vector
sequencelengths 1.02k
1.02k
| text
stringlengths 2
11.8k
|
|---|---|
[
0.015501777,
0.006493011,
0.00865078,
0.041644603,
0.003335181,
-0.050393913,
-0.03912228,
0.016198043,
0.011652607,
0.040015604,
0.0036291236,
0.0031693252,
0.070625044,
-0.039201103,
-0.011054869,
0.0029903322,
0.023016198,
-0.059747525,
-0.058013428,
-0.02821849,
-0.024737157,
0.01974506,
-0.03418273,
-0.027167521,
-0.026983602,
0.037756022,
-0.016106084,
-0.025840674,
0.06342591,
0.0011585279,
-0.0103980135,
0.007448735,
-0.02368619,
-0.0572252,
-0.0022185275,
-0.008145002,
0.036153298,
0.0027670015,
-0.026339883,
-0.06726195,
-0.0032481477,
0.021360923,
0.050656654,
-0.054282494,
-0.045165345,
-0.027167521,
0.0012784039,
0.018720366,
0.012900631,
0.0066867834,
-0.0075538317,
0.006864134,
0.027377713,
-0.04274812,
-0.007875691,
0.0017242442,
-0.05126096,
-0.027456537,
-0.05596404,
-0.015554325,
0.038018763,
0.056174234,
0.042721845,
-0.050157443,
0.02829731,
0.018129196,
0.021334648,
-0.06347846,
-0.03935875,
-0.04619004,
-0.026287334,
0.031765506,
-0.010220663,
-0.0044140653,
-0.045585733,
0.003346676,
0.020047212,
-0.0018588995,
-0.009287929,
0.006167868,
0.004742493,
0.018405076,
0.019193301,
0.0042268615,
-0.034839585,
-0.0673145,
0.020887988,
-0.002126568,
0.0051037627,
0.004880432,
-0.022293657,
0.037440732,
-0.072516784,
-0.0036291236,
0.03323686,
0.039017186,
-0.042879492,
-0.01068703,
0.0024533533,
0.020204859,
0.04637396,
0.08502331,
0.0051727328,
0.036521137,
-0.0401207,
0.0052351337,
0.016106084,
-0.03110865,
-0.06295298,
-0.025091859,
0.02531519,
0.01576452,
0.034576844,
-0.003432067,
0.0025371022,
0.023489133,
-0.006982368,
0.0026044298,
-0.055491105,
-0.017879592,
0.007757457,
0.05338917,
0.012394853,
-0.05126096,
-0.004854158,
-0.016999407,
-0.009222243,
0.04637396,
-0.01671039,
0.015646284,
-0.020139173,
0.0033663816,
-0.0031775357,
0.024080303,
-0.010614776,
-0.010989184,
-0.023554819,
-0.012112405,
0.028113391,
-0.013051707,
0.018142333,
-0.0035108896,
-0.045007702,
0.09400908,
0.027535358,
0.037703473,
0.0040692165,
0.00640762,
0.0064338944,
0.0041447547,
-0.05690991,
-0.006805017,
-0.017288422,
-0.012572204,
-0.010916929,
-0.04369399,
-0.023830697,
0.019403495,
-0.015449229,
0.00470965,
0.034156457,
0.016263729,
-0.029085537,
0.018510172,
0.027351439,
0.06904859,
-0.01911448,
-0.03455057,
0.02331835,
-0.03368352,
0.020401914,
0.016605293,
0.027088698,
-0.039096005,
0.0336047,
0.0061153197,
0.054124847,
-0.0033663816,
0.019889567,
0.021098182,
-0.0135180745,
-0.0027522221,
0.04619004,
-0.014030422,
-0.026983602,
-0.007849417,
-0.0008530904,
-0.024763431,
-0.039831683,
0.01702568,
0.034340378,
0.022359343,
-0.024145987,
-0.010516248,
-0.036573682,
0.01123222,
-0.025472835,
-0.016657842,
-0.0005579162,
-0.08344685,
-0.045664556,
-0.013032002,
-0.010654187,
-0.012322599,
-0.005021656,
0.004033089,
0.027062424,
0.03568036,
0.012322599,
0.00081326853,
0.040593635,
-0.008053042,
0.0036619664,
0.03152904,
0.0056883637,
-0.026431844,
0.0002493996,
0.015659422,
0.020231131,
-0.0038327486,
0.035969377,
0.045401815,
0.0028376135,
0.015147075,
0.0038820128,
0.009603219,
0.009445574,
0.02490794,
-0.009629494,
0.040094424,
-0.0051825857,
0.0572252,
0.041986167,
0.033814892,
0.019574277,
0.037283085,
0.039831683,
-0.0023778148,
0.037703473,
0.010260074,
0.009701747,
0.0144770825,
0.0037604945,
0.008539114,
0.005901842,
0.007875691,
0.0058000293,
0.0034057929,
0.014713551,
0.0016511692,
-0.03899091,
0.031240022,
0.009281361,
-0.04374654,
-0.027036149,
-0.031003553,
0.019390358,
0.07341011,
-0.013833365,
0.025341464,
0.01439826,
0.041092847,
0.054807976,
-0.012795534,
0.021623665,
0.022122875,
-0.010069586,
0.020309955,
-0.0180241,
-0.0020066919,
-0.041513234,
-0.068890944,
-0.06494982,
-0.02268777,
-0.06915369,
-0.0019689228,
0.0249999,
-0.016355688,
-0.010535954,
-0.011113985,
-0.004581563,
-0.016868034,
-0.030189054,
0.04595357,
0.029505923,
0.01711764,
-0.02853378,
0.0016511692,
0.022122875,
0.010450562,
-0.022319932,
0.0015288299,
-0.00105261,
-0.042669296,
0.0135180745,
0.0058033136,
-0.018983107,
-0.017143914,
0.009517828,
0.004673523,
-0.036258392,
0.007580106,
-0.021413472,
0.005363221,
-0.037703473,
0.053047605,
0.040068153,
-0.0028146235,
0.010489973,
0.05643698,
-0.007770594,
0.0327902,
0.039516393,
0.03704662,
-0.03047807,
0.04374654,
0.046557877,
0.036521137,
-0.021334648,
-0.008099021,
-0.048108056,
-0.039884232,
-0.03875444,
-0.046873167,
-0.004197303,
0.054124847,
0.021938955,
-0.07451362,
0.008545683,
-0.043904185,
0.0016897593,
0.002701316,
0.004253136,
0.05007862,
0.018444486,
-0.014739825,
-0.07277953,
0.016959995,
-0.01906193,
0.021807585,
0.02377815,
-0.012309462,
-0.006850997,
0.047135912,
0.017222736,
0.013688857,
-0.01032576,
-0.019153891,
0.016329413,
0.004157892,
-0.012197796,
-0.0018342674,
0.010332328,
0.027351439,
0.008677054,
-0.0034813313,
-0.05401975,
0.029952586,
0.036573682,
0.017761357,
0.018129196,
-0.021544842,
0.031660408,
-0.022109738,
-0.037020344,
-0.072989725,
0.028507505,
-0.0058164503,
0.020270543,
-0.031634133,
0.013662583,
0.012585341,
-0.006561981,
-0.016355688,
0.039463844,
-0.005389495,
0.016959995,
-0.0065192855,
0.04374654,
-0.02585381,
-0.056857362,
-0.017905867,
-0.03418273,
0.029269457,
0.047162186,
0.06258514,
0.027719278,
-0.026957327,
-0.058749106,
-0.03236981,
0.019167027,
-0.023068747,
-0.0019902706,
-0.031318843,
-0.03305294,
-0.06379375,
0.031765506,
0.0557013,
0.04224891,
0.016762938,
-0.0025535235,
-0.006578402,
0.011994171,
0.050656654,
-0.0051464583,
0.0057179225,
-0.026773408,
0.02681282,
0.022451302,
0.027955746,
-0.029505923,
-0.018641543,
-0.013780816,
0.024027754,
0.013741406,
-0.005317241,
0.005153027,
0.034681942,
-0.05249585,
0.014411397,
0.0022185275,
-0.0326851,
0.0020362504,
0.004844305,
0.028402409,
-0.032396086,
0.019942116,
-0.02997886,
0.05370446,
0.019298399,
-0.030320425,
-0.03242236,
-0.029006714,
-0.03786112,
-0.058065977,
0.029584747,
0.037834845,
-0.0286126,
-0.025249504,
-0.04611122,
-0.00011525751,
0.005642384,
-0.024251085,
0.017695673,
-0.034366652,
-0.0015132296,
0.036494862,
-0.0022316647,
0.008204118,
-0.020428188,
0.0050774887,
-0.049474314,
0.027062424,
-0.025367739,
0.005993801,
-0.016552744,
0.0037736318,
0.0062565436,
0.042616747,
0.0033893716,
-0.025840674,
0.016040398,
-0.003970688,
-0.017853318,
-0.05706756,
0.034419198,
0.042879492,
0.006108751,
0.037020344,
-0.02033623,
-0.0065586967,
0.014805511,
0.011192808,
-0.026983602,
-0.014779236,
-0.035654087,
0.019272124,
0.005701501,
-0.021019358,
0.028927892,
-0.04876491,
0.060430653,
-0.008525977,
-0.038097586,
-0.024855392,
-0.0034287828,
-0.027377713,
-0.0059248316,
-0.036127023,
0.035207424,
0.040514812,
-0.027876925,
-0.0006502864,
-0.042537928,
-0.016381962,
0.02609028,
-0.036284667,
0.001446723,
0.046032395,
-0.019390358,
-0.007711477,
-0.049159024,
-0.043799087,
0.01449022,
-0.013399841,
0.018694092,
-0.02272718,
0.015370405,
0.010667324,
0.011869369,
-0.042853218,
-0.001734097,
-0.043510072,
0.004647249,
-0.02359423,
0.010194389,
-0.0048377365,
-0.052311927,
0.009583513,
0.048791185,
-0.02246444,
-0.037335634,
-0.036337215,
0.05126096,
-0.0047753355,
-0.008552251,
-0.0011848022,
-0.047477476,
-0.025958907,
-0.03473449,
0.03473449,
-0.04356262,
0.015961574,
-0.035286248,
-0.07162347,
0.0017751505,
0.018602133,
0.005136606,
-0.039700314,
0.0077443197,
-0.056226783,
0.014726688,
-0.03152904,
-0.02124269,
-0.0233709,
-0.024671473,
-0.016657842,
0.035286248,
-0.021111319,
0.02494735,
0.04545436,
0.04750375,
0.033893716,
0.022884827,
-0.012710143,
-0.012388284,
-0.0068181544,
0.0030576598,
-0.026234787,
0.026313609,
-0.06421414,
-0.020139173,
-0.06789253,
0.029322004,
0.011494962,
-0.0059905173,
-0.04004188,
-0.019548003,
0.03573291,
-0.029873762,
0.037467007,
-0.0012775828,
0.047740217,
0.004072501,
0.044350848,
0.0047392086,
0.0048968536,
-0.008736171,
-0.06032556,
0.046452783,
-0.024290496,
-0.0490802,
-0.013110825,
0.015646284,
0.021308374,
-0.027693005,
0.0950075,
0.06615843,
0.032869022,
-0.018365664,
-0.02422481,
-0.0067984485,
-0.020861713,
-0.010391445,
-0.018956834,
-0.023200117,
-0.0063550714,
0.009583513,
-0.036783878,
-0.037204266,
-0.0050939103,
-0.0035470168,
0.0442983,
0.014004148,
0.036967795,
-0.0008288688,
-0.10173369,
-0.056226783,
-0.0030658704,
0.015501777,
0.02821849,
0.017603712,
0.015541188,
0.026747134,
0.028454956,
-0.04902765,
-0.026050868,
0.031870604,
0.06600078,
-0.029716117,
-0.067577235,
-0.002821192,
0.015922165,
-0.015580599,
-0.06347846,
0.026931053,
-0.038045038,
0.026247924,
-0.0027440116,
0.008204118,
0.0021364207,
-0.032185894,
0.020612108,
0.0023597514,
-0.015974712,
0.012414559,
0.01286122,
-0.012572204,
-0.03386744,
0.0037736318,
0.046768073,
-0.03917483,
-0.0049428334,
-0.0654753,
-0.039332476,
-0.06847056,
-0.004814747,
0.02848123,
-0.012624752,
0.016198043,
0.011159966,
0.0027111687,
0.06705175,
0.026983602,
0.027377713,
0.01508139,
-0.0072254045,
-0.036915246,
-0.008795287,
-0.008828131,
-0.008072747,
0.022438165,
0.0011043374,
0.0032974118,
0.021045633,
0.00038939182,
-0.0030198905,
-0.064476885,
0.0030166064,
-0.04125049,
-0.002950921,
0.029190633,
-0.018983107,
0.011159966,
0.014188067,
0.0035831437,
-0.049920976,
-0.020099761,
-0.008177844,
-0.0010731368,
0.034340378,
-0.05675227,
0.019416632,
-0.0065718335,
-0.0042958315,
-0.03636349,
-0.016605293,
0.047083363,
0.026247924,
-0.021308374,
0.0067853117,
0.03917483,
0.025604205,
0.028507505,
0.032238442,
-0.04004188,
-0.0069889366,
-0.008565389,
0.004703081,
-0.008072747,
0.02137406,
0.021032495,
-0.025801262,
-0.019626826,
0.02676027,
-0.012821808,
-0.04981588,
0.038255233,
0.050236266,
-0.0008379006,
0.0061974265,
0.008460292,
0.026195375,
-0.019232713,
0.008092453,
-0.025919497,
-0.030635715,
0.0072516785,
0.016644705,
-0.009701747,
0.059800074,
0.019285262,
0.041014023,
-0.027824376,
-0.012381716,
-0.004305684,
0.015409817,
0.010884087,
0.007435598,
-0.010404582,
-0.0012726565,
0.050735477,
-0.0071071703,
-0.032580007,
-0.0013260259,
-0.009005481,
-0.015935302,
0.002031324,
-0.007947945,
-0.00561611,
0.039227378,
0.010673893,
-0.0056489524,
0.028008295,
-0.002808055,
-0.00030584808,
0.016171768,
-0.06263769,
-0.011797115,
0.0047621983,
-0.044350848,
0.016290003,
-0.017695673,
-0.019600552,
-0.0040692165,
0.033525877,
0.0067459005,
-0.019048793,
0.039910506,
0.0078888275,
0.05696246,
-0.040541086,
-0.021124454,
-0.019797608,
0.021636803,
-0.018116059,
0.011770841,
-0.04374654,
0.05031509,
0.054387588,
0.009163126,
-0.037283085,
-0.013202785,
-0.007934808,
0.025354601,
0.017235873,
0.030005135,
-0.017314697,
0.039700314,
-0.03460312,
0.032343537,
0.0048672953,
0.03236981,
0.012986022,
0.0025239652,
-0.023541681,
0.05352054,
0.02526264,
-0.0025765134,
0.019850157,
0.051418606,
0.010627913,
-0.018247431,
-0.0154886395,
0.022884827,
0.052784864,
0.037887394,
0.000033509867,
-0.038045038,
0.04881746,
-0.0044633294,
-0.036573682,
0.0026963896,
0.03016278,
-0.0035338795,
0.029768666,
0.005655521,
-0.025420286,
-0.0261691,
0.0033138331,
0.0026471254,
0.021360923,
-0.035627812,
-0.026103415,
-0.0027670015,
-0.006864134,
0.04650533,
-0.02803457,
-0.06258514,
-0.010181252,
-0.027193794,
0.020217996,
0.0327902,
0.027351439,
-0.0059576742,
0.0056949323,
0.03110865,
0.004532299,
0.045165345,
0.008072747,
0.04776649,
-0.038623072,
0.040435992,
-0.03791367,
-0.018483898,
-0.0360482,
-0.0151733495,
-0.018286841,
0.02404089,
0.0056390995,
0.009294498,
0.038570523,
-0.027167521,
0.00044460868,
-0.051865265,
0.032001972,
-0.050866846,
0.0014951661,
0.031896874,
0.004995382,
0.010706736,
0.05084057,
-0.017235873,
-0.03142394,
-0.024382455,
0.08786092,
0.009859392,
0.037519556,
0.06452943,
0.01865468,
-0.0053599365,
0.037335634,
-0.004384507,
-0.0103454655,
-0.028376134,
0.0091434205,
0.008703328,
-0.02585381,
-0.032396086,
0.0043680854,
0.068260364,
-0.015790792,
-0.00057556917,
0.019009382,
-0.01127163,
-0.039253652,
-0.014831785,
0.052469574,
0.009452143,
-0.013038571,
0.015541188,
-0.0091434205,
0.007494715,
-0.00846686,
-0.057855785,
0.030136505,
-0.0121058365,
-0.053730734,
-0.034445472,
-0.051471155,
-0.029584747,
0.0057244906,
0.003369666,
-0.02681282,
0.018326253,
0.023239529,
0.04650533,
0.018812325,
-0.0073107956,
-0.009123716,
0.037887394,
0.07398814,
0.010680461,
0.04894883,
0.06678901,
-0.024605786,
0.011074575,
-0.009833119,
-0.0029000146,
0.010319191,
0.0360482,
0.019718785,
0.032133345,
-0.05275859,
-0.0672094,
-0.040409718,
0.026050868,
-0.043273605,
0.032553732,
-0.052233104,
-0.009774001,
-0.06500237,
-0.018102922,
-0.025367739,
0.04887001,
-0.029637296,
0.0009705032,
0.0030937868,
-0.068733305,
0.19369338,
0.059800074,
0.045296717,
0.0144770825,
-0.000024619232,
0.023948932,
0.0039739725,
-0.047661394,
-0.033788618,
0.00048237786,
-0.0019196586,
0.0058394405,
0.015239035,
0.03074081,
0.018562721,
0.031266294,
-0.039253652,
-0.008972638,
0.023200117,
-0.043799087,
-0.054545235,
0.008604799,
-0.0041184807,
-0.018588996,
0.0026799683,
-0.000248168,
0.05633188,
-0.0516288,
0.015199623,
-0.016290003,
0.044534765,
-0.039017186,
0.03247491,
-0.014739825,
-0.03518115,
0.025249504,
-0.008663917,
-0.048738636,
0.039017186,
-0.020126035,
-0.0047654826,
-0.0046669543,
0.032816473,
-0.023870109,
-0.013196216,
0.028244762,
0.00021594107,
0.0065948237,
0.03147649,
-0.06064085,
0.02396207,
-0.018575858,
0.0040659322,
-0.06484472,
-0.07088779,
-0.0075538317,
-0.011074575,
-0.027298892,
0.015633147,
0.05265349,
0.036494862,
0.025433423,
0.022254245,
-0.017340971,
-0.051497426,
-0.011948192,
-0.02146602,
0.05281114,
-0.0041447547,
0.010036743,
0.034944683,
0.01698627,
-0.021203278,
0.018878011,
0.007126876,
0.045585733,
-0.007737751,
0.0118628,
0.0077180457,
-0.08712524,
0.03599565,
-0.031975698,
0.009471849,
-0.017905867,
0.02798202,
0.03967404,
-0.04414065,
-0.0017751505,
-0.054492686,
0.011981035,
0.027377713,
0.045270443,
0.038360327,
0.022503851,
0.033158038
] | print(train_dataset.num_videos, val_dataset.num_videos, test_dataset.num_videos)
(300, 30, 75)
Visualize the preprocessed video for better debugging |
[
0.020610109,
0.03080819,
0.0114888875,
-0.0076378635,
-0.03754035,
-0.04712512,
-0.03380343,
0.017515026,
-0.02183673,
0.07171462,
0.015575252,
-0.0151758855,
0.047039542,
-0.031578396,
-0.0022517792,
0.025873173,
-0.029610094,
-0.0658953,
-0.031721026,
-0.0028133867,
0.032462705,
0.014141815,
-0.08329622,
-0.059733655,
-0.009755926,
0.042304207,
0.018627545,
-0.01070442,
0.052573606,
-0.0072491956,
-0.007816152,
0.017500764,
-0.02202215,
-0.04726775,
-0.0034445268,
-0.0036424266,
0.03591436,
0.006675108,
-0.009998399,
-0.021965098,
0.030551454,
0.019911218,
0.00027790663,
-0.014805047,
-0.045242395,
-0.0095134545,
0.03702688,
0.015960354,
-0.022621198,
-0.028383471,
-0.014041973,
0.03423132,
0.027427847,
0.009855768,
-0.059904814,
-0.033917535,
-0.031835128,
-0.02296351,
-0.024774918,
0.020781266,
0.02702848,
-0.0030826018,
0.011759886,
-0.040136226,
0.004674715,
0.015974617,
0.0066501475,
0.01767192,
0.0020324846,
-0.008764644,
-0.047895323,
0.017329607,
0.0066323187,
0.0038652867,
0.0013728186,
0.052373923,
-0.000102014244,
-0.017843077,
-0.0041862056,
0.02604433,
-0.016958768,
0.02206494,
0.010183818,
0.036256675,
-0.02075274,
-0.051346984,
0.006343492,
-0.017429449,
0.017985707,
-0.022949249,
-0.010668762,
0.0075808116,
-0.082440436,
-0.010968286,
0.021579996,
0.038453184,
-0.022549883,
0.05303002,
-0.0030986478,
-0.00074435293,
0.041220218,
0.10982549,
-0.026386643,
0.05847851,
-0.008664804,
0.026671905,
0.00958477,
0.0011365869,
-0.06446899,
0.003531888,
0.02220757,
-0.03557205,
0.019141015,
0.005965521,
0.017828813,
0.008821697,
-0.020980947,
0.027741633,
-0.029467463,
-0.034145743,
-0.009463534,
0.0008504344,
0.018812964,
-0.038025293,
-0.008222649,
-0.032548282,
0.011481755,
0.024332764,
-0.043930195,
0.020396162,
0.006931843,
-0.005188185,
0.0050562513,
0.02099521,
-0.027641792,
0.0203819,
-0.028597416,
0.0063327947,
0.039366018,
-0.017771762,
-0.0047210697,
-0.037625927,
-0.034431003,
0.06429783,
0.0011205409,
0.022692513,
0.009270983,
-0.022421516,
0.0008945607,
-0.017101398,
-0.04176221,
-0.02347698,
0.023120405,
0.0010982549,
-0.039908014,
0.023291562,
-0.023747979,
0.038025293,
0.008507909,
0.0026404473,
0.02187952,
0.015204412,
-0.0067820805,
0.04053559,
0.003918773,
0.06492541,
-0.058877874,
-0.035885837,
-0.012244829,
0.0025209943,
0.01463389,
0.0070067234,
0.008493647,
-0.025188547,
0.01384229,
0.018484913,
0.054598957,
-0.028183788,
0.0042254287,
0.0042860466,
-0.023405666,
0.00033206164,
0.025316915,
-0.0022927853,
0.0074738385,
0.008821697,
-0.028469048,
-0.009456403,
0.008522172,
-0.02926778,
0.032263022,
0.053714648,
-0.039337493,
0.020496003,
-0.029324831,
0.03020914,
-0.0038082346,
-0.024289975,
-0.027812948,
-0.0711441,
-0.037426244,
0.056453153,
-0.03511563,
-0.020781266,
0.0071850116,
0.021109315,
0.0046961093,
0.046326388,
-0.025559386,
0.013906474,
0.010069714,
-0.041391373,
-0.0056873914,
0.044301037,
0.011674307,
0.026629116,
-0.015988879,
0.007138657,
-0.031007873,
0.031150503,
0.033118803,
0.03754035,
-0.000032091863,
0.022179043,
-0.005633905,
-0.016730558,
0.025687754,
0.052117188,
0.0075166277,
0.038881075,
-0.003982957,
0.038453184,
0.001600136,
0.017272554,
0.03343259,
0.018741649,
0.049720995,
0.053657595,
0.019469064,
0.034887422,
-0.030893767,
0.025502335,
0.037625927,
0.0047531617,
0.045898497,
-0.032148916,
-0.00967748,
0.006921145,
-0.013207585,
0.033974588,
-0.050291516,
0.03637078,
0.014733732,
-0.017500764,
-0.042532418,
-0.04606965,
0.013129138,
0.006168769,
-0.016388245,
-0.007013855,
-0.0046675834,
0.027313743,
0.012373196,
0.049435735,
-0.0075950744,
0.037340667,
0.0033714287,
0.0049350155,
-0.016801873,
-0.062072795,
-0.060760595,
-0.022934986,
-0.023448456,
-0.013393004,
0.022706777,
-0.026543537,
0.03217744,
-0.016816137,
0.02926778,
-0.016730558,
-0.018156864,
-0.030494403,
-0.04193337,
0.012679852,
0.013243242,
0.021765415,
-0.06754981,
-0.012380328,
-0.013378741,
0.05362907,
-0.023890609,
0.0004582005,
0.012430249,
0.0033553827,
0.026030067,
0.008144202,
-0.012066541,
-0.0066073583,
-0.0075808116,
-0.004382322,
0.003815366,
-0.02183673,
-0.018784437,
-0.005409262,
-0.030095037,
0.03856729,
0.021351786,
-0.01912675,
0.021522943,
0.0369413,
-0.021779679,
0.02575907,
-0.03263386,
0.021451628,
-0.023020564,
0.03885255,
0.026728956,
0.01369966,
-0.024061766,
-0.018898543,
-0.025559386,
-0.025003128,
-0.018456388,
-0.027213901,
0.0048637004,
0.035429418,
0.0058835084,
-0.04330262,
0.019611694,
-0.045841444,
-0.015118834,
-0.02304909,
-0.04161958,
0.027270952,
0.008679066,
-0.009791585,
-0.03095082,
0.019141015,
0.014277314,
0.020695686,
0.021793941,
-0.0336608,
-0.0161743,
0.027285216,
0.013428662,
0.046354916,
0.020424688,
-0.013721054,
0.039366018,
0.010882707,
0.02272104,
0.03129313,
-0.0046069655,
0.05613937,
0.01566083,
0.0080015715,
-0.068576746,
0.01374245,
0.027513424,
-0.008693329,
0.027955579,
0.0045927023,
-0.0017017602,
-0.05933429,
-0.028968256,
-0.009898557,
-0.0014280879,
0.029866828,
0.051261403,
-0.032976173,
0.038824026,
-0.024090292,
-0.023177458,
-0.025816122,
0.034858897,
-0.0003563534,
0.047239225,
0.041106112,
0.0634991,
-0.045156818,
-0.06115996,
0.0017935786,
0.0023641007,
0.026500748,
0.03842466,
0.048665527,
-0.0058763768,
0.012009488,
-0.041733686,
-0.041419897,
0.016388245,
-0.021665573,
-0.0049492787,
-0.02444687,
-0.015090307,
-0.028141,
0.006725028,
0.0686338,
0.045185346,
0.008807434,
-0.010811392,
-0.005241671,
0.007509496,
0.051632244,
-0.024204398,
-0.016659243,
-0.024946075,
0.021537207,
0.014419944,
0.01108239,
-0.0076378635,
-0.018941332,
-0.0134643195,
0.027499162,
-0.00040137116,
0.058706716,
-0.021965098,
0.002435416,
-0.007331208,
0.0074239178,
-0.014334366,
-0.0029578002,
-0.00046399486,
0.031835128,
0.030979346,
-0.04681133,
-0.0011098436,
-0.047068067,
-0.008907275,
0.004853003,
-0.042446837,
-0.014163209,
-0.018399335,
-0.03577173,
-0.023719452,
0.026015805,
0.02955304,
0.007923124,
0.002779512,
-0.055740003,
0.00546988,
-0.0038189318,
-0.027228164,
-0.00865054,
-0.022792354,
-0.003259107,
0.04353083,
0.019925483,
-0.011873989,
-0.012465906,
0.0064540305,
0.0060190074,
0.02697143,
-0.043217044,
-0.0087218555,
-0.0063185315,
-0.021308998,
-0.019654484,
0.04638344,
-0.0026101382,
-0.04236126,
-0.034858897,
0.020282058,
-0.054741587,
-0.049207523,
0.012986507,
0.00041162272,
0.022877933,
0.028554628,
-0.016873188,
-0.0050705145,
-0.005922732,
0.028740047,
-0.01369966,
-0.0031004306,
-0.030408824,
0.017971443,
-0.039850965,
-0.034345426,
0.0068141725,
-0.049663942,
0.01215212,
0.018713122,
-0.03913781,
0.012130724,
-0.06406962,
0.0074453126,
-0.008914406,
-0.019554643,
-0.00070022664,
0.00064317446,
-0.03174955,
-0.00088520057,
-0.019683009,
-0.03086524,
-0.006789212,
-0.035800256,
-0.0031895747,
0.06441194,
-0.025231337,
-0.0045570447,
-0.005095475,
-0.05730894,
0.027812948,
-0.039251916,
0.0427321,
-0.022079203,
-0.032662384,
-0.038738444,
-0.046469018,
-0.030494403,
0.046782807,
-0.018313756,
0.004685412,
0.017315343,
0.028583154,
-0.0065003852,
-0.020709949,
-0.03591436,
0.054256644,
-0.03394606,
-0.04164811,
-0.007873204,
0.033546694,
0.0033339881,
0.0033553827,
0.018641807,
-0.029239254,
-0.02150868,
-0.06578119,
0.06036123,
-0.03819645,
-0.0070423814,
-0.026201224,
-0.016702032,
-0.0022161214,
0.033404063,
-0.004082798,
-0.06675108,
0.010362106,
-0.05422812,
-0.01711566,
-0.029467463,
-0.024118818,
-0.002660059,
0.028483313,
-0.04923605,
0.009049905,
-0.041961893,
-0.009591902,
0.06401257,
0.038738444,
-0.00060617964,
0.061787535,
0.0021287603,
0.0033821259,
-0.0005700763,
-0.01528999,
-0.0343169,
0.010155292,
-0.018884279,
0.032576807,
-0.06429783,
0.033689324,
0.015560988,
-0.0017775326,
-0.019554643,
-0.025274126,
0.024575235,
-0.044957135,
-0.008251174,
0.00706021,
0.0018203218,
0.022093466,
0.019711535,
-0.039052233,
-0.0274849,
-0.041391373,
-0.072684504,
0.039394546,
-0.008151334,
-0.04104906,
-0.016987294,
-0.013114875,
0.008778907,
-0.04875111,
-0.0018158646,
0.05853556,
0.022107728,
0.015717883,
-0.011667175,
0.03314733,
0.009969872,
-0.0015894386,
0.011973831,
-0.010882707,
-0.04989215,
-0.0037904058,
-0.043359675,
-0.03437395,
-0.024789182,
0.0064861225,
0.050006256,
-0.03029472,
0.045042712,
-0.01861328,
-0.04800943,
-0.020438952,
0.03619962,
0.040278856,
-0.0029684973,
0.024061766,
0.008807434,
0.05904903,
-0.009941346,
-0.041220218,
-0.03445953,
0.04989215,
0.05648168,
-0.02805542,
-0.04450072,
0.024560973,
0.040050644,
-0.04669723,
-0.035229735,
0.005904903,
-0.019839903,
-0.0062686107,
-0.036085516,
-0.005512669,
-0.008386673,
-0.031007873,
0.020438952,
0.021565732,
-0.010126766,
0.014933414,
0.020410426,
-0.019554643,
-0.026400907,
0.0053557754,
0.0563961,
-0.05522653,
-0.02754195,
-0.05736599,
-0.010255134,
-0.048551425,
-0.008579225,
0.02370519,
0.017101398,
0.027955579,
0.039052233,
0.000028470386,
0.074681334,
-0.008258306,
0.035429418,
-0.042275682,
-0.018270968,
-0.046269335,
-0.026586326,
0.016958768,
-0.007923124,
-0.0005544761,
-0.020652898,
-0.01668777,
0.006065362,
0.035828784,
0.008222649,
-0.03232007,
0.011724228,
-0.06669402,
-0.01847065,
-0.015532462,
-0.013243242,
-0.013407268,
0.0045285188,
-0.0143201025,
-0.051689297,
0.011260678,
-0.00092888117,
0.016017405,
0.009399351,
-0.06983189,
-0.014198867,
-0.034887422,
-0.035600573,
-0.019697273,
-0.03177808,
0.02118063,
0.0478668,
0.00096097303,
-0.005170356,
-0.0038260634,
0.045042712,
-0.011167969,
0.04258947,
0.009784453,
-0.01322898,
-0.022407252,
0.035286788,
0.008101413,
0.02150868,
0.009791585,
-0.021779679,
-0.0003608106,
-0.017229766,
-0.028882677,
-0.038881075,
0.0012515826,
0.052516554,
-0.010205213,
-0.015632303,
0.0077947574,
0.01832802,
-0.042332735,
-0.0076378635,
0.022635462,
0.0074595753,
0.0049671074,
0.0131362695,
-0.0045534787,
0.029353358,
0.036114044,
0.021009473,
-0.028169526,
-0.008614883,
0.013072086,
0.00125604,
-0.009356561,
-0.004075667,
0.0142559195,
-0.027855737,
0.037597403,
-0.0063114,
-0.013478583,
0.029239254,
-0.0075808116,
0.021893783,
-0.014156078,
-0.00038799955,
0.040136226,
0.044386614,
-0.024717867,
-0.02641517,
0.007965914,
0.004432243,
-0.03460216,
-0.007559417,
-0.06720749,
-0.032263022,
0.006871225,
-0.036313727,
0.03072261,
-0.023947662,
-0.0063042683,
0.02978125,
0.020909632,
0.028312156,
0.0060617966,
-0.03080819,
-0.005922732,
0.045242395,
-0.06931843,
-0.022934986,
0.003875984,
0.026572064,
0.0075451536,
-0.007559417,
-0.005633905,
0.04675428,
0.011845464,
-0.02155147,
-0.049378682,
0.0036549068,
0.008814565,
0.029952407,
0.009242456,
0.017372396,
-0.053286757,
0.033575222,
-0.023491245,
0.014006316,
-0.0077020475,
0.05166077,
0.034516584,
0.002403324,
-0.027057007,
0.046126705,
0.018484913,
-0.015275727,
0.009527718,
-0.0011196495,
0.044843033,
-0.01253009,
-0.014862099,
0.0138565535,
0.07279861,
0.051461086,
0.016003143,
-0.0001989027,
0.048408795,
0.026529275,
-0.003351817,
-0.0023034827,
0.0014236307,
0.027413582,
0.006457596,
0.009299509,
-0.054285172,
-0.025730543,
0.00077065045,
0.027570477,
0.03029472,
-0.0089215385,
-0.04992068,
-0.046782807,
-0.008115676,
0.03015209,
-0.028155262,
-0.028911203,
0.024004715,
0.004353796,
0.06966074,
-0.0022250358,
0.015575252,
0.03619962,
0.018641807,
0.023676664,
-0.008080018,
0.042988833,
-0.007923124,
-0.0015225806,
-0.00034766187,
0.008522172,
-0.02571628,
0.03468774,
0.025816122,
-0.018912805,
-0.0064041098,
0.009356561,
0.0039579966,
0.010269396,
0.02799837,
-0.04059264,
-0.016331192,
-0.062814474,
0.053885806,
-0.02992388,
0.047781218,
0.01711566,
-0.00958477,
-0.022321675,
0.030893767,
-0.03614257,
0.028155262,
0.02926778,
0.07239924,
0.030009458,
0.10235165,
0.030037984,
-0.011660044,
0.027042745,
0.031863656,
0.00029439828,
-0.025416756,
-0.009128353,
-0.008450857,
0.02276383,
-0.036313727,
-0.06258626,
-0.0069995923,
0.025359703,
-0.02893973,
-0.01561804,
0.02963862,
-0.003950865,
-0.03057998,
0.0014352194,
0.06344205,
0.00706021,
-0.0024086726,
0.024033241,
0.009049905,
-0.047039542,
-0.015774934,
-0.04712512,
0.049378682,
-0.015318517,
-0.016416771,
-0.034973,
-0.025987279,
0.016915979,
-0.0008682632,
-0.0030576414,
-0.031150503,
0.02717111,
0.060190074,
0.048637003,
-0.001970084,
-0.02206494,
-0.020053849,
-0.007623601,
0.08643409,
0.026728956,
0.072969764,
0.065952346,
0.010362106,
0.032234494,
0.0008633603,
0.021679837,
0.006375584,
-0.0026814535,
0.013143402,
-0.009242456,
0.009156878,
-0.052430972,
-0.05853556,
0.06880496,
-0.04783827,
0.036313727,
-0.07222809,
0.01847065,
-0.07953077,
-0.015717883,
-0.0447004,
0.018342283,
-0.018256705,
-0.008679066,
0.0025798292,
-0.0323486,
0.2407603,
0.077248685,
0.060817648,
0.009770189,
0.03277649,
0.047610063,
0.014705205,
-0.038310554,
-0.01720124,
-0.019426275,
0.01141044,
-0.045413554,
0.011189363,
0.0039437334,
0.012594273,
0.029752724,
-0.049549837,
-0.025003128,
0.011274941,
-0.019055435,
-0.068862006,
0.00063693436,
0.0014994032,
-0.014341498,
-0.00004340202,
0.031435765,
0.014205999,
-0.04427251,
-0.02538823,
-0.03294765,
-0.012316144,
0.008736119,
0.0076093376,
0.008151334,
-0.0019326434,
0.043074414,
0.019240856,
-0.043958724,
-0.005227408,
-0.01318619,
-0.028668731,
-0.033461116,
0.0004548576,
0.0033660799,
-0.019526117,
-0.008265438,
0.017843077,
0.019383486,
0.055026848,
-0.0478668,
0.03520121,
-0.06378436,
-0.025801858,
-0.008900143,
-0.08438021,
0.020610109,
-0.05217424,
-0.0070388154,
0.051175825,
0.043445252,
0.015118834,
0.036342252,
0.01033358,
-0.00125604,
-0.03716951,
0.039080758,
-0.0039472994,
0.050234463,
-0.034117218,
0.010996812,
-0.039622754,
0.034716263,
0.02430424,
-0.0072491956,
0.012694115,
0.02963862,
0.009242456,
0.035828784,
0.0034480924,
-0.06903317,
-0.031863656,
-0.03605699,
-0.012922324,
-0.008572093,
0.038624343,
0.052117188,
-0.010248002,
0.0151758855,
-0.028169526,
0.029239254,
0.03885255,
0.0537717,
-0.01884149,
0.014156078,
-0.004457203
] |
import imageio
import numpy as np
from IPython.display import Image
def unnormalize_img(img):
"""Un-normalizes the image pixels."""
