999,
-0.021167155,
-0.025851807,
-0.0053097513,
-0.012674427,
0.0038727415,
0.02790673,
0.006024664,
0.04072486,
0.015246674,
-0.032735083,
-0.0058234823,
0.026915194,
-0.03831068,
0.013852774,
0.0055863755,
-0.021052193,
-0.018422466,
-0.005403157,
0.02471657,
0.011431413,
0.051100068,
-0.010777574,
0.0192703,
-0.005669004,
0.04239179,
0.014801201,
0.035867766,
0.021052193,
-0.012458875,
-0.051904794,
-0.031068152,
-0.043397695,
-0.0051085697,
0.027576217,
-0.05403157,
0.010418321,
0.002863242,
-0.012947459,
0.025478184,
-0.03790832,
-0.024572868,
0.032505162,
0.058227636,
0.055181175,
0.010806314,
0.0013822238,
0.012573835,
-0.007005423,
0.009311823,
0.043110296,
0.00473854,
-0.008406508,
0.019227192,
0.012688797,
0.02329393,
-0.018824829,
0.013148639,
0.0034667861,
-0.023595702,
-0.032706343,
-0.05561228,
0.006279733,
0.056388266,
0.04667408,
0.011567929,
0.0039050742,
-0.0040092575,
0.0027303186,
0.04667408,
0.023638811,
0.007917924,
-0.03399965,
0.026670903,
0.023653181,
0.009376489,
-0.025607515,
-0.03828194,
-0.015304155,
0.0036050985,
0.018250024,
0.038023278,
-0.006042626,
0.012336729,
-0.013924625,
0.041615803,
-0.008995681,
-0.042794153,
-0.021526407,
-0.02335141,
0.02908508,
-0.026541572,
0.016252581,
-0.00473854,
-0.016453762,
0.020894123,
-0.025075821,
-0.06328591,
0.01622384,
-0.014255137,
-0.060699295,
0.061791424,
0.047679987,
-0.045007147,
0.02928626,
-0.07547176,
0.01753152,
0.015591556,
-0.032131538,
-0.02644098,
-0.0021806625,
0.017589001,
-0.0054965625,
0.026958304,
-0.065010324,
-0.014535354,
0.021253375,
-0.035580363,
0.019643923,
-0.020261839,
-0.004231994,
-0.04960558,
0.022072472,
0.05141621,
0.019385263,
0.020046286,
-0.027159486,
-0.0039805174,
0.022963418,
0.008622059,
-0.025693735,
0.0323902,
0.040494937,
0.00047511136,
0.048657153,
0.008909461,
-0.0068293894,
0.023466371,
0.0036895226,
-0.003588932,
-0.00007561142,
-0.020175617,
-0.015649037,
-0.028007321,
-0.010612317,
0.04239179,
-0.026196688,
0.037247293,
0.00019545578,
-0.0022902344,
0.0059420355,
-0.046357937,
0.021066563,
-0.01027462,
-0.052163456,
0.022762235,
0.011323637,
-0.013364191,
-0.009168123,
-0.00804007,
0.028165393,
-0.02493212,
-0.03618391,
0.03204532,
0.036270127,
0.028812047,
0.028251613,
-0.03201658,
-0.040609896,
0.056014642,
-0.047450066,
-0.03641383,
-0.015318525,
-0.030062245,
-0.023092749,
-0.0037757433,
-0.0023315484,
-0.004231994,
-0.010267436,
-0.0111009,
-0.02178507,
0.01161104,
0.002329752,
-0.007109606,
-0.00626177,
0.053686686,
-0.028610865,
-0.037505955,
-0.05006542,
0.007192234,
0.0348906,
0.0039122594,
0.028093541,
-0.0013822238,
-0.0322465,
0.00044973916,
0.030550828,
-0.0050007943,
-0.020046286,
-0.041472103,
-0.020419909,
-0.02202936,
0.049145736,
0.0075586718,
-0.08696783,
0.037304774,
-0.016712423,
0.0022489203,
-0.03069453,
-0.020434279,
-0.017129157,
0.05397409,
-0.030062245,
0.04722014,
0.008442433,
-0.016741164,
-0.03678745,
0.021641368,
0.03951777,
0.034373276,
-0.028409684,
-0.016769905,
-0.0024986009,
-0.00015560121,
0.0036068945,
0.040236276,
0.0040918854,
0.026800234,
0.0024411203,
0.0159077,
-0.05400283,
-0.021583887,
-0.046357937,
-0.03770714,
0.04135714,
-0.026943933,
0.006753946,
0.027604958,
0.013148639,
-0.04239179,
0.043139033,
-0.022877196,
-0.0011873294,
-0.0438288,
-0.05581346,
0.0291713,
-0.035178002,
-0.0033931395,
-0.0015771183,
-0.050007943,
0.037620917,
-0.047881167,
-0.0009349545,
0.034746896,
0.0041098483,
0.038885485,
-0.06437804,
0.024371687,
0.015361635,
-0.010935645,
-0.00019893605,
-0.028265983,
-0.014053956,
-0.0045229886,
-0.0015995716,
-0.031614214,
-0.019586444,
0.021756329,
0.005155273,
-0.018580537,
0.02789236,
0.010835054,
-0.06443552,
-0.04811109,
0.037419736,
0.015131713,
-0.006649763,
0.044259902,
0.037189815,
0.032878786,
0.0033230851,
-0.037161075,
-0.0017298006,
-0.030953191,
0.05972213,
0.03399965,
-0.027260076,
0.01470061,
0.044374865,
-0.041270923,
-0.01753152,
0.0020782754,
0.01906912,
-0.04267919,
-0.018695498,
-0.016698055,
-0.013306711,
-0.040696118,
0.008334657,
0.035407923,
-0.018206915,
-0.004609209,
-0.0064845067,
0.010655427,
-0.081737116,
0.020879753,
0.038511865,
0.02192877,
-0.0025488962,
-0.05687685,
0.0012367265,
-0.04854219,
-0.027475627,
0.053571727,
-0.04270793,
0.008334657,
0.046099275,
0.00012517703,
0.06524025,
0.013910255,
0.03063705,
0.016669314,
-0.01104342,
-0.041759506,
-0.007210197,
0.025765587,
-0.016338801,
0.014743721,
-0.033051226,
0.009922553,
0.021210264,
0.04960558,
-0.009103457,
-0.056991808,
0.031413034,
0.013299526,
-0.024788419,
-0.004849908,
-0.023725033,
-0.016726794,
0.034488235,
-0.011093716,
-0.025133302,
0.015735257,
0.02657031,
-0.027030155,
-0.02925752,
-0.033482328,
-0.027576217,
-0.038684305,
-0.039029185,
-0.056014642,
-0.028107911,
0.026297279,
0.02069294,
-0.024443537,
0.006021071,
-0.036126427,
0.024184875,
-0.0075443015,
0.021095304,
-0.002389029,
-0.005191198,
0.022661645,
-0.01766085,
-0.034976818,
-0.008004145,
0.034344535,
-0.030004766,
0.027461257,
0.024285465,
-0.033309888,
0.006301288,
0.017229747,
0.03512052,
0.0007414073,
0.0059204805,
-0.012638501,
0.034976818,
-0.011934366,
-0.0092399735,
-0.0010490172,
-0.014470689,
0.008162215,
0.036902413,
0.03353981,
0.033108708,
0.035925247,
0.0017513557,
-0.047450066,
0.03954651,
0.022144321,
0.0038511863,
0.014319803,
-0.006470137,
0.030090986,
-0.07219537,
0.019457113,
0.032562643,
-0.0044834707,
-0.000267194,
-0.009584855,
-0.0030518495,
-0.018681128,
-0.022273652,
0.017129157,
0.028740196,
-0.013443227,
-0.012609761,
-0.015376005,
-0.020951603,
-0.022805346,
0.0016687276,
-0.04362762,
-0.040379975,
0.028079173,
-0.016597463,
0.008521468,
0.0096854465,
-0.019744515,
0.004630764,
0.011086531,
-0.017718332,
0.021512037,
0.0037649658,
0.04857093,
0.005007979,
-0.02322208,
-0.04121344,
-0.007213789,
0.030090986,
-0.045639433,
-0.015591556,
0.0037865208,
0.08788752,
0.0056833737,
-0.020736052,
-0.0142695075,
-0.024271095,
0.019011639,
0.029947285,
-0.018594908,
-0.0019830735,
-0.03356855,
0.020779163,
-0.03986265,
0.02036243,
-0.037247293,
0.01242295,
0.008650799,
0.016597463,
0.048082348,
0.031585477,
0.022905936,
-0.04949062,
-0.01622384,
0.03960399,
0.0022902344,
-0.009354934,
0.0021591072,
-0.006096514,
0.035839025,
0.03336737,
0.031039411,
-0.016266951,
0.027116375,
-0.015893329,
-0.009778852,
-0.021066563,
0.005561228,
-0.008895091,
0.004192476,
0.0060785515,
-0.04834101,
-0.019600814,
0.001486407,
0.014930532,
0.0031326814,
-0.005334899,
0.022561055,
0.00042526508,
-0.032131538,
0.0056151156,
0.010475801,
-0.07001112,
0.030522088,
0.011977477,
0.050209124,
0.00063587684,
0.013091159,
-0.0023477147,
-0.0028704272,
0.025334483,
-0.01105779,
0.01313427,
-0.0088807205,
0.05285322,
0.011833776,
-0.0074006007,
-0.028337834,
-0.005144495,
-0.006143217,
0.0050403117,
-0.016439393,
0.025995508,
0.029803583,
-0.042564232,
0.029243149,
-0.0017046529,
-0.03641383,
-0.07208041,
0.023236448,
-0.062366225,
-0.003226087,
0.011266157,
-0.006764724,
-0.064722925,
0.038598083,
-0.009311823,
0.031614214,
0.04644416,
0.052623298,
0.016927976,
0.017057307,
0.03655753,
-0.0219144,
0.022762235,
-0.0014432968,
-0.041472103,
-0.009002866,
-0.0030572384,
0.00799696,
0.013004939,
-0.059262283,
-0.035637844,
0.038684305,
-0.0068401666,
-0.038971707,
-0.053198103,
0.05995205,
0.014650315,
-0.0159077,
-0.0059492206,
0.10432691,
0.007716743,
-0.007486821,
-0.019730145,
0.023681922,
-0.017933883,
-0.016410653,
-0.000493074,
0.00069784786,
-0.03506304,
-0.065355204,
-0.025003972,
-0.021770699,
0.022805346,
-0.005579191,
-0.011481709,
0.015692146,
0.01751715,
0.008442433,
0.025578775,
-0.009800407,
-0.03506304,
-0.00048633802,
0.07742609,
0.0411847,
0.006520432,
0.08576074,
0.06345835,
-0.014829941,
-0.009247158,
0.022144321,
0.01908349,
-0.036040206,
0.01252354,
0.03382721,
-0.0050223493,
-0.008061625,
-0.08001271,
-0.06765442,
-0.01384559,
-0.0092399735,
-0.02201499,
-0.0354654,
-0.00081550307,
-0.06029693,
-0.034631938,
0.0010912294,
0.016496873,
0.019385263,
-0.043196514,
0.030579569,
-0.08696783,
0.24440663,
0.057394173,
0.024472278,
-0.01754589,
0.029128188,
0.08001271,
0.028610865,
-0.003610487,
0.025779957,
0.009182492,
0.011704445,
-0.044920925,
-0.018408095,
-0.0004849908,
-0.0018465576,
0.047162663,
-0.028194133,
-0.051991016,
0.01602266,
-0.05029534,
-0.06035441,
0.045035888,
0.025205152,
0.04641542,
0.055439837,
0.033166185,
-0.014772461,
-0.00959204,
-0.0074006007,
-0.014829941,
0.010978755,
0.018436836,
0.008061625,
-0.010238695,
-0.021124044,
0.035810284,
0.017847663,
-0.024759678,
-0.015289784,
-0.013263601,
0.01909786,
-0.043024074,
0.025851807,
-0.0022992156,
-0.020649832,
-0.015016752,
0.017172268,
0.01756026,
0.026857713,
-0.0470477,
0.037046112,
-0.008744204,
0.012638501,
0.00039338143,
-0.08978438,
-0.009556116,
-0.0031937542,
-0.04244927,
-0.037189815,
-0.021382706,
0.017761441,
-0.007666447,
-0.026196688,
0.008636429,
-0.043167774,
0.012214583,
-0.016999826,
0.024515387,
-0.033654768,
0.0034829525,
-0.04391502,
0.018091954,
-0.031499255,
-0.04540951,
0.019730145,
0.055123698,
-0.020218728,
0.036270127,
-0.00055773946,
-0.02626854,
0.034574457,
0.026124839,
-0.0007997858,
-0.04101226,
0.042736672,
0.09869383,
-0.03652879,
0.0006655152,
0.026987044,
0.02178507,
0.034143355,
0.03770714,
0.0006655152,
-0.0020118137,
0.015792739
] | from transformers.keras_callbacks import KerasMetricCallback
metric_callback = KerasMetricCallback(metric_fn=compute_metrics, eval_dataset=tf_validation_set)
Specify where to push your model and tokenizer in the [~transformers.PushToHubCallback]:
from transformers.keras_callbacks import PushToHubCallback
push_to_hub_callback = PushToHubCallback(
output_dir="my_awesome_opus_books_model",
tokenizer=tokenizer,
)
Then bundle your callbacks together: |
[
0.027180068,
0.006435302,
0.002494624,
0.033611774,
0.00071763154,
-0.009856192,
-0.000015133324,
-0.022216002,
-0.0027913887,
0.049007576,
-0.01574113,
0.017626038,
0.022072116,
-0.049266573,
-0.03076283,
0.005974867,
0.0108633945,
-0.031827588,
-0.034331203,
-0.0035288045,
-0.0033129756,
-0.0052014794,
-0.07988552,
-0.033813216,
0.0042302487,
0.012777078,
0.020259151,
-0.018877845,
0.073496975,
0.039885204,
0.025237607,
0.04848959,
0.011050446,
-0.026302364,
-0.017309489,
0.0009865185,
0.015913794,
-0.02821605,
-0.028734038,
-0.0456982,
0.01800014,
0.008618772,
0.010798645,
-0.02592826,
-0.02438868,
-0.022417441,
-0.011489298,
0.0036870793,
-0.008302223,
-0.02634553,
-0.012021677,
-0.01028785,
0.03260457,
-0.017640425,
-0.025769986,
-0.0411514,
-0.02397141,
-0.026748411,
-0.055223454,
-0.00884899,
0.020978581,
0.044518333,
0.011402967,
-0.0473385,
-0.016791498,
-0.0057302606,
-0.007625959,
-0.006428108,
-0.026604524,
-0.040719744,
-0.0535256,
-0.014395796,
-0.049237795,
-0.0091511505,
-0.034100987,
-0.01811525,
0.029669298,
-0.031971473,
0.003726648,
0.03251824,
-0.005330977,
0.03415854,
0.041554283,
-0.013374206,
0.0010791451,
-0.057180304,
0.022403054,
-0.011647573,
0.0036439134,
-0.03352544,
0.0062734303,
0.02779878,
0.0020557714,
0.00020470034,
0.047079504,
0.06543936,
-0.0010548644,
0.035971504,
0.0024586522,
-0.005000039,
0.007079192,
0.06676311,
-0.03830246,
0.03159737,
-0.0007657434,
0.00936698,
0.035136964,
0.0004597608,
-0.032892343,
-0.0008880465,
-0.042101048,
-0.04589964,
0.021726789,
-0.034100987,
-0.006859766,
0.04702195,
-0.0022176432,
-0.009223094,
-0.02368364,
-0.011136778,
-0.004899319,
-0.014309465,
-0.0092159,
-0.031770032,
0.030590167,
-0.061410554,
0.036748488,
0.076202035,
-0.066245124,
0.029424692,
0.01492098,
-0.0124245575,
0.00998569,
0.0050503993,
0.016201565,
0.010978503,
-0.042360045,
-0.011000086,
0.030216064,
-0.008741075,
0.02182751,
-0.00074955623,
0.007100775,
0.083741665,
0.01055404,
-0.014791483,
0.03982765,
-0.013525286,
-0.010223102,
0.020144042,
-0.07125235,
-0.01333104,
-0.003726648,
0.014460545,
-0.03283479,
0.017669203,
-0.028129717,
0.017956976,
-0.028532598,
0.004298595,
0.015266307,
0.0023399463,
-0.01965483,
0.049870893,
-0.008223086,
0.045208987,
-0.017266322,
-0.041007515,
0.019885048,
-0.029870737,
0.02624481,
0.009625975,
0.009072013,
0.0047662244,
0.026374307,
-0.012158369,
0.03602906,
0.015885016,
0.014323853,
0.02254694,
-0.0011780668,
-0.032863565,
0.020777142,
0.025467826,
0.010194324,
-0.0021780746,
-0.007050415,
-0.0042194575,
-0.00966914,
-0.0012338225,
0.053468045,
0.055108346,
-0.002642107,
-0.0013983923,
-0.05044644,
0.016000126,
-0.027410286,
0.024028964,
-0.025913872,
-0.008244669,
-0.022935431,
0.045439206,
-0.030705277,
0.039539877,
-0.057180304,
0.03663338,
0.021064913,
0.06359762,
-0.007647542,
0.015568467,
0.049755786,
0.011366995,
-0.009072013,
0.022244778,
0.02666208,
-0.032057803,
-0.052921277,
0.019323893,
-0.0103382105,
-0.013359817,
-0.0036313233,
0.0067770313,
0.03346789,
-0.029496634,
-0.0012751898,
-0.017208768,
0.031942695,
0.05856161,
0.004410106,
-0.023467809,
0.029064976,
0.015985737,
0.036604602,
0.04322336,
0.025913872,
0.027309567,
0.042964365,
0.054302584,
0.013554063,
-0.0023741194,
-0.027913887,
-0.020359872,
0.05729541,
0.038935557,
-0.011093612,
0.008302223,
0.009129568,
-0.020431815,
-0.048834916,
0.02910814,
-0.039050665,
0.017352654,
0.016546892,
-0.023381477,
-0.06751132,
-0.052719835,
0.025180053,
0.04854714,
-0.014424574,
-0.035021856,
0.045496758,
0.036777265,
0.052316956,
-0.011446132,
0.023122484,
0.027395898,
0.010474903,
0.023395866,
-0.032144137,
-0.031223265,
-0.004442481,
-0.050475214,
-0.07735312,
0.008503663,
-0.054101143,
0.0049316934,
-0.0020827502,
-0.029899515,
-0.0018345467,
-0.0024460624,
-0.015453358,
-0.03438876,
-0.04538165,
0.038647786,
0.02387069,
-0.011244692,
-0.05525223,
0.035683732,
-0.026460638,
0.03125204,
-0.013546868,
-0.0027158486,
-0.018590074,
-0.045957193,
-0.010625983,
-0.009892164,
-0.013136794,
-0.026072146,
-0.0030054192,
0.03948232,
-0.031942695,
0.024345513,
-0.018158415,
0.024978613,
-0.020028934,
0.056057993,
0.019956991,
-0.029554188,
0.047683828,
0.024503788,
0.023798747,
0.038647786,
0.004179889,
0.024949836,
-0.021136856,
0.026791576,
0.07873443,
0.003273407,
-0.030791609,
0.00068525714,
-0.048230592,
0.016014514,
-0.005712275,
-0.03942477,
0.03551107,
0.045726977,
0.013359817,
-0.053036388,
-0.012259088,
-0.028964255,
-0.007892148,
-0.019165618,
0.01461882,
0.034417536,
-0.0018039709,
-0.0113741895,
-0.089957535,
-0.014014498,
-0.013669171,
0.016834663,
-0.004374135,
-0.0062986105,
0.01575552,
0.023525365,
-0.0023399463,
0.016604446,
0.03735281,
-0.019726774,
0.015309473,
-0.012633192,
0.016518114,
0.028748427,
0.016590059,
0.005834578,
-0.010431737,
0.028316768,
0.020532535,
0.030849162,
-0.002489228,
0.040431973,
0.022259166,
0.025439048,
0.028014608,
0.026086535,
-0.030935494,
-0.018877845,
-0.038647786,
0.033295225,
0.031539816,
-0.04086363,
-0.0028165688,
0.04848959,
-0.024230406,
0.005384934,
-0.036057837,
-0.020000156,
0.051683858,
0.010431737,
0.031913918,
-0.02099297,
-0.0067122825,
-0.0084604975,
0.007474879,
0.03156859,
0.04566942,
0.04598597,
-0.0022518162,
-0.027611727,
-0.008316612,
0.005100759,
0.0043129832,
-0.009179928,
0.010179936,
-0.0007819306,
-0.035021856,
-0.031913918,
0.03430243,
0.04261904,
0.01933828,
0.0070863864,
0.028935479,
-0.028230436,
0.005115148,
0.0541587,
0.009388562,
-0.010309434,
-0.041439172,
0.04825937,
0.01821597,
0.033698104,
0.004104349,
-0.024647675,
-0.040086646,
0.016690778,
-0.0055360147,
0.009100791,
-0.017467763,
-0.005140328,
0.016431782,
0.026259199,
-0.005089968,
-0.016647613,
-0.047770157,
-0.003255421,
0.03859023,
-0.0456982,
0.00086196716,
-0.025079332,
0.0049137077,
0.02459012,
-0.011949734,
-0.051424865,
-0.015942572,
-0.013885001,
-0.06388539,
0.023942633,
0.02778439,
-0.04446078,
0.01625912,
-0.040057868,
0.025021778,
-0.0019352669,
-0.023698026,
-0.0244894,
0.0056834975,
-0.02059009,
-0.006600771,
0.021122467,
-0.020259151,
-0.0055360147,
0.028287992,
-0.012978518,
-0.012388586,
-0.022705214,
-0.038216125,
0.0009055826,
-0.026820354,
0.0046798927,
0.029985847,
-0.0054640714,
-0.012093619,
-0.021266354,
0.031942695,
-0.022374276,
-0.043453578,
0.041237734,
0.075453825,
-0.015194364,
0.009661946,
0.0027086544,
0.009158345,
0.016230343,
0.019309504,
0.0106691485,
0.0066367425,
-0.0011582824,
-0.0020629659,
-0.036086615,
-0.021784343,
0.032288022,
-0.0372377,
0.028748427,
0.00093795697,
-0.014287882,
-0.005161911,
-0.051309753,
0.0005912816,
0.017367043,
-0.05568389,
0.026388695,
0.038532674,
-0.018446188,
0.020662032,
-0.020388648,
0.019899437,
-0.021266354,
-0.024374291,
0.014719539,
0.06238898,
0.019582886,
0.05145364,
-0.03939599,
-0.03499308,
0.043252137,
-0.026503805,
0.0106691485,
-0.019611664,
-0.046388853,
-0.015971348,
-0.025453437,
-0.03415854,
0.019640442,
0.0007625959,
-0.023424644,
-0.0067986143,
-0.0084461095,
-0.017237544,
-0.04785649,
-0.010467708,
0.041525505,
-0.011021669,
-0.052374512,
-0.02059009,
0.045295317,
0.017856255,
0.013647589,
0.0172951,
-0.018374244,
0.004420898,
-0.03683482,
0.012036066,
-0.051798966,
-0.0124101695,
-0.03171248,
-0.042475153,
-0.00266369,
0.03456142,
-0.009949719,
-0.08805824,
-0.0005436194,
-0.04146795,
0.006424511,
0.003492833,
-0.030446282,
-0.05185652,
0.0051259394,
-0.028949866,
0.03119449,
-0.023856303,
0.0044820495,
-0.018057695,
-0.001422673,
0.029467857,
0.061352998,
-0.017237544,
0.04621619,
0.001638502,
-0.017755534,
-0.008482081,
0.025841929,
-0.024935447,
0.03427365,
-0.032259244,
0.004611547,
-0.050187442,
-0.03838879,
-0.04094996,
-0.00053732435,
0.041410398,
-0.058101173,
-0.040489525,
-0.020057712,
0.0362305,
-0.007791428,
0.047252167,
-0.041036293,
-0.03467653,
-0.05821628,
-0.048374478,
0.047914043,
-0.032259244,
-0.0074173245,
0.01523753,
0.0077986224,
0.041525505,
-0.020906638,
0.009690723,
0.04989967,
-0.008388555,
-0.0124965,
-0.06768398,
0.025079332,
-0.037180148,
-0.011036058,
-0.00078327954,
0.018863456,
-0.043280914,
0.046158634,
-0.032777235,
-0.044489555,
-0.012518084,
0.019899437,
0.044518333,
-0.010057633,
0.034935527,
-0.0027122514,
-0.033007454,
-0.028935479,
0.0067302687,
0.0069928607,
0.0006726671,
0.010762674,
0.017611649,
0.031223265,
-0.02778439,
-0.0016394013,
-0.012582832,
-0.03119449,
0.048834916,
0.013935361,
-0.012503695,
0.012877799,
0.0077842334,
-0.015985737,
-0.047079504,
0.024777172,
0.020849084,
-0.05741052,
-0.034446314,
0.029899515,
0.026316753,
-0.060777456,
0.026820354,
0.027741224,
-0.035050634,
0.0022338305,
0.005928104,
-0.0037374394,
-0.037640583,
0.028460653,
0.030216064,
-0.027913887,
0.009848998,
-0.0959432,
-0.010712314,
-0.014863426,
0.022072116,
0.04138162,
0.0074964617,
0.03047506,
0.02707935,
0.013302262,
0.05968392,
-0.0022590104,
0.0019910228,
0.022417441,
-0.035367183,
-0.068201974,
0.0025719625,
0.018590074,
-0.002507214,
0.018647628,
-0.025985815,
0.021554125,
0.03769814,
0.028000219,
0.006161919,
-0.06935306,
0.018158415,
-0.014028886,
-0.038993113,
0.0041331258,
-0.032201692,
-0.002938872,
0.077410676,
-0.02223039,
-0.04126651,
-0.0010206915,
0.031654924,
-0.0189354,
-0.023007374,
-0.03930966,
0.0040288083,
-0.019180005,
0.012036066,
-0.016129622,
-0.030906716,
-0.008122366,
0.016805887,
-0.0027158486,
0.0024496594,
-0.0010215908,
0.009410146,
0.00091682374,
-0.014575654,
0.010978503,
0.01769798,
0.009223094,
-0.010827423,
-0.037180148,
0.0153382495,
0.021539737,
-0.049813338,
0.02345342,
0.021165634,
-0.004586367,
-0.025064945,
-0.0093022315,
0.050273776,
-0.015554079,
0.054561578,
-0.053122718,
0.0053885314,
-0.029136918,
-0.0013795072,
-0.025093721,
-0.014661985,
0.051626302,
0.051626302,
-0.009510865,
0.05761196,
-0.0033093784,
0.0074173245,
-0.017309489,
0.04025931,
0.02686352,
-0.00054541795,
0.02326637,
-0.017136825,
0.013338234,
-0.06020191,
-0.0013516293,
0.034417536,
-0.049755786,
0.030676499,
0.014064859,
-0.013805863,
-0.069410615,
-0.012640387,
0.020316705,
0.015928183,
0.008273446,
-0.041295286,
-0.013302262,
0.01023749,
0.004374135,
0.0046511157,
-0.049842115,
-0.047511164,
0.015827462,
-0.054705463,
0.011093612,
-0.04253271,
-0.0122303115,
0.012108008,
-0.0046547125,
0.0112087205,
0.004561187,
0.046878066,
0.01811525,
0.00951806,
-0.04083485,
-0.034331203,
0.0018795112,
0.016302286,
-0.0417845,
-0.017841866,
0.04650396,
0.05401481,
0.032374352,
-0.008920933,
-0.036575824,
-0.020345483,
-0.0024064938,
0.04592842,
-0.030273618,
0.017050494,
-0.01955411,
0.027496617,
-0.027554173,
-0.018791514,
-0.013007296,
0.021942617,
0.047683828,
0.0329499,
-0.014525293,
0.011237498,
0.04230249,
-0.039367214,
0.019697996,
0.0345902,
0.0021978589,
-0.015266307,
-0.0001149964,
-0.037928354,
0.057870958,
0.049755786,
0.030273618,
-0.026906686,
0.028993033,
0.0052734227,
-0.028417489,
-0.04825937,
0.03982765,
0.025554156,
0.0031906725,
-0.006557605,
-0.028546985,
-0.022172835,
-0.018028919,
-0.001050368,
0.019841881,
0.02119441,
-0.007366964,
0.0105180675,
-0.045352872,
-0.0036367192,
0.020086488,
-0.045755755,
-0.006388539,
-0.0023885078,
0.0074964617,
0.04287803,
0.010201518,
-0.024935447,
0.065496914,
0.02882037,
0.012431752,
0.036719713,
-0.032978676,
0.04765505,
0.021251965,
0.055108346,
-0.038849223,
0.010928143,
-0.016287897,
-0.031453483,
-0.04702195,
0.0256261,
-0.042561483,
-0.036201723,
0.01070512,
0.0051259394,
-0.018863456,
-0.05792851,
0.0062446534,
-0.043079473,
0.01271233,
-0.010719508,
-0.025654877,
-0.049957227,
0.020834696,
-0.011661962,
0.027194457,
0.046561517,
0.048432034,
0.02315126,
0.060777456,
0.030014623,
-0.007841788,
0.018474964,
0.008215891,
-0.00049820537,
-0.0059388955,
0.013849029,
-0.01985627,
-0.0029064976,
-0.061813433,
-0.053870924,
-0.0012715927,
0.015697965,
-0.027093736,
-0.03479164,
0.000046566238,
0.00039883406,
-0.0050791763,
0.047280945,
0.1006051,
0.0256261,
-0.010633177,
-0.030906716,
0.016662002,
-0.054878127,
-0.010618788,
-0.044489555,
0.007169121,
-0.020762753,
-0.050388884,
0.0029460662,
-0.026719633,
-0.006503648,
-0.04365502,
0.0027500214,
-0.035885174,
0.018805902,
0.023726804,
0.042446375,
0.006503648,
-0.012402975,
-0.0020971387,
0.049468014,
0.034100987,
0.010100799,
0.059338596,
0.045007546,
0.012690747,
0.006327388,
0.008453304,
0.062331423,
0.01771237,
0.002104333,
0.00040512907,
-0.039280884,
-0.04621619,
-0.07689269,
-0.017309489,
0.0075899875,
0.03611539,
-0.028302379,
-0.03766936,
0.011676351,
-0.050705433,
-0.022187224,
0.010251879,
0.03930966,
-0.00040985033,
-0.01281305,
0.004018017,
-0.03151104,
0.24633287,
0.09110863,
0.036288053,
-0.0027248415,
0.022647658,
0.06538181,
0.018302301,
-0.047827713,
0.01562602,
-0.013726726,
0.016935384,
-0.022057727,
0.026993018,
0.022388665,
-0.005618749,
0.051712636,
-0.050993204,
-0.0036187333,
-0.042244934,
-0.030417504,
-0.05133853,
0.061410554,
0.009676334,
0.030273618,
0.06164077,
0.0006834586,
0.038993113,
-0.03171248,
-0.0038453538,
-0.011165555,
0.0042878035,
-0.012273477,
0.020662032,
-0.02614409,
0.0011402967,
-0.016316675,
0.010575622,
-0.061698325,
-0.006183502,
0.024633287,
0.016417395,
-0.027252011,
0.02087786,
-0.024978613,
-0.022359887,
0.026575748,
-0.0015152997,
0.013266291,
0.02922325,
-0.042129826,
0.004183486,
-0.023079317,
0.019439,
-0.065496914,
-0.035165742,
0.0084604975,
-0.049439237,
-0.053439267,
-0.015165586,
0.014690762,
-0.026302364,
0.034849193,
0.005712275,
0.013949749,
-0.023237592,
0.028014608,
0.028791592,
0.012108008,
-0.022345498,
0.016920995,
-0.010251879,
-0.015496524,
-0.0427917,
-0.0372377,
0.01975555,
0.045122657,
-0.011079224,
0.03994276,
-0.016633224,
-0.044690996,
0.030734053,
-0.02459012,
-0.012971325,
-0.03830246,
0.005881341,
0.07274877,
-0.0005202379,
0.021079302,
0.014863426,
0.042993143,
0.0362305,
0.0046906844,
-0.0012563048,
0.0012697941,
0.0054352945
] | from transformers import AutoModelForSeq2SeqLM
model = AutoModelForSeq2SeqLM.from_pretrained("my_awesome_opus_books_model")
outputs = model.generate(inputs, max_new_tokens=40, do_sample=True, top_k=30, top_p=0.95)
Decode the generated token ids back into text:
tokenizer.decode(outputs[0], skip_special_tokens=True)
'Les lignées partagent des ressources avec des bactéries enfixant l'azote.'
``
</pt>
<tf>
Tokenize the text and return theinput_ids` as TensorFlow tensors: |
[
0.019747566,
0.003838155,
-0.0037323644,
0.024201905,
-0.009762425,
-0.02672603,
0.011744605,
-0.0135337645,
-0.004105415,
0.033169974,
-0.0076169185,
0.015931685,
0.032041542,
-0.03043798,
-0.028522614,
0.011640671,
0.011254628,
-0.0363474,
-0.025790619,
-0.0035838864,
-0.010282098,
0.0053971736,
-0.07483289,
-0.00077301334,
0.0151447505,
0.018233093,
0.029888611,
-0.016822552,
0.07881209,
0.04599847,
0.019064568,
0.041158088,
0.01622864,
-0.026919052,
-0.024231602,
-0.018277636,
0.014239036,
-0.009769849,
-0.030675543,
-0.049532242,
0.009294719,
0.011989594,
0.013266505,
-0.028893808,
-0.028151419,
-0.019985132,
-0.023058625,
-0.009769849,
-0.013444678,
-0.015664423,
-0.021514455,
-0.015738662,
0.03735705,
-0.0055976184,
-0.01373421,
-0.032635454,
-0.014736436,
-0.027216008,
-0.051670324,
-0.005738673,
0.026740879,
0.060816567,
0.013095755,
-0.043682214,
-0.02188565,
0.0016982165,
-0.029665895,
0.0014198204,
-0.040148437,
-0.020772064,
-0.032279104,
-0.0047215987,
-0.029977698,
-0.021558998,
-0.026651792,
-0.022984385,
0.03468445,
-0.025196707,
0.009955446,
0.04537486,
0.00520044,
0.03245728,
0.03150702,
-0.012813647,
-0.011254628,
-0.06651812,
0.042731952,
-0.018633982,
0.003554191,
-0.042464692,
0.0116109755,
0.0269339,
-0.010675564,
-0.0056978413,
0.02512247,
0.05265028,
0.008492938,
0.04187078,
-0.006172971,
0.0011340004,
0.010898282,
0.069250114,
-0.034239016,
0.020846304,
-0.0046770554,
0.001662025,
0.03818853,
0.008945797,
-0.038277615,
-0.02639938,
-0.025998488,
-0.045523338,
0.029458025,
-0.026993291,
0.009413502,
0.04121748,
-0.023786167,
-0.00034985115,
-0.018633982,
-0.015931685,
-0.0083890045,
-0.012041561,
-0.0046028164,
-0.037446138,
0.037060097,
-0.04786929,
0.026518162,
0.07251663,
-0.044780947,
0.0471269,
0.0129250055,
-0.0100668045,
-0.007435033,
0.008827014,
-0.004034888,
0.019495154,
-0.023979189,
-0.011195237,
0.026429074,
-0.020623587,
0.011224933,
0.009465469,
-0.012524115,
0.08380096,
0.021158107,
-0.00952486,
0.01319969,
-0.022464713,
-0.011915355,
0.00523756,
-0.06687447,
-0.011098727,
0.0026540433,
0.015129903,
-0.01804007,
0.00491462,
-0.044602774,
0.009881208,
-0.029101677,
-0.0016926486,
0.01070526,
0.009799545,
-0.028893808,
0.058470614,
0.005419445,
0.028388985,
-0.008337037,
-0.03697101,
0.014016318,
-0.028448375,
0.019554546,
0.023073474,
-0.009138818,
0.030378588,
0.01521899,
0.0074164737,
0.034565665,
0.013259081,
0.014550839,
0.01628803,
-0.0002466126,
-0.022746822,
0.00916109,
0.032813627,
-0.0033778732,
-0.00899034,
0.0037175165,
-0.01804007,
-0.0129250055,
0.0143058505,
0.03890122,
0.051759414,
-0.023014082,
-0.0017269842,
-0.038723048,
0.018099463,
-0.012583506,
0.0116926385,
-0.014951729,
-0.028938351,
-0.03373419,
0.040415697,
-0.024023732,
0.031388238,
-0.025077926,
0.018604286,
-0.000093958704,
0.062182564,
-0.0099999895,
0.016881943,
0.03036374,
0.013860417,
-0.017149203,
0.041959867,
0.03210093,
-0.03723827,
-0.02188565,
0.015382315,
-0.009547132,
-0.003034518,
-0.008463243,
0.015694119,
0.04893833,
-0.020772064,
-0.008700808,
-0.015590184,
0.022984385,
0.083919734,
0.0056904173,
-0.018129157,
0.011737182,
0.029309547,
0.03628801,
0.04080174,
0.040890828,
0.024276145,
0.04335556,
0.04430582,
0.017594637,
-0.0038864103,
-0.04739416,
-0.024513708,
0.05404597,
0.05365993,
-0.007093534,
-0.00008537482,
-0.0057460964,
-0.0133036245,
-0.03036374,
0.011083879,
-0.05891605,
0.029324396,
0.018752765,
-0.008864134,
-0.06072748,
-0.04472156,
0.015857445,
0.040890828,
-0.028359288,
-0.05728279,
0.025775772,
0.046236034,
0.04653299,
-0.028893808,
0.023236798,
0.01636227,
0.015070512,
0.015033392,
-0.032635454,
-0.032279104,
-0.00042200217,
-0.05603558,
-0.093125366,
0.004484034,
-0.033823278,
-0.0006927424,
-0.0037138048,
-0.048581984,
-0.003773196,
-0.0026150679,
-0.01083889,
0.008760199,
-0.031210065,
0.05217515,
0.01394208,
-0.00027027627,
-0.06040083,
0.04834442,
-0.034090538,
0.019094264,
-0.008975492,
-0.011670367,
-0.03129915,
-0.05532288,
-0.00523756,
0.020905696,
-0.017253138,
-0.040950216,
0.011410531,
0.036406793,
-0.028106876,
0.024855208,
-0.0074573047,
0.018886395,
-0.042108346,
0.050868545,
0.038337007,
-0.040682957,
0.037267964,
0.028092029,
0.018737918,
0.0390497,
0.008322189,
0.031180369,
-0.029443176,
0.026562706,
0.057609443,
0.01114327,
-0.047631726,
0.0048775007,
-0.058797266,
0.015115055,
-0.0056087547,
-0.025478816,
0.018470656,
0.04659238,
-0.015263533,
-0.05466958,
-0.009153665,
-0.01628803,
-0.021930194,
-0.0028062332,
0.0048329574,
0.035515927,
0.018767612,
0.00031249967,
-0.081841044,
-0.019302133,
-0.025820315,
0.029042287,
0.003968073,
-0.010244979,
0.024424622,
0.019168504,
-0.012680016,
0.028656244,
0.039079394,
-0.020371174,
0.004131399,
-0.01864883,
0.018693374,
0.031210065,
0.025716381,
-0.002670747,
-0.014142524,
0.039762393,
0.0124573,
0.02672603,
0.022910148,
0.03670375,
0.01201929,
0.038396396,
0.024662187,
0.038455788,
-0.018544896,
-0.0077282772,
-0.033852972,
0.03708979,
0.03171489,
-0.0713882,
0.00025867642,
0.03224941,
-0.022702279,
0.00054751243,
-0.021262042,
-0.017060116,
0.06025235,
0.0046139522,
0.034743838,
-0.012123224,
-0.014120253,
0.0075315437,
0.02497399,
0.025508512,
0.022910148,
0.028225658,
-0.0075538154,
-0.029517416,
-0.0061135795,
0.004328132,
0.010222707,
0.0031458766,
0.03251667,
-0.0013511493,
-0.038158834,
-0.032754235,
0.026473617,
0.05024494,
0.034565665,
0.018396419,
0.01527838,
-0.041098695,
0.028552309,
0.061766826,
0.0037138048,
0.0044357786,
-0.041069,
0.034773536,
0.014046014,
0.030942805,
-0.0037490681,
-0.02222715,
-0.05535258,
0.003398289,
0.005838895,
0.01097252,
-0.034357797,
0.0019190775,
0.0025798043,
0.014328122,
-0.016005922,
-0.0039903447,
-0.037564922,
-0.0011525601,
0.037713397,
-0.03379358,
0.004034888,
-0.028166266,
0.00052570476,
0.018589439,
0.014246459,
-0.036436487,
-0.013815873,
-0.034981403,
-0.06342978,
0.03661466,
0.025226403,
-0.020133609,
0.0043689637,
-0.05238302,
0.02350406,
-0.0020415718,
-0.021692628,
-0.009970294,
0.0118411165,
-0.022806212,
-0.009020035,
-0.002099107,
-0.018633982,
-0.009888631,
0.035189275,
-0.04154413,
-0.01933183,
-0.016213791,
-0.030259807,
-0.013407559,
-0.013355591,
0.014446904,
0.024216752,
0.0026280596,
-0.020504804,
-0.027067529,
0.037832182,
-0.024736427,
-0.025003687,
0.04118778,
0.068715595,
-0.013177418,
0.022984385,
0.006963616,
0.012865614,
0.014187068,
0.008262798,
-0.005129913,
0.0016146976,
-0.0041685184,
-0.0044357786,
-0.03266515,
-0.025642142,
0.013169994,
-0.024157362,
0.033645105,
0.008010386,
0.0069302083,
0.011959898,
-0.030586457,
0.0043021487,
0.02377132,
-0.061232306,
0.03150702,
0.025523359,
-0.026473617,
0.02095024,
-0.023311038,
0.015018544,
-0.020341478,
-0.040772043,
-0.000104630555,
0.072813585,
0.033704493,
0.07815879,
-0.033169974,
-0.013103179,
0.043652516,
-0.032279104,
0.0040386003,
-0.035248663,
-0.031744584,
-0.007906451,
-0.032694843,
-0.032902714,
0.015708966,
0.004346692,
-0.032190017,
-0.01811431,
-0.010660716,
-0.0051484727,
-0.07055672,
-0.0038455788,
0.045612425,
-0.015137327,
-0.06628056,
-0.03438749,
0.03420932,
0.01973272,
0.023845559,
0.023979189,
-0.023251647,
0.005341494,
-0.04573121,
0.01171491,
-0.040772043,
0.012360789,
-0.027557507,
-0.035100188,
-0.0025426848,
0.026369683,
-0.013823297,
-0.092115715,
-0.0033945772,
-0.050987326,
-0.004755006,
-0.006295465,
-0.030334044,
-0.02653301,
0.009948023,
0.00013479014,
0.030824022,
-0.002744986,
-0.0030475098,
-0.023652537,
-0.009443197,
0.03278393,
0.044929426,
-0.009265024,
0.04201926,
0.020757217,
-0.01201929,
-0.0037397882,
0.03495171,
-0.017342225,
0.03554562,
-0.028938351,
0.017297681,
-0.047780205,
-0.03863396,
-0.03804005,
0.014031166,
0.03420932,
-0.05674827,
-0.028715635,
-0.016584987,
0.019688176,
-0.00039880248,
0.03697101,
-0.029265003,
-0.037743095,
-0.051135805,
-0.05701553,
0.037861876,
-0.033437233,
0.0030660697,
0.006870817,
0.0150779355,
0.032962106,
-0.034506276,
0.0059836614,
0.04314769,
-0.028181115,
-0.016258335,
-0.0801187,
0.041128393,
-0.016807703,
-0.008930949,
-0.018633982,
0.006009645,
-0.04742386,
0.03521897,
-0.039435744,
-0.037594616,
-0.019940589,
0.02653301,
0.033852972,
-0.016020771,
0.01390496,
-0.017728267,
-0.03210093,
-0.019703023,
0.032041542,
0.00828507,
0.0075501036,
0.024454318,
0.0005243128,
0.015664423,
-0.028032636,
-0.008188559,
-0.030259807,
-0.027156617,
0.03863396,
0.020014828,
-0.015679272,
0.030586457,
0.008292493,
-0.025701532,
-0.038426094,
0.028151419,
0.02268743,
-0.0767334,
-0.02080176,
0.00881959,
0.041425347,
-0.06990342,
0.035308056,
0.035901967,
-0.03251667,
-0.0065218937,
0.010111349,
0.005560499,
-0.04766142,
0.0363474,
0.019302133,
-0.0309725,
0.0023014082,
-0.08225679,
-0.004632512,
-0.016525596,
0.012412757,
0.04032661,
-0.008448395,
0.02127689,
0.029740132,
-0.004844093,
0.040682957,
0.00916109,
0.00026424436,
0.026176663,
-0.049769808,
-0.07376385,
-0.0015116911,
0.026280597,
0.0021380824,
0.017178899,
-0.017386768,
0.016584987,
0.04148474,
0.05603558,
0.0042241975,
-0.053838104,
0.0056050424,
-0.02645877,
-0.031477325,
-0.005567923,
-0.040148437,
0.007958418,
0.08570147,
-0.006302889,
-0.038960613,
0.0015376747,
0.028151419,
-0.016050465,
-0.028730484,
-0.03991087,
0.0061952425,
-0.022004431,
0.0055864826,
-0.008478091,
-0.03610984,
-0.012642898,
0.034981403,
-0.015887141,
0.0007108382,
-0.0064550787,
0.04187078,
0.005163321,
0.0043021487,
0.0087676225,
0.014884914,
0.0007498136,
-0.01026725,
-0.030913109,
0.020118762,
0.01657014,
-0.035456534,
0.026547857,
0.038337007,
-0.0154565545,
-0.02464734,
0.006009645,
0.041128393,
-0.023073474,
0.0558871,
-0.047186293,
0.0046622073,
-0.03406084,
-0.0061878185,
-0.026770573,
-0.0027746817,
0.03979209,
0.0639643,
-0.011544161,
0.052204847,
0.016674073,
-0.0035170715,
-0.010593901,
0.035367448,
0.03272454,
0.015827749,
0.017312529,
-0.020089066,
-0.0035931664,
-0.05769853,
-0.010965097,
0.024187058,
-0.032694843,
0.026547857,
-0.00016262975,
-0.014409785,
-0.047988072,
-0.024157362,
0.023756472,
-0.0021566423,
0.0040720077,
-0.051670324,
-0.017015573,
0.0015070512,
-0.0137639055,
0.018945785,
-0.062360737,
-0.03426871,
0.019747566,
-0.06295465,
0.02181141,
-0.039881177,
-0.014350394,
0.008314765,
0.0041388227,
0.00046608155,
-0.012249431,
0.036733445,
0.0017724555,
0.014417209,
-0.04596877,
-0.035397142,
-0.007089822,
0.019213047,
-0.04371191,
-0.014268731,
0.05668888,
0.072872974,
0.044543386,
-0.010898282,
-0.040623568,
-0.026087575,
0.0073942016,
0.04638451,
-0.044632472,
-0.0021176666,
-0.031180369,
0.012464724,
-0.03420932,
-0.000028608105,
0.0054083094,
0.014187068,
0.044335514,
0.020282088,
-0.0034892317,
0.010155892,
0.036525574,
-0.036050446,
0.018723069,
0.038544875,
0.0072457236,
0.00001516679,
0.0019988844,
-0.017594637,
0.061826218,
0.03824792,
0.046087556,
-0.03608014,
0.04074235,
0.010289522,
-0.028938351,
-0.021395672,
0.050749764,
0.021514455,
0.0075760875,
0.00007093302,
-0.023028929,
-0.009190785,
-0.006796578,
-0.007891603,
0.016347421,
0.023548603,
0.012390485,
0.005215288,
-0.03373419,
-0.004992571,
0.0077357013,
-0.05576832,
0.0031533004,
-0.008693384,
0.01790644,
0.03542684,
0.009109122,
-0.009740153,
0.05487745,
0.037594616,
0.0088344375,
0.040504783,
-0.03465475,
0.030007394,
0.024097972,
0.057668835,
-0.023726776,
0.010645869,
-0.018203396,
-0.04362282,
-0.06443943,
0.01830733,
-0.039376352,
-0.04543425,
0.021737171,
-0.016035618,
-0.03239789,
-0.050037067,
-0.00346696,
-0.030734936,
0.008277645,
-0.019747566,
-0.029858915,
-0.032694843,
0.030215262,
0.0042947247,
0.02100963,
0.03851518,
0.04700812,
0.013659971,
0.039287265,
0.008374156,
0.0016508892,
0.027438724,
0.006507046,
-0.004268741,
-0.015174447,
0.021351129,
-0.003841867,
0.0037880437,
-0.029992545,
-0.04674086,
0.00047211346,
0.0042947247,
-0.034506276,
-0.03697101,
0.0057052653,
-0.01386784,
0.00014128604,
0.060519613,
0.09918327,
0.014788403,
-0.026963595,
-0.021900497,
0.01904972,
-0.07619888,
-0.009680762,
-0.03851518,
0.0035022236,
-0.022806212,
-0.04813655,
0.003036374,
-0.031150673,
-0.024469165,
-0.026696336,
0.0049443156,
-0.034446884,
0.025612446,
0.01710466,
0.033199668,
-0.0038789865,
-0.013979198,
0.00973273,
0.0397327,
0.04674086,
0.009324415,
0.08255374,
0.04855229,
-0.007899026,
-0.0049071964,
0.010452848,
0.043652516,
0.006135851,
-0.0021065308,
-0.013110603,
-0.03729766,
-0.055025928,
-0.07507045,
-0.029680742,
0.008596873,
0.018559743,
-0.029769829,
-0.04228652,
0.0064550787,
-0.05440232,
-0.015976228,
0.016169248,
0.016584987,
-0.0031365966,
-0.020965086,
-0.0019246454,
-0.04472156,
0.26417196,
0.08938372,
0.045196686,
0.025939098,
0.02653301,
0.049264982,
0.034120232,
-0.026978442,
0.024350384,
-0.01655529,
-0.008500363,
-0.011573856,
0.021395672,
0.019242741,
-0.011959898,
0.058678485,
-0.050987326,
-0.0010068661,
-0.03507049,
-0.025434272,
-0.0653303,
0.0531848,
-0.0006862465,
0.039881177,
0.0518485,
-0.010222707,
0.03575349,
-0.015152175,
-0.012739408,
-0.006080172,
0.007928723,
-0.018426113,
0.02766144,
-0.034595363,
-0.017891593,
-0.006139563,
0.01750555,
-0.05701553,
-0.008908677,
0.0265924,
0.0030233823,
-0.0025946521,
0.022746822,
-0.026681487,
-0.028507765,
0.025404576,
0.0010467696,
0.0013260937,
0.033169974,
-0.034862623,
0.01796583,
-0.01933183,
0.02760205,
-0.05844092,
-0.037149183,
-0.0030939092,
-0.031180369,
-0.04929468,
-0.024558252,
0.00023443277,
-0.019925741,
0.029725285,
-0.006091308,
0.011440226,
-0.020074219,
0.034328103,
0.011440226,
0.030408284,
-0.038574573,
-0.007980689,
0.0049591633,
-0.021900497,
-0.041069,
-0.032279104,
0.026904205,
0.036198925,
-0.0022921283,
0.020148458,
-0.02127689,
-0.049591634,
0.0390497,
-0.028537462,
0.0003760668,
-0.041722305,
0.021603541,
0.068240464,
-0.0115293125,
0.021499608,
-0.007913874,
0.051581237,
0.050185546,
-0.0005006491,
0.0126132015,
-0.0032182594,
0.02228654
] | from transformers import TFAutoModelForSeq2SeqLM
model = TFAutoModelForSeq2SeqLM.from_pretrained("my_awesome_opus_books_model")
outputs = model.generate(inputs, max_new_tokens=40, do_sample=True, top_k=30, top_p=0.95)
Decode the generated token ids back into text:
tokenizer.decode(outputs[0], skip_special_tokens=True)
'Les lugumes partagent les ressources avec des bactéries fixatrices d'azote.' |
[
0.0031173385,
-0.01478855,
-0.012146427,
-0.009174039,
-0.023617646,
0.025804738,
0.03141191,
0.0033705418,
0.0039962116,
0.057715714,
0.026362518,
-0.0021118638,
0.010443726,
-0.017217835,
-0.016116953,
0.01145654,
-0.0057796445,
-0.031177053,
-0.043976672,
-0.016616018,
-0.0029723886,
0.024924029,
-0.10550879,
0.0028879875,
-0.02320665,
0.0025265303,
0.05040584,
-0.035198953,
0.106095925,
0.051198475,
-0.029195461,
0.032233905,
0.018245328,
-0.036696155,
-0.028608322,
-0.023324076,
0.018377434,
-0.011529932,
-0.034817312,
-0.048556354,
0.031265125,
0.00062658684,
0.021445233,
-0.020637918,
-0.0517269,
0.010458404,
0.0019082001,
-0.034729242,
-0.016865553,
-0.036050305,
0.00050411344,
0.013783076,
0.02672948,
0.027096441,
-0.028270718,
0.0052769072,
-0.030619273,
-0.008601579,
-0.031059626,
0.029063355,
0.036901653,
0.033378825,
0.007838299,
-0.048791207,
-0.0060511963,
0.019933352,
-0.013988575,
0.017526085,
-0.009313485,
-0.010942793,
-0.02253144,
0.021606697,
-0.019815924,
-0.043272108,
-0.00925477,
-0.002280666,
0.017819652,
-0.026377197,
0.0019797576,
0.05469195,
0.02157734,
0.04468124,
0.019713175,
0.016748125,
-0.04993613,
-0.03158805,
0.023529574,
-0.018700361,
-0.019067323,
-0.036431942,
-0.023470862,
0.03282104,
-0.011060221,
0.022898402,
0.04074741,
0.036402587,
-0.027155155,
0.02969453,
-0.024777245,
-0.018304043,
0.026993692,
0.097582415,
-0.029459674,
0.03446503,
-0.033378825,
0.021327807,
0.012234499,
0.008829095,
-0.01021621,
0.0011421678,
-0.017878367,
-0.004315468,
0.015779346,
-0.02157734,
-0.00782362,
0.038428213,
-0.028182648,
-0.00010980178,
-0.030120205,
-0.008608918,
-0.012425318,
-0.025922164,
-0.01441425,
-0.0063264174,
0.022091085,
-0.036373228,
-0.023514897,
0.03352561,
-0.023691038,
0.028652359,
-0.011375808,
-0.030208275,
0.009482287,
0.044358313,
-0.017526085,
-0.01221982,
0.014663784,
0.018304043,
0.0142527865,
-0.021459911,
0.02234062,
-0.013254652,
-0.0023907546,
0.06804935,
0.022516761,
0.0055924943,
-0.016366486,
-0.018964574,
-0.046618797,
0.048908636,
-0.03839886,
0.01939025,
-0.004972329,
0.037312653,
-0.029826635,
0.0076694963,
0.012997778,
-0.03378982,
-0.00016478867,
-0.0024990083,
-0.013819772,
-0.00687319,
-0.024351569,
0.061590828,
-0.008388741,
0.032321975,
-0.023147935,
-0.027345976,
0.009357519,
-0.019918673,
-0.005375987,
0.027727615,
-0.009907962,
0.0364613,
0.018832467,
0.02863768,
0.02901932,
-0.0047815093,
0.017937081,
-0.014333518,
0.0069062165,
0.0033943944,
-0.007581426,
0.00036099844,
0.00041856553,
-0.0055117626,
-0.0007852977,
0.015970167,
-0.021357162,
0.023441505,
0.019801246,
0.05202047,
-0.018920537,
0.014260126,
-0.06100369,
0.02109295,
-0.0043778513,
0.039455708,
0.0053686476,
-0.041774902,
-0.027903756,
0.042303327,
-0.017482048,
0.04130519,
-0.020652596,
0.0038971317,
-0.017893046,
0.037195224,
-0.014693141,
0.002500843,
0.030619273,
0.013665648,
-0.04192169,
-0.004062264,
0.038927283,
0.0029136748,
-0.028212005,
0.027067084,
-0.019037966,
0.0036989725,
0.0574515,
0.010414369,
0.04192169,
-0.0021632384,
0.008146547,
-0.012865672,
0.00174215,
0.082375534,
0.015338993,
0.002271492,
0.010612528,
0.035668664,
0.006223668,
0.042244613,
0.028578967,
0.022443369,
0.036520015,
0.032028403,
0.009981355,
-0.002302684,
0.016674733,
0.0030677987,
0.032615542,
0.04905542,
0.0073429006,
-0.0055044233,
0.018274685,
-0.0015173861,
-0.025540525,
0.051814973,
-0.06675765,
0.013863808,
0.025951521,
-0.0021742473,
-0.070691474,
-0.033643037,
0.010414369,
0.013005118,
-0.042714324,
-0.03607966,
0.004381521,
0.026068948,
0.008484151,
-0.0059300987,
0.04247947,
0.036020946,
-0.022091085,
0.03044313,
-0.0020843416,
-0.04245011,
-0.017261872,
-0.045561947,
-0.07738485,
-0.025657952,
-0.07215932,
-0.01850954,
0.010796009,
-0.0678145,
0.036138374,
0.011992304,
-0.029078035,
-0.0044475743,
-0.0519324,
0.046061017,
0.024395604,
0.021489268,
-0.025246955,
0.013577578,
-0.022751616,
0.04829214,
-0.014326179,
-0.042743683,
-0.00174215,
-0.039396994,
0.035580594,
0.013592256,
-0.005067739,
-0.013034474,
-0.020975523,
0.009768517,
-0.03103027,
-0.042978536,
-0.0037943826,
0.02090213,
-0.022780973,
0.019874638,
0.023500219,
-0.013577578,
0.032233905,
0.025672631,
-0.0027448724,
0.03875114,
-0.0044879396,
0.04908478,
-0.03340818,
0.027463403,
0.03751815,
-0.0084034195,
-0.03514024,
-0.0065062284,
-0.042978536,
0.00610624,
-0.035874162,
-0.010935455,
-0.021489268,
0.036784228,
-0.03103027,
-0.0665815,
0.018715039,
-0.00064952194,
-0.03390725,
-0.014590392,
-0.0049943468,
0.060944974,
0.010370334,
0.01040703,
-0.055513944,
-0.019316856,
-0.005067739,
0.021958979,
0.022296585,
-0.015221565,
0.0047815093,
0.03387789,
0.009027255,
-0.0028127604,
0.03167612,
-0.018935217,
0.019522354,
-0.025995556,
0.02176816,
0.01623438,
0.006223668,
0.031646766,
-0.0025687309,
0.044064745,
0.012961082,
-0.008484151,
0.0080878325,
0.03913278,
0.017937081,
0.048116,
0.01183818,
0.007419963,
-0.034288887,
0.00754473,
0.0034677868,
-0.0020659936,
0.03866307,
-0.031265125,
0.00830067,
0.004506288,
-0.0096364105,
-0.01450232,
-0.015764669,
-0.057950567,
0.050082915,
0.042626254,
0.04896735,
-0.03713651,
-0.0140766455,
-0.010032729,
0.006443845,
0.05125719,
0.03599159,
0.038428213,
-0.001365097,
0.031000912,
-0.013951878,
-0.01564724,
0.0033191673,
-0.0056145117,
0.038046576,
0.006175963,
-0.03839886,
-0.024968065,
0.018494863,
0.025790058,
0.0076107825,
-0.0003644387,
0.032439403,
0.0020366367,
0.018392114,
0.03693101,
-0.009592375,
-0.00018737974,
-0.027933113,
0.024292855,
0.023999287,
0.012550085,
0.009203396,
-0.016454557,
-0.01776094,
-0.0064952197,
-0.012175784,
-0.00887313,
0.00024334139,
-0.01460507,
0.049231563,
0.014810569,
-0.031059626,
-0.007684175,
-0.026934978,
0.017247193,
0.051462688,
-0.02988535,
0.04083548,
-0.06276511,
0.018348077,
0.019918673,
0.006854842,
-0.01765819,
-0.015794026,
-0.022957115,
-0.059917483,
0.04145198,
0.049613204,
-0.063058674,
-0.012652835,
-0.036373228,
-0.014715158,
0.050992977,
-0.018656326,
0.0032329313,
0.02424882,
-0.024630459,
0.010641885,
0.0092474315,
-0.016616018,
-0.0026806542,
0.007166759,
-0.029136747,
-0.017144443,
-0.057921212,
-0.013071171,
0.0058567063,
-0.010854723,
-0.029136747,
0.012586782,
0.018450826,
-0.019140715,
-0.035874162,
0.04074741,
-0.06851906,
-0.056746934,
0.021136986,
0.05566073,
-0.02414607,
0.047294006,
0.01145654,
-0.01431884,
0.024865314,
0.025026778,
-0.0059117507,
0.0060145,
-0.023617646,
-0.0016595836,
-0.0028586306,
-0.025276313,
0.019346213,
-0.0058750547,
0.024806602,
-0.0036953029,
-0.009526322,
0.027742295,
-0.05850835,
-0.0031466954,
0.024674496,
-0.032703616,
0.012858333,
0.01508946,
-0.012682191,
-0.0034310906,
-0.008285992,
0.013628952,
-0.02511485,
0.012660174,
-0.013276669,
0.06335224,
0.02529099,
0.07562344,
-0.015500456,
-0.027316619,
0.013907843,
-0.042303327,
-0.010135478,
-0.026494624,
-0.013885825,
0.03035506,
-0.02806522,
-0.008036458,
-0.008476812,
0.0257607,
-0.03607966,
0.024557067,
-0.020564526,
0.02778633,
-0.045385804,
0.0029760583,
0.043595035,
-0.046941724,
-0.056776293,
-0.039631847,
0.006146606,
0.013621613,
-0.003465952,
0.03992542,
-0.0036347543,
-0.022208514,
-0.045650017,
0.026656087,
-0.039103422,
-0.0025246956,
-0.009100647,
-0.011229023,
0.018847145,
0.05307732,
0.03188162,
-0.039984133,
0.00820526,
-0.05642401,
0.024659816,
-0.029459674,
-0.01375372,
-0.06206054,
0.008946523,
-0.052842464,
0.018553576,
-0.03091284,
0.0025320346,
-0.019448962,
-0.010627206,
0.035580594,
0.040042844,
-0.009783195,
-0.00243479,
0.0023522235,
-0.021122307,
-0.019786566,
0.034641173,
-0.0060145,
0.031147698,
-0.010084104,
0.0036292498,
-0.062999964,
-0.00011559289,
-0.021724124,
0.01823065,
0.05108105,
-0.010098782,
-0.009276788,
-0.042039115,
0.050259054,
-0.016924268,
-0.0041980403,
-0.04057127,
-0.01145654,
-0.060475264,
-0.052049827,
0.04277304,
-0.03302654,
-0.013570239,
-0.006895208,
-0.007295196,
0.07556473,
-0.012205142,
0.025437776,
0.04993613,
-0.03549252,
0.014575713,
-0.07750228,
0.049202207,
-0.0031466954,
-0.019874638,
-0.055308446,
-0.0064695324,
-0.023353433,
0.028270718,
-0.014142699,
-0.030589916,
-0.01508946,
0.050816838,
0.035081524,
-0.004065934,
0.059506487,
0.013239973,
-0.038017217,
-0.046530727,
0.036784228,
0.03828143,
-0.009416234,
0.016836196,
0.010678581,
0.016381163,
0.017893046,
0.013739041,
-0.046149086,
-0.044534456,
0.052431468,
0.016792161,
-0.038252074,
-0.00012511095,
0.022017693,
-0.05583687,
-0.033261396,
-0.006443845,
0.04476931,
-0.054486454,
-0.016263736,
0.00081419596,
0.003254949,
-0.012080374,
0.019698497,
0.027316619,
-0.045092236,
0.009658428,
0.03922085,
-0.008902487,
-0.022164479,
0.010274923,
0.035345737,
-0.025041457,
-0.022355298,
-0.017159123,
0.004190701,
-0.03552188,
0.000011410211,
0.061414685,
-0.0098125525,
0.011038204,
0.056570794,
0.007999762,
0.035844807,
-0.0032531142,
0.001088041,
0.0383695,
-0.044123456,
-0.023705717,
-0.011581306,
0.047969215,
0.026406555,
-0.010898759,
-0.020270957,
0.010150157,
0.035786092,
0.03772365,
0.008814417,
-0.040982265,
0.017379299,
-0.039954774,
-0.028711073,
-0.010047408,
-0.02072599,
0.044974808,
0.034758598,
-0.020858094,
-0.031382553,
0.005640199,
0.052137896,
-0.00065135676,
0.01088408,
-0.044123456,
0.009541,
-0.031852264,
-0.01966914,
0.014150037,
-0.018069187,
0.013981235,
0.032615542,
-0.044828024,
-0.008234617,
0.019786566,
0.03977863,
0.02645059,
0.026714802,
-0.051903043,
0.005394335,
0.0041136392,
-0.00915936,
-0.05566073,
0.054192882,
0.015544492,
-0.026274448,
-0.02587813,
0.017027017,
-0.03819336,
-0.050259054,
0.008983219,
0.0553378,
-0.046354584,
0.06129726,
-0.0151334945,
-0.008733685,
-0.047499504,
-0.017966438,
-0.017056374,
-0.004458583,
-0.000016326923,
0.053224105,
-0.0038824533,
0.044123456,
0.003779704,
0.005122783,
0.006484211,
0.01890586,
0.05049391,
0.026890943,
0.015588527,
-0.028857857,
-0.0049099457,
-0.04371246,
0.006509898,
0.06558337,
-0.02778633,
0.0015788521,
0.01221982,
-0.010575832,
-0.01939025,
-0.021239735,
-0.019903995,
0.024601104,
0.048761852,
-0.060034912,
0.02128377,
-0.017966438,
-0.02253144,
0.023911215,
-0.061590828,
-0.019258143,
0.043007895,
-0.04685365,
0.0024402943,
0.0039374977,
-0.019434284,
-0.017335264,
0.011669378,
-0.009805213,
-0.022311263,
-0.0052548894,
-0.021533305,
-0.0028476217,
-0.05257825,
-0.05774507,
-0.017408656,
-0.0034494386,
-0.044828024,
-0.016072916,
0.019595748,
0.02529099,
0.024058,
0.009203396,
-0.04154005,
-0.019228786,
-0.01632245,
0.04744079,
-0.033613678,
0.0105171185,
-0.015192209,
0.026465267,
-0.06652279,
0.013959218,
-0.037312653,
0.02539374,
0.011632682,
-0.000019924866,
0.013614274,
0.03170548,
0.06117983,
-0.010700599,
0.015030745,
0.009012576,
0.027243227,
0.017511405,
-0.019214107,
-0.008029119,
0.028711073,
0.047205936,
0.038017217,
-0.012528067,
0.027067084,
0.011654699,
-0.04341889,
-0.04189233,
0.040541913,
0.019874638,
0.033055898,
0.0034017337,
-0.036226444,
-0.025188241,
-0.027419368,
-0.02702305,
0.010223549,
0.002596253,
0.0041356566,
0.0039191493,
-0.032057762,
0.007897013,
0.005295255,
-0.012968422,
-0.0070750187,
-0.01374638,
0.050934263,
0.028681716,
-0.00036673222,
-0.00983457,
0.06687508,
0.0038053913,
0.035198953,
0.0050310427,
-0.0139372,
0.0010036399,
-0.019581068,
0.050816838,
0.0012192298,
0.026465267,
-0.0060071605,
-0.03819336,
-0.059506487,
0.008689649,
0.0048182053,
-0.020637918,
-0.003513657,
-0.023221327,
-0.010964812,
-0.06429166,
-0.0014916988,
-0.046442654,
0.030325703,
-0.02052049,
-0.037841074,
-0.03819336,
0.0105171185,
-0.008696989,
0.057304718,
0.047294006,
0.086602926,
0.025569882,
0.050053556,
0.0037063118,
0.007772246,
-0.018700361,
0.018215971,
0.003093486,
-0.010935455,
0.008821756,
-0.033173326,
0.012344587,
-0.028021185,
-0.074860156,
0.017423335,
0.017261872,
-0.0144656245,
-0.04782243,
0.0053980043,
-0.00026604714,
-0.023881858,
0.025364382,
0.10022454,
0.017775618,
0.0056842347,
-0.024380926,
-0.002921014,
-0.04171619,
0.008183243,
-0.057040505,
0.0128069585,
-0.044270243,
-0.046912365,
0.015779346,
-0.032439403,
-0.0009238257,
-0.026289126,
-0.021782838,
-0.039749276,
-0.0018008639,
-0.0047705,
0.0064034793,
-0.015412386,
-0.04479867,
0.004146666,
0.031441268,
0.017085731,
0.015441743,
0.073920734,
0.04697108,
-0.041598763,
-0.017408656,
-0.015118816,
0.056541435,
-0.0031833914,
-0.025525846,
0.00057521224,
0.01470048,
-0.045209665,
-0.06564208,
-0.010333638,
0.02910739,
-0.009137343,
-0.010524457,
-0.051315904,
-0.01803983,
-0.051873688,
-0.043565676,
-0.004942972,
0.0297826,
0.0062860516,
-0.004047586,
0.017100409,
-0.041951045,
0.2585758,
0.05020034,
0.024351569,
0.035551235,
0.0010687755,
0.059594557,
0.012608799,
-0.0031668781,
0.009012576,
-0.013438133,
-0.008043798,
-0.025511168,
0.0017825158,
0.054251596,
-0.01585274,
0.027845044,
-0.045855515,
0.03781172,
-0.04209783,
-0.027360654,
-0.023558931,
0.023353433,
0.023544254,
0.04086484,
0.034670528,
0.00859424,
0.029489031,
-0.02281033,
-0.024160748,
-0.033085253,
0.03522831,
-0.019419605,
0.036050305,
0.0022292915,
-0.021944301,
-0.019625105,
-0.010700599,
-0.063058674,
-0.013988575,
0.0069062165,
-0.01852422,
-0.019889316,
0.015823383,
0.0076694963,
-0.016102273,
0.050728764,
-0.028696394,
0.027654223,
0.027448725,
-0.030942198,
0.021929624,
-0.045473877,
0.022707582,
-0.08842306,
-0.022663547,
-0.024102036,
-0.056570794,
-0.026876265,
-0.03757686,
0.015896775,
-0.010238227,
0.012425318,
0.00030664227,
0.029797278,
-0.014531678,
0.03863371,
0.0041099694,
0.035874162,
-0.042244613,
0.0062823817,
-0.02615702,
-0.0054053436,
-0.021357162,
-0.06593566,
0.01729123,
0.036696155,
-0.025936844,
0.009695125,
0.00668237,
-0.047646288,
0.020447098,
-0.030824771,
-0.0012623478,
-0.043272108,
0.0657008,
0.043976672,
-0.032498114,
0.021709446,
-0.035345737,
-0.0042824415,
0.023588289,
0.036490656,
0.01965446,
-0.0030494505,
-0.002519191
] | text = "translate English to French: Legumes share resources with nitrogen-fixing bacteria."