img = (img * std) + mean
img = (img * 255).astype("uint8")
return img.clip(0, 255)
def create_gif(video_tensor, filename="sample.gif"):
"""Prepares a GIF from a video tensor.
The video tensor is expected to have the following shape:
(num_frames, num_channels, height, width).
"""
frames = []
for video_frame in video_tensor:
frame_unnormalized = unnormalize_img(video_frame.permute(1, 2, 0).numpy())
frames.append(frame_unnormalized)
kargs = {"duration": 0.25}
imageio.mimsave(filename, frames, "GIF", **kargs)
return filename
def display_gif(video_tensor, gif_name="sample.gif"):
"""Prepares and displays a GIF from a video tensor."""
video_tensor = video_tensor.permute(1, 0, 2, 3)
gif_filename = create_gif(video_tensor, gif_name)
return Image(filename=gif_filename)
sample_video = next(iter(train_dataset))
video_tensor = sample_video["video"]
display_gif(video_tensor) |
[
0.04314803,
0.038616765,
0.010101546,
0.030304637,
-0.0521817,
-0.015974874,
-0.020015491,
0.031141622,
0.0040622647,
0.03293104,
0.033768024,
0.01852912,
0.03627898,
-0.046928894,
-0.008456437,
0.044187047,
0.003488641,
-0.047506128,
-0.07492461,
0.0073164054,
0.026942266,
0.0052095116,
-0.06961408,
-0.032498118,
-0.037087105,
0.002990779,
0.0036618104,
-0.023262417,
0.046726864,
0.001984232,
-0.020852476,
-0.034345254,
0.009978884,
-0.026235158,
-0.024893096,
-0.021357553,
0.03330624,
0.0012726143,
-0.058271486,
-0.033796884,
0.022930508,
-0.0012013623,
0.0325847,
-0.05645321,
-0.033652578,
0.004812665,
0.019207368,
-0.022425432,
-0.01665312,
-0.028039005,
-0.01816835,
0.036076948,
0.03016033,
-0.0006967361,
-0.047506128,
0.0096325455,
-0.038212705,
-0.028356481,
-0.0314591,
0.0041055568,
0.029323345,
0.040665936,
-0.011674501,
-0.052672345,
-0.0034381333,
-0.01779315,
0.015224473,
-0.014777118,
-0.006547966,
-0.017114904,
-0.05128699,
0.02145857,
0.005353819,
-0.03466273,
-0.02701442,
0.017822012,
0.023406725,
0.008160606,
0.0017533398,
0.036913935,
0.013168086,
0.030016022,
0.01572955,
-0.000031116368,
-0.042426493,
-0.056106873,
0.035297688,
0.0046070265,
-0.055847116,
0.0030232484,
-0.046063047,
0.031257067,
-0.054721516,
0.0002270593,
0.037981812,
0.025470326,
-0.012150716,
0.020982353,
0.006078966,
-0.026177434,
0.041387476,
0.10713411,
-0.008550237,
0.012727948,
-0.029727407,
0.0003465642,
-0.00236304,
-0.010152053,
-0.061706014,
-0.01685515,
0.011328162,
0.00906253,
0.037837505,
0.0015413876,
-0.014250395,
0.019452691,
-0.011688932,
0.011335378,
-0.06401494,
-0.015166749,
0.012042485,
-0.001063368,
0.012807317,
-0.060493827,
0.036394425,
-0.037115965,
-0.010368515,
0.03073756,
-0.014033933,
0.006006812,
-0.0024640555,
-0.0012221066,
0.01649438,
0.017504536,
0.02407054,
-0.004823488,
-0.01241047,
-0.011227147,
0.028717251,
-0.03610581,
0.011934254,
0.039280582,
-0.035499718,
0.08052375,
0.021473,
-0.012648579,
-0.000048281105,
-0.05402884,
-0.019164076,
-0.0053754654,
-0.051200405,
-0.00007711448,
-0.01593158,
0.021516293,
-0.01266301,
-0.027721528,
-0.028746113,
0.07007587,
0.008088452,
0.023377864,
0.041358616,
0.016739704,
-0.059108473,
0.041012276,
0.0038169413,
0.06528485,
-0.045254923,
-0.017461244,
0.0018029455,
-0.05102724,
0.0024875056,
0.027505066,
0.006093397,
-0.0025001327,
0.031372514,
0.012309455,
0.04017529,
0.022901647,
0.023060385,
-0.007294759,
-0.016999459,
-0.006587651,
0.02737519,
0.005714589,
-0.015642965,
0.0038854873,
0.00009047423,
0.0047982344,
-0.037866365,
0.025167279,
0.02220897,
0.045312647,
-0.03163227,
-0.005887758,
-0.02611971,
-0.031978607,
-0.021804908,
0.0018327091,
0.009524315,
-0.041733816,
-0.02480651,
0.041185446,
-0.006706705,
-0.006140297,
0.002801375,
-0.008737837,
-0.0124826245,
0.03460501,
-0.009495453,
0.020679308,
0.016638689,
0.055385333,
0.020477276,
0.012987701,
0.01979903,
-0.013925702,
-0.042830553,
-0.009307853,
0.04811222,
-0.0015973069,
0.030246913,
-0.0025271904,
0.030448945,
0.042686246,
0.030795284,
-0.017908597,
-0.005068811,
0.047534987,
-0.006363974,
0.047304094,
0.027620513,
0.016811859,
0.029727407,
0.046928894,
-0.008564668,
0.032642424,
0.040983412,
0.036740765,
0.045399234,
0.010144838,
-0.005498127,
0.008478083,
0.036913935,
0.024388017,
-0.01341341,
-0.005934658,
-0.039511476,
0.01668198,
-0.014495718,
0.015253334,
-0.03977123,
0.057838567,
0.014690533,
-0.030218052,
-0.05108496,
-0.008550237,
0.04868945,
0.033190794,
-0.02443131,
0.0031314793,
-0.0030954021,
0.020029923,
-0.012872255,
0.00787199,
0.02499411,
0.055096716,
-0.004596203,
0.05440404,
0.028471928,
-0.034114365,
-0.016148042,
-0.04811222,
-0.08710419,
-0.015686257,
-0.04202243,
-0.020780323,
0.023868509,
-0.02408497,
-0.021184385,
-0.0012446548,
0.0050002653,
0.0051373574,
-0.004823488,
0.02536931,
0.0355863,
0.03405664,
-0.059685703,
0.033219654,
-0.0348359,
0.006208843,
-0.037491165,
-0.012684655,
0.0138102565,
-0.0016036204,
-0.0044987956,
0.020578291,
0.020491706,
-0.019539276,
-0.029669683,
0.027836975,
0.0035860487,
0.014185457,
0.00439778,
0.018254936,
-0.015513089,
0.02054943,
0.041502923,
-0.014935857,
0.04424477,
0.067709215,
-0.0032559447,
0.038154982,
0.013557717,
0.036740765,
-0.05832921,
0.041531783,
0.05902189,
0.0055305962,
-0.03642329,
-0.050305698,
-0.04681345,
0.007958575,
-0.01593158,
-0.0061439043,
0.021992508,
0.045399234,
-0.015094595,
-0.059916597,
-0.02183377,
-0.06568891,
-0.020780323,
-0.045861017,
-0.01943826,
0.026595928,
0.006439735,
-0.016090319,
-0.050219115,
-0.035528578,
0.013492779,
0.0146688875,
0.014416349,
-0.036740765,
0.036538735,
0.04086797,
0.009401653,
-0.00010806174,
0.003723141,
-0.022901647,
0.006612905,
0.030073745,
0.004015364,
-0.010916885,
0.021429708,
-0.011789947,
0.026379466,
0.0062413123,
-0.02536931,
-0.0026751058,
0.047881328,
-0.0025795018,
0.021126661,
0.0059166197,
0.0072045666,
-0.000496058,
-0.032902177,
-0.008658468,
-0.01832709,
0.018630136,
0.011970332,
-0.07001814,
0.040637076,
-0.0086873295,
-0.021718323,
0.008066806,
0.014062795,
-0.018254936,
0.037837505,
0.020448415,
0.037664335,
-0.012590855,
-0.032094054,
0.01740352,
-0.0034020564,
0.018399244,
0.07486688,
0.0015693473,
0.003039483,
-0.005826427,
-0.041416336,
-0.007864775,
0.016638689,
0.0030070138,
-0.0013772375,
-0.008947084,
-0.01610475,
-0.03884766,
0.019164076,
0.05792515,
0.04684231,
-0.0005213119,
0.013752533,
-0.025859958,
-0.008074021,
0.016249059,
-0.0059454814,
0.010426238,
-0.062283244,
0.03278673,
0.043609817,
0.031978607,
-0.029900575,
-0.02092463,
-0.029756268,
0.039742365,
0.017533397,
0.008680114,
-0.025975402,
0.00056009466,
0.007388559,
0.0029258407,
0.015455365,
-0.041387476,
-0.009488238,
0.02923676,
0.0102675,
-0.025022972,
-0.011436393,
-0.045572404,
0.007994652,
0.005213119,
-0.020939061,
-0.038039535,
0.010945747,
-0.0117250085,
-0.05261462,
0.03659646,
0.033190794,
-0.021819338,
-0.020982353,
-0.02776482,
0.025802234,
0.018630136,
-0.017461244,
0.0055378117,
-0.00564965,
0.010671562,
-0.019683583,
-0.011234362,
-0.002094267,
-0.041156583,
-0.00004836566,
-0.032122914,
0.019265091,
-0.050882928,
-0.03336396,
-0.04254194,
0.012511486,
0.048660588,
0.022988232,
0.02369534,
-0.011241578,
-0.02519614,
0.013312394,
-0.04346551,
-0.03186316,
-0.009084175,
0.024171555,
-0.017850874,
0.029756268,
-0.00749679,
0.001977017,
0.02814002,
0.028919283,
-0.030593254,
-0.0005934658,
-0.035066795,
0.040925693,
0.009603684,
-0.016407797,
0.009740776,
-0.078907505,
0.03428753,
-0.0009154526,
-0.0027202019,
-0.013875195,
-0.04254194,
-0.005260019,
-0.014906995,
-0.026336173,
0.012994917,
0.014437995,
-0.013687595,
0.009776853,
0.016378935,
-0.006046497,
-0.001016468,
-0.04551468,
0.020852476,
0.04816994,
0.011703363,
0.020044353,
-0.05812718,
-0.0103613,
0.058733273,
-0.02867396,
0.024128264,
0.010570546,
-0.005534204,
0.0024388018,
0.011104485,
-0.060666997,
0.013095932,
-0.03792409,
0.010390162,
-0.019452691,
-0.014033933,
-0.021429708,
-0.013918487,
0.005967127,
0.02258417,
-0.026004264,
-0.053018685,
-0.0040225796,
0.028096728,
0.012100209,
0.011890963,
0.045687847,
0.0020022707,
-0.063553154,
-0.01646552,
0.05962798,
-0.028803837,
0.013759748,
-0.03584606,
-0.042455353,
0.008672899,
0.020332968,
0.015253334,
-0.05111382,
0.009300637,
-0.03642329,
-0.00915633,
-0.06713199,
-0.024965249,
-0.007388559,
0.026393896,
-0.029020298,
0.035788335,
-0.0011219931,
0.009805715,
0.0101087615,
0.033970054,
-0.0012933586,
0.026797958,
-0.047679298,
-0.02607642,
-0.0220358,
-0.0105849765,
-0.028731681,
0.013456702,
-0.0055883196,
0.013074286,
-0.0218482,
0.018745583,
-0.00898316,
0.0007788111,
-0.025398172,
-0.011833239,
0.049872775,
-0.008564668,
0.0220358,
-0.009387222,
0.041531783,
0.013254671,
0.020751461,
-0.041502923,
0.019467121,
-0.033190794,
-0.0828904,
0.03625012,
-0.014777118,
-0.016999459,
-0.011126131,
-0.009762422,
0.014235964,
-0.028010143,
0.032296084,
0.07700264,
0.005620789,
0.025470326,
-0.032873318,
0.033825748,
0.03460501,
0.0015549165,
0.0027508673,
0.006161943,
-0.01184767,
0.0022566132,
-0.019726876,
-0.062802754,
-0.0049136803,
-0.0031892024,
-0.004159672,
0.02256974,
0.048660588,
-0.02720202,
-0.05922392,
-0.065804355,
0.019106353,
0.029583098,
0.0074246363,
0.022728479,
0.012417686,
-0.0018633744,
0.038328152,
-0.008463652,
-0.03036236,
-0.010483962,
0.076656304,
-0.007150451,
-0.027129866,
-0.009105822,
0.0425708,
-0.009928376,
-0.03368144,
-0.0040622647,
0.0027382404,
-0.02867396,
-0.026696943,
-0.013824687,
0.019481553,
-0.06707426,
0.018399244,
0.025672358,
-0.05348047,
-0.0009037276,
-0.0039323876,
-0.018355953,
-0.04759271,
0.00023788238,
0.022497585,
-0.0216606,
-0.032902177,
-0.05163333,
-0.012013624,
-0.016249059,
-0.040925693,
0.05039228,
-0.0047621573,
0.0067644278,
-0.0010308988,
-0.0060861814,
0.08808548,
0.01760555,
0.0014151183,
-0.0049353265,
-0.026927834,
-0.043176893,
0.0010660739,
0.014979149,
-0.007554513,
0.030131469,
-0.022151247,
-0.0026570673,
0.021602876,
0.028529651,
-0.006363974,
-0.074809164,
0.023421155,
-0.038385876,
-0.019106353,
0.01942383,
-0.0076771746,
0.026870111,
0.049006928,
0.028803837,
-0.03723141,
0.039915536,
0.027418481,
-0.028342051,
0.00084600446,
-0.0666702,
0.022382138,
-0.05348047,
-0.028039005,
-0.054548346,
-0.0132474555,
0.038443595,
0.035644025,
0.018644568,
0.032353807,
0.011385885,
0.041358616,
-0.018226074,
0.009026453,
-0.004293157,
0.006818543,
0.012396039,
0.01471218,
-0.041012276,
-0.0052203345,
0.025672358,
-0.026927834,
0.001596405,
0.021025646,
-0.0051373574,
-0.029756268,
0.025455896,
0.05047887,
0.0061439043,
-0.01416381,
-0.016191335,
0.013269102,
-0.05270121,
0.021227676,
-0.014935857,
-0.017490106,
-0.02519614,
0.035297688,
0.013189733,
0.044677693,
0.020866908,
0.009553176,
-0.01266301,
0.035297688,
-0.010339654,
0.010743716,
-0.01574398,
-0.0023450018,
-0.013543286,
-0.008932653,
0.061013337,
0.03665418,
-0.011364239,
0.031083899,
-0.01811063,
-0.010678777,
0.0038927027,
-0.031228207,
0.02555691,
0.030391222,
0.0029601136,
-0.022295555,
0.010772577,
0.010700423,
-0.036394425,
0.024229279,
-0.05001708,
-0.041762676,
0.031603407,
-0.03091073,
-0.025600202,
0.007662744,
-0.0064180894,
-0.0075184363,
0.03737572,
0.00021973117,
0.021314261,
0.01811063,
0.0033317062,
0.01702832,
-0.039713506,
-0.03754889,
-0.002007682,
0.004744119,
-0.032700147,
0.0022259478,
-0.006075358,
0.06869051,
0.03705824,
-0.013889626,
-0.045774434,
-0.0074102054,
0.018211644,
0.046322804,
-0.02108337,
0.013009348,
-0.035413135,
0.00023269631,
-0.029929437,
0.022194538,
-0.0011743046,
0.0076555284,
0.008672899,
0.012489839,
-0.0028067867,
0.042455353,
0.03567289,
-0.043176893,
0.017345797,
0.026783528,
0.03238267,
-0.017822012,
0.017937459,
0.0025921287,
0.060493827,
0.017086044,
0.048458558,
-0.0067932894,
0.023652047,
0.018832168,
-0.03518224,
-0.052672345,
0.04222446,
0.009899515,
-0.0046070265,
0.008499729,
-0.05604915,
-0.034489565,
-0.0032902178,
0.008571883,
0.033190794,
-0.012100209,
-0.016999459,
-0.0109673925,
-0.021588447,
0.029352205,
-0.008499729,
-0.06014749,
0.03942489,
0.009098606,
0.027779251,
0.00796579,
0.05238373,
-0.022338847,
0.0071612746,
0.040059846,
0.016393365,
0.0108663775,
0.012056916,
0.04984391,
-0.026927834,
0.025874387,
0.0022710438,
0.0109601775,
-0.056568656,
-0.065746635,
-0.034316394,
0.028010143,
0.0047621573,
-0.01890432,
0.014207102,
-0.019135214,
-0.007439067,
-0.08219772,
0.016912874,
-0.070306756,
-0.0060717505,
0.014906995,
-0.026292881,
-0.0337103,
0.060205214,
-0.044937447,
0.011068408,
0.019106353,
0.048371974,
0.022670755,
0.070653096,
0.0222234,
-0.02536931,
0.016364504,
0.03884766,
-0.04199357,
-0.0194094,
-0.013110363,
-0.0049208957,
0.00033280987,
-0.07359698,
-0.07561728,
0.015166749,
0.014077226,
-0.0057181963,
-0.02998716,
0.006299035,
-0.024878664,
-0.042830553,
-0.00073596975,
0.07377014,
0.014012287,
0.017244782,
0.01629235,
0.015065734,
-0.054692656,
-0.017937459,
-0.021978077,
0.042426493,
-0.017634412,
-0.03754889,
-0.05679955,
-0.04513948,
0.030044883,
0.005830035,
-0.004044226,
0.012843394,
0.03884766,
0.036769625,
0.03754889,
-0.0099861,
-0.010433454,
-0.040608212,
0.013738102,
0.043956153,
0.008283268,
0.05830035,
0.06626614,
-0.012273378,
0.006421697,
-0.006280997,
0.02108337,
-0.016811859,
-0.022670755,
0.011703363,
-0.00043314887,
-0.030246913,
-0.069902696,
-0.02756279,
0.008276052,
-0.03980009,
0.00083112274,
-0.041358616,
-0.0019553707,
-0.090567574,
-0.031978607,
-0.016335642,
0.01721592,
-0.03336396,
-0.048371974,
-0.032353807,
-0.060262937,
0.2484403,
0.04923782,
0.031257067,
-0.009387222,
0.021891493,
0.029222328,
0.028457498,
-0.030044883,
0.004340057,
-0.021025646,
-0.021877062,
-0.048631728,
0.0020148975,
0.010209776,
-0.012735163,
0.038530182,
-0.04868945,
-0.02961196,
0.0067824665,
-0.03789523,
-0.07146122,
0.010678777,
-0.0031657524,
0.059570257,
0.015628533,
0.0012166951,
-0.016609827,
-0.040463906,
0.016133612,
-0.016912874,
0.025109557,
0.018067336,
0.043263476,
-0.009899515,
0.01943826,
0.029207898,
0.027086573,
-0.031920884,
-0.0395692,
-0.02369534,
0.0529321,
-0.004386957,
0.009091391,
-0.024921956,
0.0022295555,
0.0032216716,
-0.01611918,
0.029727407,
0.0798888,
-0.054461762,
0.03700052,
-0.0436964,
0.033046484,
0.000063360145,
-0.044850864,
-0.004386957,
-0.03642329,
-0.0406948,
-0.030016022,
0.03789523,
0.043350063,
-0.01816835,
0.034143224,
0.043263476,
-0.017836444,
0.0117250085,
-0.010245853,
0.04629394,
-0.006695882,
0.027057711,
0.0045565185,
-0.03668304,
-0.016869582,
-0.037087105,
0.019034198,
0.038703352,
0.02444574,
0.022468723,
-0.012352747,
-0.034518424,
0.0029528984,
-0.0076194517,
0.0355863,
-0.015657395,
0.04978619,
0.016927304,
-0.024965249,
0.025643496,
-0.01906306,
0.027115434,
0.010123192,
0.044331357,
0.012042485,
-0.01813949,
0.03535541
] |
from transformers import TrainingArguments, Trainer
model_name = model_ckpt.split("/")[-1]
new_model_name = f"{model_name}-finetuned-ucf101-subset"
num_epochs = 4
args = TrainingArguments(
new_model_name,
remove_unused_columns=False,
evaluation_strategy="epoch",
save_strategy="epoch",
learning_rate=5e-5,
per_device_train_batch_size=batch_size,
per_device_eval_batch_size=batch_size,
warmup_ratio=0.1,
logging_steps=10,
load_best_model_at_end=True,
metric_for_best_model="accuracy",
push_to_hub=True,
max_steps=(train_dataset.num_videos // batch_size) * num_epochs,
) |
[
0.036855955,
0.042950016,
-0.019433934,
-0.004381018,
-0.039859246,
-0.0019135063,
-0.009753414,
0.010854136,
0.0051682894,
0.031520005,
0.030528625,
0.01643064,
0.03224896,
-0.03790565,
0.025338467,
0.049743872,
0.0018633907,
-0.015191417,
-0.059890926,
0.004257096,
0.016561853,
-0.027292067,
-0.065314345,
-0.023661872,
-0.046682265,
-0.0067610554,
-0.017538652,
-0.0068375957,
0.041142207,
0.01982757,
-0.04513688,
-0.0046288627,
-0.010285552,
-0.023676451,
-0.0093452,
-0.0009950233,
-0.007530103,
-0.025163518,
-0.06974639,
-0.034523297,
0.01385743,
-0.0047309166,
0.021781169,
-0.025338467,
-0.04157958,
0.020235784,
0.011021797,
-0.019054879,
-0.030091252,
-0.027204592,
-0.012261019,
0.04653647,
0.008907828,
-0.01804892,
-0.030499468,
-0.028604185,
-0.028881188,
-0.0076321564,
-0.032307275,
0.040850624,
0.015541316,
0.0075811297,
-0.0238514,
-0.06887165,
0.003994672,
-0.03767238,
-0.010737504,
0.008499613,
-0.044874456,
0.015424683,
-0.05510898,
0.0025823223,
-0.0012474238,
-0.04015083,
-0.024624093,
0.030878523,
0.0019080391,
-0.010985348,
-0.007522813,
0.05528393,
0.023661872,
0.03531057,
0.008638114,
-0.025338467,
-0.013791825,
-0.019142352,
0.044524558,
0.0051318416,
-0.04190032,
-0.031636637,
-0.027685702,
0.033619393,
-0.04160874,
0.035223093,
0.019579725,
0.0035955694,
-0.02949351,
0.054292552,
0.02144585,
-0.036855955,
0.042775065,
0.12071491,
-0.014528069,
0.032161485,
-0.004643442,
-0.008565218,
0.0038816843,
-0.008565218,
-0.05901618,
-0.01820929,
0.015103943,
0.010832268,
0.033998452,
-0.002006448,
-0.010343868,
0.041171364,
-0.01612448,
-0.026796378,
-0.07907701,
-0.001700287,
0.022801705,
-0.014477042,
-0.0130847385,
-0.07272053,
0.03510646,
-0.020673158,
-0.002930398,
0.04624489,
0.012632786,
0.021577062,
-0.012151676,
-0.0380806,
-0.027977284,
0.028079338,
-0.036564372,
-0.0048621283,
-0.03755575,
-0.008732879,
0.027190013,
-0.032482225,
0.03606868,
0.02449288,
-0.01112385,
0.076219514,
0.021649957,
-0.021999855,
-0.03242391,
-0.05688763,
-0.024303352,
0.0067464765,
-0.051522523,
0.01193299,
-0.009469123,
0.023953455,
-0.014928994,
-0.054904874,
-0.03994672,
0.0740618,
0.0091629615,
0.012909789,
0.009928364,
0.02514894,
-0.04688637,
0.018267607,
0.0071802046,
0.058637124,
-0.028968662,
-0.018952824,
0.011634118,
-0.06461455,
0.03723501,
-0.009942943,
-0.0051828683,
-0.017976025,
0.052892957,
0.02080437,
0.03854713,
0.009279594,
0.0069724526,
-0.019229827,
-0.0043445705,
-0.015410104,
0.013361741,
0.0009886449,
0.020046256,
0.0009831778,
-0.012946237,
0.01401051,
-0.010270973,
0.0396843,
0.033765186,
0.026767218,
-0.018909087,
-0.006753766,
-0.019098615,
-0.016663905,
-0.021620799,
0.0170867,
0.035660468,
-0.0073916013,
0.00013292035,
0.044553716,
-0.029099874,
-0.0074863657,
0.008565218,
0.007366088,
-0.017276227,
0.051347576,
-0.007154691,
0.035077304,
0.025221836,
0.030411994,
-0.005368752,
0.012989974,
0.016707644,
0.004370084,
-0.025571734,
-0.03997588,
0.029566405,
0.028560448,
0.01965262,
-0.009950233,
0.023253657,
0.033998452,
0.027671123,
-0.01755323,
0.007096375,
0.014455173,
0.0137407975,
0.03414424,
0.021314638,
0.013514821,
0.047615327,
0.040413253,
-0.013383609,
0.02256844,
0.042279378,
0.03563131,
0.016488956,
0.025090624,
-0.007559261,
0.0020756987,
0.0112113245,
0.036768477,
-0.015774582,
-0.021824906,
-0.014812361,
0.018617505,
-0.047936067,
0.02869166,
-0.017538652,
0.023661872,
-0.018384239,
-0.016314007,
-0.054700766,
-0.030674417,
0.023734767,
0.01819471,
-0.03160748,
-0.028808292,
0.01014705,
0.026548533,
-0.0020756987,
0.023399448,
0.027816914,
0.035368886,
-0.0052120266,
0.022101909,
0.012902499,
-0.050093774,
-0.0017604257,
-0.07021292,
-0.069921345,
-0.00346618,
-0.018894508,
-0.013879299,
0.007271324,
-0.013638744,
0.00062917906,
-0.045807518,
0.014637412,
-0.035893735,
-0.0009212166,
0.043562338,
0.044058025,
0.02997462,
-0.02997462,
0.022349752,
-0.028137654,
0.0021777523,
0.004063923,
-0.050881043,
0.018427977,
0.012742129,
0.017786497,
0.01161225,
0.03886787,
-0.022947496,
-0.037147537,
0.028647922,
-0.014746755,
0.055517197,
0.025761262,
0.04674058,
-0.031549163,
0.034523297,
0.016416062,
-0.023603555,
0.039538506,
0.066189095,