The simplest way to try out your finetuned model for inference is to use it in a [pipeline]. Instantiate a pipeline for translation with your model, and pass your text to it:
from transformers import pipeline
translator = pipeline("translation", model="my_awesome_opus_books_model")
translator(text)
[{'translation_text': 'Legumes partagent des ressources avec des bactéries azotantes.'}] |
[
0.031220477,
-0.022517294,
0.027394582,
0.03773326,
-0.02612415,
-0.005406633,
0.027131733,
0.00020660475,
-0.0115287965,
0.039865248,
-0.0018472358,
0.018048882,
0.0109958,
-0.04147154,
-0.041851208,
0.049795054,
0.009272686,
-0.036010146,
-0.056074195,
0.02375852,
-0.01864759,
0.029847827,
-0.0890762,
-0.048918895,
-0.020604346,
0.04652406,
0.014201082,
-0.0031468722,
0.08364401,
0.023189016,
-0.040566176,
-0.02007865,
0.027818058,
-0.03162935,
-0.03393657,
-0.03691551,
0.016150536,
0.009374904,
-0.045589488,
-0.027686633,
0.018895835,
0.008885715,
0.05528565,
-0.043194655,
-0.06577036,
0.0034845585,
-0.010309475,
-0.0028621203,
0.009060947,
-0.02226905,
-0.011236743,
0.005048868,
-0.003647013,
-0.018720604,
-0.016048318,
-0.0181511,
-0.04263975,
-0.0021265117,
-0.037966903,
0.002518958,
0.025642263,
0.050846446,
0.02932213,
-0.0396024,
-0.00731593,
-0.0064361203,
-0.039397962,
-0.048042733,
-0.008104473,
0.0015752614,
-0.0010094085,
0.0013991169,
-0.025043553,
-0.058819495,
-0.048480816,
-0.030315112,
-0.0004896453,
-0.0053482223,
0.022312857,
0.054205056,
0.025423223,
0.009199672,
0.0676395,
0.020925604,
-0.025583852,
-0.06238254,
0.032914385,
-0.03306041,
0.007118794,
-0.01853077,
0.012565585,
0.027701236,
-0.02348107,
-0.0016793053,
0.029731005,
0.025218785,
-0.017610801,
0.041675977,
0.019173287,
0.020253882,
0.019290106,
0.053124458,
0.007162602,
0.032388687,
-0.05873188,
0.02590511,
-0.00059551455,
-0.018662194,
-0.04009889,
-0.060396582,
-0.0010340505,
-0.01413537,
0.001991437,
-0.032972794,
0.0417928,
0.011076114,
-0.027306965,
-0.0015177635,
-0.039397962,
-0.04988267,
0.02167034,
0.008002255,
0.0021319876,
-0.05175181,
0.013609675,
-0.03767485,
-0.013105883,
0.025481634,
-0.012404955,
-0.026810475,
0.014361711,
0.012295435,
-0.014259493,
0.06664652,
-0.014872804,
-0.05099247,
0.016092125,
0.023787726,
0.024795309,
-0.011200236,
0.01831173,
-0.0032618681,
0.0028329152,
0.06577036,
0.0055198036,
0.023335043,
-0.0013397936,
-0.03481273,
-0.073363736,
0.027949482,
-0.022663321,
0.003557572,
0.0033367067,
-0.019845009,
-0.035864122,
0.014069658,
-0.0052423533,
0.034900345,
-0.010718348,
0.0019622317,
-0.020268485,
0.00029775727,
-0.030899217,
0.029687198,
-0.022955373,
0.02353948,
-0.02304299,
-0.0007753097,
0.054321878,
-0.037762467,
-0.0067245224,
-0.021305274,
-0.0128722405,
0.02431342,
0.07365579,
0.030023059,
0.015478814,
0.0032874227,
0.02337885,
0.008600964,
-0.0056840833,
0.0105577195,
0.04725419,
0.019713584,
-0.0013808636,
0.012193217,
0.004742212,
0.017698418,
0.007210061,
0.007827023,
0.019713584,
0.057300817,
-0.007451005,
0.013324923,
-0.009433315,
-0.0015469688,
-0.07003433,
-0.008659374,
0.007827023,
-0.03580571,
-0.03998207,
0.025875906,
-0.022663321,
0.0028949764,
0.022400472,
-0.032301072,
0.01606292,
-0.0058228085,
-0.016617822,
-0.008951427,
0.084636986,
-0.027350772,
-0.0065529416,
-0.0041398527,
0.0423477,
-0.03370293,
0.00090536464,
0.01781524,
-0.041004255,
0.01506994,
0.002816487,
0.027146336,
0.020064048,
0.015055337,
-0.0181511,
0.041296307,
-0.011631015,
0.018516166,
0.0010577798,
0.010784061,
0.0005361912,
0.03636061,
-0.012419558,
0.08294308,
0.07932162,
0.014996926,
0.042406112,
0.03326485,
0.04079982,
0.013996645,
-0.00753497,
0.008308911,
0.018998055,
0.007965748,
0.02244428,
-0.01781524,
-0.035718095,
0.0041836607,
0.021290671,
0.018005073,
-0.05835221,
0.042435315,
-0.0063996133,
0.014471231,
-0.030315112,
-0.0014055056,
0.0065711946,
0.03755803,
-0.024766102,
-0.018706001,
-0.0054029822,
0.023933752,
-0.008987934,
-0.0027544259,
0.019260902,
0.039076705,
0.031278886,
-0.02486832,
0.020326896,
-0.022955373,
-0.020385306,
0.012762721,
-0.06577036,
0.005048868,
-0.019333916,
0.03855101,
-0.0025426873,
-0.036973923,
-0.0030501296,
-0.010594226,
0.034637496,
-0.0018125545,
-0.021641135,
0.029161502,
0.04036174,
-0.011623713,
-0.05835221,
0.014288698,
-0.005395681,
-0.0011864657,
-0.011915767,
-0.015581033,
-0.0076517914,
0.009455219,
-0.00095738657,
-0.029555773,
-0.0050525186,
0.0070822877,
-0.02469309,
-0.003833197,
-0.0181511,
-0.008695881,
-0.0035648732,
0.022517294,
-0.050788034,
0.0456479,
-0.009090153,
-0.047692273,
0.006578496,
0.02480991,
-0.031862993,
0.040595382,
0.007900036,
0.008097172,
-0.020385306,
0.019290106,
0.06144797,
0.00026056613,
-0.04915254,
-0.0064361203,
-0.052949227,
-0.0019330265,
-0.004844431,
-0.008177487,
-0.03381975,
0.061039098,
-0.025569249,
-0.07377262,
0.015814675,
-0.0341118,
-0.0047677667,
-0.09795461,
-0.008564457,
0.033294052,
-0.011572604,
0.0029296577,
-0.04190962,
0.00014534206,
-0.0056694807,
0.020370703,
-0.014967721,
-0.025992725,
0.022064611,
0.006885152,
-0.011251345,
-0.0021155595,
0.030957628,
-0.04515141,
-0.0029844176,
-0.017698418,
0.0037108997,
0.00014944904,
0.027394582,
0.013821413,
0.006260888,
0.027686633,
-0.0819501,
0.022517294,
-0.020925604,
-0.034170214,
0.0009081026,
0.04888969,
-0.026386997,
0.016851464,
-0.0132081015,
-0.010535816,
0.006494531,
0.04582313,
0.043486707,
-0.048802074,
0.014894708,
-0.012711612,
-0.008447636,
-0.029935442,
-0.0012613044,
0.0020443718,
0.020151664,
0.025262592,
0.026430806,
0.014310602,
-0.03592253,
-0.043807965,
-0.028285343,
0.07669315,
0.027029514,
0.031921405,
-0.040011276,
-0.00021208075,
0.023437262,
-0.0135439625,
0.017041298,
0.0077978177,
-0.0036214585,
-0.02546703,
-0.004278578,
-0.06395963,
0.016924476,
0.060221348,
0.043545116,
0.030928424,
0.05978327,
-0.014113466,
0.019436134,
0.058206182,
-0.0068997545,
-0.00054486154,
-0.0566583,
0.033907365,
0.0010030199,
0.044362865,
-0.048685253,
-0.008966031,
-0.044100016,
0.02930753,
-0.03338167,
0.009477123,
-0.030723985,
-0.015303583,
-0.022736333,
0.028811038,
-0.057183996,
-0.015654046,
-0.046582468,
0.009776478,
0.0687493,
-0.030986834,
-0.02244428,
-0.047049753,
0.06419327,
0.015201364,
-0.033031207,
-0.056629095,
-0.016836861,
-0.0123246405,
-0.05934519,
0.033615313,
0.020852592,
-0.012828432,
0.03942717,
-0.030490344,
0.058147773,
-0.011696727,
-0.011806247,
-0.0137484,
0.038346574,
0.028504383,
0.017932061,
-0.0021155595,
0.0055198036,
-0.00068906276,
0.04147154,
-0.00478602,
0.02705872,
-0.047166575,
-0.005125532,
-0.0269419,
0.006414216,
0.01771302,
0.02250269,
0.0072867246,
-0.007885434,
0.029847827,
0.016763847,
0.015697854,
0.009915203,
0.016238153,
0.034725115,
-0.0041398527,
0.044100016,
0.005450441,
-0.011207538,
0.06384281,
0.0022159528,
-0.038200546,
-0.00577535,
-0.027146336,
0.0039025596,
-0.0010714699,
-0.0072283144,
0.0030811601,
-0.03452068,
0.05400062,
-0.0111929355,
0.018340934,
0.014003946,
-0.047721475,
-0.00814098,
0.019713584,
-0.025817495,
0.056950353,
0.008944126,
-0.0084549375,
0.008009557,
-0.021743353,
-0.02457627,
-0.008652073,
-0.020911003,
-0.011302455,
0.03966081,
0.0010112339,
0.03498796,
0.0002804166,
-0.020005638,
0.015624841,
-0.00929459,
0.025919713,
-0.05210227,
0.023773123,
0.007578778,
-0.035280015,
-0.014288698,
0.023408055,
-0.01777143,
0.014434724,
-0.03855101,
-0.017347954,
0.023510275,
-0.023276633,
0.0073305327,
0.068282016,
-0.017201928,
-0.052890815,
-0.0057497956,
0.014748681,
-0.007210061,
0.011645617,
0.016895272,
-0.005253305,
-0.052861612,
-0.020984014,
0.016019113,
-0.01556643,
0.0017240259,
0.006826741,
-0.05741764,
-0.02491213,
0.01644259,
0.017187325,
-0.022531897,
-0.019479942,
-0.04918174,
0.017800637,
-0.017727623,
0.004917444,
0.0154350065,
-0.025364812,
-0.020356102,
0.020925604,
-0.03606856,
-0.003311152,
0.019290106,
-0.0023345994,
0.02920531,
-0.0002913686,
-0.024999745,
-0.010309475,
0.013989343,
0.028606601,
-0.05741764,
0.036535844,
-0.042260084,
0.044917766,
-0.010842471,
0.045764722,
0.016092125,
-0.052832406,
-0.012930651,
0.020210074,
0.045764722,
-0.040332533,
0.008681279,
-0.0036981225,
-0.012383051,
0.0061732726,
0.05753446,
0.008973331,
-0.03233028,
-0.038697034,
-0.035951737,
0.011842753,
-0.0020279437,
0.007440053,
-0.008396527,
-0.004694754,
0.0269565,
0.011477686,
0.031103656,
0.052481942,
-0.013558566,
-0.0092507815,
-0.059812475,
0.04520982,
-0.020414513,
-0.017640008,
-0.001188291,
-0.005362825,
-0.06880771,
0.009827587,
-0.054818366,
-0.03013988,
-0.021553518,
0.0050634705,
0.021319875,
-0.016121332,
0.045472667,
0.029555773,
-0.057183996,
-0.022721732,
0.022780143,
-0.023408055,
-0.003130444,
-0.008389225,
0.007352437,
0.032359485,
0.01259479,
-0.031921405,
-0.018691398,
-0.007297677,
0.061039098,
-0.011725932,
-0.043223858,
0.057709694,
0.0009756399,
-0.029774813,
-0.08200851,
-0.022867758,
-0.02540862,
-0.042581342,
0.012193217,
0.024065176,
-0.0059870887,
-0.044129223,
0.021086235,
0.02244428,
0.016413385,
-0.011543399,
-0.007739407,
-0.002298093,
-0.0170559,
0.020005638,
0.06775632,
-0.016822258,
0.013711893,
-0.030052263,
-0.028840244,
-0.0031541735,
0.002497054,
0.049532205,
-0.02646001,
0.011506892,
0.03317723,
0.025101963,
0.030753192,
0.044508893,
0.013704591,
-0.0060053417,
-0.0058483635,
-0.044304457,
-0.014544245,
0.0013790382,
-0.0062061283,
-0.0034042438,
-0.0042420714,
0.037645645,
0.0050196624,
0.037207566,
-0.0055417074,
-0.095735006,
0.003993826,
-0.05455552,
0.0058155074,
-0.012799227,
-0.010579623,
-0.000050453313,
0.034053393,
-0.011390071,
-0.03767485,
-0.013660784,
0.0335569,
0.0032381387,
-0.026752064,
-0.020414513,
0.015318185,
-0.052715585,
-0.026503818,
-0.041734386,
-0.023349645,
0.037382796,
-0.000819574,
0.00252991,
-0.038755447,
-0.013821413,
0.017304147,
0.036973923,
0.0561034,
-0.03790849,
0.028898655,
0.040858228,
-0.028387561,
-0.01628196,
-0.0032618681,
0.026007328,
0.020633552,
0.009579342,
0.030548755,
-0.005494249,
-0.022283651,
0.03157094,
0.03548445,
-0.015697854,
-0.044946972,
-0.026445407,
-0.02232746,
-0.04377876,
-0.0357473,
-0.019494545,
-0.018939644,
0.013281114,
0.036331404,
0.009170467,
0.0445381,
0.029351337,
0.047312602,
-0.0069764187,
-0.002727046,
0.011258647,
0.004650946,
0.016574014,
-0.014690271,
-0.0054979,
0.011280551,
-0.010951991,
0.019056465,
-0.05624943,
0.03872624,
-0.000082881474,
0.014456629,
0.0093383975,
0.043661937,
0.03983604,
0.06612082,
0.033644516,
-0.018224113,
0.014536943,
-0.0032837722,
0.0032655187,
-0.03393657,
-0.073714204,
-0.055898964,
0.031687763,
-0.05735923,
0.02777425,
-0.014646463,
-0.053942207,
0.0023857087,
0.027394582,
-0.0037382797,
-0.011923068,
0.021611929,
0.02959958,
-0.0013543962,
-0.0101342425,
-0.021422096,
-0.0077978177,
0.019698981,
-0.015128351,
-0.02672286,
-0.0049064923,
0.0053445715,
0.05683353,
0.0042530233,
-0.027803455,
-0.014405519,
-0.014967721,
-0.0073305327,
-0.0078197215,
0.038404983,
-0.054818366,
0.009528233,
-0.0075495727,
-0.017683815,
-0.010638034,
0.010105037,
0.0219916,
0.022882361,
0.00561107,
0.013901727,
0.013609675,
-0.006512784,
0.023787726,
0.04807194,
0.036389817,
-0.00011619378,
0.0047385613,
0.010462802,
0.05581135,
0.054409493,
-0.016909875,
-0.016544808,
0.05683353,
0.008593663,
0.017523186,
-0.015011529,
0.01193767,
0.01655941,
-0.049240153,
-0.024561666,
0.002683238,
-0.03174617,
0.0057169395,
-0.0078051193,
-0.0043807966,
-0.013076678,
-0.018399345,
-0.03898909,
-0.03817134,
0.031220477,
-0.029701801,
-0.023568686,
-0.013930933,
0.03662346,
0.03487114,
0.007436402,
0.023437262,
0.05262797,
0.032242663,
0.02799329,
-0.016690835,
0.0064689764,
-0.04372035,
0.020064048,
-0.01083517,
0.015478814,
-0.04737101,
0.009542835,
-0.029789416,
0.017085107,
-0.003729153,
0.055314858,
0.0053774277,
0.0057242406,
0.034783524,
-0.05011631,
-0.037412003,
-0.05081724,
-0.025948917,
-0.07832864,
-0.005976137,
0.060396582,
-0.021801764,
-0.045764722,
0.052978434,
0.019830406,
0.008396527,
0.01006123,
0.032476306,
0.035893325,
0.057154793,
0.030461138,
-0.006450723,
-0.012916048,
-0.00016998404,
-0.023510275,
0.007929241,
-0.015595635,
0.02667905,
-0.014055056,
-0.021480506,
-0.03548445,
0.041559156,
0.00166379,
0.017304147,
-0.04664088,
-0.009579342,
0.0048188763,
-0.06419327,
-0.001628196,
0.042055648,
-0.014332506,
-0.0115507,
-0.0051729907,
0.0062280325,
-0.02700031,
-0.02727776,
-0.03744121,
0.0061039096,
0.023028387,
-0.03723677,
-0.03954399,
-0.05709638,
0.0019932624,
0.004231119,
-0.003532017,
-0.0029771163,
0.03983604,
0.029453555,
0.029073887,
0.008739689,
-0.0396024,
-0.018253319,
0.049590617,
0.05902393,
0.023831533,
0.087732755,
0.030023059,
0.026240971,
0.016179742,
-0.006644208,
0.028168522,
0.0049904576,
0.013989343,
-0.012894144,
0.017844444,
0.0122370245,
-0.03717836,
-0.0015688727,
0.021217657,
-0.026766667,
-0.040390942,
-0.026240971,
-0.0010148846,
-0.047838297,
0.019129477,
-0.009374904,
0.026912693,
-0.001363523,
-0.002926007,
-0.005852014,
-0.05835221,
0.25396937,
0.058060158,
0.041179486,
0.044684123,
0.04334068,
0.046494853,
0.012383051,
-0.04994108,
0.026313985,
-0.07453195,
-0.016398782,
-0.003349484,
0.00045770197,
0.02783266,
-0.0012366624,
0.043428294,
-0.066996984,
0.019845009,
0.013522059,
-0.015449609,
-0.08124917,
0.033965774,
0.004223818,
0.034199417,
-0.0038806556,
0.018136498,
0.03332326,
-0.037587233,
-0.030870013,
-0.05070042,
0.050963268,
-0.02673746,
0.021757957,
-0.032301072,
-0.014033152,
0.047925916,
-0.008622868,
-0.06144797,
-0.03860942,
-0.0025226087,
0.016267357,
-0.025101963,
0.029628787,
0.0035630479,
-0.005373777,
0.017362557,
-0.01072565,
0.0063229497,
0.0467577,
-0.058702674,
0.04339909,
-0.036827896,
-0.003993826,
-0.034608293,
-0.039514784,
-0.05081724,
-0.011704028,
-0.042318493,
-0.022517294,
0.015858483,
0.008148282,
0.007586079,
-0.039339554,
-0.011908465,
-0.029395144,
0.018749809,
-0.004081442,
0.040507764,
-0.027613621,
-0.002838391,
0.015581033,
-0.0041544554,
-0.03206743,
0.025569249,
0.007951146,
0.034608293,
-0.013507456,
-0.004300482,
0.016501,
-0.03884306,
0.037762467,
0.009827587,
0.00803146,
-0.009002537,
-0.00511458,
0.057213202,
-0.055139624,
-0.03370293,
-0.015055337,
0.014106165,
0.024108984,
0.010652637,
-0.026080342,
-0.0058118566,
0.021246864
] | from huggingface_hub import notebook_login
notebook_login()
Let's define some global variables.
model_checkpoint = "microsoft/layoutlmv2-base-uncased"
batch_size = 4
Load the data
In this guide we use a small sample of preprocessed DocVQA that you can find on 🤗 Hub. If you'd like to use the full
DocVQA dataset, you can register and download it on DocVQA homepage. If you do so, to
proceed with this guide check out how to load files into a 🤗 dataset. |
[
-0.00049225416,
0.0016016628,
-0.011549606,
0.00847118,
-0.014811708,
-0.010454891,
0.026273148,
-0.0109471455,
-0.016927667,
0.026860915,
-0.03059323,
0.022746552,
0.019998744,
-0.047197625,
-0.020895088,
-0.0054184697,
-0.006656452,
-0.017809315,
-0.047403343,
-0.009712837,
-0.020939171,
-0.0058152117,
-0.06876864,
-0.02730174,
-0.0034659838,
-0.0015006405,
0.016207652,
-0.0048123356,
0.07611572,
0.033943497,
-0.008728328,
0.042671826,
0.010418156,
-0.012313701,
-0.01825014,
-0.036617834,
0.0012930856,
-0.01800034,
-0.028124612,
-0.02556783,
0.026390702,
0.0051613217,
0.024113107,
-0.013033715,
-0.05040095,
-0.0024410666,
-0.023569424,
-0.014385577,
-0.03611823,
-0.03353206,
-0.0069319676,
0.005087851,
0.053780608,
0.01199043,
-0.049166642,
-0.043906134,
-0.036705997,
-0.026611114,
-0.040026877,
0.004107016,
0.012181454,
0.042995095,
-0.021923678,
-0.046110258,
-0.007707084,
0.0011268579,
0.011490829,
0.049166642,
-0.0051392806,
-0.0018634025,
-0.06242077,
0.0056241876,
-0.019219954,
-0.026655197,
-0.015061509,
0.005337652,
0.03232714,
-0.04396491,
-0.0077658608,
0.02486251,
-0.005995215,
0.03265041,
0.01055775,
0.019073013,
-0.00048352953,
-0.051870365,
0.02528864,
-0.014054959,
-0.02408372,
-0.04240733,
0.009999372,
0.017794622,
-0.013143921,
-0.007618919,
0.042201612,
0.05181159,
-0.018015034,
0.051723424,
-0.02652295,
-0.02528864,
0.0181032,
0.059540715,
-0.029153204,
0.029123815,
0.02694908,
0.004984992,
-0.00078843324,
-0.002284941,
-0.0036037415,
0.007890761,
-0.0006993499,
-0.011020616,
0.029241368,
-0.015120286,
-0.0075527956,
0.028007058,
-0.01538478,
-0.0008706287,
-0.044817172,
-0.019073013,
-0.014010876,
-0.010440197,
-0.019043624,
-0.04052648,
0.025479665,
-0.08628408,
0.025670689,
0.027948283,
-0.012122678,
0.017912176,
0.020116298,
-0.010359379,
0.02376045,
0.043582864,
-0.0046690674,
-0.0021784084,
-0.015517027,
-0.0065021636,
0.010168355,
-0.02295227,
-0.012188802,
-0.016354594,
0.025303334,
0.08399179,
0.018588105,
-0.017309714,
0.018544024,
-0.013033715,
-0.037528872,
0.027096022,
-0.073940985,
-0.023216765,
0.013525969,
0.033238176,
-0.022085315,
0.015267227,
-0.0075454484,
-0.007883414,
-0.01686889,
0.008765063,
0.025420887,
-0.0065976754,
-0.016148876,
0.054838587,
0.024833122,
0.035354137,
-0.047138847,
-0.030710783,
0.007086256,
-0.02599396,
-0.0017963604,
-0.0071487064,
0.03738193,
0.02755154,
0.049107864,
0.00799362,
0.037617035,
0.023084518,
-0.0019047298,
0.0114614405,
-0.00495193,
-0.010094884,
-0.01430476,
0.036823552,
0.010895716,
-0.0027680113,
0.0032804701,
-0.0056572496,
0.029505862,
-0.000995529,
0.03441371,
0.0316806,
-0.018117893,
-0.0019892212,
-0.05231119,
0.038204804,
-0.022202868,
0.0107046915,
-0.010263867,
-0.009536507,
0.0012370641,
0.04434696,
-0.048284993,
0.010168355,
-0.021776738,
0.021835513,
-0.016207652,
0.03426677,
-0.010161008,
0.015546416,
0.048902147,
0.05210547,
-0.040144432,
0.031739373,
0.021688573,
-0.012269619,
-0.043700416,
0.016648477,
-0.022922881,
0.0074205482,
-0.0072956476,
-0.016545618,
0.06300853,
-0.0021692247,
-0.001382169,
-0.004595597,
-0.0021747348,
0.052605074,
0.026743362,
0.0065719606,
0.031151608,
0.018044421,
0.020630592,
0.039350946,
0.015105591,
0.018485246,
0.04134935,
0.025876407,
-0.0033961865,
-0.0016824807,
-0.023569424,
0.012776568,
0.04070281,
0.043612253,
-0.028345024,
0.030798947,
-0.010065496,
-0.028374413,
-0.042789377,
0.009242623,
-0.041643236,
0.030710783,
0.0017890134,
-0.0316806,
-0.07294179,
-0.049666245,
0.012901468,
0.037440706,
-0.017177466,
-0.02408372,
0.04663925,
0.030681396,
0.03976238,
-0.012181454,
0.028932791,
0.034207992,
-0.03094589,
0.006531552,
-0.038998287,
-0.05945255,
-0.01276922,
-0.05301651,
-0.06994417,
0.014444354,
-0.02033671,
-0.014150471,
-0.0038425215,
-0.03635334,
0.029829133,
-0.0019524858,
-0.019205261,
-0.026023349,
-0.039380334,
0.015649274,
0.039909326,
0.03459004,
-0.03076956,
0.00003357844,
-0.040291373,
0.03094589,
-0.010410809,
-0.005043769,
0.007839331,
-0.020836312,
0.013364334,
0.03667661,
-0.010814898,
-0.032385916,
-0.02910912,
0.030798947,
-0.009396912,
-0.0027937263,
0.0016108467,
0.034149215,
-0.012930856,
0.01390067,
-0.00048720307,
-0.024010248,
0.04760906,
0.03176876,
-0.014209247,
0.013210045,
-0.0017219712,
0.031504266,
-0.024891898,
0.03635334,
0.046462916,
0.00029250552,
-0.017030526,
-0.015355391,
-0.0309165,
0.04940175,
-0.0075674895,
-0.003089446,
0.008485874,
0.037675813,
-0.014165165,
-0.042877544,
-0.007934843,
-0.027478069,
-0.023775142,
-0.024201272,
0.0064617544,
0.025773548,
-0.0032602656,
-0.0181032,
-0.07082582,
-0.007685043,
-0.022055926,
0.000012972184,
0.0040115044,
-0.027478069,
0.012240231,
0.009132417,
-0.005859294,
-0.0070825825,
0.042848155,
-0.03441371,
0.010454891,
-0.037499484,
0.033825945,
0.04555188,
0.004580903,
-0.0070568677,
-0.025979266,
0.026743362,
0.017750539,
0.027007857,
0.016310511,
0.020851005,
0.029755663,
0.041026082,
0.026640503,
0.00751606,
-0.042613048,
-0.02783073,
-0.016604396,
0.04428818,
0.06412529,
-0.04134935,
0.005043769,
0.043671027,
-0.040056266,
-0.011975736,
-0.025273947,
-0.032738578,
0.054838587,
0.020880394,
0.034795757,
0.0027845423,
-0.029696887,
0.0039049715,
0.0034219013,
0.03508964,
0.049166642,
0.021585714,
0.006689514,
0.002172898,
-0.003616599,
-0.010072843,
0.0012260436,
-0.0036294563,
-0.0034512896,
-0.003344757,
-0.034736983,
-0.018970154,
0.021438772,
0.04605148,
0.022364503,
-0.0060429713,
0.027066633,
-0.007956885,
0.012247578,
0.02910912,
-0.008030356,
-0.012901468,
-0.046991907,
0.06741678,
0.05131199,
0.0121520655,
0.00792015,
-0.03303246,
-0.006458081,
-0.004819683,
-0.0012692076,
0.036559056,
-0.008302198,
0.01387863,
0.021159584,
0.045786988,
-0.038263578,
-0.02284941,
-0.041290574,
0.009110376,
0.037234988,
-0.0404677,
-0.0048380503,
-0.016457453,
-0.013922712,
0.02677275,
0.014451701,
-0.028477272,
-0.024480462,
-0.016883584,
-0.05683699,
0.03702927,
0.05739537,
-0.033679,
0.027404599,
-0.037617035,
-0.0070605413,
0.015575804,
-0.040761586,
-0.0057233735,
0.0024796387,
-0.015105591,
-0.035383526,
0.024877204,
-0.0074866717,
-0.02118897,
0.026860915,
-0.014459048,
0.007174421,
-0.025435582,
0.003717621,
-0.03253286,
-0.012247578,
0.033296954,
0.037793364,
0.013548011,
-0.027110716,
-0.008919352,
0.06277343,
-0.04155507,
-0.07206014,
0.011968389,
0.042495497,
-0.0032143462,
0.016883584,
-0.01121164,
-0.012857385,
0.013099839,
-0.010969186,
0.008838534,
0.0016962565,
-0.020307321,
0.01055775,
-0.031445492,
-0.054103877,
0.014583949,
-0.029006261,
0.030078935,
-0.004301714,
-0.01591377,
-0.00007576674,
-0.042789377,
0.035706796,
0.0019561592,
-0.05527941,
0.020924477,
0.014488436,
-0.03359084,
-0.020997947,
-0.011674506,
0.0058078645,
-0.03699988,
-0.032914907,
0.008544651,
0.048813984,
0.01329821,
0.0412318,
-0.021130195,
-0.062185664,
0.050459728,
-0.04255427,
0.021747349,
0.009947943,
-0.037852142,
-0.0051062186,
-0.028065836,
-0.0066858404,
0.019337507,
-0.021967761,
-0.009235276,
0.028462578,
-0.0059841946,
-0.009044252,
-0.028580131,
-0.034002274,
0.02921198,
-0.02850666,
-0.038351744,
-0.005120913,
0.047138847,
0.03794031,
0.0046323324,
0.03691172,
-0.016237041,
-0.021820819,
-0.00907364,
0.041084856,
-0.03532475,
0.0021471833,
-0.03691172,
-0.03359084,
0.036441505,
0.024700874,
-0.011784712,
-0.05804191,
0.002036977,
-0.03635334,
-0.0067189024,
-0.020219157,
-0.007663002,
-0.041143633,
0.005326631,
-0.057865582,
0.039527275,
-0.01299698,
0.014488436,
-0.033502672,
-0.035559855,
0.021908985,
0.075057745,
-0.01729502,
0.015267227,
-0.0014060469,
-0.019646086,
-0.010454891,
0.023011046,
0.026273148,
0.041173022,
-0.031357326,
0.033679,
-0.08551998,
-0.035001475,
-0.05475042,
0.024201272,
0.025068227,
-0.04134935,
-0.04208406,
-0.021673879,
0.034031663,
0.0054515316,
0.054338984,
-0.03215081,
-0.0024502503,
-0.06823965,
-0.05284018,
0.016721949,
-0.03776398,
-0.006678493,
0.0020755494,
0.013011674,
0.06823965,
-0.05336917,
0.02634662,
0.050489116,
-0.0014712523,
0.009947943,
-0.05821824,
0.0475209,
-0.014899873,
-0.002523721,
-0.0075674895,
0.006046645,
-0.036823552,
0.046345364,
-0.01825014,
-0.03667661,
-0.030534454,
0.0377052,
0.04572821,
-0.029373616,
0.012409214,
-0.020483652,
-0.028345024,
-0.047168236,
0.04237794,
0.027918894,
0.0054515316,
0.008390362,
0.0074205482,
0.015722746,
0.00062036887,
-0.014422313,
-0.015796216,
-0.041173022,
0.05724843,
0.012196149,
-0.024568627,
0.011527564,
0.04587515,
-0.028829932,
-0.03738193,
-0.012563502,
0.03976238,
-0.06424285,
-0.038410522,
-0.008008314,
0.028800543,
-0.040026877,
0.018690964,
0.032767966,
-0.018705659,
-0.002898422,
0.017339103,
-0.00769239,
-0.015443557,
0.02511231,
0.011373276,
-0.0016815623,
0.0020167727,
-0.06794577,
0.008816493,
-0.054103877,
0.009382218,
0.037617035,
0.02818339,
0.011850836,
0.03514842,
-0.00839771,
0.05748353,
-0.018823212,
-0.01704522,
0.00900017,
-0.045316774,
-0.05804191,
-0.004151099,
0.042701215,
-0.013379028,
-0.014326801,
-0.03356145,
-0.0046690674,
0.027536847,
0.048079275,
0.0099112075,
-0.085578755,
0.032297753,
-0.008214032,
-0.025435582,
0.006443387,
-0.0015933973,
0.010168355,
0.051664647,
-0.020659981,
-0.027595622,
0.033825945,
0.010565097,
-0.013489234,
-0.026331926,
-0.018323611,
0.021585714,
-0.007031153,
-0.011454093,
-0.0006837374,
-0.024451073,
-0.03044629,
0.008045049,
-0.009191194,
0.00031316918,
0.0037763978,
0.015355391,
-0.01412843,
0.007964232,
-0.011365929,
-0.00009907075,
0.023393095,
-0.018411776,
-0.021776738,
0.013136574,
0.032209586,
-0.05386877,
0.017074607,
0.009220582,
-0.017324409,
-0.030975278,
0.038116638,
0.04516983,
-0.026758056,
0.028345024,
-0.031915706,
0.018867295,
-0.023231458,
-0.025303334,
-0.04919603,
0.02546497,
-0.0014960486,
0.06171545,
-0.010072843,
0.043406535,
0.015605193,
-0.009411606,
0.030828336,
0.03776398,
0.039057065,
0.0067335963,
0.013753729,
-0.0069136,
0.0316806,
-0.05472103,
0.018470552,
0.02503884,
-0.021835513,
0.029373616,
0.020821618,
-0.025773548,
-0.05389816,
0.036382727,
0.039145228,
0.014172512,
0.01430476,
-0.05095933,
0.00018666168,
-0.0008545569,
-0.025597218,
0.00632216,
-0.032121424,
-0.055161856,
0.013033715,
-0.055338185,
0.019102402,
-0.005947459,
-0.020836312,
0.0025420887,
-0.006553593,
0.010792857,
0.0012021655,
0.028697684,
0.011138169,
0.010763468,
-0.066358805,
-0.025171086,
0.02426005,
0.021277135,
-0.017985646,
-0.027242962,
0.066358805,
0.048755206,
0.0072919745,
-0.016501537,
-0.029050345,
-0.009330789,
-0.014664766,
0.048931535,
-0.0485201,
-0.00661237,
-0.030740172,
0.021673879,
-0.033061847,
0.011968389,
0.008265462,
0.032180198,
0.019969357,
0.041937117,
0.016222347,
0.03529536,
0.026390702,
-0.02426005,
0.008045049,
0.018940765,
0.015605193,
-0.018264834,
-0.0018716679,
-0.03858685,
0.050018903,
0.049137253,
0.05666066,
-0.017280325,
0.032885518,
0.00506581,
-0.02423066,
-0.027272351,
0.035794962,
0.041937117,
-0.0064029777,
-0.015634581,
-0.020292629,
-0.014539866,
-0.02284941,
0.004070281,
0.007269933,
0.0021710615,
-0.015487639,
-0.015693357,
-0.029050345,
-0.0054331636,
0.023569424,
-0.010227132,
0.012210842,
-0.018044421,
0.045257997,
0.041026082,
0.0123945195,
-0.020322016,
0.058130078,
-0.00088302686,
0.025406193,
0.0067960466,
-0.025127005,
0.046668634,
0.0032198566,
0.04049709,
-0.041114245,
-0.0012333906,
-0.015899075,
-0.025685383,
-0.056719437,
0.042201612,
-0.01365087,
-0.031239772,
0.0019065666,
-0.011351234,
-0.003440269,
-0.05962888,
0.018441165,
-0.023055129,
0.031298548,
-0.017809315,
-0.0475209,
-0.04035015,
-0.002172898,
-0.028168695,
0.036941104,
0.051018104,
0.060422365,
0.024362909,
0.063478746,
0.009029558,
-0.01641337,
0.031915706,
0.0066270637,
-0.025891101,
-0.03529536,
0.023951473,
-0.025905795,
-0.03341451,
-0.03823419,
-0.029696887,
0.0228788,
0.012416561,
-0.033120625,
-0.0148410965,
0.00008655775,
0.005469899,
-0.012321048,
0.009367524,
0.09945004,
0.03176876,
-0.0233784,
-0.0060319505,
0.030828336,
-0.05527941,
-0.017970951,
-0.04032076,
0.014326801,
-0.0068658437,
-0.03776398,
0.016281124,
-0.025891101,
0.002955362,
-0.038880732,
0.0028580131,
-0.01347454,
0.022158785,
0.005620514,
0.046139646,
0.018367693,
-0.011902265,
-0.0077805547,
0.06588859,
0.020086909,
0.04381797,
0.08681307,
0.077761464,
-0.0030288326,
0.00077465747,
0.0010937961,
0.03461943,
-0.030857725,
-0.0007608817,
-0.012460643,
-0.033296954,
-0.018940765,
-0.07094338,
-0.032885518,
0.014789667,
0.013885976,
-0.013592093,
-0.02423066,
0.0074278954,
-0.06306731,
-0.057277814,
-0.0021618775,
0.010726733,
0.0034623102,
-0.0068364553,
0.050724223,
-0.042113446,
0.2581469,
0.059775822,
0.020057522,
0.016383983,
-0.014018224,
0.09357238,
0.008640163,
-0.02199715,
0.0013509438,
-0.02468618,
0.007494019,
-0.056131672,
0.012225537,
0.026317231,
-0.032621022,
0.039262783,
-0.055867177,
-0.013268822,
-0.05962888,
-0.030710783,
-0.05736598,
0.035941903,
0.026376007,
0.044053078,
0.04687435,
-0.0018496268,
0.022305727,
-0.035001475,
-0.024833122,
-0.023936778,
-0.00045919235,
-0.012181454,
-0.0034255749,
-0.018220752,
-0.028594825,
0.013386375,
0.01616357,
-0.041143633,
-0.028198084,
0.042995095,
0.028198084,
-0.051341377,
0.017662374,
0.0064139985,
-0.0033741454,
0.0029167896,
-0.019969357,
0.039703608,
0.036941104,
-0.046110258,
0.00094960973,
-0.04622781,
0.024171885,
-0.04137874,
-0.029696887,
0.0011663486,
-0.07194258,
-0.023642896,
-0.014444354,
0.022673082,
-0.038146026,
0.0059621534,
0.013694952,
0.008111173,
-0.022746552,
0.050342172,
-0.0072919745,
0.04919603,
-0.028962178,
0.007964232,
0.010881022,
-0.035236582,
-0.041084856,
-0.060187258,
0.0028249512,
0.043377146,
0.0015906423,
0.043788582,
-0.011277764,
-0.027845424,
0.039586052,
-0.001644827,
-0.0065021636,
-0.0585709,
0.026978469,
0.08228727,
-0.011490829,
0.0467568,
0.034972087,
0.04569882,
0.01679542,
0.048902147,
-0.0089120045,
-0.0064727752,
-0.004165793
] | from transformers import AutoTokenizer
tokenizer = AutoTokenizer.from_pretrained("my_awesome_opus_books_model")
inputs = tokenizer(text, return_tensors="tf").input_ids
Use the [~transformers.generation_tf_utils.TFGenerationMixin.generate] method to create the translation. For more details about the different text generation strategies and parameters for controlling generation, check out the Text Generation API. |
[
0.024539337,
0.007074043,
0.0073005194,
0.0012905799,
-0.032585897,
-0.010204741,
-0.004646088,
0.009045716,
-0.0075936057,
0.07742813,
0.004169822,
-0.0087393075,
0.022487732,
-0.016772544,
0.008459544,
0.01826462,
-0.021208808,
-0.03242603,
-0.04036601,
-0.0046993764,
-0.009272193,
0.025351986,
-0.07955968,
-0.028402751,
-0.0321063,
0.022980649,
0.0051989555,
0.028855702,
0.068155944,
0.029894827,
-0.008546137,
-0.01581335,
0.0013938263,
-0.060855422,
-0.024232928,
-0.0014063158,
0.043057077,
0.008026575,
-0.040179502,
-0.03205301,
0.01158358,
0.0047893007,
0.019117236,
-0.014454495,
-0.04798626,
0.0007780948,
-0.014574395,
-0.0066144303,
-0.050917126,
-0.014374563,
0.029548453,
-0.004616113,
0.044362646,
-0.022501053,
-0.008572781,
-0.0033222025,
-0.045455057,
-0.007986608,
-0.06298696,
-0.010557776,
0.020689245,
0.013228861,
0.014174731,
-0.044495866,
-0.0105511155,
0.027003929,
-0.01265601,
-0.0290955,
-0.036928903,
-0.032266162,
-0.008466205,
0.020502737,
0.0031706635,
-0.024486048,
-0.040499233,
-0.01561352,
0.024739169,
-0.00091589545,
-0.009858365,
0.044975463,
0.01284918,
0.0178916,
0.036102932,
0.026497688,
-0.053634837,
-0.032346096,
0.010158113,
-0.026284534,
-0.011323798,
-0.006058232,
-0.015107279,
0.031466838,
-0.07455056,
0.01083088,
0.023353668,
0.025725005,
-0.015786707,
-0.008352966,
0.01202321,
0.0044662394,
0.04931847,
0.098157346,
-0.008999089,
0.033491798,
-0.024526015,
0.045241904,
-0.010611065,
-0.02802973,
-0.035063807,
-0.017052308,
0.00047626565,
-0.002626122,
0.057125233,
-0.024645913,
-0.0040632454,
0.05195625,
-0.03351844,
-0.019397,
-0.02613799,
-0.0049658185,
-0.018184688,
0.030507645,
0.018610995,
-0.04614781,
-0.0055553224,
-0.04793297,
-0.03935353,
0.045188617,
-0.0115569355,
-0.015307111,
-0.00994496,
0.012136447,
0.00032389394,
0.034770723,
-0.002694398,
-0.043350164,
-0.00074603845,
-0.005252244,
0.047533307,
-0.016772544,
0.019596832,
0.019556865,
-0.043803114,
0.07812089,
0.020049784,
-0.00034242,
0.00025540995,
-0.04438929,
-0.071140096,
0.017491939,
-0.06410602,
0.010764269,
-0.0023280396,
-0.008559459,
-0.033145424,
-0.04678727,
-0.001498738,
0.01549362,
-0.0069807884,
0.012682654,
0.003343851,
-0.01907727,
-0.03727528,
0.029894827,
0.014521106,
0.027363626,
-0.02179498,
-0.03570327,
0.012989063,
-0.039326884,
0.00875263,
0.0013322115,
0.012589399,
-0.0019733384,
0.035250317,
0.019357033,
0.041671578,
-0.002719377,
0.01598654,
-0.011177255,
-0.0051756417,
-0.023446923,
0.015320433,
0.0065145143,
0.008559459,
0.0074137575,
0.0074270796,
0.032772403,
-0.02387323,
0.0035936406,
0.048039548,
0.04444258,
-0.03144019,
-0.009285514,
-0.013961577,
0.013695135,
-0.05723181,
0.029068856,
-0.0049391743,
-0.049957935,
-0.042577483,
0.029441876,
-0.02122213,
-0.0047559952,
0.017998178,
0.0053121937,
-0.0059583164,
0.006291369,
-0.021262096,
0.003683565,
0.028615905,
0.03287898,
-0.025645072,
0.023899876,
0.042604126,
-0.010631048,
-0.058031134,
0.00201497,
0.015533587,
-0.016279625,
0.03658253,
0.023460245,
0.007293858,
0.035303608,
0.032505963,
-0.001564516,
-0.008406255,
0.081797786,
0.035729915,
0.08797925,
0.0055819666,
0.04955827,
-0.020116394,
0.07092694,
0.03802132,
0.019756697,
0.025178798,
0.019996496,
0.032692473,
0.0030407729,
-0.029894827,
0.04476231,
0.015307111,
0.032266162,
0.009838383,
-0.001014146,
-0.015200534,
0.03274576,
-0.0007298021,
0.04390969,
-0.041351847,
0.029415231,
0.004069906,
0.010231385,
-0.033545088,
-0.018597674,
0.02877577,
0.041565,
-0.039833125,
0.0025395283,
-0.016199693,
0.024579303,
0.0017668456,
0.026471043,
0.030720798,
0.027043894,
0.0078000985,
-0.00028725812,
0.000039836246,
-0.00919226,
-0.049771424,
-0.032905627,
-0.08067873,
-0.010690997,
-0.021062264,
-0.018344553,
-0.0063513187,
-0.017864957,
-0.034291126,
-0.03935353,
0.0021698396,
-0.007507012,
-0.016386202,
0.04236433,
0.018571028,
0.004043262,
-0.055313423,
0.015706774,
-0.026777452,
-0.0039067105,
-0.016572712,
0.015093957,
0.0016194697,
-0.043243587,
0.023460245,
0.016492778,
0.031040529,
0.0006148989,
-0.0047493344,
0.021248775,
-0.02267424,
-0.01177675,
-0.0022181321,
-0.0051356754,
-0.029495165,
0.03575656,
0.054061145,
-0.009312158,
0.023366991,
0.045108683,
-0.03999299,
-0.0039133714,
0.058723886,
0.002719377,
-0.041271914,
0.048972096,
0.026777452,
-0.009278853,
-0.02713715,
-0.032159586,
-0.04806619,
0.0019117236,
-0.008965784,
-0.028509328,
0.013708457,
0.046307676,
-0.0540345,
-0.0725256,
-0.015546909,
-0.037142057,
-0.037142057,
-0.039406817,
0.0014704285,
0.04124527,
-0.0140415095,
0.0029358612,
-0.057338387,
-0.031093817,
-0.011810056,
0.047693174,
0.008612747,
-0.03671575,
0.0005499536,
0.03178657,
-0.0047460035,
-0.017745057,
0.02399313,
-0.005045751,
-0.026617587,
0.022940682,
0.04327023,
0.024965644,
0.023113871,
0.025018932,
0.028242884,
0.016093116,
-0.03596971,
0.04201795,
0.06693031,
0.026804097,
0.005888375,
0.019463612,
0.013615202,
-0.015506943,
-0.013748423,
-0.04558828,
0.010144791,
-0.0026527662,
0.0053454987,
-0.06911513,
0.043536674,
-0.00421978,
0.004326357,
-0.0028242886,
0.051929608,
-0.03501052,
0.051982895,
0.008399594,
0.06314683,
-0.017398683,
-0.025192121,
-0.031333614,
-0.022687564,
0.032266162,
0.026231246,
0.036742397,
0.022847429,
-0.0077934377,
-0.03735521,
-0.021048943,
0.013495303,
0.024565982,
-0.02500561,
0.000121252066,
-0.039726548,
-0.0524092,
-0.005825095,
0.046707336,
0.054940406,
0.024899034,
-0.012049854,
-0.016346237,
-0.011863344,
0.033944752,
-0.024152996,
0.007720166,
-0.049531627,
0.048652366,
0.023260415,
0.014960736,
-0.03293227,
-0.013681813,
-0.005302202,
0.0011889988,
-0.0012556094,
0.0116568515,
-0.03381153,
-0.02159515,
-0.020422803,
0.026737485,
-0.0030574256,
-0.03778152,
0.0054454147,
0.046387605,
0.017611837,
-0.034397703,
-0.0043030432,
-0.038794,
0.028189596,
0.0036435986,
-0.013721779,
-0.03975319,
-0.017718414,
0.007706844,
-0.036822326,
0.017092275,
0.053315107,
-0.013868323,
0.012522789,
-0.055579867,
0.0029425223,
-0.0054420843,
0.01561352,
0.013988221,
0.011783411,
0.001781833,
0.01693241,
0.0010116481,
0.009452041,
-0.03338522,
0.010051536,
-0.017465293,
0.0457215,
-0.04614781,
0.0053188545,
-0.012156431,
0.008852546,
0.024805779,
0.041085403,
0.036635816,
-0.019916562,
0.0035536743,
0.017731735,
-0.010311318,
-0.017838312,
0.067889504,
0.0017951551,
-0.0045761466,
0.041271914,
-0.029122144,
0.021421961,
0.03847427,
-0.0131023,
-0.009885009,
-0.022407798,
-0.04009957,
0.029601742,
-0.021235453,
-0.008745969,
-0.033278644,
-0.04028608,
0.036609173,
-0.00705406,
-0.011870005,
-0.018877437,
-0.036848973,
-0.018491097,
-0.009398753,
-0.033944752,
0.052489135,
-0.013115623,
-0.001029966,
-0.003646929,
-0.025525173,
-0.012256347,
0.012842519,
0.0032905627,
-0.023180481,
0.026177958,
-0.019596832,
-0.004249755,
-0.026404433,
-0.037381858,
0.024419438,
-0.03178657,
0.04601459,
-0.00642459,
0.0054187705,
0.017118918,
-0.01618637,
-0.00061864575,
0.04609452,
-0.037515078,
0.007507012,
-0.028829059,
0.00036802344,
-0.005535339,
-0.029015567,
-0.0047559952,
0.023473568,
-0.029202078,
-0.048199415,
-0.0047460035,
0.049345117,
-0.00849951,
0.044469222,
0.02581826,
-0.014787548,
-0.037648298,
-0.03759501,
0.036102932,
-0.005781798,
-0.0022447766,
-0.027217083,
-0.044176135,
0.017238818,
0.028935635,
0.02330038,
-0.032132942,
0.013894967,
-0.056645636,
0.009685178,
-0.036182866,
-0.0074404017,
0.017678447,
0.010411234,
-0.028695837,
0.020649279,
-0.023513533,
0.03967326,
0.015626842,
-0.00011032377,
0.025538495,
0.050837193,
-0.07082037,
-0.03450428,
-0.002216467,
-0.0037768197,
-0.0024829092,
-0.008892512,
-0.042737346,
0.016839154,
-0.052862156,
0.03501052,
-0.0054420843,
-0.043243587,
-0.035037164,
0.001863431,
0.030880664,
-0.019809986,
0.0054953727,
-0.006867551,
0.028962279,
-0.019676765,
0.04521526,
-0.025285376,
-0.031200394,
-0.013775067,
-0.08680691,
0.031600058,
-0.0017834982,
0.003160672,
0.009818399,
0.0123962285,
0.0429505,
-0.025871549,
0.037115414,
0.07273875,
-0.010357945,
0.026351145,
-0.055899598,
0.027336981,
0.01473426,
-0.033252,
0.0035103774,
-0.026471043,
-0.054727253,
-0.00012166838,
-0.0140415095,
-0.061601464,
-0.038927224,
0.00749369,
0.047266867,
0.0019050626,
0.021501895,
0.006101529,
-0.034770723,
-0.060162675,
0.0057751373,
0.042337682,
0.015200534,
0.02108891,
0.011377087,
0.024206284,
0.021994812,
-0.02890899,
-0.030774087,
0.022714207,
0.07657552,
-0.04489553,
-0.053128596,
0.014787548,
0.042790636,
-0.04470902,
-0.05081055,
0.026923995,
-0.0012606052,
-0.0010740956,
-0.028829059,
0.0021781658,
0.038634136,
-0.051156923,
0.005372143,
0.013841678,
-0.01354193,
0.020422803,
0.012309635,
-0.011084001,
-0.051796384,
0.024859067,
0.019357033,
-0.037461787,
-0.022700885,
-0.052009538,
-0.021901557,
-0.02771,
-0.007706844,
0.029921472,
-0.026311178,
-0.0038167862,
0.019476933,
0.019050626,
0.06799608,
0.007133993,
0.008039896,
0.05256907,
-0.031040529,
-0.049345117,
0.0052255997,
0.025405275,
-0.0066044386,
0.0039633294,
-0.016226336,
0.030800732,
0.019317068,
0.03975319,
0.005032429,
-0.08925817,
-0.013342098,
-0.028802413,
0.012602721,
0.00038634136,
-0.019423645,
-0.00207825,
0.054087788,
0.022780817,
-0.030001404,
-0.014214697,
0.0049791406,
-0.023633434,
-0.0016994023,
-0.055686444,
0.022567663,
-0.05025102,
-0.0027127159,
-0.026351145,
0.018610995,
0.02877577,
0.055260137,
-0.023620112,
-0.0037102092,
0.011883327,
0.046733983,
0.010710981,
0.017451972,
-0.04923854,
-0.0036003017,
0.031200394,
-0.019796664,
-0.0013996548,
0.0038467608,
0.030081337,
-0.06655729,
-0.013108961,
0.026018092,
0.008293017,
-0.034104615,
0.026244568,
0.04835928,
-0.004396298,
-0.003323868,
-0.026431078,
0.034983877,
-0.06138831,
-0.032319453,
-0.042843923,
-0.01581335,
0.018677605,
0.0077401493,
0.010491166,
0.05899033,
-0.005905028,
0.013455337,
0.005402118,
-0.008592765,
0.004899208,
-0.00029829048,
0.033944752,
0.0003707295,
-0.014627683,
-0.009831721,
0.034104615,
-0.00195169,
-0.011097322,
-0.0053488296,
-0.02826953,
-0.028882347,
0.016825832,
0.038500912,
-0.0010990745,
0.051423367,
0.019210491,
0.008159796,
0.009172277,
-0.0140415095,
-0.029575096,
-0.012069837,
-0.06943487,
-0.07524331,
0.015093957,
-0.07145983,
-0.009172277,
-0.030267846,
-0.055313423,
0.010178097,
0.038554203,
-0.008206423,
-0.019783342,
0.044922173,
-0.0029325306,
-0.007760132,
-0.019423645,
-0.05845744,
0.027057217,
-0.009052377,
-0.035037164,
0.0019083931,
-0.018690929,
0.058031134,
0.06890198,
0.007906675,
-0.061494887,
-0.017198851,
-0.0066177608,
-0.000733549,
-0.0075669615,
0.026897352,
-0.03098724,
-0.010384589,
-0.03501052,
0.013062335,
0.011496985,
0.02707054,
0.02965503,
0.021395318,
0.004179814,
0.025418596,
0.0015045664,
-0.025098866,
0.0020749194,
0.04697378,
0.0046827234,
-0.012842519,
-0.0029008908,
0.01581335,
0.08227739,
0.05094377,
-0.0011373756,
-0.021488572,
0.005055743,
0.03671575,
-0.010111486,
-0.025871549,
0.05515356,
0.025578462,
0.015826674,
0.0057651456,
-0.0462011,
-0.054087788,
0.022727529,
-0.0053221853,
0.011889989,
-0.02524541,
-0.0090057505,
-0.023287058,
-0.02512551,
0.02549853,
-0.014387885,
-0.051183566,
-0.0010765934,
0.031413548,
0.055633154,
-0.008352966,
0.03690226,
-0.00136968,
0.020076428,
0.05787127,
-0.0032772403,
0.031839855,
-0.011870005,
0.020875756,
-0.026018092,
0.0027110504,
-0.057711404,
-0.0021615133,
-0.04652083,
-0.044815596,
-0.045694858,
0.017931568,
0.013448676,
-0.008026575,
0.04590801,
-0.02500561,
0.004476231,
-0.025525173,
0.0065811253,
-0.03786145,
-0.012449517,
0.035170384,
-0.008885851,
-0.036609173,
0.044469222,
-0.008253051,
-0.011317138,
0.014188053,
0.092455484,
0.051103637,
0.03754172,
0.036369376,
-0.0010965767,
0.0036069627,
0.01605315,
-0.011703478,
-0.036156222,
-0.017385362,
-0.0005870057,
0.018624317,
-0.033678308,
-0.0515033,
0.037754875,
0.046387605,
0.0003592808,
-0.036822326,
0.0062813773,
0.007613589,
-0.04859908,
0.020582668,
0.07801431,
0.0103512835,
0.028802413,
-0.030454356,
-0.01718553,
-0.042923857,
0.013082317,
-0.044469222,
0.057764694,
0.0043230266,
-0.03754172,
-0.035410184,
-0.06922171,
0.00019389924,
0.013761746,
0.004522858,
-0.0362628,
-0.0076668775,
0.017265461,
0.035543405,
0.0009691839,
-0.03144019,
-0.011636868,
0.065278366,
0.05208947,
0.0024279556,
0.075403176,
0.05781798,
0.007880031,
0.02222129,
-0.002216467,
0.0024096377,
-0.018024823,
-0.019929884,
0.0124628395,
0.037062127,
-0.024312861,
-0.049211893,
-0.022514375,
0.015506943,
-0.017025664,
0.015040669,
-0.04558828,
0.016026504,
-0.077001825,
0.007074043,
0.0043097045,
0.059416637,
-0.01429463,
-0.010810897,
-0.014427851,
-0.0734315,
0.20238958,
0.03884729,
0.042390972,
0.022900717,
0.01838452,
0.019183846,
0.04111205,
-0.050224375,
0.012855842,
-0.045774788,
-0.0056385854,
-0.023793299,
-0.024099708,
-0.0026227916,
0.002399646,
0.02108891,
-0.033358578,
0.0036202848,
0.0011373756,
-0.023353668,
-0.07524331,
0.040206145,
-0.0012281325,
0.04183144,
0.0047093676,
-0.024166318,
0.038554203,
-0.06266723,
0.02858926,
-0.03727528,
0.0027943137,
-0.040312722,
0.044309355,
0.013488642,
0.02115552,
0.009538635,
0.019490255,
-0.04628103,
0.002437947,
-0.031280328,
0.0067876177,
-0.016266303,
0.042790636,
-0.0027526822,
-0.0073271636,
0.012809214,
-0.0048559112,
-0.008579442,
0.05238256,
-0.03501052,
0.014574395,
-0.01568013,
0.027123827,
-0.054567385,
-0.063200116,
-0.0067742956,
-0.0061281733,
-0.05989623,
-0.009025733,
0.041618288,
0.012709298,
0.023446923,
0.016226336,
0.01725214,
-0.018344553,
0.012476161,
0.024605947,
0.006894195,
-0.0046394267,
0.019410321,
0.039540038,
-0.025844904,
-0.045455057,
-0.0034537585,
0.0022464418,
0.015253822,
-0.0060415794,
0.04412285,
0.03533025,
-0.035117097,
0.038181182,
0.0075669615,
0.00049708143,
0.017158885,
0.015520264,
0.07508344,
-0.031333614,
0.01731875,
-0.03671575,
0.014521106,
0.0087726135,
0.022954006,
0.016785866,
0.027843222,
0.046121165
] | from datasets import load_dataset
dataset = load_dataset("nielsr/docvqa_1200_examples")
dataset
DatasetDict({
train: Dataset({
features: ['id', 'image', 'query', 'answers', 'words', 'bounding_boxes', 'answer'],
num_rows: 1000
})
test: Dataset({
features: ['id', 'image', 'query', 'answers', 'words', 'bounding_boxes', 'answer'],
num_rows: 200
})
}) |
[
0.03177408,
-0.028840644,
-0.02991527,
0.00632069,
-0.0024832578,
0.007732952,
-0.025863638,
0.01213311,
0.011530449,
0.073481195,
0.0023489296,
0.023133507,
-0.0111674,
-0.003844693,
-0.04350784,
0.027432011,
-0.0010038315,
-0.034300905,
-0.008713186,
-0.010586521,
-0.016860014,
0.026473561,
-0.077314995,
-0.020301722,
-0.0130843,
-0.0043130266,
0.0029171018,
-0.014536497,
0.06424522,
0.0398483,
-0.0044836598,
-0.00018526864,
0.0051189964,
0.00027523682,
0.013701484,
-0.028709946,
0.035985455,
-0.0063025374,
-0.004567161,
-0.06523272,
0.0030786588,
-0.008756751,
-0.00698507,
-0.062095966,
-0.06732388,
0.003888259,
0.0048539704,
-0.028985864,
-0.033487674,
-0.049287584,
0.011000397,
-0.030554237,
-0.01961919,
-0.028840644,
-0.011073006,
-0.03438804,
-0.005667201,
0.009548199,
-0.043449752,
-0.0008917401,
0.0496942,
0.04859053,
-0.0024542138,
-0.036769643,
-0.035607886,
0.00024006641,
-0.003888259,
-0.025776507,
0.012162155,
-0.008096001,
-0.04998464,
0.018951178,
-0.05666475,
-0.055764385,
-0.049055234,
-0.008488094,
0.00794352,
0.008393702,
-0.021492524,
0.071099594,
-0.0127430335,
0.022029838,
-0.0057615936,
0.006498584,
0.01595965,
-0.05056552,
0.02837594,
0.02110043,
0.0017825725,
-0.020897122,
0.0044364636,
0.022146013,
0.0037539308,
0.04008065,
0.039499775,
0.0379314,
0.005260586,
0.027606275,
0.040545356,
0.018297689,
0.040835794,
0.057013277,
-0.05137875,
0.06993783,
-0.05983054,
0.0044364636,
-0.008807578,
-0.04661554,
-0.020766426,
-0.07644368,
0.007870911,
-0.009526416,
0.0010328755,
0.033110105,
-0.017426372,
0.015596602,
0.013694223,
0.013396522,
-0.041997552,
-0.008887449,
-0.018413866,
-0.030757545,
-0.029799094,
-0.0021202085,
0.019909628,
-0.02491971,
-0.009359413,
0.02462927,
-0.05117544,
0.016584096,
0.01623557,
0.010005641,
0.018312212,
0.033197235,
-0.003292858,
-0.05050743,
0.0053259344,
0.005431219,
0.046121795,
0.037844267,
0.053179473,
-0.038744632,
0.023612732,
0.06238641,
-0.01735376,
0.026139555,
-0.01690358,
0.016976189,
-0.06784667,
0.01625009,
-0.006974179,
0.031338423,
-0.0055473945,
0.034939874,
0.0006539427,
-0.0280855,
-0.0067309355,
-0.02889873,
0.010041947,
0.01858813,
0.003960869,
0.032093566,
-0.028070979,
0.044814818,
-0.023801519,
0.05431219,
-0.016366266,
-0.036827732,
0.025166584,
-0.027025396,
0.024527617,
-0.012118588,
0.023496557,
0.055473946,
0.042956002,
0.012888254,
0.034910828,
-0.046644587,
0.019677278,
0.0063097985,
-0.0091198,
-0.013461871,
-0.010121817,
0.043304533,
-0.006828959,
0.06035333,
0.024077436,
0.06041142,
-0.015204509,
-0.027649842,
0.026778523,
0.056577615,
0.00039663145,
0.014202492,
0.003866476,
0.03189026,
-0.06836946,
0.016366266,
-0.010499388,
-0.03284871,
-0.032006435,
0.036508247,
0.007928998,
-0.04301409,
-0.015073811,
0.021274693,
0.03380716,
0.037728094,
-0.025239194,
0.029232737,
0.04742877,
0.022131491,
-0.0075296443,
0.02433883,
0.0530633,
-0.053179473,
-0.02573294,
-0.003623233,
-0.034504212,
0.018646216,
0.00082956784,
0.037728094,
0.005329565,
0.005278738,
-0.028274287,
0.039644994,
0.027141573,
0.032761578,
-0.0077039083,
0.087364204,
-0.02426622,
0.02110043,
-0.016874535,
0.07022827,
0.031483643,
-0.016482443,
0.030844675,
0.0061391653,
-0.0001506655,
0.01675836,
0.0439435,
0.0146962395,
0.028680902,
0.035898324,
0.050536476,
0.016918102,
-0.027185138,
-0.016221046,
-0.009366674,
-0.014079056,
-0.042084686,
0.07121577,
0.01514642,
-0.00349072,
-0.021303738,
0.016874535,
-0.0022418299,
0.019720843,
-0.015523992,
-0.011849932,
0.009954814,
0.020693814,
-0.01418797,
-0.013113344,
-0.0037103647,
0.038192797,
0.0006961472,
-0.024600226,
-0.012960863,
-0.039151248,
-0.0446696,
-0.023932215,
-0.09177889,
0.009010886,
-0.05503829,
-0.05419601,
-0.016889058,
-0.023699865,
-0.029290825,
-0.027649842,
0.040458225,
-0.015320684,
-0.018471953,
0.01594513,
0.0066873697,
0.011726495,
-0.021260172,
0.04763208,
-0.029944314,
0.0002672951,
-0.050071772,
-0.020301722,
-0.04469864,
-0.01668575,
-0.011065746,
-0.005616374,
0.009432023,
0.00017675967,
-0.04623797,
-0.03537553,
-0.008836622,
-0.030176666,
0.0352884,
0.016860014,
-0.0568971,
0.049113322,
-0.0040116957,
-0.008923754,
0.00047877137,
0.047690168,
-0.049432807,
0.05195963,
0.043246444,
0.0060302503,
-0.014507454,
0.038918894,
0.019198053,
-0.01963371,
0.037524786,
0.0029642982,
-0.014551019,
0.020446941,
-0.00069569336,
-0.047283553,
-0.012387245,
0.05776842,
-0.02256715,
-0.09996928,
-0.019198053,
-0.007950782,
-0.050681695,
-0.007921738,
-0.02410648,
0.022058882,
0.03389429,
0.028404985,
-0.024876144,
0.001660951,
0.005855987,
0.00558733,
0.008335614,
-0.055502992,
0.011791844,
0.024121001,
0.031077027,
0.011443317,
0.0019060093,
-0.026880177,
-0.017847508,
-0.008037914,
0.035636928,
0.06267685,
0.007300923,
0.002793665,
-0.0056054825,
0.024004826,
-0.02698183,
-0.04365306,
-0.0010809796,
-0.019386837,
-0.0061863614,
0.038018532,
0.005478415,
0.005137149,
-0.026720434,
-0.044146806,
0.008517139,
0.038715586,
0.049287584,
-0.049200453,
-0.018094381,
0.031657908,
-0.010906003,
0.0109205255,
-0.021855574,
-0.05622909,
0.030554237,
0.03798949,
0.03537553,
-0.01661314,
-0.0072573572,
-0.00046107272,
-0.0009693419,
0.014652673,
0.009809595,
0.017832985,
-0.030525193,
-0.007300923,
-0.007958042,
0.009664374,
0.019459447,
-0.03168695,
-0.014442105,
-0.016729316,
-0.053092342,
-0.040690575,
0.029102039,
0.020446941,
0.03029284,
0.0105066495,
0.03447517,
0.013578047,
0.040458225,
0.041707113,
-0.011298097,
0.00911254,
-0.04484386,
0.05018795,
-0.0035633298,
0.01757159,
-0.0326454,
0.03374907,
0.011515927,
0.025050407,
-0.0020857188,
-0.018297689,
-0.03822184,
-0.018486476,
0.018994745,
0.034300905,
-0.0049156887,
-0.019386837,
-0.0143985385,
0.014209753,
0.047283553,
-0.037873313,
0.008059696,
-0.030699456,
0.012822905,
0.031338423,
-0.031222247,
0.011181921,
-0.024135523,
-0.017426372,
-0.05503829,
0.06563933,
0.048154872,
-0.025369892,
-0.006070186,
-0.030060489,
0.0046361405,
-0.013251303,
-0.0000936554,
-0.0139846625,
-0.007344489,
0.009620809,
0.03357481,
0.0076530813,
0.007072202,
0.031280335,
0.03909316,
-0.025369892,
0.02836142,
-0.008698664,
0.025340848,
0.014754327,
0.008989103,
-0.032325916,
0.03438804,
-0.0007034082,
0.013331174,
0.005997576,
0.029450566,
-0.0075078616,
-0.01690358,
0.021928184,
-0.002572205,
0.03212261,
0.014914069,
-0.0055473945,
-0.011298097,
0.028651858,
0.018050816,
-0.058930177,
-0.00060130056,
0.019299706,
0.016482443,
-0.004345701,
-0.028390462,
0.047806345,
-0.035085093,
0.024062913,
-0.0026665977,
0.0007433436,
-0.03366194,
0.0002623032,
-0.010680913,
0.04115528,
-0.026793044,
0.024411442,
0.019386837,
0.0103904735,
0.0189657,
-0.036798686,
-0.037466697,
-0.034213774,
-0.0037757137,
-0.021637743,
0.028506638,
0.020345287,
0.05675188,
-0.003514318,
-0.03932551,
0.021957228,
-0.035259355,
-0.0055510253,
-0.023031853,
-0.021405391,
0.013919313,
-0.023322294,
-0.03116416,
0.0504203,
-0.0132730855,
0.023089942,
0.0021256541,
-0.015277118,
0.026488084,
-0.014456627,
0.00048830145,
0.08585392,
0.016366266,
-0.06767241,
0.007921738,
0.011791844,
-0.0064876927,
0.00955546,
0.058814,
-0.027185138,
-0.04283983,
-0.013026212,
0.0030223862,
-0.026546171,
-0.010419518,
-0.036653467,
-0.02638643,
0.021289216,
0.034968916,
-0.011123833,
-0.0410391,
-0.019822497,
-0.048619576,
-0.021013299,
-0.006335212,
0.0208826,
-0.03043806,
-0.052889034,
-0.0004297597,
0.03453326,
-0.0067962846,
-0.004843079,
-0.02528276,
-0.03557884,
0.014108099,
0.018704304,
-0.026255732,
-0.025486067,
0.022450974,
0.005344087,
-0.002492334,
0.00962807,
-0.03549171,
0.02198627,
-0.02924726,
0.02888421,
-0.024730925,
-0.017223064,
-0.03462039,
-0.050826915,
0.03505605,
-0.02712705,
-0.014456627,
-0.039528817,
0.0248471,
-0.008887449,
-0.0045018126,
-0.034300905,
-0.03735052,
-0.035956413,
-0.04556996,
0.023162551,
-0.024948753,
0.0033709137,
-0.026125034,
-0.0039899126,
0.052162938,
-0.01757159,
0.05585152,
0.06970549,
0.021507045,
0.0129245585,
-0.05439932,
0.017411849,
-0.017528025,
-0.0036413854,
0.0007047696,
0.008974581,
-0.042258948,
0.008698664,
-0.04095197,
-0.032993928,
-0.025849117,
0.03923838,
0.051204488,
-0.03342959,
0.024571182,
-0.004396528,
-0.043246444,
-0.026371907,
0.029377956,
0.0020312613,
-0.0100927735,
-0.002256352,
0.016017739,
0.01963371,
-0.0127866,
-0.0011626657,
-0.049432807,
-0.018050816,
0.06569742,
-0.025776507,
-0.03261636,
0.06308346,
0.0128083825,
0.0052351723,
-0.037670005,
-0.011719234,
-0.014855981,
-0.01477611,
0.0058124205,
0.007950782,
-0.013425566,
-0.03197739,
-0.038715586,
0.024571182,
0.014667195,
-0.0040697837,
0.019778932,
0.021071387,
-0.012481638,
0.020548595,
0.048096783,
-0.0031857584,
-0.00061673013,
-0.03453326,
-0.01073174,
0.0008713185,
-0.007565949,
0.036856774,
-0.013135127,
-0.011973369,
0.011820888,
0.041300498,
0.08080027,
0.013774094,
-0.029450566,
0.01594513,
-0.032296874,
-0.037786182,
-0.019677278,
0.048822884,
0.009751506,
-0.008175872,
-0.03197739,
0.0025522371,
0.0017880183,
0.024382398,
0.014572803,
-0.061166562,
-0.033778116,
-0.035782147,
-0.0134546105,
-0.05219198,
-0.031193204,
0.020722859,
-0.010869699,
-0.030467104,
-0.0008159535,
0.022407409,
0.04446629,
-0.01858813,
-0.020446941,
-0.007798301,
-0.017164975,
-0.009606287,
-0.016192002,
0.0026575215,
0.010107295,
0.011225487,
-0.0030187557,
-0.009548199,
-0.009018146,
0.023728909,
0.045250475,
-0.024440484,
0.00013273994,
-0.040254917,
-0.015611123,
-0.026880177,
0.008030652,
-0.04101006,
0.05044934,
0.023148028,
-0.020258157,
-0.0182396,
0.014318668,
0.011574014,
-0.020316243,
-0.0060229893,
0.013883009,
-0.04379828,
0.0062880153,
0.012648641,
-0.003454415,
-0.03130938,
-0.056693792,
0.011377968,
0.033139147,
0.00022679241,
0.018864047,
0.022407409,
0.06668491,
0.021521568,
0.031280335,
0.014231536,
0.012314635,
0.025108496,
-0.0060484027,
0.032064524,
-0.0038483236,
-0.042665564,
-0.0041641765,
-0.0053695003,
0.030496148,
-0.035636928,
0.024280744,
0.00015656505,
-0.01374505,
-0.030960852,
0.026952786,
-0.029653873,
0.036943905,
0.03740861,
-0.0014585509,
-0.012757556,
0.025195628,
-0.0032311396,
-0.014754327,
-0.07551427,
-0.033487674,
-0.012532465,
-0.043565925,
0.0364792,
0.012292853,
-0.037670005,
-0.02564581,
0.010688174,
0.01675836,
0.0059794234,
0.05315043,
0.0050391257,
0.03941264,
-0.020040326,
-0.004403789,
-0.014986679,
0.0015529437,
-0.05300521,
-0.058407385,
0.0086187925,
0.05065265,
-0.004236786,
0.00837918,
-0.062502585,
-0.016119393,
-0.02757723,
0.009170627,
-0.019285183,
0.03932551,
-0.049142364,
0.014391278,
-0.034794655,
-0.009816855,
0.0057579633,
0.008931015,
0.00823396,
0.010063729,
-0.027068963,
-0.0011717419,
0.0326454,
-0.015088333,
0.0010310602,
0.037960444,
0.043130267,
-0.0025685744,
0.01381766,
-0.018413866,
-0.00978055,
0.017673245,
0.008364658,
-0.03926742,
0.027272271,
0.021928184,
-0.0008082387,
-0.012605075,
0.023322294,
-0.022378365,
-0.013120605,
-0.014957635,
-0.007682125,
0.00683622,
0.00080733106,
0.015538514,
-0.038744632,
-0.016032262,
-0.038250882,
-0.028317852,
-0.011958847,
0.022175057,
-0.010252515,
-0.059656277,
-0.046179883,
-0.011574014,
0.046935026,
0.021260172,
-0.02059216,
-0.0064731706,
-0.000120033204,
0.02977005,
0.02323516,
0.032064524,
-0.013810399,
0.02528276,
-0.007950782,
0.008255743,
0.007431621,
0.004843079,
-0.040400136,
0.0017135931,
-0.034997962,
0.03380716,
0.0029951574,
-0.008785795,
0.05117544,
-0.041416675,
-0.055561077,
-0.064419486,
-0.015349728,
-0.03653729,
0.024977798,
0.07022827,
-0.047893476,
-0.047690168,
0.03035093,
0.011871715,
0.037089124,
0.0050209733,
0.05843643,
0.023583688,
0.08062601,
-0.018108904,
-0.00024573907,
0.025979815,
-0.00031494536,
-0.0069124606,
0.012379984,
0.004875753,
0.004124241,
-0.02506493,
-0.03520127,
-0.03212261,
0.021884616,
0.030757545,
-0.040545356,
-0.029973358,
-0.03174504,
0.046993114,
-0.059075397,
-0.008858405,
0.058058858,
-0.0014930406,
0.008270266,
-0.0108551765,
-0.019807974,
-0.00015577087,
-0.011813628,
-0.051494926,
0.01374505,
-0.00058587093,
-0.04960707,
-0.02110043,
-0.0360145,
-0.040342048,
0.0012770263,
0.013287608,
-0.03610163,
-0.002630293,
0.020722859,
0.0391222,
0.0027736973,
-0.00028431305,
-0.014863242,
0.03923838,
0.059656277,
-0.0033654678,
0.09956267,
0.098459,
0.0006539427,
-0.010165383,
-0.005028234,
0.053528003,
0.026313819,
-0.0086187925,
-0.017368283,
0.010419518,
-0.033836205,
-0.026110511,
0.02086808,
0.03043806,
0.006966918,
-0.0016600434,
-0.07975469,
0.0054275882,
-0.034968916,
0.013578047,
-0.022741415,
0.04359497,
-0.0076458203,
-0.0024832578,
-0.0176442,
-0.07371355,
0.25186914,
0.057361804,
0.05779746,
0.06668491,
-0.0098604215,
0.023031853,
0.038802717,
-0.06860181,
0.027098006,
-0.038976982,
0.0139846625,
0.00698144,
-0.003939086,
0.008371918,
-0.0072573572,
0.03621781,
-0.049810376,
0.016584096,
-0.006828959,
-0.025878161,
-0.031367466,
0.03764096,
-0.002042153,
0.028317852,
0.011232748,
0.043449752,
0.039790213,
-0.04365306,
-0.0033491305,
-0.052801903,
0.011987891,
-0.02094069,
0.028056458,
-0.0020857188,
-0.043624014,
0.05829121,
0.020388853,
-0.09514798,
-0.008386441,
0.03360385,
0.010586521,
-0.04757399,
0.0314546,
0.020330766,
0.0008068773,
0.04365306,
0.04365306,
-0.011523187,
0.025776507,
-0.061921705,
0.00007867961,
-0.027780538,
0.03029284,
-0.022378365,
-0.035404578,
0.012271069,
-0.002094795,
-0.001904194,
0.01992415,
0.027954804,
-0.006015728,
0.02491971,
-0.016990712,
-0.023946738,
-0.024121001,
-0.02698183,
0.016366266,
0.049084276,
-0.022683326,
0.017324718,
0.025108496,
-0.006661956,
-0.026705913,
0.017164975,
0.018573606,
0.041997552,
-0.023714386,
-0.007747474,
-0.0022545366,
-0.002065751,
0.0011880791,
-0.018718826,
-0.03177408,
0.02139087,
-0.013149649,
0.052598596,
-0.012459855,
-0.014899547,
-0.042752694,
0.04278174,
0.009707941,
0.03366194,
-0.029886225,
-0.023656297,
0.012089545
] |
LayoutLMv2 solves the document question-answering task by adding a question-answering head on top of the final hidden
states of the tokens, to predict the positions of the start and end tokens of the
answer. In other words, the problem is treated as extractive question answering: given the context, extract which piece
of information answers the question. The context comes from the output of an OCR engine, here it is Google's Tesseract.
Before you begin, make sure you have all the necessary libraries installed. LayoutLMv2 depends on detectron2, torchvision and tesseract. |
[
0.012794991,
0.015373138,
0.0107776085,
-0.0077276,
-0.0070027104,
-0.0045750127,
0.0075292815,
0.010100589,
0.034329694,
0.04729565,
0.022498943,
0.0034517755,
0.02806555,
-0.055529304,
-0.008664486,
0.008274687,
-0.004328824,
-0.0309104,
-0.034384403,
-0.02535747,
-0.007830179,
0.037174545,
-0.06455623,
-0.0536145,
-0.046201475,
0.006551364,
0.014921791,
0.014333673,
0.06603337,
0.022102304,
0.010893865,
-0.013465173,
-0.019052297,
-0.04062119,
-0.014757665,
-0.0029542684,
0.050851714,
0.033399645,
-0.048225697,
-0.023346927,
-0.0015643261,
0.006312013,
0.050797004,
-0.016056996,
-0.022020241,
0.0060076965,
0.007638699,
-0.02541218,
-0.03241489,
-0.029187078,
0.028667346,
0.019257454,
0.031867802,
-0.036189787,
0.0016771628,
-0.013376271,
-0.027409047,
0.014675602,
-0.043739587,
-0.017944446,
0.023114415,
0.024318006,
-0.011133215,
-0.071941905,
0.019476289,
-0.008411459,
-0.014319995,
-0.027368015,
-0.031703677,
-0.060836047,
-0.06455623,
0.014702956,
-0.028339094,
-0.014990177,
-0.07292666,
-0.018724045,
0.0053922236,
0.031266008,
-0.031293362,
0.00064752845,
0.0416333,
0.01806754,
0.031648967,
-0.008705518,
-0.03249695,
-0.0068967124,
0.041140925,
-0.013711361,
-0.036299206,
-0.002685854,
-0.023634147,
0.02357944,
-0.061601967,
-0.030883048,
0.018819785,
0.02661577,
-0.017944446,
0.0037236093,
0.007057419,
0.0067018126,
0.06887822,
0.08676796,
0.008219979,
0.031840447,
-0.017876059,
0.018655658,
0.009191058,
-0.008896998,
-0.040210877,
0.0020874778,
0.015646681,
0.015974933,
0.03337229,
-0.003614192,
-0.018518886,
0.059304204,
-0.0034312597,
-0.031484842,
-0.05101584,
-0.026875636,
-0.020064406,
0.016357893,
0.0071121277,
-0.027559495,
0.03449382,
-0.040593836,
0.006411173,
0.060453087,
0.0056691864,
-0.014224255,
-0.0035834182,
-0.00035005005,
0.0346853,
0.032442246,
0.021992886,
-0.034767363,
-0.032715786,
0.0076660533,
0.017028075,
-0.037174545,
-0.005559769,
0.038432844,
-0.026055006,
0.07779574,
-0.008965384,
0.012726606,
0.04502524,
-0.08113296,
-0.0155919725,
0.015578295,
-0.05033198,
0.0015036337,
-0.010873349,
-0.030035062,
-0.09256708,
-0.019626737,
-0.021774052,
0.011140054,
-0.027026085,
0.022840872,
0.025644692,
0.007146321,
-0.0036894162,
0.027039763,
0.016727177,
0.04497053,
-0.021295352,
-0.007864372,
0.010305746,
-0.025083927,
-0.00090611243,
0.004000572,
0.020802973,
-0.015427846,
0.036791585,
0.04748713,
0.031320717,
0.014894437,
0.007385671,
0.015304752,
-0.04092209,
-0.022567328,
0.049620766,
0.009047447,
0.017616194,
-0.013225822,
0.0143883815,
0.013875487,
-0.051535573,
-0.003884316,
0.026260164,
0.023825629,
-0.024591548,
0.026437966,
-0.008835451,
-0.019886604,
-0.025097605,
0.008582423,
0.02976152,
-0.048198342,
-0.028038196,
0.029980354,
-0.011755526,
0.029652102,
-0.01231629,
0.009820207,
0.0029884614,
0.041332405,
-0.024003431,
0.030554796,
0.015236366,
0.05284858,
0.004530562,
0.0032722626,
-0.00975866,
-0.04119563,
-0.009170542,
0.0017335812,
0.022198046,
-0.03889787,
0.011639271,
-0.0018754818,
0.0051562926,
0.011468306,
0.026410613,
0.0011617045,
-0.01642628,
0.06849526,
0.040156167,
0.015838161,
-0.017876059,
0.051699698,
-0.015947578,
0.08550966,
0.021897146,
0.029405912,
-0.0017985477,
0.05298535,
0.0035663217,
0.0015044885,
0.020160146,
0.030992465,
0.01850521,
0.024400068,
-0.017766641,
-0.02264939,
0.026779896,
-0.015797129,
0.012870216,
0.024988187,
-0.0017899994,
0.03309875,
0.020844005,
0.018491533,
-0.024714643,
-0.055474598,
0.03274314,
0.024071816,
-0.04174272,
-0.016480988,
-0.024071816,
0.044122547,
0.019394225,
-0.004294631,
0.051863823,
0.030828338,
0.008678163,
0.014497799,
-0.039061993,
-0.03835078,
-0.04754184,
-0.06980827,
-0.059796583,
-0.027313305,
-0.0312113,
-0.0126171885,
0.0033919378,
-0.039882623,
0.024140203,
-0.03454853,
0.016303185,
0.0061615645,
-0.0034432271,
0.071558945,
0.012302613,
-0.004889588,
-0.024181234,
0.02342899,
0.00372019,
0.04844453,
-0.013287369,
-0.012186358,
0.03367319,
-0.010367294,
0.014867082,
0.039198764,
0.027545817,
-0.0004415161,
-0.017479422,
0.009970656,
-0.039745852,
0.011611916,
-0.030636858,
0.017356327,
-0.030582149,
0.039144058,
0.044423442,
-0.015879193,
-0.005111842,
0.08244597,
-0.056021683,
0.00043446381,
0.03268843,
0.0043219854,
-0.03802253,
0.013041181,
0.051562928,
-0.009300475,
-0.007686569,
-0.00927312,
-0.04964812,
-0.016590405,
-0.004913523,
-0.048854847,
-0.011064829,
0.035341803,
-0.025425857,
-0.056623477,
0.00030517182,
-0.04901897,
-0.011892298,
-0.009881754,
-0.02236217,
0.039007284,
0.004715204,
-0.020802973,
-0.05019521,
-0.012165842,
-0.0025918235,
0.02295029,
0.047377713,
-0.04081267,
0.029679457,
0.038679034,
0.0011574303,
-0.020392658,
0.009512471,
-0.033837315,
-0.0018429984,
0.01453883,
0.028722053,
0.0028653669,
-0.0008915804,
0.04201626,
-0.0010411745,
0.032141346,
-0.07489618,
0.02338796,
0.054079525,
-0.021432124,
0.040539127,
0.0021661215,
0.015838161,
-0.011406759,
-0.04111357,
-0.058483575,
0.016699823,
0.0046981075,
0.027737299,
-0.009956979,
0.021377414,
-0.018710367,
-0.024454778,
0.015578295,
-0.013048019,
-0.056021683,
0.013752393,
-0.01835476,
0.024947155,
-0.072762534,
-0.024085494,
0.00083943625,
0.008814936,
0.034630593,
0.027983487,
0.07560739,
-0.0039595403,
-0.0016557922,
-0.0065684603,
-0.007501927,
0.010319424,
-0.0018566756,
-0.0005881183,
-0.0017028075,
-0.017260587,
-0.064063855,
0.028858826,
0.05120732,
0.044997886,
0.023935046,
0.022922935,
-0.013314724,
-0.028995598,
0.011632432,
-0.040156167,
0.023839304,
-0.04376694,
0.05000373,
0.010319424,
-0.010004849,
-0.035396513,
0.0018224827,
-0.00011775187,
0.011317858,
0.0077481163,
0.006694974,
-0.019435257,
-0.020857682,
-0.019257454,
0.029624747,
0.020748265,
-0.03077363,
-0.061000172,
0.01830005,
0.005676025,
-0.04294631,
-0.008117399,
-0.033317585,
0.051097903,
0.027559495,
-0.022731455,
-0.016344216,
-0.0067325863,
-0.03361848,
-0.01894288,
0.0027285952,
0.042399224,
-0.035587993,
-0.0015540683,
-0.028667346,
0.0058606667,
-0.0017780319,
0.006305175,
0.039909977,
-0.0055084797,
0.01894288,
0.027518464,
0.035040908,
0.010346778,
0.0011813655,
-0.0015403911,
-0.047870092,
0.051973242,
-0.049155746,
-0.011577724,
-0.042399224,
0.015920224,
0.0033115845,
0.043520752,
0.015687713,
0.023004998,
0.0006026502,
0.03851491,
-0.027627882,
-0.08211772,
0.02739537,
0.020078084,
-0.020638848,
0.03454853,
0.025576305,
-0.0016694694,
0.011311019,
-0.007816502,
0.00072018843,
0.022745132,
-0.052575037,
0.0060453084,
0.0197088,
0.00017705522,
0.0059495685,
-0.057608236,
0.013116404,
-0.008862806,
-0.030308606,
-0.05908537,
-0.03821401,
-0.034794718,
-0.015154303,
-0.009574018,
0.047405068,
0.016987044,
0.0020738007,
0.022745132,
-0.030992465,
0.005922214,
0.015085917,
-0.0059735035,
-0.03435705,
0.023538407,
-0.036873646,
0.027928779,
-0.031594258,
-0.028722053,
0.0070847734,
-0.03807724,
0.03293462,
-0.022786163,
-0.0227041,
0.03405615,
-0.022840872,
-0.014620894,
0.031183945,
0.007146321,
-0.0019626736,
0.001463457,
-0.017411036,
-0.017096462,
-0.02338796,
-0.03851491,
0.025029218,
-0.045681745,
-0.064063855,
-0.05853828,
0.0266568,
-0.026930345,
0.018217988,
0.022403203,
-0.056295227,
0.002371279,
-0.05782707,
0.028092904,
-0.03096511,
0.014962822,
-0.036244497,
-0.025001865,
0.01869669,
0.03733867,
-0.00045818515,
-0.019859249,
0.005628155,
-0.034466464,
0.017752964,
-0.03249695,
-0.04105886,
0.0045442395,
0.0134446565,
-0.04062119,
0.022539973,
-0.031867802,
-0.036818936,
0.025083927,
0.0026687575,
0.026396936,
0.05503693,
-0.06482978,
-0.04207097,
-0.013171113,
-0.019052297,
0.033427,
0.029460622,
-0.02724492,
0.018532563,
-0.042207744,
0.03416557,
0.012398354,
-0.011529854,
-0.01869669,
-0.020543108,
0.015085917,
-0.04559968,
0.0075292815,
0.0030482989,
0.013957551,
0.017123815,
0.020693555,
-0.027600527,
-0.0069138086,
-0.008767065,
-0.08233655,
0.0013557493,
-0.047815382,
-0.014962822,
-0.03747544,
0.0017241781,
0.025931912,
-0.009013254,
0.055693433,
0.057553526,
0.02768259,
-0.031266008,
0.008616616,
-0.010551936,
0.020761942,
0.003067105,
0.0023405056,
-0.027285952,
-0.05468132,
0.009731306,
0.0022003145,
-0.04622883,
-0.024933478,
-0.014579861,
0.02516599,
-0.014361027,
0.02951533,
-0.0018378695,
-0.023811951,
-0.053833336,
-0.014060129,
0.036682166,
0.014839728,
0.025138635,
0.023538407,
0.0063598836,
0.060179543,
-0.053012706,
-0.028557928,
0.0075429585,
0.10285231,
-0.012418869,
-0.05946833,
-0.0073651555,
0.028339094,
-0.04874543,
-0.037557505,
0.00739251,
0.0002857246,
0.004062119,
-0.018245343,
-0.01139992,
-0.0090064155,
-0.06548628,
0.014101161,
0.023866659,
-0.052192077,
0.032770496,
0.0138686495,
-0.025904557,
-0.015318429,
0.05366921,
0.044067837,
-0.01695969,
-0.008172108,
-0.06608808,
-0.007652376,
-0.036381267,
-0.03646333,
0.021267997,
0.0000620281,
-0.009656081,
0.01907965,
0.0192301,
0.04182478,
-0.01125631,
0.008055853,
0.03851491,
-0.015277398,
-0.051179964,
-0.011468306,
0.00115914,
0.012295774,
0.01275396,
-0.018231666,
0.036818936,
0.027272275,
0.031238653,
-0.02260836,
-0.08381369,
-0.0031183944,
-0.03714719,
-0.0039458633,
0.026793573,
-0.0029183659,
0.020132793,
0.022102304,
0.017561484,
-0.030554796,
-0.014867082,
-0.0053546117,
-0.009587695,
0.019872926,
-0.053505085,
0.010216845,
-0.036490686,
-0.020420013,
-0.038296074,
0.01053142,
0.021418447,
0.05418894,
-0.010497227,
0.014839728,
-0.007864372,
0.027217565,
0.021076517,
0.008055853,
-0.031348072,
-0.014812374,
-0.0012070101,
0.024235943,
-0.017930768,
0.007474573,
0.035396513,
-0.049675476,
0.02806555,
0.0026926927,
0.0035218708,
-0.040347647,
0.015783453,
0.013048019,
-0.0020019955,
-0.02932385,
-0.031320717,
0.00569996,
-0.03441176,
0.0026055006,
-0.03348171,
-0.023702534,
0.024126526,
-0.0033013267,
0.018573595,
0.064063855,
-0.03178574,
0.040539127,
-0.031348072,
0.0032961976,
-0.019640414,
-0.0011565756,
0.04086738,
0.009491955,
-0.013567751,
0.0039868946,
0.017506776,
0.00013794706,
-0.0020943165,
-0.012480416,
0.00642485,
-0.01680924,
0.0039048316,
0.033016685,
0.01646731,
0.03665481,
0.06658046,
0.013690846,
0.025972944,
-0.050906423,
-0.008691841,
0.029679457,
-0.078288116,
-0.04105886,
0.013451495,
-0.04075796,
0.00574783,
-0.0034158728,
-0.037065126,
-0.00071805133,
0.0048041055,
-0.011181085,
0.014935468,
0.026684156,
0.023360604,
0.0018635142,
-0.012090617,
-0.0249198,
0.000010044171,
-0.004513466,
-0.051316738,
-0.04332927,
-0.0038125108,
0.029788874,
0.04729565,
0.014114838,
-0.031484842,
-0.015126948,
-0.007139482,
-0.010592967,
0.025029218,
0.03323552,
-0.05063288,
0.022786163,
-0.012630865,
-0.0061273715,
-0.012918086,
0.02241688,
0.032961976,
-0.010066397,
-0.009238928,
0.030554796,
0.021869794,
-0.022539973,
0.01367033,
0.053942755,
0.025042895,
-0.019927634,
0.02197921,
0.032961976,
0.03695571,
0.055529304,
0.020926068,
-0.022594683,
0.016987044,
0.021951856,
-0.0154552,
-0.03236018,
0.05459926,
0.031621613,
0.008514037,
0.028913535,
-0.00642485,
0.010134782,
0.021815084,
0.0075087654,
0.015427846,
0.0043390817,
-0.0077549545,
-0.013957551,
-0.01516798,
0.0005346918,
0.013191629,
-0.044505507,
-0.017958123,
0.039007284,
0.008295203,
0.03632656,
0.026396936,
-0.019353194,
0.03077363,
0.035423867,
-0.024741998,
0.0346853,
0.0013771199,
0.020365303,
-0.019749831,
0.04280954,
-0.022922935,
0.023155447,
-0.024085494,
-0.03222341,
-0.03241489,
-0.0050331983,
0.010428841,
-0.0015933901,
0.02686196,
-0.01835476,
0.012603511,
-0.060453087,
0.05448984,
-0.032825205,
-0.002135348,
0.0573894,
-0.025371147,
-0.03840549,
-0.004834879,
-0.014730311,
-0.008117399,
-0.0020071245,
0.06991769,
0.037694275,
0.05952304,
0.06909706,
0.036682166,
0.0011155441,
0.023948722,
-0.0032842301,
-0.049730185,
-0.028038196,
-0.019284807,
0.03613508,
-0.023004998,
-0.057444107,
0.0054469323,
0.021609927,
0.015277398,
-0.028940888,
0.04989431,
0.046639144,
-0.04869072,
0.0026157585,
0.048335113,
0.015373138,
0.004930619,
0.017944446,
-0.032196056,
-0.05826474,
-0.0045476584,
-0.054325715,
0.0681123,
0.024468455,
-0.048991617,
-0.021418447,
-0.051699698,
-0.005840151,
0.00039471453,
-0.015769776,
-0.023497377,
0.029187078,
0.00002068939,
0.03441176,
0.02472832,
-0.040457066,
-0.010709223,
0.06652575,
0.023798274,
0.012740282,
0.04767861,
0.047405068,
0.013677169,
0.02159625,
-0.007768632,
-0.013608783,
0.009095317,
-0.024468455,
0.021828761,
-0.0029593974,
-0.047459774,
-0.02976152,
-0.0036689006,
0.025849849,
-0.071285404,
0.02453684,
-0.06105488,
-0.00045903996,
-0.08315719,
-0.025234377,
-0.045079947,
0.039937332,
-0.002979913,
-0.028913535,
0.004246761,
-0.07019123,
0.2169746,
0.043876357,
0.02541218,
0.002400343,
0.035615347,
0.06422798,
0.014702956,
-0.034138214,
-0.0059324717,
-0.047131523,
0.03192251,
-0.0068420037,
-0.019257454,
0.015058563,
-0.011406759,
0.024003431,
-0.031566907,
-0.025713077,
0.026437966,
-0.04270012,
-0.039253473,
0.0504414,
0.011782881,
0.05107055,
0.007091612,
-0.011181085,
-0.001082206,
-0.027067117,
-0.0024909542,
-0.04642031,
0.0080626905,
-0.046557084,
-0.0052280976,
0.005877763,
-0.00091038656,
0.040101457,
0.035177678,
-0.033153456,
-0.006551364,
-0.040703256,
-0.027080795,
-0.003357745,
0.0431925,
0.016111705,
-0.02289558,
0.047897443,
0.011078507,
0.0072830925,
0.032250762,
-0.04502524,
0.013978067,
-0.016987044,
0.039198764,
-0.031348072,
-0.025179667,
-0.025371147,
-0.019284807,
-0.046201475,
0.0149765,
0.009792853,
0.0231828,
0.033837315,
-0.016918657,
0.044614926,
-0.008944868,
-0.023442667,
0.020324273,
-0.0067223283,
0.036873646,
0.00021488115,
-0.012206873,
0.011550369,
0.011167408,
0.0026294356,
-0.01217268,
0.032141346,
-0.035423867,
0.050359335,
0.04453286,
-0.017411036,
-0.013465173,
-0.027176535,
0.016070673,
-0.009191058,
0.043110434,
0.032770496,
-0.015400492,
-0.0026448225,
-0.05120732,
0.007878049,
0.010928058,
0.036162432,
0.05522841,
0.052547682,
0.046885334
] | As you can see, the dataset is split into train and test sets already. Take a look at a random example to familiarize
yourself with the features.
dataset["train"].features |
[
0.025175609,
-0.027995275,
-0.000586232,
-0.046179257,
-0.020111714,
-0.038324468,
0.008753918,
-0.007318909,
0.0069304854,
0.06358639,
0.037346214,
0.012479909,
0.024369989,
0.00991919,
-0.04646698,
0.009876031,
-0.02052891,
-0.023420509,
-0.039791845,
-0.01466659,
-0.003357347,
0.010099015,
-0.07227557,
0.0047689793,
-0.032598816,
0.0031739247,
-0.0025085695,
0.0046107327,
0.06111199,
0.009264624,
-0.030124413,
0.030239502,
-0.014817643,
-0.0485098,
0.0033177854,
-0.01307693,
0.022384712,
-0.04839471,
-0.039331492,
-0.038007975,
0.013127281,
-0.028541947,
0.007459173,
-0.038842365,
-0.06888046,
0.023578756,
-0.001137398,
-0.010278841,
-0.0544944,
-0.06721168,
0.032368638,
-0.0073368913,
0.018816968,
-0.015479403,
-0.023219103,
-0.0076246127,
-0.026671758,
-0.056594767,
-0.034641635,
-0.0151629085,
0.035418484,
-0.022125762,
0.012817981,
-0.021276984,
-0.027146498,
0.00065996055,
-0.0139329005,
-0.01139376,
0.014558694,
-0.0069736433,
-0.051271923,
0.009451643,
-0.023650685,
-0.009106377,
-0.04635189,
-0.010120594,
0.012983421,
0.008264792,
-0.047589093,
0.04715751,
0.029548971,
0.046927333,
0.01734959,
-0.0056069675,
0.01139376,
-0.052940708,
0.032454956,
-0.013120088,
0.011566393,
-0.015594491,
-0.014314131,
0.03766271,
-0.021535935,
-0.00061680237,
0.03021073,
0.052048773,
0.01604046,
0.017421521,
0.0123000825,
0.0009270018,
0.060248826,
0.093854666,
-0.04822208,
0.035015672,
-0.038727276,
0.00682259,
0.008415846,
-0.021651022,
-0.03898623,
-0.028398085,
0.04474065,
-0.020730315,
-0.0044381,
-0.014990276,
-0.061860066,
0.06721168,
0.026858777,
0.003454453,
-0.005588985,
-0.023981564,
0.004517223,
0.0035317782,
-0.014544308,
-0.025779823,
0.019823993,
-0.008185669,
0.0002679404,
0.050293673,
-0.042755377,
-0.002386288,
0.016299408,
-0.016270636,
-0.008070581,
0.023463666,
-0.030987578,
-0.011372182,
-0.0007669569,
-0.022456642,
0.039101314,
0.0015321155,
0.028412472,
-0.010818318,
-0.04143186,
0.06870783,
0.0076030334,
-0.024298059,
0.0138825495,
-0.015335541,
-0.08234581,
0.0155657185,
-0.04554627,
0.011350603,
0.0034490582,
0.033116713,
-0.03889991,
0.019593816,
0.02235594,
-0.010077436,
-0.011861308,
-0.02589491,
0.010221297,
0.04105782,
-0.034123737,
0.06859274,
-0.016860465,
0.041777123,
-0.004269064,
-0.01782433,
0.0042115194,
-0.029664058,
0.031793196,
0.027894573,
0.029117389,
0.06272323,
0.032483727,
0.013371844,
0.039532896,
-0.0016427084,
0.038007975,
0.018888898,
-0.011480077,
-0.008192862,
0.012825174,
0.012343241,
-0.0040568695,
0.0115592005,
-0.02067277,
0.02501736,
-0.0000014610844,
0.009545152,
0.03254127,
0.05763056,
-0.0155657185,
0.022888225,
0.0051106485,
0.031620562,
-0.058234777,
0.04364731,
0.00966024,
-0.07083697,
-0.039878163,
0.032828994,
0.0017218317,
0.019493114,
-0.006153638,
0.020341892,
0.0051322277,
0.03441146,
-0.038813595,
0.038928684,
0.04160449,
-0.0070024156,
-0.012393592,
-0.011825343,
0.04215116,
-0.033519525,
-0.03415251,
0.018975215,
-0.0021165493,
0.02067277,
0.028095977,
0.023291035,
-0.032368638,
0.023808932,
-0.009904804,
-0.010962179,
0.0035119972,
0.033404436,
0.0037223934,
0.039043773,
-0.010883056,
0.031649336,
-0.0077972454,
0.020169258,
0.0069952225,
0.017622925,
0.04310064,
0.03280022,
0.005128631,
0.027822644,
-0.0033087942,
0.031447932,
0.039734304,
0.037087265,
0.0041755545,
-0.017133798,
0.032311093,
0.037461303,
-0.0010789547,
0.0319946,
-0.040683784,
0.054149136,
0.023017699,
0.037087265,
-0.049948405,
-0.022341553,
0.025564032,
0.024197355,
-0.04511469,
-0.025837367,
-0.043302044,
0.010429895,
0.021507163,
-0.01760854,
0.010580949,
0.021838041,
0.029376337,
0.0021201458,
-0.023765774,
-0.053573694,
-0.053688783,
-0.04062624,
-0.08890586,
-0.015277998,
-0.027333517,
-0.03383602,
-0.01545063,
-0.038238153,
0.0003828041,
-0.039187633,
-0.028541947,
0.0059342505,
-0.048826292,
0.031390388,
-0.006962854,
0.030469678,
-0.07434717,
0.012523066,
-0.0010151165,
0.040712554,
0.008084967,
-0.0048409095,
-0.008077773,
-0.008574093,
0.025635961,
0.008387074,
0.022341553,
-0.0029059844,
-0.015810281,
-0.034584094,
-0.024369989,
-0.0155657185,
0.014457992,
-0.003049845,
-0.04753155,
0.040913958,
0.017435906,
-0.0048193308,
0.01212745,
0.068132386,
-0.024413146,
0.0076318057,
0.01219938,
0.0283837,
-0.014565887,
0.06421938,
0.030440906,
-0.030066868,
0.03173565,
-0.016817305,
-0.021305757,
0.025909297,
-0.01991031,
-0.05000595,
-0.016932394,
0.0485098,
-0.02378016,
-0.09920628,
-0.012105871,
-0.067787126,
-0.06709659,
-0.03225355,
-0.018241527,
0.033318117,
0.013594829,
0.028541947,
-0.05771688,
-0.019953467,
-0.01530677,
0.029980551,
0.031937055,
-0.03444023,
0.024830343,
0.010839897,
-0.016414497,
0.032023374,
-0.0086963745,
-0.0040029217,
0.0070096087,
-0.012882718,
0.057573017,
0.04039606,
0.0030516433,
-0.008811463,
0.010221297,
0.016932394,
-0.020615226,
-0.0027872995,
0.013163246,
-0.002657825,
0.015393086,
0.039389037,
0.009904804,
0.004689856,
0.00045271136,
-0.04836594,
-0.006664343,
-0.0050962623,
0.054551944,
-0.060766723,
0.02195313,
0.0027549309,
-0.010875863,
0.021521548,
-0.0069880295,
-0.0680173,
0.048739977,
0.009127956,
0.09276132,
-0.044913284,
-0.045258548,
0.03187951,
0.01219938,
0.04638066,
0.020730315,
0.051415782,
-0.015867826,
-0.030469678,
-0.010278841,
0.01030042,
0.014594659,
-0.025492102,
-0.0022514185,
0.004952402,
-0.03970553,
-0.04566136,
0.0033033993,
0.049948405,
0.042784147,
-0.0019349253,
0.021852428,
0.008214441,
0.010523404,
0.034267597,
-0.0035048043,
-0.0021651022,
-0.04364731,
0.03944658,
-0.021981902,
-0.006916099,
-0.016155547,
0.004955998,
-0.0052365265,
-0.00056285464,
0.0035875242,
0.025909297,
-0.029304408,
-0.045373637,
0.008530934,
0.011782184,
0.00014756952,
-0.036540598,
-0.03116021,
0.019493114,
0.043992575,
-0.035677433,
0.0023107613,
-0.02721843,
0.010998144,
0.006070918,
-0.022413485,
-0.0088762,
-0.029376337,
-0.0019133462,
-0.048711203,
0.016831692,
0.07262084,
-0.028239839,
-0.0030516433,
-0.025549645,
-0.004689856,
0.004822927,
0.0015240234,
0.0056717047,
-0.031246526,
-0.02359314,
0.003224276,
0.025146836,
-0.022873838,
0.0039309915,
-0.001807249,
-0.013940094,
0.011264286,
-0.03090126,
0.018428545,
0.009027254,
-0.0040928344,
-0.030786172,
0.016385725,
0.02969283,
0.009760943,
0.027002638,
0.02593807,
-0.038957454,
-0.021895586,
0.02721843,
0.0011832536,
-0.0075958404,
0.059673384,
-0.010271648,
-0.004053273,
0.017479064,
0.00927901,
-0.026513511,
-0.0052724914,
-0.01851486,
0.002323349,
0.003941781,
-0.037461303,
0.0070491703,
-0.019291708,
0.014335711,
-0.014846415,
-0.009962347,
-0.03766271,
-0.04508592,
-0.010983758,
0.014436413,
-0.020039784,
0.008279178,
0.0011760605,
-0.033979878,
0.017018711,
-0.0248735,
-0.049545597,
-0.032713905,
-0.01851486,
-0.022053832,
0.03898623,
-0.012228153,
0.03700095,
0.005186175,
-0.053113338,
0.017464679,
0.004887664,
0.01862995,
-0.004333801,
-0.02140646,
0.028959142,
-0.020140486,
-0.01585344,
0.0195075,
0.011400954,
0.0011329023,
-0.0016238267,
-0.009703399,
0.037547622,
-0.012184994,
-0.03593638,
0.05380387,
-0.029275635,
-0.054034047,
-0.03400865,
-0.016846078,
0.029635286,
0.030930033,
0.0042942395,
-0.021118738,
-0.049948405,
-0.062435508,
0.0019726886,
-0.02155032,
-0.007646192,
-0.03346198,
-0.00003200337,
0.0040640626,
0.015810281,
-0.0002616465,
-0.028700193,
0.0060493387,
-0.049142785,
-0.0010115199,
-0.02506052,
0.0063046915,
-0.03009564,
-0.016385725,
-0.029520199,
0.025707891,
-0.02071593,
0.0015887606,
-0.0031577405,
0.0055026687,
0.010660072,
0.04445293,
-0.047790498,
-0.013450967,
-0.0066535533,
-0.01181815,
-0.0054882825,
-0.020586453,
-0.052652985,
0.023319805,
-0.05650845,
0.008717953,
0.015781509,
-0.04203607,
-0.021766111,
-0.039763074,
0.037173584,
-0.033203032,
0.0062219715,
-0.05797583,
0.0043733628,
-0.022010675,
0.020456979,
-0.024499463,
-0.014508343,
-0.0609969,
-0.061284624,
0.03372093,
-0.022240851,
-0.019636974,
-0.034871813,
0.007941106,
0.05187614,
-0.0402522,
0.026125088,
0.07532542,
0.018572405,
-0.004215116,
-0.01808328,
0.028657034,
-0.0028772124,
-0.016946781,
-0.009243045,
0.004499241,
-0.05760179,
-0.03346198,
-0.0048409095,
-0.019449955,
-0.039043773,
0.033979878,
0.07216048,
-0.0061140764,
0.0532572,
-0.0061248657,
-0.0660608,
-0.050437532,
0.040050797,
-0.0040640626,
0.014004831,
0.017925033,
-0.022327168,
0.020399434,
0.008502162,
-0.009552345,
-0.02472964,
-0.038123064,
0.062838316,
-0.008538128,
-0.02765001,
0.02980792,
0.052278947,
-0.026384037,
-0.033203032,
0.013825005,
-0.006070918,
-0.02914616,
-0.030066868,
0.029117389,
0.0248735,
-0.06139971,
0.023118401,
0.010494632,
-0.004927226,
0.0138825495,
0.0075742616,
-0.018989602,
-0.020039784,
0.0034850235,
0.04661084,
-0.030469678,
-0.0073009264,
-0.014688169,
0.0038051133,
0.012861139,
0.002463613,
0.039734304,
0.014889574,
-0.03605147,
0.033203032,
0.010580949,
0.088963404,
-0.050754026,
0.008358302,
0.0064377626,
-0.02235594,
-0.03590761,
-0.004905647,
0.01756538,
-0.0016714805,
0.007196627,
0.0039381846,
0.012817981,
0.039130088,
0.0455175,
-0.0065025,
-0.028628262,
-0.0044776616,
-0.049689457,
0.011264286,
0.0031253719,
-0.028470015,
0.0034904182,
0.018903285,
0.010954986,
-0.02926125,
-0.0070311874,
0.012343241,
-0.010264455,
0.011400954,
-0.034785498,
0.005200561,
-0.041748352,
-0.003992132,
-0.005686091,
0.00911357,
-0.011127619,
0.028326156,
0.017220115,
-0.0017622926,
-0.01013498,
0.039935708,
-0.012817981,
0.014278166,
-0.06410429,
-0.03337566,
0.021046808,
0.0052796844,
-0.047848042,
0.036137786,
0.031102665,
-0.02688755,
-0.029635286,
-0.0004918235,
-0.043877486,
-0.0046179257,
0.0036055066,
0.043388363,
-0.00569688,
0.0075670686,
0.0073368913,
0.010652878,
-0.049027696,
-0.04212239,
0.018327843,
0.0025517277,
0.04036729,
-0.008178476,
0.018112052,
0.06870783,
0.0052437196,
0.033979878,
-0.02969283,
0.005898285,
0.02501736,
0.0046035396,
0.033318117,
0.021492776,
0.013005,
-0.024139812,
-0.015623263,
0.03210969,
-0.030297047,
0.0037979202,
0.005617757,
-0.02166541,
-0.042237476,
0.0054307384,
0.0018755827,
0.0372599,
0.024815956,
0.012177801,
0.00041112668,
0.006718291,
0.009998313,
0.011127619,
-0.068074845,
-0.073426455,
0.018773811,
-0.038266923,
0.0062507438,
-0.014235008,
-0.014990276,
0.014479571,
0.02506052,
-0.020572068,
0.009775328,
0.035533573,
-0.027995275,
0.015004662,
-0.027319131,
-0.044769425,
0.011868501,
0.006196796,
-0.008559707,
-0.041172907,
0.015839053,
0.033951104,
0.011918852,
-0.023319805,
-0.052106313,
0.021708567,
-0.013602021,
-0.04229502,
0.014616239,
0.035447255,
-0.041777123,
0.026786847,
-0.027347904,
-0.0017110422,
-0.040885188,
0.029606516,
0.0537751,
-0.009199887,
0.0016966561,
-0.014443606,
0.01181815,
-0.03372093,
-0.016313793,
0.02506052,
0.015752738,
-0.030066868,
-0.014278166,
-0.00030930032,
0.016572744,
0.05190491,
-0.026801232,
0.012933069,
0.05055262,
0.054839667,
-0.013307107,
-0.007912334,
0.035734978,
0.024283672,
0.042323794,
-0.012249731,
-0.002596684,
0.0030246694,
0.005567406,
-0.019680133,
0.021334529,
0.008869007,
-0.035274625,
-0.024240514,
-0.038238153,
0.016659059,
0.0025840963,
-0.06042146,
-0.02283068,
0.006426973,
0.04934419,
0.0026200614,
0.042640287,
-0.002798089,
0.057400387,
0.052883163,
0.010573755,
0.04663961,
-0.010523404,
0.038036745,
0.0009225062,
0.0061500412,
-0.0021507163,
0.015177295,
0.015191681,
-0.052135088,
-0.034267597,
0.022240851,
0.009199887,
0.035965156,
0.036109015,
-0.018802583,
-0.019277323,
-0.048682433,
0.030066868,
-0.028657034,
-0.0027297551,
0.03714481,
-0.0609969,
-0.024758412,
0.028182294,
0.03481427,
0.028613877,
0.024053495,
0.058177233,
0.034181282,
0.06381657,
0.021507163,
0.0017182352,
-0.014932732,
0.053055797,
0.016630286,
-0.016141161,
0.036828317,
-0.022284009,
0.019823993,
-0.018586792,
-0.058608815,
0.050178584,
0.027822644,
0.013026578,
-0.03561989,
0.0064305696,
0.005085473,
-0.044280298,
0.021205055,
0.051933683,
-0.023506824,
0.032426182,
-0.0065492545,
-0.0021776902,
-0.024528235,
-0.013594829,
-0.06053655,
0.011832535,
-0.0106313,
-0.028426858,
-0.019622589,
-0.055933006,
-0.021938743,
0.017061869,
0.0142853595,
-0.019636974,
0.006790221,
0.030930033,
0.04928665,
-0.0108686695,
-0.0069736433,
0.015407472,
0.03035459,
0.07474998,
0.022801908,
0.08758234,
0.06393166,
-0.014220621,
0.011516042,
-0.00942287,
0.066521145,
0.030987578,
-0.00411801,
-0.02593807,
-0.00012565326,
-0.00420073,
-0.03173565,
0.010170946,
0.069916256,
-0.01870188,
0.006211182,
-0.069858715,
0.011523236,
-0.053602464,
0.0075382963,
-0.021276984,
0.048538573,
0.021579092,
0.014242201,
0.0024330427,
-0.07641876,
0.24836096,
0.07359909,
0.008070581,
0.009027254,
0.04212239,
0.05233649,
0.03723113,
-0.039389037,
0.020226803,
-0.039273947,
0.031764425,
-0.009501994,
-0.037058495,
0.006747063,
0.028585104,
0.01891767,
-0.032742675,
-0.004215116,
-0.0015671815,
-0.02520438,
-0.03104512,
0.026355265,
0.013875356,
0.058982853,
0.041834667,
-0.016385725,
0.020370664,
-0.053458605,
0.0066319746,
-0.04310064,
0.02290261,
-0.018946443,
0.015249225,
0.00570767,
-0.018241527,
0.017651698,
-0.0008712559,
-0.0690531,
-0.030843716,
0.0437624,
-0.00991919,
-0.03861219,
0.019291708,
0.008358302,
-0.015623263,
0.051128063,
-0.014076761,
0.04620803,
0.030412134,
-0.05245158,
0.028484402,
-0.03959044,
-0.001437707,
-0.029174933,
-0.058896538,
-0.0020985666,
-0.011113233,
-0.028613877,
0.016313793,
0.060479004,
0.0050423145,
0.009379712,
-0.008940937,
-0.0029365548,
-0.034066193,
0.019119076,
0.024053495,
0.022960154,
-0.011321831,
-0.010746388,
0.006257937,
0.006524079,
-0.019665746,
-0.0043985383,
0.00027445907,
0.0042474847,
-0.025520874,
0.036137786,
0.039417807,
-0.05512739,
-0.04036729,
-0.010573755,
-0.05069648,
-0.014932732,
0.01691801,
0.047848042,
-0.030239502,
-0.0062831123,
-0.01307693,
0.009933576,
0.0054055625,
0.024513848,
-0.0070239943,
0.03291531,
0.0059989877
] |
Here's what the individual fields represent:
* id: the example's id
* image: a PIL.Image.Image object containing the document image
* query: the question string - natural language asked question, in several languages
* answers: a list of correct answers provided by human annotators
* words and bounding_boxes: the results of OCR, which we will not use here
* answer: an answer matched by a different model which we will not use here
Let's leave only English questions, and drop the answer feature which appears to contain predictions by another model.
We'll also take the first of the answers from the set provided by the annotators. Alternatively, you can randomly sample it. |
[
0.038238313,
-0.0083727725,
-0.019480988,
-0.019828346,
-0.014256146,
-0.020841472,
0.021188831,
0.007830026,
0.008872099,
0.0292649,
-0.047530137,
-0.016340293,
0.0206099,
-0.03181219,
-0.020624373,
0.050887927,
-0.005988305,
-0.04483811,
-0.021492768,
-0.01677449,
0.00625606,
0.03412791,
-0.08805522,
-0.07358198,
-0.007008669,
0.043738145,
0.04220398,
-0.017802091,
0.06692428,
0.038469885,
-0.019307308,
0.0044939425,
0.010261531,
-0.024213739,
-0.002395322,
-0.0325648,
0.023316398,
0.0061909305,
-0.048282746,
-0.0461986,
0.005065636,
-0.0024333142,
-0.004765316,
-0.03974353,
-0.05195895,
-0.023446657,
-0.0162824,
-0.019278362,
0.025299232,
-0.01703501,
0.0010366462,
0.02907675,
-0.007902391,
0.0027860997,
-0.04475127,
-0.013532484,
-0.019799398,
-0.008915518,
-0.023301924,
-0.010739148,
0.06107709,
0.046140704,
0.022361163,
-0.022780888,
-0.0076491097,
0.00544194,
-0.0048847203,
-0.004161058,
-0.008191857,
-0.015717944,
0.007974758,
0.051727377,
0.0039548143,
-0.08255539,
-0.022274325,
-0.018496808,
0.00246407,
-0.021391455,
0.00325648,
0.05045373,
0.0042768437,
0.0317543,
0.01681791,
0.017888932,
0.013937735,
-0.044809166,
0.021449348,
0.011795695,
-0.018699432,
-0.043738145,
0.000118160475,
0.015935043,
-0.012403571,
0.013879842,
0.040611926,
0.037254132,
-0.014277856,
0.019162577,
0.034041073,
0.019553354,
0.0101095615,
0.081339635,
-0.018366547,
0.060556058,
-0.0030990837,
0.0070195235,
-0.0014464199,
-0.042667124,
-0.012418044,
-0.04483811,
0.021507243,
-0.030075403,
0.0020208268,
0.0048051174,
-0.013807476,
0.023330871,
-0.024676882,
0.012121342,
-0.015949516,
-0.034735788,
-0.026746556,
-0.018106028,
0.023678228,
-0.053058915,
0.028932016,
-0.036501523,
0.028657025,
-0.00576397,
-0.0026992601,
-0.021709867,
-0.0063284263,
0.0062379683,
0.015862677,
0.052016843,
-0.03152273,
-0.05152475,
-0.015081122,
-0.01744026,
0.041277695,
-0.004439668,
0.002976061,
-0.018265234,
0.0062596784,
0.090255156,
0.009516158,
0.032680586,
-0.009595761,
-0.02087042,
-0.02993067,
0.010189164,
-0.021782234,
0.03875935,
-0.008307642,
0.03412791,
-0.0152548,
0.026963655,
-0.004211714,
0.029120168,
-0.00020285157,
0.012975264,
0.037717275,
0.03933828,
-0.024387417,
0.04816696,
0.0072655687,
0.041625053,
-0.011137162,
-0.028599132,
0.03317268,
-0.008727367,
-0.016485026,
-0.027007075,
-0.010710201,
0.007384973,
0.029670153,
0.015949516,
0.04865905,
-0.024141373,
0.020320436,
0.0014853168,
-0.011889771,
-0.019292835,
0.01362656,
0.083134316,
-0.016499499,
0.002395322,
-0.005221223,
-0.009566815,
-0.0027951454,
-0.020219123,
0.0023772304,
0.028743865,
-0.03708045,
0.024807142,
-0.020580955,
0.040438246,
-0.041046124,
-0.059340306,
0.0074247746,
-0.05369574,
-0.013148943,
0.042985536,
-0.017252108,
0.013829186,
0.041711893,
-0.017353421,
0.041625053,
0.0067047304,
-0.0153416395,
-0.007699766,
0.05242209,
-0.011600305,
-0.022549316,
-0.02275194,
0.021376982,
-0.02095726,
0.0017657359,
0.06918211,
-0.052972075,
0.002290391,
0.015949516,
0.04116191,
0.02654393,
0.04130664,
-0.011513466,
0.010956246,
-0.012606196,
0.018699432,
0.0011180582,
0.016050829,
-0.00058435724,
0.03679099,
-0.0037268605,
0.045735452,
0.011006903,
0.01043521,
0.019336255,
-0.0015929615,
0.016079774,
0.020624373,
-0.0036599217,
-0.01137597,
0.029235955,
0.0038679747,
0.02440189,
-0.021536188,
0.008705657,
0.0096247075,
-0.024199266,
0.038788296,
-0.09390241,
0.05418783,
0.0009751349,
0.0028240918,
-0.06368228,
-0.035748914,
0.01641266,
0.06379806,
-0.004077837,
0.0016409041,
-0.0017458352,
0.016340293,
0.01351801,
-0.0018299608,
0.021290144,
0.05221947,
-0.029901724,
0.00064813,
0.0009887036,
-0.040698763,
-0.059629768,
0.006650456,
-0.042667124,
0.028121514,
-0.028382033,
-0.0034102583,
0.012721982,
-0.016427133,
-0.003605647,
-0.008322116,
-0.001941224,
0.010558232,
-0.017092902,
0.011093742,
0.04550388,
0.023403237,
-0.052016843,
0.033751607,
-0.03215955,
-0.00679157,
-0.04616965,
0.033664767,
-0.011144399,
-0.017686306,
0.036327846,
-0.0053297724,
-0.048630103,
-0.022563789,
-0.03198587,
0.021724341,
-0.0035567998,
-0.0018652395,
0.028685972,
0.009798387,
-0.024315052,
-0.0046603847,
0.0008032651,
-0.014798893,
0.014386405,
0.02716628,
-0.048340637,
0.02440189,
0.013177889,
0.007146165,
-0.046459116,
0.04946955,
0.048253797,
-0.00818462,
-0.026862342,
0.020349381,
-0.02693471,
0.030104348,
-0.0025074896,
-0.011108215,
-0.04205925,
0.042088196,
-0.00038987302,
-0.0548536,
-0.014386405,
-0.014625214,
-0.035835754,
-0.01926389,
-0.022433529,
0.062813886,
0.009422082,
0.021637501,
-0.05369574,
-0.011028613,
0.024691356,
0.011224002,
0.012975264,
-0.028338613,
0.061656024,
0.0011044896,
-0.026413672,
0.019292835,
0.049990587,
-0.040119834,
-0.01476271,
-0.002011781,
-0.0034862428,
-0.009805623,
0.013612087,
0.004685713,
0.01199832,
0.047211725,
-0.04394077,
0.013141707,
0.016224507,
0.0032998999,
0.02395322,
0.005456413,
0.023678228,
-0.001266409,
-0.009284587,
-0.033838447,
-0.0039113946,
0.007981994,
0.05143791,
-0.0005906893,
0.03875935,
-0.0128377685,
-0.029366214,
-0.0022940093,
0.008068834,
-0.019842818,
0.012497647,
0.022476949,
0.021304617,
0.01587715,
-0.035169985,
-0.016021881,
0.01673107,
0.03528577,
0.0054166117,
-0.014075231,
-0.009581288,
0.020277016,
-0.029872777,
-0.06374017,
0.010970719,
-0.014625214,
-0.034735788,
-0.0070484704,
-0.04113296,
-0.02230327,
0.029901724,
0.026572878,
0.054622024,
0.015573211,
0.06906632,
0.030856958,
0.015312693,
0.01712185,
-0.0016779918,
0.026659718,
-0.06952947,
0.02828072,
0.000796933,
-0.00818462,
-0.058645587,
0.03198587,
-0.024951873,
0.042435553,
-0.023316398,
-0.017237635,
-0.021232251,
-0.008148436,
-0.048919566,
0.0047508427,
-0.07346619,
-0.015298219,
-0.030249082,
0.004197241,
0.07711345,
-0.04379604,
-0.018221816,
-0.034185804,
-0.0052465512,
-0.010956246,
-0.026833396,
-0.027962308,
0.008105017,
0.019813873,
-0.049759015,
0.04191452,
0.03363582,
0.0007910533,
0.0379199,
-0.06727164,
0.0060389615,
-0.008944466,
-0.008531977,
-0.048051175,
0.0116654355,
0.01030495,
0.01909021,
0.033954233,
0.025545277,
-0.016687652,
0.024618989,
0.0069435393,
0.005094582,
-0.008112254,
-0.013105523,
-0.031927977,
0.02573343,
0.005467268,
0.05169843,
0.021565136,
-0.02275194,
0.059977125,
0.018988898,
-0.011166109,
-0.04286975,
0.027108388,
0.035633128,
0.022173012,
0.02444531,
-0.0041140197,
-0.0042804624,
0.049903747,
0.017353421,
-0.008351062,
-0.005532398,
-0.032391123,
0.0055902908,
0.034041073,
-0.024358472,
0.030654332,
-0.0090385415,
0.045474935,
-0.010355607,
0.0046712398,
-0.01583373,
-0.074566156,
0.018713906,
0.010797041,
-0.0061909305,
0.024025587,
0.038035687,
0.016137669,
-0.008980649,
0.011325314,
-0.0057386416,
-0.030972743,
-0.060961306,
0.02091384,
0.062524416,
0.02346113,
-0.01311276,
-0.0026106115,
-0.056214083,
0.006824135,
-0.0071895844,
0.04996164,
-0.0494985,
-0.014133124,
-0.00029692767,
-0.040351406,
-0.009313533,
-0.007312607,
-0.017990243,
-0.0251545,
-0.028468873,
-0.029004382,
-0.008495795,
0.008242513,
-0.02399664,
0.09448134,
-0.027267594,
-0.05632987,
-0.025936054,
0.030335922,
0.017208688,
0.027368907,
0.005242933,
-0.022071699,
-0.022419056,
-0.01047863,
0.0024315051,
-0.07601348,
-0.010797041,
-0.017686306,
-0.05138002,
0.011962137,
0.033693712,
0.020305963,
-0.07352408,
-0.011035849,
-0.040872443,
-0.01726658,
-0.031956926,
-0.013214072,
-0.0077287126,
-0.0055541075,
-0.031956926,
0.05227736,
-0.042898696,
-0.005311681,
0.00261423,
0.052682612,
-0.0036382119,
0.04385393,
-0.029785939,
-0.041654,
0.0325648,
0.014408115,
0.0060534347,
0.037254132,
-0.027586004,
0.0034753878,
-0.004009089,
0.038643565,
-0.031233262,
-0.054303616,
-0.01793235,
0.017006062,
0.049209032,
-0.01690475,
0.0037956084,
-0.0041357297,
0.0059123207,
0.035662074,
0.07693977,
-0.008683947,
-0.025834743,
-0.04402761,
-0.058848213,
0.016224507,
-0.012237129,
-0.023026932,
-0.009176037,
-0.0032745716,
0.02858466,
-0.017541572,
0.031406943,
0.042377662,
0.005604764,
-0.024300579,
-0.0618297,
0.055143062,
-0.012584486,
-0.0008797019,
-0.021478295,
-0.014849549,
-0.039396174,
0.0371094,
-0.039396174,
-0.034330536,
-0.021420402,
0.008727367,
0.036588363,
-0.015153487,
0.03438843,
-0.00469295,
-0.049672175,
-0.05077214,
0.042667124,
0.014646924,
0.004696568,
0.015602158,
0.03774622,
0.021984858,
0.004142966,
0.010116798,
0.017237635,
-0.022549316,
0.06333492,
0.0051054372,
-0.042609233,
0.012186472,
0.059224516,
-0.046285436,
-0.05308786,
-0.007909629,
-0.025516331,
-0.03407002,
-0.009494449,
0.019379675,
0.025820268,
-0.033838447,
0.00006303777,
0.05682196,
0.013387752,
-0.0007078321,
-0.011310841,
0.01574689,
-0.018699432,
0.01966914,
0.051872108,
-0.015399532,
-0.039685637,
-0.018627066,
-0.0110792685,
-0.046777528,
-0.026978128,
0.04550388,
0.014400879,
0.019871766,
0.056185137,
0.027412325,
0.058500856,
0.022679575,
-0.018670486,
-0.018945478,
-0.029380687,
-0.071555726,
-0.047935385,
0.017252108,
-0.0059376485,
-0.012570013,
-0.036385737,
-0.020711213,
-0.0019918804,
0.020537535,
-0.022650627,
-0.077866055,
0.028078094,
-0.03919355,
-0.021579608,
0.0064080292,
-0.02105857,
-0.014639687,
-0.008683947,
-0.02922148,
-0.0003652233,
0.006241587,
0.006292243,
-0.028497819,
-0.019741505,
-0.042030305,
-0.004381775,
-0.047038045,
-0.025284758,
-0.014625214,
-0.02091384,
0.05476676,
0.006860318,
-0.023229558,
-0.023229558,
-0.010579942,
0.033838447,
0.007222149,
0.03100169,
-0.028917544,
-0.011716092,
-0.018742852,
0.011274658,
-0.014024574,
-0.0112818945,
0.015298219,
-0.016311347,
0.026761029,
0.015066648,
-0.006292243,
-0.01478442,
0.014878496,
0.042493448,
-0.0147554735,
-0.020277016,
-0.0041863862,
0.0063465177,
-0.030364867,
-0.021073045,
-0.018988898,
-0.03687783,
-0.023113772,
0.05022216,
-0.031291157,
0.015037701,
0.039019868,
0.010095089,
0.004986033,
0.026572878,
-0.02573343,
-0.007323462,
-0.019886239,
0.019234942,
0.029699098,
0.010645072,
0.031262208,
0.03091485,
-0.010550995,
0.043593414,
0.0034211134,
-0.018279709,
0.0011632871,
0.033520035,
0.015992936,
0.07363987,
0.0023175282,
-0.015703471,
0.005322536,
-0.013937735,
-0.039367225,
0.0089372285,
-0.06159813,
-0.02470583,
0.025357125,
-0.043217108,
0.033606876,
-0.01431404,
-0.024995293,
0.00760569,
0.017628413,
0.0058761374,
0.03635679,
0.009950356,
0.02069674,
0.036819935,
-0.028642552,
-0.012244365,
-0.041104015,
0.039540906,
0.007902391,
-0.044722326,
-0.0013252065,
0.031406943,
0.0018887585,
-0.014219963,
-0.025892636,
-0.02993067,
-0.017715251,
-0.0185547,
-0.0019900713,
0.042377662,
-0.06657693,
0.04889062,
-0.054361507,
0.050106373,
-0.0022596354,
0.02684787,
-0.012389097,
0.0249374,
0.0035676549,
0.049237978,
-0.009537868,
-0.0019086591,
0.002860275,
0.045011792,
0.04211714,
-0.00082497497,
0.0036183111,
0.013496301,
0.04648806,
0.012960791,
0.013546958,
-0.00096880284,
0.04808012,
0.0055287797,
0.004457759,
-0.0063211895,
0.0008231658,
-0.009747731,
0.015225854,
-0.018887585,
-0.009139854,
-0.002997771,
-0.0012908325,
0.0073524085,
0.028787283,
0.018945478,
-0.023446657,
0.011274658,
-0.011542412,
0.019480988,
-0.026601825,
-0.026789976,
-0.019813873,
-0.002152895,
0.04098823,
-0.016181087,
0.041104015,
0.05334838,
0.030306974,
0.022158537,
-0.018337602,
0.0034012126,
-0.032275338,
0.016600812,
-0.023157192,
-0.0043564467,
-0.03325952,
-0.005456413,
-0.003918631,
0.011679908,
-0.03708045,
0.056358814,
0.0317543,
-0.0044107214,
0.026283413,
-0.052335255,
-0.043593414,
-0.07057154,
0.004533744,
-0.053319436,
-0.015095594,
0.026080787,
-0.03247796,
-0.035748914,
0.01962572,
-0.015023228,
0.037283078,
0.009964829,
0.0577193,
0.031059584,
0.045967024,
0.048456423,
0.011108215,
0.023779541,
-0.031464834,
-0.03603838,
0.010015486,
-0.0021456585,
0.001214848,
0.010811514,
-0.07908181,
-0.02956884,
0.017556045,
0.027803103,
-0.0445197,
-0.04640122,
-0.0149363885,
-0.008076071,
-0.02573343,
0.009610235,
0.05505622,
0.010934536,
0.00010289573,
-0.007981994,
-0.008401719,
-0.036009435,
-0.032883212,
-0.03884619,
0.014574558,
0.03786201,
-0.035922594,
0.0030249082,
-0.034735788,
-0.0022578263,
0.005083727,
-0.007996468,
-0.011614779,
-0.03247796,
0.05740089,
-0.000192562,
0.044664435,
-0.03184114,
0.003929486,
0.0074247746,
0.07248201,
0.007764896,
0.08215014,
0.081686996,
-0.004309409,
0.022766415,
-0.0037702804,
0.025168972,
-0.014849549,
0.010862171,
0.010420736,
0.028439926,
-0.021782234,
-0.02903333,
-0.01851128,
0.039685637,
0.0009077438,
-0.046893314,
-0.04808012,
0.008358299,
-0.07161362,
0.0034229225,
-0.02176776,
-0.007526087,
0.030162243,
-0.0054274667,
-0.0070991265,
-0.07236622,
0.24940296,
0.07693977,
0.046285436,
0.01926389,
0.018496808,
0.020667793,
0.020436222,
-0.002545482,
0.01690475,
-0.056908797,
-0.0005052067,
-0.006245205,
0.014067994,
-0.005789298,
-0.020899365,
0.048369583,
-0.03774622,
0.012931844,
0.011904244,
-0.034185804,
-0.049990587,
0.003929486,
0.0070629437,
0.004975178,
0.008177384,
0.015544265,
0.023070352,
-0.056619335,
-0.035922594,
-0.033114783,
0.02752811,
0.009545105,
0.025371598,
-0.058414016,
0.004171913,
0.043593414,
-0.023446657,
-0.05219052,
-0.012548303,
0.014965335,
0.02404006,
0.025892636,
0.051727377,
-0.012034503,
0.0027173518,
0.020262543,
-0.022476949,
-0.029510947,
0.01478442,
-0.062234953,
0.01895995,
-0.05763246,
0.0045663086,
-0.042667124,
-0.06009291,
-0.038035687,
-0.016108721,
-0.038238313,
0.020363856,
0.010377317,
-0.002303055,
0.016513972,
-0.019596774,
-0.051901057,
-0.05467992,
0.02408348,
-0.0125338305,
0.074739836,
-0.031204317,
-0.010015486,
-0.021579608,
-0.0011053941,
-0.018684959,
-0.006907356,
0.008423428,
0.030133296,
0.01922047,
0.019813873,
0.033085838,
-0.038788296,
-0.004374538,
0.01846786,
-0.041596107,
0.019394148,
0.008264223,
0.057516675,
-0.017020537,
-0.040611926,
0.012381861,
0.04808012,
0.03233323,
0.020219123,
-0.008546451,
0.015312693,
-0.017599465
] | pip install -q transformers datasets
pip install 'git+https://github.com/facebookresearch/detectron2.git'
pip install torchvision
sudo apt install tesseract-ocr
pip install -q pytesseract
Once you have installed all of the dependencies, restart your runtime.
We encourage you to share your model with the community. Log in to your Hugging Face account to upload it to the 🤗 Hub.
When prompted, enter your token to log in:
from huggingface_hub import notebook_login
notebook_login() |
[
0.03781407,
-0.025583407,
0.0159195,
0.03265251,
-0.01650859,
-0.04715538,
0.002796432,
-0.010673779,
0.011613521,
0.06019955,
0.02420886,
0.005841825,
0.012602353,
0.006031176,
-0.03478446,
0.0042498754,
0.0053859805,
-0.024994316,
-0.011452221,
-0.017251968,
-0.014278458,
0.0008498874,
-0.08690504,
0.0028858476,
-0.025639512,
0.021193272,
0.02308678,
-0.0016559436,
0.10351181,
0.044658754,
-0.019005217,
-0.0071953335,
-0.0053018243,
-0.006546631,
-0.016775085,
-0.0100496225,
0.0064133843,
0.027014058,
-0.0033504586,
-0.035654068,
0.032287832,
-0.023591716,
0.037589654,
-0.053270712,
-0.023030678,
0.007777412,
-0.0029437048,
0.040002126,
-0.011606507,
-0.07388892,
-0.0068096183,
0.032624453,
-0.026088342,
-0.015400538,
-0.013549107,
0.0304364,
-0.0166208,
0.0062731244,
-0.032933027,
0.015582875,
0.036299266,
0.03015588,
0.040675372,
-0.044237975,
0.0053509157,
0.015793266,
-0.03029614,
-0.030240037,
-0.0024703275,
0.0048670187,
-0.027561072,
-0.011452221,
-0.016775085,
-0.043564726,
-0.041937713,
0.003720394,
0.0023896783,
0.026368862,
-0.0067605274,
0.04925928,
0.009151959,
0.031502377,
0.017518463,
-0.009502608,
-0.038459267,
-0.08112633,
0.038010433,
-0.0031856531,
-0.0002726302,
0.0053649414,
-0.047520056,
0.03803849,
0.016662877,
0.011725728,
-0.01605976,
0.016354306,
-0.036327317,
0.055122145,
0.074225545,
-0.0016086058,
0.034363676,
0.05268162,
-0.0032154585,
0.057254095,
-0.055009935,
0.0149236545,
0.005452604,
-0.062050983,
-0.019229634,
-0.060255658,
-0.0088433875,
0.022273274,
-0.01301612,
0.011620534,
-0.007307541,
0.02575172,
0.003643251,
0.02305873,
-0.03214757,
0.014727291,
0.01479742,
0.0019198075,
-0.013955861,
-0.019285737,
0.03315744,
-0.053439025,
0.011985209,
0.04718343,
-0.033381857,
-0.0030313672,
0.005473643,
-0.013878718,
-0.02385821,
0.027518993,
0.018177684,
-0.054028116,
-0.016284175,
0.019159503,
0.033942897,
-0.002924419,
0.03484056,
-0.015204174,
0.0005093188,
0.06754917,
-0.010596636,
0.008057931,
0.021053012,
-0.017813008,
-0.04443434,
0.031334065,
-0.01678911,
0.044799015,
0.020015089,
-0.0015226966,
-0.00085602375,
-0.011410143,
-0.009797155,
-0.009579752,
0.008632997,
0.021473791,
0.02305873,
0.03481251,
-0.026410941,
0.05464526,
-0.011340014,
0.04942759,
-0.032371987,
-0.0008490108,
0.029622892,
-0.05576734,
-0.015035862,
-0.0026526656,
-0.00043918885,
0.010547545,
0.03425147,
0.042386543,
0.016817164,
-0.041937713,
0.02858497,
0.010694818,
0.0016068526,
0.0061048125,
0.057730976,
-0.0017111709,
-0.001627015,
0.0047863694,
-0.010330142,
0.038010433,
-0.014685213,
0.015442616,
0.01875275,
0.07007385,
0.0018479243,
0.00774936,
-0.009018712,
-0.030099776,
-0.07254242,
0.020968856,
-0.0013026639,
-0.040282644,
-0.03593459,
0.010056635,
-0.023198988,
-0.0053298767,
-0.037253033,
-0.018598463,
0.019369893,
0.054448895,
-0.023633795,
-0.00615741,
0.02207691,
-0.0099093625,
-0.008226244,
0.0070620864,
0.025863927,
-0.047379795,
-0.018724699,
0.0058874097,
-0.008927543,
0.0019268205,
0.01650859,
0.019944958,
0.011887027,
-0.023998471,
-0.0068236445,
0.037842125,
0.02249769,
0.027294578,
0.0012071119,
0.055627078,
-0.033914845,
0.013542094,
0.00456546,
0.04089979,
0.049483694,
0.021571973,
0.016873267,
0.043396417,
0.015456642,
0.03918862,
0.046762653,
0.024321068,
0.038880046,
0.04334031,
0.0050177984,
0.0057576695,
-0.016171968,
0.013149367,
-0.017813008,
-0.012083391,
-0.05366344,
0.032203674,
-0.028865488,
0.038992256,
-0.028613022,
-0.012805729,
-0.0057261107,
0.02767328,
-0.06491228,
-0.011887027,
0.0014201315,
0.04233044,
-0.035738226,
-0.037870176,
0.028711203,
0.039946023,
0.023605743,
0.010954299,
0.0311377,
-0.023563664,
-0.046482135,
-0.053719547,
-0.07007385,
-0.027518993,
-0.047492005,
-0.047435902,
0.027504968,
-0.023675872,
-0.02144574,
-0.047884732,
0.0073215673,
0.011522352,
0.007139229,
0.004751304,
0.0150639145,
0.013703393,
-0.028893542,
0.0694006,
-0.026172498,
0.043087844,
-0.02774341,
-0.04684681,
-0.035626017,
-0.013794562,
0.0062029944,
-0.0049757203,
0.013086249,
0.027645228,
-0.02462964,
-0.004162213,
-0.0066342936,
-0.018051451,
-0.0018479243,
-0.0013184431,
-0.07949932,
0.02851484,
0.007630139,
-0.034307573,
-0.006269618,
0.06558553,
-0.014215342,
0.02280626,
0.009937415,
0.033942897,
-0.018668594,
0.042162128,
0.042526804,
0.018303918,
-0.010365208,
-0.048922654,
-0.022750158,
0.022708079,
0.009285206,
-0.035457704,
-0.01556885,
0.036187056,
0.01156443,
-0.09072011,
-0.0029472113,
-0.046341874,
-0.037028614,
-0.039974075,
-0.037309136,
0.03158653,
0.035008874,
0.009236115,
-0.036439523,
-0.022048857,
-0.014208329,
0.015667032,
0.024643665,
-0.052457206,
-0.005827799,
0.028598996,
-0.0045479275,
-0.00068683526,
0.024377173,
-0.04348057,
0.017027553,
0.028893542,
0.036159005,
0.02627068,
0.036748096,
0.022750158,
0.007735334,
0.023142885,
-0.05587955,
-0.005010785,
0.009930401,
-0.02739276,
0.014004952,
-0.0002590425,
0.019075347,
0.008128062,
-0.030520556,
-0.039441086,
0.014965733,
0.043845247,
0.02875328,
-0.06031176,
0.026200552,
0.048586033,
-0.007356632,
0.015933525,
-0.016775085,
-0.031782895,
0.030520556,
0.03169874,
0.047015123,
-0.011844949,
-0.050465517,
0.004141174,
-0.0052387076,
0.035008874,
0.021768337,
0.027126266,
-0.01847223,
-0.055991754,
-0.0055823443,
0.01812158,
-0.005501695,
0.01690132,
-0.010400272,
-0.0026614317,
-0.009236115,
-0.011417156,
-0.00026627467,
0.043789145,
0.007840529,
-0.008724166,
0.0068727355,
0.015737161,
0.03851537,
0.007574035,
0.025401069,
-0.00069560145,
-0.04617356,
0.063229166,
0.0080088405,
0.027799513,
-0.017532488,
-0.0028087047,
-0.007658191,
0.037870176,
-0.034475885,
0.0017462359,
-0.04390135,
-0.050858244,
0.02599016,
0.022764184,
0.0054210452,
0.0013578912,
-0.056216173,
0.026845746,
0.070410475,
-0.04017044,
-0.0035555887,
-0.031474322,
0.03197926,
0.010877156,
0.010575597,
-0.023802107,
-0.038571473,
-0.045191742,
-0.06536112,
0.041685246,
0.02638289,
-0.04662239,
-0.0012211378,
-0.049764216,
0.019397946,
-0.0043480573,
-0.019327816,
-0.016494565,
0.0045970185,
0.01140313,
0.023998471,
0.022918468,
-0.029735101,
-0.015554824,
0.016143916,
-0.015021836,
0.055178247,
-0.050633825,
-0.00002327164,
0.0014841252,
0.027154319,
-0.022581846,
0.013724432,
0.015793266,
0.019201582,
0.0024492887,
-0.002219613,
0.0012246444,
-0.02256782,
0.015344434,
0.01479742,
-0.030773023,
0.0417694,
-0.017925216,
0.0028490294,
0.031390168,
0.025569381,
-0.03495277,
0.015821317,
0.011522352,
0.033353806,
-0.019215608,
0.005389487,
0.029202113,
-0.052316945,
0.034055106,
0.01423638,
-0.020001063,
-0.043648884,
-0.031081596,
-0.05649669,
-0.009025726,
-0.03652368,
0.014671186,
0.027308604,
-0.0006605365,
0.028697178,
-0.024657693,
-0.017097684,
0.0024089639,
-0.0041762386,
0.002126691,
0.044294078,
0.01507794,
0.03635537,
0.012861834,
-0.040254593,
0.031614583,
-0.014033004,
-0.037561603,
-0.048333563,
-0.030660816,
0.0003894404,
-0.0011808131,
-0.03652368,
-0.008647024,
-0.01927171,
0.021880547,
0.006490527,
-0.037281085,
0.03355017,
-0.03478446,
-0.0040815636,
0.047884732,
0.010267025,
-0.073552296,
-0.030211985,
-0.0068937745,
-0.041488882,
0.02249769,
0.0071742944,
-0.03579433,
-0.075347625,
-0.021291453,
0.008394555,
-0.023353275,
-0.021389635,
-0.03315744,
-0.034616146,
0.01983275,
0.022034831,
0.04230239,
-0.017462358,
0.011325988,
-0.0354016,
-0.0015183135,
-0.03736524,
0.035626017,
-0.006206501,
-0.032848872,
-0.025358992,
0.047463953,
-0.006199488,
-0.013563133,
0.004593512,
-0.013794562,
0.022932496,
0.019860802,
-0.026046265,
-0.044855118,
-0.004754811,
-0.010905208,
-0.015821317,
0.016564695,
-0.045332003,
0.013738458,
-0.04064732,
0.04146083,
-0.004912603,
0.0047968887,
-0.003204939,
-0.051924217,
0.03242809,
-0.03413926,
0.028009905,
-0.006616761,
-0.0041657193,
-0.017083656,
0.010821052,
-0.017742878,
0.017125735,
-0.034055106,
-0.05150344,
0.0531024,
-0.027518993,
0.008906504,
-0.009888324,
-0.01044235,
0.028500814,
-0.012027287,
0.053859804,
0.08398763,
-0.014909628,
0.012728587,
-0.007588061,
-0.008107022,
-0.00071138074,
-0.026158473,
0.03268056,
-0.0067254626,
-0.06031176,
0.0065326053,
-0.04190966,
-0.008464686,
-0.02469977,
0.014278458,
0.057843186,
-0.006409878,
0.066146575,
-0.015120018,
-0.07091541,
-0.05268162,
0.028290423,
-0.015442616,
-0.015414564,
0.003923771,
-0.038122643,
0.038122643,
0.00871014,
-0.04951175,
-0.03585043,
-0.014033004,
0.094198555,
-0.02526081,
-0.032400038,
0.041096155,
0.03764576,
-0.021824442,
-0.08583906,
-0.005540266,
-0.005954033,
-0.0070270216,
-0.032175623,
0.023731977,
0.0016673397,
-0.052036427,
0.023675872,
0.023746002,
0.0053579286,
0.0021740287,
0.007917671,
0.003902732,
-0.0354016,
0.020982882,
0.049652006,
-0.00019515851,
0.00029191593,
-0.046454083,
-0.024377173,
-0.009397414,
-0.0045198756,
0.029707048,
-0.01847223,
0.0030226011,
0.0065150727,
0.025625486,
0.07860165,
0.01535846,
0.018850932,
0.01128391,
-0.036187056,
-0.03495277,
-0.02011327,
0.03666394,
0.006981437,
0.027434839,
-0.019846777,
0.0067184498,
0.010245986,
-0.0040394855,
-0.020590154,
-0.088363744,
0.011788845,
-0.038234852,
0.028641073,
-0.032371987,
-0.024727821,
0.010743909,
-0.00054832856,
0.0003854956,
-0.036102902,
-0.017686775,
0.011908066,
-0.0131143015,
-0.0049371487,
-0.012476119,
0.008128062,
-0.05052162,
0.0048635122,
-0.022301326,
-0.03624316,
-0.004993253,
0.029959517,
0.027028084,
0.0039903945,
-0.004972214,
0.029482633,
0.0059855916,
0.008121049,
-0.033999003,
-0.014909628,
-0.013219496,
0.0013272094,
-0.039300825,
0.037589654,
0.054729417,
-0.0066132545,
-0.009229102,
0.010715857,
-0.016214045,
-0.033073287,
0.009951441,
0.00828936,
0.0030190945,
-0.015526772,
0.031642634,
0.0046390966,
-0.048193306,
-0.017322099,
0.0010913974,
0.021123143,
-0.005561305,
0.007945724,
0.0347003,
0.07164476,
0.007826502,
0.026424967,
0.000335528,
0.013794562,
0.040479008,
0.011971183,
0.002579029,
0.0038010436,
-0.048586033,
0.010252999,
0.012427028,
0.021403663,
-0.04219018,
0.012749625,
0.015512746,
0.022189118,
0.0047442913,
0.023030678,
-0.027841592,
0.04895071,
-0.004733772,
0.00387468,
-0.038683683,
-0.010940273,
-0.008436633,
-0.025639512,
-0.07063489,
-0.051194865,
0.014180277,
-0.041713297,
0.014362615,
0.013247549,
-0.016171968,
0.009691959,
0.016087811,
-0.02193665,
0.007623126,
0.037112772,
0.0057962406,
0.016256124,
-0.040450957,
0.01713976,
0.0007069976,
-0.015134044,
-0.075123206,
-0.0368042,
-0.014811446,
0.06356579,
-0.014699238,
0.039693553,
-0.045668624,
0.0024422756,
-0.013983913,
-0.007426762,
-0.017770931,
0.041825503,
-0.021263402,
-0.019047296,
0.0015744175,
-0.019608336,
-0.007966762,
0.028248345,
0.017322099,
0.02830445,
-0.009439492,
0.021263402,
0.011059494,
-0.014685213,
0.025176654,
0.043200053,
0.032876924,
-0.031726792,
-0.0017550021,
0.0017953268,
0.023549639,
0.002677211,
0.02151587,
-0.03590654,
0.042162128,
0.0031733804,
-0.031193804,
-0.03158653,
0.054476947,
-0.0120343,
-0.027168345,
0.004824941,
-0.015512746,
-0.019454049,
-0.011417156,
0.0055262404,
-0.008050919,
-0.016073786,
0.0015139304,
-0.028094059,
-0.0347003,
0.06143384,
-0.015653005,
-0.09363751,
-0.02603224,
0.008513777,
0.039132513,
0.015526772,
-0.027476916,
-0.0018566905,
0.0011317221,
0.021263402,
0.019860802,
0.055823445,
-0.023507562,
0.010835078,
-0.010631701,
0.039469138,
-0.033437964,
0.02053405,
-0.03691641,
-0.034616146,
0.025920032,
0.01927171,
-0.015035862,
-0.010175857,
0.021417689,
-0.04869824,
-0.03991797,
-0.029538736,
-0.01301612,
-0.05251331,
-0.00029301172,
0.06384631,
-0.031221855,
-0.047435902,
0.057254095,
-0.008513777,
-0.0023493534,
0.020730415,
0.056665003,
0.02788367,
0.037561603,
0.0050984477,
-0.005522734,
0.0006824521,
0.03837511,
-0.0033522118,
0.00069516315,
-0.00974105,
0.0056875395,
-0.013408847,
-0.008885466,
-0.048670188,
0.032764714,
0.038851995,
0.018023398,
-0.04872629,
0.0037309136,
0.045247845,
-0.073720604,
-0.025176654,
0.07125203,
-0.008752218,
0.020968856,
-0.02273613,
-0.01713976,
-0.0159195,
-0.0061258515,
-0.05181201,
0.03649563,
0.0039553293,
-0.043676935,
-0.038795892,
-0.034756403,
-0.01739223,
-0.0027841593,
-0.023170937,
-0.016157942,
0.012469105,
0.012195599,
0.053046297,
0.017532488,
-0.021010933,
-0.0010493194,
0.065192804,
0.027294578,
0.0003714696,
0.05688942,
0.058516435,
0.04460265,
0.025625486,
0.030688869,
0.04078758,
0.008359491,
-0.0063958517,
0.021571973,
0.0029366917,
-0.05733825,
-0.018444179,
0.013689367,
0.0048459796,
-0.006785073,
-0.04659434,
-0.03366238,
-0.010372221,
-0.06805411,
-0.03369043,
-0.012560274,
-0.005571825,
-0.0011580209,
0.022609897,
-0.015695084,
-0.051727854,
0.23182158,
0.041601088,
0.039946023,
0.024671718,
0.011417156,
0.056412537,
0.054729417,
-0.04723954,
0.0016015929,
-0.07568425,
-0.0040079267,
-0.005940007,
0.0059084487,
0.0022231196,
0.02931432,
-0.0013298392,
-0.05195227,
-0.002691237,
0.03242809,
-0.06468787,
-0.03949719,
0.04886655,
0.0019566256,
0.0279538,
0.030352244,
0.026256654,
0.010309103,
-0.017602619,
-0.0066062417,
-0.051868115,
0.03214757,
-0.020828597,
0.05097045,
0.011087546,
-0.009572739,
0.025064446,
0.008436633,
-0.048445772,
-0.019510154,
-0.011382092,
0.01376651,
-0.0015121772,
0.020632232,
-0.024713796,
0.00974105,
0.03310134,
0.049455643,
0.0115363775,
0.015765214,
-0.08505361,
0.005161565,
-0.019159503,
0.041432776,
-0.018486256,
-0.07186918,
-0.037337188,
-0.026046265,
-0.032287832,
0.058292016,
0.04008628,
-0.0031453285,
0.024741847,
-0.02357769,
0.002747341,
-0.029903412,
0.006020657,
0.020183401,
0.010407285,
0.0004996759,
-0.0038431215,
0.035177186,
-0.014601056,
-0.025092497,
0.00974105,
0.0056349416,
0.044855118,
-0.007349619,
0.010778974,
0.014264433,
-0.003839615,
0.009705986,
-0.01756054,
-0.006658839,
-0.0069779307,
-0.011908066,
0.062499814,
-0.042835377,
0.012342872,
0.009712999,
0.053859804,
0.032764714,
0.025849901,
0.006115332,
-0.000593913,
0.029089905
] |
Note that the LayoutLMv2 checkpoint that we use in this guide has been trained with max_position_embeddings = 512 (you can
find this information in the checkpoint's config.json file).