-0.0059446264,
0.030761892,
0.01723249,
0.02386598,
-0.03338613,
0.01998794,
0.046128258,
-0.008842221,
-0.050006296,
-0.04513688,
-0.02997462,
0.026533954,
0.00042598296,
-0.008186162,
-0.0043591494,
0.0640897,
-0.024857357,
-0.07301211,
-0.026694324,
-0.04886913,
-0.004235227,
-0.044116344,
-0.04397055,
-0.004545033,
0.007610288,
0.00062507874,
-0.04656563,
-0.021154268,
0.009090066,
0.013492953,
0.022787126,
-0.031549163,
0.052951276,
0.03936356,
-0.019638041,
-0.0010351158,
0.015599632,
-0.010453211,
-0.013573138,
0.030382834,
0.033940133,
-0.010336579,
-0.0006278123,
0.031665795,
0.06315664,
0.02128548,
-0.019667199,
0.019594304,
0.023501502,
-0.0015909438,
0.029580984,
0.020250363,
0.011641407,
-0.014003221,
-0.059832606,
0.0048475494,
-0.045428462,
0.03627279,
0.034610774,
-0.051347576,
0.065955825,
-0.035368886,
-0.060240824,
0.0076758936,
-0.017057542,
0.005525477,
0.060182504,
0.029231086,
0.032278117,
-0.0370309,
0.004785588,
0.011874673,
0.0067719896,
0.052688852,
0.052368112,
0.0028903056,
-0.011655987,
-0.002119436,
-0.02529473,
0.01772818,
0.019186089,
0.02046905,
-0.006753766,
0.011670566,
-0.035864577,
-0.052747168,
-0.0027426924,
0.071087666,
0.042658433,
-0.004668955,
0.0010624516,
0.0011089224,
-0.034844037,
0.027758598,
-0.008404848,
-0.03840134,
-0.039567664,
0.025702946,
0.029712196,
0.005849862,
-0.004592415,
-0.0186904,
-0.016561853,
0.015278892,
0.00026174032,
0.025411364,
-0.056479417,
0.0028101206,
-0.015745424,
0.018748717,
-0.0017868504,
-0.052047372,
-0.0405882,
0.0028356342,
0.014046959,
-0.008295505,
-0.027467016,
-0.046682265,
0.024726147,
0.008477744,
-0.025090624,
-0.03047031,
-0.0060831276,
0.023195341,
-0.02481362,
0.004967827,
0.011692435,
-0.013106607,
-0.01788855,
-0.03481488,
0.00044352343,
0.00032187908,
0.025834158,
0.003644774,
-0.028400078,
0.012166255,
-0.012348494,
-0.0056822025,
-0.010628161,
-0.012880631,
0.0030597877,
-0.021329217,
0.031549163,
-0.043620653,
0.017640706,
-0.044087186,
0.021649957,
-0.0010979881,
0.02611116,
0.016416062,
-0.0002915819,
-0.006684515,
0.02449288,
-0.04032578,
-0.02013373,
-0.013602296,
0.010125182,
-0.02593621,
0.012953526,
0.034931514,
-0.0028575028,
0.033590235,
0.041521262,
-0.065547615,
-0.0109561905,
-0.017742759,
0.022072751,
-0.0008209853,
-0.01901114,
0.054409184,
-0.053126223,
0.049598083,
0.010453211,
-0.0009048151,
-0.03254054,
-0.049102392,
0.00179414,
-0.005915468,
-0.024478301,
0.012822314,
0.0073916013,
-0.0190403,
-0.001691175,
0.008186162,
0.0020793434,
-0.015089364,
-0.037468277,
0.038926184,
0.041054733,
0.00047154262,
0.02657769,
-0.038168073,
-0.00757384,
0.055313088,
-0.06846343,
0.024288774,
0.016940909,
0.005171934,
0.035718784,
0.010234525,
-0.04741122,
-0.018646663,
-0.037322484,
-0.0056129517,
-0.008871379,
-0.058433015,
-0.022932917,
-0.017509494,
0.0037176693,
0.062981695,
-0.012603628,
-0.041317157,
-0.03802228,
0.029303981,
0.00044261222,
0.02192696,
0.050210405,
-0.034698248,
-0.05414676,
-0.020396154,
0.042658433,
-0.016532695,
0.0109561905,
-0.017859392,
-0.046594787,
0.009374359,
0.009782573,
0.02563005,
-0.050822727,
0.012333915,
-0.042133585,
0.0021668181,
-0.10368653,
-0.023020392,
-0.0035354306,
0.005897244,
-0.039101135,
0.02981425,
-0.005015209,
-0.04029662,
-0.023778506,
0.019667199,
0.0085069025,
0.030557783,
-0.03915945,
-0.025382206,
-0.013113896,
0.020279521,
-0.010139761,
0.009870048,
-0.012589049,
0.01724707,
-0.007129178,
0.015526737,
0.0037012678,
0.00022779837,
-0.007442628,
-0.009855469,
0.027481595,
0.0070016105,
0.024522038,
-0.047965225,
0.030557783,
-0.029245665,
0.01355127,
-0.050706092,
0.046069942,
-0.048140172,
-0.052980434,
0.01772818,
-0.013478374,
-0.022976654,
-0.0068412405,
-0.008317374,
0.016066164,
-0.016620168,
0.03609784,
0.06356486,
-0.010373026,
0.02095016,
0.0022615823,
0.018063499,
0.03787649,
0.047819432,
0.018282186,
0.001159038,
-0.027335804,
0.025659207,
-0.0143166715,
-0.044378765,
-0.002759094,
-0.0046179285,
0.0005945537,
-0.005368752,
0.046478156,
-0.022830864,
-0.03125758,
-0.043445706,
0.031315897,
0.022349752,
0.010766662,
0.012982684,
0.017801076,
0.025236415,
0.04140463,
-0.005561925,
-0.032307275,
-0.024142982,
0.081759565,
-0.010722925,
-0.005379686,
-0.0028283445,
0.045166038,
-0.021212583,
-0.017830234,
-0.009804442,
0.013332583,
-0.01965262,
-0.014418726,
-0.0020811658,
-0.015322629,
-0.052368112,
0.029318562,
0.019871308,
-0.038692918,
0.024901096,
-0.0011499261,
-0.003852526,
-0.040704835,
-0.02288918,
0.05108515,
-0.034873195,
-0.027437858,
-0.021591641,
0.0042935438,
0.0017923176,
-0.01819471,
0.017961446,
-0.00020387954,
-0.011874673,
-0.0036793991,
-0.01225373,
0.07126262,
0.01371164,
-0.004902221,
0.009833599,
-0.026504796,
-0.048752494,
-0.0013312537,
-0.0022142,
-0.012508864,
0.025221836,
-0.016868014,
0.006411157,
0.01628485,
0.058433015,
-0.0064403154,
-0.07167083,
0.020337839,
-0.025877895,
-0.021795748,
0.002642461,
0.0018752362,
0.033881817,
0.040704835,
0.013011843,
-0.026461057,
0.036447737,
0.02657769,
-0.016328586,
-0.0068886224,
-0.055313088,
0.024944833,
-0.025396785,
-0.030003779,
-0.034260873,
-0.025105203,
0.0048439046,
0.04676974,
-0.009797152,
0.03236559,
0.0127639985,
0.044524558,
-0.0030306294,
-0.0015517625,
-0.018588347,
-0.012742129,
-0.035981208,
0.01740744,
-0.011685145,
0.021591641,
0.016037006,
-0.030995157,
0.008907828,
0.021052213,
0.01403238,
-0.029697618,
0.022743389,
0.057325,
-0.004771009,
-0.020425312,
-0.004625218,
0.022539282,
-0.024901096,
-0.01933188,
-0.013718929,
-0.008302795,
0.010934321,
0.010810399,
0.052047372,
0.05977429,
0.023253657,
0.013492953,
-0.0044721374,
0.020862686,
0.021941539,
-0.003899908,
-0.01867582,
-0.017815655,
-0.029318562,
-0.0029413325,
0.010868716,
0.034610774,
-0.044087186,
0.037614066,
-0.009644072,
-0.0017996071,
-0.013908457,
-0.007989344,
0.045836676,
0.039742615,
0.0040675676,
-0.026883852,
0.03595205,
-0.01386472,
-0.019054879,
0.021941539,
-0.067996904,
-0.03735164,
0.018777875,
-0.06473118,
-0.017261649,
-0.0076029985,
0.016066164,
0.012363073,
0.020687737,
-0.010547976,
0.012363073,
-0.009600335,
-0.015614212,
0.00017699933,
-0.037176695,
-0.051055994,
0.0050407224,
-0.0056712683,
-0.010817689,
-0.012756708,
0.0050188536,
0.052338954,
0.02013373,
-0.041550424,
-0.008681851,
-0.052980434,
0.014374988,
0.062456846,
-0.012836894,
0.004738206,
-0.06076567,
-0.006305459,
-0.018967403,
0.032394752,
-0.012472416,
0.016999226,
0.030965999,
-0.0114518795,
0.02805018,
0.052426428,
0.048402596,
-0.029245665,
0.0022451808,
0.021300059,
0.062456846,
-0.034115084,
0.02014831,
0.00886409,
0.05884123,
0.021781169,
0.02870624,
-0.008645403,
0.04300833,
-0.019929623,
-0.040354937,
-0.040733993,
0.03962598,
0.043416545,
-0.01997336,
0.023880558,
-0.008936985,
-0.012559891,
-0.007865422,
-0.010409474,
0.034698248,
0.011327957,
-0.020935582,
-0.014681149,
-0.0015572297,
0.019390197,
0.021387532,
-0.061290517,
0.042016953,
-0.014280224,
0.038926184,
0.0069688074,
0.020060835,
-0.010540686,
0.012472416,
0.044874456,
-0.018107237,
0.0094982805,
0.013835561,
0.00999397,
-0.036476895,
0.017028384,
-0.019113194,
0.014710307,
-0.025338467,
-0.06677226,
0.012042332,
0.0139959315,
-0.008135135,
-0.026796378,
-0.0020428956,
0.0036484187,
-0.04630321,
-0.077502474,
0.011094691,
-0.06379812,
0.0056603337,
0.0067829243,
-0.009206699,
-0.032948755,
0.039859246,
-0.026446478,
-0.01304829,
0.00838298,
0.013769955,
0.03638942,
0.08555013,
0.016868014,
-0.026446478,
0.018602926,
0.02689843,
-0.030849366,
-0.05755827,
-0.002793719,
-0.02045447,
-0.02481362,
-0.03790565,
-0.06502277,
0.020600261,
0.012698392,
-0.006239853,
-0.005186513,
0.004483072,
-0.013398189,
-0.058403857,
-0.018777875,
0.05108515,
0.020089993,
0.017276227,
0.014280224,
0.014294803,
-0.043824762,
-0.036885113,
-0.0544675,
0.04720711,
0.020425312,
-0.036360264,
-0.040500727,
-0.023880558,
0.022510123,
0.036243632,
-0.034931514,
-0.013179502,
0.0396843,
0.036039524,
0.055313088,
-0.003932711,
-0.016518116,
-0.015045626,
0.045224354,
0.04662395,
0.01867582,
0.04560341,
0.038751237,
0.004315412,
-0.00096859864,
0.016576432,
0.024638671,
-0.017130436,
0.010168919,
-0.007785237,
-0.013923036,
-0.031490847,
-0.04044241,
-0.026563112,
0.038255546,
-0.041171364,
0.0077414997,
-0.018734138,
-0.004592415,
-0.08140967,
-0.023501502,
-0.030382834,
0.030237043,
-0.012013175,
-0.043708127,
-0.033152863,
-0.0615821,
0.25332636,
0.052251477,
0.01981299,
-0.019404776,
0.0357771,
0.04481614,
0.04271675,
0.0024474657,
0.021635378,
-0.05612952,
-0.006961518,
-0.0512601,
-0.022903759,
0.005062591,
0.0014642879,
0.022801705,
-0.030528625,
-0.02192696,
-0.016853435,
-0.017042963,
-0.062981695,
0.014557227,
-0.0022160225,
0.065547615,
0.0063455515,
-0.010059576,
-0.022830864,
-0.036855955,
0.03770154,
-0.012815025,
-0.024609514,
-0.017976025,
-0.01305558,
-0.01787397,
0.010008549,
0.06204863,
0.023428606,
-0.022495544,
-0.06309833,
-0.015089364,
0.008951564,
-0.044524558,
0.014921704,
-0.00523754,
0.019783832,
0.026402742,
-0.0013148522,
0.04749869,
0.069804706,
-0.043241598,
0.03834302,
-0.05318454,
0.0036939783,
-0.021518745,
-0.040559042,
0.017844813,
-0.02689843,
-0.007748789,
0.002514894,
0.0248282,
0.021256322,
-0.007479076,
-0.014149012,
0.060357455,
0.0056931367,
0.0022214896,
0.0016173684,
0.062398527,
0.006578817,
-0.021416692,
0.0048730625,
-0.023341132,
-0.041025575,
-0.030382834,
0.01691175,
0.034319192,
0.021577062,
-0.016868014,
0.0046179285,
-0.05079357,
0.0037267813,
-0.008229899,
0.017378282,
-0.021314638,
0.06793859,
0.031053474,
-0.035398044,
0.00435186,
0.025527997,
0.042279378,
0.02627153,
0.042833384,
0.02966846,
-0.018865349,
0.06210695
] |
Train the model
Leverage Trainer from 🤗 Transformers for training the model. To instantiate a Trainer, you need to define the training configuration and an evaluation metric. The most important is the TrainingArguments, which is a class that contains all the attributes to configure the training. It requires an output folder name, which will be used to save the checkpoints of the model. It also helps sync all the information in the model repository on 🤗 Hub.
Most of the training arguments are self-explanatory, but one that is quite important here is remove_unused_columns=False. This one will drop any features not used by the model's call function. By default it's True because usually it's ideal to drop unused feature columns, making it easier to unpack inputs into the model's call function. But, in this case, you need the unused features ('video' in particular) in order to create pixel_values (which is a mandatory key our model expects in its inputs).
|
[
-0.004773214,
0.01787773,
-0.022780139,
0.0021997988,
-0.044359118,
-0.0050560455,
-0.005209682,
-0.0061873705,
0.0018191987,
0.033828016,
0.02997313,
0.0041272417,
-0.008079896,
-0.030420074,
0.006281648,
0.03354868,
-0.016131857,
-0.03575546,
-0.064471565,
-0.022933776,
0.029945197,
0.05759981,
-0.092293784,
-0.0061629284,
-0.032598924,
-0.026090313,
0.032738592,
0.004940818,
0.064080484,
0.05461088,
0.016941942,
-0.013897141,
-0.030699415,
-0.029554123,
0.007109191,
-0.024958987,
0.022863941,
0.02434444,
-0.011264366,
-0.02997313,
0.03391182,
0.03399562,
-0.033101734,
-0.019064924,
-0.05921998,
-0.03187264,
0.03030834,
-0.0013565426,
0.011215482,
0.0016926229,
-0.02762668,
0.013317512,
0.025028821,
-0.01727715,
-0.040336628,
-0.0008349633,
-0.022375096,
0.0011775907,
-0.03561579,
-0.011089779,
0.04190093,
-0.010307629,
-0.025531633,
-0.04927549,
0.004029473,
-0.003711724,
-0.0029802036,
-0.02582494,
-0.018171037,
-0.0330738,
-0.011816062,
0.0061873705,
0.0053528436,
-0.02420477,
-0.034526367,
0.008233532,
0.016606735,
-0.022263361,
-0.03321347,
0.04480606,
0.0066517727,
0.051817484,
0.003645381,
0.03251512,
0.013436232,
-0.027417175,
0.026621057,
-0.039107535,
-0.037263893,
-0.020713026,
-0.017612357,
0.026495354,
-0.0010492691,
-0.007423448,
0.051901285,
-0.018995088,
-0.026676925,
0.038884062,
0.02476345,
-0.0017659495,
0.035783395,
0.08369012,
0.019469965,
0.036006864,
-0.041146714,
0.072628275,
0.037766702,
-0.014413919,
-0.038800262,
-0.022095757,
0.04706871,
0.020433687,
0.0040608984,
-0.021020299,
0.030559745,
0.055979643,
-0.0225008,
-0.014707226,
-0.006630822,
-0.013387347,
-0.0063933833,
-0.024428241,
0.011355151,
0.01515417,
0.016020121,
-0.05427567,
-0.020517489,
0.034889508,
-0.02692833,
-0.021355508,
-0.013520033,
-0.007598035,
0.011313251,
0.0144697875,
-0.010901225,
0.015782684,
-0.013108008,
-0.0116694085,
-0.021844352,
-0.023087412,
0.038409185,
-0.017891698,
0.021956086,
0.10000355,
0.017249215,
0.056901462,
0.0113691185,
-0.007842457,
-0.032626856,
0.030755281,
-0.032989997,
0.020531455,
-0.022794105,
0.009518495,
0.02180245,
0.0070603066,
-0.014665325,
0.0014778808,
0.004266911,
-0.00087249954,
0.024539977,
0.0033503284,
-0.0525717,
0.025196426,
-0.0003079282,
0.026551222,
-0.05983453,
-0.035811327,
0.011634491,
-0.020433687,
0.025517667,
-0.003507457,
0.02115997,
0.00564615,
0.030475942,
0.053996332,
0.0616223,
-0.0013006746,
0.049722437,
-0.008359236,
-0.03807398,
-0.051985085,
0.04919169,
0.03441463,
0.03377215,
0.05631485,
0.0028387879,
0.035783395,
-0.029693792,
-0.023715926,
0.028520565,
0.063633546,
-0.032040242,
0.016914008,
-0.015922353,
-0.012682014,
-0.0142533,
0.04734805,
-0.007025389,
-0.024037166,
-0.018869385,
0.014888797,
-0.032487188,
-0.016690537,
0.0068857195,
0.020768894,
0.018645914,
0.0061734035,
-0.0540522,
0.02790602,
0.061678167,
0.017542522,
-0.027431142,
0.0051223887,
0.04106291,
0.014372019,
-0.038129847,
0.019693436,
0.023073446,
0.013331479,
0.027193703,
-0.0122141205,
-0.0022050363,
0.027417175,
0.03279446,
-0.07570101,
-0.0044310233,
0.091567494,
-0.012779783,
0.0330738,
0.014609457,
0.0099794045,
0.0020845712,
0.03187264,
0.05137054,
0.026341718,
0.06139883,
0.021774516,
0.0005211428,
-0.021858318,
0.03575546,
0.038381252,
0.040392496,
0.0051293722,
-0.030475942,
0.02752891,
0.009413742,
0.027989822,
-0.03312967,
0.070225954,
-0.032906197,
0.05871717,
0.039247204,
0.0036383974,
-0.0691086,
-0.037152156,
0.027375273,
0.020545423,
-0.052180625,
0.006382908,
-0.0013190063,
0.034610167,
0.013324495,
-0.0044449903,
0.025992543,
0.05732047,
-0.00004809332,
-0.015768716,
-0.0016620702,
0.004420548,
-0.036984555,
-0.032598924,
-0.045672014,
-0.032822393,
-0.018366573,
-0.0011330709,
-0.02826916,
-0.017905664,
-0.010147008,
-0.02129964,
0.03723596,
0.019232526,
-0.008093863,
0.038716458,
0.042068534,
0.012758833,
-0.05581204,
0.01415553,
-0.0077935727,
0.02198402,
0.003531899,
-0.010140025,
0.014001894,
-0.006068651,
0.033688348,
-0.0029243357,
0.012898503,
-0.011962716,
0.0039526545,
-0.0015800142,
-0.054387406,
0.028436763,
-0.017360952,
0.006777475,
-0.013785406,
0.0389958,
0.03016867,
-0.013359413,
0.010377464,
0.020685092,
-0.031090489,
0.027137835,
-0.0027410192,
-0.0647509,
-0.05335385,
0.0436049,
0.03810191,
-0.04595135,
-0.034582235,
-0.049415164,
-0.024637746,
-0.010160975,
-0.0061070602,
-0.04634243,
-0.032403387,
0.034749836,
-0.05695733,
-0.009658164,
-0.0027026099,
-0.05743221,
-0.011885897,
-0.047739126,
0.007772622,
0.046649702,
0.024009233,
-0.009825768,
-0.03927514,
0.03807398,
0.04989004,
0.023031544,
0.014246316,
-0.038465053,
0.018687814,
0.028478665,
0.012800734,
0.027682547,
0.0102657275,
0.012339824,
0.025573533,
0.03053181,
-0.03745943,
0.0060791266,
0.022710303,
0.027417175,
-0.024134936,
0.008973782,
-0.014183464,
-0.012186187,
0.023687992,
0.02766858,
0.005813754,
0.0048116236,
0.014930698,
-0.011327218,
-0.014637391,
-0.02744511,
-0.030084867,
0.021844352,
-0.009602296,
-0.06296313,
0.020014677,
-0.011418004,
-0.0033189028,
-0.009902586,
0.0389958,
-0.014385986,
0.03704042,
0.025182458,
0.043074157,
-0.0125004435,
-0.018310705,
0.0036034798,
0.013275611,
0.007898325,
0.024009233,
0.022668403,
0.010028289,
-0.00087686424,
-0.021690715,
-0.0041377167,
-0.032543056,
0.021034267,
-0.007842457,
-0.04226407,
-0.03972208,
-0.05899651,
0.0047103628,
0.03740356,
-0.0026834053,
-0.022947742,
-0.00046091023,
-0.0052026985,
-0.0021736107,
0.021271706,
0.033101734,
0.02176055,
-0.01064982,
0.010712671,
0.01639723,
0.022347162,
-0.013645736,
-0.04022489,
0.018408475,
-0.038325384,
0.028562468,
0.022849973,
-0.009413742,
0.022849973,
-0.026383618,
0.024232704,
0.022109725,
0.0036069716,
-0.021327574,
0.030727347,
0.010796472,
-0.040951174,
0.015168136,
-0.060449075,
0.03276653,
0.038325384,
-0.0153217735,
-0.03329727,
-0.039945554,
-0.016592767,
-0.035168845,
0.009246139,
0.091120556,
-0.040364563,
0.02919098,
-0.070225954,
-0.0034009588,
0.019609636,
-0.0026676925,
-0.05363319,
-0.018953187,
0.0021107593,
0.04444292,
0.022291295,
-0.011857963,
-0.008484938,
-0.0012675031,
-0.05787915,
0.036230337,
-0.051566076,
-0.0006961665,
-0.0003304063,
0.01865988,
-0.015433509,
0.04891235,
-0.010119074,
0.0024931054,
0.013415281,
0.0016463574,
-0.004954785,
-0.026034445,
0.04184506,
0.0009061076,
0.016020121,
0.03201231,
-0.027417175,
-0.0153217735,
0.01621566,
-0.0046195774,
-0.030894952,
0.023199148,
-0.02346452,
-0.0022888381,
-0.02088063,
-0.017752027,
-0.025769072,
-0.015684914,
0.009944487,
0.02374386,
-0.018408475,
0.042711016,
-0.057208735,
0.01355495,
-0.00722791,
-0.062236845,
0.06106362,
-0.035057113,
-0.03852092,
0.010007339,
-0.035448186,
-0.017486654,
-0.057543945,
0.0139111085,
-0.0039002781,
0.028744038,
-0.0074304314,
-0.014399952,
-0.05631485,
-0.06469504,
0.005101438,
-0.03357661,
-0.011857963,
-0.002786412,
-0.021327574,
0.015698882,
-0.008701426,
-0.030839084,
0.023674024,
-0.0111037465,
0.021048233,
-0.046510033,
0.007409481,
0.017514588,
-0.038548853,
0.0019571225,
0.047794994,
0.0053318935,
-0.06637107,
-0.049554832,
-0.0000078768835,
0.005663609,
0.03243132,
0.025810972,
-0.038325384,
-0.0020915547,
-0.04019696,
0.023506422,
-0.01487483,
-0.04430325,
-0.044638455,
-0.06799124,
-0.01583855,
0.01759839,
0.030084867,
-0.054722615,
-0.020433687,
-0.027654612,
-0.017542522,
0.0042634197,
0.010181926,
0.0034166717,
-0.010084157,
-0.030839084,
0.024861218,
-0.009727999,
-0.0019710895,
-0.018045334,
0.012619163,
0.051035333,
-0.0096930815,
-0.06720909,
-0.03405149,
-0.0008218693,
-0.02360419,
-0.009944487,
0.018212937,
0.0021299638,
0.03030834,
-0.027794283,
0.036789015,
-0.025364028,
-0.0022713796,
-0.046314493,
-0.02568527,
0.014791028,
-0.027514944,
-0.021690715,
-0.00027061018,
0.007325679,
-0.029386519,
0.02586684,
-0.017360952,
-0.02346452,
-0.053186245,
-0.08899757,
0.036006864,
-0.007109191,
0.0028475174,
-0.0013897142,
-0.00068001717,
0.03209611,
-0.017528556,
0.025922708,
0.05201302,
0.002047908,
0.03276653,
-0.03930307,
0.004067882,
0.0011173581,
-0.0010763301,
-0.0064108423,
-0.047264248,
-0.022067823,
0.004626561,
0.01921856,
-0.047599457,
-0.031537432,
0.03195644,
0.04380044,
-0.022291295,
0.03547612,
0.016592767,
-0.047878794,
-0.013429248,
0.031481564,
0.021173935,
0.012563296,
0.043493163,
0.032738592,
0.022333195,
-0.026676925,
-0.010307629,
-0.016620701,
0.02198402,
0.0022347162,
-0.028660236,
-0.03561579,
0.050700124,
0.03491744,
-0.034023553,
-0.023213115,
0.010677754,
0.0020129904,
-0.02752891,
-0.044051845,
0.03312967,
0.025098657,
-0.03195644,
-0.0035563414,
0.03519678,
-0.04849334,
0.0020688584,
-0.011885897,
-0.007165059,
-0.05363319,
0.021537079,
0.05081186,
-0.0025158017,
-0.03667728,
-0.06246032,
0.024260638,
0.0014010624,
-0.026816595,
0.055867907,
0.0034446055,
-0.023799729,
0.03617447,