We can truncate the examples but to avoid the situation where the answer might be at the end of a large document and end up truncated,
here we'll remove the few examples where the embedding is likely to end up longer than 512.
If most of the documents in your dataset are long, you can implement a sliding window strategy - check out this notebook for details. |
[
0.039621778,
0.014547982,
-0.008242039,
0.06277311,
-0.0021525424,
-0.045021027,
-0.00512997,
-0.004533462,
-0.012707328,
0.047202542,
0.016320463,
-0.017533932,
-0.002663835,
-0.0026502006,
-0.05344713,
-0.050856583,
-0.029859494,
-0.036976688,
-0.014138948,
0.0073489808,
0.0060230284,
0.057919238,
-0.063918404,
-0.0057264785,
-0.049384058,
0.025932766,
-0.01667496,
0.02865966,
0.07553498,
0.042266864,
-0.016961284,
0.004714119,
0.0011410349,
-0.032259163,
-0.0087806005,
-0.007417153,
0.039649047,
0.025182871,
-0.027350752,
-0.043330353,
0.013879893,
-0.019442758,
0.04210325,
-0.010771234,
-0.049002293,
0.010668974,
-0.009735013,
0.04728435,
-0.0307321,
-0.0035040595,
-0.004328945,
-0.005095884,
0.030895714,
-0.030295799,
0.020206288,
-0.00047166753,
-0.052710872,
0.0013506649,
-0.055383228,
-0.018583786,
-0.009346431,
0.047475234,
0.026110014,
-0.030186722,
0.03978539,
0.048893217,
-0.016756767,
-0.040739805,
-0.006772924,
-0.032968156,
-0.022210555,
-0.012666425,
-0.015747815,
-0.039158206,
-0.036704,
0.03103206,
0.027459828,
0.0082761245,
-0.042757705,
0.059282687,
0.00039241716,
0.049438596,
0.029150503,
0.03130475,
-0.007273991,
-0.040657997,
0.04624813,
0.011125729,
-0.0032773863,
0.013900344,
-0.02698262,
0.01539332,
-0.03078664,
-0.0121346805,
0.020165386,
-0.008057973,
0.0048095603,
-0.0070899255,
0.04782973,
-0.023887595,
0.04761158,
0.056937557,
-0.01908826,
0.03724938,
0.0059037264,
0.038885515,
0.029914033,
0.029641343,
-0.049384058,
-0.021583369,
0.0021389078,
0.0005730739,
0.05710117,
-0.0116779255,
0.005890092,
0.029041426,
-0.00490841,
0.054619696,
-0.047120735,
-0.052220028,
0.027391655,
0.05770109,
0.03381349,
-0.009748648,
-0.03075937,
-0.07651666,
-0.0323137,
0.073244385,
-0.04780246,
0.01591143,
-0.036704,
0.01524334,
0.026273629,
0.027473463,
0.0323137,
-0.034004375,
-0.014111679,
0.013273159,
0.044312034,
-0.02523741,
0.056555793,
-0.033104498,
-0.037058495,
0.06511824,
0.0009066924,
0.032913618,
0.047856998,
-0.011793818,
-0.025523733,
0.031768322,
-0.05661033,
0.017602105,
-0.00762167,
-0.0007085665,
-0.030459411,
0.008821503,
-0.027064428,
-0.025182871,
0.011868808,
-0.0042709983,
-0.011030288,
-0.0006429506,
-0.033758953,
0.04883868,
0.0140980445,
0.05140196,
-0.020601688,
-0.023669444,
-0.0029535675,
-0.025128333,
0.011882443,
-0.026382703,
0.013082276,
0.029914033,
0.020847108,
0.028605124,
-0.0003689829,
-0.04292132,
0.014643423,
0.021174336,
0.004417569,
-0.010628072,
0.016088678,
-0.02456932,
-0.013975334,
-0.0069058603,
0.019919964,
0.0029603848,
-0.03465883,
-0.029695882,
0.04264863,
0.027787054,
-0.022578686,
0.014016238,
-0.0025121516,
-0.001544104,
-0.055737723,
0.011841539,
0.010055424,
-0.046902586,
-0.02478747,
0.021365218,
0.00087942346,
0.0074307877,
-0.015897796,
-0.009305527,
0.0089237625,
0.002155951,
-0.041230645,
0.030595757,
0.040358037,
0.033186305,
0.0011231396,
0.0042062346,
0.031113867,
0.0058219195,
-0.03858556,
0.043821193,
-0.02750073,
-0.024732932,
0.027759787,
0.026082747,
0.01719307,
0.032750003,
0.028332435,
-0.015529664,
0.032722734,
0.061300587,
-0.00037622623,
0.0790254,
0.008521546,
0.06342757,
0.00016862007,
0.040248964,
0.024378438,
0.05431974,
0.025741884,
0.02212875,
0.0013438477,
0.008569266,
-0.024828374,
0.04003081,
0.050529353,
0.009775917,
0.003899459,
0.010069058,
0.0026502006,
-0.028605124,
-0.030650293,
0.045184642,
-0.03002311,
0.032177355,
0.00769666,
0.0077784667,
-0.040494382,
-0.06479102,
0.048184227,
0.017261242,
-0.020506246,
-0.02841424,
0.0034648604,
0.04439384,
0.023205873,
-0.009169183,
0.042975858,
0.018720131,
0.011882443,
0.03583139,
-0.018951917,
0.003998309,
-0.00092714414,
-0.042703167,
-0.07444422,
-0.04005808,
-0.026232725,
-0.00065573293,
-0.012400553,
-0.05014759,
-0.0035074682,
0.00032403175,
-0.0390764,
-0.008207953,
-0.042512286,
0.017370317,
-0.008644256,
0.024910182,
-0.025469195,
-0.0047788825,
0.022319632,
0.05249272,
-0.011902895,
-0.01144614,
-0.005443563,
-0.018583786,
-0.011752916,
0.012495994,
-0.00011738428,
0.0113916015,
-0.0123732835,
-0.021883328,
-0.017015822,
0.011084826,
-0.006847914,
0.00058713445,
-0.03588593,
0.017029457,
0.039185476,
-0.00054410065,
0.029014157,
0.052656334,
-0.054428816,
-0.0008939101,
0.013695828,
0.03517694,
-0.048538722,
-0.0028393788,
0.014916113,
0.015679643,
-0.024555685,
-0.014411638,
-0.049247716,
-0.017179435,
-0.0017707772,
-0.031604707,
0.019892694,
0.010375833,
-0.030432142,
-0.06795421,
0.03304996,
-0.05535596,
-0.050556622,
-0.045539137,
-0.009060107,
0.01786116,
0.045566406,
0.0085829,
-0.00334215,
-0.050338473,
-0.0033983923,
0.012693694,
0.030377604,
-0.042566825,
-0.016238656,
0.03435887,
0.0064661484,
-0.026682662,
0.010109961,
-0.010178134,
-0.012509628,
0.011964249,
0.03381349,
0.068554126,
0.010887126,
0.029614074,
0.0040562553,
0.017043091,
-0.015352416,
0.050829314,
0.07008119,
0.0050720237,
0.024582954,
0.008323845,
0.005119744,
-0.01253008,
-0.016906746,
-0.055465035,
0.049465865,
-0.0017273172,
0.01975635,
-0.05688302,
0.013934431,
0.006847914,
-0.0055764993,
0.0062786746,
0.024446608,
-0.006602493,
0.032095548,
0.0033932794,
0.041776024,
-0.06435471,
-0.019156434,
-0.018542882,
0.009728196,
0.008889676,
0.05819193,
0.074280605,
0.01640227,
-0.0055730906,
-0.03921274,
-0.04264863,
0.01576145,
-0.020915281,
-0.016838573,
-0.00846019,
-0.007676208,
-0.025796423,
0.015406954,
0.026928084,
0.040712535,
0.015434223,
0.05219276,
-0.024910182,
0.004680033,
0.06909951,
0.026287263,
0.010225854,
-0.03869463,
0.06571816,
0.007901177,
0.04243048,
-0.044584725,
0.0023996672,
-0.014588886,
0.018447442,
-0.011718829,
0.005651489,
-0.020206288,
-0.0069944845,
0.031686515,
0.039185476,
-0.0030251485,
-0.009550948,
0.0020315363,
0.010778051,
0.029804956,
-0.017888429,
0.03490425,
-0.046029978,
0.026669027,
0.025141967,
-0.018965552,
-0.075316824,
-0.020124482,
-0.01761574,
-0.07597128,
0.02508743,
0.05380163,
-0.029014157,
-0.0090192035,
-0.055955876,
-0.0063229864,
0.0043800743,
-0.019224606,
-0.013641289,
-0.01124844,
0.019347316,
0.038612828,
-0.0052083684,
-0.0047993343,
-0.024664761,
0.005371982,
-0.03820379,
0.021119798,
-0.040303502,
-0.022633225,
0.017574836,
0.00552537,
0.0050549805,
0.013750365,
0.048156958,
-0.019306414,
-0.010689426,
-0.0028870995,
0.0017895245,
-0.06070067,
0.051756456,
0.007955715,
0.010716695,
0.03302269,
-0.016238656,
0.00024414228,
0.021719715,
0.014220755,
-0.037631143,
0.009250989,
0.004117611,
0.0077307457,
-0.020315364,
-0.0076693906,
0.01073033,
-0.0014708188,
0.03435887,
0.02688718,
0.0063059437,
-0.037303917,
-0.044312034,
-0.019797254,
0.015597836,
-0.048729606,
0.04207598,
-0.013927613,
-0.040439844,
-0.008269307,
-0.03185013,
0.008671525,
0.010055424,
0.0058321455,
-0.019838158,
0.028386971,
-0.0068717743,
0.029777687,
-0.01884284,
-0.047202542,
0.053719822,
-0.023055892,
-0.012448274,
-0.032613657,
-0.03517694,
0.026055478,
-0.022592321,
0.021760618,
-0.0051538306,
-0.0514565,
-0.017547566,
0.027459828,
0.014779768,
0.022046942,
-0.015475126,
0.0323137,
0.028523317,
0.01073033,
-0.045402795,
-0.01253008,
0.045157373,
0.015570568,
0.0015475126,
0.0029467503,
-0.031904664,
-0.039976273,
-0.0307321,
0.040494382,
-0.025101064,
-0.01820202,
-0.036076814,
-0.047693383,
-0.0120392395,
0.034086183,
0.0047447965,
-0.043275815,
0.052792676,
-0.048538722,
0.0005262054,
-0.039839927,
-0.007151281,
-0.02365581,
-0.0191428,
-0.0003010236,
0.036022276,
-0.023342216,
0.004005126,
-0.02365581,
-0.028850544,
0.013300428,
0.030323066,
-0.026123649,
-0.041012492,
-0.018761033,
-0.01085304,
-0.0065206867,
0.0075875837,
-0.035504166,
-0.0010396285,
-0.033240844,
0.019033724,
-0.018720131,
-0.029804956,
-0.03804018,
-0.021378852,
0.038830977,
-0.03340446,
0.0045300536,
0.0011282526,
0.02380579,
0.0024712482,
0.035804126,
-0.023833059,
-0.026259994,
-0.033486266,
-0.07798918,
0.036349505,
-0.045511868,
-0.0004439725,
-0.009135096,
0.008317028,
0.054701503,
0.0003027279,
0.033131767,
0.06255496,
-0.010171317,
0.02582369,
-0.050011244,
-0.0073762494,
0.0135663,
-0.044093885,
-0.01667496,
-0.026178187,
-0.05295629,
0.00730126,
-0.037876565,
-0.059555374,
-0.025796423,
0.015420589,
0.057264782,
-0.04395754,
0.038830977,
-0.00156626,
-0.009687292,
-0.082024984,
0.0338953,
0.030568488,
0.048756875,
0.030459411,
-0.0074853254,
-0.0028035883,
0.022592321,
-0.01105074,
0.00071751414,
-0.0059650815,
0.053092636,
-0.028196089,
-0.054892387,
0.025591904,
0.04804788,
-0.047393426,
-0.03924001,
0.02868693,
-0.0073830667,
0.021515198,
-0.038094714,
0.018338365,
0.022415074,
-0.06020983,
0.004008535,
0.015829623,
-0.02429663,
0.003347263,
-0.015666008,
0.024201188,
-0.024555685,
0.011412053,
0.03182286,
0.00062505534,
0.0014367325,
-0.032750003,
-0.014711596,
-0.02841424,
0.0001406055,
0.066536225,
-0.042321403,
0.005862823,
0.009530496,
0.0062889005,
0.07520775,
-0.014670692,
-0.009735013,
0.04597544,
-0.021965135,
-0.040685266,
0.034086183,
0.014070775,
0.027855227,
0.0012637451,
-0.026873546,
0.009066924,
-0.01097575,
0.042512286,
0.002106526,
-0.08660617,
0.004676624,
-0.033431727,
-0.021774253,
-0.011473409,
-0.043166738,
-0.030432142,
0.056392178,
-0.016579518,
-0.04011262,
-0.012380101,
0.029368654,
-0.021487929,
0.011950615,
-0.039812658,
0.003204101,
-0.047856998,
-0.028332435,
-0.033949837,
0.004533462,
0.019620005,
0.04294859,
-0.045539137,
0.013723097,
-0.028087012,
0.041448798,
-0.016579518,
0.029368654,
-0.031959202,
-0.025919132,
-0.013709462,
0.0086374385,
-0.027078062,
0.03100479,
0.058519155,
-0.037058495,
-0.055955876,
-0.021678811,
0.02096982,
-0.02868693,
0.02572825,
0.007124012,
0.0035006509,
-0.018311096,
-0.016238656,
0.006367299,
-0.050338473,
-0.034577023,
-0.040739805,
0.018229289,
-0.0137162795,
0.015584202,
-0.0069467635,
0.04862053,
-0.005051572,
0.026082747,
0.008473825,
0.00260248,
-0.006220728,
0.012714146,
0.027950669,
-0.012386918,
0.0045232363,
-0.018283827,
0.020342633,
0.030895714,
0.011943798,
0.003401801,
0.0139548825,
-0.026832642,
-0.009169183,
-0.0024525006,
-0.036513116,
0.02456932,
0.031631976,
-0.0011930163,
-0.0046357205,
-0.02121524,
-0.026587222,
0.00079335587,
-0.06337303,
-0.055901337,
0.025837325,
-0.03155017,
0.0039846743,
-0.028032476,
-0.048538722,
-0.04193964,
0.05246545,
-0.018338365,
0.025496464,
0.01667496,
0.016020505,
0.024064844,
-0.027541634,
-0.007451239,
0.017479394,
0.0044823326,
-0.03850375,
-0.005801468,
-0.0008095468,
0.01908826,
0.043848462,
0.005569682,
-0.07597128,
0.014629789,
-0.0007362615,
-0.006970624,
-0.0058423714,
0.021815157,
-0.015338781,
-0.020478977,
-0.038476482,
0.010750782,
0.009448689,
-0.006254814,
0.0013557778,
0.016715864,
-0.021501563,
0.023164969,
-0.015965967,
0.0035449627,
0.0055764993,
0.01253008,
0.02740529,
0.00520496,
-0.013641289,
-0.006588859,
0.055492304,
0.043139473,
0.009305527,
-0.01563874,
0.019210972,
0.017902063,
0.00039241716,
-0.012843673,
0.06517278,
-0.0031188857,
0.033758953,
-0.024501147,
-0.05061116,
-0.04965675,
-0.026396338,
0.0043971175,
0.028959619,
-0.032177355,
-0.0024388663,
-0.009728196,
-0.06157328,
0.021678811,
-0.010546264,
-0.06015529,
-0.013014104,
-0.010164499,
0.041776024,
0.02600094,
0.035286013,
-0.020015405,
0.004605043,
0.013525397,
0.040412575,
0.045648213,
0.009155548,
0.049411327,
-0.032722734,
0.026805373,
-0.03806745,
-0.004567548,
-0.019551834,
-0.017179435,
-0.0390764,
-0.00384833,
-0.014493444,
-0.006888817,
0.030404873,
-0.026396338,
-0.0010396285,
-0.0434667,
0.037603874,
-0.029559536,
0.0010072467,
0.0058866837,
0.015693277,
-0.014288927,
0.029668612,
0.0015875639,
0.02222419,
0.01911553,
0.07368069,
0.013327696,
-0.0067695156,
0.037903834,
-0.00039518665,
-0.00013559908,
0.017724814,
0.026028208,
-0.027596172,
-0.017738448,
0.0029041427,
0.033786222,
-0.021842426,
-0.04581183,
-0.006149147,
0.050692968,
-0.008201135,
-0.04521191,
0.017111262,
0.036922153,
-0.03719484,
-0.011425688,
0.070244804,
-0.027555268,
-0.0037153938,
0.011671108,
-0.0026536093,
-0.04600271,
0.02572825,
-0.04008535,
0.026955351,
-0.008296576,
-0.06877228,
-0.012305112,
-0.040685266,
0.011405236,
-0.00007046253,
-0.0060843835,
-0.043848462,
0.019620005,
0.026573587,
0.03621316,
0.016784035,
-0.023996672,
0.0073421635,
0.06904497,
0.026941717,
-0.013627655,
0.0961503,
0.033159036,
-0.0087806005,
0.008535179,
0.028250627,
0.028114282,
-0.0054606064,
-0.023574002,
-0.0016480669,
0.02920504,
-0.05737386,
-0.054401547,
-0.0050038514,
0.017397586,
0.010982567,
-0.036922153,
-0.032640927,
-0.010198586,
-0.05993714,
-0.0074580563,
0.015856892,
0.043112203,
-0.02664176,
0.0017452125,
-0.016375002,
-0.08480642,
0.21564281,
0.05633764,
0.056501254,
0.0020008588,
0.02387396,
0.033486266,
-0.00870561,
-0.015938697,
-0.020179018,
-0.026532684,
0.01884284,
0.0034972422,
-0.022360535,
0.023833059,
-0.020724399,
0.01670223,
-0.038940053,
0.018147483,
-0.0073148943,
-0.024187554,
-0.055628646,
0.06151874,
0.009080559,
0.05014759,
0.01208696,
0.008398835,
0.024528416,
-0.04493922,
0.004185783,
-0.0037290282,
0.040630728,
-0.032122817,
0.031713784,
-0.018965552,
0.009005569,
-0.016538614,
0.018120214,
-0.065554544,
0.01053263,
-0.028059745,
0.007294443,
0.009319162,
-0.01859742,
0.01344359,
0.00008010252,
-0.013423138,
-0.018447442,
0.056555793,
0.004830012,
-0.045102835,
0.017383952,
-0.011855174,
0.05350167,
-0.055601377,
-0.05966445,
-0.02814155,
-0.02814155,
-0.033977106,
-0.026164552,
0.057810165,
0.015952332,
0.03858556,
0.014057141,
0.043903,
-0.025769154,
0.0066706655,
0.008835138,
0.005954856,
-0.043821193,
0.0020315363,
0.023955768,
-0.012461908,
0.008057973,
0.0077443803,
-0.019974502,
0.018392904,
-0.03572232,
0.056010414,
0.0053072185,
-0.034277063,
0.016934015,
-0.011998336,
0.019483661,
-0.037576605,
-0.0121346805,
0.044584725,
-0.028550586,
0.0446938,
-0.015216071,
0.0028325617,
0.028850544,
0.03051395,
0.02545556,
-0.019047357,
0.035258744
] | updated_dataset = updated_dataset.filter(lambda x: len(x["words"]) + len(x["question"].split()) < 512) |
[
0.017869283,
-0.021792848,
0.016234463,
0.0067311893,
-0.008742727,
-0.057346605,
-0.011308682,
0.0063509163,
-0.0049364422,
0.04694063,
0.025403665,
-0.006770283,
0.014898176,
-0.0101074455,
-0.03221304,
-0.026043376,
-0.03204245,
-0.010811129,
-0.054446578,
0.024010515,
-0.009581461,
0.03286697,
-0.0825086,
-0.008010613,
-0.037615053,
0.03224147,
-0.034544434,
0.02834634,
0.06215155,
0.034402277,
-0.01859429,
0.002173243,
0.0025997176,
-0.005679219,
-0.016859958,
-0.0032056668,
0.033776782,
0.007086585,
-0.01835262,
-0.0095388135,
-0.0027472067,
-0.0075414907,
0.025261506,
0.0034384506,
-0.042476863,
0.0029942065,
-0.0045490614,
0.018196246,
-0.05430442,
-0.004595263,
0.010825344,
0.018210461,
0.025446313,
-0.039918013,
-0.00497909,
-0.008899101,
-0.021622257,
0.018366836,
-0.03605131,
0.005380687,
0.013796451,
0.03218461,
0.011393977,
-0.046172973,
0.013298897,
0.013298897,
-0.021878142,
-0.051233806,
-0.042448428,
-0.0025890556,
-0.03130323,
0.0055370606,
-0.00995818,
-0.04694063,
-0.04890241,
0.028360555,
0.031530682,
0.0041581267,
-0.02304384,
0.05046615,
0.0167178,
0.059649568,
0.026114456,
0.0038276087,
0.01305012,
-0.035454247,
0.030507144,
-0.0028325014,
0.024010515,
-0.01573691,
-0.034743458,
0.025517391,
-0.069032006,
0.019959006,
0.0037671914,
0.024564931,
-0.023441883,
0.013242033,
0.017883498,
-0.02627083,
0.058569167,
0.07869876,
-0.05947898,
0.03286697,
-0.008721404,
0.019234,
0.04767985,
0.004573939,
-0.055782866,
-0.022745308,
-0.018224677,
0.035880722,
0.027379664,
0.009318468,
-0.029256152,
0.050949488,
-0.032497358,
0.011152308,
-0.026356125,
-0.028189965,
0.017371729,
0.009226065,
0.0057964996,
-0.03951997,
0.0033975802,
-0.048959274,
0.012296681,
0.036989555,
-0.014379299,
-0.00604883,
-0.033321876,
-0.0118133435,
0.012246926,
0.011017258,
-0.017044764,
-0.022560501,
-0.04731024,
0.0073353616,
0.017983008,
0.00012250037,
0.056010317,
-0.015978578,
-0.04173764,
0.049982812,
0.0047942842,
-0.01930508,
0.021650689,
-0.018110951,
-0.054901484,
0.023882572,
-0.06852024,
0.020484991,
-0.0040799393,
-0.008984396,
-0.052001458,
-0.023299724,
-0.022375695,
0.0068626856,
-0.018651152,
0.015950147,
-0.015154061,
0.0011603661,
-0.02402473,
0.037302304,
0.0011123876,
0.069486916,
-0.018821742,
0.0039875368,
0.016604073,
-0.03636406,
0.018366836,
-0.007047491,
0.004506414,
-0.0063864556,
0.045831792,
0.039377812,
-0.009631216,
0.0039306735,
0.027550254,
0.017798202,
0.00015282004,
-0.0047196513,
0.03741603,
-0.023328155,
-0.017016333,
-0.022716876,
0.0044531045,
0.031416956,
0.0034402276,
0.01131579,
0.033122852,
0.026043376,
-0.028559577,
0.020570287,
0.005067939,
0.015665831,
-0.08904788,
0.018821742,
0.041169006,
-0.020925682,
-0.032468926,
0.042021956,
-0.030848322,
0.008117232,
0.00032429834,
-0.0065890313,
0.009887101,
0.013313113,
-0.025574254,
0.0379278,
0.025687981,
-0.002173243,
-0.010306467,
0.011699617,
0.026014945,
-0.008095908,
-0.016348189,
0.021608042,
-0.025176212,
-0.0112447115,
0.06334568,
0.00091514323,
-0.011884423,
0.051404394,
0.030137531,
0.014599644,
0.023669336,
0.035937585,
0.041197438,
0.06664375,
-0.019333512,
0.03932095,
0.011038582,
0.04506414,
-0.0020772861,
0.027351232,
0.029796353,
0.01879331,
0.015196708,
-0.0020524086,
-0.0026068254,
0.036307197,
0.011024366,
0.0011781359,
0.014841313,
0.026782598,
0.029099777,
0.0052562985,
0.007079477,
0.0050288453,
-0.06869083,
0.0040657236,
0.010654755,
0.015623183,
-0.03551111,
-0.036136605,
-0.0057929456,
0.023015408,
-0.045718066,
0.026356125,
0.003258976,
0.034544434,
0.009403763,
0.021252647,
0.040003307,
0.04196509,
0.012708941,
-0.017243786,
-0.017656045,
-0.023242861,
-0.04696906,
-0.06897514,
-0.073012434,
-0.009361115,
-0.03951997,
-0.021096272,
-0.030990481,
-0.03639249,
0.016063873,
-0.029341446,
-0.024962975,
-0.03360619,
0.0028253936,
0.045177866,
0.021622257,
0.027877217,
-0.03718858,
0.043017063,
-0.010249604,
0.02592965,
-0.044069033,
-0.021394804,
-0.01322071,
-0.016703585,
-0.002644142,
-0.022645796,
0.0334356,
-0.013739587,
0.0018125167,
-0.010931963,
-0.06004761,
0.023285508,
-0.02617132,
-0.0052243127,
-0.0049328883,
0.036790535,
0.04364256,
-0.0028964728,
0.054190695,
0.05154655,
-0.029853215,
-0.01532465,
0.01118074,
0.022475207,
-0.02297276,
0.026086025,
0.04313079,
-0.0006650337,
-0.03303756,
-0.023711983,
-0.06658689,
-0.017627614,
0.0004486867,
-0.044921983,
-0.015879067,
0.027294368,
-0.048077893,
-0.09092437,
0.016660938,
-0.04577493,
-0.020740876,
-0.028801246,
-0.040145468,
0.040486645,
0.02511935,
0.035937585,
0.005370025,
-0.051233806,
-0.0034668823,
0.041481752,
0.028417418,
-0.035624836,
0.013597429,
0.010505489,
-0.009226065,
-0.0028680412,
0.03445914,
0.006702758,
0.006972858,
0.0069302106,
0.074092835,
0.0401739,
-0.0054944134,
0.026043376,
0.016604073,
0.011806236,
-0.063061364,
0.057659354,
0.06038879,
0.023669336,
0.028630655,
0.014279788,
0.037046418,
-0.048106324,
-0.032980695,
-0.0668712,
0.018679583,
0.008636109,
0.013306005,
-0.031445388,
0.032611083,
0.00009751162,
-0.027280152,
0.0068875635,
0.0075485986,
0.010661863,
0.055953454,
-0.0027418756,
0.05512894,
-0.03443071,
-0.026114456,
0.0107684815,
0.014365083,
0.030564006,
0.031360094,
0.064596675,
0.006844916,
0.0076338938,
-0.035766996,
-0.027081132,
0.0034651053,
-0.021224214,
-0.018608505,
-0.0027720842,
-0.052513227,
-0.05501521,
0.015623183,
0.054076966,
0.0396337,
0.013540566,
0.040486645,
-0.017627614,
-0.0050075217,
0.04259059,
0.0056365714,
-0.00018569411,
-0.041709207,
0.037359167,
0.022617364,
0.022844817,
-0.007662325,
0.027962511,
0.024280615,
0.011500596,
0.0010359776,
0.029654194,
-0.052854408,
-0.020783525,
-0.008415763,
0.0006543718,
-0.032440495,
-0.013568997,
0.005181665,
-0.019717338,
0.020030087,
-0.06038879,
0.009716511,
-0.031018913,
0.027863001,
0.034942478,
-0.02511935,
-0.038069956,
0.003657019,
-0.02079774,
-0.061014287,
0.025048269,
0.043813147,
-0.03966213,
-0.00006696983,
-0.03303756,
0.0024095809,
-0.0015468586,
0.024394343,
0.02280217,
-0.033265013,
0.011991042,
0.03204245,
0.020655582,
0.016362404,
-0.004360702,
0.003264307,
-0.021593826,
0.026000729,
-0.05063674,
0.009247389,
-0.016646722,
0.010413086,
-0.009304252,
0.034061097,
0.016902607,
0.029313015,
0.03374835,
-0.0023242861,
-0.029881647,
-0.021807063,
0.051688712,
-0.012460164,
-0.014315328,
0.033691484,
0.008721404,
0.009183418,
0.05268382,
0.022460992,
-0.018054087,
-0.0018320634,
-0.034544434,
-0.0032287673,
0.0035646162,
-0.019177137,
0.030222828,
-0.012055012,
0.034516003,
-0.00887067,
0.038667023,
-0.04884555,
-0.038667023,
-0.03772878,
-0.02820418,
-0.029014483,
0.04332981,
0.0026814584,
-0.0054730894,
0.020883035,
-0.02392522,
0.012396192,
0.016390838,
-0.00574319,
-0.0012971933,
0.049527906,
-0.011408193,
-0.008294929,
-0.028929187,
-0.051205374,
0.022688445,
-0.026455635,
0.019333512,
-0.025716413,
-0.03528366,
0.028047808,
-0.0023687105,
-0.016305542,
-0.008778267,
-0.016732017,
0.0052314205,
0.01274448,
-0.025133565,
0.00086449936,
-0.0010306467,
0.0133273285,
0.056237772,
-0.0064255493,
-0.04750926,
-0.025830138,
-0.014230032,
0.013398407,
0.010413086,
0.025801707,
-0.062037826,
-0.010860885,
-0.038411137,
0.04509257,
-0.037017986,
-0.0107684815,
-0.033464033,
-0.04611611,
0.030080669,
0.030336553,
0.019632043,
-0.018750662,
0.06533589,
-0.047054354,
0.00948195,
-0.06766729,
0.008963073,
0.0070368294,
-0.023129134,
-0.012389084,
0.052484795,
-0.024209537,
0.024252184,
0.0057822834,
-0.03932095,
0.0063082688,
0.020484991,
-0.020285971,
-0.04594552,
-0.019347727,
0.014599644,
0.02199187,
-0.0010661862,
-0.026313476,
0.008650324,
-0.04642886,
0.035397384,
0.023399234,
0.0050643845,
-0.028076239,
-0.0075059514,
0.04696906,
-0.04423962,
0.0053664707,
-0.013071444,
0.0109603945,
-0.017385945,
0.050835762,
-0.02514778,
-0.029398309,
-0.03428855,
-0.07517324,
0.041993525,
-0.043272946,
-0.02157961,
-0.015992794,
0.034203254,
0.050579876,
-0.03448757,
0.043926876,
0.026455635,
-0.0002849827,
0.0018551641,
-0.036961123,
-0.013817774,
0.014087874,
-0.03468659,
0.00049622083,
0.008764051,
-0.06209469,
0.02001587,
-0.029199287,
-0.048618093,
-0.0270527,
0.005277622,
0.06630257,
0.0077120806,
0.051745575,
-0.006432657,
-0.027294368,
-0.079437986,
0.0027472067,
0.02290168,
0.053053427,
0.0044566584,
-0.008643216,
0.0027525376,
0.026654657,
-0.018039871,
-0.018466346,
-0.006194542,
0.08211056,
-0.05774465,
-0.07238694,
0.0018462793,
0.04645729,
-0.020513425,
-0.06783788,
0.015338866,
0.0074846274,
0.011102553,
-0.018309971,
0.029767921,
0.004591709,
-0.0602182,
0.011564567,
0.003912904,
0.0039662127,
0.017926145,
0.051944595,
0.0055477223,
0.01209766,
-0.00559037,
0.023441883,
-0.031957157,
-0.029071346,
-0.03414639,
-0.022731092,
-0.006844916,
-0.024948759,
0.039747424,
-0.019717338,
0.005380687,
-0.009887101,
-0.0025855016,
0.060331926,
-0.006578369,
0.0031932278,
0.036762103,
-0.013256249,
-0.04122587,
0.011116769,
-0.025887003,
0.006400672,
-0.028118886,
-0.02521886,
-0.0040692776,
0.017627614,
0.034601297,
-0.04694063,
-0.05484462,
0.017115844,
-0.04975536,
-0.021209998,
-0.00064370997,
-0.037671916,
-0.008010613,
0.034828752,
0.019489884,
-0.03969056,
-0.010576568,
0.02365512,
-0.025019838,
-0.004271853,
-0.0113868695,
0.009879992,
-0.020271756,
-0.021224214,
-0.040827826,
-0.009510381,
0.028005159,
0.014301112,
-0.033208147,
0.0070403833,
-0.017030548,
0.035795428,
0.011664078,
0.029512037,
-0.06573394,
-0.008543706,
-0.02375463,
0.0023065163,
0.0010750712,
0.017428592,
0.07722032,
-0.042050388,
0.008280713,
-0.007768944,
-0.019191353,
-0.049215157,
0.02290168,
0.032468926,
-0.026924757,
-0.014059443,
-0.009119446,
0.0075059514,
-0.04475139,
-0.039235655,
-0.016888391,
0.004726759,
0.012716048,
-0.012453056,
0.0077049728,
0.060502518,
0.03198559,
0.027351232,
0.014599644,
-0.025361018,
-0.025275722,
0.0010697403,
0.02157961,
-0.016604073,
-0.023711983,
0.0079750735,
-0.012545458,
0.055441685,
0.0058071613,
-0.013618752,
0.02524729,
-0.046826903,
-0.0033478248,
0.05259852,
-0.014329543,
0.040287625,
0.032667946,
0.009105231,
0.034942478,
-0.03445914,
-0.013547674,
0.017968792,
-0.06334568,
-0.04207882,
0.0060914773,
-0.037643485,
0.004566831,
-0.048447505,
-0.0015424162,
-0.04503571,
-0.0050786007,
-0.009432195,
0.01410209,
0.01967469,
0.0068022683,
0.01681731,
-0.008131447,
-0.033151284,
0.028659087,
-0.03775721,
-0.041112144,
-0.025915435,
-0.005210097,
0.013512134,
0.01206212,
-0.025616903,
-0.06090056,
-0.010761374,
0.020101165,
0.02688211,
0.0066423407,
0.017997224,
-0.026782598,
0.034942478,
-0.040856257,
0.0049222265,
-0.021238431,
0.01182756,
0.023626687,
0.0039057957,
0.0024362355,
0.022233538,
0.002644142,
-0.016746232,
0.014130522,
0.03912193,
0.036278766,
-0.015935931,
-0.014059443,
0.043557264,
0.03079146,
0.040827826,
-0.0036676808,
-0.018821742,
0.03363462,
-0.0039875368,
-0.002009761,
0.0018320634,
0.023967868,
-0.033122852,
0.033975802,
-0.022247754,
0.0034775443,
-0.02280217,
-0.0019191353,
-0.009830237,
0.021110488,
-0.0033442709,
-0.014798665,
0.013234925,
-0.032269906,
-0.004939996,
-0.011088337,
-0.08091643,
0.006517952,
0.0032891845,
0.041680776,
0.0061803265,
0.012986149,
-0.017428592,
-0.01118074,
0.044438645,
-0.015239356,
0.060957424,
0.033805214,
0.030990481,
-0.0390082,
0.0143224355,
-0.04040135,
0.010597891,
-0.06283391,
-0.046826903,
0.010796913,
0.02375463,
-0.00036161483,
0.007427764,
0.01532465,
-0.026484067,
-0.042363133,
-0.044609234,
0.010100338,
-0.030080669,
-0.00022045622,
0.047765143,
0.00166947,
-0.04261902,
0.020911466,
-0.022276185,
-0.01764183,
-0.003100825,
0.060786832,
0.039065067,
0.04523473,
0.022276185,
-0.0013824882,
-0.003898688,
0.04398374,
-0.0056010317,
-0.047253374,
-0.04489355,
-0.0035663932,
-0.010903532,
-0.0047196513,
-0.048163187,
0.032639515,
0.04230627,
0.017343296,
-0.0077476203,
0.04785044,
0.039065067,
-0.04176607,
-0.0059315497,
0.029881647,
-0.024906112,
0.017186923,
0.021778632,
-0.0013824882,
-0.05478776,
0.016305542,
-0.046002384,
0.039718993,
0.010064798,
-0.046002384,
-0.01981685,
-0.039491538,
0.0051532337,
0.02358404,
-0.025616903,
-0.047765143,
0.009226065,
0.044069033,
0.041282732,
0.015452593,
-0.03363462,
0.014407731,
0.052484795,
0.01862272,
0.012303789,
0.07443402,
0.035681702,
-0.010747158,
0.01855164,
0.011294466,
0.034004234,
-0.023697767,
-0.015210924,
0.009801806,
-0.0032074437,
-0.047793575,
-0.0328954,
-0.0012554344,
0.048077893,
0.0016632506,
-0.019077627,
-0.0012563228,
-0.009673864,
-0.05501521,
0.023029624,
-0.010150094,
0.057147585,
-0.0038347165,
-0.010633431,
-0.012588106,
-0.07466147,
0.23882572,
0.09228908,
0.04196509,
0.0047480827,
0.01828154,
0.016220247,
0.0029817675,
-0.00795375,
-0.037615053,
-0.027479174,
0.043756284,
-0.002029308,
-0.016291326,
0.005654341,
-0.0047054356,
0.014955039,
-0.0074917357,
0.018949684,
-0.011678293,
-0.012325114,
-0.033890508,
0.04145332,
0.029170856,
0.036278766,
-0.00038271645,
-0.008643216,
0.036420923,
-0.08688708,
0.013647184,
-0.020158028,
0.011564567,
-0.022958545,
0.023783062,
-0.015637398,
-0.03258265,
0.02619975,
-0.019759985,
-0.062379006,
0.023626687,
-0.025289938,
-0.024323262,
-0.026796814,
0.005668557,
0.016575642,
0.0067596207,
0.031530682,
0.008302037,
0.029682625,
0.027095348,
-0.063914314,
0.0016126067,
-0.014144738,
0.030336553,
-0.058199555,
-0.05373579,
-0.053821083,
-0.014969255,
-0.044353347,
0.02634191,
0.077049725,
0.025446313,
0.031445388,
-0.023200214,
0.0063402546,
-0.004581047,
0.009183418,
0.028929187,
0.025972297,
-0.026412988,
-0.03232677,
0.037046418,
0.000041870022,
-0.037131716,
0.035653267,
-0.013846206,
-0.0069266567,
0.0012865314,
0.007697865,
0.0021412575,
-0.061469194,
0.025872787,
-0.0081669865,
-0.030165963,
-0.0016881282,
0.016319757,
0.06925946,
-0.049328886,
0.013192278,
0.016063873,
0.02634191,
0.014528565,
0.029796353,
0.0373876,
0.013796451,
0.046485722
] | updated_dataset = updated_dataset.remove_columns("words")
updated_dataset = updated_dataset.remove_columns("bounding_boxes")
Finally, the data exploration won't be complete if we don't peek at an image example.
updated_dataset["train"][11]["image"] |
[
0.040115606,
-0.028814433,
0.012481042,
-0.0105690835,
-0.007647837,
0.002125189,
0.023512123,
0.00097374874,
0.002391726,
0.04941242,
-0.0019332822,
0.0037137498,
-0.012751133,
-0.051231977,
-0.019304391,
0.01924753,
-0.00031828968,
-0.06015919,
-0.063286565,
-0.026511554,
-0.022758711,
0.0019439437,
-0.065788455,
-0.04813304,
-0.0059704306,
-0.013575621,
-0.00054107024,
-0.015196167,
0.07283925,
0.034486342,
-0.012708487,
0.0176412,
0.0058567077,
0.0079747895,
-0.013746205,
-0.009424751,
0.02634097,
-0.00869977,
-0.03707353,
-0.02931197,
0.01879264,
-0.02197687,
0.007875282,
-0.02513267,
-0.030591348,
0.002988769,
0.0033281595,
0.002594294,
-0.04312925,
-0.03241091,
-0.013341068,
-0.012665842,
0.013120731,
-0.020981798,
-0.034116745,
0.0028146314,
0.0034045668,
-0.0072675776,
-0.040144037,
0.011571263,
0.030562917,
0.042788085,
0.0103985,
-0.053449567,
-0.02197687,
-0.00003775942,
-0.028501697,
0.003422336,
-0.016205454,
-0.014954506,
-0.05325055,
0.0038239185,
-0.037443127,
-0.046086036,
-0.06004547,
-0.03440105,
0.0010332754,
-0.013021224,
-0.024350826,
0.06141014,
-0.004332116,
0.025601774,
0.024578271,
-0.012573442,
-0.0067345034,
-0.07289611,
0.041992027,
-0.03624904,
0.03758528,
-0.012594765,
-0.015537335,
0.043697864,
-0.033661854,
0.012353105,
0.019062731,
0.058055326,
-0.020455832,
0.05583774,
0.03067664,
0.010220808,
0.02473464,
0.08239194,
-0.023085663,
0.04480666,
-0.034088314,
-0.019844573,
0.02157884,
-0.028899726,
-0.027364472,
-0.023995444,
-0.0023828414,
0.00067389454,
-0.014115803,
0.014926076,
-0.03931955,
0.028743358,
0.021408258,
-0.032752074,
-0.040485203,
-0.008891677,
-0.0046270834,
-0.012502366,
-0.026611062,
-0.019332822,
0.035936303,
-0.049241833,
0.015878502,
0.04912811,
-0.04258907,
-0.0025374328,
0.035993166,
-0.010981327,
0.0070792246,
0.019773496,
-0.015324105,
-0.035851013,
-0.00939632,
0.012751133,
0.024350826,
0.027620347,
0.01303544,
-0.0162481,
0.0036817654,
0.061125834,
-0.014058942,
0.021052875,
0.03485594,
-0.0133268535,
-0.053335845,
0.0018781979,
-0.0335197,
0.030562917,
0.0132202385,
0.043385126,
-0.021507764,
0.010320315,
0.020228386,
0.0025196637,
-0.029482553,
0.011727631,
0.02982372,
0.030335473,
-0.0067060725,
0.034003023,
0.0060095224,
0.045631148,
-0.02221853,
0.004534684,
0.019446544,
-0.05686124,
0.015707918,
0.0030651763,
0.023384186,
0.009389212,
0.034230467,
0.042390056,
0.030960945,
0.026014019,
0.011137696,
0.03295109,
0.002594294,
-0.019631343,
0.016589267,
0.020669062,
-0.00034072323,
0.015921148,
0.0063933358,
0.020143095,
0.0021891578,
-0.0019901434,
0.037414696,
0.04076951,
0.03260992,
0.0035591584,
-0.01018527,
0.02101023,
-0.04591545,
0.0034987433,
-0.0036959806,
-0.017371109,
-0.04850264,
0.025687065,
-0.006037953,
0.019730851,
-0.016631912,
0.013682236,
0.031813864,
0.047308553,
-0.025999803,
0.044209614,
0.034059882,
0.010995543,
-0.01009287,
-0.002391726,
0.011898215,
-0.029482553,
-0.0056150476,
-0.021507764,
-0.046967383,
0.016845142,
0.015935363,
0.011997722,
0.030420763,
-0.022005301,
0.0024272643,
0.009119121,
0.010590406,
0.016902003,
0.03622061,
0.017285818,
-0.05816905,
0.036362763,
-0.009581119,
0.041650858,
0.04708111,
0.013660913,
0.040996954,
0.04307239,
-0.010156839,
0.033604994,
-0.0030776146,
0.03622061,
0.03673236,
0.023043018,
0.037699003,
-0.016902003,
-0.006869549,
-0.008436787,
0.0117916,
-0.020654846,
-0.031444266,
0.045488995,
-0.005586617,
0.0074061765,
-0.025999803,
-0.03252463,
0.009943609,
0.020256817,
-0.020057803,
-0.030960945,
-0.006041507,
0.025573343,
0.041025385,
-0.010490899,
-0.001802679,
0.051089827,
-0.0043818695,
-0.006965502,
-0.018039228,
-0.03241091,
-0.043925308,
-0.05535442,
-0.08097041,
-0.0004495592,
-0.01718631,
-0.03064821,
-0.005650586,
-0.038153894,
0.0071467473,
-0.040712647,
-0.011919538,
-0.019730851,
0.0075341146,
0.056719087,
0.027890438,
0.007583868,
-0.020683277,
0.05174373,
-0.016902003,
0.03070507,
-0.019929865,
-0.005256111,
-0.035509843,
-0.02157884,
-0.024819931,
-0.009645088,
0.008856138,
0.0023011034,
-0.027847793,
0.00915466,
-0.04625662,
-0.014101588,
-0.0094887195,
0.01006444,
-0.049639862,
0.012196736,
0.011422002,
-0.029909013,
0.018849501,
0.05535442,
-0.043584142,
0.023597416,
-0.011144803,
0.04116754,
-0.014741276,
0.028700711,
0.027264966,
-0.0028786003,
-0.00618366,
-0.0049184975,
-0.017442185,
0.014471186,
0.008017435,
-0.047450706,
0.011464648,
0.0481899,
-0.0005477337,
-0.06624334,
-0.018678918,
-0.030591348,
-0.00416864,
-0.037443127,
-0.0558946,
0.04534684,
0.026966443,
0.007967682,
-0.026952228,
-0.012182521,
-0.020299463,
0.028999234,
0.042702794,
-0.041963596,
0.036789224,
0.03579415,
-0.008294634,
-0.004858082,
0.012722703,
-0.013994973,
0.00007840632,
-0.0012713819,
0.041480277,
0.05452993,
0.01097422,
0.037727434,
0.003958964,
-0.0034578743,
-0.05219862,
0.01961713,
0.0003529395,
-0.013255777,
0.02473464,
0.02521796,
0.017456401,
0.0012118552,
-0.043356698,
-0.024237104,
0.0030260843,
0.020228386,
0.07136086,
-0.015651057,
0.010945789,
0.0012305127,
-0.02152198,
0.01673142,
-0.015452042,
-0.035452984,
0.04673994,
0.004261039,
0.084666386,
-0.04352728,
-0.005643478,
0.015665272,
-0.018209813,
0.037812725,
0.04028619,
0.065276705,
-0.026568415,
-0.011827138,
-0.006766488,
0.0019332822,
0.02725075,
0.009332351,
-0.04992417,
0.0008360379,
-0.056150477,
-0.04301553,
0.007889497,
0.05265351,
0.040996954,
0.012417073,
0.039660715,
0.009694842,
0.0022797803,
0.03209817,
-0.014293495,
-0.0029319078,
-0.027165458,
0.06806291,
-0.02267342,
-0.012900394,
-0.04497724,
-0.008550509,
0.0021074198,
0.02837376,
-0.030022735,
0.03019332,
-0.0489291,
-0.015963793,
-0.008109835,
0.05359172,
-0.021237673,
-0.039490134,
-0.049753588,
0.02615617,
0.050066322,
-0.04935556,
-0.019446544,
-0.011294064,
0.03713039,
0.017385324,
-0.034571636,
-0.013902574,
-0.0046484065,
-0.015750565,
-0.035936303,
0.041537136,
0.0338893,
-0.011926645,
0.007004594,
0.0073279925,
0.027137028,
-0.003505851,
-0.023910152,
-0.010156839,
0.006144568,
0.002347303,
0.024450334,
0.032865796,
-0.010163947,
0.02264499,
0.022147454,
-0.025274822,
0.02931197,
-0.026440477,
0.0044103,
-0.011237203,
-0.001565461,
-0.036021598,
0.012331782,
-0.016845142,
-0.00400161,
0.016646128,
0.0101355165,
-0.023242032,
-0.044124324,
0.0029567846,
0.006588796,
-0.011087942,
0.025175314,
-0.024962084,
0.011485971,
0.0053414027,
0.028629635,
-0.043186113,
-0.013753313,
-0.020313678,
0.020057803,
-0.02885708,
-0.0074488227,
0.0366755,
-0.007704698,
0.039291117,
0.013405038,
-0.027392903,
-0.029084524,
-0.019375468,
-0.014655985,
0.008806385,
-0.041906733,
0.021251889,
0.030335473,
-0.040655788,
0.032808937,
-0.052170187,
0.009012506,
-0.040428344,
-0.02037054,
0.009083583,
0.05501325,
-0.0065674735,
0.058567077,
-0.006325813,
-0.060329776,
0.036817655,
-0.009744595,
-0.005973984,
-0.0398313,
0.0068304567,
0.011208773,
-0.0094887195,
-0.017214742,
-0.0075127915,
-0.014051834,
-0.009374998,
-0.010291885,
-0.020327894,
0.023881722,
-0.027435549,
-0.013042547,
0.06988247,
-0.029340401,
-0.082789965,
-0.045176256,
-0.009886748,
0.041394982,
-0.01267295,
0.0380686,
-0.03386087,
-0.031415835,
-0.025786573,
0.005622155,
-0.02858699,
-0.020242602,
-0.028203176,
-0.045943882,
0.009566904,
0.012402859,
-0.009936502,
-0.04998103,
-0.0008076073,
-0.066982545,
0.022872435,
-0.05646321,
-0.0065425965,
-0.018224027,
-0.0040300405,
-0.04352728,
0.04406746,
0.00035516065,
-0.012999902,
-0.013092301,
-0.014414324,
0.013682236,
0.051175117,
-0.05043592,
0.0022815573,
-0.0017955714,
0.0044636074,
-0.008323064,
0.01409448,
-0.026497338,
0.03951856,
-0.053478,
0.04219104,
-0.004673283,
-0.016290745,
-0.021678349,
-0.042333193,
0.036874514,
-0.03334912,
0.020484263,
-0.028601205,
0.020171525,
-0.03391773,
0.028018376,
-0.021109736,
-0.026611062,
-0.049383987,
-0.025800789,
0.023753783,
-0.03897838,
-0.01409448,
-0.030591348,
0.004332116,
0.037784293,
-0.033576563,
0.034173608,
0.06419634,
-0.0069157486,
-0.019631343,
-0.028530128,
-0.0023686262,
-0.01691622,
-0.01675985,
0.014869215,
0.000010953007,
-0.085860476,
0.008102727,
-0.03127368,
-0.026326755,
-0.036305904,
0.039575424,
0.052426066,
-0.023696922,
0.01306387,
0.022900864,
-0.06135328,
-0.019275961,
0.029397262,
-0.025743928,
0.008088511,
0.012395751,
0.008024543,
0.035424553,
0.040144037,
-0.04116754,
-0.006308044,
-0.012587657,
0.089556456,
-0.004019379,
-0.050947674,
0.026042448,
0.0072853467,
-0.029852152,
-0.062035613,
0.008323064,
-0.0069797174,
-0.045659576,
0.015139306,
0.042844944,
-0.000040924544,
-0.037613712,
0.008251987,
0.024478765,
-0.007946358,
-0.0012136322,
0.0063933358,
0.0134903295,
-0.014435648,
0.028046807,
0.043754727,
-0.031330545,
0.00048332056,
-0.027876224,
-0.024450334,
-0.012331782,
-0.009886748,
0.025743928,
-0.0059419996,
0.014897645,
0.014755492,
0.006659873,
0.075056836,
0.009694842,
0.0006290275,
0.0012669396,
-0.018138736,
-0.066470794,
-0.03562357,
0.020072019,
0.011841354,
-0.006841118,
-0.021180812,
0.04480666,
0.010796528,
0.038267616,
-0.0063400283,
-0.06015919,
0.0042112856,
-0.03025018,
-0.02221853,
-0.0024237104,
-0.058453355,
-0.017882861,
0.015921148,
-0.0070650093,
-0.042247903,
0.0009151106,
0.007647837,
0.0070010405,
-0.012026153,
0.005920677,
-0.019901434,
-0.033747148,
-0.00635069,
-0.012381535,
-0.032382477,
0.020043587,
0.028700711,
-0.00054906635,
-0.013945219,
0.00548711,
0.013554298,
0.029198248,
0.025900295,
-0.025374329,
-0.027435549,
-0.05003789,
-0.0044849305,
-0.002039897,
0.0471664,
0.056633797,
-0.039774437,
0.020953367,
0.009510042,
0.0040904554,
-0.028629635,
-0.005188588,
0.029937444,
-0.03300795,
0.010327423,
0.008287526,
0.020910721,
-0.040428344,
-0.010952896,
-0.0058602616,
-0.0069903787,
0.01967399,
0.001195863,
0.0033636978,
0.06015919,
0.023895936,
0.059192553,
-0.034202036,
0.0050002355,
0.009254167,
-0.0034152283,
0.047308553,
0.0041117785,
-0.013454791,
-0.043356698,
0.053705443,
0.027805148,
-0.031956017,
-0.005387603,
0.017157879,
-0.017953938,
-0.037187252,
0.0044564996,
0.017897075,
0.031017806,
0.015253028,
-0.02342683,
-0.0045453454,
0.0030189764,
0.0019226207,
0.0014846114,
-0.073351,
-0.063912034,
0.0129501475,
-0.05947686,
0.0100857625,
-0.033604994,
-0.026781645,
-0.00039602967,
0.0051672654,
0.011144803,
0.045488995,
0.053478,
0.024393473,
0.031813864,
-0.052909385,
-0.026383616,
0.01078942,
-0.018138736,
-0.052454494,
-0.0253459,
0.010519329,
0.039717577,
-0.0074346075,
-0.016532406,
-0.030449195,
-0.01673142,
-0.0012314012,
0.020299463,
-0.005650586,
0.023057234,
-0.03346284,
0.05080552,
-0.03312167,
-0.035367694,
-0.030847223,
0.00412244,
0.03749999,
-0.009232844,
0.010384284,
0.019787712,
0.068119764,
-0.03749999,
-0.0032499754,
0.033377547,
0.063059114,
-0.019133808,
0.012019045,
0.006595904,
0.006144568,
0.051118255,
0.034571636,
-0.018693132,
0.0670394,
0.02588608,
-0.0049895737,
-0.010796528,
0.020043587,
-0.0028892618,
-0.00721427,
-0.005991753,
-0.0015841187,
-0.018025013,
-0.0050144508,
0.007626514,
-0.0342589,
0.0059419996,
-0.015949579,
-0.002475241,
-0.022943512,
-0.00023988336,
-0.00023366416,
-0.07261181,
-0.03243934,
0.04810461,
0.03767057,
0.029084524,
0.051004533,
-0.008493648,
0.015324105,
0.055553433,
0.04759286,
0.047223262,
-0.018508334,
0.008294634,
-0.0023437494,
0.03531083,
-0.032325614,
-0.02982372,
-0.021166597,
-0.014478293,
-0.005110404,
0.023185171,
-0.014840784,
-0.026056664,
0.0077615594,
-0.019020084,
-0.04389688,
-0.047052678,
0.031387404,
-0.056974962,
0.010007579,
0.06487868,
-0.038779367,
-0.06226306,
0.04486352,
-0.045034103,
0.020782784,
0.02473464,
0.04762129,
0.02270185,
0.09672097,
0.015352535,
-0.0098156715,
0.03025018,
0.04045677,
-0.012068799,
-0.019261746,
-0.011805816,
0.015665272,
0.008763739,
-0.030051166,
-0.03673236,
0.04295867,
0.032894228,
-0.022801358,
-0.020086233,
-0.0041899625,
0.037443127,
-0.042276334,
-0.016745636,
0.06038664,
-0.022374898,
0.0069335178,
0.0072640236,
-0.03198445,
-0.051061396,
-0.034003023,
-0.027847793,
0.037528418,
0.007025917,
-0.048985958,
-0.048843805,
-0.032467768,
-0.01830932,
0.0021891578,
0.019873004,
-0.02128032,
0.023099879,
0.018849501,
0.05862394,
0.015878502,
0.003360144,
-0.023455262,
0.057344563,
0.043726295,
0.021351397,
0.068347216,
0.08102727,
0.0017413755,
0.030506056,
-0.0052525573,
0.028245822,
-0.0013637813,
0.01630496,
0.005213465,
-0.014343248,
0.0012758242,
-0.04537527,
-0.024194458,
0.04429491,
-0.0056861243,
0.005121066,
-0.057856314,
0.0020487816,
-0.048758514,
0.018892147,
-0.029198248,
0.03113153,
0.029056095,
-0.005135281,
-0.00016836259,
-0.057429854,
0.23995444,
0.06459437,
0.046114467,
0.05174373,
0.028913941,
0.048786946,
0.018565195,
-0.021962654,
-0.0011318941,
-0.05913569,
0.030278612,
0.0019759282,
-0.014613339,
0.013845712,
-0.020455832,
0.030420763,
-0.040030316,
-0.009197306,
0.024535626,
-0.01315627,
-0.015594196,
0.051175117,
0.017058372,
0.042674363,
0.01812452,
0.003568043,
0.034031454,
-0.046597786,
-0.028288467,
-0.04585859,
0.039035242,
-0.035083387,
0.008294634,
-0.016617699,
-0.02494787,
0.039802868,
0.010874713,
-0.08102727,
-0.004886513,
-0.022360682,
-0.026852721,
-0.031387404,
0.026909582,
0.0057998467,
-0.017968152,
0.05688967,
0.044948813,
0.007527007,
0.047791872,
-0.08210763,
-0.0047123753,
-0.037357837,
-0.0004402304,
-0.02746398,
-0.0517153,
-0.030534487,
-0.04685366,
-0.03809703,
0.047052678,
0.016404469,
-0.0044564996,
0.020754352,
-0.03755685,
-0.01991565,
-0.0604435,
-0.008962753,
0.009673519,
0.030904084,
-0.022573913,
-0.008898784,
0.017513262,
0.0031469143,
-0.011827138,
0.030847223,
0.001217186,
0.06374145,
0.0047976673,
0.027193889,
0.024649348,
-0.026440477,
-0.0019883665,
-0.018138736,
-0.018195597,
-0.0047727902,
0.040229328,
0.052966245,
-0.037699003,
-0.013575621,
-0.013476114,
0.02585765,
0.04170772,
0.031017806,
0.0040513636,
0.0036604423,
0.019275961
] |
At this point let's also remove the OCR features from this dataset. These are a result of OCR for fine-tuning a different
model. They would still require some processing if we wanted to use them, as they do not match the input requirements
of the model we use in this guide. Instead, we can use the [LayoutLMv2Processor] on the original data for both OCR and
tokenization. This way we'll get the inputs that match model's expected input. If you want to process images manually,
check out the LayoutLMv2 model documentation to learn what input format the model expects. |
[
0.03480609,
-0.019825118,
-0.00031607496,
-0.005935575,
0.01327655,
0.003132249,
-0.0076923254,
0.005146906,
0.0014502538,
0.053345416,
0.007598881,
-0.0049749683,
0.033909027,
-0.014218467,
-0.024564607,
0.01928688,
-0.023667544,
-0.031187931,
-0.046796847,
-0.013792362,
-0.030156307,
0.019301832,
-0.061718017,
-0.017447898,
-0.030739399,
-0.00028523838,
0.001526878,
0.013949348,
0.063571945,
0.013411109,
-0.0036405856,
0.028407032,
-0.010787196,
0.0156238675,
-0.024579559,
-0.03968014,
0.030559987,
-0.015967742,
-0.021918269,
-0.06763864,
-0.009449076,
-0.0062944004,
0.039321315,
-0.011467471,
-0.06656216,
0.023532983,
0.023547934,
-0.022277094,
-0.028152864,
-0.039052196,
0.023084452,
-0.019047663,
-0.016102303,
-0.0062944004,
0.011624456,
-0.025626134,
-0.015728526,
-0.0063243024,
-0.043537516,
0.0067279814,
0.032354116,
0.044913013,
0.0021641674,
-0.046467926,
-0.016102303,
0.007195202,
-0.037078653,
-0.053465024,
-0.033610005,
-0.008611816,
-0.075951435,
0.015489308,
-0.020737134,
-0.037108555,
-0.05439199,
-0.019780265,
0.01717878,
-0.0072774333,
-0.0030724448,
0.02419083,
0.0014166138,
0.029812433,
0.031815875,
-0.01208794,
0.01746285,
-0.047364987,
0.03298206,
0.008028724,
0.04497282,
-0.027210947,
-0.023697445,
0.03677963,
-0.042550743,
0.015309895,
0.03941102,
0.07601124,
-0.013740033,
0.038513955,
0.045361545,
0.022591066,
0.031098224,
0.075951435,
-0.05125227,
0.065485686,
-0.06261508,
0.006219645,
-0.0027416523,
-0.01732829,
-0.029020026,
-0.03899239,
0.03791591,
0.009239761,
0.0053337943,
-0.016520932,
-0.028721005,
0.020602575,
0.007090545,
-0.0034200572,
-0.053704243,
-0.041563973,
-0.0021828562,
-0.01592289,
-0.026074665,
-0.021230519,
0.010592833,
-0.029423704,
-0.01816555,
0.04138456,
-0.03663012,
0.015878037,
-0.0045376495,
-0.003438746,
0.017597409,
0.054451797,
-0.020991301,
-0.040098768,
-0.0111310715,
0.023353571,
0.012730836,
0.011729114,
0.024235684,
0.014375454,
-0.016027547,
0.04069681,
0.0118861,
0.02039326,
-0.0019623279,
-0.037826207,
-0.06309351,
0.025267309,
-0.042102214,
0.020946449,
-0.017761871,
0.012745787,
-0.048860095,
-0.014614671,
-0.008910838,
-0.02822762,
-0.01217017,
0.008507159,
-0.0023062024,
0.04808264,
-0.046079196,
0.033729613,
0.020587623,
0.040487498,
-0.026612904,
-0.019376587,
0.032473724,
-0.049846865,
-0.0039433446,
-0.0023510556,
-0.0015427636,
0.023981515,
0.03869337,
0.017388094,
0.034955602,
0.008813656,
0.025940105,
-0.0055879625,
0.000090816065,
-0.015907938,
0.04709587,
0.004141446,
-0.021963121,
0.0039022292,
-0.009449076,
0.04443458,
0.023473179,
-0.00072138914,
0.008664145,
0.04419536,
0.008350172,
0.01774692,
-0.0014979102,
0.038962487,
-0.063392535,
-0.017567506,
0.012102891,
-0.040188476,
-0.04667724,
0.01223745,
0.00081483327,
0.013934397,
-0.0023903023,
0.01957095,
0.00825299,
0.019047663,
-0.026642807,
0.045511056,
0.040337987,
0.00052795967,
-0.032503627,
-0.011960856,
0.030290868,
-0.045720372,
-0.0017520785,
0.008985593,
-0.010660113,
0.008664145,
0.025327113,
0.019750362,
0.01523514,
-0.008537061,
0.0019978366,
0.031905584,
0.0012035611,
0.043687027,
0.01272336,
0.05436209,
-0.033161473,
0.03591247,
-0.002780899,
0.04739489,
0.046288513,
0.02613447,
0.04903951,
0.01215522,
0.021051107,
0.0033583841,
0.037407577,
0.03713846,
0.048800293,
0.027928598,
0.030589888,
-0.0055019935,
-0.0017128319,
0.0037097342,
0.027195996,
-0.0036854388,
-0.04305908,
0.015294944,
0.023233963,
0.017388094,
-0.034835994,
-0.015534162,
0.0015764034,
0.035164915,
-0.021694003,
-0.035882566,
-0.019810168,
0.052896883,
0.02613447,
-0.005685144,
0.015848134,
0.022890087,
0.0016763887,
-0.0118861,
-0.031516854,
-0.037078653,
-0.030948713,
-0.02709134,
-0.079838715,
0.0031621512,
-0.01843467,
-0.026583003,
-0.04165368,
-0.024983237,
-0.021305274,
-0.029797481,
-0.0052964166,
-0.01886825,
-0.013336354,
0.058488585,
0.016147155,
0.010652637,
-0.020752085,
0.027001632,
0.01021158,
0.016476078,
-0.035105113,
-0.058488585,
-0.040487498,
-0.017627312,
-0.020213846,
-0.007456846,
0.01788148,
0.019122418,
-0.038962487,
-0.01620696,
-0.0023248913,
-0.028048206,
0.0020501653,
-0.007060643,
-0.039082095,
0.04398605,
0.00077885727,
0.0046647335,
0.018972907,
0.04847137,
-0.023921711,
0.038663466,
0.0075166505,
0.026867073,
-0.015093105,
0.036749728,
0.031666365,
-0.020796938,
0.016296666,
-0.027315604,
-0.037078653,
-0.026717562,
-0.0019698034,
-0.07003081,
-0.009150054,
0.05259786,
-0.049069412,
-0.09443095,
-0.012955102,
-0.02419083,
-0.033729613,
-0.04162378,
-0.024758972,
0.06458862,
0.027016584,
0.012514045,
-0.018584179,
0.03061979,
-0.00852211,
0.038872782,
0.033639908,
-0.03465658,
0.026717562,
0.0036891764,
-0.015137958,
-0.005255301,
0.02405627,
-0.015608917,
0.0023099403,
0.0010596571,
0.055558175,
0.039082095,
0.0064252224,
0.022890087,
0.015803281,
0.015033301,
-0.06506705,
0.009703244,
0.03534433,
-0.0031359869,
-0.014868839,
0.026343785,
0.0015212713,
0.0048889997,
-0.019466292,
-0.030948713,
0.014248369,
0.011714163,
0.04084632,
-0.035972275,
-0.014173614,
0.023637641,
-0.016057448,
-0.024116075,
-0.023607738,
-0.04655763,
0.05241845,
0.022665821,
0.057830736,
-0.05005618,
-0.034746286,
-0.025491575,
0.0043544993,
0.030709498,
0.004694636,
0.05202972,
-0.0026818481,
0.009321992,
0.009336943,
-0.004948804,
0.042700253,
-0.004432992,
-0.00019413029,
-0.0103237135,
-0.043507613,
-0.06644256,
0.034148242,
0.040487498,
0.033639908,
0.0005176808,
0.022964843,
0.00030556248,
0.03815513,
0.035404135,
0.010869428,
0.022606017,
-0.051341973,
0.03926151,
-0.008656669,
0.027928598,
-0.014734279,
0.015683671,
-0.0019791478,
0.012932675,
-0.010473224,
0.017432947,
-0.01593784,
-0.028885467,
-0.0014577293,
0.044942915,
-0.032473724,
-0.025401868,
-0.019032711,
0.0040554777,
0.042162016,
-0.04039779,
0.01916727,
-0.03968014,
0.036361,
0.005662718,
-0.061897427,
-0.022994746,
-0.018270208,
-0.009875181,
-0.0642896,
0.023697445,
0.06309351,
-0.046796847,
-0.0073372372,
-0.033161473,
-0.011923478,
0.018359914,
0.016296666,
-0.0101517765,
-0.032503627,
-0.011616982,
0.035523742,
0.00642896,
0.019107467,
0.008865984,
0.005244088,
-0.027868794,
0.05771113,
-0.015182811,
0.014024103,
0.0117066875,
0.0031210359,
-0.0160724,
0.021873415,
0.006369156,
-0.013635376,
0.014689426,
0.04317869,
-0.02052782,
-0.01719373,
0.014255845,
-0.005404812,
0.011908527,
0.04455419,
-0.007281171,
0.003696652,
0.03396883,
-0.009396748,
-0.030440377,
-0.005412287,
-0.014435258,
-0.014009153,
-0.003249989,
0.0028537854,
0.031935483,
-0.017672164,
0.030171258,
-0.020064335,
0.00039947388,
-0.03663012,
-0.026822219,
-0.0035078947,
0.020871693,
-0.01195338,
0.026179323,
0.040098768,
-0.007348451,
0.024788873,
-0.039620336,
-0.014868839,
-0.011362813,
-0.021978073,
-0.0073671397,
0.05182041,
-0.0045002718,
0.035822764,
-0.041713484,
-0.03366981,
0.031785972,
-0.03100852,
0.013328878,
-0.032384016,
-0.030829106,
0.015593966,
-0.016969465,
-0.024549656,
0.026089616,
0.006219645,
0.042550743,
0.018808445,
-0.0011521669,
0.016162107,
-0.040995833,
-0.012865395,
0.054780718,
-0.011325436,
-0.09490939,
-0.023518033,
-0.015399602,
-0.0066793906,
0.0023529246,
0.034895796,
-0.034208048,
-0.028691104,
-0.059744474,
0.01592289,
-0.016236862,
-0.0026781103,
-0.044494383,
-0.038902685,
0.024519755,
0.03244382,
0.017373143,
-0.030066602,
0.009890133,
-0.026448442,
-0.021155763,
-0.06025281,
0.019047663,
-0.025925156,
-0.0087987045,
-0.021439834,
0.010989036,
-0.013485865,
0.006189743,
-0.008581914,
-0.022815332,
0.042849764,
0.025132747,
-0.03663012,
-0.017642261,
-0.023129305,
-0.007438157,
0.0013390551,
0.014210992,
-0.052358646,
0.024564607,
-0.03591247,
0.024788873,
-0.0028724743,
-0.025999911,
-0.032114897,
-0.026059715,
0.03785611,
-0.04389634,
0.011011463,
-0.026209226,
0.04069681,
-0.0045899786,
0.0042236773,
-0.028885467,
-0.0032256932,
-0.04697626,
-0.056365535,
0.02879576,
-0.042371333,
-0.018539326,
-0.019541048,
0.0072774333,
0.022052828,
-0.035194818,
0.02670261,
0.07158572,
-0.011557177,
-0.016386373,
-0.045451254,
-0.0020688542,
-0.02541682,
0.005685144,
-0.027554821,
0.0025902728,
-0.04595959,
-0.023876859,
-0.03340069,
-0.029961944,
-0.023996467,
0.017298387,
0.049816966,
0.0097779995,
0.03830464,
0.028915368,
-0.04404585,
-0.056784164,
-0.011863674,
0.0060663964,
-0.0073073353,
-0.014577293,
0.016326569,
0.008096004,
0.0059692147,
-0.04598949,
-0.061418995,
0.004597454,
0.08444364,
-0.00024459016,
-0.054212578,
0.031367343,
0.02640359,
-0.018090794,
-0.06680138,
0.02124547,
-0.024430048,
-0.0013483996,
0.013396159,
0.031068323,
-0.0017810462,
-0.04903951,
-0.0021772496,
0.025043042,
-0.0025510262,
0.003100478,
0.03328108,
0.0059393123,
0.024116075,
-0.006096299,
0.07003081,
-0.046886556,
0.0087688025,
-0.04105564,
-0.007475535,
-0.01749275,
-0.018703789,
0.039201707,
0.007486748,
-0.006234596,
0.01468195,
0.010772246,
0.04945814,
0.0016081744,
-0.01496602,
0.025790595,
-0.027166093,
-0.024534706,
0.0016969464,
0.03522472,
0.016132204,
-0.016879758,
-0.024445,
0.03713846,
0.038214933,
0.01661064,
-0.012013185,
-0.042849764,
-0.009411698,
-0.052328743,
0.017537605,
-0.0057113087,
-0.021424882,
-0.009419174,
0.036809534,
-0.010839526,
-0.015474357,
0.0069709364,
0.01496602,
-0.020213846,
-0.02039326,
-0.01223745,
0.015878037,
-0.025491575,
-0.0067055547,
-0.0014913692,
-0.02570089,
-0.010077021,
0.020737134,
-0.0019137369,
0.008469781,
-0.003309793,
0.015220189,
0.026882023,
0.029229341,
-0.06686118,
0.00361629,
0.0072923843,
0.009262187,
-0.036689926,
0.033251178,
0.03743748,
-0.046378218,
-0.0017567507,
0.015608917,
0.0065523065,
-0.057950348,
0.008664145,
0.031935483,
-0.024385195,
-0.007101758,
0.027868794,
-0.0036218967,
-0.051611092,
-0.06120968,
-0.007714752,
-0.00796892,
0.023637641,
0.01299248,
0.00045063457,
0.08055636,
0.01788148,
0.03968014,
-0.01446516,
-0.010645161,
0.023144256,
0.0070793317,
0.043298297,
-0.009860231,
-0.031128127,
-0.01307471,
-0.011228253,
0.06662197,
-0.02822762,
-0.006223383,
0.014734279,
-0.022336898,
-0.024639362,
0.017911382,
0.015758427,
0.05283708,
0.047275282,
0.0078194095,
0.017761871,
-0.0065298798,
0.0025043043,
0.006911132,
-0.06686118,
-0.061478797,
-0.008865984,
-0.038244836,
0.021634199,
-0.005146906,
-0.02474402,
-0.018240305,
0.0014483848,
0.014764181,
-0.007105496,
0.048022836,
0.007494224,
0.02502809,
-0.016969465,
-0.026254078,
-0.005673931,
-0.010368567,
-0.024773922,
-0.05238855,
0.0014820248,
0.019825118,
0.036510512,
0.0043171216,
-0.07182494,
0.032174703,
-0.0011699212,
0.0034480905,
0.0027061435,
0.056903772,
-0.041713484,
0.04276006,
-0.019526098,
-0.015384651,
-0.0136951795,
0.00565898,
0.04778362,
-0.024504803,
0.01034614,
0.004066691,
0.021320226,
-0.039769847,
-0.019825118,
0.04542135,
0.023189109,
-0.004597454,
-0.0009839673,
0.025043042,
0.024953336,
0.05196992,
0.0042535793,
-0.018957956,
0.064349405,
0.03366981,
0.015444455,
0.00090033474,
0.047305185,
-0.0029509673,
0.00002412028,
-0.027883746,
0.0069933627,
0.02208273,
-0.020781986,
0.014861363,
-0.012596277,
-0.0077222274,
-0.011340386,
-0.026164372,
-0.0419228,
0.012798116,
0.010473224,
-0.07672889,
-0.05579739,
0.028541593,
0.026209226,
0.011273107,
0.027868794,
-0.007348451,
0.014263321,
0.049308628,
0.021290323,
0.031935483,
0.0002121183,
0.014293223,
-0.011467471,
0.00048357365,
-0.022934942,
-0.010054595,
-0.02740531,
-0.025431769,
-0.018509425,
0.058668,
0.0065709953,
0.0068550655,
0.013411109,
-0.023503082,
-0.026239127,
-0.06440921,
-0.0043358104,
-0.05504984,
0.03435756,
0.06375136,
-0.029752629,
-0.045810077,
0.026254078,
-0.012626179,
0.012192598,
0.0076549477,
0.07864263,
0.007318549,
0.083965205,
0.039052196,
0.008238039,
-0.009852755,
0.061000366,
-0.00094799127,
-0.0036293722,
-0.0010166727,
0.001495107,
-0.02879576,
-0.031337444,
-0.04138456,
0.03791591,
0.024833728,
-0.009493929,
-0.0066793906,
0.02348813,
0.028915368,
-0.038633563,
-0.011175925,
0.047215477,
-0.0042199395,
0.019974628,
-0.008178235,
0.01382974,
-0.0050272974,
-0.019316781,
-0.065485686,
0.033071768,
0.010981561,
-0.04933853,
-0.015833182,
-0.0461091,
-0.030111454,
0.0051618568,
-0.005244088,
-0.027719283,
0.019884923,
-0.0040181,
0.0377365,
-0.0069896253,
-0.010144301,
0.01593784,
0.060133204,
0.041324757,
0.012446766,
0.10005256,
0.058638096,
-0.012798116,
0.016819954,
-0.01250657,
0.031666365,
0.0111310715,
0.004455419,
-0.008656669,
0.016580736,
-0.030081552,
-0.013904495,
0.0044105654,
0.052986592,
-0.01104884,
-0.00858939,
-0.0684759,
0.018763592,
-0.061897427,
0.021679051,
0.0054907803,
0.05490033,
-0.011848723,
0.0041713486,
0.004870311,
-0.054421894,
0.26768395,
0.052567963,
0.03286245,
0.061299387,
0.0041900375,
0.045391448,
0.035284523,
-0.053195905,
0.0031116914,
-0.032772746,
0.012985004,
0.03286245,
-0.013859642,
-0.019750362,
-0.009837803,
0.027300654,
-0.041444365,
0.0072512687,
-0.018374864,
-0.020946449,
-0.024086174,
0.02629893,
-0.03187568,
0.03103842,
-0.014353027,
0.010637686,
0.040038966,
-0.06351215,
-0.01270841,
-0.07361907,
0.028706053,
-0.029558266,
0.020946449,
-0.012282304,
-0.03381932,
0.050654225,
0.004339548,
-0.09544763,
-0.02042316,
-0.033310983,
-0.016805002,
-0.04446448,
0.034148242,
0.007939018,
-0.028033257,
0.035463937,
0.029378852,
0.01459972,
0.008267942,
-0.07559261,
0.017657213,
-0.0377066,
0.01985502,
-0.022112632,
-0.043956146,
-0.042401236,
-0.0014072694,
-0.03393893,
0.020094238,
0.054152776,
0.026896974,
0.006911132,
-0.010024692,
-0.006686866,
-0.035972275,
0.010443322,
0.037407577,
0.027480066,
-0.003455566,
-0.0022258405,
0.009598587,
0.016535884,
-0.005685144,
-0.0015128613,
0.012072989,
0.02948351,
0.0073073353,
0.012813067,
0.027988402,
-0.051282167,
0.0066457507,
-0.0083651235,
-0.030649694,
0.01704422,
0.02780899,
0.034626678,
-0.01942144,
-0.014405356,
-0.03941102,
0.042102214,
0.042520843,
0.015399602,
-0.02571584,
-0.01382974,
0.019944727
] | Finally, the data exploration won't be complete if we don't peek at an image example.
updated_dataset["train"][11]["image"]
Preprocess the data
The Document Question Answering task is a multimodal task, and you need to make sure that the inputs from each modality
are preprocessed according to the model's expectations. Let's start by loading the [LayoutLMv2Processor], which internally combines an image processor that can handle image data and a tokenizer that can encode text data. |
[
0.003424599,
0.02155026,
-0.0046814624,
0.008621517,
-0.029825786,
-0.036350176,
-0.021352552,
-0.0052745887,
-0.012194397,
0.051545512,
0.019248364,
-0.018584628,
0.00898869,
-0.001934722,
-0.06377521,
-0.032960884,
-0.035361633,
-0.008762737,
-0.03403416,
0.01673464,
0.004282514,
0.029854031,
-0.08043924,
-0.030136472,
-0.032028828,
0.047054697,
-0.030362425,
0.013783129,
0.066317186,
0.030983794,
-0.017694939,
-0.012116726,
-0.0029903457,
-0.043411206,
0.0015357739,
0.0029462143,
0.020815913,
0.022567049,
-0.03903337,
-0.046348594,
0.014475109,
-0.01777967,
0.040360842,
-0.0007131639,
-0.051630244,
0.022468194,
0.0018605811,
0.045190584,
-0.06981946,
0.005468767,
-0.009362925,
0.008240221,
0.036773838,
-0.0070857424,
-0.022821246,
-0.0020265153,
-0.045783713,
0.000262582,
-0.072361425,
0.0010573891,
-0.01179898,
0.02010981,
0.0012851072,
-0.04829744,
0.010732764,
0.027297938,
0.0061607477,
-0.05199742,
-0.024063988,
-0.021988044,
-0.04256388,
-0.0029003178,
-0.012088481,
-0.05564091,
-0.03005174,
0.026365882,
-0.021366674,
-0.00020432852,
-0.0065526348,
0.02380979,
0.034203626,
0.04722416,
0.018909436,
0.008000146,
-0.0041942513,
-0.02724145,
0.013274735,
0.0029338575,
0.01612739,
0.025236119,
-0.02923266,
0.035446364,
-0.030757843,
0.012660425,
-0.0013751354,
0.025716268,
-0.0061642784,
0.017384253,
0.036406666,
-0.034966215,
0.07326524,
0.070158385,
-0.04575547,
0.033779964,
0.0014916423,
0.036067735,
0.01845753,
0.037649408,
-0.039287567,
-0.0054864194,
-0.0066408976,
0.0075906063,
0.06445307,
-0.031125017,
-0.005984222,
0.04228144,
-0.009151094,
0.0163251,
-0.011029327,
-0.029938763,
0.012533327,
0.032621954,
0.023965133,
-0.046715766,
-0.024784211,
-0.07264387,
-0.015082358,
0.053607333,
-0.018245699,
0.0063090296,
-0.03231127,
-0.011262341,
0.007873047,
0.030503646,
-0.010626849,
-0.019318976,
-0.025885733,
0.00432135,
0.018895313,
-0.016565174,
0.036491398,
-0.01687586,
-0.034542553,
0.06835076,
-0.011968444,
0.01475755,
0.0400784,
-0.019389587,
-0.056234036,
0.025476193,
-0.045783713,
0.019940346,
0.0029550407,
0.0060689542,
-0.056996625,
-0.0230472,
-0.016480442,
0.0039012185,
0.0056841285,
-0.007364653,
-0.033949427,
-0.02539146,
-0.02306132,
0.036886815,
0.0059524477,
0.0523081,
-0.030588377,
-0.028258238,
0.021211332,
-0.0436654,
0.029458612,
-0.022581171,
0.017440742,
0.01948844,
0.056855407,
0.047252405,
-0.003993012,
-0.013994959,
0.030786086,
0.022425829,
-0.000037897866,
0.0076400335,
0.05784395,
-0.022086898,
0.00061475084,
-0.008868652,
0.013084087,
0.028794877,
0.022708269,
-0.0025896323,
0.01667815,
0.03931581,
-0.02107011,
0.005881837,
-0.0074140807,
-0.00789423,
-0.0873308,
0.03595476,
0.007018663,
-0.027594501,
-0.03485324,
0.009687732,
-0.03897688,
-0.014453926,
-0.020166298,
-0.0039506457,
0.0061289733,
0.00081819674,
-0.014235035,
0.033525765,
0.048692856,
0.0066055926,
-0.019912101,
0.016339222,
0.017878525,
0.0070963344,
-0.013557176,
0.031972338,
-0.03474026,
-0.01646632,
0.023442617,
0.02813114,
0.007901291,
0.045331806,
0.018160967,
-0.006277255,
0.02923266,
0.06236301,
0.034231868,
0.05428519,
0.016762882,
0.061911102,
0.004151885,
0.046292108,
0.0095394505,
0.038948637,
0.03307386,
0.025278484,
0.003315153,
-0.0051580817,
-0.004144824,
0.06258896,
0.0143480105,
-0.0015190039,
0.012674547,
0.017878525,
0.03513568,
-0.0013813138,
-0.03603949,
0.056290522,
-0.049992085,
0.019078901,
0.012512144,
0.022821246,
-0.0326502,
-0.018612873,
0.0076965215,
0.026888398,
-0.044512726,
0.01790677,
0.019036533,
0.026605958,
0.027665112,
0.0022083367,
0.016522808,
0.04377838,
0.024713602,
0.010061966,
-0.00298505,
-0.039880693,
-0.016409831,
-0.054228704,
-0.046405084,
-0.036886815,
-0.04465395,
-0.018429285,
-0.0060265884,
-0.036237203,
0.01475755,
-0.022496438,
-0.030786086,
0.0012374453,
-0.019841492,
0.025419705,
0.051432535,
0.018485773,
-0.040304355,
0.010104332,
0.0017926188,
0.04219671,
-0.05083941,
-0.026535347,
0.013006415,
-0.009624182,
-0.012017871,
0.0029868153,
0.034005914,
-0.0098148305,
-0.027523892,
-0.023541471,
-0.07388661,
0.031605165,
-0.02318842,
0.012632181,
-0.029486857,
0.041886024,
0.04928598,
0.016692273,
0.030588377,
0.05648823,
-0.020491106,
0.00012169242,
0.00747763,
0.023499105,
-0.025447948,
0.04550127,
0.033102103,
0.007915414,
-0.04564249,
-0.029260904,
-0.080721684,
-0.013670152,
0.009059301,
-0.03555934,
0.0074282023,
0.052534055,
-0.07433851,
-0.08817813,
0.016085025,
-0.052053906,
-0.019248364,
-0.03663262,
0.0117707355,
0.006764466,
0.027975798,
0.025504436,
-0.0021624402,
-0.027453281,
0.009059301,
0.031040283,
0.02573039,
-0.03747994,
-0.01413618,
0.011601271,
0.0048756404,
0.02009569,
0.016847616,
0.018980047,
-0.0068456675,
0.012568631,
0.037564673,
0.009412352,
-0.02133843,
0.015703728,
0.013098209,
0.028004041,
-0.023259029,
0.042450905,
0.043608915,
0.0138890445,
0.010287919,
0.029741054,
-0.0011227037,
-0.041886024,
-0.048777588,
-0.06258896,
0.020010956,
0.038440242,
0.018245699,
-0.052195128,
0.016692273,
0.002450177,
-0.029006707,
-0.0020494636,
0.02009569,
0.0005534082,
0.037366964,
0.012794585,
0.03897688,
-0.043213498,
-0.045162342,
-0.010464445,
0.027227327,
0.000065369684,
0.052816495,
0.07665453,
0.0071281088,
-0.0034016508,
-0.056149304,
-0.037366964,
0.031605165,
-0.007738888,
0.0052745887,
-0.01201081,
-0.007915414,
-0.051602,
-0.0025419705,
0.061911102,
0.046574548,
0.02436055,
0.047506604,
0.021451406,
-0.00037202798,
0.07563774,
-0.00091705116,
-0.0018747032,
-0.05304245,
0.028808998,
0.042027246,
0.014369194,
0.005105124,
-0.009772464,
0.0006090138,
0.026944887,
0.010153759,
0.00019472995,
-0.04454097,
-0.013225308,
0.006704447,
0.025829244,
0.010577422,
-0.03485324,
-0.009228765,
-0.008543845,
0.023174297,
-0.0436654,
0.015887314,
-0.02491131,
0.012031994,
0.040643282,
-0.008840408,
-0.044964634,
-0.016395709,
0.012533327,
-0.048269194,
0.050048575,
0.063379794,
-0.030588377,
-0.008021329,
-0.051150095,
-0.0060230577,
0.00093029055,
0.012639242,
0.008487357,
-0.01221558,
0.016777005,
0.021423163,
-0.012293251,
-0.009864258,
0.01172837,
0.00008544949,
-0.0014166189,
0.031322725,
-0.04804324,
0.010690398,
-0.0063160905,
-0.015181213,
0.0127380965,
0.02402162,
0.038411997,
-0.0005737086,
0.015251823,
0.003059191,
-0.017963259,
-0.030277692,
0.054511145,
-0.0015799053,
0.019460196,
0.024176963,
-0.008529723,
-0.00014155157,
0.036745597,
0.010994022,
-0.0076965215,
-0.013324162,
-0.051093604,
0.014129119,
-0.0028597168,
-0.021296063,
0.013896105,
-0.0028738389,
0.042648613,
-0.0015657832,
0.0073364093,
0.0032816133,
-0.05372031,
-0.025207873,
-0.0036893876,
-0.063379794,
0.029967006,
-0.03067311,
-0.027029619,
0.009956051,
-0.009864258,
0.020349886,
0.020222787,
0.005963039,
-0.017680816,
0.03572881,
-0.032424245,
0.03781887,
-0.02613993,
-0.090946056,
0.04239442,
-0.041744802,
0.016904103,
-0.008819225,
-0.012985232,
0.020943012,
-0.010923412,
-0.005168673,
0.013387711,
-0.03699979,
-0.01790677,
0.0066055926,
-0.008769798,
0.03231127,
-0.031463943,
0.008798042,
0.025617413,
0.0010988726,
-0.03584178,
-0.0069480524,
0.007286982,
0.031266235,
0.0123003125,
0.032226536,
-0.0013062904,
-0.03973947,
-0.05010506,
0.05137605,
-0.027594501,
0.0047308896,
-0.030757843,
-0.03572881,
0.013684275,
0.026577713,
0.00891808,
-0.03403416,
0.020632327,
-0.038892146,
0.006033649,
-0.037847117,
0.0066938554,
-0.032791417,
-0.013903166,
-0.030079983,
0.03561583,
-0.034627285,
0.0025437358,
0.022411706,
-0.024332305,
0.013112331,
0.021917434,
-0.015223579,
-0.041236408,
-0.024544137,
0.0037776504,
-0.009694793,
-0.015562508,
-0.016353343,
-0.0032833784,
-0.024967799,
0.029176172,
-0.005920673,
0.0011818397,
-0.005338138,
-0.006136034,
0.050528724,
-0.047930267,
0.0030556603,
-0.022002166,
0.01783616,
-0.02991052,
0.030701354,
-0.019036533,
-0.04191427,
-0.043947846,
-0.07733239,
0.07190952,
-0.04383487,
-0.031435702,
-0.0029426839,
-0.0025031348,
0.07190952,
-0.012173214,
0.04171656,
0.04945545,
0.008395564,
0.009511206,
-0.03191585,
-0.0006041593,
0.01605678,
-0.040615037,
0.0045967298,
0.014199729,
-0.05942562,
-0.002771454,
-0.022849489,
-0.049850866,
-0.0086427,
-0.0010423844,
0.072474405,
-0.006305499,
0.037310477,
0.0071881274,
-0.023273151,
-0.07569423,
0.024233451,
0.025236119,
0.048156217,
0.025843367,
-0.00007656803,
0.012992294,
0.024685357,
0.0039294627,
-0.009991356,
-0.010711581,
0.0653004,
-0.05496305,
-0.05290123,
-0.0016046189,
0.049794376,
-0.050331015,
-0.047393627,
-0.0112411585,
0.020872401,
0.00056002784,
-0.027481524,
0.013881983,
0.023725057,
-0.062475983,
0.0033381016,
0.0058430014,
0.010047845,
0.0002842064,
0.041547094,
0.007177536,
-0.0003296618,
-0.0026867215,
0.042789835,
-0.012194397,
-0.023386128,
-0.023372006,
-0.026605958,
0.0015578396,
0.008798042,
0.06230652,
-0.03163341,
-0.012596875,
-0.00720578,
0.005846532,
0.06676909,
-0.014898771,
-0.0031651063,
0.049794376,
-0.021945678,
-0.046009663,
0.026097564,
0.005648823,
0.00016979568,
-0.034542553,
-0.013415955,
0.0040177256,
0.015760217,
0.043863114,
-0.01886707,
-0.09038117,
0.0067362217,
-0.04592493,
-0.042309687,
-0.008120183,
-0.032960884,
-0.01735601,
0.027015498,
0.004007134,
-0.044230286,
-0.01996859,
0.019093022,
0.010012539,
0.033243325,
-0.04214022,
-0.00974422,
-0.041405875,
-0.004610852,
-0.03346928,
0.0019382525,
0.019813247,
0.01742662,
-0.032057073,
-0.005578213,
-0.018146845,
0.047308896,
-0.01495526,
0.045049366,
-0.043072276,
-0.02738267,
-0.02402162,
-0.021649115,
-0.022793002,
0.0072304937,
0.06643016,
-0.038440242,
-0.017624328,
0.014220912,
-0.012956988,
-0.01146005,
0.029628078,
0.03584178,
-0.017878525,
-0.0031809935,
-0.04019138,
0.021846823,
-0.059708063,
-0.03355401,
-0.03157692,
0.0076047285,
0.007212841,
0.009144032,
0.014559842,
0.05612106,
0.013423016,
0.013211185,
-0.0051368987,
-0.028258238,
-0.011615393,
0.0041342326,
0.04137763,
-0.008042512,
-0.0136348475,
-0.0034263644,
0.011488294,
0.03183112,
-0.005846532,
0.0037705896,
0.0011535956,
-0.04146236,
0.0016769944,
0.009857196,
0.0046426267,
0.04857988,
0.015689606,
-0.004843866,
0.0010247318,
-0.015181213,
-0.018881192,
-0.008903958,
-0.06925457,
-0.05919967,
0.039541762,
-0.0535226,
-0.016805248,
-0.032791417,
-0.0218327,
-0.038186044,
0.03835551,
0.0041201105,
0.011975505,
0.017073568,
0.0009488258,
0.010549177,
-0.027184961,
-0.03329981,
0.031068528,
-0.0059912833,
-0.022524683,
0.0017573136,
0.0018199802,
0.03409065,
0.041490607,
-0.009257009,
-0.047421873,
-0.002483717,
-0.0071987193,
0.012194397,
-0.00144045,
0.0010812201,
-0.019050656,
-0.008833347,
-0.05583862,
0.0026037544,
-0.012123787,
0.010471506,
0.014927016,
0.014376255,
-0.024868945,
0.01886707,
-0.011693064,
0.014630452,
0.019855613,
0.01982737,
0.009984295,
-0.013182941,
-0.034062404,
0.012498021,
0.047789045,
0.057674486,
-0.0065173297,
-0.00898869,
0.010824557,
0.009765403,
0.0055676214,
-0.041547094,
0.052110393,
0.011678942,
0.069028616,
-0.027622746,
-0.023696814,
-0.06835076,
-0.0030097635,
0.0069621745,
0.042111978,
-0.0209995,
-0.018824704,
0.0034704958,
-0.005782983,
0.004949781,
-0.024544137,
-0.07603316,
0.004370777,
0.0023725058,
0.046687525,
0.022905977,
0.029741054,
0.0006615302,
0.0040565613,
0.03411889,
0.023230786,
0.03355401,
0.028653655,
0.04982262,
-0.055414956,
0.013761946,
-0.03329981,
0.017539596,
-0.031181505,
-0.05558442,
0.00008638728,
0.0056382315,
-0.008798042,
0.0070928037,
-0.006715039,
-0.01173543,
-0.033158593,
-0.055556178,
0.036321934,
-0.001090929,
0.017624328,
0.019234244,
-0.021013623,
-0.041547094,
0.03858146,
0.004353124,
0.0013680743,
0.01125528,
0.07190952,
0.024812456,
-0.005083941,
0.016310977,
-0.000030561016,
-0.0049533118,
0.031859364,
0.01859875,
-0.031181505,
-0.010478567,
0.001811154,
0.010753947,
-0.018033868,
-0.049031787,
0.003869444,
0.044625703,
-0.015661363,
-0.0304754,
0.053974506,
0.03897688,
-0.05428519,
0.01653693,
0.05846532,
-0.019234244,
0.013691335,
0.025038408,
0.013987899,
-0.06168515,
0.018019745,
-0.0573638,
-0.0034916787,
0.0093770465,
-0.033723474,
-0.030588377,
-0.047534846,
0.007301104,
0.00747763,
-0.009920746,
-0.04109519,
-0.020844158,
0.040953968,
0.059312645,
-0.0016964122,
-0.0460944,
-0.014630452,
0.05165849,
0.01756784,
0.011883711,
0.06321033,
0.03685857,
-0.025123142,
-0.0030362424,
0.008882774,
0.032283023,
-0.023131931,
0.0062419497,
0.013281795,
0.004215434,
-0.02971281,
-0.049314227,
0.0006041593,
0.015675485,
-0.00026743647,
-0.0014625157,
0.025786879,
-0.0043284106,
-0.043269984,
-0.010457384,
-0.0029338575,
0.045388296,
-0.029147929,
-0.022552926,
0.007597667,
-0.06552635,
0.2347651,
0.069085106,
0.07094922,
0.019347219,
0.021352552,
0.0101820035,
-0.011537721,
0.0138890445,
-0.019403707,
-0.035079192,
-0.0010247318,
0.01708769,
-0.035446364,
0.016593419,
-0.01612739,
0.0145315975,
-0.027199084,
0.03892039,
-0.009158155,
-0.031125017,
-0.059934013,
0.029289149,
0.006764466,
0.06100729,
0.018796459,
-0.020152178,
0.03858146,
-0.063436285,
0.0028632472,
-0.0086427,
0.0061995834,
-0.034429576,
0.022030411,
0.008600334,
0.0069762967,
-0.028173506,
-0.0163251,
-0.06976297,
0.0020529942,
-0.027396793,
0.017553719,
-0.009857196,
0.01900829,
-0.00081201835,
0.001811154,
-0.00514749,
-0.02306132,
0.059538595,
0.030108228,
-0.037988335,
0.0022595292,
-0.037847117,
0.01516709,
-0.08089115,
-0.05750502,
-0.01749723,
-0.012490961,
-0.038694438,
0.0006663846,
0.058013413,
0.0012189101,
0.051912684,
-0.012363862,
0.031068528,
-0.0051616123,
0.022552926,
0.009758342,
0.021903312,
-0.017257154,
-0.012116726,
0.0022559988,
-0.025433827,
0.005069819,
0.01221558,
-0.010323225,
-0.019361341,
-0.028865486,
0.03485324,
-0.004335472,
-0.04335472,
0.019926224,
0.0054511144,
-0.009892502,
-0.028117018,
0.013437138,
0.027848698,
-0.055810373,
0.015901437,
0.008543845,
0.0098148305,
0.045416538,
0.04473868,
0.024106354,
0.004896824,
0.042055488
] | updated_dataset = dataset.map(lambda example: {"question": example["query"]["en"]}, remove_columns=["query"])
updated_dataset = updated_dataset.map(
lambda example: {"answer": example["answers"][0]}, remove_columns=["answer", "answers"]
) |
[
0.03696102,
-0.030240836,
0.042115062,
-0.03670474,
-0.005887281,
-0.010421983,
-0.031778503,
-0.00011601485,
-0.050315965,
0.0750041,
0.015889252,
-0.013589866,
-0.0020181914,
0.017113693,
-0.04077672,
0.039694656,
-0.028959444,
-0.047980987,
-0.04575991,
-0.009838237,
-0.03462604,
-0.018879166,
-0.092886634,
-0.02185484,
-0.015476359,
-0.013433252,
0.00810836,
-0.027193971,
0.06885342,
0.015091942,
-0.07249827,
0.02811942,
-0.005880162,
0.0051184464,
-0.014529553,
-0.03701797,
0.03032626,
-0.04071977,
-0.04382358,
-0.034113485,
0.045646004,
0.016131293,
0.002037768,
-0.03192088,
-0.050970897,
-0.0020181914,
0.014650574,
0.016871652,
-0.027905855,
-0.035679627,
-0.008037171,
0.011190818,
-0.028831305,
-0.03371483,
0.0058054146,
0.00896262,
-0.0098595945,
-0.007193588,
-0.010585716,
0.0078022494,
0.03849869,
0.030126933,
-0.00958196,
-0.033202272,
-0.003819258,
0.04630094,
-0.053391304,
-0.001805516,
0.0009797304,
0.01682894,
-0.02014632,
0.002130313,
-0.020018179,
-0.0020626842,
-0.031123571,
0.006613403,
0.048578966,
-0.047867086,
-0.057263955,
0.058602296,
-0.034284335,
-0.00053391303,
0.014323107,
-0.008457183,
0.02732211,
-0.060083013,
0.027250921,
0.000059453443,
0.044079863,
-0.04524735,
-0.026852267,
0.04741148,
-0.04163098,
0.013767838,
0.037786804,
0.041659456,
-0.013369183,
0.034654517,
0.049233902,
0.003611032,
0.01744116,
0.08850142,
-0.0024773565,
0.07483325,
-0.04937628,
0.0074747824,
0.013653936,
-0.027649578,
-0.054558795,
-0.028817067,
0.047610804,
-0.005631003,
-0.0017770405,
0.0076100407,
-0.020075131,
0.041460127,
0.011475571,
-0.014949565,
-0.013988522,
-0.018395085,
0.024503049,
0.01633062,
-0.035280973,
-0.031408325,
-0.018864928,
-0.015376695,
-0.029557426,
0.036761694,
-0.026467849,
-0.020288697,
0.03750205,
-0.02824756,
-0.020189032,
0.04863592,
-0.00071811303,
0.0012004145,
-0.035138596,
0.0033600926,
0.0072612176,
-0.018722551,
0.017398447,
-0.047696233,
-0.0314368,
0.048465066,
0.0015821623,
0.011148104,
0.0021374319,
0.0030806782,
-0.058944,
0.034170434,
-0.059285704,
0.025328835,
-0.04316865,
0.03243344,
-0.043339502,
-0.015675686,
0.005388962,
0.022239259,
-0.022524012,
0.009176185,
0.037359677,
0.0061862725,
-0.043738157,
0.020046655,
-0.03297447,
0.062417995,
-0.053021125,
-0.0053569274,
-0.006709507,
-0.00076483045,
0.0034757738,
-0.04285542,
-0.009781287,
0.028987918,
0.017526586,
0.020245982,
0.06042472,
0.006435432,
-0.0016933942,
-0.0069586667,
0.013041716,
-0.026453612,
0.026453612,
0.017697439,
-0.025243409,
0.009204661,
-0.010279606,
0.017754389,
-0.004075536,
0.009339919,
0.01781134,
0.030781867,
-0.007809368,
-0.0017521246,
-0.016771989,
0.009923664,
-0.042029634,
-0.025456974,
-0.0069835824,
-0.028005518,
-0.0033761102,
0.0053070956,
-0.005759142,
0.037843756,
-0.011368789,
0.016544186,
0.034369763,
0.044791743,
-0.037074924,
0.047269102,
0.011432858,
-0.00239549,
-0.057064626,
0.007353762,
0.059171803,
-0.00067628984,
0.011532522,
0.0017494551,
-0.029358098,
0.026083432,
0.047439955,
-0.0060154204,
0.04094757,
-0.017697439,
0.01818152,
0.015177368,
0.029500475,
0.04880677,
0.03835631,
0.059171803,
-0.058602296,
0.015091942,
0.01111251,
0.008264974,
0.05378996,
0.017398447,
0.050999373,
0.017512348,
-0.017483873,
0.040605865,
-0.017455397,
0.04422224,
0.024061682,
0.0014691508,
0.026610225,
0.01829542,
0.0078022494,
-0.02468814,
-0.019519862,
-0.001197745,
-0.023719978,
0.040064834,
-0.014650574,
-0.0045347014,
0.006495942,
-0.028888255,
0.0066276407,
0.027108544,
-0.0055811713,
-0.01584654,
-0.007232742,
0.0059050783,
0.03100967,
-0.036989495,
-0.00049342465,
0.04874982,
0.03266124,
-0.0067628985,
0.007410713,
-0.047240626,
-0.029557426,
-0.033543978,
-0.0067913737,
0.001381945,
0.031607654,
-0.0063927188,
-0.006353565,
-0.024503049,
0.012102029,
-0.025214933,
-0.007830725,
-0.022908429,
-0.0335155,
0.034056533,
0.016045867,
-0.009190423,
-0.048351165,
0.010300962,
-0.0041645216,
0.027977044,
-0.016088579,
-0.010407745,
-0.056153413,
-0.04382358,
-0.006478145,
0.01228,
-0.004225032,
-0.007360881,
-0.00970298,
-0.025015606,
-0.033059895,
-0.034141958,
-0.0074320696,
0.0023171827,
-0.04425071,
0.01762625,
-0.00031945796,
-0.017341496,
0.033629403,
-0.0024951536,
-0.039580755,
0.026980406,
-0.011091154,
0.036932547,
-0.0033939073,
0.04296932,
0.0047019944,
-0.0047553857,
-0.013176974,
-0.01037927,
-0.0020662434,
-0.011539641,
-0.03254734,
-0.05373301,
-0.02578444,
0.07671262,
-0.005819652,
-0.048892196,
-0.01699979,
-0.0023563362,
-0.017911002,
-0.023805402,
-0.025585113,
0.029870655,
0.027763478,
0.016174005,
-0.028959444,
0.070334144,
-0.011945414,
0.0103436755,
0.03835631,
-0.029158771,
0.029671328,
0.020559212,
-0.030126933,
0.010543003,
0.031265948,
-0.040036358,
0.0072790147,
-0.022936905,
0.03875497,
0.06133593,
0.01762625,
0.017412685,
0.00083290436,
-0.0145793855,
-0.061449833,
0.042997796,
-0.021584325,
-0.037302725,
0.05586866,
-0.0025983767,
-0.008941264,
-0.0028777914,
-0.02856079,
-0.0075673275,
0.003596794,
0.0085568465,
0.03801461,
-0.053989287,
0.0063215303,
0.043624256,
-0.016045867,
-0.010970133,
-0.024773566,
-0.009069403,
0.041346226,
-0.0013908435,
0.12176065,
-0.03738815,
-0.023050806,
-0.013184093,
-0.03758748,
0.024503049,
-0.0016311044,
0.021399235,
-0.010265368,
0.03382873,
-0.00970298,
-0.0015216522,
-0.0034384,
0.014501078,
0.0032461914,
-0.01946291,
-0.05618189,
-0.022851478,
0.01762625,
0.05734938,
0.0077025853,
0.029585902,
0.0049511534,
-0.01749811,
0.031237472,
0.031721555,
-0.004869287,
-0.006371362,
-0.038612593,
0.040036358,
-0.051597357,
-0.0098524755,
-0.016401809,
-0.024389148,
0.027920093,
0.041289274,
-0.078022495,
0.025328835,
-0.035195548,
0.020972105,
-0.026624463,
0.030013032,
-0.05361911,
-0.02112872,
-0.03573658,
-0.0054672696,
0.029785229,
-0.031636126,
-0.013703768,
-0.03679017,
0.056096464,
0.004015026,
-0.060937274,
-0.010244012,
-0.03781528,
0.025599351,
-0.009460939,
0.031465277,
0.023976255,
0.013682412,
0.035394877,
-0.017583536,
-0.02535731,
-0.0041823187,
-0.013888858,
0.002536087,
-0.02572749,
0.001541229,
0.071814865,
0.0061613563,
0.020886678,
0.00063402177,
0.06127898,
-0.03542335,
0.0066489973,
-0.022367397,
0.037615955,
0.0052145505,
0.014465484,
-0.0569792,
0.019349009,
0.012522041,
-0.051597357,
-0.004395884,
0.010429101,
-0.05236619,
-0.013255281,
0.022182308,
0.004936916,
-0.00054815074,
0.041175373,
0.0009036478,
-0.002044887,
0.008684985,
0.029956082,
-0.039096672,
-0.010443339,
-0.035765056,
-0.014835664,
0.020886678,
-0.027293636,
-0.011183699,
0.014707524,
0.027706528,
-0.039637703,
-0.017284544,
-0.028874017,
-0.039210573,
0.011596591,
0.04476327,
-0.029785229,
0.0036430666,
0.041175373,
-0.003057542,
-0.010749449,
-0.041801833,
0.008528371,
-0.020616163,
-0.017911002,
0.0052786204,
0.05319198,
0.0047980985,
0.0039011247,
-0.02266639,
-0.046870448,
0.017241832,
-0.023506412,
-0.006994261,
-0.02615462,
0.020288697,
-0.015889252,
0.0039580753,
-0.011831513,
-0.036761694,
0.03192088,
-0.018993067,
-0.00040599637,
-0.022637913,
0.014437009,
-0.034483664,
-0.0039509567,
0.08371756,
-0.01621672,
-0.061620682,
-0.041175373,
0.033430077,
-0.00015550217,
-0.01627367,
-0.009418226,
0.00032768914,
-0.03835631,
-0.033230748,
-0.013070191,
-0.030069983,
-0.039808556,
-0.0053320117,
-0.05134108,
0.019021543,
-0.0063927188,
0.046500266,
-0.05561238,
0.020701589,
-0.06401262,
-0.0043887654,
-0.03246191,
-0.0041787596,
-0.029187247,
0.00276389,
-0.035195548,
-0.015049229,
-0.015049229,
-0.018722551,
-0.013006122,
0.02633971,
0.03180698,
0.021470424,
-0.033202272,
-0.028176371,
-0.022139594,
-0.021214144,
0.010628429,
-0.03579353,
-0.031465277,
0.03277514,
-0.047383003,
0.043937486,
-0.023036567,
-0.032575816,
-0.02364879,
-0.028817067,
0.019932754,
-0.016430285,
0.005759142,
0.015746875,
0.028646214,
0.0035878955,
0.025485449,
-0.020601925,
-0.035081647,
-0.035337925,
-0.02861774,
0.028133659,
-0.022652151,
-0.029557426,
-0.014892614,
-0.016814701,
0.03986551,
-0.07147316,
0.014892614,
0.069707684,
-0.011518284,
0.021897554,
0.0050152233,
0.048037935,
-0.0055242204,
-0.0072790147,
-0.022637913,
0.011012847,
-0.01111251,
0.005235907,
-0.037644427,
-0.04815184,
-0.032945994,
0.042940848,
0.042228963,
-0.017697439,
0.022054167,
0.009688742,
-0.010201299,
-0.011447095,
0.03849869,
0.0083504,
-0.018380847,
-0.029785229,
-0.017540824,
0.009688742,
0.024204059,
-0.04493412,
-0.037559003,
-0.018594412,
0.0746624,
0.004025704,
-0.053021125,
0.02081549,
0.01601739,
0.006268139,
-0.032490388,
0.028817067,
-0.014764476,
-0.040036358,
-0.015248557,
0.034227386,
0.014173612,
-0.035167072,
0.019178156,
0.038100034,
-0.01534822,
0.02567054,
0.00042401595,
0.022125356,
0.0050864117,
0.020829728,
0.026382424,
-0.014992278,
-0.0014887275,
-0.021783652,
-0.010692499,
-0.024915943,
0.0085426085,
0.01529127,
0.04390901,
-0.00027296305,
0.023677263,
0.019391721,
0.07517496,
-0.025528163,
0.0050081043,
-0.008015814,
-0.047041297,
-0.037986133,
-0.011205055,
0.010115872,
0.005826771,
-0.0014922869,
-0.02424677,
-0.017270308,
0.016544186,
0.05040139,
-0.032889042,
-0.052166864,
0.048835248,
-0.02468814,
0.02878859,
-0.006115084,
-0.03966618,
-0.008435826,
0.013561391,
-0.02418982,
-0.039523803,
0.030611014,
-0.0009770609,
-0.0069515477,
-0.034255862,
0.0053355712,
0.02168399,
-0.018067617,
-0.02763534,
0.0058232117,
-0.04567448,
0.0018615768,
0.021199908,
0.012984766,
0.010108754,
0.0037231536,
0.004168081,
-0.0040328233,
0.024531525,
-0.041545555,
-0.009496533,
-0.03308837,
0.007325287,
-0.04163098,
0.019363247,
0.039950933,
-0.04937628,
-0.034483664,
0.031835455,
-0.017555062,
-0.053277403,
0.04225744,
0.05427404,
-0.026496325,
0.015034991,
0.01117658,
0.0047126724,
-0.03431281,
-0.01566145,
-0.006531536,
0.011169461,
0.026353948,
0.022751814,
0.016501473,
0.060823373,
0.021271097,
0.01664385,
0.015091942,
-0.057520233,
0.0065600118,
-0.016060105,
0.03026931,
-0.015220081,
0.018708313,
-0.024659663,
0.037872232,
0.049746457,
-0.010493171,
0.0015038551,
0.015419409,
-0.033743303,
-0.039808556,
0.0024043885,
-0.012913577,
0.039609227,
0.007866319,
-0.017213356,
-0.0070334147,
0.02038836,
0.00024404275,
0.018323896,
-0.051511932,
-0.049547132,
0.0036519652,
-0.019747663,
0.010051803,
-0.009539247,
-0.014358701,
-0.022509774,
-0.03180698,
-0.011062678,
0.013895977,
0.047383003,
0.01989004,
0.050145112,
-0.034682993,
-0.041659456,
-0.0063571245,
0.046073135,
-0.019064255,
-0.02387659,
0.033487026,
0.027621102,
0.0057021915,
-0.0060083014,
-0.0626458,
0.011995247,
0.0039331596,
-0.0114826895,
-0.002787026,
0.053989287,
-0.040150262,
0.055042874,
-0.042570665,
-0.010023328,
-0.0010669362,
0.03462604,
0.005435235,
-0.017455397,
0.00001144298,
0.012080672,
0.053248927,
-0.036078285,
-0.035708103,
0.013148499,
0.01510618,
-0.009816881,
0.0076954667,
-0.027962806,
0.006581368,
0.03032626,
0.032091733,
0.008507014,
0.047696233,
0.04131775,
-0.0034704348,
0.015177368,
-0.004039942,
0.0056274435,
-0.02485899,
-0.037957657,
0.014259038,
-0.01922087,
0.017142167,
-0.028660452,
0.009019571,
0.0043994435,
-0.024645425,
-0.013397658,
-0.03596438,
0.030041507,
0.00016773769,
-0.030895768,
-0.007880556,
0.0016141972,
0.0105074085,
0.010692499,
0.03835631,
-0.014330226,
0.018694075,
0.05715005,
0.028831305,
0.029443525,
0.023791166,
0.010799281,
-0.009745693,
0.012920695,
0.00038085796,
0.00755309,
0.009133472,
-0.0142519185,
-0.0034170435,
0.018978829,
-0.021285333,
-0.010329437,
0.022766052,
-0.026510563,
-0.024574237,
-0.039950933,
0.037672903,
-0.0626458,
0.071188405,
0.067031,
-0.06429737,
0.0026980406,
0.03573658,
0.017056743,
0.010735212,
0.020231744,
0.03553725,
0.033914156,
0.05911485,
0.004075536,
0.023221659,
0.014792951,
0.025556637,
-0.02129957,
-0.055042874,
0.005755583,
0.012728487,
0.0076029217,
-0.018879166,
-0.0216128,
0.029386574,
0.03562268,
-0.01621672,
-0.0062361043,
-0.00084847683,
0.0077381795,
0.0068874783,
-0.015262794,
0.03616371,
-0.022253497,
-0.010920301,
-0.013945809,
-0.013661055,
-0.016814701,
-0.022139594,
-0.062474944,
0.0051647187,
0.0095250085,
0.025926817,
-0.019975467,
-0.030098459,
-0.040862147,
0.004346052,
-0.01492109,
-0.031522226,
0.032490388,
0.04422224,
-0.0035629796,
0.032632764,
0.02793433,
0.010329437,
0.012999003,
0.08229379,
0.021883316,
0.101770945,
0.08986824,
0.013917333,
0.009795524,
0.0332877,
0.038384788,
-0.030667964,
0.013824789,
-0.004242829,
0.019690713,
0.013390539,
-0.014280395,
-0.03499622,
0.06515163,
-0.017469635,
-0.013661055,
-0.048408117,
-0.0149068525,
-0.05416014,
0.011660661,
-0.02774924,
0.0372173,
0.008499895,
0.052508567,
0.020160556,
-0.06031082,
0.24033205,
0.05979826,
0.019761901,
0.08024357,
0.03493927,
0.07306778,
0.0059477915,
-0.028888255,
0.0037801045,
-0.0744346,
0.04493412,
-0.03260429,
-0.0075246147,
-0.0039865505,
-0.018736789,
0.038413264,
-0.023606075,
-0.024531525,
0.024488812,
0.0055526956,
-0.012450852,
0.018466273,
-0.01111251,
0.042997796,
-0.007937508,
0.019534098,
0.037729856,
-0.03200631,
-0.01283527,
-0.05322045,
0.036078285,
-0.019178156,
0.000921,
-0.036989495,
-0.013661055,
0.04630094,
-0.033173796,
-0.041915733,
-0.040805195,
0.010898945,
-0.041146897,
-0.026054956,
0.012386783,
0.022580963,
-0.0032871247,
0.022210782,
0.005908638,
-0.02878859,
0.030098459,
-0.045845333,
0.04610161,
-0.037131872,
-0.0062894956,
0.014536672,
-0.041289274,
-0.0053925216,
-0.010770806,
0.0021854842,
0.06361396,
0.068682574,
0.0016373333,
-0.012023722,
-0.021555848,
-0.015376695,
-0.029785229,
0.030952718,
0.027008882,
0.020701589,
-0.008364637,
-0.009795524,
0.05384691,
0.004139606,
-0.028019756,
-0.0018197537,
-0.016202481,
0.014202087,
0.021712463,
0.030297786,
0.033116847,
-0.07255522,
0.012756962,
-0.013440371,
-0.04912,
0.010030447,
0.015419409,
0.054672696,
-0.024517287,
-0.018836452,
-0.014301751,
0.017612012,
0.02333556,
0.07141621,
-0.01842356,
-0.01927782,
0.016302144
] | Preprocessing document images
First, let's prepare the document images for the model with the help of the image_processor from the processor.
By default, image processor resizes the images to 224x224, makes sure they have the correct order of color channels,
applies OCR with tesseract to get words and normalized bounding boxes. In this tutorial, all of these defaults are exactly what we need.