0.03980588,
0.027459076,
-0.027235605,
-0.005223649,
0.008896964,
-0.006508611,
-0.089388646,
-0.035895128,
0.030336272,
-0.00722791,
0.029358584,
-0.0056705927,
0.035867196,
0.052599635,
0.047264248,
-0.007535184,
-0.06391288,
0.017263183,
-0.039582413,
-0.020028643,
0.011355151,
-0.028283127,
-0.044833995,
0.027068,
0.020796828,
-0.04142605,
-0.033939753,
0.033688348,
0.009574362,
-0.028576434,
-0.050001774,
0.010454282,
-0.025364028,
-0.023171214,
-0.028771972,
-0.0069939634,
0.016606735,
0.02028005,
-0.01323371,
-0.010140025,
-0.021020299,
0.00014730796,
-0.022905841,
0.002786412,
-0.046817306,
-0.034107357,
-0.01263313,
0.016592767,
-0.025699237,
0.0015468426,
0.027193703,
-0.01903699,
0.0033049358,
0.000100387646,
0.022947742,
0.0434373,
0.013764455,
0.01169036,
-0.030252472,
-0.0009794342,
-0.0030255963,
0.020824762,
-0.03321347,
-0.002360419,
-0.036649346,
-0.013659703,
0.023129312,
0.017849796,
0.048660945,
0.028255193,
-0.0018034858,
-0.029442387,
-0.03483364,
0.018645914,
0.005719477,
0.010510149,
0.034163225,
0.016606735,
-0.0010038764,
-0.031481564,
0.031788837,
0.019623602,
-0.0099863885,
-0.012046517,
-0.020950465,
-0.01067077,
-0.0051503223,
-0.01677434,
-0.024414275,
0.031090489,
0.019847073,
0.012088418,
-0.010524116,
-0.03173297,
-0.03972208,
0.0010859324,
-0.07653903,
-0.027766349,
0.025140557,
-0.031397764,
-0.007786589,
0.038772326,
-0.02424667,
-0.007653903,
0.019190626,
0.00061716576,
-0.019805172,
0.007674854,
0.016020121,
0.02522436,
-0.04028076,
-0.05944345,
0.030699415,
-0.0065155947,
-0.034107357,
-0.004176126,
-0.021788483,
0.062069245,
0.06486264,
-0.0012631385,
-0.04927549,
-0.008177665,
0.037096288,
-0.010747588,
-0.027933953,
0.040448364,
-0.018743683,
0.011508789,
-0.04975037,
0.028604368,
-0.010908209,
0.04374457,
0.004417056,
-0.0045811683,
0.018967154,
0.036230337,
-0.011529739,
-0.034358762,
-0.021006333,
0.023757827,
0.028855773,
-0.018185003,
-0.0099863885,
0.01981914,
0.056063443,
0.029693792,
0.04184506,
-0.032040242,
-0.015279872,
0.026188081,
-0.014099663,
-0.039833818,
-0.017011777,
-0.0060058,
0.04684524,
0.005761378,
-0.05815849,
-0.04854921,
-0.0069625378,
-0.004553234,
0.013876191,
-0.009727999,
0.018673848,
0.052823104,
-0.0039736046,
0.031760905,
-0.013701604,
-0.029079245,
0.019288395,
-0.011529739,
0.053605255,
-0.01565698,
0.005007161,
-0.0056042494,
-0.00838717,
0.050644256,
-0.0055448897,
0.039750014,
0.0010536338,
0.04430325,
-0.0067704916,
0.019553768,
0.0006045082,
0.021020299,
0.0023534356,
-0.034163225,
-0.012821685,
0.014232349,
0.023213115,
-0.00082492456,
0.015922353,
-0.04139812,
0.012828668,
-0.026160147,
0.04346523,
-0.051175002,
0.025978576,
0.0049163755,
-0.020224182,
-0.027836185,
0.037347697,
-0.008044979,
0.024609812,
0.002686897,
0.07530994,
0.037180092,
0.100673966,
0.030001065,
0.017807895,
-0.014358052,
0.0091413865,
-0.020615257,
-0.012661064,
-0.028199326,
0.03787844,
0.04595135,
-0.06670628,
-0.051705748,
0.002730544,
-0.008226549,
-0.026216015,
-0.020573357,
0.029945197,
0.004176126,
0.0013303545,
-0.014567557,
0.0631866,
-0.005199207,
0.05695733,
-0.013827306,
0.03357661,
-0.047375984,
0.016062023,
-0.0316771,
0.0005089217,
-0.018785583,
-0.003301444,
-0.011837012,
-0.02544783,
0.019344263,
0.005335385,
-0.00109117,
-0.01519607,
-0.016285494,
0.01187193,
-0.0046300525,
-0.0069555542,
-0.022570634,
-0.027431142,
0.043688703,
0.0526555,
0.007325679,
0.06570066,
0.03687282,
-0.0045951353,
-0.024707582,
-0.013827306,
-0.012004617,
-0.022780139,
0.018226905,
-0.00089345005,
0.014916731,
-0.0024546962,
-0.030448008,
-0.031537432,
0.038046043,
-0.024120968,
0.034666035,
-0.04514127,
-0.032738592,
-0.08318731,
-0.0119417645,
-0.020056577,
0.033381075,
-0.01455359,
-0.0060372255,
-0.012982304,
-0.08737741,
0.22794105,
0.059275847,
0.026984198,
0.042068534,
0.017305084,
0.0345543,
0.042990353,
-0.041593656,
0.007940226,
0.008491921,
0.014665325,
-0.028827839,
-0.022025922,
0.02180245,
0.010468249,
0.02734734,
-0.026439486,
-0.064080484,
0.0450016,
-0.039163403,
-0.04868888,
0.050755993,
0.030252472,
0.046565898,
0.01852021,
0.00017044076,
0.01635533,
-0.043157957,
0.017067645,
-0.029582055,
-0.0062397467,
0.01667657,
0.030252472,
0.008701426,
0.03930307,
0.023073446,
0.0112923,
0.0045706932,
-0.0022818549,
0.0023674024,
0.024609812,
-0.040448364,
-0.04276688,
-0.009972421,
-0.021048233,
0.022193525,
-0.039386872,
-0.0032158964,
0.025322128,
-0.05575617,
0.046174824,
-0.08586897,
0.034610167,
-0.021355508,
-0.035727527,
-0.019372197,
-0.018785583,
-0.047180448,
0.010775522,
0.03731976,
0.0194979,
-0.017221281,
-0.014316151,
0.020824762,
-0.022025922,
0.022193525,
-0.004975735,
0.012514411,
0.001187193,
0.006341007,
-0.000029979898,
-0.016969876,
-0.016145825,
-0.03866059,
-0.022794105,
0.06866165,
-0.0054785465,
0.0315933,
0.008226549,
-0.0451692,
0.031118423,
-0.016844174,
0.014029828,
-0.015559211,
0.039582413,
0.099109665,
-0.017486654,
-0.010524116,
-0.00092880393,
0.04176126,
0.04684524,
0.0012936912,
-0.011781145,
0.0108104395,
-0.022053856
] | import evaluate
metric = evaluate.load("accuracy")
def compute_metrics(eval_pred):
predictions = np.argmax(eval_pred.predictions, axis=1)
return metric.compute(predictions=predictions, references=eval_pred.label_ids) |
[
0.027491733,
0.0021539575,
0.0020096295,
0.006017927,
-0.023794014,
-0.019248597,
-0.02993252,
-0.0046038786,
0.019277828,
0.046769563,
0.011553544,
0.0105816135,
0.03148176,
-0.02889482,
0.0038950276,
0.026731728,
-0.026220186,
-0.08950525,
-0.049078807,
0.006076389,
0.034492552,
0.0007741641,
-0.07196666,
-0.009266219,
-0.013570481,
-0.0051044594,
0.03835104,
-0.007062935,
0.073311284,
0.0022690545,
0.027506348,
0.0008508954,
0.036714107,
-0.014491256,
-0.013811636,
-0.04071875,
0.030546369,
-0.030166367,
-0.037561804,
-0.081086725,
0.036655642,
0.0019164559,
0.030984834,
-0.04036798,
-0.046389557,
-0.012868937,
0.0270825,
-0.0077535165,
-0.0035296404,
-0.008893524,
-0.00997507,
-0.0065842774,
-0.0068912026,
-0.024086324,
-0.011261233,
0.031949457,
-0.022200927,
-0.0041215676,
-0.049224965,
0.010691229,
0.054106537,
0.014863951,
-0.008593907,
-0.06769894,
0.02993252,
-0.011619313,
0.0039534895,
-0.02306324,
-0.009529298,
-0.023370165,
-0.05656194,
-0.017421661,
-0.014739719,
0.003597237,
-0.029464824,
-0.025050946,
-0.009310066,
0.00997507,
-0.0130881695,
0.04519109,
0.01888321,
0.012905476,
0.017743202,
-0.00095457403,
-0.03183253,
-0.05480808,
0.053112682,
-0.034755632,
0.009638914,
0.0028445392,
-0.021455536,
0.010435458,
-0.030692525,
0.0012350087,
0.01810859,
0.06138505,
-0.006215236,
0.06132659,
0.017421661,
0.011034694,
0.02902636,
0.110083856,
-0.032183304,
0.041771065,
-0.035807945,
0.008637753,
0.00066591817,
-0.021820923,
-0.022683237,
-0.051388055,
0.017143967,
0.021894,
0.023604013,
-0.021294765,
-0.039578743,
0.018064743,
0.01243778,
0.03022483,
-0.07442206,
-0.010340458,
-0.02825174,
0.02620557,
-0.011692391,
-0.04191722,
0.057877332,
-0.042443376,
0.017845511,
0.02636634,
-0.028266354,
0.00570004,
0.01616473,
-0.02306324,
-0.0025650181,
0.08330828,
-0.011268541,
0.023282472,
0.010223534,
0.023443243,
0.027155576,
0.007285821,
0.0027842505,
0.018006282,
-0.04074798,
0.084711365,
0.011049309,
0.014228177,
-0.0063248524,
-0.038497195,
0.009967763,
0.0066646626,
-0.019657832,
0.003027233,
-0.014359717,
0.024042478,
-0.00725659,
-0.031277142,
0.009960455,
0.011970085,
-0.029903289,
0.013219709,
0.044226468,
0.022668622,
-0.060274273,
0.018342437,
-0.0070994734,
0.06337275,
-0.039374124,
0.0022489582,
0.0034145433,
-0.03446332,
0.021704,
0.010230842,
0.012686243,
0.00273675,
0.04636033,
0.036772568,
0.036012564,
-0.017553201,
0.033177156,
-0.020900147,
-0.0013144804,
-0.0017383297,
0.0094854515,
0.020520145,
-0.008696215,
-0.013840867,
-0.013351249,
0.009266219,
0.010632767,
-0.015623957,
0.014491256,
0.029333284,
-0.035778716,
0.019877063,
0.0041069523,
0.03028329,
-0.0123135485,
-0.016237807,
0.026190955,
-0.03028329,
-0.03230023,
0.01049392,
-0.027798658,
0.0040631057,
-0.03773719,
0.011166233,
0.025226332,
0.017757818,
-0.014491256,
0.016471654,
0.012035854,
-0.009456221,
-0.020300914,
0.0044211852,
0.04372954,
-0.016924735,
-0.019847833,
-0.018722441,
0.01642781,
0.035311017,
0.03916951,
0.036567952,
-0.017991666,
-0.016924735,
0.014644719,
-0.013139323,
-0.012079701,
0.043232612,
0.0074612065,
0.004651379,
-0.00906891,
0.028748665,
-0.0021941501,
0.030750986,
0.019745525,
0.014030868,
0.034609474,
0.014418179,
-0.011780083,
0.025694028,
-0.005506385,
0.013073554,
0.040894136,
0.03598333,
0.013672789,
0.0058096563,
-0.016310884,
0.017991666,
0.0115462355,
0.019000133,
-0.047266487,
0.06904356,
0.01752397,
0.015521648,
-0.04706187,
-0.02620557,
0.011582774,
0.05036497,
-0.06460046,
-0.028748665,
-0.01642781,
0.03598333,
0.006657355,
-0.015053953,
-0.036041792,
0.046184942,
-0.023604013,
0.032183304,
-0.0060106195,
-0.03624641,
-0.052878834,
-0.048611112,
-0.062145054,
-0.021543229,
-0.003251946,
0.00009089007,
-0.015989345,
-0.01629627,
-0.00680351,
-0.0011701526,
-0.028909435,
-0.0057804254,
-0.037620265,
0.007022742,
0.03083868,
0.008425829,
-0.056269627,
0.02924559,
0.022420159,
0.036626413,
0.030926373,
-0.03238792,
-0.036714107,
-0.00086733786,
0.041274138,
0.026424803,
-0.027345577,
-0.0140601,
-0.018663978,
0.0040411823,
-0.021309381,
0.015053953,
-0.023107087,
-0.015930882,
-0.012927399,
0.023472473,
0.018766286,
-0.04843573,
0.03735719,
0.058549646,
-0.030020213,
-0.0076877465,
0.020286297,
0.042940304,
-0.019511677,
0.06132659,
0.060040426,
-0.007760824,
-0.026190955,
-0.015200107,
-0.050218817,
-0.023794014,
-0.026848651,
-0.025606334,
-0.02394017,
0.05574347,
0.0042932997,
-0.088452935,
0.008067749,
-0.038731042,
-0.057614252,
-0.037854113,
-0.015390109,
0.003478486,
0.02756481,
-0.015609341,
-0.06728971,
0.029494055,
0.014096638,
0.039315663,
0.026030185,
-0.0425603,
0.021513999,
0.031072527,
0.042940304,
0.01917552,
-0.00009814072,
-0.007972749,
0.01797705,
0.01992091,
0.03721103,
0.04346646,
-0.011619313,
0.058578875,
-0.004475993,
0.004961958,
-0.049809583,
0.035574097,
0.021499382,
-0.022683237,
0.024539404,
0.034580246,
0.015667804,
-0.017728588,
-0.035486404,
-0.020753993,
0.04486955,
0.005415038,
0.02263939,
-0.06144351,
0.008418521,
-0.026746344,
-0.028573278,
0.012927399,
-0.008286982,
-0.03113099,
0.06588662,
-0.015609341,
0.06074197,
-0.033440236,
0.0007801017,
0.028456355,
-0.016062422,
0.032534078,
0.055041928,
0.025255563,
-0.009711992,
-0.013263555,
-0.024758637,
-0.013738559,
0.00519946,
-0.023560166,
-0.010362381,
-0.008425829,
-0.029304054,
-0.031803302,
0.02426171,
0.041011058,
0.044080313,
0.005915619,
0.026088646,
-0.0060946583,
0.024378633,
0.027769428,
0.012715475,
-0.022113234,
-0.036567952,
0.035223328,
0.0016424154,
-0.009711992,
-0.005480808,
0.004684264,
-0.02215708,
-0.0019365521,
0.0022087656,
0.03560333,
-0.042706456,
0.011999316,
-0.02711173,
0.060215812,
0.023326319,
-0.03139407,
-0.0040119514,
0.016267039,
0.021513999,
-0.054311153,
-0.015287801,
-0.042355683,
0.024568636,
0.021426305,
-0.009017756,
-0.0024426135,
-0.012649705,
-0.047997262,
-0.030400215,
0.043086458,
0.030546369,
-0.01904398,
-0.023794014,
-0.02474402,
-0.0063796607,
-0.009697377,
0.017158583,
-0.0087766005,
-0.029450208,
-0.011787391,
0.02290247,
-0.00019479704,
0.0017365026,
-0.026600188,
-0.00571831,
0.00029642036,
0.016018575,
-0.01185316,
-0.0020680916,
-0.007738901,
0.05390192,
-0.016252423,
0.039929513,
0.015214723,
-0.0060581197,
-0.013482788,
0.022084001,
-0.028967896,
-0.02980098,
0.009529298,
0.01571165,
0.002457229,
0.02753558,
-0.018532438,
-0.027637888,
0.023925554,
0.032183304,
-0.02474402,
-0.012737398,
-0.012043162,
0.0073150517,
0.0037854114,
-0.051095746,
-0.0031167527,
-0.024612483,
0.033674084,
0.0054661925,
-0.006412545,
-0.0347264,
-0.038146425,
-0.008316212,
-0.014264716,
-0.05688348,
0.009543913,
-0.00028180488,
0.0066463933,
0.019862449,
0.0005508212,
-0.057146557,
0.002108284,
0.012306241,
-0.00072072627,
0.026278647,
-0.030487908,
0.028748665,
-0.042151067,
-0.030780219,
0.008023903,
0.0050715744,
0.019964756,
-0.0040996443,
0.007110435,
0.020724762,
0.012963938,
-0.053434223,
-0.020520145,
-0.020651685,
0.021952463,
0.005974081,
-0.042414147,
0.007285821,
-0.041712604,
-0.017918589,
0.06857587,
-0.04542494,
-0.056854248,
-0.033089466,
0.026804805,
0.007048319,
0.020710146,
0.0015145299,
-0.0025156909,
-0.061034277,
-0.050277278,
0.01898552,
-0.0021594383,
-0.020885533,
-0.034258705,
-0.049897276,
-0.019073213,
0.016150115,
0.023545552,
-0.04843573,
-0.007307744,
-0.058228105,
-0.03528179,
-0.059280418,
-0.037883345,
0.0011747199,
0.008981218,
-0.033001773,
0.020417837,
0.0034437743,
-0.009938532,
0.027813274,
0.009931224,
0.026044799,
0.012255087,
-0.022127848,
-0.014418179,
0.0077462085,
0.01917552,
-0.015083184,
0.0043261843,
-0.021455536,
0.039637204,
-0.07272667,
0.03165715,
-0.025124025,
-0.021879386,
-0.022420159,
-0.05843272,
0.05059882,
-0.031598683,
0.031364836,
-0.030575601,
0.0033524276,
0.015053953,
0.0053748456,
-0.0154047245,
-0.0048084958,
-0.029698672,
-0.041215677,
0.04560032,
-0.04998497,
-0.019482445,
-0.040864903,
-0.015667804,
0.047383413,
-0.03747411,
0.024378633,
0.0855883,
0.048961885,
-0.02902636,
-0.022727083,
-0.000054922264,
0.007136012,
0.022654006,
-0.011553544,
0.0095512215,
-0.036392566,
-0.009434298,
0.010091995,
-0.026351726,
-0.007534284,
0.058461953,
0.012350087,
-0.017553201,
0.029201744,
-0.00816275,
-0.038584888,
-0.030429445,
0.029260207,
0.013709328,
-0.009010448,
0.02695096,
0.04045567,
-0.012225856,
0.018050129,
-0.030750986,
-0.053492688,
-0.004475993,
0.03916951,
-0.017991666,
-0.052498832,
0.0068656253,
0.014367024,
-0.05211883,
-0.042151067,
-0.01807936,
-0.016062422,
-0.012920091,
-0.0036136794,
0.017027043,
-0.00748313,
-0.034375627,
0.016837042,
-0.01347548,
-0.06167736,
0.011619313,
0.009989686,
0.017611664,
-0.053375762,
0.009368528,
0.07173281,
-0.039344892,
-0.024670944,
-0.04162491,
-0.0026892498,
-0.007391783,
-0.0028701164,
0.005221383,
-0.020900147,
0.009324681,
0.037240263,
0.011217387,
0.054048076,
-0.004085029,
0.02937713,
0.032884847,
-0.030517139,
-0.051709596,
-0.05004343,
0.029888673,
0.008308905,
0.03615872,
-0.003622814,
0.016018575,
0.032066382,
0.019511677,
-0.007479476,
-0.044460315,
0.0152731845,
-0.010099302,
-0.010201611,
0.0032482923,
-0.008418521,
0.035135634,
-0.013943176,
0.020900147,
-0.061209664,
-0.0023329973,
0.053200375,
0.005623309,
0.010150457,
-0.0384095,
0.019701678,
-0.032504845,
-0.04197568,
-0.0054990775,
-0.015843188,
0.02814943,
0.022244772,
0.0020735723,
0.015039337,
0.031540222,
-0.006076389,
0.0053784996,
0.021674769,
-0.046769563,
-0.032621767,
-0.020622453,
-0.009149295,
-0.036100257,
0.036889493,
0.017027043,
0.003082041,
-0.027915582,
0.009098141,
-0.0077462085,
-0.021440921,
0.011341618,
0.06875125,
0.005937542,
0.010420843,
0.042063374,
0.010501228,
0.005447923,
-0.010647383,
0.009419682,
-0.0154047245,
-0.010457382,
0.03294331,
0.04004644,
0.055158854,
0.032183304,
0.050949592,
-0.010698537,
-0.019613985,
-0.020841686,
0.016866272,
0.0107058445,
0.046214174,
0.02993252,
-0.04741264,
0.02980098,
0.012773937,
-0.04036798,
-0.0061494666,
-0.018342437,
-0.015623957,
-0.010654691,
-0.022683237,
0.021587076,
0.032621767,
0.015170877,
-0.0070665884,
-0.008900832,
0.0014186158,
-0.017962435,
-0.0058023487,
-0.07687747,
-0.047763415,
0.023019394,
-0.04045567,
0.025094792,
0.007300436,
0.035311017,
0.0026983845,
0.024349403,
0.02633711,
-0.0036757952,
0.010223534,
-0.010859308,
0.052557293,
-0.04615571,
-0.036100257,
-0.0052579218,
0.014491256,
-0.046915717,
0.0018287629,
-0.011604697,
0.07588361,
0.019570138,
-0.021207074,
-0.035837177,
-0.0029285783,
0.02740404,
-0.021704,
-0.03779565,
0.04077721,
-0.034375627,
0.022624776,
-0.024729406,
0.0060398504,
0.023867091,
0.031072527,
0.054720387,
-0.012686243,
0.012540089,
0.058140412,
0.02215708,
-0.050774205,
0.038789507,
0.0035479097,
0.021470152,
-0.013168555,
-0.004508878,
0.004223876,
0.0599235,
0.045103397,
0.01273009,
-0.017480124,
0.0143085625,
-0.007512361,
-0.03259254,
0.0101285335,
0.034024857,
0.018766286,
0.029143283,
-0.03747411,
-0.04460647,
0.0036337757,
-0.0054077306,
0.018342437,
0.020271681,
-0.0491665,
-0.020227835,
0.0055465777,
-0.0048340727,
0.011173541,
-0.033498697,
-0.07003742,
-0.0034474283,
0.031043297,
0.009638914,
0.022727083,
0.0006837308,
-0.0027623272,
0.027199423,
0.073018976,
-0.014593565,
0.026541727,
0.008469676,
0.014871259,
-0.004991189,
0.00942699,
0.011348926,
-0.022113234,
-0.02516787,
-0.02652711,
-0.017713971,
0.02258093,
0.010033532,
-0.0131539395,
0.0030034827,
-0.025036331,
-0.012130855,
-0.055772703,
0.061969668,
-0.06232044,
0.024773251,
0.03291408,
-0.038438734,
-0.04574648,
0.018824749,
-0.022376312,
0.00913468,
0.039929513,
0.0425603,
-0.003367043,
0.083483666,
0.03712334,
0.0023768437,
0.021660153,
0.03232946,
-0.019248597,
0.016910119,
-0.0359541,
0.0037214686,
0.045395706,
-0.017567817,
-0.04077721,
0.043554153,
0.01843013,
-0.0124450885,
-0.020227835,
0.039432585,
-0.004413877,
-0.056854248,
-0.019555522,
0.048698805,
-0.005594078,
0.02157246,
0.01571165,
-0.023545552,
-0.015112415,
-0.018810133,
-0.0487865,
0.038263347,
-0.018663978,
-0.026132492,
-0.075825155,
-0.040017206,
0.0016442424,
0.005791387,
-0.025577104,
-0.052294217,
0.022990163,
0.022303235,
0.06728971,
-0.020563992,
-0.010325843,
-0.025723258,
0.033498697,
0.068166636,
0.02548941,
0.050218817,
0.05480808,
-0.015463186,
0.019263214,
-0.01324894,
0.013417018,
0.0071140886,
0.022537082,
0.018663978,
0.03823412,
-0.043086458,
-0.044138774,
-0.016442424,
0.044226468,
-0.019979373,
-0.004658687,
-0.034083318,
0.0044102236,
-0.05849118,
0.011897007,
-0.0048158034,
0.038701814,
-0.030195598,
0.00060928316,
-0.003997336,
-0.040806442,
0.25559565,
0.08383444,
0.056211166,
0.05451577,
0.025021715,
0.011034694,
0.03452178,
-0.037269495,
0.006536777,
-0.029143283,
0.002597903,
-0.004965612,
-0.016150115,
0.028777895,
-0.014834721,
0.007468514,
-0.03174484,
-0.0132781705,
0.023589397,
-0.060975816,
-0.047792647,
0.0015236646,
-0.023823246,
0.0052067675,
0.007022742,
0.003343293,
0.037181802,
-0.03083868,
-0.0105816135,
-0.022317851,
0.026132492,
-0.035749484,
0.058023486,
-0.027784042,
-0.042998765,
0.046652637,
0.03627564,
-0.059981965,
-0.030809449,
-0.025708644,
-0.0071213967,
-0.002256266,
0.0092954505,
0.02516787,
-0.024217864,
0.06746509,
-0.015039337,
-0.009989686,
0.046448022,
-0.065068156,
0.029610978,
-0.03294331,
-0.0006407978,
-0.031890996,
-0.07594208,
-0.019803986,
-0.024027862,
-0.050452664,
0.033761777,
0.010523152,
0.020914763,
-0.011904315,
-0.008754677,
0.035515636,
-0.032738693,
0.010574305,
0.017845511,
0.003257427,
-0.015229339,
0.010135841,
0.0008682513,
0.0072638975,
0.026980191,
-0.0008746456,
0.022244772,
0.023545552,
0.0042859917,
0.014432794,
0.0028737704,
-0.05211883,
0.0062956214,
-0.03183253,
-0.0021521307,
-0.0038986814,
0.02902636,
0.025021715,
-0.05562655,
0.0021612654,
-0.055597316,
0.009828916,
0.041946452,
0.01318317,
0.00020747141,
-0.0067048552,
0.023633244
] | A note on evaluation:
In the VideoMAE paper, the authors use the following evaluation strategy. They evaluate the model on several clips from test videos and apply different crops to those clips and report the aggregate score. However, in the interest of simplicity and brevity, we don't consider that in this tutorial.