Write a function that applies the default image processing to a batch of images and returns the results of OCR. |
[
0.03506152,
-0.0024348276,
0.04005382,
-0.033964943,
-0.0052952995,
-0.06562131,
-0.019031335,
-0.0030841152,
-0.037168097,
0.065101884,
0.0115356725,
0.0002225162,
0.035205804,
-0.022119056,
-0.015958041,
0.02012791,
-0.028467644,
-0.03367637,
-0.06233159,
-0.015640613,
-0.0040869033,
0.022725059,
-0.075952195,
-0.03491723,
-0.010843099,
-0.007138554,
0.016362043,
0.007914091,
0.069084175,
0.021614056,
-0.045074973,
0.020575196,
0.00881588,
-0.020156767,
-0.010157741,
-0.01374325,
0.033791803,
-0.028323358,
-0.0439784,
-0.04025582,
0.0040364033,
-0.008130521,
0.031656366,
-0.015063467,
-0.071219616,
-0.005111335,
0.021541912,
0.010258741,
-0.039188102,
-0.006521731,
-0.017083474,
0.0058111222,
0.025769494,
-0.0061321585,
0.016953615,
-0.0059626224,
-0.03483066,
-0.018223332,
-0.004501726,
-0.007347769,
0.01027317,
0.034138087,
-0.0036053485,
-0.05306842,
-0.015784899,
0.03462866,
-0.02706807,
-0.012891962,
-0.030155793,
-0.010193812,
-0.042997252,
0.010395813,
-0.016924758,
-0.06319731,
-0.042477824,
-0.004822762,
0.020878198,
-0.01275489,
-0.028020358,
0.03962096,
-0.011124457,
0.013281534,
0.0278905,
-0.014197751,
0.009515667,
-0.05277985,
0.025019208,
-0.009876383,
0.044468973,
-0.026115783,
-0.034368947,
0.04233354,
-0.06233159,
0.0219892,
0.026086925,
0.047037262,
-0.032089226,
0.0052051204,
0.017877046,
0.035234664,
0.017862618,
0.10238541,
-0.027342213,
0.034397803,
-0.012495175,
0.014832609,
0.026880497,
0.025639638,
-0.06498645,
0.0076399483,
0.01897362,
-0.0039534387,
0.01981048,
-0.02167177,
-0.0066046957,
0.040832963,
-0.013332034,
-0.006471231,
-0.0032265976,
-0.017516332,
-0.0018468619,
0.01493361,
-0.0020777197,
-0.026245639,
0.008224307,
-0.039332386,
-0.010460741,
0.03535009,
-0.039130386,
0.012394175,
0.024326634,
0.004411547,
0.0056307646,
0.02323006,
-0.03142551,
-0.0052916924,
-0.017747188,
0.004288904,
0.018540762,
0.0011903602,
0.014450251,
-0.004288904,
-0.06769903,
0.07179676,
0.0076832343,
-0.013772107,
-0.012668318,
-0.0006326043,
-0.06539045,
0.023720633,
-0.053472422,
-0.02207577,
-0.012625033,
0.024023633,
-0.013598964,
-0.006503695,
0.0035891165,
0.029405504,
-0.031771798,
-0.00069843483,
0.017256616,
-0.0071529825,
-0.04262211,
0.054771,
0.006377445,
0.05586757,
-0.054973,
-0.024283348,
-0.0080655925,
-0.013151676,
0.010684385,
-0.004072475,
0.037600953,
0.013310391,
0.039072674,
0.030126935,
0.05301071,
0.020041337,
0.0035602592,
0.0046568336,
0.0073441616,
-0.035956092,
0.014500752,
-0.012221032,
-0.0065541957,
-0.012213817,
0.010078384,
0.018208904,
-0.0115428865,
0.005785872,
0.044007257,
0.04230468,
-0.01451518,
-0.008628308,
-0.0133536775,
0.0327818,
-0.028842788,
-0.012769319,
-0.011449101,
-0.037774097,
-0.010042312,
0.015640613,
0.0066479812,
0.0042816894,
0.0220902,
-0.0029109719,
0.0068860534,
0.030963793,
-0.043112684,
0.036186952,
0.011319243,
-0.009443524,
-0.027024783,
0.014002965,
0.044555545,
-0.0011209225,
-0.033964943,
0.009977383,
0.0015609951,
0.015193325,
0.063139595,
0.02643321,
0.04109268,
0.0057786577,
0.0012246282,
0.005995087,
0.023518631,
0.06065787,
0.029665219,
0.056964148,
-0.029376647,
0.023922633,
-0.011766531,
0.022739487,
0.028482074,
0.032406654,
0.026462069,
0.029290076,
0.00006757774,
0.002846043,
-0.043516684,
0.049749844,
0.026923783,
0.020402053,
0.0015727184,
0.0116438875,
0.014580109,
0.024932636,
-0.0062475875,
0.022263343,
-0.040226962,
0.030588651,
-0.009696025,
0.0027829178,
-0.0447864,
-0.041525535,
0.014746038,
0.032348942,
-0.024831636,
-0.0075750197,
0.005309728,
0.025856066,
0.029809505,
0.009299238,
0.03506152,
0.043112684,
0.033560943,
-0.017126758,
-0.03546552,
-0.02540878,
-0.035638664,
-0.05280871,
-0.038293526,
0.015885899,
-0.013476321,
-0.020113481,
-0.04198725,
-0.058955293,
-0.0055369786,
-0.027327785,
-0.004840798,
-0.017675046,
-0.023071345,
0.014486323,
0.03341666,
0.007798663,
-0.036966097,
0.008354165,
0.006619124,
0.02954979,
-0.014132822,
-0.014067894,
-0.03990953,
-0.029290076,
0.015424183,
-0.012047888,
-0.0037550454,
-0.019594051,
-0.0116727445,
0.004822762,
-0.05866672,
-0.01992591,
-0.015308754,
-0.027197927,
-0.022248914,
0.036937237,
0.019348765,
-0.0057281577,
0.043112684,
0.039967246,
-0.04253554,
-0.00767602,
0.02197477,
0.023893775,
-0.02012791,
0.04573869,
0.02126777,
-0.0057353717,
-0.017545188,
-0.0021137912,
-0.01813676,
-0.009667167,
-0.030848365,
-0.046517834,
0.0027306143,
0.07624077,
-0.027443213,
-0.07779906,
-0.0066768387,
-0.035927236,
-0.02064734,
-0.027717358,
-0.0072648046,
0.033936087,
0.051163845,
0.019940337,
-0.071912184,
0.034484375,
0.014103965,
0.033734087,
0.012596175,
-0.059388153,
0.044238113,
0.003654045,
0.010460741,
0.0017197098,
0.022104628,
0.01389475,
0.010655528,
-0.029809505,
0.058551293,
0.027731786,
0.0027324178,
0.0271835,
0.0040436178,
-0.024543064,
-0.059676725,
0.056646716,
0.030617507,
0.014709966,
0.030675221,
-0.015784899,
0.005944587,
-0.013202177,
-0.019622907,
-0.03754324,
0.026274497,
0.0031454368,
0.025048064,
-0.042766396,
0.032348942,
0.042420108,
-0.030213507,
0.0047542267,
0.022479773,
-0.015958041,
0.035321236,
0.0044945115,
0.100653976,
-0.036533237,
-0.019608479,
0.00022837782,
-0.025264494,
0.015265468,
0.03402266,
0.024110205,
0.031165795,
0.015380897,
-0.013671107,
-0.040024962,
-0.0014347448,
0.01280539,
-0.0013472714,
-0.017054616,
-0.04025582,
-0.030098077,
0.022479773,
0.022364343,
0.054078426,
0.014904752,
0.027573071,
-0.0049093342,
0.027731786,
0.04697955,
-0.009270381,
-0.024745064,
-0.037802953,
0.055521287,
-0.015683897,
-0.0023410418,
-0.019983623,
0.000304128,
0.0005884167,
0.021801628,
-0.03206037,
0.031050365,
-0.022032486,
-0.008642737,
-0.00083956466,
0.040400103,
-0.028251216,
-0.028020358,
-0.01691033,
0.022999203,
0.03794724,
-0.04210268,
-0.0068788393,
-0.05526157,
0.015582898,
-0.014890324,
-0.03506152,
-0.0052051204,
-0.026159067,
0.011167743,
-0.011925245,
0.01887262,
0.048682127,
0.012300389,
0.014731609,
-0.03610038,
-0.018713905,
-0.015150039,
-0.0036468308,
0.01265389,
-0.034282375,
-0.0050536203,
0.038928386,
0.028280074,
0.02842436,
-0.010157741,
0.005378264,
-0.039245814,
0.024903778,
-0.032175798,
0.008895237,
-0.04011153,
0.0048263697,
-0.03985182,
-0.0076183053,
0.016434185,
-0.039649818,
0.0024348276,
0.04758555,
-0.047845267,
-0.05266442,
0.014349251,
-0.012148889,
-0.0053205495,
0.051048417,
-0.012827033,
-0.00085444417,
0.019695051,
0.002595346,
-0.021700628,
-0.027601928,
-0.06585217,
-0.010027883,
0.041121535,
-0.02924679,
0.007189054,
0.020012481,
0.020575196,
-0.026159067,
-0.023605203,
-0.0162899,
-0.039765246,
-0.00058165326,
0.010980171,
-0.021426484,
0.019218907,
0.04409383,
-0.04386297,
-0.005569443,
-0.047672123,
0.021484198,
0.007892449,
0.0066479812,
-0.018367618,
0.07860706,
-0.00048741643,
0.020200051,
-0.020575196,
-0.035378948,
-0.0055874786,
-0.035552092,
0.033589803,
-0.026404355,
-0.019680623,
0.030155793,
-0.012495175,
-0.024456492,
0.0098547395,
-0.0025682924,
-0.02509135,
0.017198902,
0.008945737,
0.0116078155,
-0.025596352,
-0.005526157,
0.06013844,
-0.024095776,
-0.06492874,
-0.034974948,
0.01691033,
0.01436368,
0.012264317,
0.012689961,
-0.009306452,
-0.032897227,
-0.058435865,
0.052895278,
-0.044526685,
-0.003412366,
-0.04770098,
-0.055175,
0.013014605,
-0.0015646023,
0.012711604,
-0.05580986,
-0.0081088785,
-0.045652118,
-0.0049814773,
-0.019998051,
0.008159379,
-0.025062494,
-0.012423032,
-0.045652118,
-0.004050832,
-0.029044788,
0.00049147446,
0.0052520134,
0.038004953,
0.001735942,
0.015914755,
-0.046488978,
-0.023071345,
-0.031800654,
-0.015106753,
0.0008639129,
0.0016060845,
-0.046662122,
0.022854917,
-0.073989905,
0.03483066,
-0.03090608,
-0.027674071,
-0.03491723,
-0.017819332,
0.03734124,
-0.012617818,
0.008137736,
-0.0270825,
0.03722581,
-0.01793476,
0.05081756,
-0.0057065147,
-0.047239266,
-0.054973,
-0.08709108,
0.046921834,
-0.027847216,
-0.0031093652,
-0.010864742,
-0.004765048,
0.037398953,
-0.047672123,
0.032377798,
0.07168133,
0.0060564084,
0.0015447629,
-0.03142551,
0.008628308,
0.017992474,
-0.057945292,
-0.02770293,
0.010763742,
-0.057599004,
0.01027317,
-0.02933336,
-0.071104184,
-0.005594693,
0.011023457,
0.06810303,
-0.045017257,
0.0030877222,
-0.005194299,
-0.039188102,
-0.04218925,
0.016996901,
0.019882623,
-0.0075750197,
-0.012610604,
0.005306121,
0.02944879,
0.018309904,
-0.037081525,
-0.041467823,
0.001344566,
0.05217385,
-0.027443213,
-0.06919961,
0.007697663,
0.024211206,
-0.027111355,
-0.03410923,
0.027818358,
0.0076255198,
-0.031194651,
-0.020907054,
0.026288925,
0.02529335,
-0.04798955,
-0.0080439495,
0.02416792,
-0.010532884,
-0.00039836488,
0.028539788,
0.011138886,
-0.017198902,
0.014890324,
0.010453527,
-0.016953615,
-0.0060095154,
-0.009010666,
-0.010013455,
-0.028265644,
-0.006503695,
0.018064618,
0.016737185,
0.005183478,
0.030242363,
-0.017804904,
0.085186504,
-0.009241524,
-0.014356466,
0.004627976,
-0.03110808,
-0.06169673,
0.012156103,
-0.005212335,
0.00663716,
-0.02043091,
-0.017588474,
-0.019998051,
0.03131008,
0.04914384,
-0.045248117,
-0.06579445,
0.034974948,
-0.03526352,
-0.022061342,
-0.023879347,
-0.035552092,
-0.009046738,
0.01228596,
-0.016073471,
-0.04582526,
0.02416792,
0.012423032,
-0.019767193,
-0.0025989532,
-0.013259891,
0.0015168075,
-0.032724086,
-0.0073838406,
-0.0073189116,
-0.0029452397,
0.0049309772,
0.012689961,
-0.029838363,
-0.0031851153,
0.0066876602,
0.009616667,
0.01037417,
0.0008724799,
-0.04729698,
-0.0018387458,
-0.027197927,
0.008823094,
-0.013663893,
0.032752942,
0.02913136,
-0.048768695,
0.0016737186,
0.010980171,
-0.019233335,
-0.039361246,
0.022537487,
0.033849515,
-0.017400902,
-0.00066777406,
-0.00777702,
0.029578649,
-0.049692128,
-0.045507833,
0.0056091216,
-0.007380233,
0.01213446,
0.026505355,
0.029492076,
0.0655636,
0.015366469,
0.041034963,
0.012372532,
-0.027659643,
0.016636185,
-0.0071998755,
0.00047884946,
0.0033762944,
0.0014554859,
-0.017400902,
-0.012812604,
0.03162751,
-0.0053638355,
-0.002386131,
0.00968881,
-0.036446664,
-0.0387841,
0.012257103,
0.052433565,
0.032377798,
0.014385323,
-0.030126935,
-0.0019839336,
0.0026386317,
-0.0070519825,
0.0040544393,
-0.048768695,
-0.06775675,
0.01885819,
-0.04025582,
0.010843099,
-0.032118082,
-0.012170532,
-0.025250066,
-0.016087899,
-0.003769474,
-0.00042677118,
0.024427634,
-0.007354983,
0.019882623,
-0.055088427,
-0.03491723,
0.011896388,
0.017891474,
-0.00609248,
-0.01917562,
0.022032486,
0.067583606,
0.013901965,
-0.013065105,
-0.06302416,
0.021484198,
0.022061342,
0.0012228246,
0.01732876,
0.031483226,
-0.01805019,
0.043718684,
-0.06977675,
0.025048064,
0.0042564394,
0.016188899,
0.031973798,
-0.010287598,
-0.0025177922,
0.03855324,
0.042650968,
-0.019983623,
-0.037802953,
0.015914755,
0.0019640944,
-0.00014575149,
-0.00782752,
0.014479109,
0.013952465,
0.051452417,
0.009421881,
-0.0010821456,
0.058147293,
0.044728685,
-0.0076255198,
0.013144462,
-0.0016223167,
-0.000049908333,
0.042160396,
-0.026736211,
-0.032002654,
-0.017184474,
-0.0012498782,
-0.039678674,
0.023244489,
-0.00012253044,
-0.023677347,
0.00095228816,
-0.012156103,
0.0026476497,
0.008188236,
-0.056646716,
-0.00066822494,
0.01917562,
0.0166939,
-0.005616336,
0.050846417,
-0.013440249,
0.036013808,
0.044122685,
0.034801804,
0.03869753,
0.012646675,
0.0134113915,
-0.0017602902,
0.030992651,
-0.024629636,
-0.003471884,
0.009753739,
-0.013649464,
-0.023302203,
-0.011687173,
-0.0052772635,
-0.006990661,
0.045046117,
-0.014991324,
-0.0046640476,
-0.03535009,
0.055492427,
-0.0043033324,
0.04325697,
0.05984987,
-0.04158325,
-0.016996901,
0.032291226,
0.0008724799,
-0.0028568646,
0.024211206,
0.07658705,
0.01865619,
0.07953049,
0.027039213,
0.0003079606,
0.025942639,
0.020820482,
-0.0021390412,
-0.036446664,
-0.015568469,
0.014818181,
0.01575604,
-0.0329838,
-0.052346993,
0.041871823,
0.0455944,
0.009212666,
-0.0219892,
0.003480902,
0.009530096,
-0.016679471,
-0.00068084995,
0.06065787,
-0.033647515,
0.020171195,
-0.013043462,
-0.008960166,
-0.046402406,
0.018324332,
-0.065101884,
0.059041865,
-0.030819507,
-0.02063291,
-0.016737185,
-0.05546357,
-0.033878375,
0.008592237,
0.004772262,
-0.007300876,
0.037196953,
0.05505957,
-0.015106753,
0.029073646,
0.004646012,
-0.00440794,
0.037774097,
0.055954143,
-0.00448369,
0.09742197,
0.050067272,
-0.011477958,
0.031454366,
0.0054648356,
0.032695226,
-0.017343188,
0.011492386,
0.020055765,
0.027529785,
-0.0063449806,
-0.051077276,
-0.04198725,
0.053241566,
-0.026375497,
-0.0017684064,
-0.054280426,
0.0133536775,
-0.053703282,
-0.00023221043,
-0.0027576678,
0.035956092,
0.01295689,
0.033041514,
-0.0038993314,
-0.06481331,
0.2474795,
0.06804532,
0.030992651,
0.03690838,
0.032810654,
0.048451267,
0.013548464,
-0.018425332,
-0.013483535,
-0.057079576,
0.04117925,
-0.0116006015,
-0.0034430267,
0.0164919,
-0.011506815,
0.0325798,
-0.034282375,
0.011023457,
0.018208904,
0.006846375,
-0.030357793,
0.03754324,
-0.006546981,
0.021902628,
-0.004451226,
-0.0067814463,
0.027847216,
-0.06879561,
-0.006045587,
-0.049518984,
0.03751438,
-0.03483066,
0.025899353,
-0.016881471,
-0.0032103655,
0.045276973,
-0.01213446,
-0.035956092,
-0.004480083,
-0.022725059,
-0.024716206,
-0.018728334,
0.01384425,
0.013534035,
-0.027270071,
0.06262016,
-0.011030671,
0.011716031,
0.054395854,
-0.04790298,
0.010085598,
-0.036331236,
0.0010262348,
-0.043516684,
-0.038437814,
-0.010179384,
-0.027962644,
-0.046921834,
0.027241213,
0.07029618,
0.015510755,
0.007654377,
0.03786067,
-0.035609808,
-0.034397803,
0.038610958,
0.029290076,
0.04368983,
-0.03546552,
-0.0053674425,
0.04409383,
-0.012177746,
0.021931484,
0.034570947,
0.012105603,
0.02550978,
0.023691775,
0.05826272,
0.037485525,
-0.076760195,
0.012560104,
-0.016030185,
-0.03705267,
-0.0056596217,
0.008938523,
0.063543595,
-0.03410923,
0.022234486,
-0.012055103,
0.011975745,
0.016001327,
0.047008406,
0.002871293,
0.012293175,
0.020459767
] | image_processor = processor.image_processor
def get_ocr_words_and_boxes(examples):
images = [image.convert("RGB") for image in examples["image"]]
encoded_inputs = image_processor(images)
examples["image"] = encoded_inputs.pixel_values
examples["words"] = encoded_inputs.words
examples["boxes"] = encoded_inputs.boxes
return examples
To apply this preprocessing to the entire dataset in a fast way, use [~datasets.Dataset.map]. |
[
0.01464273,
0.00799249,
-0.02723819,
0.006473985,
-0.03424772,
-0.014046175,
0.0012126011,
-0.020269336,
-0.0026709426,
0.039616723,
-0.010053319,
-0.023197882,
0.03028876,
-0.055262752,
-0.0048368466,
0.030939547,
-0.020323567,
-0.04493149,
-0.062096026,
-0.028932951,
0.014954567,
-0.020418474,
-0.07299672,
-0.03758301,
-0.044063773,
-0.015198613,
0.0052910424,
-0.02673654,
0.052334204,
0.064590715,
-0.04281643,
-0.005426623,
-0.022018328,
0.004762277,
-0.049053147,
-0.06686847,
-0.018506784,
-0.013551305,
-0.04810408,
-0.031454753,
0.036769524,
-0.0029488832,
-0.0013380134,
-0.021353982,
-0.0654042,
-0.005958778,
-0.014873218,
-0.011273547,
0.00884665,
-0.016527304,
-0.029448159,
0.031373408,
0.012798831,
0.011226093,
-0.014954567,
-0.015483332,
-0.015618913,
-0.019144015,
-0.03649836,
-0.0070434245,
0.035088323,
0.04208429,
0.0093550775,
-0.05086993,
0.007700992,
0.022696232,
-0.0041352157,
0.007531516,
-0.007151889,
-0.013680107,
-0.055235635,
0.015944308,
-0.024119832,
-0.027048377,
-0.025014665,
0.058191296,
-0.00090245996,
-0.0043860404,
0.0047080447,
0.017259441,
0.005301211,
0.045229767,
0.016147679,
0.018845737,
-0.005718122,
-0.043331638,
0.012853064,
-0.0035115439,
-0.06269258,
-0.03926421,
-0.01004654,
0.03763724,
-0.018520342,
0.02611287,
0.05271383,
0.017964462,
-0.04558228,
0.023591066,
0.016161237,
-0.01881862,
0.011009164,
0.06947162,
-0.0019218584,
0.042870663,
-0.022099677,
-0.034193486,
0.0014396991,
-0.0031675075,
-0.05688972,
-0.0021608197,
0.024526574,
0.016527304,
-0.007436609,
0.024499457,
0.019699896,
0.023780879,
-0.0074705044,
-0.00027942364,
-0.03798975,
-0.022750465,
0.017923787,
-0.0067892107,
-0.00039360812,
-0.048076965,
0.04300624,
-0.072942495,
-0.024702828,
0.038749006,
-0.011510814,
-0.0074637253,
0.007606085,
-0.025923057,
0.04232834,
0.05209016,
0.010378714,
-0.025041781,
-0.016974721,
0.00089907047,
-0.004769056,
-0.018344088,
-0.0025709516,
-0.03156322,
-0.0007685739,
0.10005866,
0.037664358,
-0.021408215,
0.024933316,
-0.043602798,
-0.02257421,
0.036688175,
-0.045555163,
-0.02639759,
-0.012222612,
0.004691097,
-0.010283806,
-0.0032674982,
-0.019632105,
0.037094917,
-0.02971932,
0.032946143,
0.009660135,
-0.016662885,
-0.035549298,
0.048429474,
0.0042436803,
0.04238257,
-0.047155015,
-0.005172409,
0.006182486,
-0.006460427,
0.0020642183,
-0.015347751,
-0.008643279,
0.0012126011,
0.048158314,
-0.0047453293,
0.047995616,
0.022059003,
-0.009327962,
0.018059367,
-0.04457898,
-0.04040309,
-0.0052673155,
0.0004762277,
0.018561017,
-0.011781975,
-0.0031302227,
0.0015210476,
-0.006070632,
0.038694773,
0.011978568,
0.0632349,
-0.013598758,
0.0069688554,
-0.033081725,
0.000330902,
-0.019835478,
-0.013842803,
-0.013063214,
0.009572008,
-0.0010499042,
0.051493604,
-0.030722618,
0.006812937,
-0.025204478,
-0.0022777582,
0.033651166,
0.050083563,
-0.025001107,
0.043629915,
0.04585344,
-0.0062028235,
-0.050761465,
-0.012432763,
-0.0013354713,
-0.0039589605,
0.000771116,
0.02866179,
0.026668752,
-0.0075450735,
0.04954124,
0.0024896031,
0.039887883,
-0.0021523458,
0.013530968,
-0.0025421407,
-0.031915728,
0.049351424,
0.011002385,
0.0107651185,
-0.011863324,
0.011415907,
0.010744781,
0.011029501,
0.022492861,
0.015998539,
0.021204844,
0.040159043,
0.0053961175,
0.0061960444,
0.004931753,
0.022899603,
0.038233798,
0.029475275,
-0.01259546,
0.008528035,
-0.016405283,
-0.020676078,
-0.029529506,
0.027251748,
-0.028119465,
0.020472707,
-0.029827785,
-0.04493149,
-0.027875422,
-0.0397523,
0.044063773,
0.050707236,
-0.027590701,
-0.0050334386,
0.04769734,
-0.002001512,
0.008290769,
-0.0434401,
0.03430195,
0.04449763,
0.018222066,
0.025990847,
-0.03340712,
-0.041569084,
0.009592344,
-0.02165226,
-0.055805072,
-0.0059113246,
-0.06014366,
-0.025136687,
0.018588133,
-0.03411214,
0.047860038,
-0.022031887,
0.0031810654,
-0.0155917965,
-0.0073823766,
0.047290597,
0.04289778,
-0.0053825593,
-0.033298653,
0.01797802,
-0.0046605915,
0.021272633,
0.0074840626,
-0.013856362,
0.017842438,
-0.025150245,
0.008365338,
0.008460244,
0.0076467595,
-0.024729945,
-0.04289778,
0.05038184,
-0.016500188,
0.025326502,
-0.0189542,
0.017150976,
-0.031888615,
0.017544162,
0.021381099,
-0.03530525,
0.050083563,
0.032729216,
-0.017259441,
0.013693665,
-0.026167102,
0.049839515,
-0.032756332,
0.042924892,
0.042301223,
-0.022099677,
-0.043602798,
-0.046802506,
-0.047290597,
0.024187623,
-0.032946143,
-0.014941009,
-0.0046233064,
0.038043983,
-0.014127524,
-0.015008799,
0.018886412,
-0.0417589,
0.011300663,
-0.045528047,
-0.02441811,
0.05781167,
0.042870663,
0.025367174,
-0.045446698,
0.042274106,
-0.020635404,
0.028797371,
0.0059282724,
0.0060028415,
0.069742784,
0.026329799,
-0.02158447,
0.00049995433,
0.057757437,
-0.022777582,
0.016540863,
-0.0053317165,
0.018086484,
0.008785638,
0.004996154,
-0.0048504043,
0.011727743,
0.02626201,
0.00686378,
0.037013568,
0.026709426,
0.01118542,
0.012493774,
0.0043758717,
-0.01259546,
0.048727755,
-0.028688906,
-0.037610125,
-0.021801399,
0.03015318,
0.026628077,
-0.038667656,
0.016866257,
0.03332577,
-0.023699531,
0.011266768,
-0.020215103,
-0.030668385,
0.01889997,
0.022126794,
0.055425446,
-0.011314221,
-0.017625509,
-0.002872619,
0.00665024,
-0.0017193345,
0.03834226,
-0.010344818,
-0.0042267325,
0.014818986,
-0.0672481,
-0.0013371661,
-0.009734704,
0.02002529,
0.004569074,
-0.027292423,
-0.03142764,
-0.054937355,
0.018520342,
0.02420118,
0.008331442,
-0.025462082,
0.027089052,
-0.025001107,
-0.022899603,
0.050897047,
0.001989649,
0.0010854941,
-0.034681577,
0.043467216,
0.005036828,
0.0015024052,
0.00644009,
-0.0040301406,
-0.008616162,
0.033434235,
-0.028688906,
0.011449802,
-0.011070176,
0.032946143,
-0.019713454,
-0.025950173,
-0.062312953,
-0.023957135,
-0.060740218,
0.009294067,
0.017232325,
-0.024933316,
-0.009212718,
-0.017489929,
0.008731406,
0.04748041,
0.014520708,
-0.06312644,
-0.022587769,
0.003708136,
-0.053120572,
0.02703482,
0.045229767,
-0.054828893,
0.0023591067,
-0.051547837,
0.019130457,
0.04189448,
-0.02765849,
-0.056672793,
0.006989192,
-0.0062096026,
0.0034149424,
0.0007173074,
-0.01789667,
0.004189448,
0.035278134,
-0.07619643,
0.028173698,
-0.053608663,
-0.021814957,
-0.039508257,
0.013612316,
0.005989284,
-0.0020964188,
-0.046938088,
-0.051113978,
-0.03221401,
0.06914623,
-0.053012107,
-0.055072937,
-0.021150611,
0.02589594,
-0.018927086,
0.01677135,
0.01819495,
-0.029041415,
0.047507524,
0.00043936665,
-0.023387695,
0.03948114,
-0.0325394,
0.020784542,
0.02950239,
-0.008968673,
-0.0061146957,
-0.05371713,
0.0038098216,
0.025787476,
0.0017134029,
0.01960499,
-0.070502035,
-0.009985529,
0.019971058,
-0.017557718,
-0.0059926733,
0.04598902,
-0.0053656115,
0.014710521,
0.035006974,
0.0073891557,
-0.034790043,
-0.020865891,
0.0038538855,
0.05528987,
0.03771859,
0.017503487,
-0.024214737,
-0.046639808,
0.009517775,
-0.025299385,
-0.04281643,
-0.00028238946,
-0.039426908,
-0.003616619,
0.016364608,
-0.03465446,
-0.029990481,
-0.00035145096,
0.014805428,
0.02371309,
-0.029122764,
-0.013205574,
-0.012107369,
0.016947605,
0.05355443,
-0.007151889,
-0.07527448,
-0.029393926,
0.009192381,
-0.006063853,
-0.014005501,
0.028824486,
-0.037338965,
-0.04240969,
-0.028038118,
0.04994798,
-0.05255113,
0.012927633,
-0.01598498,
-0.044551864,
0.0027946602,
0.007151889,
0.060252126,
-0.057432044,
-0.021476004,
-0.018303413,
0.023265673,
-0.05491024,
-0.02052694,
-0.02534006,
-0.017300116,
-0.033949442,
0.02822793,
-0.001606633,
0.0033522362,
-0.017720416,
0.027794072,
0.014249546,
0.013097109,
-0.05623893,
-0.0397523,
-0.021896306,
-0.0058570923,
-0.021435332,
0.07207477,
0.009178823,
0.024445225,
0.020865891,
0.020269336,
-0.05059877,
0.004558906,
-0.04387396,
-0.0024845188,
0.040159043,
-0.015130822,
0.01309033,
0.0075993063,
0.07196631,
0.0014024143,
0.059764035,
-0.032946143,
0.006165539,
-0.0650788,
-0.10060098,
0.051113978,
-0.025651895,
0.0028709243,
-0.0043385867,
0.002950578,
0.02116417,
-0.04691097,
0.029095648,
0.05477466,
0.020730311,
-0.017530603,
-0.04818543,
0.011910777,
0.013253027,
-0.0353866,
-0.021218402,
0.016662885,
-0.007829794,
0.038884584,
-0.012161601,
-0.04232834,
0.0027336488,
-0.029665088,
-0.0017040817,
0.03196996,
0.041270807,
-0.02129975,
-0.046666924,
-0.008046723,
0.014615615,
0.04118946,
0.023360578,
0.019211804,
0.003979298,
-0.0059282724,
0.01514438,
-0.025516314,
-0.022262374,
-0.017096743,
0.037691474,
0.010548189,
-0.02058117,
-0.012561565,
0.029475275,
-0.027021261,
-0.056510095,
0.009639798,
0.020269336,
-0.050761465,
-0.035766225,
-0.009294067,
-0.023699531,
-0.012873401,
-0.0081484085,
0.060469054,
-0.029665088,
-0.004860573,
0.0035081543,
-0.028634673,
-0.053961173,
0.012676809,
0.03112936,
0.0022675896,
0.0011236263,
-0.04493149,
-0.02858044,
-0.03587469,
-0.023550391,
0.043846842,
0.0061790966,
0.047995616,
0.019482967,
0.034979858,
0.0746237,
-0.00034424823,
0.024675712,
-0.021801399,
-0.009985529,
-0.044470515,
-0.005989284,
-0.00046224592,
0.0125751225,
0.036254317,
-0.036417015,
0.016418839,
0.071098596,
0.023780879,
-0.020906566,
-0.08970028,
0.0076332013,
-0.028119465,
-0.012209055,
0.017218767,
0.020337125,
-0.0070095295,
0.03595604,
-0.001174469,
0.01309033,
-0.00038216848,
0.0073010284,
-0.035006974,
-0.03920998,
-0.03465446,
-0.004230122,
-0.02547564,
-0.03462735,
-0.029095648,
-0.027116168,
0.008222978,
0.043548565,
-0.011049839,
-0.004891079,
0.018466111,
0.040294625,
-0.027482236,
0.0041047097,
-0.004280965,
0.029041415,
0.0062367185,
0.0076603172,
-0.03834226,
0.027672049,
0.03912863,
-0.04048444,
0.022194583,
-0.015551122,
0.028987184,
-0.043629915,
0.02723819,
0.035495065,
-0.040728483,
0.011937893,
0.008697511,
-0.009273729,
-0.015171496,
0.010466841,
-0.014954567,
-0.019469408,
0.006975634,
0.025177361,
0.016662885,
0.02822793,
0.0076603172,
-0.008094176,
-0.0012176854,
0.035820458,
0.023672415,
0.010358376,
0.01881862,
-0.029448159,
-0.0003944555,
-0.0071654473,
0.034925625,
0.035006974,
-0.014615615,
0.029475275,
0.005301211,
-0.0052198623,
-0.011897218,
0.005582541,
0.04918873,
0.03644413,
0.029258346,
-0.0068570008,
0.01167351,
-0.022858929,
-0.05455773,
0.0024116442,
-0.047643106,
-0.017584834,
0.020838775,
-0.05320192,
-0.02618066,
0.0094771,
0.032159775,
-0.0154291,
0.006023179,
-0.023021627,
0.02844486,
0.0050503863,
0.04132504,
0.01719165,
-0.053337503,
-0.053934056,
-0.00046817758,
0.018181391,
-0.00997875,
-0.0060163997,
0.020648962,
0.0379084,
0.004840236,
-0.0112328725,
-0.041786015,
-0.013619095,
0.015049473,
0.05255113,
0.005287653,
0.010887141,
-0.02844486,
0.0372305,
-0.03644413,
0.013598758,
-0.00856193,
0.009680472,
-0.0073891557,
0.010270248,
0.0078094564,
0.02554343,
0.03148187,
-0.019577874,
-0.0056842268,
0.031373408,
0.012324299,
0.0030404003,
0.041135225,
-0.007978932,
0.059601337,
0.046151716,
0.05030049,
-0.025218036,
0.067193866,
0.022547094,
-0.05116821,
-0.0004893621,
0.0035895028,
0.04975817,
-0.0068739485,
-0.0047080447,
-0.032322474,
-0.020513382,
-0.013036097,
-0.0094228685,
0.024892643,
-0.013619095,
0.008372117,
-0.026248451,
-0.006206213,
0.020554055,
0.015632471,
-0.01485966,
0.012466658,
0.007931479,
0.050436072,
0.016798466,
0.0100262035,
-0.047588874,
0.032919027,
0.011009164,
-0.003636956,
0.015483332,
0.029746436,
-0.0070163086,
-0.010941374,
0.030641269,
-0.003233603,
0.02158447,
-0.0014473255,
-0.035847574,
-0.06404839,
0.018384762,
0.0023946967,
-0.014683405,
-0.011490476,
-0.00010105009,
-0.00516563,
-0.07744378,
0.03389521,
-0.05122244,
0.055642378,
0.030966664,
-0.02589594,
-0.03389521,
0.02569257,
-0.0032369925,
0.048998915,
0.042762198,
0.08259585,
-0.003986077,
0.06242142,
0.012188718,
-0.023930019,
0.013863141,
0.017910229,
-0.046802506,
-0.052035928,
0.008677173,
-0.019306712,
0.013625874,
-0.03964384,
-0.061445236,
0.033949442,
0.0042979126,
-0.0008024691,
-0.007904363,
0.056510095,
0.014873218,
-0.024228295,
0.014425801,
0.05824553,
0.04959547,
-0.025882382,
0.0017439085,
0.018018693,
-0.049785286,
0.029854901,
-0.043548565,
0.05271383,
-0.020337125,
-0.015618913,
0.020689636,
-0.04056579,
-0.029095648,
0.005002933,
-0.019564316,
0.01875083,
0.03671529,
0.039942116,
0.009334741,
0.04105388,
0.0043555344,
0.0041521634,
0.058137063,
0.0335427,
0.018805062,
0.056347396,
0.042274106,
-0.010243133,
-0.016934047,
0.028255047,
0.0075993063,
-0.0019862594,
-0.007111215,
0.014086849,
-0.017300116,
-0.0335427,
-0.037935518,
0.024675712,
-0.0024404551,
-0.0031929289,
-0.021855632,
-0.040809833,
-0.0039521814,
-0.072345935,
-0.052171506,
-0.0076399804,
0.008358559,
-0.0032946144,
-0.026519611,
-0.0071925637,
-0.036932223,
0.21313308,
0.055072937,
-0.027550027,
0.016567979,
0.037881285,
0.09913671,
-0.0050910604,
-0.017815322,
0.0066197347,
-0.023835111,
-0.012907296,
-0.012697145,
0.03424772,
0.026234893,
-0.02639759,
0.00983639,
-0.05829976,
0.020784542,
-0.012724262,
-0.044470515,
-0.05135802,
0.06122831,
0.006497712,
0.049242962,
0.030261643,
0.036959335,
0.011409128,
-0.041948713,
0.014330895,
-0.013253027,
0.045880556,
-0.0053961175,
0.024567248,
-0.021801399,
0.008880545,
0.03129206,
0.00079569005,
-0.0343833,
-0.016717117,
0.01302254,
-0.0049690376,
-0.029746436,
0.032186892,
-0.034139257,
0.003233603,
0.04013193,
-0.032946143,
0.01819495,
0.06149947,
-0.039942116,
0.034193486,
-0.056781255,
0.01740858,
-0.014547824,
-0.034356184,
-0.006416363,
-0.08205353,
-0.042301223,
-0.008602604,
-0.004131826,
0.02738733,
-0.0023608014,
0.01593075,
0.02928546,
-0.006328236,
0.010731223,
-0.01868304,
0.055913538,
-0.018262738,
-0.005141903,
0.042463917,
-0.001517658,
-0.012405647,
-0.026221335,
0.0019235532,
0.04300624,
-0.00842635,
0.033081725,
-0.00757219,
-0.07749801,
0.04032174,
-0.03899305,
0.023550391,
-0.04436205,
0.049920864,
0.044714563,
0.0054232334,
0.0038810016,
-0.008467023,
0.014263105,
0.022275932,
0.03763724,
-0.0048063407,
0.026302682,
0.020147312
] | from transformers import AutoProcessor
processor = AutoProcessor.from_pretrained(model_checkpoint) |
[
0.0453993,
0.004029115,
-0.015549696,
0.002090853,
-0.015157321,
-0.02521376,
-0.040109497,
0.027422689,
-0.00048274905,
0.0571415,
0.0020018418,
-0.0021017522,
-0.0054678256,
-0.035953224,
-0.029820539,
-0.025315488,
-0.041853387,
0.006158116,
-0.015738618,
-0.03287235,
0.016726824,
0.0256352,
-0.026492614,
0.0088865785,
-0.015229983,
0.007883841,
-0.01527358,
-0.0029101183,
0.025678799,
0.019953022,
0.057112437,
0.0044178576,
0.007357041,
-0.031884145,
-0.016072864,
-0.055310417,
0.02628916,
-0.022917638,
-0.00898104,
-0.033162996,
0.023004832,
-0.031709753,
-0.008574132,
-0.028454492,
-0.05438034,
-0.013544221,
0.008101827,
0.016930277,
0.007803913,
-0.064291455,
-0.0028665212,
-0.0025722396,
0.03348271,
0.018543376,
-0.040283885,
0.0025468078,
0.015055594,
0.0121055115,
-0.025315488,
-0.0049809893,
0.05257832,
0.05438034,
-0.011407955,
-0.0034332857,
0.0042543677,
0.041533675,
0.031535365,
-0.029079385,
0.030023994,
-0.017162796,
-0.028425427,
-0.026855925,
-0.011931122,
-0.041155834,
-0.04449829,
0.019633308,
0.04048734,
-0.047811683,
0.036214806,
0.03708675,
-0.00089147355,
0.045835275,
0.006307073,
-0.030053059,
0.012795801,
-0.012766737,
0.054700054,
0.051008817,
0.016610563,
-0.02928284,
-0.040371083,
0.02766974,
0.009053702,
0.02826557,
0.061443098,
-0.006412433,
0.026085706,
-0.008792118,
0.029428164,
-0.0014850324,
0.032959543,
0.031767886,
-0.013849403,
0.0028647047,
-0.008457872,
0.036214806,
0.020040216,
-0.010005576,
-0.03191321,
-0.026405418,
0.014576023,
0.015971137,
0.005278904,
0.018514311,
0.007956504,
0.051851697,
-0.0019473452,
-0.0071426877,
-0.049264926,
-0.006336138,
0.018732298,
0.0042689005,
-0.011989252,
-0.0010481513,
0.014060123,
-0.0213772,
-0.043568216,
0.036970492,
-0.046387505,
0.002659434,
-0.013820338,
0.0453993,
0.028352764,
0.007313444,
0.02312109,
-0.0069719316,
-0.033279255,
-0.055659194,
0.059146978,
-0.0031426372,
0.06330325,
-0.057170566,
0.0096132,
0.06464023,
-0.004741204,
-0.065105274,
-0.009918381,
0.020534318,
-0.01719186,
0.04083612,
-0.019735035,
0.02934097,
0.039557267,
-0.0030027626,
0.023397207,
-0.009874783,
0.009184494,
-0.0125996135,
0.029820539,
-0.034064006,
-0.023426272,
-0.018993882,
-0.03202947,
0.04150461,
-0.026565276,
0.05731589,
-0.015883943,
-0.03077968,
0.013958395,
-0.007059126,
-0.02623103,
-0.016843082,
0.0047157723,
0.038365606,
-0.021537056,
0.03659265,
0.06446584,
0.010608671,
0.006568657,
0.005224407,
-0.013289904,
-0.005275271,
-0.025170162,
0.005104515,
-0.025431747,
0.035836965,
0.030023994,
-0.021740511,
-0.02454527,
-0.008799384,
0.07696373,
0.008741255,
-0.022002093,
0.009591402,
-0.021333601,
-0.00057266845,
-0.023440804,
0.044178575,
0.0060491227,
-0.020519786,
-0.013871201,
0.014481563,
-0.007015529,
0.0016503386,
-0.01003464,
-0.020970292,
0.026870457,
0.032145727,
-0.038685318,
0.013536955,
0.018543376,
0.044062316,
-0.0073497747,
-0.037464596,
-0.0052934363,
-0.0043197637,
-0.04725945,
0.011996518,
-0.032901414,
-0.028556218,
0.0014305357,
0.036563586,
0.00027906802,
0.04025482,
-0.014895737,
-0.039731655,
-0.0020072914,
0.08016086,
0.0037566323,
0.07324343,
0.013239041,
0.034005877,
0.031070327,
0.035604443,
-0.00994018,
0.05731589,
-0.010913853,
0.021391733,
0.04246375,
0.0014387103,
-0.0060745543,
0.005111781,
0.033162996,
0.048422046,
-0.008799384,
-0.0024614297,
0.01784582,
0.03185508,
-0.034267463,
0.04513772,
-0.04269627,
0.06830241,
-0.0106595345,
0.02641995,
-0.04897428,
-0.0384528,
0.0022961234,
0.05998986,
-0.059379496,
-0.02659434,
-0.03676704,
0.012781269,
0.008588664,
-0.012497887,
0.02659434,
0.016712291,
0.074580416,
0.027102975,
-0.025591603,
-0.036040418,
0.0024214655,
-0.028817803,
-0.03449998,
0.0081454255,
-0.02168238,
-0.05900165,
-0.030401837,
-0.009387948,
-0.04894521,
-0.039441004,
0.013951129,
0.019342659,
0.0088066505,
0.003273429,
-0.03557538,
0.0028701543,
-0.046096858,
-0.02101389,
0.009104565,
0.05952482,
-0.049381185,
0.003745733,
-0.016566966,
-0.047898877,
-0.020752305,
0.03246544,
-0.017467977,
-0.0008188114,
-0.019604243,
-0.017526107,
-0.016203655,
-0.025199227,
-0.022539794,
-0.009954712,
-0.049671832,
0.027597077,
0.05060191,
-0.020461656,
0.03496502,
0.02772787,
-0.03139004,
0.0005912881,
0.015942072,
-0.009017371,
-0.023586128,
0.036476392,
0.032523572,
0.022917638,
-0.050950687,
-0.047346644,
-0.03333739,
-0.008566866,
0.01701747,
-0.01826726,
0.026870457,
0.029457228,
-0.0118584605,
-0.060978062,
0.027393624,
-0.051851697,
-0.0592923,
-0.013791272,
0.0063979006,
0.036331065,
0.023687854,
0.047927942,
-0.025141098,
-0.022074755,
-0.013209975,
0.038946904,
0.018020209,
-0.06591909,
-0.011015579,
0.001713918,
0.038685318,
-0.011022845,
-0.0068702046,
-0.019052012,
-0.014510628,
-0.0010890237,
0.010448814,
0.022350872,
-0.019429855,
-0.03508128,
0.05150292,
0.023368143,
0.022074755,
0.022350872,
0.04246375,
0.014634154,
0.02999493,
0.056850854,
-0.012984723,
-0.030256512,
0.0060127913,
-0.06708168,
0.0072480477,
0.009889317,
0.003978252,
-0.06760485,
0.040342018,
0.041649934,
0.030954069,
0.018485246,
0.000109220266,
-0.047811683,
0.0043197637,
0.031012198,
0.074754804,
-0.0020763204,
-0.026725132,
-0.017656898,
0.02730643,
-0.013246307,
0.034296528,
0.047346644,
-0.014299908,
0.0034260196,
-0.008101827,
-0.020970292,
-0.04630031,
-0.035197537,
0.049497444,
-0.010114569,
-0.0045086853,
0.009576869,
0.005431494,
0.021885835,
0.07521984,
0.011785798,
0.011938388,
-0.02233634,
0.001815645,
0.029355502,
-0.00384746,
-0.020577917,
-0.05658927,
0.019124674,
-0.026667003,
0.042056844,
-0.05083443,
0.021231875,
-0.0042107706,
0.041853387,
0.021115616,
-0.0128902625,
-0.07022069,
-0.037028622,
-0.0219149,
0.01719186,
-0.01538984,
-0.024530737,
0.0035132142,
-0.0003764807,
0.033686165,
-0.04670722,
0.0097149275,
-0.0384528,
0.002688499,
-0.0012961108,
-0.017148264,
-0.023484401,
-0.021653315,
-0.026914055,
-0.049177732,
0.024632463,
0.049671832,
-0.0014069205,
0.019851295,
-0.035110343,
-0.020708708,
-0.023251882,
-0.01329717,
0.011131839,
-0.00045027817,
0.02730643,
0.028904997,
0.018107403,
-0.032901414,
-0.05228767,
0.0074987323,
-0.013057386,
-0.0015913007,
-0.011044644,
0.012505153,
-0.04688161,
0.0051481123,
0.0315063,
0.033569906,
0.019807698,
0.008872046,
0.0022052957,
0.029878668,
-0.0068011754,
-0.043045048,
0.02569333,
-0.01260688,
0.0384528,
-0.004966457,
-0.045660883,
0.012272635,
0.013231775,
0.016218187,
-0.013551488,
-0.025402682,
-0.0017339002,
-0.0137549415,
0.0024250988,
-0.053508393,
0.040632665,
-0.011923856,
0.035546314,
0.0065940884,
0.0072080838,
-0.04670722,
-0.062547565,
-0.01772956,
0.0192264,
-0.013558754,
-0.004555916,
0.007629524,
-0.01458329,
-0.00018245008,
-0.017104667,
-0.011386156,
-0.04903241,
-0.02035993,
-0.044236705,
0.014670485,
0.034238398,
0.041155834,
-0.02676873,
-0.005068184,
0.0026321858,
-0.009540538,
0.004875629,
-0.039121293,
-0.06283821,
0.024661528,
0.0012797618,
-0.0071753855,
0.042434685,
0.0007048227,
-0.012926593,
-0.032610767,
-0.027262833,
0.009242623,
0.009584135,
-0.02448714,
0.031128457,
0.016508836,
-0.062373176,
0.025620667,
-0.012803067,
0.01748251,
0.00715722,
0.050456583,
0.009896583,
-0.030140253,
-0.02496671,
-0.00010711988,
-0.027015781,
-0.0124760885,
-0.039063163,
0.006201713,
-0.000059605656,
0.04586434,
0.04342289,
-0.05036939,
-0.0057730065,
-0.05804251,
0.03403494,
-0.0008905653,
-0.01796208,
-0.037813373,
-0.03077968,
0.025431747,
0.030169317,
-0.015782215,
0.013805806,
0.0027339128,
-0.026870457,
-0.0031008564,
0.0123525625,
-0.031244718,
0.008799384,
-0.007934705,
-0.003811129,
-0.008007367,
0.009489674,
-0.027655208,
0.026260095,
-0.040748924,
-0.020665111,
-0.026390886,
0.013936597,
-0.060919933,
-0.015477034,
0.009417012,
0.024894048,
-0.03987698,
0.0047121393,
0.040167626,
0.022263678,
0.023760518,
0.01688668,
-0.024065698,
-0.04228936,
-0.04499239,
0.043481022,
-0.014038324,
0.018703233,
0.003371523,
-0.020868564,
0.043335695,
-0.06812801,
0.024806852,
0.019269997,
0.020403527,
0.054816313,
-0.037958696,
-0.008872046,
-0.009228091,
-0.012301699,
0.025300955,
0.0113207605,
-0.0512704,
0.031651624,
0.011727668,
-0.051648244,
-0.019153738,
0.02323735,
0.04981716,
-0.024370879,
0.055136025,
-0.017104667,
-0.067953624,
-0.002764794,
-0.00038919656,
0.020563385,
-0.017773157,
0.011938388,
0.03586603,
-0.031709753,
-0.033744294,
0.01421998,
0.0036476392,
0.009228091,
0.026245562,
-0.0065250597,
0.0031426372,
0.083590515,
0.075684875,
-0.033628035,
-0.037348337,
0.02293217,
0.011226299,
0.052374866,
-0.038539995,
0.005544121,
0.04624218,
-0.054118756,
0.005787539,
-0.037900567,
-0.025053903,
-0.034209333,
-0.009351617,
-0.0043161307,
-0.06975565,
0.055252288,
0.02204569,
-0.04313224,
-0.017555172,
-0.017075602,
-0.03438372,
-0.01057234,
0.010986514,
0.017133731,
0.016189123,
-0.007971036,
0.016000202,
0.04008043,
0.05382811,
-0.03723208,
-0.03502315,
0.029442696,
-0.04342289,
-0.0043742605,
-0.006950133,
0.02143533,
0.008203555,
0.00838521,
-0.023324545,
-0.0012879363,
0.01473588,
0.04336476,
-0.034093075,
-0.079114534,
0.016130993,
-0.017715028,
-0.029965864,
-0.03191321,
-0.017642366,
-0.011298962,
0.01611646,
-0.029588021,
0.0011407955,
-0.030459967,
0.023440804,
-0.05539761,
0.00245598,
-0.052200478,
-0.011291696,
-0.0071971845,
0.012330764,
-0.014699549,
-0.0038038627,
0.009380681,
0.008712189,
-0.03133191,
0.032988608,
-0.023455337,
0.029558955,
-0.03792963,
0.01874683,
-0.038772516,
-0.009060968,
0.007353408,
0.011807596,
-0.08039338,
0.029718813,
0.03653452,
-0.0047484706,
-0.015854876,
-0.024109297,
-0.0067285136,
-0.036272936,
0.0014832158,
0.023847712,
-0.015259048,
0.022452598,
-0.0272483,
-0.016000202,
-0.051531985,
-0.021813173,
0.023077494,
-0.0010844823,
0.027102975,
0.027262833,
0.0438298,
0.069465,
0.018165532,
-0.03354084,
0.020505253,
0.048858017,
0.022728715,
0.04714319,
-0.022409001,
0.031273782,
-0.024705125,
0.0030772414,
0.015767682,
0.06126871,
-0.050630976,
-0.010608671,
-0.014772211,
-0.018848557,
-0.029413631,
0.01778769,
-0.0147867445,
0.039121293,
0.033424582,
0.008646794,
-0.0024178324,
0.03173882,
-0.0358079,
0.010913853,
-0.044876132,
-0.049003344,
0.005540488,
-0.030023994,
0.015782215,
-0.026783261,
-0.038423736,
0.029878668,
0.013311703,
0.014212714,
0.011960187,
0.033453647,
-0.022888571,
-0.007825712,
-0.00020072915,
0.012897529,
-0.03833654,
-0.008029166,
-0.018281793,
-0.042114973,
-0.0034024045,
0.028890464,
0.0023615193,
0.018659636,
-0.028730607,
0.03760992,
-0.0022924903,
0.0033351919,
0.01688668,
0.02448714,
-0.0063506705,
0.007015529,
-0.047114126,
0.025853187,
-0.020476189,
0.014423434,
-0.009591402,
0.0012343479,
-0.027480818,
0.00084424316,
0.031041263,
-0.011894791,
-0.03066342,
-0.001779314,
0.0026648836,
-0.015782215,
-0.006510527,
-0.010354354,
0.056618333,
0.005627682,
0.040748924,
0.0009337084,
0.03202947,
0.00002670901,
0.003627657,
-0.030401837,
0.0042652674,
-0.0016158242,
0.023760518,
-0.013021054,
-0.009932914,
-0.030314641,
-0.00035150305,
-0.02580959,
0.045166783,
0.011328027,
0.007891107,
-0.008537801,
-0.047026932,
0.036272936,
0.008944709,
-0.033017673,
-0.052898034,
-0.026855925,
0.037813373,
-0.013922065,
0.0023905842,
-0.027960388,
0.015084659,
0.018601507,
-0.015462502,
0.049003344,
-0.02444354,
0.046620026,
0.02041806,
-0.009693129,
-0.0060418565,
0.026812326,
-0.047898877,
-0.035197537,
-0.042492814,
0.011131839,
-0.01581128,
-0.017555172,
0.05583358,
-0.07074385,
-0.031302847,
-0.0272483,
0.036331065,
-0.029733345,
0.003542279,
0.05066004,
-0.0577228,
-0.019793166,
0.005856568,
0.035633508,
0.024646996,
0.032000404,
0.04414951,
0.022539794,
0.023702389,
0.046387505,
0.0059837266,
0.013951129,
-0.021246407,
0.015971137,
-0.009526006,
-0.013675014,
-0.008733989,
0.009446077,
-0.021885835,
0.0049991547,
0.0059437626,
0.004076346,
-0.003912856,
-0.052665513,
-0.017918482,
0.007324343,
-0.022656053,
0.03223292,
0.058304094,
-0.026841393,
0.033279255,
-0.022234613,
0.035110343,
-0.011139105,
0.004842931,
-0.03089594,
0.04493426,
-0.0700463,
-0.04377167,
-0.04162087,
-0.0020963026,
-0.020970292,
-0.007019162,
0.014212714,
-0.04551556,
-0.009678596,
-0.0032588968,
0.0031589863,
0.01730812,
-0.04714319,
0.055920776,
0.07713812,
0.028904997,
-0.0065977215,
0.07196458,
0.032494504,
0.004014583,
0.0208395,
0.014561491,
0.060396764,
-0.008995572,
0.015433437,
0.0020817702,
-0.022394469,
-0.0046503767,
-0.03935381,
-0.033628035,
0.042492814,
0.026550744,
-0.007011896,
-0.01993849,
-0.029195646,
-0.08132346,
-0.023440804,
-0.024646996,
0.04798607,
-0.05583358,
0.04313224,
-0.021246407,
-0.072080836,
0.24995774,
0.05156105,
0.029195646,
0.04150461,
0.015782215,
0.0710345,
0.02168238,
-0.057054307,
0.038365606,
-0.03813309,
0.009264422,
-0.018601507,
-0.0071681193,
0.014081921,
-0.011066443,
0.028992191,
-0.03964446,
0.024894048,
0.046939738,
-0.018819492,
-0.026696067,
0.029849604,
-0.022554327,
-0.006030957,
0.020040216,
0.029733345,
0.051851697,
-0.0050972486,
0.020156475,
-0.02766974,
0.0128902625,
-0.0042471015,
0.08545067,
0.009976511,
0.019008415,
0.010506945,
-0.0064923614,
-0.05048565,
0.01180033,
0.009896583,
0.018180065,
-0.024269152,
0.0061871805,
0.007433336,
-0.018238196,
0.013318969,
-0.009337084,
0.011611409,
0.059641078,
-0.052229542,
-0.0023633358,
-0.0060854536,
0.048218593,
-0.017947547,
-0.0700463,
-0.011044644,
0.0031862345,
-0.01809287,
-0.025736928,
0.027393624,
0.02976241,
0.032174792,
-0.023949439,
0.03839467,
-0.055019766,
0.021086551,
0.03246544,
0.028105713,
-0.035110343,
-0.0048574638,
0.0128902625,
-0.024632463,
-0.017744092,
0.00018767266,
0.010354354,
-0.039673526,
-0.01569502,
0.0024577966,
0.03223292,
-0.031593494,
0.005551387,
0.016130993,
-0.042550944,
0.013893,
0.020141942,
0.041213963,
-0.028381828,
0.022161951,
-0.06347764,
-0.010194497,
-0.00078793,
0.025024839,
-0.0077167186,
0.010238094,
-0.009976511
] |
def subfinder(words_list, answer_list):
matches = []
start_indices = []
end_indices = []
for idx, i in enumerate(range(len(words_list))):
if words_list[i] == answer_list[0] and words_list[i : i + len(answer_list)] == answer_list:
matches.append(answer_list)
start_indices.append(idx)
end_indices.append(idx + len(answer_list) - 1)
if matches:
return matches[0], start_indices[0], end_indices[0]
else:
return None, 0, 0 |
[
0.023307906,
0.0076256003,
0.008600886,
-0.010841215,
-0.02644578,
-0.02678501,
-0.027548276,
0.042092748,
-0.0006581409,
0.08062359,
0.04802927,
0.011830635,
-0.013159284,
0.017399656,
-0.03378162,
-0.014141637,
0.011865972,
-0.01020516,
-0.010374774,
-0.016961483,
0.005346401,
0.0020512794,
-0.050375607,
-0.009653911,
-0.0033127898,
0.016820138,
0.042969093,
-0.02891933,
0.051789064,
0.06241826,
0.02712424,
0.017809559,
-0.00051502837,
-0.0575277,
-0.0049859695,
-0.029767403,
0.03937891,
-0.014176974,
0.001684664,
-0.043195244,
-0.024678959,
0.03092644,
0.016240621,
-0.025837993,
-0.060665574,
-0.012848324,
-0.029626058,
-0.010763475,
-0.00541354,
-0.041838326,
-0.0015185828,
-0.025187803,
0.036071423,
-0.002639631,
-0.0059153177,
-0.000548598,
-0.011901308,
-0.010417178,
-0.016283024,
0.04808581,
0.046022158,
0.018784843,
-0.023110023,
-0.046728887,
0.021300796,
-0.022134736,
0.028325679,
-0.03188759,
0.032961816,
-0.011675155,
-0.04831196,
0.03058721,
-0.005551352,
-0.028467024,
-0.046389658,
0.011215781,
-0.019505706,
-0.0088058375,
-0.019958014,
0.06479287,
0.01402856,
0.025004053,
-0.033103164,
0.034686234,
-0.02204993,
-0.03420566,
0.0073711784,
0.040566217,
-0.00804257,
-0.00994367,
0.006791661,
0.04475005,
0.011880106,
0.020961568,
0.016495043,
0.020283109,
0.00422977,
0.01824773,
0.036410652,
0.0050884453,
0.055266168,
0.05159118,
-0.09283586,
0.036297575,
-0.0042545055,
0.036297575,
-0.0010857116,
-0.019533975,
-0.030982977,
-0.0338947,
0.0127423145,
0.020311376,
0.050403878,
0.022007525,
-0.079945125,
0.050545223,
-0.0000070569326,
-0.005070777,
-0.0068128626,
0.012678709,
0.022841465,
0.028905196,
0.007766946,
0.02072128,
0.0065973103,
0.012396018,
-0.048283692,
0.016961483,
-0.06654555,
0.013350101,
-0.035421234,
-0.001017689,
-0.025074728,
0.010862417,
0.0018692969,
0.0018427946,
-0.025654245,
-0.00583051,
0.029032407,
-0.014770625,
0.052156564,
-0.027887506,
-0.050969258,
0.10448274,
-0.0045619323,
-0.012169865,
-0.009229874,
0.041838326,
-0.015689373,
0.0017332516,
-0.035053734,
0.0061414707,
-0.012021452,
0.009505498,
-0.03584527,
-0.018177057,
-0.0025636577,
-0.00081803824,
0.001705866,
0.012042654,
0.008261656,
-0.02118772,
-0.005940053,
0.049160033,
-0.023208965,
0.027816834,
-0.048566382,
-0.031293936,
0.004024819,
-0.0056997654,
-0.03265086,
0.0022685984,
-0.014360723,
0.0028834522,
0.009660979,
0.08378973,
-0.0057386355,
-0.017611675,
-0.0012535597,
-0.0042580394,
-0.030417595,
-0.038954876,
-0.005159118,
0.0074206493,
-0.008636222,
0.00016011817,
0.006215677,
0.022756658,
-0.0038516703,
-0.011032032,
0.002185558,
0.07932321,
-0.023774346,
0.015222932,
-0.024664825,
0.0076326677,
-0.055350974,
0.026205493,
-0.042827748,
-0.065867096,
-0.037965454,
0.002786277,
0.0071591595,
-0.016636388,
-0.025625976,
-0.0043039764,
0.0051449835,
0.035534307,
-0.055068284,
-0.019449169,
-0.017244175,
0.0179085,
-0.009060259,
-0.012996737,
0.0014638114,
-0.0074277166,
-0.009837661,
0.019350227,
0.020947432,
0.040340062,
0.026205493,
0.057047125,
-0.0070248814,
0.057442892,
0.022375025,
-0.022078197,
0.032198552,
0.07598745,
0.007258102,
0.070050925,
0.0038021994,
0.018700035,
0.02449521,
0.008198051,
0.03522335,
0.036071423,
0.01592966,
0.026770875,
0.01793677,
0.0076821386,
0.037089113,
0.022572909,
0.08277204,
0.049753685,
-0.007837619,
0.043534476,
0.0624748,
0.036014885,
-0.043166976,
0.04265813,
-0.015251201,
0.040340062,
0.0068305307,
0.035308156,
-0.025046458,
-0.012954334,
-0.0059047164,
0.05130849,
-0.04138602,
-0.060213268,
0.005551352,
0.018233595,
0.0054382756,
-0.01629716,
0.0155762965,
0.015039182,
0.05348521,
0.01280592,
-0.009986074,
-0.09170509,
-0.034318734,
-0.042742938,
-0.035392962,
-0.010240496,
-0.028495293,
-0.027548276,
-0.029173752,
-0.004247438,
0.0014222912,
-0.041612174,
-0.055605397,
0.00426864,
-0.046248313,
0.02431146,
-0.003717392,
0.0051237815,
-0.0331597,
0.0056997654,
-0.010869484,
0.05063003,
-0.019632917,
-0.0073853126,
0.0013940219,
-0.03683469,
-0.0051414496,
0.012424287,
0.0038587376,
0.0131522175,
-0.026064146,
-0.045174085,
-0.044495627,
-0.0011652187,
0.005710366,
-0.00013781205,
-0.013675196,
0.050234262,
0.05419194,
-0.035760462,
-0.0113217905,
0.05755597,
-0.036241036,
0.014410194,
0.009844728,
-0.0050213058,
-0.04831196,
0.06287057,
0.022926273,
0.011547944,
0.0133359665,
-0.030332787,
0.0008162714,
0.010714004,
-0.022375025,
-0.050234262,
-0.0023887423,
0.0590825,
-0.015406681,
-0.06569748,
0.012346547,
-0.04667235,
-0.02889106,
-0.020523395,
-0.0063110855,
0.033301048,
0.006918872,
-0.0051237815,
-0.015816584,
0.011618616,
0.0026838016,
0.017088694,
0.04144256,
-0.07525245,
-0.041357752,
0.021428008,
0.029399905,
0.052721947,
0.0014744123,
-0.014883702,
-0.023774346,
-0.0011281153,
0.0070566842,
0.037060842,
0.014466733,
0.056312125,
0.03194413,
0.029484713,
-0.041979674,
0.00083614816,
0.01173876,
-0.016155813,
0.008417136,
-0.011625684,
0.005625559,
-0.025244342,
-0.016664658,
-0.05653828,
-0.022629447,
0.023958096,
-0.004554865,
-0.080114745,
0.017060425,
0.036693342,
-0.026827414,
-0.0047986866,
-0.024523478,
-0.076609366,
0.02761895,
0.0069153383,
0.031124324,
-0.034064315,
-0.03126567,
-0.018629363,
0.0059930575,
0.02498992,
0.0069542085,
0.021979256,
0.0038128002,
-0.051760796,
-0.0430539,
-0.024975786,
0.0020530464,
-0.019081669,
0.018798977,
-0.031972397,
-0.015194663,
-0.0034841716,
0.017710617,
0.014381925,
0.051845603,
0.0059435866,
0.019717725,
0.017922634,
0.02251637,
0.020339645,
-0.02558357,
-0.015873123,
-0.051732525,
0.03901141,
0.030615479,
0.01843148,
-0.035025463,
0.0194209,
-0.008127377,
0.024438672,
0.019844936,
0.012410153,
-0.039520256,
0.009639776,
-0.031407014,
-0.0066856514,
-0.0038799394,
-0.0101768905,
-0.020240704,
-0.000655049,
0.061909415,
-0.029145483,
0.01793677,
-0.042742938,
-0.0015424349,
0.0251454,
0.00036087324,
-0.009392422,
-0.027505873,
-0.023731943,
-0.024099441,
0.029823942,
0.05913904,
0.013081544,
-0.002639631,
-0.05857366,
-0.0048163547,
-0.014954375,
-0.009957804,
0.012247605,
-0.023053484,
-0.015265335,
0.011024965,
0.01238895,
-0.02103224,
-0.017215906,
0.009484297,
-0.022431562,
0.043280054,
-0.021724833,
0.051562913,
-0.014063898,
0.013279429,
-0.05518136,
0.021456277,
-0.01793677,
-0.011449002,
-0.012714046,
0.003717392,
-0.017357253,
-0.07140785,
0.036778152,
-0.0059259185,
-0.0037491948,
0.028876927,
-0.021880314,
-0.019873206,
0.013286496,
0.029117214,
0.00058570126,
-0.0010768776,
-0.030672017,
0.015010913,
0.01725831,
-0.025074728,
0.01093309,
-0.017173503,
0.016184082,
0.006000125,
-0.042262364,
-0.040651023,
-0.03347066,
0.018021576,
0.0075973314,
-0.012240537,
0.0075478605,
-0.0147988945,
0.0016334263,
-0.008388868,
-0.0670544,
0.012226403,
0.0071414914,
-0.018502152,
0.011265252,
0.02641751,
0.005632626,
0.025993474,
0.01340664,
-0.029088944,
-0.003401131,
-0.016127544,
-0.007929494,
-0.026530588,
-0.028806254,
0.01954811,
-0.026544722,
-0.014311252,
0.01590139,
0.023491655,
0.002568958,
0.028636638,
-0.02517367,
0.039350644,
0.032707393,
-0.017880231,
0.050177723,
0.012918997,
-0.065527864,
-0.022431562,
0.012551498,
-0.04178179,
0.022558773,
0.004123761,
-0.019788397,
-0.018516287,
-0.07186016,
0.013109813,
-0.017710617,
-0.003777464,
-0.08401588,
-0.03513854,
0.034940656,
0.0042227027,
-0.004250972,
-0.005279262,
-0.009816458,
-0.052354448,
0.018756574,
0.0055796215,
0.0076256003,
-0.008113243,
-0.02928683,
-0.005070777,
0.036043152,
-0.014558607,
0.022233678,
0.01707456,
-0.008685693,
0.031717975,
0.0071026213,
-0.045937352,
-0.0506583,
-0.011576213,
-0.014233512,
0.050488684,
-0.015265335,
-0.012480825,
0.03912449,
-0.016056871,
0.03265086,
0.003795132,
-0.023081753,
-0.02480617,
-0.009971939,
0.024269057,
-0.006434763,
-0.031491823,
-0.03479931,
0.04938619,
0.042545054,
-0.027364528,
-0.01265044,
-0.030954707,
-0.013986157,
-0.06750671,
0.03058721,
0.008501944,
0.020028686,
-0.015972065,
-0.018869651,
0.058404043,
-0.01741379,
0.038813528,
0.057951737,
0.07785321,
0.014558607,
-0.01673533,
0.022346755,
0.01821946,
-0.014403127,
0.023929827,
-0.0013507348,
-0.06332287,
0.026403377,
-0.009201605,
-0.045767736,
-0.012367749,
-0.0016537447,
0.045485046,
0.014410194,
0.04503274,
-0.043534476,
-0.06004365,
-0.021018105,
0.011449002,
0.015858987,
-0.007611466,
0.012975535,
0.0047916193,
0.0005693581,
0.003487705,
0.000118266595,
-0.015816584,
-0.012770584,
0.053937517,
-0.037569687,
-0.04234717,
0.059252117,
0.025710782,
-0.04469351,
-0.0038304685,
-0.025399823,
0.010501985,
-0.020919163,
-0.036891226,
-0.015760045,
0.03587354,
-0.058404043,
0.0338947,
-0.023025215,
-0.045428507,
-0.019067535,
0.0025247876,
-0.015392547,
-0.018954458,
0.0019594047,
0.07174708,
-0.014869568,
-0.0054418095,
-0.04082064,
0.029173752,
-0.007745744,
-0.019590514,
0.018445613,
0.003500073,
0.007901224,
0.01837494,
0.02928683,
0.067167476,
-0.017385522,
-0.022742523,
0.0437889,
-0.009201605,
-0.035986613,
0.024919247,
0.03680642,
-0.008523146,
0.020636473,
-0.030050095,
-0.037343536,
0.0054312083,
0.038954876,
-0.03906795,
-0.058460582,
0.0044488558,
-0.030106634,
-0.048764266,
-0.010480784,
-0.05325906,
0.017399656,
0.019986281,
0.012565632,
-0.022148872,
-0.001957638,
-0.003438234,
-0.023095887,
0.019675322,
-0.042827748,
0.024749631,
-0.011547944,
-0.01074934,
-0.034403544,
-0.013441976,
-0.009569104,
-0.0044947932,
-0.026770875,
0.0149826445,
0.019788397,
0.013173419,
-0.005279262,
-0.013166352,
-0.019109938,
-0.013293563,
-0.0051131807,
0.03448835,
-0.050092917,
0.03680642,
0.012297076,
0.0014099233,
-0.03191586,
-0.020113492,
-0.015336009,
0.014290051,
0.028410485,
0.030247979,
-0.004388784,
0.05003638,
0.0010751107,
-0.020735415,
-0.023647135,
-0.042856015,
0.011187512,
0.022106467,
-0.0039682807,
0.008141512,
0.060609035,
0.061004803,
0.0052121226,
-0.020989837,
-0.009350018,
0.0049647675,
0.012424287,
0.028834522,
0.024424536,
-0.0048446236,
-0.00052783784,
-0.0029823943,
0.006388826,
0.00879877,
-0.008883577,
-0.009123865,
0.005286329,
-0.016636388,
-0.0058729136,
0.013413707,
-0.047831386,
0.0004258039,
0.024057038,
-0.051082335,
-0.024947517,
0.015378412,
-0.015972065,
0.00835353,
-0.08836933,
-0.062022492,
0.022558773,
-0.014699953,
-0.0005304881,
0.02925856,
-0.018007442,
0.019675322,
-0.01614168,
0.00731464,
-0.03485585,
0.0005282796,
-0.012332412,
-0.01314515,
-0.0055230833,
-0.01033237,
-0.01918061,
0.039039683,
-0.011477271,
-0.046220046,
-0.027505873,
0.049131766,
0.014155772,
-0.006908271,
-0.0022473966,
0.0034629696,
0.012798853,
0.028975869,
-0.0011183978,
0.038163338,
-0.022530504,
0.009625643,
-0.05659482,
-0.017230041,
0.009420691,
0.04404332,
0.0040813573,
0.004547798,
-0.023237232,
0.042516787,
0.011858904,
0.016862541,
0.014318319,
0.033922967,
-0.018120518,
-0.016692927,
-0.03819161,
-0.011378329,
0.027562412,
0.03906795,
0.007569062,
-0.070955545,
-0.014063898,
0.027845103,
-0.020212434,
-0.006600844,
0.023251368,
-0.03282047,
0.07027708,
0.017809559,
-0.0066891853,
-0.024212519,
0.026332704,
-0.021781372,
0.027180778,
-0.03901141,
-0.009434826,
-0.033329315,
-0.021258393,
0.046728887,
0.0026325637,
-0.016381966,
-0.030219711,
-0.0016537447,
0.014304184,
-0.016071007,
-0.022233678,
-0.028551832,
0.01670706,
0.0525806,
0.017993307,
0.040340062,
0.011618616,
0.039181028,
-0.026502319,
-0.020763684,
-0.0018533955,
0.038587376,
-0.00052297907,
-0.0548704,
-0.046220046,
-0.012551498,
-0.004752749,
-0.020367915,
0.035279885,
-0.028509427,
-0.010056746,
-0.038615644,
0.050827913,
-0.0335272,
0.03454489,
0.026954625,
-0.06445364,
-0.04271467,
0.06535825,
0.013752936,
0.0076326677,
0.0057669044,
0.06835478,
0.041951403,
0.045569852,
0.03974641,
0.02709597,
-0.0125585655,
0.036043152,
0.00971045,
-0.02449521,
0.036382385,
-0.042318903,
-0.004070756,
0.0044947932,
-0.009689247,
-0.017682347,
0.018883785,
-0.007441851,
-0.019590514,
-0.015816584,
0.039181028,
-0.03217028,
0.030078365,
0.059421733,
0.024580017,
0.03748488,
-0.032028936,
-0.011130974,
0.015307739,
0.017809559,
-0.055746745,
0.035534307,
-0.05518136,
-0.0004160864,
-0.035392962,
-0.005848178,
-0.015138124,
0.011060301,
-0.0015609866,
-0.04901869,
-0.019336091,
0.014699953,
0.0152087975,
-0.0034311668,
-0.05390925,
0.04531543,
0.02353406,
0.066432476,
-0.002775676,
0.0682417,
0.03120913,
0.010466649,
0.01291193,
-0.025512898,
0.021753103,
-0.0153501425,
0.03420566,
0.009837661,
0.030954707,
-0.033583738,
-0.031350475,
-0.0228556,
0.02746347,
-0.00780935,
0.025866263,
-0.033216238,
-0.018643498,
-0.04336486,
-0.0100426115,
-0.037569687,
0.0407641,
-0.024721364,
0.054757323,
0.006017793,
-0.05611424,
0.23700847,
0.047181193,
0.0059612547,
0.032424703,
-0.0017509199,
0.010671601,
0.02790164,
-0.04692677,
-0.01939263,
-0.035986613,
0.03253778,
-0.0449762,
-0.017244175,
0.0068623335,
0.00929348,
0.0011555011,
-0.050827913,
-0.012940199,
0.01496851,
-0.04766177,
-0.05159118,
0.05226964,
-0.0028445823,
0.0024417469,
0.0051343828,
0.03188759,
0.022996945,
-0.051478103,
-0.021399738,
-0.06219211,
0.01673533,
-0.029682597,
0.051817335,
0.048396766,
-0.004834023,
0.025710782,
0.05424848,
-0.018120518,
-0.034403544,
-0.0105443895,
0.009759921,
0.0013162819,
0.0115974145,
-0.004872893,
-0.018572824,
0.037230458,
-0.02576732,
0.072255924,
-0.0012941966,
-0.06750671,
0.033951238,
0.0010795278,
0.033329315,
-0.014438463,
-0.06807209,
0.043873705,
0.032198552,
0.00023255784,
-0.008190983,
0.046106968,
0.015194663,
0.024608286,
0.025201939,
0.008692761,
-0.025074728,
0.029767403,
0.04308217,
0.01280592,
-0.013569187,
0.073103994,
-0.020127628,
-0.0342622,
-0.035421234,
-0.006918872,
0.029145483,
-0.0151663935,
-0.020466857,
-0.009017856,
-0.007858821,
-0.039407182,
0.003936478,
0.006512503,
-0.04308217,
0.013286496,
0.015067452,
0.06270095,
-0.027944045,
-0.03089817,
-0.00205658,
0.042742938,
0.025131265,
0.0689767,
0.0032262155,
0.00083393964,
-0.013632793
] | To illustrate how this function finds the position of the answer, let's use it on an example: |
[
0.019553429,
-0.017371317,
0.029494159,
0.002652763,
0.014975274,
-0.05887422,
-0.00083923934,
-0.00622187,
-0.00087266625,
0.050031677,
0.03194725,
-0.022363076,
0.017000502,
-0.031433813,
-0.023033397,
0.010240235,
-0.025785996,
-0.018626388,
-0.03325937,
-0.015602809,
-0.03668229,
0.04498287,
-0.09715387,
-0.045382213,
-0.02719795,
-0.0019129129,
0.0049275784,
0.005505196,
0.099207625,
0.05465262,
-0.020794237,
0.017000502,
0.015217731,
-0.00025716468,
0.0007951157,
-0.008243532,
0.04464058,
0.006368057,
-0.033401992,
-0.032261018,
0.02377503,
-0.019282447,
0.03331642,
-0.012222676,
-0.049803484,
0.012857342,
0.011595141,
0.015973626,
-0.030635132,
-0.015445925,
-0.025785996,
-0.0017827707,
0.009997779,
-0.021992259,
0.011017523,
0.015831005,
-0.040732745,
-0.020038342,
-0.006959937,
-0.034058053,
0.02851007,
0.025600588,
0.02100817,
-0.036054756,
-0.023803554,
0.038051456,
-0.027026804,
-0.027055329,
-0.007894109,
-0.028866623,
-0.009035082,
-0.0023069053,
-0.012400953,
-0.052770015,
-0.0638945,
-0.01620182,
0.03174758,
0.007024117,
-0.043870423,
0.046466134,
-0.013955529,
0.016686734,
0.051857233,
-0.009655486,
0.010832115,
-0.06765971,
0.040533073,
-0.018326882,
0.051885758,
-0.014347739,
-0.046836954,
0.02792532,
-0.043043215,
-0.012778901,
0.027269261,
0.0500602,
-0.021493083,
0.003319519,
0.035740986,
0.03733835,
-0.0009069846,
0.09304637,
-0.0031198487,
0.037366875,
0.010069089,
0.022035046,
0.044868775,
-0.018469505,
-0.052513294,
-0.011017523,
-0.0038258259,
0.008721314,
0.016358703,
-0.035455745,
0.0055622444,
0.019795885,
-0.0065142442,
0.0074591124,
-0.0084218085,
-0.0029897066,
0.008521644,
0.017827706,
0.023261592,
-0.0046672937,
-0.019967033,
-0.051885758,
-0.01824131,
0.051400844,
-0.03588361,
0.006738873,
0.019938508,
0.013477746,
0.0015420966,
0.031319715,
-0.00096358755,
-0.001022419,
-0.02206357,
-0.0023924783,
0.033230845,
-0.039220955,
0.038764566,
0.009755322,
-0.060870923,
0.059901096,
-0.020238014,
-0.000822303,
0.02470207,
-0.010354333,
-0.06646169,
0.04946119,
-0.07307934,
0.028296137,
-0.004517541,
0.01185899,
-0.040019635,
0.008970902,
0.0040647173,
0.003569107,
-0.018711962,
-0.015431663,
0.026199598,
-0.0064179744,
-0.018426718,
0.022348814,
0.018626388,
0.056478176,
-0.0383367,
-0.03029284,
0.005911668,
-0.017656561,
0.0013459919,
-0.0066533005,
0.027483193,
0.011951695,
0.047578584,
0.040162258,
0.060699776,
0.0051985593,
0.021250626,
0.024145847,
0.008600086,
-0.014347739,
0.016800832,
0.0010019172,
-0.028966459,
-0.018940156,
0.012636279,
0.008814018,
-0.006763832,
-0.01554576,
0.05505196,
0.02699828,
0.01738558,
0.0083219735,
-0.021150792,
0.0065035475,
-0.050288398,
-0.00556581,
-0.021607181,
-0.039677344,
-0.025258295,
0.008022469,
0.004952537,
0.018355407,
-0.016815092,
0.004139594,
0.033430517,
0.022976348,
-0.018055901,
0.035598364,
0.036710814,
0.0011133403,
-0.012507919,
0.0136845475,
0.020109653,
-0.00092971494,
-0.037880313,
0.039477676,
-0.018255573,
-0.03919243,
0.026199598,
0.036140326,
0.028880885,
0.012800294,
0.027568767,
0.04452648,
0.020651616,
0.07764323,
0.04743596,
0.053825412,
-0.04800645,
0.040846843,
-0.020594567,
0.04233011,
0.009363112,
0.024773382,
0.038165554,
0.009655486,
0.012757507,
0.012165627,
-0.010090482,
0.024773382,
0.026327958,
0.032175444,
-0.001353123,
0.010119007,
0.015075109,
0.017670823,
-0.000828097,
0.020794237,
-0.035912134,
0.0351705,
-0.0132281585,
0.007986813,
-0.043214362,
-0.054082133,
0.028296137,
0.032888554,
-0.011673583,
-0.013014226,
-0.012450871,
0.036653765,
0.03482821,
-0.024188632,
0.02627091,
0.032489214,
0.009848026,
0.0077942736,
-0.03793736,
-0.0069955923,
-0.038964238,
-0.039163906,
-0.03169053,
0.007894109,
-0.044555005,
0.00044836683,
-0.034628537,
-0.06657579,
-0.0036867699,
-0.004292912,
-0.006678259,
-0.022049308,
-0.02470207,
0.031376764,
0.023275854,
0.011530961,
-0.0277827,
0.007580341,
0.028695477,
0.031490862,
-0.02331864,
0.011017523,
-0.059786998,
-0.045952696,
0.01435487,
-0.009213359,
0.010725149,
-0.031433813,
-0.0046138107,
0.010689493,
-0.04940414,
-0.015773956,
-0.0098908115,
-0.005294829,
-0.01712886,
0.011637927,
0.028524332,
-0.025115674,
0.027340572,
0.022634057,
-0.021692755,
0.016957715,
0.019353759,
0.02587157,
-0.047635633,
0.01797033,
0.0066746934,
-0.0041182004,
-0.027568767,
-0.0042322977,
-0.02430273,
-0.018911632,
-0.045553356,
-0.015018061,
0.012208414,
0.053568695,
-0.026926968,
-0.094814874,
0.008528776,
-0.031519387,
-0.020523256,
-0.040333405,
-0.015331828,
0.034514442,
0.024659285,
0.0035940658,
-0.036568195,
0.01435487,
0.009769583,
0.027240736,
0.04327141,
-0.049432665,
0.03970587,
-0.0016392577,
0.018740486,
0.0051593385,
0.0320043,
-0.007915502,
-0.022434387,
-0.0062076077,
0.053226404,
0.03240364,
0.01625887,
0.016073462,
0.00651781,
-0.012343904,
-0.0638945,
0.055622447,
0.043356985,
0.031433813,
0.041274708,
-0.010660969,
0.026684511,
0.0069385436,
-0.022505697,
-0.03990554,
0.050145775,
0.000054653065,
0.04543926,
-0.024516663,
0.011809073,
0.027697125,
0.008578693,
-0.00057004095,
0.001896868,
-0.015231993,
0.022334551,
-0.014390525,
0.090250984,
-0.021692755,
-0.01751394,
-0.028381709,
0.0010313329,
0.014761342,
0.047179244,
0.058588978,
0.01962474,
0.02271963,
0.004175249,
-0.065891206,
-0.0024762684,
0.015160682,
0.006881495,
-0.0077800113,
-0.057390954,
-0.04004816,
0.019139826,
0.029408585,
0.06503548,
0.00043544173,
0.04635204,
-0.022548484,
0.024944527,
0.05328345,
0.019196875,
-0.0011436474,
-0.029665304,
0.07011281,
-0.025785996,
0.011873253,
-0.012072924,
0.0041360282,
-0.015388877,
0.02068014,
-0.024545187,
0.014433311,
-0.043214362,
-0.002736553,
-0.007865584,
0.059786998,
-0.003979144,
-0.03274593,
-0.0076516517,
0.0028773919,
0.04141733,
-0.07239475,
-0.015046584,
-0.022092095,
0.04024783,
0.010582527,
-0.0186977,
-0.022277502,
-0.0009787411,
0.011095965,
-0.045325164,
0.035740986,
0.024744857,
0.0038151294,
0.028809575,
-0.03471411,
-0.0009448685,
-0.014055364,
-0.027126638,
0.008243532,
-0.011502436,
0.012030137,
0.039934065,
0.025700422,
0.019838672,
-0.009512864,
0.032688882,
-0.022077832,
0.023489786,
-0.03325937,
0.012080055,
-0.037110154,
0.014369132,
-0.016800832,
0.023033397,
0.010268759,
-0.032774456,
0.000107690495,
0.028752526,
-0.03799441,
-0.048120547,
0.032546263,
0.007737225,
-0.012201283,
0.045838602,
-0.008792625,
-0.009113524,
0.007765749,
0.026199598,
-0.013413567,
-0.014604458,
-0.042387158,
0.0041859457,
0.013805777,
-0.008749839,
0.02659894,
0.0121157095,
0.030720705,
-0.027411882,
-0.030834801,
-0.016344441,
-0.031890202,
-0.011088834,
0.017228696,
-0.04569598,
0.052798536,
0.02923744,
-0.037880313,
-0.009655486,
-0.06195485,
0.048063498,
0.010233104,
-0.0034514442,
-0.015360353,
0.055194583,
-0.0030057514,
0.009455816,
-0.011345553,
-0.054909337,
0.0081223035,
-0.011466782,
0.010154662,
-0.05128675,
-0.029922023,
-0.003460358,
-0.025515014,
-0.041189134,
-0.011181538,
-0.01125998,
-0.029494159,
-0.012137103,
0.0037830395,
0.029779403,
-0.046836954,
-0.0141409375,
0.046979573,
-0.022534221,
-0.072052464,
-0.06543481,
0.036140326,
0.01884032,
0.0012844863,
0.008343367,
-0.01665821,
-0.018298358,
-0.038422275,
0.032660358,
-0.036454096,
-0.011645058,
-0.03029284,
-0.059958145,
0.007751487,
0.018626388,
0.024003224,
-0.035398696,
0.017157385,
-0.056734893,
-0.00536614,
-0.016501326,
-0.011217194,
-0.0068921917,
-0.029137604,
-0.0056727766,
0.023404215,
-0.03320232,
0.012436609,
-0.025572063,
-0.011381208,
0.0017738568,
0.031319715,
-0.044155665,
0.00037638747,
-0.013549058,
0.0041075037,
0.022248978,
-0.0053625745,
-0.03959177,
0.0017355273,
-0.06435089,
0.03345904,
-0.021835376,
-0.019154089,
-0.029066294,
-0.0126220165,
0.019553429,
-0.017014764,
0.0063537946,
-0.020594567,
0.02127915,
-0.016629685,
0.068230204,
-0.005170035,
-0.048462838,
-0.048833657,
-0.05485229,
0.039363578,
-0.04543926,
0.01527478,
-0.016629685,
0.011830467,
0.055194583,
-0.009897943,
0.010161793,
0.04669433,
-0.017228696,
-0.01527478,
-0.042101912,
-0.008942378,
-0.014661507,
-0.05499491,
-0.014732817,
0.0012604189,
-0.05485229,
0.023760768,
-0.04081832,
-0.07775733,
-0.025343869,
0.023204543,
0.051800184,
-0.026869921,
0.025358131,
0.019938508,
-0.037566543,
-0.059444707,
-0.0035494964,
-0.028353184,
-0.004674425,
0.0017328531,
0.013185373,
0.019253924,
0.024816168,
-0.03385838,
-0.012743245,
0.010218842,
0.049232997,
0.0020537518,
-0.06475023,
0.016572636,
0.03345904,
-0.0135347955,
-0.03699606,
0.033401992,
-0.005940192,
-0.011438257,
-0.016187558,
0.025757471,
0.027283523,
-0.0321184,
-0.0065392028,
0.03762359,
-0.02601419,
0.012586361,
0.019154089,
0.016387228,
-0.009184835,
0.011210063,
0.013627499,
-0.0015162465,
0.0019931376,
-0.020451946,
-0.019396545,
-0.050088726,
-0.0020056171,
0.0056727766,
0.020309323,
0.022006521,
0.03799441,
0.013969791,
0.0617837,
-0.0048241774,
-0.012914391,
0.018341145,
-0.036368523,
-0.056364078,
-0.016116247,
-0.01554576,
0.012800294,
-0.035455745,
-0.015845265,
-0.0051878626,
0.0076944386,
0.018526554,
-0.03779474,
-0.07861306,
0.04592417,
-0.03166201,
-0.029052032,
-0.0026491974,
-0.05915946,
-0.022534221,
0.035598364,
-0.026912706,
-0.055308677,
-0.0130284885,
0.040390454,
-0.024573712,
0.0010580744,
0.00849312,
-0.003217901,
-0.039819967,
0.010211711,
-0.015189206,
-0.005394664,
-0.00011521156,
0.015617072,
-0.007765749,
0.010974737,
-0.0047778254,
-0.00036390807,
0.023917653,
0.011010392,
-0.050088726,
-0.025144199,
-0.04686548,
0.0034870994,
-0.011252848,
0.01620182,
0.04010521,
-0.049974628,
0.00084369624,
0.023917653,
0.016387228,
-0.047778256,
0.026285172,
0.03554132,
-0.010589658,
-0.007220221,
-0.0320043,
0.005794005,
-0.04181667,
-0.034913782,
-0.009427291,
-0.025386656,
-0.010525478,
0.024316993,
0.02317602,
0.04840579,
0.0012523964,
0.060528632,
0.0036796387,
-0.014718555,
-0.013670286,
-0.005241346,
0.014476098,
0.006243263,
0.0027490323,
-0.054110657,
-0.006756701,
0.027297786,
0.002378216,
0.02153587,
-0.0035958486,
-0.038878664,
-0.02246291,
0.011238586,
0.020394897,
0.022619795,
0.016900666,
-0.006942109,
-0.0040718485,
-0.016287394,
-0.0015902314,
0.0022248977,
-0.04743596,
-0.05570802,
0.005262739,
-0.030463986,
0.013520533,
0.004267953,
-0.042529777,
-0.028638428,
-0.017656561,
-0.0020894073,
-0.009241884,
0.06657579,
0.02232029,
0.032945603,
-0.032375116,
-0.007929764,
0.0016624337,
-0.010097614,
-0.01718591,
-0.017556725,
-0.0019967032,
0.04820612,
0.03251774,
0.015859528,
-0.05288411,
0.011673583,
0.010682362,
-0.001542988,
0.01864065,
0.040618647,
-0.030349888,
0.047521535,
-0.06720333,
0.0010857073,
-0.011238586,
0.022947825,
0.017827706,
-0.008257794,
-0.016971977,
0.030321363,
0.02317602,
-0.013099799,
-0.023703719,
0.019639002,
0.0052912636,
-0.027169425,
-0.012957177,
-0.0043143053,
0.0027240736,
0.01547445,
0.0065677273,
-0.00757321,
0.03996259,
0.028224826,
0.017884756,
-0.002993272,
0.02351831,
-0.0016205385,
0.038422275,
-0.03114857,
-0.010290152,
-0.0330597,
-0.01645854,
-0.026584677,
0.01620182,
0.0029540511,
0.003467489,
-0.0007710483,
-0.042786498,
0.017570987,
-0.005558679,
-0.061669603,
-0.011267111,
-0.005351878,
-0.0027561635,
0.006482154,
0.048862178,
-0.0058902744,
0.0075304233,
0.029722353,
0.0026420662,
0.05565097,
0.013178241,
0.038051456,
-0.0013718421,
0.026028452,
-0.02113653,
-0.006656866,
-0.009070737,
-0.00031755603,
-0.0017667258,
0.011017523,
0.017242959,
-0.016971977,
0.029693829,
-0.021250626,
-0.021607181,
-0.019496381,
0.02508715,
-0.036454096,
0.047464486,
0.059444707,
-0.034856733,
-0.02488748,
0.03482821,
-0.008243532,
-0.010504085,
0.0010598572,
0.06463613,
0.03246069,
0.06634759,
0.024473876,
-0.011452519,
0.014340607,
-0.0024637892,
0.0037509496,
-0.040675696,
-0.052513294,
0.0016980891,
0.009769583,
-0.053682793,
-0.05927356,
0.0250301,
0.047179244,
-0.009954992,
-0.030521035,
-0.0010759021,
0.029922023,
-0.050744787,
-0.0152034685,
0.086428724,
-0.012172759,
0.007730094,
0.0034478786,
-0.015845265,
-0.05876012,
0.022619795,
-0.05770472,
0.025557801,
-0.023061922,
-0.06486433,
0.0014039319,
-0.083348095,
-0.025172722,
-0.0010340071,
-0.009976385,
-0.0192254,
0.043299936,
0.06920003,
0.018426718,
0.034999356,
-0.005972282,
0.010967606,
0.03984849,
0.03437182,
0.010083351,
0.07827076,
0.04643761,
-0.005911668,
0.016558375,
-0.0011365163,
0.034856733,
-0.03482821,
0.0013638196,
0.015602809,
0.018711962,
-0.01929671,
-0.053112306,
-0.01936802,
0.016629685,
-0.028895147,
-0.014362001,
-0.047521535,
0.014076757,
-0.042301584,
-0.014390525,
0.0023746507,
0.02463076,
0.0016294525,
0.042815022,
0.01771361,
-0.06805906,
0.24142994,
0.054766715,
0.05741948,
0.006649735,
0.047321867,
0.035398696,
0.010882032,
-0.035313122,
-0.01698624,
-0.031861678,
0.021764064,
-0.002565407,
0.013163979,
0.009733928,
-0.0223916,
0.027041066,
-0.030578082,
0.014846914,
0.013492009,
-0.014875439,
-0.01323529,
0.040133733,
0.010332939,
0.03890719,
0.007886978,
-0.00987655,
0.06184075,
-0.06657579,
-0.036254425,
-0.026499104,
0.057048663,
-0.042101912,
0.04680843,
-0.014789865,
-0.00010652055,
0.021378987,
-0.045096967,
-0.055879164,
0.022177668,
-0.01864065,
-0.013071274,
-0.00395062,
0.023033397,
-0.009783845,
-0.003786605,
0.042073388,
0.0056585143,
0.017114598,
0.032774456,
-0.052313622,
0.033230845,
-0.029023508,
0.017528202,
-0.055964738,
-0.04669433,
-0.025572063,
-0.013099799,
-0.050259873,
0.018997205,
0.07228065,
0.024003224,
0.031776104,
0.018398194,
-0.009919336,
-0.04233011,
-0.0015884486,
0.022676844,
0.027939582,
-0.04050455,
-0.00942016,
0.020508993,
-0.0012925088,
0.005202125,
0.048519887,
0.013848563,
0.034115102,
0.010725149,
0.0662335,
0.024801906,
-0.06737447,
0.026456317,
-0.040590122,
-0.0104470365,
-0.0032909948,
-0.020280799,
0.08294876,
-0.04452648,
-0.011630796,
-0.02865269,
0.023004873,
0.023646671,
0.03890719,
0.0016847183,
0.0077087004,
0.026713036
] | To apply this preprocessing to the entire dataset in a fast way, use [~datasets.Dataset.map].
dataset_with_ocr = updated_dataset.map(get_ocr_words_and_boxes, batched=True, batch_size=2) |
[
0.031623866,
-0.024311395,
0.0075103017,
-0.014668901,
0.024619134,
-0.03153594,
0.013078916,
-0.018889325,
-0.009107615,
0.033587534,
-0.012221642,
0.0068838326,
0.012243624,
-0.0145516675,
-0.031741098,
0.01938757,
-0.046864282,
-0.037456255,
-0.05392763,
-0.0063086534,
-0.035873596,
0.023021823,
-0.079308785,
-0.03405647,
-0.02239169,
0.012258277,
-0.0000047332933,
0.017878182,
0.08405676,
0.025747512,
-0.024062274,
0.037221786,
0.008873147,
-0.0053707818,
-0.010529077,
-0.005550296,
0.029411074,
-0.025996635,
-0.030715302,
-0.031829026,
0.012807812,
0.008155089,
0.016867038,
-0.018054033,
-0.08024666,
0.014793462,
-0.009114942,
-0.0015359482,
-0.05782566,
-0.008682641,
0.0006878337,
-0.014610284,
0.027476713,
-0.0027861388,
-0.0022604177,
-0.004473209,
-0.021277966,
-0.008169742,
-0.0115328925,
-0.029718813,
0.015855895,
0.022860626,
-0.006561439,
-0.03927338,
-0.029630888,
0.020208206,
-0.03930269,
-0.016720496,
-0.03736833,
-0.013643104,
-0.035375353,
-0.010470459,
-0.028033575,
-0.04997098,
-0.03133078,
-0.031213546,
0.016984273,
-0.018185921,
-0.05020545,
0.062016774,
-0.025161343,
0.012075099,
0.042497315,
-0.03226865,
0.005817736,
-0.050879546,
0.022802008,
-0.015987784,
0.060258266,
-0.022201184,
-0.0177756,
0.023065785,
-0.052257046,
0.035258118,
0.02878094,
0.057532575,
-0.016603261,
0.04065088,
0.01652999,
0.029337803,
0.021556398,
0.10621398,
-0.008338267,
0.041969765,
0.008308958,
0.018728128,
0.058118742,
-0.0028099518,
-0.069168046,
-0.010770871,
-0.0022604177,
-0.010126085,
-0.009276139,
-0.042585243,
-0.025659587,
0.033206522,
0.016119672,
0.007576246,
-0.002599297,
-0.010551058,
0.0086753145,
0.007140282,
0.007103646,
-0.03736833,
-0.018083341,
-0.04498854,
-0.017467862,
0.023857115,
-0.03713386,
0.0000777362,
0.037309714,
0.010946723,
-0.0017585097,
0.038745828,
-0.008418865,
0.011430313,
0.0063489527,
-0.0051179957,
0.019416878,
-0.028736979,
-0.0077447696,
0.0143172,
-0.04164737,
0.04768492,
0.004095862,
-0.020940918,
0.021629669,
-0.006330635,
-0.05369316,
0.038804445,
-0.08130176,
0.014485723,
0.003762478,
0.007367423,
-0.029235223,
0.0071256277,
0.006180429,
0.019709961,
-0.031184237,
-0.009796364,
0.01749717,
0.0038687212,
-0.01074889,
0.03364615,
0.008917109,
0.045105774,
-0.034906417,
-0.0052205757,
0.0024399322,
-0.025513044,
0.033822004,
0.004363302,
0.036254607,
0.03774934,
0.027579293,
0.019094484,
0.06254432,
0.010485114,
0.0038577304,
0.019050522,
0.028399931,
-0.02025217,
0.02132193,
0.034144394,
-0.04202838,
-0.012316895,
0.006272018,
0.0030499152,
-0.017453209,
0.0022146231,
0.0514071,
0.017585097,
0.013980152,
0.0047956025,
-0.017277358,
0.027520675,
-0.04651258,
-0.029792083,
-0.010279954,
-0.013415963,
-0.01016272,
0.019856505,
0.00064845046,
0.029499,
-0.031242855,
0.0019636692,
0.041002583,
0.029220568,
-0.02801892,
0.05685848,
0.03733902,
-0.0011714238,
-0.02121935,
0.023109747,
0.035346042,
-0.020134935,
-0.010829489,
0.029411074,
-0.019094484,
0.0022714082,
0.014573649,
0.0037331695,
0.048798643,
0.012221642,
0.0055026696,
0.023329562,
0.006539458,
0.05351731,
0.0472746,
0.037895884,
-0.024032965,
0.0331186,
-0.007305142,
0.03774934,
0.009078306,
0.025117379,
0.048359014,
0.027799107,
-0.008506791,
0.015606773,
-0.0009662644,
0.011217826,
0.026817271,
0.0020827348,
0.00919554,
-0.009759729,
0.024443284,
0.0022933898,
0.010331244,
0.0012272932,
-0.031799715,
0.042174924,
-0.0029326812,
0.0016128831,
-0.03235658,
-0.059877254,
0.0053524636,
0.044666145,
-0.010155393,
-0.025718203,
0.024135545,
0.029586924,
0.05410348,
-0.016617917,
0.025835438,
0.04364035,
0.02939642,
-0.0065797567,
-0.05196396,
-0.026905198,
-0.02702243,
-0.045428164,
-0.03136009,
0.0041837874,
-0.024179507,
-0.0068178885,
-0.04926758,
-0.060785815,
0.0006823384,
-0.03947854,
-0.01877209,
-0.01721874,
-0.04803662,
0.053224225,
0.020603871,
0.0028319333,
-0.021688286,
0.0052462206,
0.018054033,
0.019197064,
-0.020471983,
0.006209737,
-0.050938163,
-0.05427933,
-0.009561896,
-0.008411538,
0.018376425,
-0.010529077,
-0.01721874,
0.005099678,
-0.03540466,
-0.00017630891,
-0.028649053,
-0.0015121351,
-0.028854212,
0.029059371,
0.016911002,
0.0007917873,
0.027374133,
0.035375353,
-0.046219494,
-0.009898944,
0.021365892,
0.024663098,
-0.029235223,
0.0576205,
0.025718203,
-0.00722088,
-0.019123793,
0.010675619,
-0.028062884,
0.0033045327,
-0.025044108,
-0.047567684,
-0.0026982133,
0.0728023,
-0.02384246,
-0.07872262,
-0.0081404345,
-0.038452744,
-0.014361162,
-0.025762167,
-0.005634558,
0.053986248,
0.03481849,
0.0025186988,
-0.04264386,
0.035346042,
0.009649822,
0.03235658,
0.026831927,
-0.048769332,
0.029381765,
0.0031140274,
-0.0042204233,
0.00827965,
0.028575782,
-0.019900467,
-0.014778808,
-0.027506022,
0.06905081,
0.035932213,
0.011466948,
-0.0009076474,
0.02401831,
-0.022054642,
-0.074091874,
0.0607272,
0.029147297,
0.008616697,
0.048534866,
-0.007546937,
0.0088145295,
0.0005032818,
-0.045047157,
-0.047743537,
0.031887643,
0.01367974,
0.032180727,
-0.023183018,
0.0139948055,
0.023695918,
-0.009356737,
0.009942907,
-0.017834218,
-0.011195845,
0.025102725,
-0.00020676227,
0.093259625,
-0.050879546,
0.005242557,
0.015430922,
-0.00083575,
0.014734846,
0.047567684,
0.06090305,
0.0023117075,
0.038218275,
0.017350629,
-0.023065785,
0.033792693,
0.014397798,
-0.009048997,
0.008528772,
-0.05099678,
-0.045076463,
0.025366502,
0.040035404,
0.059672095,
-0.0005829643,
0.062192623,
-0.018127304,
0.0059056617,
0.051876035,
0.01759975,
-0.010917414,
-0.04164737,
0.054308638,
-0.023139056,
-0.0005467866,
-0.03461333,
-0.005579605,
0.005993587,
0.009224849,
-0.04495923,
0.034232322,
-0.027857723,
-0.00285941,
-0.0021578379,
0.05427933,
-0.049296886,
-0.053429384,
-0.029293839,
0.02373988,
0.041354284,
-0.038599286,
0.00026835589,
-0.013012972,
0.025263922,
0.0045794523,
-0.044460986,
-0.014500378,
-0.02187879,
0.025102725,
-0.0527846,
0.030129133,
0.025454426,
0.006682337,
0.051641565,
-0.032796204,
0.0027788116,
-0.02246496,
-0.04205769,
0.007576246,
-0.012280259,
0.019475494,
0.0263923,
0.022611503,
0.03429094,
-0.0025553342,
0.03215142,
-0.028077537,
0.021556398,
-0.020398712,
0.020765068,
-0.018698819,
-0.007356432,
-0.008052508,
0.024868257,
0.011144555,
-0.038657904,
0.0016751636,
0.050820928,
-0.045398857,
-0.03581498,
0.02960158,
0.013980152,
-0.012199661,
0.032385886,
-0.016588608,
0.007832695,
0.0019526784,
0.007253852,
-0.007389404,
-0.030334292,
-0.029205915,
0.007140282,
0.020090973,
-0.011166536,
0.030099824,
0.022889934,
0.031799715,
-0.027549984,
-0.026802618,
-0.032884132,
-0.046366036,
0.0074516847,
0.0065138126,
-0.02791634,
0.029865356,
0.051319174,
-0.030598069,
-0.0152257625,
-0.050322685,
0.031623866,
-0.006722636,
-0.018742781,
-0.021849481,
0.048300397,
-0.002123034,
0.049150344,
-0.023827806,
-0.040445723,
0.010133412,
-0.008983053,
0.022127913,
-0.043112796,
-0.014331854,
-0.019343605,
-0.029455036,
0.0018253697,
0.006938786,
-0.006740954,
-0.0009983205,
0.02667073,
-0.008777894,
0.024194162,
-0.016661879,
-0.03634253,
0.04202838,
-0.014859406,
-0.047596995,
-0.041911148,
0.012566017,
0.04147152,
0.014251255,
0.0031250182,
-0.032737587,
-0.022303764,
-0.013657758,
0.023505412,
-0.046424653,
-0.004304685,
-0.02878094,
-0.04281971,
0.0051216595,
0.018801399,
-0.0054147444,
-0.045281623,
0.010499768,
-0.04577987,
0.02014959,
-0.0048102564,
-0.011884594,
-0.009554569,
-0.013459926,
-0.016573953,
0.00540009,
-0.0020955573,
-0.020090973,
-0.015577464,
-0.013056934,
0.024370013,
0.048329707,
-0.056125768,
0.0035115238,
-0.012536708,
-0.023388179,
-0.00026721103,
-0.008221033,
-0.04082673,
0.029015409,
-0.059525553,
0.021966716,
-0.03848205,
-0.052960448,
-0.037075244,
-0.00020859405,
0.014236601,
-0.028077537,
-0.011239807,
-0.039830245,
0.021160733,
-0.010074795,
0.05911523,
-0.011679435,
-0.038628597,
-0.050703693,
-0.046248805,
0.030480834,
-0.036254607,
-0.017848874,
-0.0034309255,
0.0028136154,
0.051319174,
-0.049296886,
0.013174168,
0.051055398,
-0.03663562,
-0.010067468,
-0.023021823,
0.027769798,
-0.009774383,
-0.05255013,
-0.012023809,
-0.0021285294,
-0.06406837,
0.013056934,
-0.06019965,
-0.07426772,
-0.016061055,
0.037456255,
0.06014103,
-0.025175996,
0.013232785,
0.0048029292,
-0.023226982,
-0.04513508,
0.021893445,
-0.012038464,
-0.0024930537,
0.010279954,
0.008902455,
0.0050044255,
0.02567424,
-0.02694916,
-0.0068142246,
-0.007231871,
0.04920896,
0.000068978,
-0.057884276,
0.028898176,
0.004029918,
-0.00095161016,
-0.029689504,
0.048329707,
-0.0015826587,
-0.021834828,
0.0005467866,
0.011466948,
0.029894663,
-0.04651258,
0.0031250182,
0.014500378,
-0.00866066,
-0.007832695,
0.014771481,
0.022977859,
0.025586314,
0.01635414,
0.038071733,
-0.015196454,
0.017130814,
-0.03191695,
-0.017379938,
-0.054543108,
-0.010565712,
0.0298507,
0.017409245,
-0.002892382,
0.022523578,
-0.00045359475,
0.07133687,
0.0019691645,
0.00020206833,
0.03757349,
-0.035697747,
-0.06131337,
-0.0044072648,
0.007840022,
-0.018947942,
-0.04569194,
-0.02187879,
-0.004084871,
0.023476103,
0.041354284,
-0.045809176,
-0.06699922,
0.04164737,
-0.016779114,
-0.015093874,
-0.0030810554,
-0.06359943,
-0.012294914,
0.030656684,
-0.025864746,
-0.046014335,
0.014756827,
0.0047296584,
-0.020061664,
-0.0081184525,
0.010880779,
-0.010294609,
-0.03206349,
-0.013203477,
-0.02705174,
-0.03599083,
0.01074889,
0.016192943,
-0.010067468,
-0.015826587,
-0.02042802,
0.009898944,
0.013291402,
0.014097386,
-0.03713386,
-0.026069906,
-0.03226865,
0.0028557463,
-0.023153711,
0.023930386,
0.042878326,
-0.04534024,
0.00014619902,
0.022333072,
-0.015211108,
-0.02560097,
0.017555788,
0.041002583,
-0.01839108,
0.012741867,
-0.011019994,
0.04396274,
-0.057356723,
-0.05568614,
-0.022157222,
-0.03754418,
0.0063342983,
0.023212327,
0.027579293,
0.052432895,
0.015518848,
0.054631032,
0.0017603415,
-0.020369403,
0.014727518,
0.0037917865,
0.034877107,
-0.013826282,
0.015680045,
-0.03848205,
-0.016192943,
0.035346042,
-0.012675923,
-0.0074516847,
0.027799107,
-0.05099678,
-0.032444503,
0.032444503,
0.027403442,
0.026113868,
0.00044672555,
-0.016105017,
0.0139948055,
0.013093569,
0.00722088,
0.0025718203,
-0.047186676,
-0.07649517,
0.024501901,
-0.012104408,
0.00860937,
-0.03640115,
-0.02373988,
-0.03777865,
-0.01821523,
0.01314486,
0.005788428,
0.049472738,
0.010617002,
0.036313225,
-0.036723543,
-0.038013116,
0.010030832,
0.014427106,
-0.015064566,
-0.022655467,
0.021190042,
0.0514071,
0.012419474,
-0.020003047,
-0.06430284,
-0.0018235379,
0.025557008,
0.0129397,
0.017394591,
0.01859624,
-0.037221786,
0.043171413,
-0.04513508,
-0.018610893,
-0.003920011,
0.022684775,
0.01790749,
0.0056455485,
0.0048871916,
0.017673021,
0.030041207,
-0.028180117,
-0.049531356,
0.038188968,
-0.004890855,
-0.0013692562,
-0.0006250952,
-0.022171875,
0.00876324,
0.0514071,
0.016105017,
0.011488929,
0.050469227,
0.02908868,
-0.007876658,
0.0019453513,
0.037661415,
-0.005107005,
0.014859406,
-0.038188968,
0.011452294,
-0.02649488,
-0.015123183,
-0.01866951,
0.019255681,
0.019871159,
-0.017174777,
-0.0058983346,
-0.059730712,
-0.005125323,
0.013467253,
-0.051436406,
-0.0075029745,
0.013826282,
0.009136923,
0.0060485406,
0.0472746,
-0.017130814,
0.023329562,
0.02567424,
0.01240482,
0.022992514,
0.0010065635,
0.03349961,
0.0026176148,
0.022919243,
-0.023314906,
-0.007081665,
-0.0050776964,
-0.0045684613,
-0.009495952,
0.023329562,
-0.010631656,
-0.023329562,
0.04469545,
-0.009027016,
-0.04026987,
-0.03464264,
0.022113258,
-0.050469227,
0.0476263,
0.051934652,
-0.05354662,
-0.030510142,
0.028355967,
-0.008184397,
0.0010725077,
-0.009583877,
0.054220714,
0.027125012,
0.06588549,
0.017394591,
-0.0004306975,
0.037866574,
-0.004388947,
0.0056528756,
-0.050469227,
-0.030803228,
0.009422681,
0.00036337954,
-0.039654393,
-0.033177216,
0.03927338,
0.054162096,
-0.023827806,
-0.02908868,
0.029660195,
0.022552887,
-0.0050373976,
-0.008001219,
0.03420301,
-0.0062243915,
0.0064588594,
-0.014405125,
0.00053488003,
-0.02878094,
-0.009408027,
-0.040973276,
0.022655467,
0.0028319333,
-0.078136444,
-0.020017702,
-0.072509214,
-0.017335974,
0.021571051,
-0.0046747047,
-0.016911002,
0.05000029,
0.06389251,
0.015914513,
0.052638054,
-0.0063965786,
-0.0155041935,
0.062192623,
0.037807956,
-0.0034529069,
0.08933229,
0.047655612,
-0.0024454275,
0.018259192,
0.00060998305,
0.033323757,
-0.0026798954,
0.016236905,
0.0075542643,
-0.002733017,
-0.020603871,
-0.04789008,
-0.037280403,
0.05000029,
-0.008221033,
-0.025571661,
-0.03326514,
0.010917414,
-0.041002583,
0.0095106065,
0.0064588594,
0.03619599,
0.0062500364,
0.020574562,
0.03250312,
-0.066881984,
0.25674242,
0.06787847,
0.046160877,
0.01821523,
0.027960304,
0.047157366,
-0.0015267894,
-0.01617829,
-0.0063086534,
-0.04495923,
0.026524188,
-0.00047443126,
-0.0017511825,
-0.0040995255,
-0.029249877,
0.03698732,
-0.016573953,
0.017306665,
-0.0037991134,
0.006411233,
-0.031242855,
0.043904126,
0.0016852384,
0.051289864,
-0.0031067003,
-0.027154319,
0.035170194,
-0.054748267,
-0.027711181,
-0.020105626,
0.038423434,
-0.040533647,
0.038276892,
-0.026143176,
-0.00064524484,
0.037456255,
-0.0151818,
-0.06277879,
-0.0005215996,
-0.009371391,
-0.019328952,
-0.040943965,
0.0258794,
0.013335365,
-0.013745683,
0.04610226,
-0.008792548,
0.009583877,
0.027300863,
-0.07192305,
0.028751632,
-0.029718813,
0.024663098,
-0.030480834,
-0.03405647,
-0.0263923,
-0.028693015,
-0.050908852,
0.01192123,
0.06928528,
0.007030375,
0.010521749,
0.0023849788,
-0.032766897,
-0.030627375,
0.0050264066,
0.011825977,
0.055393055,
-0.032239344,
-0.026890544,
0.02259685,
-0.01390688,
0.010668292,
0.014397798,
0.02256754,
0.036313225,
0.02702243,
0.058323905,
0.02801892,
-0.06594411,
0.021849481,
-0.023754535,
-0.03991817,
-0.01085147,
-0.011891921,
0.08622559,
-0.035375353,
-0.0011357041,
-0.0014929015,
0.00006302471,
0.02384246,
0.01928499,
0.006286672,
-0.026934506,
0.0063709337
] | dataset_with_ocr = updated_dataset.map(get_ocr_words_and_boxes, batched=True, batch_size=2)
Preprocessing text data
Once we have applied OCR to the images, we need to encode the text part of the dataset to prepare it for the model.
This involves converting the words and boxes that we got in the previous step to token-level input_ids, attention_mask,
token_type_ids and bbox. For preprocessing text, we'll need the tokenizer from the processor.
tokenizer = processor.tokenizer |
[
0.028249588,
-0.019356199,
-0.017386729,
-0.0032600118,
-0.0028734263,
-0.018048348,
0.0014809492,
0.018509943,
-0.00013391051,
0.05136009,
0.029880555,
0.0059391833,
0.006289226,
-0.024587605,
-0.02329514,
0.028003404,
-0.018156053,
-0.01245536,
-0.027526423,
-0.032557804,
0.009301131,
0.005169859,
-0.0504369,
-0.015624977,
-0.03283476,
0.0019290807,
-0.0008577966,
-0.039112445,
0.07213184,
0.043789938,
-0.004996761,
0.013947849,
0.009724259,
-0.024202943,
-0.019233108,
-0.048682842,
0.00053227623,
-0.029126618,
-0.0026022394,
-0.046836462,
0.0196947,
-0.008970321,
0.007308581,
-0.043697618,
-0.08696442,
0.014586388,
0.0009799268,
-0.03203466,
-0.018540716,
-0.08856461,
-0.021310283,
-0.012170711,
0.0019127325,
0.031542297,
-0.013955543,
-0.004204357,
-0.018848445,
-0.0046005594,
-0.05739159,
-0.010385877,
0.049236756,
0.038496986,
-0.016632792,
-0.03511196,
-0.011655263,
0.019679315,
0.005219865,
-0.027034055,
0.020694824,
-0.040528003,
-0.049021345,
0.0019088859,
-0.028618863,
-0.044651583,
-0.039297085,
-0.010708994,
0.050806176,
-0.013016967,
-0.000056587407,
0.04329757,
0.00024786667,
0.03852776,
0.002531077,
-0.017940642,
0.0004426019,
-0.050990812,
0.044897765,
0.02324898,
0.0025060738,
-0.028434226,
-0.016478926,
0.03615824,
-0.008431794,
0.028618863,
0.04920598,
0.04425153,
0.013786292,
0.031726934,
0.026187798,
0.020556346,
0.036004376,
0.085856594,
-0.04234361,
0.003565818,
-0.055237483,
0.00913188,
0.017171318,
-0.00875491,
-0.038250804,
-0.038866263,
0.033480994,
0.009585781,
0.013193912,
-0.019233108,
-0.02640321,
0.047790423,
0.020171683,
-0.03191157,
-0.051206224,
0.0005572793,
0.018017575,
0.013086206,
-0.013947849,
-0.0010049299,
0.033942588,
-0.017894482,
0.00066931214,
0.053575743,
-0.021264123,
0.013717052,
0.017679073,
0.03274244,
0.031634614,
0.028757341,
0.013670892,
-0.029188164,
-0.006573876,
-0.017432889,
0.025018426,
-0.01847917,
0.037666116,
-0.017109772,
-0.007916347,
0.074593686,
0.023572097,
-0.041697375,
-0.002011783,
-0.018279145,
-0.034619592,
0.00042120504,
-0.056714587,
0.043666847,
-0.0024964574,
-0.0023945218,
-0.018186826,
-0.010132001,
-0.012355348,
-0.019140787,
0.012270723,
0.0017117466,
-0.0090857195,
-0.006958538,
-0.026864804,
0.06333078,
-0.010293559,
0.022279631,
-0.031157633,
0.007962506,
0.0390509,
-0.050498445,
-0.032773215,
-0.0071085566,
-0.006727741,
0.056068353,
0.04071264,
0.03283476,
0.0595457,
0.0066738883,
0.007885574,
0.005693,
-0.018648421,
-0.012955421,
0.0059661097,
0.0104320375,
-0.019787021,
0.006685428,
0.003485039,
0.005262178,
-0.0072201085,
-0.012747703,
0.038773943,
0.04268211,
-0.016432766,
0.013147752,
-0.036804475,
0.01221687,
-0.025803136,
0.04640564,
-0.0022310405,
-0.01847917,
-0.038958583,
0.03240394,
-0.006654655,
0.017155932,
-0.03748148,
-0.011224441,
0.009547315,
0.021356443,
-0.027911086,
0.03501964,
0.01720209,
0.023972144,
-0.021741105,
-0.014571002,
-0.0037677656,
-0.042220518,
-0.02044864,
0.03594283,
0.008024053,
0.00039475953,
0.013947849,
0.033019397,
0.02127951,
0.039635587,
-0.0064392444,
-0.022356564,
0.032280847,
0.051544726,
0.018186826,
0.044066895,
0.0105551295,
0.04680569,
0.05249869,
0.030634493,
0.035450462,
0.03541969,
0.041266553,
0.029018912,
0.029357415,
-0.008377941,
0.01615581,
-0.020740982,
0.052652553,
0.0450824,
-0.0057276194,
0.0062661464,
0.02438758,
0.003850468,
-0.028372679,
0.017494434,
-0.03603515,
0.06462324,
0.029849783,
0.007423979,
-0.033511765,
-0.04142042,
0.0026772486,
0.04911366,
-0.020017818,
-0.040866505,
0.014063248,
0.010155081,
0.022048835,
-0.041328102,
0.03024983,
0.040312592,
0.035542782,
0.035542782,
-0.030034421,
-0.06800827,
-0.02543386,
-0.037173748,
-0.06585416,
0.0054352763,
-0.026941737,
-0.01364012,
-0.013001581,
-0.038127713,
-0.030788358,
0.0073739733,
-0.024787629,
0.01620197,
-0.026772486,
0.04277443,
-0.006181521,
0.016694337,
-0.055052847,
-0.0062853796,
-0.0016098111,
0.064684786,
-0.026680166,
-0.024926107,
-0.041358873,
-0.060745846,
-0.009239585,
0.037973847,
0.020248616,
-0.020063978,
-0.048929024,
-0.0135478005,
-0.011147509,
-0.0011174435,
-0.011132122,
0.03520428,
-0.048590522,
0.04185124,
0.036219787,
-0.006777747,
0.013994009,
0.0598842,
-0.0050044544,
0.02118719,
-0.0026541688,
0.0052160188,
-0.028880434,
0.024264488,
0.047759652,
0.005466049,
0.002165648,
-0.03501964,
-0.048805933,
-0.006543103,
-0.009816578,
-0.033204038,
0.01826376,
0.067762084,
-0.006727741,
-0.067885175,
-0.0091087995,
-0.06714662,
-0.047975063,
-0.020387094,
-0.014624855,
0.042005107,
0.02206422,
-0.00005319156,
-0.034219544,
-0.003981253,
-0.0014290198,
0.03112686,
0.037450705,
-0.04745192,
0.0022329637,
0.015863467,
0.0050967736,
0.0020906387,
0.023987532,
-0.022048835,
-0.022556588,
0.0064353975,
0.010970565,
0.038989354,
-0.007643237,
-0.02455683,
0.008362555,
0.034619592,
-0.024572218,
-0.0005072732,
0.026480142,
0.008424101,
0.0080548255,
-0.00091164926,
0.0006683505,
0.018217599,
-0.041974332,
-0.04006641,
-0.0027368711,
-0.010401265,
0.038681626,
-0.03840467,
0.010293559,
0.03341945,
0.0030407542,
0.0099165905,
-0.059914976,
-0.080809824,
0.052344825,
0.022756612,
0.051852457,
-0.02014091,
-0.04575941,
-0.009755032,
0.0031888492,
0.0033754103,
0.028526545,
0.05336033,
-0.005069847,
-0.023310525,
-0.027941858,
0.007481679,
0.031634614,
-0.0042620567,
0.026957123,
-0.030095967,
-0.047482695,
-0.012916955,
0.01909463,
0.055452894,
0.046928782,
0.0020637123,
0.028803501,
-0.00965502,
-0.0074316724,
0.025664657,
-0.0011212901,
-0.0149941305,
-0.051544726,
0.02911123,
0.023402845,
0.015655749,
-0.035050415,
0.0025541566,
-0.02692635,
0.019294653,
-0.008731831,
-0.008308702,
-0.053175695,
-0.01133984,
-0.015524964,
0.008624125,
-0.04600559,
-0.042897522,
-0.028557317,
0.00913188,
0.04225129,
-0.02377212,
0.024156783,
-0.00737782,
0.018279145,
0.032588575,
-0.015417259,
-0.028080337,
-0.020464025,
-0.0078086415,
-0.066346526,
0.037943073,
0.04351298,
-0.018771512,
-0.010085842,
-0.048344336,
0.003937017,
0.022079607,
-0.015748069,
-0.004500547,
-0.0030696038,
0.008270236,
0.0023618257,
0.030680653,
-0.03375795,
-0.04342066,
0.007004698,
-0.053575743,
0.0053506503,
-0.020479413,
0.0225412,
-0.023833666,
0.021771878,
-0.019725475,
0.047759652,
0.012486133,
-0.006970078,
-0.013201605,
0.033388674,
-0.03345022,
-0.06536179,
0.01219379,
0.024249101,
-0.01188606,
0.030065194,
0.002136798,
-0.031111475,
0.008893388,
0.027034055,
-0.002234887,
-0.025526179,
-0.010116614,
-0.007527838,
-0.00004378537,
-0.042989843,
0.050313808,
-0.034342635,
0.051390864,
-0.010093534,
-0.01886383,
-0.041481964,
-0.029865168,
-0.0044159214,
0.012893875,
-0.0106782215,
0.04006641,
0.012024539,
0.015648056,
-0.017894482,
-0.012855409,
-0.0074509056,
-0.04991376,
-0.038066167,
-0.016755883,
0.030849904,
0.015055676,
0.07053165,
-0.027203307,
-0.0039658668,
0.010393571,
-0.01250152,
-0.003560048,
-0.014855652,
-0.03523505,
0.032803986,
-0.022248859,
0.0123938145,
0.020740982,
-0.000948673,
-0.017325183,
0.0019204258,
-0.012855409,
0.024695309,
-0.00283496,
-0.026249345,
0.038897038,
-0.005104467,
-0.06213063,
-0.03252703,
-0.0036504439,
0.0056353,
0.0035504317,
0.03781998,
-0.028911207,
-0.04154351,
-0.035296597,
0.01997166,
-0.02920355,
0.0034004133,
-0.05529903,
-0.012186097,
0.017017454,
0.029326642,
0.01527878,
-0.02443374,
-0.017263638,
-0.04422076,
0.026157025,
-0.030742198,
-0.0073739733,
-0.019663928,
0.005273718,
-0.0045890193,
0.00156269,
0.0014588311,
0.014563309,
-0.03585051,
-0.01646354,
0.030142125,
0.015171075,
-0.032557804,
0.009078027,
-0.021033326,
-0.009478075,
-0.0110705765,
0.017940642,
-0.016494313,
0.023972144,
-0.011355227,
0.020956393,
-0.034711912,
-0.048898254,
-0.042897522,
-0.017109772,
0.01724825,
-0.0108167,
-0.009585781,
-0.023325913,
0.058253236,
0.010024295,
0.018309917,
-0.014386364,
-0.009447303,
-0.04431308,
-0.049236756,
0.025187677,
-0.026557075,
0.020187069,
-0.030403696,
-0.002909969,
0.079332724,
-0.036435198,
0.028126497,
0.058560964,
0.004758271,
0.020079363,
-0.047513466,
0.02906507,
0.0047313445,
-0.0060699685,
-0.0031734626,
0.002667632,
-0.028264975,
0.02531077,
-0.028449612,
-0.07699397,
-0.0025022272,
0.021925742,
0.049052116,
0.015448032,
0.039697133,
0.0015415335,
-0.046344094,
-0.0458825,
0.022695066,
0.011878367,
-0.026818644,
0.0065892627,
0.023972144,
-0.02697251,
-0.00622768,
0.014986437,
-0.009170346,
-0.018186826,
0.050344583,
0.018356077,
-0.03532737,
0.056745358,
0.035296597,
-0.015194154,
-0.04742115,
0.01606349,
0.009970442,
-0.03060372,
-0.029034298,
0.0044890074,
0.033204038,
-0.04899057,
0.031403817,
0.015463418,
-0.031142248,
-0.042497475,
0.010324332,
0.0005120815,
-0.024587605,
0.010424344,
0.060561206,
-0.042528246,
-0.016832815,
-0.029280482,
-0.00593149,
-0.026033934,
-0.031188406,
0.041328102,
0.006835446,
0.021064099,
0.03024983,
0.024587605,
0.04991376,
-0.017386729,
-0.026726326,
0.03129611,
-0.031973116,
-0.031942345,
-0.00026709976,
0.043359116,
0.011639876,
0.012678464,
-0.006054582,
-0.002204114,
0.00652387,
0.03024983,
-0.021879584,
-0.09268819,
0.03425032,
-0.024141395,
-0.030280603,
0.0033196344,
-0.02744949,
0.0014771026,
0.019386971,
-0.013155445,
-0.029588211,
0.017879097,
0.030988382,
-0.020156296,
-0.0011376383,
-0.050190717,
0.026110867,
-0.03926631,
0.0056737666,
-0.0050852336,
-0.022325791,
0.0019098475,
0.050467674,
-0.012070698,
0.006127668,
0.0046044057,
0.032465484,
-0.055022072,
0.0032157756,
-0.022433497,
-0.0023118195,
0.0023060495,
0.018140666,
-0.06333078,
0.029957488,
0.035635103,
-0.017740618,
-0.02749565,
0.011693729,
0.0007246073,
-0.023572097,
-0.002098332,
0.058253236,
-0.035635103,
0.046221003,
0.008262543,
-0.0020310162,
-0.055268258,
-0.026910964,
0.0069854646,
-0.0141171,
0.0059276437,
0.043728393,
0.028834274,
0.07477832,
-0.0072778077,
-0.007004698,
-0.0072201085,
0.031603843,
0.023633642,
0.014578695,
0.024095237,
-0.005281411,
-0.015717296,
0.008916468,
0.0048852093,
0.03772766,
-0.05136009,
0.0054314295,
0.002488764,
-0.025926229,
-0.02258736,
-0.005862251,
-0.00622768,
0.031542297,
0.05976111,
-0.046959553,
0.009478075,
0.019079242,
-0.016540471,
0.021648785,
-0.06499252,
-0.077424794,
0.011162896,
-0.00937037,
-0.014386364,
-0.017079,
-0.0021233351,
0.011062883,
0.01508645,
0.0097473385,
-0.01449407,
0.051944777,
-0.0008077905,
-0.00008769095,
-0.014101714,
-0.022171926,
-0.034835003,
0.017694458,
-0.016586632,
-0.032957852,
0.012670771,
0.045605544,
0.031311497,
0.0117091155,
-0.04308216,
0.009762725,
0.006296919,
0.038866263,
0.0034504195,
0.02649553,
-0.042312834,
0.026033934,
-0.04806738,
-0.0077355555,
-0.004523627,
0.028480384,
0.016709724,
-0.0034985023,
-0.000694796,
0.02127951,
0.045113176,
-0.017494434,
-0.030572947,
0.01392477,
0.0025618498,
-0.025864683,
-0.005342957,
-0.012293803,
0.040743414,
0.023849053,
0.032680895,
-0.0073316605,
0.03024983,
0.0135478005,
-0.0032542418,
-0.032219302,
0.0299421,
-0.007885574,
0.046990328,
-0.0015251854,
0.012063005,
0.0020213996,
0.0072124153,
-0.00022827294,
0.039635587,
-0.003385027,
-0.01584808,
-0.010878245,
-0.067700535,
0.026110867,
0.014532535,
-0.05933029,
-0.042189743,
-0.0089626275,
0.041174237,
-0.008916468,
0.0021637245,
-0.03240394,
0.025372315,
0.032157756,
0.03249626,
0.04763656,
-0.0007130674,
0.03341945,
-0.008031745,
0.017371342,
0.013086206,
0.017079,
-0.0087164445,
-0.041389648,
-0.033388674,
0.041697375,
-0.010732074,
-0.02355671,
0.028172655,
-0.04637487,
-0.020017818,
-0.07637852,
0.021248737,
-0.04628255,
0.015609589,
0.027926471,
-0.0637616,
-0.032988627,
0.06120744,
0.017986802,
0.024803014,
0.004977528,
0.047359604,
0.01103211,
0.05477589,
0.02915739,
0.0020002432,
0.015171075,
0.03169616,
-0.009970442,
-0.017879097,
-0.00022899418,
-0.026464755,
-0.026003161,
-0.040866505,
-0.020664051,
0.00081067544,
0.027864926,
-0.023418231,
-0.054375842,
-0.014324818,
0.0061122817,
-0.031280726,
0.024510672,
0.053391106,
-0.015971173,
0.009070333,
-0.0065277168,
0.020002432,
0.0065200236,
-0.016571246,
-0.0572685,
0.015655749,
-0.061669037,
-0.0492983,
-0.02364903,
-0.029311255,
-0.016401993,
-0.020617891,
-0.0027311011,
-0.032680895,
0.024864562,
0.017663686,
0.039851,
0.026741711,
-0.050344583,
0.040958825,
0.061669037,
0.042928297,
-0.0040158727,
0.08499495,
0.068069816,
-0.02412601,
0.00060584286,
-0.013016967,
0.028957367,
0.03428109,
0.029018912,
-0.0073239673,
0.0038235418,
-0.048528977,
-0.055237483,
-0.010562822,
0.03498887,
-0.002036786,
0.006604649,
-0.039204765,
-0.0034196465,
-0.071024016,
-0.03458882,
-0.028464999,
0.034342635,
-0.022910478,
0.037112202,
0.00794712,
-0.08401021,
0.28409606,
0.06431551,
0.034311865,
0.052437145,
0.014170953,
0.061022803,
0.017048227,
-0.02626473,
0.028865047,
-0.013770904,
-0.010932098,
-0.019140787,
-0.012486133,
0.011578331,
-0.011424466,
0.031234566,
-0.06862373,
0.016571246,
-0.0077355555,
-0.013732439,
-0.04342066,
0.01843301,
0.013040047,
0.031065315,
0.015455725,
0.018894605,
0.022695066,
-0.021264123,
-0.017894482,
-0.042897522,
0.021510307,
-0.040743414,
0.07988664,
0.033696406,
0.0067892866,
0.02863425,
0.011224441,
-0.027203307,
0.0039889463,
0.01302466,
0.014694094,
-0.05656072,
0.02784954,
-0.014917198,
-0.01186298,
0.03988177,
-0.014563309,
0.03686602,
0.036312107,
-0.041081917,
0.013824757,
-0.028341906,
0.026341664,
-0.020417867,
-0.040158726,
0.0038581614,
-0.011255214,
-0.016740497,
-0.04495931,
0.015255701,
0.02241811,
0.009001094,
-0.0058507114,
0.035296597,
-0.05976111,
0.013378549,
-0.007712476,
0.04348221,
-0.02092562,
0.0135478005,
0.0073355073,
-0.01414018,
-0.008862616,
-0.022202699,
0.014609468,
0.0109474845,
-0.010693608,
0.016955907,
0.00736628,
-0.061945993,
0.019494677,
0.008147144,
-0.02241811,
-0.012470746,
0.029434348,
0.036465973,
-0.036373653,
-0.013932463,
-0.01750982,
0.01449407,
0.023279753,
0.017986802,
0.0050852336,
-0.0047890437,
-0.012016845
] |
On top of the preprocessing mentioned above, we also need to add the labels for the model. For xxxForQuestionAnswering models
in 🤗 Transformers, the labels consist of the start_positions and end_positions, indicating which token is at the
start and which token is at the end of the answer.
Let's start with that. Define a helper function that can find a sublist (the answer split into words) in a larger list (the words list).
This function will take two lists as input, words_list and answer_list. It will then iterate over the words_list and check
if the current word in the words_list (words_list[i]) is equal to the first word of answer_list (answer_list[0]) and if
the sublist of words_list starting from the current word and of the same length as answer_list is equal to answer_list.
If this condition is true, it means that a match has been found, and the function will record the match, its starting index (idx),
and its ending index (idx + len(answer_list) - 1). If more than one match was found, the function will return only the first one.
If no match is found, the function returns (None, 0, and 0). |
[
0.0095675355,
-0.018363496,
0.031048197,
0.008950275,
-0.024474373,
-0.05151038,
0.00976043,
0.020693654,
-0.015146026,
0.049967226,
0.029643929,
0.03027662,
0.01119556,
-0.0043439697,
-0.02433549,
-0.001054165,
0.015608972,
0.0022722897,
-0.026449608,
0.02188188,
0.036449224,
0.03925776,
-0.08691026,
-0.009528957,
-0.009158601,
0.024721278,
0.0065583913,
-0.007129357,
0.068269,
0.027576108,
-0.040399693,
0.012453228,
0.007916364,
-0.052189365,
-0.033085156,
-0.038825676,
0.013016478,
-0.008279005,
-0.02053934,
-0.045121733,
-0.0279156,
-0.021727566,
0.026758237,
-0.037282526,
-0.07308363,
-0.025168791,
-0.019042483,
-0.01139617,
-0.03629491,
-0.025060771,
0.01539293,
-0.00950581,
0.047282144,
-0.014760239,
-0.009806724,
-0.021650407,
0.00077012874,
-0.003335135,
-0.02433549,
-0.021280052,
0.00414336,
0.034998663,
-0.010586016,
-0.04407239,
0.0014225923,
-0.011033529,
-0.04262183,
-0.024258332,
-0.00559778,
0.018749284,
-0.02362564,
-0.002604067,
-0.02106401,
-0.031433985,
-0.03391846,
-0.031048197,
0.026248997,
-0.036264047,
-0.034535717,
0.08419432,
-0.031634595,
0.018270908,
0.031001903,
-0.012198608,
-0.048578393,
-0.021712134,
0.05027586,
-0.006631691,
0.040029336,
0.009467231,
-0.009066012,
0.034473993,
-0.050121542,
0.00051840226,
0.03169632,
0.05860887,
-0.0125381015,
-0.0009876166,
-0.035338156,
0.008502762,
0.056047242,
0.06814554,
-0.0290421,
0.053053528,
-0.026912553,
0.046263665,
0.03333206,
0.0039485376,
-0.041634213,
0.0490722,
-0.008595351,
-0.02495275,
-0.006249761,
-0.0006982758,
-0.028671745,
0.05931872,
0.020709086,
0.027931033,
-0.034720898,
-0.021912742,
0.011820536,
-0.008448752,
-0.004405696,
-0.01746847,
0.018132024,
-0.029489614,
0.0019511215,
0.042158883,
-0.06863935,
0.024304627,
0.034288812,
-0.0069943317,
0.005782958,
-0.01415841,
-0.009189464,
0.019057915,
0.02064736,
-0.010848351,
0.006095446,
0.018286338,
-0.008973422,
0.019165935,
-0.023702798,
0.084873304,
-0.000495255,
0.0065159546,
-0.0057675266,
0.00361676,
-0.07863897,
0.0115582,
-0.04802286,
-0.023440463,
0.023949703,
0.027360067,
-0.03789979,
-0.004428843,
0.028640881,
0.006789864,
0.012106019,
-0.015115163,
-0.024829298,
0.015801866,
-0.017159838,
0.062405024,
-0.04867098,
0.037066486,
-0.02422747,
-0.020400455,
-0.016804913,
-0.021742996,
0.03191236,
0.030245759,
0.009096875,
0.027838442,
0.03077043,
0.000100787045,
0.03333206,
0.0110566765,
0.022298532,
0.025585443,
0.018378928,
-0.0051965606,
0.0062651928,
0.020601066,
-0.006377071,
-0.010030481,
-0.0064928075,
-0.00003279196,
-0.023440463,
0.0051656975,
0.049103063,
0.035708513,
-0.050368447,
-0.014821964,
0.0012229471,
0.019042483,
-0.039196033,
0.01757649,
0.039381213,
-0.051602967,
-0.027514381,
0.0403071,
-0.01757649,
0.009737282,
-0.007800628,
0.010809773,
0.0014351304,
0.04428843,
-0.026418744,
0.012437796,
0.033301197,
0.015639834,
-0.021295482,
-0.002361021,
0.04925738,
-0.0245361,
-0.04938083,
0.014119831,
0.021681271,
0.023749093,
0.025616305,
0.06021375,
0.04722042,
0.031264238,
-0.012136882,
-0.026140977,
0.00976043,
0.055954654,
-0.017236996,
-0.015817298,
0.0019906648,
0.015400646,
-0.032776527,
0.062590204,
-0.0012007643,
0.022406552,
0.057682984,
0.042066295,
-0.003875238,
0.01226805,
-0.0030052864,
0.033177745,
0.009498094,
0.0380541,
-0.013062772,
0.014235567,
-0.0349678,
0.032992568,
-0.0318815,
0.01644999,
-0.040986087,
0.034906074,
0.031788908,
0.030631546,
-0.050893117,
-0.04209716,
0.0134022655,
0.010045913,
-0.025431128,
-0.037220802,
0.010045913,
0.016542578,
-0.021712134,
-0.0021237615,
0.032807387,
-0.006886311,
0.017730804,
0.014968564,
-0.022622593,
-0.019567154,
-0.011388454,
-0.054967035,
-0.075923026,
-0.0076347394,
-0.046695746,
-0.026958847,
-0.009413221,
-0.048578393,
-0.004401838,
-0.039936747,
0.012129166,
-0.009528957,
-0.026233565,
0.012075156,
0.025184223,
0.01964431,
-0.0527449,
0.00045161278,
-0.020739948,
0.02831682,
0.008657076,
0.014713944,
-0.019381976,
-0.043578584,
-0.0054511805,
-0.0009943679,
0.008757382,
-0.0065468177,
-0.025894072,
-0.023486758,
-0.025678031,
0.0068130116,
0.010709467,
-0.030600684,
-0.013132215,
0.051757284,
0.019567154,
-0.013687748,
0.030245759,
0.051263474,
-0.034844346,
0.013463992,
0.028177936,
0.015732424,
-0.03885654,
0.06573823,
0.04151076,
0.03333206,
-0.01021566,
-0.035338156,
-0.03802324,
0.029427888,
-0.01932025,
-0.049504284,
0.002991784,
0.06796037,
-0.034597445,
-0.083762236,
0.003267622,
-0.04826976,
-0.060800146,
-0.008595351,
0.00085934217,
0.045121733,
0.02842484,
0.01083292,
-0.03015317,
-0.0043169647,
-0.011288149,
0.02004553,
-0.0034431554,
-0.026387881,
-0.0023629498,
0.023471326,
0.0024266047,
0.015153742,
0.0023070106,
-0.022869498,
-0.0003435922,
-0.01124957,
0.024489805,
0.026974278,
0.00754215,
0.0035299577,
-0.0035704654,
0.032220993,
-0.06370127,
0.030585252,
0.00066259044,
0.008950275,
0.015261763,
0.02749895,
-0.0039851875,
-0.015639834,
-0.0021256905,
-0.058269378,
-0.013980947,
0.036665265,
0.020493044,
-0.051263474,
0.026866257,
0.009999618,
-0.02995256,
0.012908458,
-0.013896074,
-0.049349967,
0.032776527,
0.029967992,
0.0761082,
-0.051973324,
-0.021588681,
-0.005752095,
0.0076347394,
0.023286147,
0.02810078,
0.03651095,
-0.028594587,
-0.01026967,
-0.014482471,
-0.01962888,
0.008957991,
0.0041356445,
0.015354352,
0.02066279,
-0.05919527,
-0.04580072,
0.022329394,
0.03219013,
0.05888664,
0.046911787,
0.03688131,
0.016897503,
0.036048006,
0.03617146,
-0.016079633,
-0.0069056004,
-0.03833187,
0.050059818,
0.019706037,
0.011697084,
-0.037344255,
0.006982758,
-0.0062651928,
0.03660354,
0.0024593968,
0.018888168,
-0.056787953,
-0.010493427,
0.012908458,
0.025230518,
-0.044751376,
-0.04651057,
-0.045831583,
0.023995997,
0.04694265,
-0.07123185,
0.032220993,
-0.018039435,
0.021310914,
-0.004066203,
-0.015971612,
0.0011641145,
-0.02669651,
-0.055676885,
-0.041942842,
0.025647169,
0.028471135,
0.017715372,
0.03456658,
-0.021758428,
0.022221373,
-0.012962468,
-0.0076617445,
0.028810628,
-0.010493427,
-0.03027662,
0.019335682,
0.030508094,
0.018101161,
-0.030014286,
0.03607887,
-0.03515298,
0.0059912833,
-0.02433549,
0.015616688,
-0.018178318,
0.0012325918,
0.0023108686,
0.013109067,
0.0234096,
-0.008579919,
0.03107906,
0.027961895,
-0.051819008,
-0.033455513,
0.022915792,
0.035492472,
-0.03056982,
0.057775572,
0.008510478,
0.024057724,
0.022067059,
0.017746236,
-0.0076308814,
-0.012507238,
-0.042560104,
0.00022086348,
0.007310678,
-0.03586283,
0.020323297,
-0.024088586,
0.03629491,
-0.010107638,
-0.0045214323,
-0.014513334,
-0.060954463,
0.0038405168,
-0.021449799,
-0.01870299,
0.037282526,
0.019551722,
-0.010354543,
0.022931224,
-0.0642568,
-0.032467894,
-0.008039816,
-0.041140404,
-0.04160335,
0.04151076,
0.010254238,
0.051170886,
-0.031310532,
-0.0051734135,
0.028270526,
-0.0000074595673,
0.022360258,
-0.040924363,
0.0071486467,
0.02771499,
0.012638406,
-0.018888168,
0.031156218,
0.014860543,
0.008240426,
0.014227851,
0.038887404,
-0.0063693556,
-0.027252046,
-0.013865211,
0.041418172,
-0.011766526,
-0.06394818,
-0.0403071,
0.020277003,
0.011072108,
0.03249876,
0.049442556,
-0.039628115,
-0.008942559,
-0.03546161,
0.027838442,
-0.02422747,
-0.002424676,
-0.047066104,
-0.019273955,
0.032683935,
0.0219899,
-0.0070097633,
-0.03984416,
-0.0036630544,
-0.04558468,
-0.009328348,
-0.03127967,
-0.018394358,
-0.013973231,
-0.018764716,
-0.023841683,
0.024829298,
-0.013888358,
-0.0058253948,
0.009019718,
0.015354352,
0.022375688,
0.033609826,
-0.038794816,
0.0053238706,
-0.004467422,
-0.0128081525,
-0.0042938176,
-0.0030091442,
-0.06493579,
0.033887595,
-0.02873347,
0.0050692507,
-0.03056982,
-0.04672661,
-0.03632577,
0.014474756,
0.052714035,
-0.057220038,
-0.01212145,
-0.032807387,
0.030415505,
0.00007739866,
0.024104018,
0.000965916,
-0.033578966,
-0.06839245,
-0.028856922,
-0.0016723898,
0.0005410673,
-0.005127119,
0.0014553842,
-0.026912553,
0.049103063,
-0.042683557,
0.015477804,
0.0617569,
-0.046325393,
-0.0015855876,
-0.07209601,
0.059442174,
-0.0043439697,
-0.02780758,
-0.03240617,
-0.014544197,
-0.033764143,
-0.027159456,
-0.0101693645,
-0.031310532,
-0.042498376,
0.021094874,
0.093206316,
-0.053115256,
0.017437605,
-0.02637245,
-0.053022668,
-0.024412649,
0.018039435,
0.026387881,
0.007931796,
0.0003380465,
-0.023301579,
0.012599828,
0.040924363,
-0.049010474,
-0.020107256,
-0.020894263,
0.062405024,
0.0002698103,
-0.013803485,
0.03907258,
0.031943224,
-0.03629491,
-0.03783806,
0.021619545,
0.006951895,
-0.0490722,
-0.024798436,
0.029643929,
0.024381785,
-0.05654105,
-0.008348446,
0.02166584,
0.0058678314,
0.006585397,
0.005856258,
0.012769574,
-0.03987502,
0.0037922934,
0.053917695,
-0.045646403,
0.009976471,
-0.056170695,
-0.008911696,
-0.0059218416,
-0.0028856923,
0.061602585,
0.009382358,
-0.010408553,
0.03146485,
-0.018054865,
0.113575906,
-0.009937892,
-0.015099732,
0.031788908,
-0.026866257,
-0.049319103,
0.004722042,
-0.0005970065,
-0.027977327,
0.008957991,
-0.026727375,
-0.0016675675,
0.009667841,
0.05910268,
0.004814631,
-0.020060962,
0.021588681,
-0.027992759,
-0.0051386924,
-0.024999045,
-0.042189747,
0.021912742,
0.012939321,
-0.013178509,
-0.050584488,
-0.021974469,
0.013510287,
-0.025199655,
0.010933224,
-0.025384832,
0.03762202,
-0.038486183,
0.009336064,
0.016017906,
-0.028810628,
-0.020168982,
-0.008896265,
-0.0064310813,
-0.029566772,
-0.016095065,
0.0016955371,
0.003958182,
-0.0142818615,
-0.017391311,
-0.023594778,
0.0053933123,
0.00848733,
-0.03373328,
0.045553815,
0.056818817,
-0.03364069,
0.01415841,
0.009853018,
-0.009598399,
-0.021511525,
0.011905409,
0.033980183,
-0.0031827488,
0.009274337,
-0.016743187,
-0.020631928,
-0.063639544,
-0.02055477,
0.0341345,
-0.00950581,
0.024428079,
0.0061185933,
0.017854257,
0.053423885,
-0.024566963,
0.05203505,
0.0048300624,
0.00710621,
0.03456658,
-0.0010126928,
0.017761668,
-0.0016559939,
0.012036577,
0.0073222513,
-0.05549171,
0.019860353,
-0.0042938176,
0.018625831,
-0.008255858,
-0.017823393,
-0.049103063,
0.00528915,
0.029304435,
0.027946463,
0.027236614,
-0.041850254,
0.03598628,
0.025585443,
-0.019150503,
0.0071139256,
-0.06882453,
-0.06113964,
0.018579537,
-0.003902243,
-0.01077891,
-0.06104705,
-0.004255239,
0.0034277241,
-0.0021334062,
-0.0104625635,
-0.0018045221,
0.05490531,
0.0021314772,
0.0005719303,
-0.027390929,
-0.01768451,
-0.0013415768,
0.013332824,
0.0010782767,
-0.024104018,
0.013548865,
0.055028763,
0.0069596106,
-0.018564105,
-0.033023432,
0.012615259,
0.0022510714,
0.017453037,
0.004440417,
0.015408362,
-0.0394738,
0.022530004,
-0.047868542,
0.0071833674,
-0.015616688,
0.031017333,
0.04311564,
-0.0062844823,
0.005574633,
0.026002094,
0.041479897,
-0.014320441,
-0.021696702,
0.012021146,
0.029258141,
0.003745999,
-0.01685121,
-0.028393976,
0.035430744,
0.053053528,
0.022838634,
-0.020060962,
0.061602585,
0.054967035,
-0.03598628,
-0.01881101,
0.027468087,
0.013170794,
0.0061764615,
-0.015462372,
-0.035214704,
0.015616688,
0.011465612,
-0.01570156,
0.023872545,
-0.0040121926,
-0.02586321,
-0.003996761,
-0.031032765,
-0.01052429,
-0.0050499616,
-0.049967226,
-0.008903981,
-0.012707848,
0.0128081525,
0.044843968,
0.03219013,
-0.015709277,
0.028764334,
0.021017715,
0.04888702,
0.020770812,
-0.01574014,
0.0065005235,
-0.01953629,
-0.006041436,
-0.021758428,
-0.006454229,
-0.018394358,
0.020122688,
-0.04601676,
0.019351114,
-0.037992377,
-0.014428461,
0.025184223,
-0.013564297,
0.012970184,
-0.042992186,
0.02524595,
-0.031665456,
0.0019704108,
0.019196797,
-0.032807387,
-0.031001903,
0.02535397,
-0.00024606023,
-0.0027410218,
-0.0222831,
0.06021375,
0.028702607,
0.06394818,
0.0017476184,
0.010207944,
0.047621638,
0.03802324,
-0.00808611,
-0.05070794,
-0.0019135071,
-0.04302305,
-0.031156218,
-0.032992568,
-0.055090487,
0.02771499,
0.012198608,
0.02462869,
-0.02075538,
-0.006789864,
-0.007260525,
-0.012059725,
0.01911964,
0.079935215,
-0.014706229,
0.0031615305,
-0.027977327,
0.017746236,
-0.013973231,
-0.0003057368,
-0.039442938,
0.010624594,
-0.03632577,
-0.038609635,
-0.029520478,
-0.028455703,
-0.03407277,
-0.012422365,
-0.018872736,
-0.003115236,
0.022653455,
0.002227924,
0.020817107,
0.0110566765,
0.008170984,
0.0060761566,
0.045399502,
0.04518346,
0.010925509,
0.059256997,
0.029597634,
-0.006037578,
0.032375306,
0.013355971,
0.02148066,
-0.0044944272,
-0.01074033,
-0.018980756,
0.014636787,
-0.011033529,
-0.06493579,
-0.021388073,
0.04151076,
0.018795578,
-0.034906074,
-0.052405406,
-0.016326537,
-0.03342465,
-0.0044789957,
-0.0020986854,
0.021280052,
0.013170794,
0.024597825,
0.033825867,
-0.04203543,
0.2864088,
0.065985136,
0.03793065,
0.009799008,
0.031819772,
0.035338156,
0.00076337747,
-0.0595039,
-0.010138501,
-0.016372832,
-0.002075538,
-0.048393212,
-0.012761858,
0.02618727,
-0.012607543,
0.028903218,
-0.049010474,
-0.005917984,
-0.012437796,
-0.015377499,
-0.054504093,
0.033486374,
-0.022746045,
0.06925661,
0.034998663,
-0.016681463,
0.03056982,
-0.048208036,
-0.01074033,
-0.024304627,
0.0036572677,
-0.023378737,
0.048331488,
-0.026279861,
-0.024412649,
0.010099923,
0.007885502,
-0.057127446,
0.027776716,
0.016496284,
-0.0030400073,
-0.00787007,
0.010516574,
0.008595351,
-0.018718421,
0.01548552,
-0.0061880355,
0.036788717,
0.021357208,
-0.02709773,
0.0063963607,
0.018101161,
0.06468888,
-0.044504475,
-0.0014987853,
0.006091588,
-0.0005700014,
-0.010732614,
0.004976662,
0.015215469,
-0.008950275,
0.010416268,
0.0037247806,
0.010038197,
-0.024705846,
0.048208036,
0.030832157,
0.055522572,
-0.03703562,
-0.018394358,
0.009266621,
-0.008649361,
-0.019304818,
-0.017746236,
0.024813866,
0.02391884,
0.010547437,
0.035307292,
0.025909504,
-0.041418172,
0.008903981,
-0.033362925,
-0.04746732,
-0.03435054,
-0.008973422,
0.05222023,
-0.03067784,
0.015354352,
-0.0125381015,
0.04120213,
0.000055878943,
-0.0007464993,
0.011126119,
0.025693463,
-0.01390379
] | Once examples are encoded, however, they will look like this:
encoding = tokenizer(example["question"], example["words"], example["boxes"])
tokenizer.decode(encoding["input_ids"])
[CLS] who is in cc in this letter? [SEP] wie baw brown & williamson tobacco corporation research & development |
[
0.046055976,
-0.005292723,
0.014255067,
0.0034430556,
-0.006748686,
-0.033932853,
0.0050550145,
0.028614132,
-0.032863166,
0.049086753,
0.0022378003,
0.036191083,
0.0010826868,
-0.0079409415,
-0.058476232,
-0.016268158,
-0.011781416,
-0.02039834,
-0.053900346,
-0.0015246756,
-0.009010629,
0.0049361605,
-0.055178028,
0.020071492,
-0.009263193,
0.016134448,
-0.0039481856,
-0.005426434,
0.06756857,
0.034467697,
-0.0034486267,
0.036725927,
-0.00854264,
-0.05030501,
-0.00064116233,
-0.020502336,
0.031615198,
-0.031258635,
-0.0095826145,
-0.043470897,
-0.023963964,
0.0020650905,
0.02527136,
-0.05476204,
-0.07261987,
0.021170892,
-0.042282358,
-0.005318722,
-0.057168834,
-0.046501677,
0.01548075,
-0.018095542,
0.029550107,
0.0074580964,
-0.0028264998,
0.0026110767,
-0.017991543,
-0.01001346,
-0.038152177,
-0.008884346,
-0.0075546657,
0.015673889,
-0.028822126,
-0.028658701,
0.0027615014,
-0.0036417649,
0.0036139083,
-0.023503404,
-0.008356931,
-0.007903799,
-0.046977095,
0.00214866,
-0.022359433,
-0.02255257,
-0.04763079,
-0.039578423,
0.02527136,
0.005430148,
-0.028955838,
0.06602347,
-0.02048748,
0.019685214,
0.006670688,
-0.02733645,
-0.0020502338,
-0.059278496,
0.03215004,
-0.010273454,
0.034289416,
-0.0034653407,
-0.01497562,
0.022300005,
-0.011877985,
-0.005311294,
0.032417465,
0.048046783,
0.01925437,
0.019551504,
0.0046464535,
-0.011187145,
0.048046783,
0.074224405,
-0.06049675,
0.04510514,
-0.014767625,
0.028138716,
0.0117665585,
0.0029416396,
-0.038241316,
0.0039444715,
-0.019596074,
-0.027232451,
0.0011467566,
-0.02714331,
-0.058684226,
0.059575632,
0.01915037,
0.012249404,
-0.028822126,
-0.0067375433,
0.03940014,
0.0032034903,
0.0050141583,
-0.019328652,
0.026237048,
-0.049829595,
-0.033487152,
0.01451506,
-0.0579711,
0.0037327625,
0.011476852,
0.00040670397,
-0.013244807,
0.012709963,
-0.0030196377,
-0.0024717944,
0.004809878,
-0.021809733,
0.019729786,
-0.029698675,
0.018689811,
0.0044496013,
-0.021720592,
0.07095592,
0.021750305,
-0.044897147,
-0.0008124794,
0.0082826475,
-0.04813592,
0.015555034,
-0.07446211,
0.01662472,
0.023488548,
0.02388968,
-0.029550107,
-0.010637444,
-0.0008923345,
-0.03913272,
0.009122054,
-0.007740375,
-0.0013463944,
0.0309615,
-0.011216858,
0.066855446,
-0.013274521,
0.039964702,
-0.0076438063,
-0.042757772,
0.015109331,
-0.028005004,
0.017857833,
0.004319605,
0.008104366,
0.055950582,
0.014217925,
0.04953246,
0.039251577,
0.010221455,
-0.0065072635,
0.01400993,
-0.012628251,
-0.009627185,
0.019105801,
0.02393425,
0.006050418,
0.007562094,
0.0018765953,
0.0039704707,
-0.028510135,
0.010875152,
0.022210864,
0.07856258,
-0.02232972,
0.016134448,
-0.019165229,
-0.0027596443,
-0.022686282,
0.010949437,
0.0024773658,
-0.039667565,
-0.035893947,
0.05571287,
0.014953335,
0.021898873,
-0.043649178,
-0.012085979,
0.008089509,
0.042341784,
-0.024498807,
-0.01346023,
0.031258635,
0.02099261,
-0.008579782,
0.008371788,
0.011031149,
-0.051344983,
-0.018808667,
0.029134119,
-0.010080316,
0.0013705366,
0.016416727,
0.022270292,
0.027128454,
0.005601001,
-0.011075719,
-0.017709265,
0.0081117945,
0.05196897,
0.01980407,
0.035567097,
0.025969626,
0.040766966,
0.0060987025,
0.03559681,
0.00434189,
0.023577688,
0.010496305,
0.04953246,
-0.027722726,
0.01322995,
0.03330887,
0.001221969,
0.0489679,
0.03708249,
-0.012360829,
0.0060727033,
0.019284083,
0.014730483,
-0.0016193875,
0.029609535,
-0.06424066,
0.038152177,
0.012553968,
0.045788553,
-0.043025196,
-0.043025196,
0.02255257,
0.0270096,
-0.02026463,
-0.037409335,
0.01846696,
0.04653139,
0.05259295,
-0.015911596,
0.019982351,
0.010087744,
0.025003938,
0.008468357,
-0.02880727,
-0.043203477,
-0.037231054,
-0.05366264,
-0.059783626,
-0.0019443793,
-0.02099261,
-0.033487152,
-0.055831727,
-0.0349134,
-0.020309199,
-0.026400473,
-0.00914434,
0.033041447,
-0.043203477,
0.04341147,
0.0040558972,
0.022196008,
-0.07303586,
0.031020928,
-0.011268857,
0.075531796,
-0.0043753176,
0.0040818965,
-0.018570958,
-0.04240121,
0.008698637,
-0.010407165,
0.02503365,
-0.004980731,
-0.030055238,
0.0030957786,
-0.0064924066,
0.00343377,
0.005601001,
0.013021955,
-0.04516457,
0.033754572,
0.036488216,
-0.025642779,
0.014819624,
0.07535352,
-0.031407204,
0.028212998,
0.03119921,
0.029178688,
-0.037617333,
0.07559123,
0.027351307,
-0.0012303259,
0.010429449,
-0.033665434,
-0.02531593,
0.030515797,
-0.0069121104,
-0.07250102,
0.029891813,
0.06376524,
-0.036666498,
-0.07885972,
-0.027098741,
-0.047155377,
-0.048433058,
-0.008230648,
0.015094474,
0.054227196,
0.006028133,
0.0045127426,
-0.04180694,
-0.019165229,
-0.011967125,
0.023681685,
0.017293276,
-0.034705404,
-0.012576252,
0.0027837865,
0.010548304,
0.028094145,
0.029787816,
-0.026474757,
-0.0046278825,
-0.03330887,
0.040083554,
0.02287942,
0.019685214,
0.015020191,
0.022181151,
0.018154968,
-0.036993347,
-0.0028580704,
0.009486045,
-0.0081786495,
0.01677329,
0.011283713,
-0.00057569967,
-0.0069492524,
-0.029297542,
-0.04373832,
-0.014529917,
0.019402936,
0.03054551,
-0.044243447,
0.0031013498,
0.039637852,
-0.0014373921,
0.023592545,
-0.04659082,
-0.05636657,
0.034259703,
0.031228922,
0.051107276,
-0.04189608,
-0.014262496,
0.0006263055,
-0.0003584195,
0.032447178,
0.028524991,
0.06715258,
-0.0112540005,
-0.03256603,
0.016045308,
-0.0011690417,
0.037468765,
-0.026073625,
0.0078072306,
-0.003374343,
-0.024795942,
-0.03942986,
0.026177622,
0.020933183,
0.054999746,
-0.0037364766,
0.04561027,
-0.02178002,
0.019313795,
0.026757035,
0.010800869,
-0.0054227198,
-0.07779003,
0.040588684,
-0.00008002922,
0.014492775,
-0.040737253,
-0.011350569,
0.00034774118,
0.020116061,
0.012167691,
0.019328652,
-0.041688085,
-0.035388816,
0.021245176,
0.03119921,
-0.036220796,
-0.0010176884,
-0.04837363,
0.0066224034,
0.049621597,
-0.03726077,
0.020071492,
-0.020680618,
0.006841541,
0.0027057885,
-0.011409996,
-0.0040967534,
-0.028168429,
-0.0044533154,
-0.051939253,
0.018764095,
0.06334925,
0.0017865261,
0.042520065,
-0.039934985,
-0.00044988145,
-0.014626486,
-0.028450707,
0.0094786165,
-0.010206598,
-0.0067969705,
-0.013898505,
0.01754584,
0.022834849,
-0.019031517,
0.004304748,
-0.003977899,
0.030129522,
-0.019135514,
0.031110069,
-0.008126651,
-0.02388968,
-0.02461766,
0.03247689,
0.019982351,
-0.004869305,
0.007896371,
0.044540584,
-0.022998273,
-0.049265034,
0.021765161,
-0.004984445,
-0.025583351,
0.025627922,
-0.021557167,
0.011142574,
-0.022433717,
0.01120943,
0.006826684,
-0.002754073,
-0.01598588,
0.0063846954,
0.0013036812,
-0.02518222,
0.0030326373,
-0.030426657,
0.03036723,
-0.006588976,
-0.035983086,
-0.06869768,
-0.04855191,
0.007435811,
0.016000737,
-0.024914797,
0.024974223,
0.01989321,
-0.022181151,
0.005411577,
-0.06578576,
0.018942377,
-0.02397882,
-0.020190345,
-0.023622258,
0.051701546,
0.010340309,
0.06756857,
-0.02834671,
0.0034839117,
0.018526386,
-0.010176885,
0.010867724,
-0.022849707,
-0.029876957,
0.018407533,
-0.03844931,
-0.009619756,
0.04367889,
0.01346023,
0.0006843398,
0.0073243855,
-0.01148428,
0.033427723,
0.010875152,
-0.032031186,
0.030634651,
-0.011053434,
-0.071906745,
0.000028436778,
-0.009114626,
0.003586052,
0.027440447,
0.013051669,
-0.03262546,
-0.017129852,
-0.017724121,
0.02375597,
-0.031347778,
0.0076363776,
-0.047749646,
-0.017798405,
0.008394073,
0.031347778,
-0.011402568,
-0.057733394,
-0.0077478033,
-0.050453577,
0.02384511,
-0.00062027,
-0.006009562,
-0.018704668,
-0.010778584,
-0.015347039,
0.016253302,
0.0052110106,
0.0012674679,
-0.01741213,
-0.034200277,
0.023651972,
0.045996547,
-0.07743347,
-0.00031175994,
-0.00079483696,
-0.018764095,
-0.015465894,
-0.028406136,
-0.04543199,
0.036785353,
-0.042757772,
-0.0007655877,
-0.01956636,
-0.045966834,
-0.05761454,
0.00973861,
0.018199539,
-0.043262903,
-0.020710332,
-0.031496342,
0.051107276,
-0.00018977198,
0.006715258,
-0.015703602,
0.007268673,
-0.04626397,
-0.035359103,
0.02839128,
0.0018933092,
0.00973861,
0.03440827,
-0.009352334,
0.06655831,
-0.03836017,
0.045521133,
0.067271434,
-0.013363661,
0.00079158705,
-0.04088582,
0.02801986,
0.008876918,
-0.037557904,
0.01589674,
-0.00086354953,
-0.0597242,
0.007294672,
-0.02834671,
-0.032060903,
-0.009352334,
0.04082639,
0.073451854,
-0.014567059,
0.05208782,
-0.024023391,
-0.040350977,
-0.035359103,
0.02834671,
-0.030307803,
-0.0014940335,
0.020725189,
0.013972788,
0.018897807,
0.0014568917,
-0.03913272,
0.007777517,
-0.022300005,
0.06947024,
-0.026266763,
-0.026489614,
0.048046783,
0.019536648,
-0.016238445,
-0.052355245,
0.023458833,
-0.0022378003,
-0.010370023,
-0.02292399,
0.009567757,
0.03152606,
-0.06863826,
-0.008141507,
-0.0055192886,
-0.012182548,
-0.014834481,
-0.0032239181,
-0.0013120382,
0.0066484027,
0.053603213,
0.07731461,
-0.04165837,
0.0038813301,
-0.053811207,
-0.0006555548,
-0.007276101,
-0.01708528,
0.042163502,
-0.012806532,
0.018169824,
0.02384511,
-0.0073355283,
0.06899482,
-0.016936714,
-0.026890747,
0.0309615,
-0.042757772,
-0.038538452,
0.0073800986,
0.03583452,
-0.038984153,
0.003797761,
-0.009961462,
-0.007042107,
0.0054227198,
0.044124596,
0.001938808,
-0.06679602,
0.01024374,
-0.015272755,
-0.034883685,
-0.01221969,
-0.05449462,
-0.006711544,
0.022819992,
-0.005864708,
-0.034764834,
-0.004015041,
-0.009538044,
-0.034111135,
-0.02503365,
-0.05618829,
0.019105801,
-0.02990667,
0.0031329205,
-0.018957233,
-0.031110069,
-0.011692275,
0.012212262,
-0.000019107774,
-0.014589344,
-0.0051070135,
0.040766966,
0.01093458,
0.0066632596,
-0.042787485,
0.0010149028,
0.037231054,
0.01268025,
-0.0349134,
0.045699414,
0.055237457,
-0.033487152,
-0.020784616,
0.016000737,
-0.03877616,
-0.001532104,
0.0060578464,
0.029594678,
-0.00090719125,
0.037884753,
0.008104366,
0.026118195,
-0.06804399,
-0.047749646,
0.015228185,
0.009500902,
0.045966834,
0.0036101942,
0.028316995,
0.03720134,
0.015465894,
0.027187882,
-0.032863166,
0.021378886,
0.036369365,
0.0063326964,
0.0037606189,
0.015956167,
-0.00034681262,
-0.018021258,
-0.00038441882,
0.01607502,
0.00028552848,
-0.00003125144,
0.02287942,
-0.01644644,
-0.029787816,
0.018437246,
-0.028272426,
0.009070056,
0.02696503,
-0.032684885,
0.006652117,
0.023859967,
-0.0006662331,
0.023473691,
-0.042549778,
-0.08040482,
0.024870226,
-0.027202738,
-0.020695476,
-0.042757772,
-0.045669697,
0.022626854,
0.0011532565,
0.010132315,
-0.0031700626,
0.068400554,
0.0018264537,
-0.014024788,
-0.012197405,
-0.024157101,
-0.009656898,
-0.0038181888,
0.007153533,
-0.024959367,
0.018095542,
0.045075428,
0.0074803815,
0.01653558,
-0.04257949,
0.024127388,
0.0020483767,
0.026133051,
-0.006863826,
0.023265695,
-0.057109408,
0.023473691,
-0.03078322,
-0.023607401,
0.002581363,
0.028034717,
0.03684478,
0.0037086203,
-0.010020888,
0.00037466906,
0.020368626,
-0.017575555,
-0.017471557,
0.041182954,
-0.007978084,
-0.012561396,
-0.009642041,
-0.017233849,
0.030278089,
0.052622665,
0.020294342,
-0.03693392,
0.04751194,
0.023488548,
0.0060467036,
-0.03687449,
0.048908472,
0.016030451,
0.0006211985,
-0.004052183,
0.01717442,
-0.017887546,
-0.00826779,
-0.027871294,
0.009612327,
0.006577833,
-0.014002502,
-0.03541853,
-0.057049982,
0.023265695,
0.033368297,
-0.045402277,
-0.030144379,
0.013482515,
0.037290484,
0.023087414,
0.008364359,
0.0034820545,
0.023741113,
0.037973896,
0.02747016,
0.027485017,
-0.031258635,
0.023622258,
0.006964109,
0.013170523,
-0.027395876,
0.04198522,
-0.028420994,
-0.03262546,
-0.051344983,
0.0057309973,
-0.025627922,
-0.040350977,
0.028822126,
-0.008230648,
-0.043589752,
-0.03036723,
0.026682751,
-0.051939253,
-0.0017001712,
0.031020928,
-0.046382822,
-0.0388653,
0.03690421,
0.011863127,
-0.009240909,
0.028183285,
0.051047847,
0.012925386,
0.05485118,
0.030575225,
0.022998273,
0.019878352,
0.03408142,
0.018764095,
-0.031763766,
0.012123121,
-0.050899282,
-0.010169457,
-0.034437984,
-0.02333998,
0.035359103,
0.035121396,
-0.007933513,
-0.03642879,
0.0072166743,
0.032833453,
-0.006860112,
0.033843715,
0.06174472,
-0.003084636,
0.01934351,
-0.009954033,
0.002443938,
0.005898136,
-0.027440447,
-0.05434605,
0.016906999,
-0.028005004,
-0.050750714,
-0.018006401,
-0.013467658,
-0.017308133,
0.001172756,
-0.00088954886,
-0.025107935,
0.01732299,
0.0025367928,
0.03274431,
0.015555034,
-0.008379216,
0.012546539,
0.04953246,
0.038805872,
-0.0036919063,
0.057525396,
0.02637076,
0.0015209614,
0.052206676,
-0.0020409483,
0.045194283,
0.0014791768,
0.003781047,
-0.0001767723,
0.016758433,
-0.04956217,
-0.04979988,
-0.040588684,
0.04620454,
-0.008297504,
0.007138676,
-0.048581626,
0.011313427,
-0.053603213,
-0.016847573,
-0.026638182,
0.028302139,
-0.018184682,
0.018808667,
-0.012256832,
-0.06768743,
0.264807,
0.053306077,
0.06430008,
0.029416397,
0.030174091,
0.04953246,
0.01989321,
-0.061031595,
0.0020818044,
-0.047095947,
0.03078322,
-0.047838785,
-0.013341376,
-0.009374619,
0.008030082,
0.033843715,
-0.035032254,
-0.0059835627,
-0.018154968,
-0.051344983,
-0.067627996,
0.053276364,
-0.010942008,
0.027856436,
0.018199539,
0.0054635755,
0.021052038,
-0.029713532,
-0.008505499,
-0.058684226,
0.03054551,
-0.00992432,
0.049413603,
0.03330887,
0.030144379,
0.035359103,
0.028316995,
-0.049413603,
-0.027856436,
0.014255067,
0.015302469,
-0.033041447,
0.03354658,
0.02002692,
-0.021200605,
0.029282685,
-0.008290076,
0.027678154,
0.02103718,
-0.062160708,
0.022314863,
-0.0011606849,
0.04130181,
-0.03437856,
-0.05416777,
0.002579506,
-0.010927151,
-0.013720224,
-0.02452852,
0.04878962,
0.0035916232,
0.02039834,
0.0025887915,
0.0019648073,
-0.034794547,
0.02384511,
0.042104077,
0.026207335,
-0.029148975,
0.010466591,
0.004167323,
-0.032833453,
-0.013972788,
0.00941919,
0.024677088,
0.015228185,
-0.006380981,
0.024097674,
0.030694079,
-0.066736594,
0.014804767,
0.011506565,
-0.06572633,
-0.026549041,
-0.0013482515,
0.06560748,
-0.016892143,
-0.009857465,
0.017932117,
0.015881883,
0.012420257,
0.025717063,
0.025969626,
-0.009656898,
0.023072558
] |
We'll need to find the position of the answer in the encoded input.