Also, define a collate_fn, which will be used to batch examples together. Each batch consists of 2 keys, namely pixel_values and labels. |
[
0.048081357,
0.013898967,
-0.010328854,
0.05119081,
-0.032908376,
-0.014237264,
-0.021204742,
0.04839806,
0.015086605,
0.047131248,
0.05237125,
-0.00015733959,
0.021881336,
-0.0584462,
-0.025796944,
0.034060027,
-0.0006855912,
-0.024328591,
-0.023738371,
0.022802655,
0.036334533,
0.00765127,
-0.034319147,
-0.034060027,
-0.0190454,
-0.005470334,
0.022356391,
-0.004376267,
0.09570205,
0.03999102,
-0.00033469807,
-0.03325387,
-0.012855285,
-0.04998158,
-0.017562652,
-0.0010760723,
0.027956286,
0.004487833,
-0.038954537,
-0.030202001,
0.032131016,
0.01727474,
0.026962988,
-0.026703868,
-0.062476974,
0.017217157,
0.020542543,
0.00057942356,
-0.0041423384,
-0.019520456,
-0.041948825,
0.009270777,
0.020398587,
0.006150527,
-0.020024301,
0.024875624,
-0.024371777,
-0.00531918,
-0.03224618,
-0.017605837,
0.013603857,
-0.0095802825,
-0.009033249,
-0.033800907,
0.028301781,
0.018685509,
-0.00030095835,
-0.013272758,
-0.007636874,
-0.022500347,
-0.019462872,
-0.0070574507,
-0.013402319,
-0.010551986,
-0.047764655,
0.021564633,
-0.006186516,
0.014208473,
-0.029741343,
0.054559384,
0.00070403557,
0.0058338232,
0.013114406,
-0.008853304,
-0.03437673,
-0.05185301,
0.008968469,
-0.018829465,
-0.026099252,
-0.01402133,
-0.04114267,
0.030403541,
-0.025667382,
-0.025523426,
0.05116202,
0.018541554,
-0.030202001,
0.04042289,
0.022399578,
-0.029050352,
0.037255853,
0.10480008,
0.035384424,
0.02899277,
-0.04111388,
0.02584013,
0.006118137,
-0.022183644,
-0.05147872,
-0.005819428,
0.0016923846,
0.015446496,
0.02738046,
-0.00830627,
-0.02499079,
0.03276442,
-0.027164526,
-0.007302176,
-0.03129607,
-0.015734408,
0.04206399,
0.013862978,
0.0114085255,
-0.021003203,
0.021809358,
-0.05139235,
-0.027740352,
0.030086838,
-0.008522204,
-0.01655496,
-0.017044408,
0.014352429,
-0.020269027,
0.015403309,
0.011379735,
-0.025897713,
-0.010184898,
0.01684287,
0.020657709,
-0.028604088,
0.03429036,
0.006902698,
-0.04669938,
0.06282247,
0.0045993994,
0.025422657,
0.011653251,
-0.027423648,
-0.030806618,
0.0033181894,
-0.048513226,
0.020916829,
-0.0152593525,
-0.013683033,
0.008349457,
-0.014064517,
-0.010940668,
0.032332554,
0.024357382,
0.023551228,
0.03198706,
-0.017317927,
-0.061613236,
0.03063387,
0.028906398,
0.05006795,
-0.036305744,
-0.018901443,
0.0190454,
-0.036593657,
0.049923997,
-0.004113547,
0.008212699,
-0.009810613,
0.052284878,
0.06028884,
0.04880114,
-0.04117146,
0.029654969,
0.0020567735,
-0.0076584676,
-0.006582395,
0.02081606,
0.034434315,
0.009479513,
0.030749036,
-0.031526398,
0.011790009,
0.005880609,
0.018642323,
0.034635853,
0.006956681,
-0.043158058,
0.02104639,
-0.03454948,
-0.01021369,
-0.018037707,
0.026128042,
-0.025163537,
-0.04842685,
-0.027207714,
0.040797174,
-0.023061777,
-0.003937201,
-0.019578038,
0.03106574,
0.031440023,
0.05159389,
0.013719022,
0.0061289333,
0.033743322,
0.0064996206,
0.016051112,
0.0044734376,
-0.012689736,
-0.004912504,
-0.01878628,
0.017951332,
-0.00223312,
-0.006229703,
0.02160782,
0.014517979,
0.0074641267,
-0.012085119,
0.073360056,
-0.048282895,
-0.016108694,
0.038436294,
0.00669756,
0.03665124,
0.005164427,
0.043676298,
0.0031580382,
0.04998158,
0.0050312676,
0.036737613,
0.056258067,
0.021564633,
0.010084129,
0.0045490144,
0.00449863,
0.032332554,
0.03388728,
0.016468585,
0.031612772,
0.012552977,
-0.03832113,
0.040048603,
0.0049412954,
0.025307493,
-0.07019302,
0.051968172,
-0.007644072,
-0.0096450625,
-0.03924245,
-0.0060065705,
0.02301859,
0.012193087,
-0.01070314,
0.011646053,
-0.0058590155,
0.032390136,
-0.0047325585,
-0.010091327,
0.016007924,
0.0696172,
0.010357645,
0.021478258,
0.012790505,
-0.008709348,
-0.042236738,
-0.05444422,
-0.059194773,
-0.047822237,
0.010184898,
0.005211213,
0.034319147,
0.008910886,
-0.015748804,
-0.00068379176,
0.011782812,
-0.0010643759,
-0.015979134,
0.05706422,
0.025796944,
0.009004458,
-0.050614987,
0.0423519,
-0.015230562,
0.02689101,
-0.041085087,
-0.027596395,
0.019117378,
-0.0016806881,
0.03129607,
0.014136495,
0.026027273,
-0.030576289,
-0.004988081,
0.026473537,
0.015921552,
0.022025293,
0.009321162,
0.025955295,
-0.040768385,
0.013762209,
0.04154575,
-0.030777827,
0.0066111865,
0.04698729,
-0.015388913,
0.018599136,
0.010192096,
0.031411234,
-0.0397319,
0.026747053,
0.03604662,
-0.0047721467,
-0.058100704,
-0.06604709,
-0.013438308,
0.011192591,
-0.0072445935,
-0.048714764,
0.012250669,
0.031641565,
-0.052947074,
-0.029050352,
0.021103973,
-0.075548194,
-0.026646284,
-0.047534324,
-0.010127315,
0.05073015,
0.023263315,
0.009234788,
-0.074742034,
0.010515997,
-0.018872652,
0.017850563,
0.024271008,
-0.027164526,
0.019419685,
0.025523426,
0.016698914,
0.024026282,
-0.010156107,
-0.03247651,
0.0022259222,
0.023580018,
0.015475287,
-0.0008169512,
0.00975303,
0.034060027,
0.016425397,
0.007910391,
-0.028316176,
0.02442936,
0.04459762,
0.01566243,
0.032649256,
-0.009832205,
0.026689472,
-0.012430614,
-0.02275947,
-0.0020927626,
-0.00830627,
0.0045490144,
0.0430141,
-0.023090567,
0.015244957,
-0.011142206,
-0.020412983,
-0.02545145,
0.015244957,
0.013618252,
0.019477269,
0.011451713,
0.05798554,
-0.04934817,
-0.0659895,
-0.011530888,
0.018210454,
0.03175673,
0.06973236,
0.033081125,
-0.006675967,
0.0013666837,
-0.014597154,
-0.010811107,
0.0052364054,
0.009911382,
-0.008788523,
-0.026358373,
-0.036248162,
-0.03429036,
0.008774128,
0.074742034,
0.031641565,
-0.0105088,
0.012790505,
-0.025235515,
0.005884208,
0.017663421,
-0.008946875,
-0.02022584,
-0.048743553,
0.039213657,
-0.01966441,
0.009889788,
-0.001218229,
-0.035614755,
-0.014618748,
0.015979134,
-0.0029493019,
0.007615281,
-0.009321162,
0.038954537,
-0.004865718,
0.013884571,
0.007500116,
-0.049636085,
0.00039318026,
0.023004195,
0.019549247,
-0.038896956,
0.0045634103,
-0.062476974,
0.033772115,
0.012826494,
-0.025192328,
-0.054127514,
-0.0008021057,
-0.019779576,
-0.06875346,
0.01835441,
0.044194542,
-0.037543766,
-0.00096450624,
-0.030576289,
-0.013071219,
0.007831215,
-0.030461123,
-0.017317927,
-0.009335557,
0.02455892,
0.015590452,
0.013603857,
-0.015273748,
-0.008219897,
0.0031544394,
-0.061785985,
0.0781394,
-0.046152346,
-0.036737613,
-0.0044086576,
-0.025883317,
0.019837158,
0.041574538,
0.003651088,
-0.031468816,
-0.013193582,
-0.010249678,
-0.021219138,
-0.03627695,
-0.0075505003,
-0.0039551957,
-0.01799452,
0.049636085,
-0.043359596,
0.0017868559,
-0.015446496,
0.036852777,
-0.058590155,
-0.005880609,
-0.0047793444,
0.013157593,
-0.023795953,
-0.028949583,
0.029942881,
-0.042150363,
0.047966193,
-0.008781326,
-0.025696175,
-0.013078417,
-0.07583611,
-0.017577047,
0.0017679615,
-0.028776836,
0.027740352,
0.01602232,
-0.03714069,
-0.0009312164,
-0.037054315,
-0.017332321,
0.0061001424,
-0.021550236,
0.0024220624,
0.05493367,
0.00807594,
-0.0011813402,
-0.048484433,
-0.02663189,
0.06518335,
-0.016209463,
-0.012085119,
-0.015417704,
-0.021463864,
0.006776736,
-0.027193319,
-0.052025754,
0.013862978,
0.00469657,
-0.0069278902,
-0.025552219,
-0.04416575,
0.01845518,
0.0024310597,
-0.003109453,
0.045922015,
-0.032102223,
-0.07439654,
-0.026156833,
0.031353652,
-0.014100506,
-0.0061685215,
0.029971672,
-0.027078154,
-0.069329284,
-0.014114901,
0.03201585,
-0.044021793,
-0.002357282,
-0.033023544,
-0.08430073,
-0.0015538267,
0.023824744,
0.010422426,
-0.025221119,
-0.020269027,
-0.03017321,
-0.008889292,
-0.047303993,
-0.019822763,
-0.03207343,
0.01907419,
-0.029770134,
0.027567605,
0.01070314,
-0.02216925,
0.013243967,
0.030288376,
0.018599136,
0.026545515,
-0.027553208,
-0.022039687,
0.0059273946,
-0.026142439,
-0.031843103,
0.004984482,
0.0026847823,
0.028661672,
-0.025912108,
0.042639814,
-0.01122858,
-0.02499079,
0.00018399397,
-0.01881507,
0.06944445,
-0.036392115,
0.03691036,
0.027438045,
-0.013553472,
0.0024580513,
0.007608083,
-0.012718527,
0.0040307725,
-0.0022979002,
-0.08326424,
0.030115629,
-0.013135999,
0.01418688,
-0.020384192,
-0.023551228,
0.022183644,
-0.021967709,
0.040538054,
0.072496325,
-0.022514744,
-0.008975666,
-0.017159574,
0.018714301,
0.014899462,
-0.005653878,
0.0013261961,
-0.007953578,
-0.031670354,
-0.0060137687,
0.002997887,
-0.039184865,
-0.024918811,
-0.000075970616,
-0.008147919,
-0.0065895934,
0.05237125,
0.006711956,
-0.043561134,
-0.07145984,
0.005592697,
0.028517716,
0.030691452,
0.024213426,
-0.012337043,
0.0019650015,
0.02301859,
-0.013654241,
-0.029266287,
0.0010715737,
0.061325323,
-0.023709578,
-0.053436525,
0.026876615,
0.024875624,
0.0028035461,
-0.0397319,
0.03506772,
-0.035816293,
0.0027243702,
-0.04491432,
0.0067911316,
0.0039839866,
-0.047361575,
0.014179681,
0.032159805,
-0.034578267,
0.0008880296,
-0.0067947307,
-0.030489914,
-0.076411925,
0.009234788,
0.04229432,
-0.054185096,
-0.014719517,
-0.05001037,
-0.01145891,
0.0020441774,
-0.04042289,
0.04134421,
-0.027567605,
0.0074065444,
0.034031235,
-0.0106887445,
0.04379146,
-0.0023716777,
0.023061777,
-0.018642323,
-0.020643312,
-0.029741343,
-0.013056824,
0.0014800492,
-0.024918811,
0.030749036,
0.003634893,
0.028215406,
0.015806386,
0.041488163,
-0.0004885512,
-0.0709416,
0.03198706,
-0.032188598,
-0.02643035,
0.00423591,
-0.0020513753,
-0.012711328,
0.029194308,
0.020240236,
-0.06512576,
-0.012819296,
-0.00018939232,
0.011286163,
-0.002909714,
-0.056603562,
0.00020772424,
-0.051305976,
-0.014618748,
-0.06973236,
-0.03621937,
0.038868163,
0.053465318,
0.0331675,
0.016180672,
-0.0043654707,
0.038436294,
0.014179681,
0.0048153335,
-0.019909136,
-0.015115397,
0.013913362,
0.05375323,
-0.026675075,
0.0081119295,
0.049693666,
-0.015892759,
-0.011278965,
0.001990194,
-0.0070322584,
-0.013834187,
0.016454188,
0.032620467,
-0.014467594,
-0.012459406,
0.033599366,
0.029626178,
-0.044050585,
0.010228085,
-0.019621225,
-0.025177931,
-0.008227094,
0.000456386,
0.049520917,
0.04272619,
-0.004347476,
0.04209278,
-0.023162546,
0.02337848,
-0.0017094794,
0.028143428,
0.0049664876,
0.031209694,
-0.015244957,
-0.01661254,
0.056200486,
0.017620234,
-0.043676298,
0.046411466,
-0.028661672,
-0.019002212,
-0.00200279,
0.002906115,
0.027265297,
0.030230794,
-0.028935188,
-0.013546274,
-0.0071726157,
0.0040775584,
-0.039184865,
0.014885067,
-0.07756358,
-0.014899462,
0.028704857,
-0.029511012,
-0.01822485,
0.0068775057,
-0.023680788,
0.019822763,
0.065586425,
0.0073849508,
-0.0074857203,
0.0023356886,
-0.0069602802,
0.038954537,
-0.045893222,
-0.030576289,
0.0012110312,
0.005887807,
-0.030115629,
0.0010544788,
-0.01602232,
0.061670817,
0.050096743,
0.0034963351,
-0.045374982,
-0.0006563501,
0.030115629,
-0.018383201,
-0.009177205,
0.026876615,
-0.04304289,
0.014302044,
-0.016511772,
0.010717536,
-0.012027537,
0.024717273,
0.019102981,
-0.016166277,
-0.023925513,
0.028719254,
-0.016324628,
-0.055912573,
0.009954568,
0.041718494,
0.029971672,
-0.01162446,
0.02025463,
0.027236504,
0.04396421,
0.020614522,
0.020844853,
-0.007492918,
0.018887049,
0.015388913,
-0.0064384392,
-0.0072553903,
0.033800907,
0.042265527,
0.027423648,
-0.0022655101,
-0.04353234,
-0.007435336,
-0.007413742,
0.030345958,
0.0101345135,
-0.00015239109,
-0.00058662135,
-0.009328359,
-0.01625265,
0.023551228,
-0.015288144,
-0.027279692,
0.005718658,
0.009328359,
0.042870145,
-0.00010076931,
0.025926504,
0.025437053,
0.023392877,
0.035643544,
0.01569122,
0.02584013,
-0.014913858,
0.047476742,
-0.032390136,
0.037284646,
-0.0146403415,
0.029539803,
-0.012538581,
-0.045432564,
0.032620467,
0.023536831,
0.009796216,
0.004844125,
-0.009702645,
-0.02807145,
0.026271999,
-0.033944864,
0.037342228,
-0.073360056,
-0.0256098,
0.016526166,
-0.015014627,
-0.0031310464,
0.045000695,
-0.0066795656,
0.00070358574,
-0.017130783,
0.044136956,
0.015244957,
0.1014603,
0.030086838,
-0.010336053,
0.017073201,
0.025192328,
-0.030086838,
-0.02778354,
-0.053148612,
0.03411761,
0.0065787965,
-0.042898934,
-0.059885763,
0.022601116,
-0.012848088,
0.015849574,
-0.030576289,
0.008061545,
-0.002843134,
-0.02022584,
-0.033484202,
0.07704534,
0.02140628,
0.020038698,
0.017087596,
0.014078912,
-0.06276488,
-0.007050253,
-0.025033975,
0.04721762,
-0.042495858,
-0.07042335,
-0.04373388,
-0.02324892,
0.03719827,
-0.01389177,
-0.010825503,
-0.0013423911,
0.0156192435,
0.034434315,
0.036507282,
0.00024112656,
-0.024184635,
-0.049261797,
0.024832437,
0.03368574,
0.0064960215,
0.037284646,
0.07261149,
0.025393866,
0.020600127,
-0.018008916,
-0.004660581,
0.0036186979,
-0.0031184503,
0.016742101,
-0.00013934507,
-0.027423648,
-0.04698729,
-0.0026523923,
0.022601116,
-0.055336747,
-0.01986595,
-0.08021237,
-0.029179914,
-0.07197808,
0.002882722,
-0.020355402,
0.002245716,
-0.015417704,
-0.023680788,
-0.02573936,
-0.06034642,
0.24645294,
0.046181135,
0.04088355,
0.001966801,
0.07382072,
0.034203984,
0.004829729,
-0.022385182,
-0.02837376,
-0.044568826,
0.015000232,
-0.01628144,
0.011372536,
0.00029466025,
0.009889788,
0.022154853,
-0.05029828,
-0.035701126,
0.03506772,
-0.04750553,
-0.05565345,
0.02558101,
0.009004458,
0.03325387,
0.0032750026,
0.017505068,
-0.0014620548,
-0.03932882,
0.029654969,
-0.03763014,
-0.0043582725,
-0.024846833,
0.014733912,
-0.0032714037,
0.023148151,
0.064434774,
0.018829465,
-0.013798198,
-0.006550005,
-0.037918054,
0.035902664,
-0.014647539,
-0.009889788,
-0.00807594,
-0.034520686,
0.022241227,
-0.0015943145,
0.028028265,
0.047994982,
-0.07767874,
0.030259585,
-0.0653561,
0.017217157,
-0.02679024,
-0.062073894,
-0.00709344,
-0.040825967,
-0.05335015,
-0.011854789,
0.08959831,
0.010587975,
0.021722984,
-0.0072481926,
0.017591443,
-0.0390697,
-0.00069458847,
-0.033311456,
-0.004426652,
-0.02630079,
0.023997491,
0.012754516,
-0.020412983,
0.0041747284,
-0.00814072,
-0.014050121,
0.06495302,
0.006341269,
0.031699147,
0.008147919,
-0.034261566,
-0.0074425335,
-0.021262325,
0.051565096,
-0.018383201,
-0.003431555,
0.024141448,
-0.03276442,
0.013013637,
0.005592697,
0.0124522075,
0.027711561,
0.02409826,
-0.003319989,
0.0014872471,
0.016051112
] | The dataset returned by pytorchvideo.data.Ucf101() doesn't implement the __len__ method. As such, we must define max_steps when instantiating TrainingArguments.
Next, you need to define a function to compute the metrics from the predictions, which will use the metric you'll load now. The only preprocessing you have to do is to take the argmax of our predicted logits: |
[
0.018045466,
0.028331522,
0.00087759376,
-0.0019484825,
-0.035400596,
-0.035787184,
0.029518904,
0.030982424,
0.00048108015,
0.0339923,
-0.0020209681,
0.0201441,
0.02494886,
-0.04161365,
0.003589764,
0.043629438,
-0.010934973,
-0.060308035,
-0.083116844,
-0.022781195,
-0.0064684786,
0.014165761,
-0.082895935,
-0.02696465,
-0.028524816,
-0.0069793295,
0.012778179,
0.02086205,
0.055061456,
-0.006951716,
-0.03843809,
0.001827673,
0.0059576277,
-0.01438667,
-0.018915294,
-0.013827494,
0.024548464,
-0.0066376114,
-0.08013458,
-0.020834439,
0.026011981,
0.0013875818,
0.016278198,
-0.022215117,
-0.04650125,
0.015146042,
0.033550486,
-0.012743662,
0.006237215,
-0.026826583,
0.01605729,
0.049511127,
0.049317833,
-0.010417219,
0.012550367,
-0.002694049,
-0.040177744,
-0.0056711365,
-0.046860225,
-0.0070483633,
-0.0009569827,
0.05207919,
-0.019163817,
-0.062848486,
0.0070690736,
-0.0008020879,
0.009823527,
-0.0500634,
-0.044209324,
-0.038907517,
-0.056055546,
0.016678596,
-0.0064788335,
-0.01961944,
-0.02464511,
0.02932561,
0.028883792,
0.0017198076,
0.019453758,
0.056166,
0.03738877,
0.029021861,
-0.01141821,
0.009264353,
-0.01605729,
-0.026053403,
0.059313945,
-0.013799881,
-0.0028441977,
-0.047081135,
-0.034572188,
0.033578098,
-0.0085464,
0.01687189,
0.04194501,
0.020475462,
-0.0056159096,
0.03628423,
-0.013123348,
-0.004915215,
0.03899036,
0.08206753,
0.008360008,
0.024617497,
-0.0087880185,
-0.00043124627,
0.0024714144,
-0.0027440984,
-0.037085023,
0.0062303115,
-0.0008965781,
0.017534615,
0.05920349,
-0.021704266,
0.0003589764,
0.04984249,
-0.0019502083,
0.0010527673,
-0.06710097,
-0.016623368,
-0.027323626,
-0.0068205516,
0.015063202,
-0.044623528,
0.05710486,
-0.05539282,
0.004870343,
0.027972545,
-0.035317756,
-0.007414243,
-0.0072761755,
-0.027116524,
0.009250546,
0.026357152,
-0.0069033923,
-0.024286134,
-0.04023297,
0.016195359,
0.015753541,
-0.024672724,
0.021994207,
0.021455742,
0.019812735,
0.07820163,
0.0015653442,
-0.015090816,
-0.003443067,
-0.044513073,
-0.03603571,
0.021800913,
-0.0710221,
-0.02043404,
-0.005004959,
0.006358024,
-0.03760968,
-0.040730014,
-0.02429994,
0.024313748,
0.015836382,
0.03366094,
-0.0012063677,
0.0103965085,
-0.021883754,
0.031010037,
0.03821718,
0.024244713,
-0.0201441,
-0.0063476693,
0.00022436025,
-0.0156707,
0.009354097,
0.010658838,
0.037885815,
-0.018183535,
0.060915533,
0.029104702,
0.04108899,
0.050781354,
0.022850228,
0.022228923,
-0.015007975,
-0.02533545,
-0.020088872,
-0.0043560406,
-0.00081373734,
-0.008290974,
0.013150962,
0.014718032,
-0.0018898036,
0.01129395,
0.024631303,
0.026246697,
-0.03876945,
0.0072140447,
-0.027627375,
0.007938901,
-0.019439952,
-0.00822194,
0.005415711,
-0.051416464,
-0.016512914,
0.038879905,
-0.012336362,
0.00029792453,
-0.004245586,
-0.0062303115,
0.00815981,
0.045451935,
-0.02657806,
0.03506923,
-0.008021742,
0.0156707,
-0.0027665345,
-0.02417568,
0.02739266,
0.0056021027,
-0.02383051,
0.017727911,
-0.0033895655,
-0.026467606,
0.031534694,
-0.007110494,
0.021151993,
0.012522753,
0.0339923,
-0.020240746,
-0.022960683,
0.04672216,
0.017921206,
0.028469589,
-0.0051637376,
0.046363182,
0.0051740925,
0.07510891,
-0.0008668072,
0.018390637,
0.037029795,
0.020585915,
0.032915372,
-0.010424122,
0.004611466,
0.011369887,
0.04001206,
-0.014787066,
-0.0002776458,
0.0059472723,
-0.009008927,
0.00899512,
-0.038714223,
0.014538544,
-0.07345209,
0.03705741,
0.006292442,
-0.015394565,
-0.058485538,
-0.030181631,
0.02073779,
0.040039673,
-0.024631303,
-0.023084944,
0.011473438,
0.013392581,
0.01876342,
0.008097679,
0.028497202,
0.025611585,
0.013882722,
0.03219742,
-0.00003028324,
-0.0435466,
-0.0022867487,
-0.028441977,
-0.06732188,
-0.02615005,
-0.017976433,
-0.039735924,
0.013157866,
-0.027144138,
-0.033081055,
-0.03921127,
0.018514898,
-0.0024903987,
-0.02679897,
0.045451935,
0.047219202,
0.008470463,
-0.043850347,
0.01558786,
0.0051740925,
0.007338306,
0.021055346,
-0.023250625,
0.004238683,
-0.0035863123,
-0.0058506248,
0.009719976,
0.011369887,
-0.005111962,
-0.032225035,
0.029518904,
-0.02649522,
0.03158992,
0.01245372,
0.020503074,
0.002678516,
0.036201388,
0.017051378,
-0.032225035,
0.0329706,
0.04481682,
-0.013482325,
0.010403412,
0.03263924,
0.03280492,
-0.04349137,
0.04920738,
0.039045587,
-0.04813045,
-0.040371038,
-0.030347312,
-0.022739774,
-0.001657677,
-0.008070066,
-0.035234913,
-0.01579496,
0.033909462,
-0.03954263,
-0.07405959,
-0.010748582,
-0.025901528,
-0.017009959,
-0.037444,
-0.02537687,
0.017838366,
-0.024507042,
0.004124777,
-0.055144295,
-0.023305852,
0.023002103,
0.021952787,
0.0059679826,
-0.052659076,
0.06097076,
0.0533218,
0.00112439,
-0.0032532236,
0.024465622,
-0.02082063,
0.0028700854,
0.013868915,
0.0033222574,
0.0038658995,
0.01532553,
0.050505217,
0.019163817,
0.021580003,
-0.03178322,
0.016512914,
0.061854392,
0.0039901608,
0.016954731,
0.014704226,
0.022311764,
-0.033081055,
-0.053570323,
-0.049538743,
-0.018307796,
0.006768776,
0.024741758,
-0.048682723,
0.025445905,
-0.002181472,
-0.010548383,
0.018860068,
-0.0144142825,
-0.045313865,
0.049262606,
0.055337593,
0.05865122,
-0.04694307,
-0.030982424,
0.015256497,
-0.011438921,
-0.01794882,
0.023651022,
0.020295974,
0.009933981,
0.027793057,
-0.01212926,
0.0012995636,
0.004383654,
0.013965562,
-0.026122436,
-0.020240746,
-0.015284111,
-0.035649117,
0.026633287,
0.019798929,
0.058485538,
0.021524778,
0.017810753,
-0.048489425,
-0.010389606,
0.034710255,
-0.035952866,
-0.02151097,
-0.01764507,
0.030292084,
0.034655027,
0.02730982,
-0.022891648,
0.008774212,
-0.023761475,
0.01558786,
0.033246737,
-0.0058989488,
0.011300853,
0.008146003,
-0.040371038,
0.029436065,
0.0042421343,
-0.054288276,
-0.032059353,
0.022767387,
0.03976354,
-0.033136282,
-0.0024023806,
-0.048434198,
0.03189367,
-0.017065186,
-0.037720136,
-0.02824868,
-0.03286015,
0.014220988,
-0.02336108,
-0.0021866495,
0.06373212,
-0.033937074,
0.00016988817,
-0.011604602,
-0.009609522,
-0.0445683,
-0.013364967,
0.009409323,
-0.008304781,
-0.0074211466,
-0.0041903593,
-0.0031548503,
0.010748582,
-0.025956756,
-0.0007188157,
-0.025294028,
0.028607657,
-0.04006729,
-0.0045596906,
-0.06809506,
0.022946876,
0.008215037,
0.024962666,
0.015477405,
-0.038161952,
0.016664788,
0.056055546,
-0.03426844,
-0.017355127,
0.028745726,
0.0217733,
0.015408372,
0.041365124,
0.02004745,
-0.012074033,
0.013088832,
-0.0036657013,
-0.02134529,
-0.0027699862,
-0.04857227,
-0.005753977,
0.0046425313,
-0.00862924,
0.02043404,
-0.04327046,
0.011376791,
-0.025570165,
-0.026909422,
-0.017672684,
-0.055337593,
0.0034327118,
-0.017865978,
-0.0384657,
0.024355168,
0.019412339,
-0.027724024,
-0.00020375794,
0.007497084,
0.024838405,
-0.0012917973,
-0.018777227,
-0.0013953481,
0.037444,
-0.007075977,
0.016526721,
-0.06384257,
-0.020627337,
0.042359214,
-0.04998056,
0.02215989,
-0.015256497,
-0.0149113275,
0.013026701,
-0.007635152,
-0.045479547,
0.022104662,
-0.03899036,
0.030678675,
0.009816623,
-0.009802817,
-0.01251585,
-0.026025789,
-0.01288173,
0.036008094,
-0.0329706,
-0.05843031,
-0.038603768,
-0.0005233634,
0.046556477,
0.0005311297,
0.051830668,
0.004590756,
-0.014690419,
-0.025542552,
0.02786209,
0.013668717,
0.00022069282,
-0.060087126,
-0.029380837,
0.02679897,
0.010334378,
0.028441977,
-0.054343503,
-0.0027216624,
-0.043132395,
0.017451776,
-0.052631464,
-0.013316643,
0.003465503,
0.024410395,
-0.021151993,
0.06190962,
-0.018901488,
0.011342273,
0.015712122,
0.021179607,
0.029463679,
0.034461733,
-0.035234913,
-0.017313708,
-0.007220948,
-0.021580003,
0.012571077,
0.0500634,
0.0010950506,
-0.0030357668,
-0.028911406,
0.027075104,
-0.019205237,
0.003896965,
-0.052797142,
-0.023236819,
0.020061258,
-0.023347272,
0.044154096,
-0.08433184,
0.048323747,
0.0017215335,
0.03606332,
-0.03429605,
-0.011086848,
-0.031948898,
-0.08908137,
0.025832493,
-0.034572188,
-0.027820671,
-0.0029770879,
0.005022218,
0.05865122,
-0.020365007,
0.048793174,
0.05765713,
0.040205356,
0.0203512,
-0.049870104,
0.006413251,
-0.010817615,
0.03644991,
-0.03611855,
-0.029905494,
-0.023499148,
-0.00065237057,
-0.010651934,
-0.041006148,
-0.024341362,
0.0019364015,
-0.0045286254,
-0.007973418,
0.043132395,
-0.0032514976,
-0.032556396,
-0.052962825,
0.009347193,
0.02004745,
-0.007745606,
0.02893902,
0.05354271,
0.03266685,
0.030927196,
-0.04269058,
-0.024092838,
0.0086844675,
0.060308035,
0.030457767,
-0.043767508,
0.018128308,
0.04015013,
-0.042331602,
-0.041530807,
0.015808769,
0.008063162,
-0.02232557,
0.00818052,
-0.003952192,
0.017658878,
-0.03691934,
0.017727911,
0.030347312,
-0.025321642,
-0.010147987,
0.0067894864,
-0.030374926,
-0.051333625,
-0.019260464,
0.025984367,
-0.013868915,
-0.022353183,
-0.0341856,
-0.011756477,
-0.019412339,
-0.04161365,
0.034378894,
0.0029218607,
-0.0047184685,
0.0014773259,
0.030043563,
0.052631464,
0.007635152,
-0.00077059114,
-0.011155882,
-0.027019877,
-0.05492339,
-0.011846221,
0.019426147,
-0.012702242,
0.0072761755,
-0.016512914,
0.023692442,
0.011673636,
0.07013846,
-0.017313708,
-0.08582297,
0.023236819,
-0.042027853,
0.0028769886,
0.011590796,
-0.013689427,
0.005529617,
0.072844595,
0.012674628,
-0.039100815,
0.026039595,
0.0122051975,
-0.017838366,
0.015988257,
-0.0402882,
0.023374885,
-0.008898472,
-0.024714144,
0.006282087,
-0.012978378,
0.002159036,
0.010575997,
-0.020226939,
-0.024727952,
-0.0063304105,
0.03473787,
0.016209165,
-0.009305772,
-0.030209245,
-0.0097959135,
-0.000076530574,
0.021718072,
-0.04061956,
0.030540608,
0.029960722,
-0.054674868,
0.010955684,
0.0011778913,
-0.001237433,
-0.059921443,
0.017493196,
0.020365007,
0.02073779,
-0.0003402078,
0.003282563,
-0.002588772,
-0.04061956,
-0.03158992,
-0.025321642,
-0.033909462,
-0.016968537,
0.043905575,
0.017783139,
0.06919961,
0.0021970046,
0.016733823,
-0.021649038,
0.010879746,
0.024161873,
0.0069551677,
0.009802817,
0.009657846,
-0.020033645,
-0.01631962,
0.04015013,
0.050532833,
-0.0341856,
0.0023437017,
0.027199365,
-0.03962547,
-0.002224618,
0.00449756,
0.023595795,
0.040785242,
0.037002183,
0.008021742,
0.00822194,
-0.017507002,
0.0006372694,
0.011231819,
-0.07665527,
-0.050477605,
-0.0037209284,
-0.02254648,
0.008456656,
0.0040937117,
-0.016678596,
-0.0094921645,
0.018666772,
0.017658878,
0.0017387919,
0.012584884,
0.015491212,
-0.023112558,
-0.024410395,
-0.08411093,
-0.000055200173,
0.0033360643,
-0.0478267,
-0.03310867,
-0.011079945,
0.031921286,
0.00506709,
-0.02000603,
-0.021359095,
-0.0039280304,
0.026591867,
0.03117572,
-0.023374885,
0.006313152,
-0.053349417,
-0.000048997907,
-0.058927357,
0.021649038,
-0.019964611,
0.015035588,
0.0015178834,
-0.0012063677,
0.019508986,
0.04650125,
0.030706288,
-0.017755525,
0.0054571317,
0.02490744,
0.03854854,
0.038410474,
0.009105574,
0.007994128,
0.03095481,
0.032942988,
0.056442134,
-0.0341856,
0.035925254,
0.035234913,
-0.02283642,
-0.024976473,
-0.0005155971,
0.022090856,
0.0097959135,
0.0017344772,
-0.055061456,
-0.0089882165,
-0.013496132,
0.03131379,
0.033550486,
0.00082193513,
-0.011052331,
-0.011017814,
-0.019481372,
0.013371871,
0.013130252,
-0.062848486,
0.019136203,
0.018998135,
0.008366912,
0.0062026978,
0.047771472,
-0.017810753,
0.016112518,
0.044623528,
-0.0010648483,
0.00897441,
0.0018432058,
0.031120492,
0.0012020532,
0.0012089566,
-0.05749145,
-0.010403412,
-0.059590083,
-0.065665066,
-0.07207142,
0.014552351,
0.020116486,
-0.03551105,
0.030706288,
-0.00702075,
0.0037692522,
-0.041503195,
0.015297917,
-0.068481654,
0.003921127,
0.023347272,
-0.008560207,
-0.041972626,
0.028883792,
-0.03799627,
0.0013237254,
0.010859036,
0.056994405,
0.03344003,
0.04597659,
0.06461575,
-0.0131095415,
0.007876771,
0.036753662,
0.0031030749,
-0.008815632,
-0.009146995,
0.00070242013,
0.032280263,
-0.05865122,
-0.07682095,
0.029767428,
0.016609563,
0.009195318,
0.014076017,
0.025238803,
0.01086594,
-0.035759572,
-0.009146995,
0.06853688,
-0.004828923,
0.013558262,
-0.007600635,
0.010506963,
-0.058043722,
0.013323547,
-0.05787804,
0.070856415,
0.0068757785,
-0.054122593,
-0.034019917,
-0.019205237,
0.0019916287,
0.022436025,
-0.016043484,
-0.006848165,
0.03821718,
0.02348534,
0.03614616,
0.0125089465,
-0.015767347,
-0.051803056,
0.087258875,
0.042773418,
0.0036967664,
0.079195715,
0.07781503,
-0.015063202,
-0.03421321,
0.009568102,
-0.0010061694,
0.00903654,
0.0008888118,
0.038658995,
0.00028800088,
-0.034848325,
-0.030927196,
-0.06400825,
0.03852093,
-0.010934973,
0.0077732196,
-0.023071136,
-0.016278198,
-0.10266725,
0.0040143225,
-0.0003917675,
0.055199523,
-0.0010234279,
-0.019467566,
0.010189407,
-0.049732037,
0.22355945,
0.03874184,
0.039929222,
0.014006983,
0.018625353,
0.08234366,
0.010417219,
-0.010803808,
0.023554374,
-0.06295893,
0.0030288633,
-0.016471494,
-0.0055572307,
0.01249514,
-0.030126404,
0.028331522,
-0.03451696,
-0.019716088,
0.02134529,
-0.017148025,
-0.0555585,
0.03874184,
0.041337512,
0.059479628,
0.023858123,
-0.025224995,
-0.014345249,
-0.062793255,
0.02657806,
-0.03211458,
0.026205277,
-0.017078992,
0.014552351,
-0.031727992,
-0.00005981142,
0.032611623,
0.008767308,
-0.022297956,
-0.018059274,
-0.016195359,
0.002226344,
-0.0025266416,
0.011549375,
-0.018514898,
-0.00072960224,
0.02185614,
-0.0065685776,
0.050588056,
0.05097465,
-0.04984249,
0.01636104,
-0.03606332,
0.053487483,
-0.042442054,
-0.041337512,
0.010327475,
-0.030126404,
-0.06743234,
-0.022008015,
0.03589764,
0.02120722,
0.02043404,
0.0059472723,
0.049759652,
-0.01333045,
0.022629319,
0.0017310256,
0.031148106,
-0.019729896,
0.009864948,
-0.0050567347,
0.0011114462,
-0.0072002383,
-0.069144376,
-0.010534576,
0.0016007241,
-0.016457686,
0.042607736,
0.011811704,
-0.02735124,
0.0124053955,
-0.023927158,
0.024796985,
-0.013917238,
0.029297996,
0.047854315,
-0.039100815,
0.015960643,
0.0025352708,
0.0008650813,
-0.0023730411,
0.038327634,
0.03344003,
0.023278238,
0.029518904
] | Then you just pass all of this along with the datasets to Trainer:
trainer = Trainer(
model,
args,
train_dataset=train_dataset,
eval_dataset=val_dataset,
tokenizer=image_processor,
compute_metrics=compute_metrics,
data_collator=collate_fn,
) |
[
0.045295488,
0.013045838,
-0.030669412,
-0.011947464,
-0.022137532,
-0.036338434,
-0.0064414265,
-0.0012436418,
0.0050206278,
0.029025394,
-0.0051162927,
0.010572727,
0.016851168,
-0.041780695,
-0.008390153,
0.016397648,
0.0042446805,
-0.045493905,
-0.0707494,
0.006646929,
0.00014460436,
-0.019331366,
-0.062699385,
-0.03948474,
-0.042716082,
0.0025847198,
-0.010416829,
-0.002159543,
0.06712122,
0.021953288,
-0.062189177,
0.012287606,
-0.002143599,
0.010133377,
-0.033617303,
-0.05816417,
-0.0063882796,
-0.011465598,
-0.071429685,
-0.052693564,
-0.014881183,
-0.011224664,
-0.008964142,
-0.038124174,
-0.053430535,
0.0059560165,
0.010820746,
-0.017772386,
0.0065122894,
-0.04025006,
-0.026573543,
0.05258018,
0.010338879,
0.032625224,
-0.0018176303,
-0.006522919,
-0.0065477206,
-0.0061296304,
-0.047506407,
0.025553118,
0.028288422,
0.04268774,
-0.010856178,
-0.06014833,
0.0137048615,
0.028968705,
-0.007617749,
-0.017460588,
-0.0533455,
-0.027423896,
-0.074661024,
0.008248428,
-0.015603984,
-0.029592296,
-0.02823173,
0.006611497,
0.006731964,
-0.013187563,
0.0070473035,
0.036848646,
0.011047508,
0.02090452,
0.0036636058,
-0.011288441,
-0.020025821,
-0.032086667,
0.055329658,
-0.037840724,
-0.01641182,
-0.035091247,
-0.036848646,
0.030414306,
-0.035232972,
0.047591444,
0.037840724,
0.05884445,
-0.03288033,
0.025978295,
-0.0059099556,
0.0026484963,
0.037387203,
0.07908286,
-0.016482683,
0.0271121,
-0.028458493,
-0.037330512,
0.011338045,
-0.0013906821,
-0.037954103,
0.015363051,
0.025411393,
-0.011805739,
0.029563952,
0.009212161,
0.007872854,
0.03693368,
0.00030714585,
0.0031994544,
-0.04730799,
-0.024022482,
0.023143783,
-0.027622312,
0.0013153903,
-0.04163897,
0.046032462,
-0.039683156,
0.021428905,
0.035714842,
0.009630252,
-0.011940379,
0.03398579,
-0.01780073,
0.012691524,
0.040987033,
-0.019558128,
0.0046521416,
0.0021134824,
0.008170478,
0.033503924,
-0.039172944,
0.003583885,
0.018693602,
-0.008028753,
0.066951156,
0.009821582,
-0.0076106624,
-0.021528112,
-0.05028423,
-0.04807331,
-0.010218413,
-0.048101656,
-0.00096904853,
0.0011205177,
0.014711113,
-0.05283529,
0.00044754276,
-0.019699853,
0.046032462,
0.004620253,
0.023030404,
0.023200475,
0.02722548,
-0.034666073,
0.05805079,
0.0028539984,
0.042234216,
-0.03693368,
-0.019359712,
-0.012025414,
-0.027480586,
0.0031569367,
-0.014016658,
0.009268852,
-0.018750291,
0.0504543,
0.01734721,
0.06405995,
0.05241011,
0.017758213,
0.0038301332,
-0.008517706,
-0.032086667,
0.0019522696,
0.009942048,
-0.02183991,
-0.019643163,
-0.0077665607,
0.011019162,
0.0052367593,
0.008836589,
0.0029673788,
0.020266755,
-0.03251184,
0.009857013,
-0.038095832,
0.025241323,
0.0024624816,
-0.02933719,
0.0031835104,
-0.0029071455,
-0.014867011,
0.06281277,
-0.017432244,
0.023441408,
-0.010324707,
-0.012004155,
0.032738604,
0.034581035,
-0.030952862,
0.040391784,
0.0097861495,
-0.01100499,
-0.041100413,
-0.0022853247,
0.025255494,
0.008439757,
0.01153646,
0.014725286,
0.023242991,
0.017446415,
0.027962454,
0.0039045392,
0.060261708,
-0.046004117,
0.026658578,
-0.03276695,
-0.01962899,
0.002230406,
0.012315951,
0.011373476,
-0.017389726,
0.0018672342,
0.01625592,
0.045068726,
0.00096107647,
0.022364292,
0.03477945,
0.0661008,
0.016369302,
-0.01355605,
-0.009864099,
0.008326377,
0.029563952,
0.025156287,
0.015334706,
-0.0034315302,
0.020280927,
0.001172779,
-0.034240894,
0.034127515,
-0.044445135,
0.022449328,
-0.009545216,
0.012075017,
-0.04747806,
-0.032795295,
-0.009098781,
0.013421411,
0.004386406,
-0.030244235,
0.015844917,
0.008694863,
0.014711113,
-0.0067709386,
0.04685447,
0.020210065,
0.00008951962,
0.022633571,
-0.027182963,
-0.040646892,
-0.022761125,
-0.024957871,
-0.05833424,
-0.0061083715,
-0.02733886,
-0.018594394,
0.019614818,
-0.039172944,
0.022987885,
-0.014824494,
0.0052651046,
-0.034240894,
0.0057044537,
0.059921566,
0.04906539,
0.020309273,
-0.03954143,
0.008461016,
-0.016312612,
0.038691077,
-0.013796983,
-0.034666073,
0.003879737,
-0.00007058597,
-0.01585909,
0.0044182944,
-0.019784888,
-0.02339889,
-0.05311874,
0.017403899,
0.010721538,
0.020592723,
0.00040458218,
0.025496429,
-0.033362195,
0.017871592,
0.010714453,
-0.03327716,
0.06286946,
0.039626468,
-0.015292188,
0.023384716,
-0.013818242,
0.03356061,
-0.019501437,
0.06405995,
0.05612332,
-0.023186302,
-0.048044965,
-0.030414306,
-0.04441679,
0.010721538,
0.00038819516,
-0.06349305,
0.0051092063,
0.062699385,
-0.008595655,
-0.0707494,
-0.02356896,
-0.029677331,
-0.018481012,
-0.042942844,
-0.022775298,
0.038889494,
0.0006306787,
0.007320125,
-0.044076648,
0.010317621,
-0.033135436,
-0.0021949746,
0.035459734,
-0.010558554,
0.035714842,
0.026842821,
-0.02006834,
0.019402228,
0.060034946,
-0.033730682,
0.007575231,
-0.029252155,
0.019303022,
-0.0012551569,
0.00082245114,
0.035176285,
0.020224238,
0.00729178,
-0.056321736,
0.05362895,
0.024957871,
0.0022020608,
0.032398462,
0.029705677,
0.0042198785,
-0.0012374413,
-0.060261708,
-0.004099412,
-0.024901181,
-0.013237167,
0.067801505,
-0.017474761,
0.006136717,
-0.014895356,
-0.022803642,
0.021655666,
-0.012018328,
-0.04614584,
0.039456397,
0.03143473,
0.07647511,
-0.03693368,
-0.01458356,
0.0019823862,
0.011571892,
0.020054167,
0.03832259,
-0.000493825,
-0.021414733,
0.032115012,
-0.016014988,
0.019884096,
0.030697756,
0.021528112,
-0.013428497,
0.00048009533,
-0.021159627,
-0.048328415,
0.03432593,
0.04007999,
0.05467772,
-0.008482275,
0.03421255,
-0.03327716,
0.00011515202,
0.018070009,
0.010792402,
-0.0063174167,
-0.05810748,
0.030130854,
0.0061792345,
-0.030499341,
-0.024773628,
-0.002790222,
-0.010239672,
0.019756543,
-0.02162732,
0.013655257,
-0.016610235,
-0.00486473,
-0.0053465967,
0.02612002,
-0.048923664,
-0.029138776,
-0.062699385,
0.01349936,
0.04679778,
-0.018977052,
-0.009169644,
-0.032965366,
-0.007724043,
0.022619398,
-0.045068726,
-0.03761396,
-0.016879514,
0.026771959,
-0.048753593,
0.023058748,
0.04430341,
-0.015731538,
-0.012308865,
-0.02650268,
0.015788227,
0.007724043,
0.0071287956,
-0.008163393,
-0.016199231,
-0.007745302,
-0.014115865,
0.02423507,
-0.013874932,
-0.003982488,
0.013846587,
-0.05496117,
0.026431818,
-0.011876602,
-0.019997476,
-0.054904483,
0.02378155,
0.0091342125,
0.03497787,
0.01968568,
-0.048583522,
-0.00650166,
0.038407627,
-0.033673994,
-0.057087056,
-0.01228052,
0.0085602235,
-0.0019345538,
0.031151278,
0.019614818,
-0.018481012,
0.03520463,
0.014300109,
-0.020691931,
0.008971228,
-0.023554787,
0.0009460181,
0.029648988,
-0.020677758,
0.043793198,
-0.028997049,
0.04475693,
0.0023933903,
-0.032965366,
-0.012982061,
-0.057313815,
0.023611479,
0.016780306,
-0.015518948,
0.03356061,
0.037670653,
-0.02290285,
0.007263435,
0.0037380117,
0.0051942416,
-0.013010406,
-0.008581483,
0.04030675,
0.06876524,
0.01951561,
0.03891784,
-0.04878194,
-0.036593538,
0.015334706,
-0.042319253,
0.0039931177,
-0.032965366,
-0.02307292,
-0.0010434544,
-0.00803584,
-0.04441679,
0.004365147,
0.004262396,
-0.01147977,
0.0050596027,
-0.01985575,
-0.021655666,
-0.034042478,
0.0149945645,
0.05300536,
-0.047421373,
-0.097167045,
-0.06649763,
0.0024925983,
0.03472276,
0.014448921,
0.039909918,
-0.024079172,
-0.038067486,
-0.027721519,
0.009155471,
-0.029904094,
-0.006554807,
-0.020833658,
-0.020918693,
-0.012556884,
0.009488526,
0.018509358,
-0.05433758,
0.009297197,
-0.038180865,
0.012082104,
-0.054592684,
-0.010069601,
-0.017999146,
0.032738604,
-0.022279257,
0.021273006,
0.0051021203,
-0.024065,
-0.0017051357,
0.046315912,
0.025808224,
0.053430535,
-0.054904483,
-0.02568067,
-0.005917042,
-0.027537277,
-0.010905782,
0.04841345,
-0.032426808,
0.026275918,
0.0041135843,
0.020536033,
-0.03409917,
-0.013733206,
-0.026134193,
-0.0123513825,
0.029195465,
-0.03687699,
0.048555177,
-0.019047916,
0.052211694,
-0.007412247,
0.038435973,
-0.040023297,
0.021428905,
-0.05062437,
-0.06502368,
0.0040462646,
-0.01768735,
-0.005233216,
-0.00036981513,
-0.030074164,
0.0504543,
-0.05433758,
0.030754447,
0.07602159,
0.00812796,
0.011026248,
-0.039286327,
0.038861148,
0.033333853,
-0.0038372194,
-0.015589812,
-0.005534383,
-0.017829075,
0.009906617,
-0.01646851,
-0.037897415,
-0.008864934,
0.0005576015,
0.0040427214,
-0.0024288218,
0.030726101,
-0.00074450206,
-0.02823173,
-0.06400326,
0.02916712,
0.011224664,
-0.01690786,
0.036310088,
0.026516853,
0.027097927,
0.028430147,
-0.023653995,
-0.021655666,
-0.033078745,
0.08509202,
0.009353887,
-0.041157104,
0.011848257,
0.023498097,
-0.042942844,
-0.048866972,
-0.008595655,
0.015462259,
-0.050312575,
-0.010558554,
0.007504368,
-0.026743613,
-0.028160868,
0.021528112,
0.021202143,
-0.035232972,
-0.0015138062,
-0.016156714,
-0.014491439,
-0.05144638,
0.0022994971,
0.05822086,
-0.03565815,
-0.017871592,
-0.035261318,
-0.0016697042,
-0.026049158,
-0.06082861,
0.03126466,
0.013180477,
0.011515202,
0.0033500378,
0.007631921,
0.08327794,
-0.012741128,
0.0139599675,
-0.023795722,
-0.03327716,
-0.050482646,
-0.016440164,
0.023271337,
-0.013456842,
0.021641493,
-0.03531801,
0.028784461,
0.009268852,
0.02501456,
0.005718626,
-0.082144134,
0.02456104,
-0.025156287,
0.00020672001,
-0.012138794,
0.020862002,
-0.028146695,
0.016851168,
-0.009878271,
-0.016581891,
0.026105847,
0.0030789878,
-0.004871816,
-0.05776734,
-0.025553118,
0.0026892426,
-0.029648988,
-0.044983692,
-0.010664849,
-0.05694533,
0.017999146,
0.03837928,
0.00031246056,
-0.016652754,
-0.017318863,
0.030754447,
0.027806554,
0.016893687,
-0.012556884,
-0.008645259,
-0.011798653,
0.00583555,
-0.009970393,
0.029025394,
0.033248816,
-0.04464355,
0.005172983,
0.009495612,
0.0074547646,
-0.033333853,
-0.00089729996,
0.017616486,
-0.009226334,
0.012634833,
0.010055428,
0.015150462,
-0.02760814,
-0.0324835,
-0.0023632736,
-0.02844432,
0.0075823176,
0.035176285,
0.024631903,
0.04413334,
0.004333259,
0.016213404,
-0.025737362,
0.038946185,
0.039144598,
-0.0012835021,
-0.007979149,
-0.01597247,
-0.02118797,
-0.025085423,
0.041525587,
0.050142504,
-0.023894928,
0.025992468,
0.013258426,
-0.0032047692,
-0.017545624,
-0.024135863,
0.04852683,
0.04226256,
-0.0065158326,
-0.002942577,
0.03438262,
-0.017843248,
-0.011543547,
0.017432244,
-0.067744814,
-0.06309622,
0.038804457,
-0.037954103,
0.025241323,
-0.02456104,
-0.011834084,
0.02035179,
0.0117136175,
-0.01142308,
0.039881572,
0.0019735284,
0.055754837,
0.026701095,
-0.037047062,
-0.052495148,
-0.026020812,
0.04217753,
-0.018339287,
-0.031207968,
0.006657558,
0.036395125,
0.029393882,
-0.0103601385,
-0.014370971,
0.0074547646,
0.014668595,
0.034354277,
-0.024036655,
0.01907626,
-0.03611167,
0.027593967,
-0.046032462,
0.017318863,
-0.0036529764,
0.015561466,
0.039626468,
-0.0123939,
0.02395162,
0.02756562,
0.03032927,
-0.035714842,
-0.013619826,
0.025496429,
0.036451813,
0.015717365,
0.015292188,
-0.0054493477,
0.042716082,
0.027792383,
0.04790324,
0.005630048,
0.08849344,
0.026913684,
-0.005863895,
-0.010182981,
0.010331794,
0.005523754,
-0.009679856,
0.002287096,
-0.021386387,
0.017602315,
-0.011834084,
0.008694863,
0.023186302,
-0.013726121,
0.0010292819,
-0.021655666,
-0.025694843,
0.0057824026,
0.014052089,
-0.059694804,
0.018140871,
0.009566476,
0.026743613,
0.004747806,
0.04685447,
-0.018651083,
0.034410965,
0.055358004,
0.02922381,
0.018197563,
0.012408073,
0.024135863,
-0.009431836,
0.011189233,
-0.022279257,
-0.007773647,
-0.0041313,
-0.041497245,
-0.03143473,
0.030244235,
0.02911043,
-0.038407627,
0.0010558554,
-0.000046420657,
-0.023242991,
-0.08101033,
0.030697756,
-0.08378815,
-0.0013791668,
0.038010795,
-0.046599362,
-0.037188787,
0.045295488,
-0.011834084,
0.0073839016,
0.033248816,
0.04441679,
0.014363886,
0.051758174,
0.05626505,
-0.0040427214,
0.01734721,
0.033872407,
-0.018863672,
-0.042120837,
0.00528282,
-0.017928284,
-0.00031711094,
-0.048441797,
-0.067744814,
0.028033316,
-0.0030896172,
-0.0018061151,
-0.0149945645,
0.048498485,
0.00031666804,
-0.030981207,
0.014654423,
0.085488856,
0.012868681,
-0.016482683,
-0.009453095,
0.009934962,
-0.030300925,
-0.020394308,
-0.027792383,
0.040987033,
-0.00856731,
-0.028685253,
-0.0054670633,
-0.027083755,
-0.008212996,
0.007086278,
-0.01791411,
0.025822397,
0.049632292,
0.028047489,
0.025071252,
0.021542285,
0.0042446805,
-0.01452687,
0.061735652,
0.057738993,
0.009885358,
0.06802827,
0.06014833,
-0.04308457,
-0.0014748316,
0.010126291,
0.020493517,
0.011345131,
0.0042553097,
-0.004358061,
-0.005665479,
-0.016128369,
-0.050057467,
-0.041072067,
0.014427662,
-0.027423896,
-0.01736138,
-0.064796925,
0.009623165,
-0.06927545,
-0.029252155,
-0.021641493,
0.018395977,
0.007972063,
-0.034751106,
0.008864934,
-0.053203776,
0.23923275,
0.039343014,
0.014448921,
0.04030675,
0.035232972,
0.072620176,
0.019104606,
-0.023328027,
0.020210065,
-0.055698145,
0.0002320756,
-0.015476431,
0.0071996585,
-0.011458511,
-0.020819485,
0.052183352,
-0.03259688,
-0.0062359245,
0.013527704,
-0.024291761,
-0.052920323,
0.03653685,
0.0016325013,
0.044331755,
0.038974527,
0.0064662285,
-0.02905374,
-0.053373847,
-0.01780073,
-0.021740701,
0.030499341,
-0.0020178177,
0.033673994,
-0.012741128,
0.0028469122,
0.07330046,
0.030470995,
-0.021273006,
-0.009814495,
-0.026375126,
0.0051906984,
-0.043282986,
0.011019162,
-0.017942457,
-0.028373457,
0.0510212,
0.00080872147,
0.019317193,
0.044785276,
-0.045493905,
0.051049545,
-0.026431818,
-0.001502291,
-0.014541042,
-0.02412169,
-0.012365555,
-0.056350082,
-0.029195465,
-0.017177138,
0.009694029,
0.03489283,
0.00875864,
-0.0072776075,
0.020479344,
-0.021868253,
0.024249243,
0.0022109188,
0.03194494,
-0.032370117,
-0.00820591,
-0.016950376,
0.037075408,
-0.008999573,
-0.041497245,
0.018665256,
0.032795295,
0.0017644832,
0.05643512,
0.03554477,
-0.054422613,
0.012578144,
-0.010374311,
-0.0152496705,
-0.027154617,
0.059638117,
0.04861187,
-0.026275918,
0.0057257125,
-0.016581891,
0.019841578,
0.02250602,
0.036848646,
0.0008543394,
0.013102528,
0.023824066
] | You might wonder why you passed along the image_processor as a tokenizer when you preprocessed the data already. This is only to make sure the image processor configuration file (stored as JSON) will also be uploaded to the repo on the Hub.