* token_type_ids tells us which tokens are part of the question, and which ones are part of the document's words.
* tokenizer.cls_token_id will help find the special token at the beginning of the input.
* word_ids will help match the answer found in the original words to the same answer in the full encoded input and determine
the start/end position of the answer in the encoded input.
With that in mind, let's create a function to encode a batch of examples in the dataset: |
[
0.03350968,
0.008432717,
0.029279498,
0.013810301,
-0.023984859,
-0.04459663,
0.012794228,
0.013298809,
-0.015690383,
0.04694673,
0.027897086,
0.02040441,
0.025035491,
-0.00074347877,
-0.05109397,
-0.0090824505,
-0.019975862,
-0.042080637,
-0.044568982,
0.017722528,
-0.0027319929,
0.014556805,
-0.09306402,
-0.028104447,
-0.020114103,
0.016395412,
0.012386417,
0.048329145,
0.079571664,
0.013685885,
-0.00881288,
0.023183059,
0.011480937,
-0.058282513,
-0.0027319929,
0.024703713,
0.032459047,
0.02110944,
-0.046061985,
-0.02781414,
-0.0021185472,
-0.017916067,
0.07332316,
-0.043601293,
-0.0664664,
0.012946294,
0.006728893,
0.031214876,
-0.04600669,
-0.018164901,
0.022339787,
0.0039329636,
0.052089307,
0.0093174605,
0.02633496,
0.008398157,
-0.054605298,
-0.007976521,
-0.057784844,
-0.020321464,
-0.013264249,
0.027634427,
0.0045446814,
-0.049794503,
0.021524163,
0.016077459,
-0.02633496,
-0.013775742,
-0.037076306,
0.00703648,
-0.017363101,
0.009068627,
0.003856931,
-0.022616269,
-0.058724888,
0.0052151512,
0.0133679295,
0.019823797,
-0.0119233085,
0.05247638,
0.011916396,
0.026915573,
0.022436555,
-0.030330133,
-0.0434907,
-0.04918624,
0.059443742,
0.0008601198,
0.020791486,
-0.020584123,
-0.017128091,
0.033786163,
-0.046780843,
0.017404575,
0.025906412,
0.0145982765,
-0.023390422,
0.0185658,
-0.0025730154,
-0.00131934,
0.06823588,
0.095497064,
-0.01233112,
0.01755664,
0.005308464,
0.049739204,
-0.00042422785,
0.0008242635,
-0.021233857,
0.026556145,
0.005598771,
-0.008570958,
0.060992043,
-0.032403752,
-0.022284491,
0.056430083,
-0.025740523,
0.044651926,
-0.042025343,
-0.025823466,
-0.0010489055,
0.020349113,
0.00011124101,
-0.0489927,
-0.050236873,
-0.056264192,
-0.009545559,
0.024911074,
-0.0363851,
0.0084188925,
-0.018303143,
0.016727192,
0.008481101,
0.014999176,
-0.013519995,
0.0053222883,
-0.0076516536,
-0.0080871135,
0.035555653,
-0.0019941302,
0.01946437,
0.018786987,
-0.0418871,
0.062982716,
0.008736848,
-0.03146371,
0.034256183,
-0.05159164,
-0.042301826,
0.020888254,
-0.01082429,
-0.0027198968,
0.0065595475,
0.009462614,
0.007340611,
-0.042578306,
-0.0125868665,
-0.027122935,
-0.0034663996,
0.011598442,
0.0022222283,
0.007361347,
-0.032873772,
0.024482526,
0.011950957,
0.029445387,
-0.012033901,
-0.0075272364,
-0.02191124,
-0.013782653,
0.0069604474,
-0.019657906,
0.04078117,
-0.019450545,
0.008702287,
0.01715574,
0.035832133,
-0.020597948,
0.004852268,
0.0209712,
0.025643753,
0.011909484,
0.040698227,
-0.0189667,
-0.037103955,
-0.022298316,
-0.019035822,
0.009455702,
-0.024109276,
0.011964781,
0.044071313,
0.029390091,
-0.026514674,
-0.016298644,
-0.0104786875,
-0.0030119314,
-0.05471589,
0.029694222,
-0.0058752536,
-0.032901417,
-0.019478193,
0.019422896,
-0.004831532,
-0.0047727795,
0.0058614295,
0.0088681765,
-0.02047353,
0.006504251,
-0.017819298,
-0.0099810185,
0.011418728,
0.00040435567,
0.028920071,
0.04473487,
0.036025673,
-0.03414559,
-0.0743185,
0.0402835,
-0.0051563988,
-0.0053395685,
0.007803719,
0.018081956,
0.002745817,
-0.0000881288,
0.007852104,
-0.006925887,
-0.009441878,
0.06309331,
-0.010070875,
0.071221896,
0.01112151,
0.019920565,
0.010817379,
0.030634264,
0.025215205,
0.04080882,
0.030910745,
0.016243348,
0.003084508,
0.016270995,
-0.034394424,
-0.027827965,
0.016035985,
0.0038811234,
0.012476274,
0.00023349813,
-0.015496845,
-0.012566131,
-0.0061240876,
0.013879422,
-0.041223545,
0.042440064,
0.028754182,
0.0051252944,
-0.046559654,
-0.025104612,
0.034449723,
0.04255066,
-0.035002686,
-0.009904986,
0.010658401,
0.029915407,
0.022865104,
0.016671896,
0.01786077,
0.027468538,
0.02214625,
0.0046656425,
-0.0075548845,
0.0032400296,
-0.04302068,
-0.056678917,
-0.051812824,
-0.01383795,
-0.048633274,
-0.0039053154,
-0.0141973775,
-0.045315485,
-0.0030188435,
-0.057010695,
0.012842613,
-0.019187886,
-0.020528827,
-0.0038189148,
0.019616434,
0.013602939,
-0.056430083,
0.027565306,
-0.004644906,
0.04697438,
-0.008826705,
-0.0052151512,
0.0037083218,
-0.04282714,
0.035970375,
-0.000552101,
-0.019035822,
0.016575126,
-0.011667562,
-0.0044237203,
-0.04791442,
0.0060031265,
0.00019072974,
-0.036633935,
-0.029279498,
0.017846946,
0.04946272,
-0.0072161937,
0.027993854,
0.031270172,
-0.045287836,
-0.019975862,
0.08305535,
0.0402835,
-0.032624938,
0.05706599,
0.049048,
0.018939052,
-0.031104283,
-0.030026002,
-0.03160195,
0.021828294,
-0.026224367,
-0.036108617,
0.022132425,
0.049435075,
-0.05452235,
-0.08288946,
-0.006925887,
-0.043380108,
-0.0633145,
-0.03364792,
0.0028270336,
0.018856108,
0.023611607,
0.0072991382,
-0.05568358,
-0.0225195,
-0.0046656425,
0.028560644,
0.028104447,
-0.030081298,
-0.0023241811,
0.028864775,
0.017266333,
-0.013755005,
0.007257666,
-0.0104856,
-0.023611607,
0.0046690986,
0.079958744,
-0.010817379,
0.014418563,
0.027966207,
0.011688299,
-0.006718525,
-0.029528333,
0.029334795,
0.042163584,
0.0056713475,
0.017307805,
0.011107685,
0.018109605,
-0.021717701,
-0.023348948,
-0.044707224,
0.039564647,
0.013948543,
0.008895825,
-0.05565593,
0.007485764,
0.008446541,
-0.0034439354,
0.020086454,
0.040615283,
-0.02379132,
0.027205879,
0.022049481,
0.061876785,
-0.059222553,
-0.054494705,
0.018690217,
-0.03099369,
0.030800153,
0.06690877,
0.040117614,
0.019049644,
-0.023915738,
-0.00794196,
-0.017307805,
0.015897745,
-0.007865927,
-0.019008173,
0.015220363,
-0.019920565,
-0.018538153,
-0.01119063,
0.018856108,
0.057176583,
0.011888748,
0.028588291,
-0.011605354,
0.041223545,
0.007900488,
-0.0014532612,
-0.020349113,
-0.026597617,
0.05197871,
0.045674913,
0.029279498,
-0.026182894,
-0.0024831586,
0.0057681166,
0.0015897745,
0.000769399,
0.017846946,
-0.016367765,
-0.007658566,
0.049048,
0.06425454,
0.0031104283,
0.0017712162,
-0.0011957869,
0.027053814,
0.034256183,
-0.03160195,
0.003290142,
-0.052448735,
0.008163147,
-0.0022481484,
0.009635416,
-0.029058313,
-0.036302153,
0.0014083328,
-0.0355833,
0.000093852854,
0.0664111,
-0.02466224,
0.028588291,
-0.038320478,
-0.020335289,
-0.012662899,
-0.030385429,
0.05817192,
-0.013706621,
-0.020584123,
0.04412661,
0.02063942,
0.023528662,
-0.014404739,
0.01517889,
-0.011909484,
0.006258873,
-0.027413242,
-0.03591508,
-0.0026006636,
-0.013208952,
0.014902407,
0.04125119,
0.070779525,
-0.018206373,
-0.0049144765,
0.028809479,
-0.018109605,
-0.040615283,
0.048771515,
-0.012151406,
-0.031076634,
0.04031115,
-0.038624607,
0.0064040264,
0.0016891353,
0.009165395,
0.00877832,
-0.005709364,
0.0030413077,
0.01407296,
0.0010791458,
-0.010222941,
-0.011439464,
-0.016713368,
0.021842118,
-0.018842284,
-0.020736188,
0.017003674,
-0.050209224,
-0.014722694,
0.019975862,
-0.052393436,
0.028090624,
0.00460689,
-0.038956385,
-0.0022395083,
-0.05253168,
-0.013741181,
0.024648417,
0.018814635,
-0.035638597,
0.051785175,
0.029390091,
0.025892587,
-0.029362444,
0.016782489,
0.06591343,
0.012317296,
0.02861594,
-0.036772173,
-0.016105106,
0.03829283,
-0.016063634,
-0.004845356,
0.01920171,
-0.049683906,
0.012462449,
0.01835844,
0.0058476054,
0.0009374485,
-0.026431728,
-0.0023984858,
0.021081792,
-0.018911405,
-0.041002356,
0.006701245,
0.029473037,
0.026293486,
0.036965713,
0.009808217,
-0.022975696,
-0.041002356,
-0.04918624,
0.048135605,
-0.016575126,
-0.019740852,
-0.036495693,
-0.037269842,
0.015358604,
0.05678951,
0.004496297,
-0.019519666,
0.00440644,
-0.03715925,
-0.010679137,
-0.03522387,
0.019533489,
-0.010257501,
0.018676395,
-0.025671402,
0.03373087,
-0.015275659,
-0.014888584,
0.04252301,
0.010271326,
0.0129186455,
0.044209555,
-0.04631082,
-0.038541663,
-0.016215699,
-0.04083647,
-0.021828294,
-0.019975862,
-0.040864117,
0.00082815153,
-0.036136266,
-0.009607768,
-0.028560644,
-0.025602281,
-0.029694222,
-0.020542651,
0.04907565,
-0.03367557,
0.029694222,
-0.03890109,
0.006611388,
0.025035491,
0.03433913,
-0.00049853255,
-0.0028253058,
-0.0100847,
-0.05662362,
0.043075975,
-0.017501343,
-0.023445718,
0.014086784,
0.0061759283,
0.05728718,
-0.039011683,
0.042910088,
0.07841044,
-0.028975368,
0.014501508,
-0.022229195,
-0.013112184,
-0.001651119,
-0.07459498,
-0.019284656,
-0.028394755,
-0.05421822,
-0.011038564,
-0.027053814,
-0.060604967,
-0.027261175,
-0.0013824126,
0.058558997,
-0.03256964,
0.042605955,
-0.017307805,
-0.020694716,
-0.060936745,
0.01765341,
0.008653902,
0.00042725189,
0.0063210814,
-0.010547808,
0.017777827,
0.03522387,
-0.034505017,
-0.043601293,
-0.00485918,
0.077691585,
-0.011480937,
-0.029307147,
-0.0037843543,
0.015773328,
-0.047969718,
-0.0601073,
0.023072466,
-0.003198557,
0.0073959073,
-0.015040649,
0.004489385,
0.043905422,
-0.045094296,
0.021026496,
0.007382083,
0.013948543,
0.0022637006,
0.024136923,
-0.01842756,
-0.019975862,
0.028698886,
0.034090295,
-0.01327116,
-0.00019332176,
-0.0035804487,
-0.027067639,
-0.05264227,
0.009614679,
0.029334795,
-0.013457786,
-0.0072784023,
0.0059236377,
0.007845191,
0.095109984,
0.0050630863,
0.02814592,
0.051785175,
-0.043075975,
-0.044320147,
0.0011188901,
0.022865104,
-0.040559985,
0.0021600197,
-0.013913983,
-0.007050304,
0.019920565,
0.04138943,
0.003310878,
-0.06292742,
0.0048730043,
-0.0072645782,
-0.0036599373,
-0.0082530035,
-0.034864444,
-0.009096275,
0.046144933,
0.006556092,
-0.059554335,
-0.034532666,
0.041030005,
-0.035057984,
0.017335454,
-0.037021007,
-0.015483021,
-0.043158922,
0.009455702,
-0.008785232,
-0.002410582,
-0.0054190573,
0.014321795,
0.0065388116,
-0.0039122277,
-0.011004004,
0.037076306,
0.044707224,
-0.01253157,
-0.046061985,
-0.013602939,
0.014515332,
-0.019104943,
-0.04553667,
0.034366775,
0.043214217,
-0.054660592,
-0.044071313,
0.004399528,
-0.0013037878,
-0.01578715,
0.039564647,
0.015455373,
0.014791815,
-0.013727357,
-0.0005343889,
0.019395249,
-0.06414394,
-0.02141357,
-0.008474189,
-0.022312138,
-0.0056436993,
-0.017031323,
0.017307805,
0.045481373,
-0.011944044,
0.030496022,
0.0017167836,
-0.024413407,
0.030385429,
0.009510999,
0.02308629,
0.0048937406,
-0.0027803774,
-0.0034473913,
-0.011598442,
0.01494388,
-0.0201694,
-0.021067968,
-0.0015949585,
-0.020625595,
-0.0032694058,
0.032901417,
0.013582204,
0.038818143,
-0.00030434676,
-0.047527343,
-0.021095617,
-0.008681551,
-0.0023933018,
-0.04205299,
-0.08261298,
-0.05565593,
0.029279498,
-0.037076306,
0.013623676,
-0.023901913,
-0.04747205,
0.018538153,
0.011031653,
-0.010174557,
-0.011335783,
0.025311975,
-0.01833079,
-0.005298096,
-0.06735114,
-0.038458716,
0.037712216,
-0.017971363,
-0.029943056,
0.0022360524,
0.010997092,
0.06115793,
0.0023760216,
0.0018990893,
-0.05150869,
0.020058807,
-0.02141357,
0.009455702,
0.017045148,
0.006369466,
-0.0040953974,
-0.029058313,
-0.032403752,
0.012814964,
0.013561468,
0.00049982854,
0.04299303,
0.027883261,
-0.010057052,
0.027551483,
-0.011183717,
0.0032158373,
-0.012690548,
0.050651595,
0.01692073,
0.04083647,
-0.024233693,
0.0033782707,
0.030330133,
0.043158922,
-0.008363596,
-0.041472375,
0.037518676,
0.0099810185,
0.0032434855,
-0.017999012,
0.06359098,
0.0074097314,
0.034228534,
-0.018247847,
-0.008895825,
-0.074871466,
-0.015151242,
-0.013457786,
0.036302153,
-0.0030948762,
-0.059222553,
-0.014238849,
-0.036550988,
0.024302812,
0.0031346206,
-0.091847494,
0.009593943,
0.028947718,
0.03160195,
0.022395084,
0.027717372,
-0.010229853,
0.010513248,
0.02630731,
0.077249214,
0.04191475,
-0.003528608,
0.03624686,
-0.010561632,
0.04252301,
-0.059720222,
0.003977892,
-0.041030005,
-0.036025673,
-0.014750342,
-0.008439628,
-0.007921224,
0.019519666,
0.028560644,
-0.0039364197,
-0.030606614,
-0.036136266,
0.017404575,
-0.051757526,
0.025270501,
0.021952711,
-0.027966207,
-0.011667562,
0.025685227,
0.025007844,
-0.025989356,
0.028422402,
0.04000702,
0.02275451,
0.058614295,
0.041057654,
0.027261175,
0.01886993,
0.032486696,
-0.0035337922,
-0.018856108,
-0.0056471555,
0.0030551318,
-0.013077623,
-0.017542815,
-0.03207197,
0.024095451,
0.048467387,
0.001997586,
-0.035057984,
0.017045148,
0.053001698,
-0.028698886,
-0.015731854,
0.068014696,
-0.0026611441,
0.0011620906,
-0.026072301,
-0.007043392,
-0.042633604,
0.019160239,
-0.047554992,
0.016478358,
-0.018676395,
-0.044651926,
-0.03823753,
-0.0316296,
0.003523424,
-0.028450051,
-0.01454298,
-0.011785068,
0.020791486,
0.002970459,
0.020556474,
0.026500849,
-0.036633935,
-0.028394755,
0.059830815,
0.04553667,
-0.00767239,
0.06115793,
0.038956385,
0.019962037,
0.019492017,
0.022325963,
0.009870426,
-0.009994843,
0.00058838935,
0.002089171,
0.02988776,
-0.025546985,
-0.041997693,
-0.014888584,
0.0038120027,
-0.010768994,
-0.049545668,
-0.03370322,
0.011619178,
-0.06829118,
-0.017639585,
0.001652847,
0.06547106,
-0.01564891,
0.022256842,
-0.024164572,
-0.059886113,
0.22162838,
0.049545668,
0.043407753,
0.010298974,
0.0016571671,
0.044237204,
0.025851116,
-0.015759503,
-0.02164858,
-0.052116953,
0.009704536,
-0.009808217,
0.0076309172,
0.020459706,
-0.039785832,
0.041361783,
-0.04556432,
0.01229656,
-0.012386417,
-0.027067639,
-0.064420424,
0.034062646,
0.008992594,
0.066687584,
0.04078117,
-0.024924899,
0.038624607,
-0.032873772,
-0.005519282,
-0.044209555,
0.03569389,
-0.043214217,
0.041638266,
0.00040154764,
0.009835865,
0.015939217,
-0.0025108068,
-0.05817192,
0.022464205,
-0.017459871,
0.017611936,
-0.01557979,
-0.0016735832,
-0.003836195,
-0.032486696,
0.0045861537,
0.005412145,
0.02449635,
0.000982377,
-0.030634264,
-0.007326787,
0.00019353777,
0.030026002,
-0.070392445,
-0.045039,
-0.005284272,
-0.027275,
-0.03326085,
0.01289791,
0.07055834,
-0.00917922,
0.033454385,
0.023680728,
-0.0011448105,
-0.036440395,
0.012351857,
0.0066597727,
0.024206044,
-0.0053292005,
-0.0013832765,
-0.0043511437,
0.006048055,
-0.012075374,
0.0074166437,
-0.00079661526,
0.028215041,
-0.015552142,
0.038790498,
0.019270832,
-0.04412661,
-0.004924845,
-0.030164242,
-0.0035977287,
-0.016450709,
-0.036274508,
0.058116626,
-0.059830815,
0.061932083,
0.015220363,
0.014294146,
0.0015508941,
0.045481373,
0.019505842,
0.030883096,
0.021897415
] | def encode_dataset(examples, max_length=512):
questions = examples["question"]
words = examples["words"]
boxes = examples["boxes"]
answers = examples["answer"] |
[
0.041566834,
-0.008852474,
0.049645938,
-0.0014819823,
-0.020438028,
-0.03697166,
-0.00030714294,
-0.018065354,
-0.004246034,
0.062049914,
0.036641285,
0.0074333753,
-0.007981493,
-0.037422165,
-0.029313028,
-0.0073207486,
-0.030739635,
-0.0065060807,
-0.029358078,
-0.0059354375,
0.008034052,
0.042738155,
-0.098030455,
-0.01744966,
-0.009400592,
0.040785953,
0.01325994,
-0.01247906,
0.027270727,
0.033097293,
0.0049368124,
-0.011172588,
0.008507085,
-0.04021531,
-0.02745093,
-0.02296087,
0.044299915,
-0.010376692,
-0.0022318896,
-0.014633988,
-0.012118654,
-0.037181895,
0.025273476,
-0.025904186,
-0.05508206,
0.0050794734,
0.009415609,
-0.006562394,
-0.023456428,
-0.058325715,
0.040155243,
-0.017434644,
0.040815987,
-0.0132524315,
-0.024612732,
-0.0055412436,
-0.015887901,
-0.0138456,
-0.013785533,
-0.015587563,
0.0207684,
0.041206427,
0.02588917,
-0.047603637,
-0.0218346,
0.008019035,
0.00005965706,
-0.022044837,
0.009340524,
0.0005368549,
-0.036010575,
-0.020993654,
-0.01818549,
-0.03198604,
-0.059857443,
-0.027030455,
0.040185276,
-0.017945219,
-0.04201734,
0.061749574,
-0.0018987018,
0.034298643,
0.029733501,
-0.042347714,
-0.023576565,
-0.02100867,
0.038983922,
-0.0038443315,
0.027375845,
0.00010453184,
-0.028697334,
0.009948709,
-0.061359134,
0.006952834,
0.04472039,
0.015422377,
0.006138166,
-0.006873995,
0.021864636,
0.021459179,
0.05066709,
0.0810313,
-0.010932318,
0.03330753,
-0.020513112,
0.035229694,
0.029042723,
-0.026054356,
-0.0574247,
0.0133725675,
0.013350042,
0.02018274,
0.002907651,
-0.0031329049,
-0.028246826,
0.076526225,
0.007133037,
0.011240165,
-0.039854906,
0.0022769405,
0.01067703,
0.022840735,
-0.00022302472,
-0.01462648,
0.030409263,
-0.00013022486,
-0.040335447,
0.06045812,
-0.0453511,
0.009760998,
0.027465947,
0.0051170154,
0.012366434,
0.013079737,
-0.0065736566,
0.007989001,
-0.00848456,
-0.009513219,
0.014025803,
0.0060180305,
0.023651648,
0.0011469172,
-0.04363917,
0.09322504,
-0.0010962351,
-0.04309856,
0.005924175,
0.0042197546,
-0.03607064,
0.038413282,
-0.0435791,
0.033577833,
0.03694162,
-0.008852474,
-0.031535532,
0.004869236,
0.009302982,
-0.0028363208,
-0.012103638,
-0.010797165,
-0.026459813,
-0.0167739,
-0.012201248,
0.047453467,
-0.022600465,
0.05787521,
-0.05616328,
-0.005518718,
-0.04225761,
-0.0022469067,
-0.01720939,
0.0063071065,
0.018140439,
0.041656937,
0.0007743099,
0.030454313,
0.036521148,
0.0019897418,
0.023426395,
0.009610829,
-0.018936336,
0.005402337,
0.0035683955,
-0.0047566094,
-0.000489927,
0.017509729,
0.012036061,
-0.005109507,
-0.030244077,
-0.0037166877,
0.05069712,
0.02534856,
-0.0058040395,
0.019972503,
0.009160321,
-0.005285956,
-0.05021658,
0.01623329,
0.013395092,
-0.041837137,
-0.035499997,
0.031535532,
-0.006089361,
0.016803933,
-0.014949344,
-0.02519839,
0.01228384,
0.030319162,
-0.024192259,
0.016368443,
0.03847335,
0.02569395,
-0.011713197,
0.000644789,
0.037872672,
-0.01998752,
-0.05285956,
0.016683798,
-0.0306195,
-0.01575275,
0.025919205,
0.040785953,
0.027075507,
0.058926392,
0.004542618,
-0.027856387,
0.024312394,
0.06805668,
0.0064722924,
0.06265059,
0.021384094,
0.046041876,
-0.0031404134,
0.052228846,
0.01950698,
0.017554779,
0.030994922,
0.055682737,
0.019176606,
0.02287077,
-0.02667005,
0.024057105,
0.03007889,
0.036731385,
0.0015692682,
0.014836716,
-0.009978743,
0.034388747,
-0.01155552,
0.031385362,
-0.026294626,
0.040815987,
0.014408735,
0.041446697,
-0.024477579,
-0.021969754,
0.03847335,
0.034598984,
-0.063251264,
-0.020077622,
-0.03432868,
-0.0006823313,
-0.0060630813,
0.0030634517,
0.027465947,
0.016368443,
0.033187393,
0.009858608,
0.008184222,
-0.03670135,
-0.025618866,
-0.052379016,
-0.059797376,
-0.024747884,
-0.026985405,
-0.036431048,
-0.024898052,
-0.03450888,
-0.010076353,
-0.03183587,
-0.005762743,
0.0047603636,
-0.020032572,
0.024687815,
-0.025123307,
0.011975993,
-0.041837137,
-0.012358925,
-0.018831218,
0.051958542,
-0.009453151,
-0.010001268,
-0.030544415,
-0.028637266,
0.001331813,
0.015159581,
0.0048955157,
-0.022450294,
-0.033758037,
-0.0062432843,
-0.024822969,
-0.011495452,
-0.028066624,
-0.020708332,
-0.031235194,
0.01950698,
0.042347714,
-0.0011469172,
0.02139911,
0.046342216,
-0.053790607,
0.0032230064,
0.034088407,
-0.016924068,
-0.028877538,
0.05042682,
0.021804567,
0.0077937813,
-0.021023687,
-0.016563663,
-0.03808291,
0.011037436,
-0.015978003,
-0.032196276,
0.020107655,
0.04646235,
-0.022645514,
-0.099171735,
0.012336399,
-0.063731804,
-0.056703888,
-0.015978003,
-0.0071555623,
0.030499363,
0.030514382,
0.014911802,
-0.04976607,
-0.035409898,
0.021429144,
0.047213197,
0.015009412,
-0.056673855,
0.013800549,
0.029568315,
-0.00077806413,
-0.0014969992,
-0.010309115,
-0.020858502,
-0.018906303,
0.005233397,
0.040725887,
0.032887053,
-0.008371932,
-0.000567358,
0.01916159,
0.0056088194,
-0.030334178,
0.025723984,
0.016398476,
0.0071555623,
0.015632614,
0.04574154,
0.0044787964,
-0.05030668,
0.013312499,
-0.07202115,
0.014731598,
0.004084602,
0.012689297,
-0.046672586,
0.04661252,
0.0062094964,
0.0076135783,
-0.005927929,
-0.0187261,
-0.0534302,
0.019867385,
0.014588938,
0.062290184,
-0.016954102,
-0.0069415714,
-0.014025803,
-0.0076135783,
0.010692047,
0.05099746,
0.060578253,
-0.0074333753,
0.000045784007,
-0.028427029,
-0.040065143,
0.0015326644,
-0.023441412,
0.03456895,
-0.013169839,
-0.020392977,
-0.0062620556,
0.032016072,
0.040936124,
0.055832908,
0.028877538,
0.02754103,
0.009580795,
-0.002074212,
0.0247629,
-0.016128171,
0.0039719753,
-0.024312394,
0.056373518,
-0.017284475,
0.029703468,
-0.051958542,
-0.0019043331,
0.00414467,
0.02398202,
0.006964097,
0.014070854,
-0.071300335,
-0.020783417,
0.00045308864,
0.02139911,
-0.051327832,
-0.021038705,
-0.030874787,
0.005912912,
0.028652282,
-0.057064295,
0.039314296,
-0.021263959,
0.02749598,
-0.007422113,
-0.005879124,
-0.007087986,
0.0011187606,
-0.03387817,
-0.029538281,
0.010992385,
0.05093739,
-0.005041931,
0.032796953,
-0.033968274,
0.011893401,
-0.02471785,
-0.00050869817,
0.008169204,
0.008401967,
-0.008882508,
0.030454313,
0.013207381,
-0.03081472,
-0.059166662,
0.028246826,
-0.045020726,
0.00965588,
-0.030003807,
0.018020304,
-0.022570431,
-0.019972503,
0.0022806947,
0.011517977,
0.0025754017,
0.02549873,
0.016803933,
0.020738367,
-0.041266497,
-0.05201861,
0.039614636,
0.0053422693,
0.0060255392,
0.04709306,
-0.036040608,
-0.0010164578,
0.0061681997,
0.009813557,
0.0040883566,
-0.023801818,
-0.022975888,
-0.0039419415,
0.0027856387,
-0.058235615,
0.029763535,
-0.05162817,
0.04811421,
-0.03480922,
-0.024702834,
-0.0374522,
-0.08607698,
-0.022225041,
-0.019461928,
-0.0054398794,
0.022240058,
0.024387477,
-0.025814084,
-0.011938451,
-0.014994394,
-0.022450294,
-0.033908203,
-0.036040608,
-0.03862352,
0.024207275,
-0.000046957204,
0.03856345,
-0.020152707,
-0.016098138,
0.0010333518,
0.012253807,
0.023921954,
-0.020783417,
-0.027420895,
0.03456895,
-0.01228384,
-0.0315055,
0.043759305,
-0.012501586,
-0.0013796795,
-0.013244923,
0.018560912,
0.003575904,
0.015369818,
-0.020738367,
0.06865736,
-0.0052972184,
-0.07142047,
-0.03189594,
-0.013537753,
0.028787436,
0.031565566,
0.041747037,
-0.016894035,
-0.03871362,
-0.053790607,
0.02178955,
-0.019837352,
-0.0011713197,
-0.047603637,
-0.021023687,
0.011255181,
0.020047588,
0.0037260733,
-0.02515334,
0.027811335,
-0.06289086,
0.018020304,
-0.016563663,
-0.005177083,
-0.034448814,
-0.0031441676,
-0.014423751,
0.038803723,
-0.006040556,
0.021113789,
0.009137795,
-0.016894035,
0.021609347,
-0.0020554408,
-0.026579948,
-0.015437393,
-0.0004601278,
0.0075647733,
0.016668782,
-0.011615587,
-0.042497884,
0.03189594,
-0.03228638,
0.015812816,
-0.010534369,
-0.0473934,
-0.05388071,
-0.022179991,
0.04075592,
-0.020062605,
-0.030108925,
-0.033968274,
0.036130708,
-0.009205372,
0.021128805,
-0.0009033616,
-0.054301184,
-0.031235194,
-0.057094328,
0.033037223,
-0.014686547,
0.007921426,
0.00192592,
-0.0114729265,
0.04417978,
-0.053640436,
-0.009738472,
0.065413706,
0.0134927025,
0.03276692,
-0.036881555,
0.036731385,
-0.0062470385,
-0.033457696,
0.0059504546,
-0.024868019,
-0.046792723,
0.0046965415,
-0.0055299806,
-0.062170047,
-0.017374577,
0.048324447,
0.104697965,
-0.0051019983,
0.04865482,
-0.0018170472,
-0.05069712,
-0.005323498,
0.01759983,
0.030123942,
0.0009995637,
0.009745981,
-0.0068627326,
0.004598932,
0.0038781196,
-0.04060575,
-0.03066455,
0.014746616,
0.036340944,
-0.020077622,
-0.04036548,
0.049736038,
0.04709306,
-0.044840522,
-0.03886379,
0.018861251,
0.00066543726,
0.009648371,
-0.015572546,
0.011900909,
0.047603637,
-0.05054695,
0.0032399006,
-0.0010652627,
-0.04060575,
-0.01394321,
-0.008792407,
0.006089361,
-0.057094328,
0.029418146,
0.010023794,
-0.056733925,
0.015857868,
-0.016879018,
-0.0034745398,
-0.0022975886,
0.010684539,
0.058085445,
-0.0059391917,
-0.022405244,
-0.0015983634,
0.0036209547,
0.050637055,
-0.016053088,
-0.008499577,
0.016023053,
-0.029132824,
-0.025423646,
-0.0061156405,
0.018140439,
0.005533735,
0.010249048,
-0.014206006,
0.0031141338,
0.021474196,
0.043248728,
-0.033337563,
-0.052529186,
0.009821066,
-0.035560068,
-0.020167723,
0.0012501585,
-0.046011843,
-0.0005307543,
0.030709602,
0.00006388057,
-0.013365058,
0.006738843,
0.015497461,
-0.034929354,
0.038683586,
-0.024837986,
0.024612732,
-0.047903974,
0.021339044,
-0.007362045,
0.023831852,
0.010534369,
-0.0070917406,
-0.031295262,
0.026504863,
-0.0007663322,
-0.006889012,
0.0015120162,
0.027946487,
-0.022660533,
-0.012028553,
0.0021155085,
0.0064084707,
-0.032346446,
0.031775802,
0.046432316,
-0.017029187,
0.012809433,
0.0023820589,
-0.019341793,
-0.05913663,
0.010226523,
0.073342636,
-0.01267428,
0.010339149,
-0.005041931,
0.01184835,
-0.07106006,
-0.046732653,
0.001976602,
-0.032676816,
0.01184835,
-0.0012116777,
-0.00056501164,
0.039854906,
-0.0024627747,
0.022750633,
-0.0032943368,
0.01462648,
-0.0019878647,
0.007733714,
-0.012351417,
0.030964889,
-0.0077186967,
0.027180625,
0.002432741,
0.043068524,
-0.018080372,
-0.010909792,
0.0029301764,
-0.04264805,
-0.04583164,
0.00528971,
-0.00044839585,
0.04021531,
0.061058797,
-0.040095177,
0.00053263135,
0.012591687,
-0.022975888,
-0.0024008302,
-0.073522836,
-0.056313448,
-0.013079737,
-0.01092481,
0.008702305,
-0.041356597,
-0.04685279,
0.020347927,
0.013793041,
-0.0040695854,
0.004520093,
0.034989424,
-0.018155456,
-0.00011245092,
-0.011855858,
-0.008649746,
-0.006828944,
-0.01126269,
-0.0080866115,
-0.023786802,
0.009250423,
0.058926392,
0.014153447,
0.011585554,
-0.03832318,
0.024492597,
-0.026730116,
-0.008679779,
0.009866117,
0.01896637,
-0.007377062,
0.008041561,
-0.06883756,
0.02495812,
-0.041416664,
0.0395846,
0.0027405878,
-0.021414127,
-0.0074671633,
0.01623329,
0.046882823,
-0.014258565,
-0.020227792,
0.015662648,
0.019041454,
-0.004366169,
-0.016683798,
-0.015234665,
0.035229694,
0.045531303,
0.033818103,
-0.0095282355,
0.056974195,
0.03799281,
-0.025904186,
-0.02471785,
0.020272842,
0.011795791,
0.040876057,
0.00096296,
-0.041506767,
-0.024312394,
0.0002937685,
-0.037782572,
0.03417851,
0.0043061017,
-0.022765651,
-0.00020636532,
-0.037872672,
0.009280456,
0.0020516866,
-0.023711717,
0.000024285175,
-0.01594797,
0.021669416,
0.018125422,
0.038383245,
-0.0030108925,
0.019206641,
0.014633988,
0.04168697,
0.039224196,
0.00741085,
0.023141073,
-0.0031986039,
-0.013815566,
-0.04129653,
0.00041390385,
-0.031175125,
-0.012974619,
-0.06313113,
0.026159475,
-0.013072229,
-0.0009075851,
0.044870555,
-0.056313448,
-0.0030784686,
-0.031655665,
0.058686122,
-0.02847208,
0.03324746,
0.068777494,
-0.054030877,
-0.034118444,
0.03387817,
0.0040395516,
-0.005518718,
0.02491307,
0.07382318,
0.0473934,
0.062770724,
-0.001191968,
0.014108396,
0.015257191,
0.022495346,
-0.01087225,
-0.029267976,
-0.0030747144,
-0.027991539,
0.019086504,
-0.045561336,
-0.040065143,
0.016999153,
0.028006556,
0.019131556,
-0.049585868,
-0.02374175,
-0.012704315,
-0.04318866,
0.030844754,
0.04796404,
0.0003212213,
0.03222631,
-0.010203997,
-0.00087755127,
-0.033097293,
0.021143824,
-0.043068524,
0.05075719,
-0.0356802,
-0.029658416,
-0.040695854,
-0.035650168,
-0.04177707,
0.02847208,
0.0068139276,
-0.07009898,
0.016984137,
0.0013205503,
0.014446277,
0.019807318,
-0.0071630706,
0.016338408,
0.055292297,
0.042738155,
0.0007611701,
0.051898476,
0.021909686,
-0.01896637,
0.042828254,
-0.01501692,
0.027045473,
0.0065210974,
0.012816941,
0.008244289,
0.017825084,
-0.008935067,
-0.06679526,
-0.017134305,
0.05069712,
0.013380076,
0.0015758381,
-0.04913536,
-0.0236967,
-0.063011,
-0.0051996084,
-0.0044299914,
0.049015228,
-0.020948604,
0.042347714,
0.003870611,
-0.06289086,
0.27126563,
0.06391201,
0.046101943,
0.014483819,
0.03553003,
0.046432316,
0.016308375,
-0.060097713,
-0.016473562,
-0.015046954,
0.012569162,
-0.044510152,
-0.008439509,
0.02052813,
-0.03174577,
0.033758037,
-0.06841709,
0.015572546,
0.026730116,
-0.018801184,
-0.04201734,
0.027526014,
-0.015857868,
0.04060575,
0.032826986,
0.005563769,
0.043248728,
-0.046252113,
0.009806049,
-0.02627961,
0.0066562495,
-0.032796953,
0.062230118,
-0.012854483,
0.0114504015,
0.016278341,
-0.009160321,
-0.04405964,
-0.02135406,
0.0053760572,
-0.014243549,
-0.01321489,
0.036040608,
-0.009378066,
-0.02886252,
0.015512479,
-0.00862722,
0.02745093,
0.04607191,
-0.0435791,
0.031325296,
0.011728214,
0.046582486,
-0.040455583,
-0.03027411,
0.008965101,
-0.0014181604,
-0.024207275,
0.010616963,
0.050186545,
0.006780139,
-0.0061757085,
0.029568315,
0.015069479,
-0.039764803,
0.040846024,
0.030304145,
0.029928721,
-0.03504949,
-0.012418993,
0.023951987,
-0.011660638,
-0.023441412,
-0.0038387002,
0.020152707,
0.016473562,
-0.012779399,
0.031475466,
0.03817301,
-0.036160745,
0.015099513,
-0.00989615,
-0.051117595,
-0.0015007535,
0.029042723,
0.0711802,
-0.010196488,
-0.008139171,
-0.039614636,
-0.008274323,
-0.015437393,
0.027480964,
-0.0038893824,
0.016323391,
-0.010759623
] |
example = dataset_with_ocr["train"][1]
words = [word.lower() for word in example["words"]]
match, word_idx_start, word_idx_end = subfinder(words, example["answer"].lower().split())
print("Question: ", example["question"])
print("Words:", words)
print("Answer: ", example["answer"])
print("start_index", word_idx_start)
print("end_index", word_idx_end)
Question: Who is in cc in this letter?
Words: ['wie', 'baw', 'brown', '&', 'williamson', 'tobacco', 'corporation', 'research', '&', 'development', 'internal', 'correspondence', 'to:', 'r.', 'h.', 'honeycutt', 'ce:', 't.f.', 'riehl', 'from:', '.', 'c.j.', 'cook', 'date:', 'may', '8,', '1995', 'subject:', 'review', 'of', 'existing', 'brainstorming', 'ideas/483', 'the', 'major', 'function', 'of', 'the', 'product', 'innovation', 'graup', 'is', 'to', 'develop', 'marketable', 'nove!', 'products', 'that', 'would', 'be', 'profitable', 'to', 'manufacture', 'and', 'sell.', 'novel', 'is', 'defined', 'as:', 'of', 'a', 'new', 'kind,', 'or', 'different', 'from', 'anything', 'seen', 'or', 'known', 'before.', 'innovation', 'is', 'defined', 'as:', 'something', 'new', 'or', 'different', 'introduced;', 'act', 'of', 'innovating;', 'introduction', 'of', 'new', 'things', 'or', 'methods.', 'the', 'products', 'may', 'incorporate', 'the', 'latest', 'technologies,', 'materials', 'and', 'know-how', 'available', 'to', 'give', 'then', 'a', 'unique', 'taste', 'or', 'look.', 'the', 'first', 'task', 'of', 'the', 'product', 'innovation', 'group', 'was', 'to', 'assemble,', 'review', 'and', 'categorize', 'a', 'list', 'of', 'existing', 'brainstorming', 'ideas.', 'ideas', 'were', 'grouped', 'into', 'two', 'major', 'categories', 'labeled', 'appearance', 'and', 'taste/aroma.', 'these', 'categories', 'are', 'used', 'for', 'novel', 'products', 'that', 'may', 'differ', 'from', 'a', 'visual', 'and/or', 'taste/aroma', 'point', 'of', 'view', 'compared', 'to', 'canventional', 'cigarettes.', 'other', 'categories', 'include', 'a', 'combination', 'of', 'the', 'above,', 'filters,', 'packaging', 'and', 'brand', 'extensions.', 'appearance', 'this', 'category', 'is', 'used', 'for', 'novel', 'cigarette', 'constructions', 'that', 'yield', 'visually', 'different', 'products', 'with', 'minimal', 'changes', 'in', 'smoke', 'chemistry', 'two', 'cigarettes', 'in', 'cne.', 'emulti-plug', 'te', 'build', 'yaur', 'awn', 'cigarette.', 'eswitchable', 'menthol', 'or', 'non', 'menthol', 'cigarette.', 'cigarettes', 'with', 'interspaced', 'perforations', 'to', 'enable', 'smoker', 'to', 'separate', 'unburned', 'section', 'for', 'future', 'smoking.', '«short', 'cigarette,', 'tobacco', 'section', '30', 'mm.', '«extremely', 'fast', 'buming', 'cigarette.', '«novel', 'cigarette', 'constructions', 'that', 'permit', 'a', 'significant', 'reduction', 'iretobacco', 'weight', 'while', 'maintaining', 'smoking', 'mechanics', 'and', 'visual', 'characteristics.', 'higher', 'basis', 'weight', 'paper:', 'potential', 'reduction', 'in', 'tobacco', 'weight.', '«more', 'rigid', 'tobacco', 'column;', 'stiffing', 'agent', 'for', 'tobacco;', 'e.g.', 'starch', 'colored', 'tow', 'and', 'cigarette', 'papers;', 'seasonal', 'promotions,', 'e.g.', 'pastel', 'colored', 'cigarettes', 'for', 'easter', 'or', 'in', 'an', 'ebony', 'and', 'ivory', 'brand', 'containing', 'a', 'mixture', 'of', 'all', 'black', '(black', 'paper', 'and', 'tow)', 'and', 'ail', 'white', 'cigarettes.', '499150498']
Answer: T.F. Riehl
start_index 17
end_index 18 |
[
0.031506132,
0.01618831,
0.03057948,
0.020372279,
0.007904613,
-0.0077922917,
0.024317566,
-0.014938736,
-0.017676568,
0.025693502,
-0.030017873,
0.016160231,
0.025005534,
-0.019108664,
-0.020484602,
0.0023271574,
-0.008431119,
-0.041446567,
-0.079130374,
-0.01440521,
0.026943076,
0.027813567,
-0.08412867,
-0.017465966,
-0.03563394,
0.03580242,
-0.004506893,
0.028655978,
0.05964262,
0.025384618,
0.011393595,
0.023868281,
0.019094625,
-0.06930225,
0.008311778,
0.01704476,
0.03745916,
0.0101440195,
-0.031225327,
-0.018252214,
0.018182013,
0.01354876,
0.01784505,
-0.003234503,
-0.054953206,
-0.0141665265,
-0.00169886,
0.016918398,
-0.07255957,
-0.03821733,
0.018153934,
0.009041866,
0.053352628,
-0.0053142025,
-0.031225327,
-0.030467158,
-0.006026741,
-0.011309353,
-0.049898747,
-0.032741666,
-0.038498133,
-0.0067462996,
0.007848453,
-0.03327519,
-0.010073818,
-0.00510009,
0.0077501712,
0.00051729236,
-0.032657426,
-0.024457969,
-0.0288385,
0.018238174,
-0.01690436,
-0.024893213,
-0.05590794,
-0.0031327119,
0.0018778722,
0.028389214,
-0.025159976,
0.020751365,
0.005774018,
0.010017658,
0.021916699,
-0.024724731,
-0.029035062,
-0.043552592,
-0.0009091007,
-0.05773316,
-0.03905974,
-0.012930992,
-0.045293573,
0.034258004,
-0.066044934,
0.01440521,
0.021902658,
0.021649934,
0.004763126,
0.01795737,
-0.013162655,
-0.0074974485,
0.032432783,
0.095304646,
-0.018041613,
0.045377813,
-0.001965623,
0.01017912,
-0.0036223626,
0.0012715125,
-0.06447244,
0.018785741,
-0.021846497,
-0.018406658,
0.00509658,
-0.033640236,
-0.05172397,
0.05015147,
-0.015205499,
-0.016974559,
-0.037880365,
0.009673674,
-0.016497195,
-0.00061381847,
0.048859775,
-0.011021529,
0.0013724262,
-0.062394496,
0.015416102,
0.028894661,
-0.023362836,
0.01790121,
0.0059776003,
0.0017620408,
0.037711885,
0.0074412874,
-0.0004168174,
-0.021916699,
0.0071815443,
-0.024303526,
0.03661675,
0.012481707,
0.0040962184,
0.010909208,
-0.033303272,
0.082612336,
0.002042844,
0.0033626196,
-0.017943332,
0.00073228235,
-0.028262854,
-0.016328713,
-0.043187547,
-0.0004275669,
0.0186313,
-0.0020972497,
-0.02878234,
-0.015935587,
-0.013513659,
0.027687207,
-0.020021277,
0.02647975,
0.044731967,
0.01354876,
0.012966093,
0.043047145,
0.003646933,
0.066775024,
-0.034566887,
-0.017129002,
-0.010621385,
-0.02544078,
0.030523319,
-0.00009285156,
0.028136492,
0.005700307,
0.03560586,
0.0053036725,
0.038582373,
-0.011435715,
0.0038470053,
-0.007848453,
0.009989577,
-0.010382703,
0.061046638,
0.0017251853,
-0.018996343,
-0.0069007413,
0.008157336,
0.008059055,
-0.06834752,
-0.02455625,
0.045181252,
0.04841049,
-0.0042050295,
-0.0014742174,
-0.011337434,
-0.025623301,
-0.0493933,
-0.013415378,
0.0030941013,
-0.0043770215,
-0.03813309,
0.04080072,
-0.012664229,
0.0056967973,
-0.030017873,
0.012579988,
0.010628405,
0.053717673,
-0.000723946,
0.026086627,
-0.011562076,
-0.014131427,
-0.01867342,
0.05074116,
0.02795397,
-0.02035824,
-0.02462645,
0.02642359,
0.0045595434,
0.021383172,
0.017283443,
0.011990301,
0.0077922917,
0.008803183,
0.024163125,
-0.025805824,
-0.018210094,
0.057311956,
0.042064335,
0.039593264,
-0.0023991133,
0.032629345,
-0.002034069,
0.023713838,
-0.0006941107,
0.03543738,
0.0035486517,
0.03403336,
0.02643763,
0.03470729,
0.000414843,
-0.024022723,
0.033359434,
0.014517531,
0.010874108,
-0.03479153,
-0.0052124113,
0.0033696396,
-0.028627897,
0.009617513,
-0.03125341,
0.039452866,
0.007806332,
-0.002634286,
-0.022857388,
-0.061664406,
0.013211795,
0.05074116,
-0.022590626,
-0.0042155595,
0.00847324,
0.002641306,
0.05284718,
0.02537058,
0.049365222,
0.03234854,
0.017620407,
0.003822435,
-0.003913696,
-0.010740726,
-0.038750857,
-0.07014467,
-0.045293573,
0.01268529,
-0.058912534,
-0.02791185,
-0.0040260176,
-0.048719373,
0.015795186,
-0.008655762,
0.014756214,
-0.004148869,
-0.0034538805,
0.04574286,
0.013864663,
0.0031221819,
-0.04223282,
0.022997791,
-0.018884022,
0.025384618,
-0.03644827,
0.010670526,
0.029512428,
-0.0375434,
-0.009196308,
-0.00024614166,
0.00097140396,
-0.017129002,
-0.020877726,
0.015430141,
-0.03164653,
0.013562799,
-0.04009871,
-0.0025605753,
-0.028655978,
0.02711156,
0.02892274,
0.0048824674,
0.02795397,
0.06379851,
-0.07070627,
0.019024424,
0.03653251,
0.02802417,
-0.022604667,
0.021593774,
0.021846497,
0.003129202,
-0.02711156,
-0.021130448,
-0.060597353,
0.04419844,
0.00935075,
-0.023320714,
0.026830755,
0.054953206,
-0.026311269,
-0.04223282,
0.00424715,
-0.06947074,
-0.032769747,
-0.022155382,
-0.0019937034,
0.027673166,
0.016777998,
0.019866833,
-0.03827349,
-0.0058301785,
0.006198733,
0.023194352,
0.0023359326,
-0.034286086,
0.044563483,
0.030186355,
-0.02201498,
0.023039911,
0.054925125,
-0.000013169511,
-0.024682611,
-0.021649934,
0.03313479,
0.021032168,
0.037796125,
-0.0059319697,
0.012004341,
0.019192906,
-0.053436868,
0.02298375,
0.047764644,
0.027813567,
0.05618874,
-0.000031124193,
0.0011767413,
-0.0049070376,
-0.021776296,
-0.06273146,
0.02809437,
0.02044248,
0.022365984,
-0.02124277,
0.03844197,
-0.0035925272,
-0.029456267,
0.005854749,
0.043075226,
-0.022478305,
0.05868789,
-0.0019252576,
0.031702694,
-0.054981288,
0.013906783,
0.03498809,
0.025075736,
-0.008852324,
0.061439764,
0.038470052,
-0.00422609,
-0.014306928,
-0.053184148,
0.0003650443,
0.0026167359,
0.00427523,
-0.04150273,
-0.021060249,
-0.02389636,
-0.035886664,
-0.008803183,
0.041137684,
0.06340539,
0.00022464264,
0.018785741,
-0.031084927,
-0.020667123,
0.034594968,
-0.015907507,
0.01701668,
-0.02886658,
0.038722776,
0.008276678,
0.01614619,
-0.016019829,
0.011358494,
0.0066725886,
-0.0032046677,
-0.013696182,
0.0148123745,
-0.040969204,
-0.019922994,
-0.00931565,
0.009926396,
0.014714093,
-0.02551098,
-0.018125853,
0.0236998,
-0.005458114,
-0.032853987,
-0.0051913513,
0.0014189342,
-0.02982131,
-0.022323864,
0.013611941,
-0.007932694,
-0.013668101,
-0.018855942,
-0.026830755,
0.019347347,
0.019642191,
-0.018518979,
0.028333053,
-0.015444182,
0.019894915,
-0.036139384,
-0.0058161383,
-0.007813352,
-0.018153934,
-0.00019129725,
0.0094349915,
0.015584583,
0.01022124,
-0.010452903,
0.004419142,
-0.013766382,
0.015612664,
-0.033836797,
-0.020021277,
0.008304758,
0.01362598,
0.014629852,
0.053099904,
0.041193847,
-0.020372279,
-0.0064339056,
0.024135044,
-0.005837199,
-0.058182444,
0.038694695,
0.033331353,
-0.018645339,
0.03327519,
-0.021411251,
0.024331607,
0.013415378,
0.01362598,
-0.0355497,
-0.034763448,
-0.025946226,
0.010452903,
0.0045630536,
-0.004584114,
0.018743621,
-0.04178353,
0.012846751,
-0.010874108,
-0.058126286,
-0.028304974,
-0.042906746,
-0.034370326,
0.004843857,
-0.019122705,
0.028501535,
0.005840709,
-0.0014724623,
0.042794425,
-0.015528423,
-0.024275446,
-0.013991024,
-0.048972096,
-0.011414655,
0.063180745,
-0.02125681,
0.044675805,
-0.018954223,
-0.015696906,
0.046248306,
-0.009161208,
0.04501277,
-0.0014417495,
-0.0023218924,
0.0036434229,
-0.040491838,
-0.007462348,
0.03990215,
-0.010951329,
-0.041165765,
0.0074412874,
0.020877726,
-0.012832711,
-0.014994897,
-0.020990048,
0.019010384,
-0.010319522,
-0.05874405,
-0.021102369,
0.036672913,
-0.018855942,
0.047539998,
0.016665677,
-0.04341219,
-0.019459669,
-0.053970397,
0.04995491,
-0.03656059,
-0.00508605,
-0.041306168,
-0.04178353,
0.007904613,
0.041306168,
-0.012930992,
-0.066606544,
-0.039312463,
-0.04832625,
0.01954391,
-0.043047145,
-0.03827349,
-0.00026478874,
0.017676568,
-0.0375434,
0.030354837,
-0.0148544945,
-0.017143043,
0.03462305,
0.019557951,
0.02129893,
0.06402315,
-0.059698783,
-0.01610407,
-0.020372279,
0.003559182,
-0.011070671,
-0.003573222,
-0.0375434,
0.049730264,
-0.05509361,
-0.0049702185,
-0.0060162107,
-0.017143043,
-0.009624533,
0.031843096,
0.044282682,
-0.046164062,
-0.010530124,
-0.01952987,
0.023531318,
-0.023376875,
0.052173253,
0.004731536,
-0.0018884023,
-0.05672227,
-0.07087476,
0.026128748,
-0.021341052,
-0.0031818524,
0.023264553,
-0.0074974485,
0.05006723,
-0.040295273,
0.046416786,
0.058350928,
-0.018167974,
-0.027701246,
0.0064268857,
0.010031698,
0.024738772,
-0.02878234,
0.0025395148,
-0.010600325,
-0.031843096,
0.010565224,
0.00042822503,
-0.059305657,
-0.00036745745,
-0.0058056084,
0.029147383,
-0.0119201,
0.051892452,
-0.019824713,
-0.032657426,
-0.033022467,
0.0111338515,
0.031056846,
0.006037271,
0.047427677,
0.0038715757,
0.06688735,
0.058126286,
-0.0070727332,
-0.009519232,
-0.03139381,
0.08272465,
-0.010523104,
-0.03481961,
0.013450478,
0.03288207,
-0.032713585,
-0.061720565,
0.013239875,
-0.016356792,
-0.0118499,
0.0021709607,
0.008388999,
0.019614112,
-0.0561045,
0.010628405,
0.00067261164,
-0.006858621,
0.018027572,
0.0056476565,
0.010642446,
-0.03125341,
0.039115902,
0.05857557,
-0.02892274,
-0.005454604,
-0.05441968,
0.014657932,
-0.057789322,
-0.014700053,
0.05607642,
0.0053738733,
0.0094560515,
0.030916443,
0.008964646,
0.10148232,
-0.018996343,
0.04419844,
0.023629598,
-0.014292888,
-0.030017873,
0.012060502,
0.015037017,
0.002797503,
0.01868746,
-0.013310077,
0.015570544,
0.03223622,
0.022997791,
-0.008761063,
-0.08334242,
0.014671973,
-0.032938227,
-0.0052264514,
-0.007946733,
-0.025033616,
0.0040435675,
0.019206947,
-0.0028168082,
-0.06037271,
-0.034454565,
0.00850834,
-0.015472262,
0.028361134,
-0.04950562,
-0.016539315,
-0.075311445,
-0.028375175,
-0.04501277,
-0.021748217,
0.025384618,
0.060428873,
-0.014257788,
-0.02044248,
-0.022183461,
0.06475324,
0.01105663,
0.01701668,
-0.020372279,
-0.017227283,
-0.007202605,
0.012994173,
0.0026114706,
0.017508086,
0.042036254,
-0.0057354076,
-0.0054861945,
0.0021814907,
0.0074272472,
-0.027266001,
-0.013976985,
0.019235026,
0.0021165549,
-0.018855942,
0.008009914,
0.076603144,
-0.058182444,
-0.023980603,
-0.008634701,
-0.063517705,
0.021425292,
-0.0035188163,
-0.006219793,
0.041362327,
-0.007392147,
0.037122197,
-0.025988346,
0.01017912,
0.0057389177,
-0.006202243,
0.017143043,
0.0032783786,
0.029877473,
-0.0021832457,
0.017143043,
-0.012271104,
-0.029512428,
0.0063952953,
-0.008824244,
-0.013443458,
-0.012207923,
0.0047841864,
0.022520425,
0.018013531,
0.009041866,
-0.009484132,
0.02302587,
-0.0043419213,
-0.005851239,
-0.013127554,
-0.047371518,
-0.047006473,
0.04251362,
-0.059754945,
-0.014517531,
-0.086936705,
-0.016258512,
0.0060688616,
0.056469545,
0.03987407,
0.05259446,
0.058294766,
0.014531571,
0.0131556345,
-0.05773316,
-0.048157766,
0.014728134,
-0.015037017,
-0.059305657,
-0.015022977,
0.017606366,
0.062619135,
0.00764487,
-0.03057948,
-0.06744895,
-0.039284382,
0.021130448,
-0.0070797536,
0.00025908492,
0.022688907,
-0.045462057,
0.0220571,
-0.029933633,
-0.00063795,
0.042906746,
0.024022723,
0.045265492,
0.017114962,
0.0008059932,
-0.019768553,
0.025974305,
-0.02287143,
0.01189202,
0.03408952,
0.009736855,
-0.0101861395,
0.0044893427,
0.011667377,
0.053717673,
0.043496434,
0.029708989,
-0.036307868,
0.042934824,
-0.0070727332,
-0.0141665265,
-0.03501617,
0.056160662,
0.006033761,
0.008585561,
0.014657932,
0.011983281,
-0.03498809,
-0.0052545317,
0.0030414509,
0.0071148537,
-0.0003384996,
-0.023082031,
0.021888617,
-0.04832625,
0.00930863,
0.0101861395,
-0.048944015,
-0.01528974,
0.015261659,
0.062226012,
0.027897809,
-0.0076659303,
-0.029652828,
0.04248554,
0.03661675,
-0.01944563,
0.022773148,
-0.040491838,
0.035858583,
-0.016398912,
0.022380024,
-0.023671718,
0.025230177,
0.0036890535,
-0.06194521,
-0.026957117,
0.019305227,
0.0028782338,
-0.013752342,
0.04419844,
-0.007869513,
-0.06099048,
-0.03327519,
0.019698352,
-0.014587732,
-0.016216392,
0.035886664,
-0.049898747,
-0.02643763,
0.028585777,
-0.037487242,
-0.0134785585,
-0.00022047447,
0.083510906,
0.013162655,
0.071717165,
0.018518979,
-0.0066445083,
0.012011361,
0.0018550568,
-0.013296037,
-0.031309567,
-0.03487577,
-0.015542463,
-0.014194607,
-0.06396699,
-0.052173253,
0.034426484,
0.034538805,
-0.026662273,
-0.045911342,
-0.004605174,
0.0077501712,
-0.019319268,
0.0169886,
0.058968693,
-0.004324371,
0.011365514,
0.0032169528,
-0.019670272,
-0.03984599,
-0.004485833,
-0.03976175,
0.026943076,
0.004313841,
-0.058013964,
-0.0305514,
-0.05186437,
-0.028726177,
0.016637595,
-0.0055458653,
-0.028290933,
0.012572968,
0.052341737,
0.02723792,
0.03319095,
-0.042822503,
-0.01356982,
0.033949118,
0.056778427,
-0.038385812,
0.043384112,
0.043889556,
-0.0015321331,
0.019403508,
0.006886701,
-0.004657825,
0.030045955,
0.004398082,
0.010796887,
-0.01611811,
-0.020316118,
-0.03832965,
-0.02127085,
0.01106365,
-0.0108109275,
0.005173801,
-0.047371518,
0.0038505152,
-0.05618874,
0.038105007,
-0.02718176,
0.053886153,
0.0031151618,
-0.019108664,
0.011435715,
-0.06683119,
0.23160657,
0.057901643,
0.070425466,
-0.015528423,
0.0019603581,
0.06115896,
0.02044248,
-0.01530378,
0.0033591096,
-0.02208518,
-0.009919377,
-0.037796125,
-0.0026957118,
-0.00593548,
0.001102153,
0.036364026,
-0.028375175,
-0.021832457,
-0.01872958,
-0.028319014,
-0.08592581,
0.009224389,
0.017606366,
0.013274976,
0.0051527405,
0.006012701,
0.0053001624,
-0.014742173,
0.020695204,
-0.037599564,
-0.009442011,
-0.033247113,
0.023545356,
0.033415593,
0.021678016,
0.024682611,
0.021453373,
-0.04577094,
-0.01360492,
-0.03307863,
-0.006019721,
-0.035998985,
-0.0057389177,
-0.007230685,
-0.014896615,
0.03420184,
0.0027413422,
-0.012320245,
0.06486557,
-0.05256638,
0.015879426,
-0.018294336,
0.034145683,
-0.0372626,
-0.021706095,
-0.00928757,
-0.051976692,
-0.02461241,
0.015921548,
0.031169167,
-0.03316287,
0.018350497,
0.004092708,
-0.012601049,
-0.03821733,
0.02127085,
0.01958603,
0.073682785,
0.01187096,
-0.0045455033,
0.0111549115,
0.004422652,
0.0047982265,
-0.00090997823,
0.02455625,
0.01443329,
0.009624533,
0.03389296,
0.030017873,
-0.038413893,
-0.0031151618,
0.010417802,
-0.007314926,
-0.013380278,
0.035296977,
0.06346155,
-0.015542463,
0.014671973,
-0.033499833,
0.035268895,
0.030439079,
0.034566887,
0.023082031,
0.009526252,
0.04950562
] |
encoded_train_dataset.features
{'image': Sequence(feature=Sequence(feature=Sequence(feature=Value(dtype='uint8', id=None), length=-1, id=None), length=-1, id=None), length=-1, id=None),
'input_ids': Sequence(feature=Value(dtype='int32', id=None), length=-1, id=None),
'token_type_ids': Sequence(feature=Value(dtype='int8', id=None), length=-1, id=None),
'attention_mask': Sequence(feature=Value(dtype='int8', id=None), length=-1, id=None),
'bbox': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None),
'start_positions': Value(dtype='int64', id=None),
'end_positions': Value(dtype='int64', id=None)} |
Subsets and Splits
No saved queries yet
Save your SQL queries to embed, download, and access them later. Queries will appear here once saved.