Now fine-tune our model by calling the train method:
train_results = trainer.train()
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() |
[
0.014582506,
-0.010402669,
0.018336419,
0.017513445,
-0.03840541,
-0.050764445,
-0.00040246273,
0.01579531,
0.0077677113,
0.03918507,
0.034478243,
0.014149362,
0.031128597,
-0.027389122,
0.002008704,
0.03257241,
-0.02055989,
-0.0647983,
-0.05189062,
-0.019144954,
0.005147191,
0.003995751,
-0.09142221,
-0.048136707,
-0.013918352,
0.015925251,
0.013737876,
0.00877838,
0.06058237,
0.0031150253,
-0.008092569,
0.009225962,
0.0089372,
-0.03170612,
-0.017542321,
-0.0037936172,
0.020343319,
-0.019274896,
-0.03918507,
-0.054229595,
0.030320061,
0.0011153452,
0.025396662,
-0.06681964,
-0.0543451,
0.009348686,
0.02825541,
0.012135244,
-0.013752313,
-0.05674183,
-0.007486168,
0.022610104,
0.0204877,
-0.023678524,
-0.01508784,
-0.0068508903,
-0.034045096,
-0.027547942,
-0.021195168,
0.007345396,
0.009146552,
0.040311243,
-0.012734426,
-0.052294888,
0.03303443,
0.007330958,
0.0034850023,
-0.011030727,
-0.027937772,
-0.023115437,
-0.041293036,
0.003609531,
0.0025952528,
-0.00067317754,
-0.018769562,
0.0025140385,
-0.008532932,
-0.002588034,
-0.012322939,
0.031850502,
0.03589318,
0.02132511,
-0.0063636033,
-0.0069411285,
-0.042534716,
-0.017152492,
0.039011814,
-0.010633679,
0.021599434,
-0.013875037,
-0.029280517,
0.030060176,
-0.035922054,
-0.016676035,
0.024588127,
0.048309967,
0.00067949423,
0.034911387,
-0.019419277,
-0.0077965874,
0.055384647,
0.10187541,
-0.028659677,
0.03895406,
-0.025613233,
0.00846796,
-0.012192996,
0.007215453,
-0.023418639,
0.015723119,
-0.003387545,
-0.024472622,
0.08836132,
-0.0025230623,
0.019058324,
0.03340982,
-0.024573687,
0.0013463551,
-0.047241542,
-0.03424723,
-0.0136440275,
-0.0043314374,
0.0005242844,
-0.04605762,
0.025468852,
-0.037019353,
0.02502127,
0.00900939,
-0.011839262,
0.005897974,
0.0017993513,
-0.031013092,
0.006659585,
0.031446237,
0.014957897,
0.0028334819,
-0.0033911546,
0.022999933,
0.005421516,
-0.0010214973,
-0.0026096911,
-0.013348047,
-0.022855552,
0.093039274,
0.012445663,
-0.020603204,
0.0018101799,
-0.023519706,
-0.0054612206,
-0.009709639,
-0.04042675,
0.012683893,
0.019635849,
0.004017408,
-0.004641857,
-0.04943614,
0.004988372,
0.014459782,
0.0010783474,
0.040368997,
0.023129877,
-0.003333402,
-0.031648368,
0.039156195,
0.009428095,
0.05235264,
-0.030753206,
-0.024429306,
-0.0031060015,
-0.023707401,
0.04111978,
0.021700501,
0.03895406,
-0.009088799,
0.028240971,
0.006273365,
0.028818497,
-0.0118537005,
0.021671625,
0.006659585,
0.016112948,
-0.028587487,
0.01686373,
-0.011738195,
0.0017921323,
-0.031301856,
-0.036990475,
0.022624541,
0.0066631944,
-0.012366254,
0.044873692,
0.043169994,
-0.044151787,
0.013189227,
-0.040166862,
0.0016973821,
-0.009478629,
-0.016127385,
0.020429946,
-0.058618788,
-0.0427946,
0.024775822,
-0.03109972,
0.0077893683,
-0.022119207,
0.028399792,
0.016300643,
0.03202376,
-0.011232861,
0.0072587673,
-0.011730976,
-0.037279237,
-0.018827315,
0.009882896,
0.030551072,
0.018264228,
-0.005374592,
0.008056474,
0.0062950226,
0.003934389,
0.029598156,
0.03488251,
0.037394743,
0.027316932,
0.014142144,
-0.029525965,
-0.0009709639,
0.04634638,
0.004295342,
0.04057113,
-0.0006221929,
0.047010534,
-0.007782149,
0.049234007,
0.020429946,
0.022393532,
0.04458493,
0.029453775,
0.023981726,
0.02509346,
-0.014098829,
-0.0013995958,
0.036355197,
0.019505907,
0.010763622,
-0.003226921,
-0.00538903,
0.041235283,
-0.021353986,
0.027778951,
-0.07571352,
0.037279237,
0.008417427,
-0.017210245,
-0.046404134,
-0.03442049,
0.025858682,
0.0750205,
-0.0068256236,
0.010633679,
0.020112308,
0.0118753575,
0.0014537387,
0.010900784,
0.013586275,
0.034853633,
0.003956046,
0.024746945,
0.0028064104,
-0.013932791,
-0.061737422,
-0.045826606,
-0.05636644,
-0.021050787,
-0.03895406,
-0.026306264,
0.016358396,
-0.00165497,
0.004150961,
-0.00077289087,
-0.00846796,
0.015751993,
-0.04288123,
0.01579531,
0.06526032,
0.026999293,
-0.032976676,
0.021974826,
0.029338269,
0.02002568,
0.021512806,
-0.01931821,
-0.008756722,
0.0011108333,
0.028529735,
0.022971056,
-0.04472931,
-0.021700501,
-0.026421769,
-0.011716538,
-0.024746945,
0.020372193,
-0.0078038066,
-0.0074645104,
-0.030320061,
0.024732508,
0.0306377,
-0.029655907,
0.0054900968,
0.038001142,
-0.0062841936,
0.004887305,
0.06728166,
0.038520917,
-0.03918507,
0.054633863,
0.03450712,
0.013326389,
-0.017917713,
-0.027764514,
-0.056943964,
0.0024959908,
-0.047010534,
-0.0024346288,
-0.023591897,
0.047183793,
-0.018365294,
-0.08044923,
0.020213375,
-0.04348763,
-0.06658863,
-0.0158675,
0.0015647318,
0.020776462,
0.0017641584,
-0.0019058324,
-0.08379888,
0.0164739,
0.029323831,
0.031041969,
0.015838623,
-0.041437417,
0.04117753,
0.023447515,
0.036384076,
0.021195168,
0.012481758,
-0.027923333,
0.004118475,
-0.014568068,
0.050129168,
0.010972975,
-0.0010765427,
0.044787064,
-0.0062336605,
0.0139977615,
-0.043083362,
0.007847121,
0.039156195,
0.0039921417,
0.0040535037,
0.004493866,
0.028804058,
-0.029396022,
-0.052699156,
-0.009456972,
0.02770676,
0.0019058324,
0.04334325,
-0.061621916,
0.029973546,
-0.009153771,
-0.01892838,
-0.007659425,
0.017903274,
-0.026522836,
0.03450712,
0.04273685,
0.067974694,
-0.028934002,
-0.056857336,
0.020314442,
-0.033236563,
0.009687982,
0.06999603,
0.029886918,
0.0019437325,
0.022696732,
-0.03872305,
-0.03442049,
0.008179198,
-0.027576819,
-0.016921483,
-0.040224615,
-0.0029923012,
-0.004327828,
0.016546091,
0.03364083,
0.043458756,
0.020314442,
0.03803002,
-0.0011099308,
0.024111668,
0.024140544,
-0.034304984,
-0.010020059,
-0.02770676,
0.026826035,
0.0257143,
0.0064394036,
-0.0031854112,
0.016632719,
-0.016517214,
-0.002918306,
0.003125854,
0.018639619,
-0.0409754,
0.0041256943,
-0.01631508,
0.038838554,
0.04611537,
-0.043025613,
-0.019505907,
0.023043247,
0.03733699,
-0.053218927,
0.012813835,
-0.03170612,
0.017903274,
0.015679803,
-0.03765463,
0.0070566335,
-0.017672265,
-0.02301437,
-0.016907044,
0.034073975,
0.022148084,
-0.00562365,
-0.016574968,
-0.02463144,
-0.03395847,
-0.032745667,
-0.015838623,
-0.0035012453,
-0.01933265,
-0.009247619,
0.0016811391,
0.0010548854,
0.039387204,
-0.023360886,
0.0010539831,
-0.0020538233,
0.045970988,
-0.022436846,
-0.011752633,
-0.0234042,
0.015030088,
-0.0033370117,
0.05529802,
0.016805977,
-0.0415818,
-0.003963265,
0.038780805,
-0.040513378,
-0.030146804,
0.0040462846,
0.02409723,
0.012929341,
0.04025349,
-0.012120806,
0.0027161723,
0.0067786993,
0.019000571,
-0.010655336,
-0.02816878,
-0.04083102,
-0.005497316,
-0.00808535,
-0.063701004,
0.0224946,
-0.031821627,
0.02594531,
-0.03571992,
-0.021065224,
-0.017542321,
-0.05018692,
-0.018293103,
-0.009204305,
-0.032081515,
-0.006865328,
0.015116717,
-0.0036853314,
-0.0078038066,
-0.02100747,
-0.025728738,
0.017542321,
-0.025310032,
-0.0027901677,
0.05165961,
-0.014048295,
-0.01840861,
-0.05151523,
-0.029684784,
0.052294888,
0.00023101,
0.045624476,
-0.00067949423,
0.0024382384,
0.04764581,
-0.010330479,
-0.0479057,
-0.0067859185,
-0.0398781,
0.030839834,
0.0005509047,
-0.011969205,
-0.009370343,
-0.056915086,
-0.018451924,
0.06681964,
-0.06959176,
-0.024501497,
-0.020314442,
0.009615791,
0.031272978,
0.007359834,
0.029627033,
0.018336419,
-0.055760037,
-0.03401622,
0.0254111,
-0.011463871,
-0.011406119,
-0.027981086,
-0.04273685,
0.031388484,
0.028818497,
0.0017948394,
-0.05535577,
-0.01748457,
-0.056019925,
-0.0067281662,
-0.06404752,
-0.033005554,
0.009572477,
0.023534143,
-0.050995458,
0.020733148,
-0.022783361,
-0.012063053,
0.035460033,
0.04241921,
0.030089052,
0.028601926,
-0.0358643,
-0.013506866,
0.0029309394,
0.011406119,
-0.010214973,
0.022278026,
-0.018336419,
0.006753433,
-0.047588058,
0.021657187,
-0.037914515,
-0.010070592,
-0.0260175,
-0.045682225,
0.028905125,
-0.028746307,
0.024617003,
-0.056857336,
0.026912665,
0.01947703,
0.014669134,
0.005374592,
-0.032918923,
-0.03239915,
-0.062430453,
0.015261098,
-0.024241611,
-0.02809659,
-0.0072046244,
0.002371462,
0.0491185,
-0.03828991,
0.043401003,
0.06300797,
0.029338269,
-0.0031836065,
-0.03372746,
-0.00716131,
-0.009067142,
0.030608824,
-0.03828991,
-0.019693602,
-0.03427611,
-0.021527244,
-0.013983324,
-0.031677246,
-0.009247619,
0.018365294,
0.03349645,
-0.044238415,
0.038376536,
-0.0014420077,
-0.039300576,
-0.029944671,
-0.0125611685,
0.04455605,
0.0028226534,
-0.008951637,
0.007724397,
0.02548329,
0.0346515,
-0.03257241,
-0.034189478,
0.01885619,
0.051544104,
0.001978023,
-0.051399723,
-0.013189227,
0.025541043,
-0.04444055,
-0.022263588,
-0.014596944,
-0.024804698,
-0.024573687,
-0.010633679,
0.008800037,
-0.013268637,
-0.03733699,
0.02317319,
0.0067173373,
-0.041841686,
-0.0071649193,
0.015102278,
-0.02333201,
-0.035806548,
-0.009355905,
0.05567341,
-0.04337213,
-0.032514658,
-0.03156174,
-0.029915795,
-0.02649396,
-0.013030408,
0.01462582,
0.01638727,
0.033265438,
0.023317572,
0.01124008,
0.062257193,
0.029944671,
0.011398899,
0.004241199,
-0.04412291,
-0.05882092,
-0.017412378,
0.024443746,
-0.018307542,
0.013362484,
-0.014452563,
-0.010460421,
0.020747585,
0.029078383,
0.019708041,
-0.05783913,
0.014308182,
-0.028154343,
-0.02756238,
0.004793457,
-0.0032431637,
0.013420237,
0.013708999,
-0.007832683,
-0.052670278,
-0.00014832917,
0.02017006,
-0.005645307,
0.037048228,
-0.04444055,
0.025772052,
-0.039618213,
-0.0062625366,
-0.004872867,
-0.025122337,
0.041524045,
0.00051977247,
0.0018950038,
-0.005349325,
0.043227747,
0.011846481,
0.008150321,
0.00500642,
-0.035806548,
-0.04527796,
-0.018581867,
0.023043247,
-0.028370915,
0.029367145,
0.04698166,
-0.023591897,
-0.010864689,
0.0017984489,
-0.030117929,
-0.027677884,
0.0074428534,
0.061910678,
-0.0026999293,
-0.0028731867,
0.024342678,
0.0020682614,
-0.01839417,
-0.0329478,
0.0032702351,
-0.014293743,
-0.017296873,
0.029323831,
0.020819776,
0.062083937,
0.026840474,
0.04805008,
-0.005980993,
-0.00523743,
0.013701781,
0.017123615,
0.0023967286,
0.041928314,
-0.0042700754,
0.007955407,
0.027288055,
-0.009586914,
-0.03849204,
0.0032160922,
-0.0054070777,
-0.024357116,
0.0064646704,
0.004995591,
0.023144314,
0.028962879,
0.00029959108,
-0.049176253,
-0.0120053,
0.014900145,
-0.027750075,
-0.010843032,
-0.0762333,
-0.04444055,
0.024674755,
-0.052468143,
0.016343957,
-0.014524753,
-0.0009637448,
0.0122074345,
0.0149145825,
0.027937772,
-0.020891966,
0.027937772,
-0.00523382,
0.006338337,
-0.06012035,
-0.03649958,
-0.0154343555,
0.025916433,
-0.023981726,
-0.008309141,
-0.02871743,
0.054547235,
0.013030408,
-0.017195806,
-0.028847374,
-0.02132511,
0.007969845,
0.011218423,
-0.0033785212,
0.0012055835,
-0.03788564,
0.0088361325,
-0.0480212,
0.0071504815,
0.012467321,
0.05212163,
0.02093528,
0.008171978,
0.013109817,
0.07386544,
0.028731868,
-0.017340187,
0.012431226,
0.010352136,
0.016084071,
0.01871181,
-0.034362737,
0.004728486,
0.06058237,
0.046375256,
0.008215293,
-0.029915795,
0.042390335,
-0.009680763,
-0.022884429,
0.006215613,
0.027013732,
0.0032178971,
0.051832866,
-0.026826035,
-0.056250934,
-0.025439976,
0.015737556,
0.026724968,
0.03935833,
-0.028125467,
-0.032687914,
0.035633292,
0.0019220754,
0.020429946,
-0.047790192,
-0.086108975,
0.011507185,
0.028616363,
0.026133006,
0.059773836,
0.05596217,
0.01755676,
0.030551072,
0.02349083,
0.0063022412,
0.030897588,
-0.018062094,
0.02608969,
-0.027446875,
0.006121765,
-0.042332582,
-0.0056777927,
-0.03828991,
-0.030146804,
-0.031301856,
0.0010260092,
0.03239915,
-0.014293743,
0.00877838,
-0.009550819,
-0.008402988,
-0.07681082,
0.049927033,
-0.06416303,
0.03017568,
0.022335779,
-0.053247806,
-0.03479588,
0.04025349,
-0.03678834,
-0.012662236,
0.0069988808,
0.05550015,
0.020198936,
0.10695763,
0.022003703,
-0.0026764674,
0.0076738633,
0.0409754,
0.0022559569,
0.004555228,
-0.035257902,
-0.02263898,
0.02356302,
-0.025656547,
-0.060697876,
0.043603137,
0.02710036,
-0.009680763,
-0.0140122,
0.016603844,
0.013759533,
-0.07097782,
-0.0062589273,
0.077041835,
-0.004266466,
0.026306264,
-0.00010106687,
-0.038520917,
-0.04712604,
-0.010568707,
-0.054691616,
0.05327668,
-0.0058077355,
-0.041062027,
-0.04548009,
-0.0056958403,
-0.011059604,
0.015838623,
-0.018307542,
-0.03280342,
0.025656547,
0.023519706,
0.03895406,
0.009428095,
-0.02564211,
-0.039906975,
0.05743486,
0.055326894,
0.0034290545,
0.051948372,
0.06733941,
-0.017917713,
0.017628951,
-0.020978596,
0.024819136,
0.0164739,
0.015304412,
0.02402504,
0.00970242,
-0.02795221,
-0.0508222,
-0.047154915,
0.053392187,
-0.027605694,
-0.012488978,
-0.015535423,
0.029944671,
-0.06474055,
-0.00087846967,
-0.013485208,
0.020646518,
0.012756083,
0.009218743,
0.032312524,
-0.024270488,
0.24810474,
0.051370848,
0.069303,
0.036846094,
0.01501565,
0.050851077,
0.011564938,
-0.013730656,
0.0011153452,
-0.048858613,
-0.007630549,
-0.020660957,
-0.016603844,
0.014799078,
-0.009969525,
0.04865648,
-0.05189062,
-0.006212003,
0.0116876615,
-0.044642683,
-0.042361457,
0.02647952,
0.01855299,
0.019736916,
0.03156174,
-0.017542321,
0.019058324,
-0.038694173,
-0.018798439,
-0.029598156,
0.007486168,
-0.030810958,
0.05503813,
-0.02086309,
-0.0056308685,
0.03693272,
-0.027244741,
-0.043689765,
-0.0068869856,
-0.010388231,
0.015362165,
-0.01801878,
0.036846094,
0.02100747,
-0.0052085533,
0.021671625,
-0.006796747,
0.0073165195,
0.029121697,
-0.028544173,
0.006944738,
-0.05007142,
0.023923973,
-0.025512166,
-0.047414802,
0.0005166142,
-0.04943614,
-0.03517127,
0.010142783,
0.05165961,
0.008200855,
0.01024385,
-0.008713408,
0.018538551,
-0.03803002,
0.021296235,
0.0037214267,
0.06855222,
-0.033121057,
0.008865008,
0.006183127,
-0.023534143,
0.018134285,
-0.03479588,
0.03133073,
0.036355197,
0.002163914,
0.015333288,
0.0089372,
-0.074154206,
0.002678272,
-0.028876249,
0.026508396,
-0.013449113,
0.017065864,
0.018350856,
-0.04698166,
0.015650928,
-0.019188268,
0.017744455,
0.005143582,
0.07530926,
0.041552924,
-0.013210884,
0.015347727
] | def collate_fn(examples):
# permute to (num_frames, num_channels, height, width)
pixel_values = torch.stack(
[example["video"].permute(1, 0, 2, 3) for example in examples]
)
labels = torch.tensor([example["label"] for example in examples])
return {"pixel_values": pixel_values, "labels": labels}
Then you just pass all of this along with the datasets to Trainer: |
[
-0.009965809,
0.006834635,
-0.001789763,
0.027571829,
-0.0032788021,
-0.022541538,
-0.0108989645,
0.016753057,
0.02391211,
0.06415444,
-0.009958519,
-0.014638877,
0.06129665,
-0.057972282,
-0.030094264,
0.027644731,
-0.019537942,
-0.06450437,
-0.080776274,
0.0031275288,
0.03761783,
0.007866209,
-0.08159278,
-0.029000722,
0.0072756964,
0.042779345,
0.017700793,
-0.023707982,
0.052927412,
0.024334945,
0.007395986,
-0.029000722,
-0.0017004572,
-0.041437935,
-0.0110083185,
-0.015936546,
0.03840518,
0.0000033034069,
-0.013188112,
-0.05181929,
0.03079413,
-0.0019938909,
0.00617851,
-0.040883873,
-0.037472025,
-0.010388645,
0.04362502,
-0.0043814564,
0.018765174,
-0.04496643,
-0.040067364,
-0.004698584,
0.052927412,
0.012728824,
-0.055435266,
-0.006054575,
-0.010694836,
0.005679126,
-0.064795986,
-0.010162646,
0.029525623,
0.020660646,
0.012131021,
-0.04598707,
-0.002775773,
-0.012284117,
0.020281551,
0.001091719,
0.012546567,
-0.014252492,
-0.037851118,
0.048815697,
-0.024670297,
-0.030473359,
-0.01735086,
0.025749259,
-0.024509912,
0.00023021328,
0.007399631,
0.028344598,
0.014879456,
0.05910957,
0.029890137,
0.01580532,
-0.04706603,
-0.028752852,
0.033039536,
0.013829656,
-0.028782014,
-0.0036797675,
-0.037851118,
0.04808667,
-0.029554784,
0.0038237504,
0.03712209,
0.047795057,
-0.031931415,
0.020354453,
-0.02448075,
-0.034760043,
0.028519563,
0.13274136,
-0.029773492,
0.030006781,
-0.0010142598,
0.026463706,
0.020646065,
-0.019071365,
-0.029000722,
-0.01525126,
0.035926487,
-0.01920259,
0.017861178,
-0.0052562896,
-0.034293465,
0.02525352,
0.022454053,
0.036218096,
-0.05733074,
-0.041408774,
0.03528494,
0.028650789,
0.031085743,
-0.08759997,
0.027309379,
-0.03341863,
0.012495535,
0.02818421,
-0.012692372,
0.022002056,
0.02103974,
-0.015834482,
0.008077627,
0.037705313,
-0.028300855,
-0.011941474,
0.021229288,
-0.014259782,
0.04496643,
-0.01762789,
-0.024859846,
-0.013027725,
-0.03283541,
0.09873951,
0.015878223,
0.0045965197,
0.012648631,
-0.018109048,
-0.0027520796,
0.009696068,
-0.039892398,
0.0063571217,
0.01920259,
0.053219024,
-0.032456312,
-0.0093023935,
-0.025384745,
0.031873092,
-0.0005640852,
-0.021200126,
0.023095598,
-0.00460381,
-0.03467256,
0.06485431,
0.012480955,
0.060071886,
-0.023343468,
-0.034614235,
-0.02103974,
-0.021098062,
0.0048042927,
-0.0034100271,
0.025166037,
0.016650993,
0.040971357,
0.0075454367,
0.04782422,
-0.0026992252,
0.015236679,
0.0067945383,
-0.017773695,
-0.021462576,
-0.010199098,
0.019771231,
-0.013574496,
0.0011172349,
-0.007946402,
-0.0070460527,
-0.028315436,
0.010592773,
0.021943735,
0.06788706,
-0.028636208,
-0.011124963,
-0.047240995,
-0.00842756,
-0.032981213,
-0.0035977517,
-0.011773798,
-0.040913034,
-0.0073085027,
0.021972895,
-0.01998994,
-0.0017268844,
-0.04207948,
-0.0026299674,
0.020544002,
0.05205258,
-0.039600786,
-0.015717838,
0.039309174,
0.05044872,
0.0025789356,
0.00656854,
0.028038407,
-0.017963244,
-0.020544002,
0.008704591,
0.025034811,
0.019800393,
0.021156384,
0.03260212,
0.045112234,
0.03522662,
-0.0036615417,
-0.016140673,
-0.023635078,
0.035984807,
0.0006073712,
0.0007768702,
0.044878945,
0.04234193,
-0.0022290023,
0.042721026,
0.010738579,
0.040708907,
0.044091597,
0.038026087,
0.020893935,
-0.004421553,
-0.0038273956,
0.030094264,
0.009542973,
0.024028754,
0.013275594,
-0.024830684,
-0.023518434,
0.01551371,
-0.044324886,
0.026157515,
-0.04263354,
0.045112234,
0.028344598,
-0.0083984,
-0.04470398,
-0.018109048,
-0.008835816,
0.040125687,
-0.021433415,
0.015324162,
0.02502023,
0.031464837,
-0.00073495106,
-0.0041190065,
0.023474693,
0.03790944,
-0.024611976,
0.031494,
-0.0012302343,
-0.05079865,
-0.041146323,
-0.05785564,
-0.055872682,
-0.00217068,
-0.040417295,
-0.016155254,
0.018006984,
-0.036188934,
0.005234419,
-0.018298596,
-0.031902254,
-0.012998564,
-0.0062696384,
0.036422223,
0.029656848,
0.022978954,
-0.09028279,
0.02471404,
-0.017467504,
0.026857382,
-0.030473359,
0.0076839523,
0.018575625,
-0.031377353,
0.0011217914,
-0.00040962244,
0.0011682669,
-0.03525578,
-0.034089334,
0.017161312,
-0.006623217,
0.012473664,
-0.01869227,
0.0070096017,
-0.020966837,
0.02627416,
0.015090873,
-0.029452719,
0.030415036,
0.055551913,
-0.02367882,
0.043070957,
0.0109354155,
0.010541741,
-0.0101553565,
0.05237335,
0.0578848,
0.047970023,
-0.025588872,
-0.035401586,
-0.051177744,
-0.010993738,
-0.034555912,
-0.0026627737,
0.0077131134,
0.048874017,
0.0061128973,
-0.07389425,
-0.00007347232,
-0.05450211,
0.0013614593,
-0.040563103,
-0.033010375,
0.036218096,
0.045928746,
-0.0031603351,
-0.044762302,
-0.022264507,
0.028986141,
0.051760968,
0.017059248,
0.012699663,
0.034147657,
0.051994257,
0.013231853,
0.03942582,
0.02738228,
-0.030152587,
0.012014377,
0.019085946,
-0.034147657,
-0.036363903,
-0.0073522446,
0.02923401,
0.00526358,
0.0012411696,
-0.050565362,
0.0027867085,
0.016155254,
0.029117366,
0.02471404,
0.032193866,
0.0009495586,
-0.03863847,
-0.044295724,
-0.022803986,
-0.0117883785,
-0.0037399123,
0.03312702,
-0.057651512,
0.026376223,
-0.0059269955,
-0.022949792,
0.0062514124,
0.006444605,
-0.011547799,
0.056689195,
-0.00814324,
0.041904513,
-0.012685082,
-0.02892782,
-0.01736544,
0.0025461293,
0.014172299,
0.083809026,
0.0041481676,
0.011606121,
-0.010330323,
-0.028563306,
-0.026726156,
0.0034209625,
-0.016373962,
0.012305988,
-0.027717633,
-0.0033116085,
-0.0374137,
-0.0035066232,
0.06683726,
0.057505704,
-0.0029963038,
0.019654587,
-0.04525804,
-0.044791464,
0.030706648,
-0.0134214,
-0.0009741633,
-0.02948188,
0.022643602,
0.019654587,
-0.014573264,
-0.010694836,
-0.010133485,
-0.032427154,
0.021681285,
-0.0012958468,
0.017132152,
-0.01685512,
-0.012860049,
-0.015076294,
0.007837048,
-0.012218504,
-0.045928746,
0.00046019873,
0.019610846,
0.021331351,
-0.040125687,
0.006098317,
-0.050711166,
0.0022399377,
0.002763015,
-0.0038747822,
0.004279393,
-0.008522334,
-0.029452719,
-0.04782422,
0.014915907,
0.057651512,
-0.007647501,
0.001479015,
-0.06182155,
0.008690011,
-0.006094672,
0.025676357,
-0.023387209,
0.005044872,
-0.0002861434,
0.033622757,
0.0278926,
-0.030094264,
-0.03102742,
0.005314612,
-0.024845265,
0.02816963,
-0.016155254,
-0.02582216,
-0.018531885,
-0.0027703054,
0.00088668,
0.041467097,
0.015426227,
-0.01603861,
-0.020573162,
0.012765275,
-0.02417456,
-0.062754706,
0.022322828,
0.051469356,
0.030910775,
0.021870831,
-0.0035048008,
-0.021914573,
0.041700386,
0.039804913,
-0.0061201877,
0.014070235,
-0.021652123,
0.011708185,
-0.01736544,
-0.033039536,
0.0062441225,
-0.049136467,
0.06917015,
-0.019231752,
-0.0021160028,
-0.013049596,
-0.047240995,
0.004574649,
-0.011394703,
-0.0077204034,
0.009805423,
-0.013042306,
0.0117883785,
0.019100526,
-0.014288943,
0.010979157,
-0.031727288,
-0.048611566,
0.018109048,
0.023314307,
-0.026711576,
0.0163448,
-0.036917962,
-0.027980084,
0.014106686,
-0.010213679,
0.035926487,
-0.013610948,
-0.0011254365,
-0.0011655331,
0.008063046,
-0.028213372,
0.015892804,
-0.0368888,
-0.012225795,
-0.016009448,
-0.0010297516,
-0.009484651,
0.011037479,
-0.00243313,
0.04648281,
-0.057651512,
-0.04155458,
-0.040563103,
0.018196533,
0.0072501805,
-0.0075308564,
0.038725954,
-0.014945068,
-0.041991998,
-0.01708841,
0.0505362,
-0.03525578,
0.020135745,
-0.008019305,
-0.03656803,
-0.016490607,
0.020821031,
0.000798741,
-0.065612495,
-0.014019203,
-0.016986346,
-0.03053168,
-0.04347921,
-0.019567104,
-0.02652203,
0.024028754,
-0.0353141,
0.024378687,
-0.012728824,
0.0028833046,
-0.008471302,
0.002670064,
0.0143837165,
0.03578068,
-0.01315895,
-0.013508883,
-0.024189139,
-0.0050339364,
-0.021229288,
0.016169835,
-0.019683748,
0.009462779,
-0.03519746,
-0.027221896,
-0.012655921,
-0.02522436,
0.01078961,
-0.026624093,
0.055406105,
-0.017963244,
0.020616904,
0.010301162,
0.044937268,
-0.0002335167,
0.016082352,
-0.020179488,
-0.006080091,
-0.04782422,
-0.061354972,
0.047532607,
-0.003922169,
-0.010949996,
-0.0026919348,
-0.013093337,
0.052723285,
-0.012007087,
0.042983472,
0.042516895,
0.028359178,
0.0042174254,
-0.046366163,
0.016140673,
0.013209982,
-0.011248898,
-0.0004285316,
-0.013851526,
0.014391007,
-0.010097034,
-0.03158148,
-0.0037472025,
-0.021899993,
0.0156011935,
0.06071343,
-0.024670297,
0.061996516,
-0.0154553875,
-0.08130117,
-0.038871758,
0.021345932,
0.022745665,
0.014726359,
0.040650584,
0.036917962,
0.014449329,
0.033506114,
-0.003304318,
-0.0353141,
-0.03525578,
0.026915703,
-0.026799059,
-0.012262247,
0.0127142435,
0.023095598,
-0.050098784,
-0.05079865,
-0.0044397786,
-0.017919501,
-0.009696068,
-0.03161064,
-0.016665574,
-0.02997762,
-0.011977925,
0.023460113,
0.042254448,
-0.006258703,
-0.0014717247,
0.021214707,
-0.023358049,
-0.03665551,
-0.014813843,
0.065087594,
-0.048232473,
-0.044791464,
-0.056689195,
-0.013501593,
-0.037967764,
-0.030385876,
0.046978544,
0.020150326,
0.044791464,
0.03231051,
-0.020369034,
0.06048014,
0.02206038,
-0.013508883,
0.007829757,
-0.003697993,
-0.0505362,
-0.016155254,
0.0010434209,
0.028563306,
0.018852657,
-0.03286457,
-0.021360513,
0.020675225,
0.010038712,
0.022235345,
-0.059342857,
0.026492868,
-0.035634875,
-0.049019825,
0.015499129,
-0.020121165,
0.008901428,
0.023693401,
0.021214707,
-0.048494924,
0.028198792,
0.052723285,
-0.021943735,
-0.008974331,
-0.06397947,
-0.009076395,
-0.058526345,
0.002535194,
-0.018896399,
-0.000050861076,
0.035634875,
0.025749259,
-0.015484549,
-0.007822467,
0.007202794,
0.04549133,
-0.015863644,
0.021987475,
0.0008698212,
-0.018036146,
0.01130722,
0.016505187,
-0.017205054,
0.026230417,
0.032893732,
-0.032048058,
-0.014536813,
0.014106686,
-0.015586613,
-0.023460113,
0.03992156,
0.054210503,
-0.0010561789,
0.0178466,
0.0016977233,
0.014128557,
-0.032048058,
-0.008004724,
0.024626557,
0.0016676509,
0.00052171043,
-0.0016612719,
0.010840642,
0.046774417,
0.024816103,
0.011103092,
-0.026667833,
0.004917292,
0.016257318,
0.0051906775,
0.013188112,
-0.0006524798,
0.0041773287,
-0.0353141,
0.032135542,
0.044324886,
-0.02601171,
0.021447996,
0.0052745156,
-0.048728213,
-0.015644934,
-0.047182675,
0.014128557,
0.056660034,
0.012276826,
-0.026259579,
0.018109048,
0.008850397,
-0.011671734,
-0.001571966,
-0.029817233,
-0.02055858,
0.043595858,
-0.029948458,
-0.007312148,
-0.025793001,
0.01314437,
0.016140673,
0.042546056,
0.018750593,
0.009681488,
0.0051651616,
-0.008077627,
-0.015426227,
-0.06637068,
-0.032427154,
-0.00657583,
0.0144712,
0.021885412,
-0.0016403124,
0.018677691,
0.025457649,
0.014908616,
-0.015469968,
-0.04207948,
-0.005278161,
0.022731084,
0.002445888,
-0.02182709,
-0.026259579,
-0.060013562,
0.03131903,
-0.043041795,
0.027907182,
0.028475823,
0.047532607,
0.04050478,
0.01183941,
0.011146834,
0.029860975,
0.0335936,
-0.029525623,
0.011795669,
0.026901122,
0.011343671,
-0.018050727,
-0.034293465,
0.008515044,
0.07051156,
0.051673483,
0.035751518,
0.001715949,
0.01684054,
0.0045126816,
-0.0108625125,
0.004024233,
0.03758867,
0.023387209,
-0.011496767,
-0.0006643265,
-0.038492665,
-0.011037479,
0.029102786,
-0.011175995,
0.018123629,
-0.0046366164,
-0.03394353,
0.018969301,
0.011948764,
0.008106789,
-0.038580146,
-0.04546217,
0.0163448,
-0.009805423,
0.04735764,
0.018006984,
0.030764969,
-0.018488143,
0.024626557,
0.0013887978,
-0.02103974,
0.030969098,
0.0014206928,
0.04575378,
0.008077627,
0.011401993,
0.0136401085,
-0.0038273956,
-0.037792798,
-0.054123018,
-0.048990663,
0.040446457,
0.024830684,
0.0024914523,
0.03505165,
-0.033768564,
-0.039892398,
-0.08386735,
0.04237109,
-0.05677668,
0.00920033,
0.018779755,
-0.030356715,
-0.049311433,
0.03761783,
0.0020467453,
0.031931415,
0.010344903,
0.051206905,
0.021185545,
0.08835816,
0.0033298342,
-0.00044744075,
0.030939937,
0.03283541,
-0.046949387,
0.0069330535,
-0.000041976047,
-0.010403225,
0.02838834,
-0.056485068,
-0.06572914,
0.0054822885,
0.029117366,
-0.037938602,
-0.016140673,
0.021389673,
-0.007082504,
-0.049748853,
0.01157696,
0.052839927,
0.025413906,
-0.0039695557,
0.011817539,
0.0070460527,
-0.017423762,
-0.016505187,
-0.0037472025,
0.01870685,
-0.025370164,
-0.036480546,
-0.0143837165,
-0.01946504,
-0.030444197,
0.013647399,
-0.0028833046,
-0.023518434,
0.03607229,
0.04954472,
0.050856974,
-0.02943814,
-0.04624952,
-0.05415218,
0.009273233,
0.03939666,
-0.0048042927,
0.056835,
0.028592467,
-0.026361642,
-0.0059816726,
-0.014281653,
0.016242737,
0.004837099,
0.020646065,
0.027790537,
-0.010446968,
0.005208903,
-0.07616881,
-0.023183081,
0.022687342,
-0.0022417603,
-0.00394404,
-0.051177744,
0.0143472655,
-0.06205484,
-0.015280421,
-0.051848453,
0.028840337,
-0.027542667,
-0.0054312563,
0.003998717,
-0.060071886,
0.25451815,
0.048057508,
0.042516895,
0.023503853,
0.01816737,
0.024786942,
0.014252492,
-0.022891471,
0.0143472655,
0.0041190065,
-0.05179013,
-0.040708907,
0.0021269384,
0.04388747,
-0.009411748,
0.039834075,
-0.0416129,
-0.024509912,
-0.0084494315,
-0.074535795,
-0.07080317,
0.0043814564,
0.006776313,
0.039950717,
0.036188934,
0.002987191,
-0.015324162,
-0.052927412,
0.0014425636,
-0.014813843,
0.022512376,
-0.007417857,
0.033826888,
-0.018109048,
0.0021980186,
0.004888131,
0.01025742,
-0.030852454,
-0.019669168,
-0.02235199,
-0.0012065409,
-0.054093856,
0.038550984,
-0.042721026,
-0.020835612,
0.014609715,
-0.05523114,
0.011846701,
0.06205484,
-0.05234419,
-0.008886848,
-0.027134411,
0.016782219,
-0.033856045,
-0.03545991,
0.0037654282,
-0.035576552,
-0.03470172,
-0.013873397,
0.02997762,
0.043566696,
0.0043450054,
-0.0031202387,
0.032485474,
-0.045637134,
0.0101918075,
-0.03680132,
0.059838597,
0.010140776,
0.00023192193,
-0.0070424075,
0.013807785,
0.0070168916,
-0.045637134,
0.03732622,
-0.0072975676,
0.0054385467,
0.047182675,
0.0031457546,
-0.039367497,
-0.01762789,
0.0089233,
0.01080419,
-0.026099192,
0.034380946,
0.0437125,
-0.034993332,
-0.015674096,
-0.0070715686,
0.024801522,
0.023051856,
0.024903586,
-0.031668965,
-0.003047336,
0.025924226
] | from transformers import pipeline
video_cls = pipeline(model="my_awesome_video_cls_model")
video_cls("https://huggingface.co/datasets/sayakpaul/ucf101-subset/resolve/main/v_BasketballDunk_g14_c06.avi")
[{'score': 0.9272987842559814, 'label': 'BasketballDunk'},
{'score': 0.017777055501937866, 'label': 'BabyCrawling'},
{'score': 0.01663011871278286, 'label': 'BalanceBeam'},
{'score': 0.009560945443809032, 'label': 'BandMarching'},
{'score': 0.0068979403004050255, 'label': 'BaseballPitch'}] |
[
0.016245414,
-0.015929034,
-0.027414996,
-0.0024192736,
-0.012675825,
0.008335919,
-0.037828017,
0.026906038,
0.030647572,
0.06377116,
0.031527933,
-0.022504231,
0.03147291,
-0.05350945,
-0.009855918,
0.035847206,
-0.0046081403,
-0.05590293,
-0.030427482,
-0.026300788,
0.0021097716,
-0.002787237,
-0.057498585,
-0.03232576,
0.008225874,
-0.003810313,
0.025296627,
-0.031087752,
0.054197233,
0.0044465116,
-0.022339163,
0.008672933,
-0.0031517616,
-0.038378242,
0.012132477,
-0.020894822,
0.02762133,
-0.002677192,
-0.06701749,
-0.050620764,
0.026795993,
0.009009946,
0.0070256945,
-0.039286114,
-0.046356514,
-0.020812288,
-0.0175522,
-0.020317083,
0.010578089,
-0.008274019,
-0.03430657,
-0.00615565,
0.0069431607,
-0.0011348405,
-0.012634558,
0.0053337505,
-0.03254585,
-0.014374646,
-0.055270173,
0.028776804,
0.041872177,
-0.0056742025,
0.008102073,
-0.05496755,
0.020715998,
0.020055726,
0.018198716,
-0.024883958,
-0.025172826,
-0.00045006743,
-0.03576467,
-0.012297545,
-0.04324774,
-0.021472558,
0.0007226011,
0.005581352,
-0.00016033922,
0.0021458801,
-0.017098263,
0.05367452,
0.022559253,
0.016272925,
0.017538445,
0.027538797,
-0.0416796,
-0.03273843,
0.035572093,
-0.012861526,
-0.003334024,
-0.009016824,
-0.026630925,
0.031775534,
-0.01669935,
0.00024201334,
-0.000057655485,
0.048887555,
-0.02383853,
0.025420427,
0.03039997,
0.0012165146,
0.014567225,
0.108999714,
-0.01713953,
0.045311086,
-0.032490827,
-0.004511851,
0.019340433,
-0.010199809,
-0.046824206,
-0.03703019,
0.016121613,
-0.028226579,
0.016891928,
0.020207038,
-0.020358352,
0.038268197,
0.0012861526,
-0.005835831,
-0.020399619,
-0.028364135,
0.006853749,
-0.012462612,
0.021802694,
-0.052546553,
0.020660976,
-0.026190743,
0.013019715,
0.0017555639,
-0.062120482,
-0.013232928,
-0.021266224,
-0.035819694,
-0.0066921203,
0.030730106,
0.0050620763,
-0.016025323,
-0.0020891381,
0.018391294,
0.012455734,
-0.0073317573,
-0.010151664,
-0.02386604,
-0.03425155,
0.06745767,
0.00092850585,
0.03961625,
-0.0011597726,
-0.013913833,
-0.016176635,
-0.0022645227,
-0.03857082,
-0.0029213545,
0.005395651,
0.04068919,
-0.023123235,
-0.021582603,
-0.004773208,
-0.011424061,
0.0030124858,
0.008445964,
0.03983634,
0.020977356,
-0.05474746,
0.033591278,
-0.01139655,
0.061790347,
-0.017359622,
-0.036645032,
0.004663163,
-0.04451326,
0.044430725,
-0.0021235272,
0.033261143,
0.0068365545,
0.041239418,
0.013549308,
0.045668732,
-0.0020874187,
0.01884523,
-0.0129784485,
-0.0133154625,
-0.029079428,
0.010041619,
0.021967761,
0.02408613,
-0.0014271479,
-0.01774478,
-0.011265871,
-0.018253738,
0.023879796,
0.011781708,
0.04690674,
-0.04088177,
0.027992733,
-0.038625844,
-0.0012741165,
-0.0070188167,
-0.02557174,
0.0061006276,
-0.08423956,
-0.003961625,
0.034554176,
-0.058544014,
0.015832745,
-0.0024760156,
0.08589023,
0.0051893163,
0.05694836,
-0.027002327,
-0.017579712,
0.025668029,
0.04368792,
-0.0150074065,
0.001967057,
0.0338939,
0.012380078,
0.0195055,
-0.00032003364,
0.014154556,
0.010282343,
0.045531176,
0.028446669,
0.030510016,
0.009257548,
-0.017951114,
-0.012166866,
-0.013336096,
0.063716136,
0.02118369,
-0.0055916687,
-0.006740265,
0.056563202,
-0.023687217,
0.053069267,
0.029602142,
0.02225663,
0.039451182,
0.026314544,
-0.0020839798,
0.012875281,
0.0031208114,
0.013624964,
0.025282871,
0.042917605,
-0.00006716622,
-0.0057189083,
-0.019629302,
0.010474922,
-0.035819694,
0.01079818,
-0.05455488,
0.04214729,
0.020000704,
0.012008676,
-0.045283575,
-0.02683726,
0.024485044,
0.03964376,
-0.0051170993,
-0.006454835,
0.0031741145,
0.027098617,
-0.000050079136,
-0.022077806,
0.04346783,
0.03636992,
-0.0034234356,
0.035186935,
0.0064066905,
-0.010509311,
-0.043963034,
-0.03763544,
-0.07549097,
-0.014333379,
-0.046824206,
-0.017813558,
0.02228414,
-0.030702595,
-0.00018043534,
0.0008356553,
-0.021156179,
-0.019519256,
-0.01682315,
0.04773208,
0.022751832,
0.016836906,
-0.04368792,
0.03961625,
-0.011602884,
0.023467125,
-0.02484269,
0.0019412651,
0.0036039783,
-0.008611033,
0.056205556,
0.0015114013,
-0.016809395,
-0.015530121,
-0.024375,
0.002601536,
0.014209579,
0.008782978,
-0.015557632,
-0.017098263,
-0.048529908,
0.0385158,
0.04049661,
-0.026190743,
0.013253561,
0.052546553,
-0.017813558,
0.05628809,
0.004068231,
0.05287669,
-0.016121613,
0.04542113,
0.0333987,
-0.005684519,
-0.016327947,
-0.016204147,
-0.04410059,
-0.017923603,
-0.038378242,
-0.03213318,
-0.0336463,
0.046384025,
-0.0015096818,
-0.06294582,
0.015433831,
-0.03879091,
-0.036645032,
-0.039478693,
-0.008191485,
0.05760863,
0.03235327,
-0.004879814,
-0.06833803,
0.011011392,
0.007744427,
0.02150007,
0.022930656,
-0.049547825,
0.025544228,
0.0297397,
0.02954712,
0.01486985,
0.008906779,
-0.06074492,
0.006822799,
-0.013906955,
0.02364595,
0.017098263,
-0.011485961,
0.030922685,
0.0175522,
0.005581352,
-0.031803045,
0.015915278,
0.014567225,
0.023879796,
0.012373201,
0.013810665,
0.03488431,
0.014608492,
-0.027855176,
-0.0001714082,
-0.0044946563,
-0.009580805,
0.04027652,
-0.049272712,
0.0011520351,
-0.029437074,
-0.012366323,
-0.024264954,
0.035599604,
-0.02762133,
0.023824774,
0.022724321,
0.053784564,
-0.029794723,
-0.05117099,
-0.007854472,
-0.030730106,
0.030840151,
0.041129373,
0.046604116,
0.009429493,
0.019340433,
-0.017731024,
-0.054252256,
0.014360891,
-0.015337542,
-0.022641787,
-0.021486314,
-0.066742375,
-0.026685948,
0.024787668,
0.04082675,
0.04024901,
0.009952207,
0.03488431,
-0.019120343,
0.02345337,
0.038213175,
-0.029244496,
-0.025530472,
-0.021431291,
0.038900957,
-0.0019017176,
-0.02301319,
-0.011575373,
0.006165967,
-0.027167395,
0.0047147465,
-0.010103519,
-0.009271303,
-0.024031108,
0.01828125,
-0.030317437,
0.040193986,
0.0017022608,
-0.040936794,
-0.0015844781,
0.012916548,
0.041349463,
-0.058378946,
0.02784142,
-0.052794155,
0.026534634,
0.038378242,
-0.035214446,
-0.046136424,
0.013232928,
-0.019574279,
-0.057718676,
0.028776804,
0.034774266,
-0.012483246,
-0.012854648,
-0.003779363,
-0.0123388115,
0.0029849745,
-0.026314544,
-0.0019550207,
0.019051565,
-0.0025018074,
0.0336463,
0.026672192,
-0.004298638,
-0.018914009,
0.011451572,
-0.05073081,
0.062395595,
-0.03769046,
0.008088318,
-0.0034922138,
0.0023229842,
-0.025324138,
0.052188907,
0.011554739,
-0.06311089,
-0.0019412651,
0.007304246,
-0.052298952,
-0.03367381,
0.0068812603,
0.02613572,
-0.0039375527,
0.020757265,
-0.017001973,
0.006079994,
0.038873445,
0.013996366,
-0.038020596,
0.0010505872,
-0.018652651,
0.020771021,
-0.023577172,
-0.029272007,
0.0421748,
-0.033123586,
0.050675787,
-0.005158366,
-0.016754372,
-0.016974462,
-0.026534634,
-0.009271303,
-0.015199985,
-0.019175366,
0.03683761,
0.026094453,
-0.014828582,
0.020936089,
-0.047099322,
-0.028776804,
-0.008218996,
-0.045943845,
0.014264601,
0.068227984,
0.0031018974,
-0.016272925,
-0.053069267,
-0.06514672,
0.021981517,
-0.030069835,
0.020165771,
-0.02932703,
0.0030262414,
0.021582603,
-0.0036590009,
-0.03405897,
-0.0005480764,
0.0006048184,
-0.0023504954,
-0.030289926,
-0.003813752,
-0.0026256084,
-0.05207886,
-0.003779363,
0.09183267,
-0.071749434,
-0.05821388,
-0.01704324,
0.017854825,
0.028996894,
-0.021445047,
0.040936794,
-0.030262414,
-0.013040349,
-0.025516717,
0.04817226,
-0.03188558,
0.02225663,
-0.011114559,
-0.06597206,
0.0054025287,
0.021981517,
0.015887767,
-0.03548956,
-0.017593468,
-0.054004654,
-0.007187323,
-0.06514672,
-0.009642705,
-0.020028215,
-0.005571035,
0.0037071456,
-0.0022266947,
-0.02579183,
-0.00077805354,
0.02352215,
0.036672544,
0.016850661,
0.030482505,
-0.004731941,
-0.030510016,
-0.011451572,
0.014539714,
-0.022462964,
0.005381895,
-0.03015237,
0.00040708104,
-0.04145951,
0.03232576,
-0.0229169,
-0.024925224,
-0.0034028022,
-0.038873445,
0.054857504,
-0.029244496,
0.02995979,
0.0031500421,
0.016768128,
-0.013618086,
0.024031108,
0.00027790698,
-0.005323434,
-0.031115264,
-0.049712893,
0.03425155,
-0.019450478,
-0.048529908,
-0.0018759258,
0.004993298,
0.0436329,
-0.010550578,
0.068668164,
0.050400674,
0.00798515,
-0.017414644,
-0.04236738,
0.027566308,
-0.008253385,
0.01650677,
-0.034691732,
-0.018638896,
-0.025145315,
-0.028144045,
-0.03150042,
-0.0012784151,
-0.033756346,
0.0022284142,
0.024980247,
-0.01246949,
0.042064756,
-0.023412103,
-0.06624717,
-0.04368792,
0.016960707,
0.029519608,
0.036947656,
0.01079818,
0.009697728,
0.007888861,
0.021046134,
0.0066370973,
-0.07097912,
-0.024430022,
0.07202455,
-0.016327947,
-0.042037245,
0.021293735,
0.017387133,
-0.06294582,
-0.051556148,
0.017387133,
-0.025970653,
-0.027552553,
-0.036645032,
-0.004322711,
-0.04008394,
-0.005622619,
0.019436723,
0.040111452,
-0.034169015,
0.008638544,
0.027002327,
-0.03785553,
-0.044018056,
-0.01682315,
0.054417323,
-0.05892917,
-0.04723688,
-0.042202312,
-0.050620764,
-0.037828017,
-0.014993651,
0.020537175,
-0.011836731,
0.018487584,
0.03529698,
-0.0049726646,
0.07901241,
0.0037243403,
0.05521515,
0.013377363,
-0.019464234,
-0.061130077,
-0.030675083,
0.013714376,
0.022366675,
0.01960179,
-0.032848474,
0.0070635225,
0.027002327,
0.029161962,
0.017194552,
-0.057718676,
0.0006164247,
-0.033508744,
-0.030950196,
0.018473828,
-0.030977707,
0.0067677763,
0.020152016,
-0.0060352883,
-0.04814475,
0.007042889,
0.0045290454,
0.00023921923,
-0.01786858,
-0.03964376,
0.021266224,
-0.02696106,
0.0025121241,
-0.0067265094,
-0.029904768,
0.02105989,
0.039781317,
0.006568319,
0.035654627,
0.0015939351,
0.018102426,
0.008053929,
0.033481233,
-0.013851932,
0.016410481,
-0.016424237,
0.048502397,
-0.049272712,
0.04255996,
0.04498095,
-0.014691026,
0.011864242,
0.00495547,
-0.021981517,
-0.011568495,
0.015612654,
0.044623304,
0.003466422,
0.0346092,
0.013913833,
-0.023659706,
-0.034361593,
-0.0065889526,
-0.0064410795,
-0.024911469,
0.011988043,
0.03548956,
-0.01647926,
0.048529908,
0.029712187,
0.07202455,
-0.008033295,
0.00852162,
0.029657165,
-0.004463706,
0.0018656091,
0.014292113,
-0.02260052,
-0.018638896,
0.033728834,
0.004652846,
-0.043825477,
0.02001446,
-0.032243226,
-0.0030726667,
0.01284777,
0.0015337542,
0.020413375,
0.054004654,
-0.0038206298,
-0.0025774636,
0.0004887552,
-0.013521797,
-0.015378809,
0.019024054,
-0.07928752,
0.0016928038,
0.019890659,
-0.05521515,
0.00984904,
0.0007466735,
0.008494109,
0.039891362,
0.056563202,
0.016176635,
-0.005203072,
0.0370577,
-0.0021011743,
0.046769183,
-0.030454993,
-0.021224957,
-0.033756346,
0.006351668,
-0.042449914,
-0.014732293,
-0.035847206,
0.054032166,
0.031527933,
0.000060288403,
-0.037552904,
0.00022481878,
-0.0006353387,
0.011630395,
-0.01947799,
0.02055093,
-0.027978977,
0.052326463,
-0.026424589,
0.018652651,
0.0033666936,
0.03425155,
0.034801777,
0.009656461,
0.0010308134,
0.050565742,
0.01562641,
-0.037993085,
0.032408293,
0.0037587294,
0.035021868,
-0.0098627955,
0.003848141,
0.025750563,
0.06377116,
0.04324774,
0.022655543,
-0.019312922,
0.051115967,
0.014979895,
-0.01828125,
-0.008294652,
0.030702595,
0.028721781,
-0.000111227266,
-0.0019515818,
-0.052408997,
-0.021335002,
-0.025778074,
0.019134099,
-0.012552024,
-0.021266224,
-0.024911469,
-0.01638297,
-0.009126869,
0.034746755,
-0.020949844,
-0.030014813,
0.0015010845,
-0.008569765,
0.036479965,
0.027827665,
0.013033471,
0.0059252433,
0.01928541,
0.010818813,
-0.005811759,
0.03257336,
-0.035654627,
0.025282871,
-0.012297545,
0.031803045,
0.015915278,
-0.005203072,
-0.023783507,
-0.03317861,
-0.026424589,
0.017620979,
0.0026084138,
-0.011279627,
0.0065958304,
-0.039671272,
-0.000827058,
-0.046163935,
0.038873445,
-0.073950335,
0.0044533894,
0.016960707,
-0.009457004,
-0.03920358,
0.053014245,
0.0016386409,
0.03425155,
0.012957815,
0.07538092,
0.03980883,
0.11021021,
0.038020596,
0.009800895,
0.052546553,
0.05502257,
-0.004226421,
-0.0030348387,
-0.011816097,
-0.013686865,
0.021788938,
-0.026493367,
-0.065641925,
0.012297545,
0.034416616,
-0.042257335,
-0.030207392,
0.013535553,
-0.038213175,
-0.054444835,
0.0020788214,
0.09122742,
0.023934819,
0.018638896,
-0.0017160164,
-0.0387634,
-0.0127170915,
0.0018793647,
-0.017084507,
0.032848474,
-0.006747143,
-0.04368792,
-0.018171204,
-0.018638896,
-0.00609375,
-0.017497178,
0.008390942,
-0.03081264,
0.012056821,
0.03763544,
0.048282307,
-0.016080346,
-0.024966491,
-0.01694695,
0.027992733,
0.047622036,
-0.00067918486,
0.067182556,
0.08688064,
-0.024457533,
0.006967233,
-0.026754726,
0.033783857,
-0.009608316,
0.011066414,
0.021197446,
0.010818813,
-0.027428752,
-0.021637626,
-0.037112724,
0.037965573,
-0.038158152,
0.009016824,
-0.056453157,
0.007806327,
-0.05524266,
-0.024911469,
-0.03980883,
0.02352215,
0.017662246,
0.00076128886,
-0.028391646,
-0.03551707,
0.22273137,
0.048254795,
0.06360609,
0.009443249,
0.033068564,
0.06481659,
0.025365405,
-0.040661678,
-0.007011939,
-0.019312922,
-0.011307138,
-0.03488431,
0.008961801,
0.019835636,
-0.009505149,
0.025145315,
-0.03636992,
-0.015915278,
0.02771762,
-0.038433265,
-0.016988218,
0.008384064,
0.0025069658,
0.015447587,
0.028089022,
0.017153285,
0.022848122,
-0.043935522,
-0.0028800876,
-0.016217902,
0.04255996,
-0.016231658,
0.038048107,
-0.017125774,
-0.006960355,
0.03301354,
-0.0018535728,
-0.04839235,
0.016754372,
-0.0072423457,
-0.008218996,
-0.010227321,
0.028969383,
0.021472558,
-0.045118507,
0.030647572,
-0.020592198,
0.016451748,
0.047594525,
-0.0838544,
0.027167395,
-0.060249716,
0.017469667,
-0.032710917,
-0.026369566,
-0.016891928,
-0.057113428,
-0.016836906,
-0.012799625,
0.06591704,
0.027029838,
0.0054850625,
-0.022022784,
-0.0066027083,
-0.024663867,
-0.015557632,
-0.027442507,
0.0026978254,
-0.012297545,
0.0008949765,
0.013363607,
0.0033357434,
0.023824774,
-0.032931007,
0.014608492,
0.04008394,
-0.0023745678,
0.033701323,
0.00081201276,
-0.06256066,
0.0111008035,
-0.05518764,
0.028391646,
-0.0065992693,
0.029024405,
0.030840151,
-0.03788304,
-0.015282519,
-0.028721781,
0.021555092,
0.023728484,
0.044018056,
-0.008335919,
0.016781883,
0.017676001
] | You can also manually replicate the results of the pipeline if you'd like.
def run_inference(model, video):
# (num_frames, num_channels, height, width)
perumuted_sample_test_video = video.permute(1, 0, 2, 3)
inputs = {
"pixel_values": perumuted_sample_test_video.unsqueeze(0),
"labels": torch.tensor(
[sample_test_video["label"]]
), # this can be skipped if you don't have labels available.
} |
[
0.029039612,
0.021807471,
-0.044531107,
-0.007877619,
-0.043975856,
-0.0070933276,
-0.035536043,
0.021515965,
0.028262261,
0.034536593,
0.006704652,
0.01686574,
0.009161636,
-0.030399976,
0.0115006305,
0.023598155,
0.013659167,
-0.030150114,
-0.04247668,
0.008675792,
-0.005389402,
0.015810763,
-0.06474223,
-0.042226817,
-0.028650936,
-0.0034425543,
-0.036479972,
-0.029705912,
0.057468448,
0.017115602,
-0.06607483,
0.0026582626,
0.004865384,
-0.00046111835,
-0.03414792,
-0.04020015,
-0.011681086,
0.0055386256,
-0.07490332,
-0.05233238,
-0.024916874,
0.026207833,
0.009515609,
-0.06657456,
-0.05574717,
0.025569296,
0.019697519,
-0.046724346,
-0.006121639,
-0.025458245,
-0.029872488,
0.07151629,
-0.019530943,
0.0013968025,
0.01840656,
0.021071764,
-0.028928561,
-0.010924557,
-0.056219134,
0.0584679,
0.04711302,
0.017504279,
0.0029705912,
-0.05036124,
0.020322176,
-0.0068399943,
0.0059828265,
-0.042171292,
-0.03625787,
-0.016227202,
-0.054359045,
-0.033009656,
-0.011216064,
-0.037312847,
0.0044871196,
0.013312136,
0.025250025,
0.022543179,
0.0031840156,
0.05391484,
0.051777128,
0.03273203,
0.015519257,
0.009668303,
-0.02552765,
-0.042671017,
0.059856024,
-0.038728736,
-0.031621527,
-0.029095137,
-0.03012235,
0.026082901,
-0.037895862,
0.018642543,
0.033065178,
0.03725732,
-0.02606902,
0.015102819,
-0.01643542,
0.0015894051,
0.05088873,
0.09600285,
-0.017296059,
0.0076138754,
-0.047029734,
-0.009383737,
0.012867935,
-0.0057884883,
-0.03395358,
-0.039589375,
0.0019329665,
0.021668658,
0.029928012,
0.0067081223,
0.023945186,
0.046557773,
-0.029428286,
0.015602545,
-0.03492527,
-0.020585919,
0.015435969,
-0.011236886,
0.011667205,
-0.03567486,
0.026027376,
-0.0018219163,
0.012604191,
0.013999258,
-0.015852407,
0.001527807,
-0.010792686,
-0.002422281,
-0.0103346035,
0.03120509,
-0.018004004,
0.0031371664,
0.002913331,
0.01347871,
0.012236337,
-0.052832104,
0.017032316,
0.041588277,
-0.0063784425,
0.046557773,
0.022404365,
0.0028838334,
-0.019308843,
-0.050722152,
-0.04436453,
-0.013270492,
-0.046585534,
0.017101722,
-0.0026409111,
0.01205588,
-0.050194662,
-0.027776416,
-0.034064632,
0.03425897,
0.024208931,
0.014825193,
-0.019794688,
0.045030832,
-0.03900636,
0.02651322,
0.001500912,
0.044086907,
-0.010438713,
-0.017504279,
0.019017337,
-0.031121802,
-0.010244375,
0.008890952,
0.03753495,
-0.018267749,
0.06557511,
0.03592472,
0.052387904,
0.041005265,
-0.0037618235,
-0.0160051,
-0.014811313,
-0.0030174404,
0.05508087,
0.015186107,
-0.0050874846,
0.0100361565,
0.00920328,
0.00312155,
-0.005628854,
0.043198504,
0.0050736032,
0.024361625,
-0.036757596,
0.030066825,
-0.07601382,
0.0028317785,
-0.01872583,
-0.0048827357,
0.008488395,
-0.019530943,
-0.0047786264,
0.05474772,
-0.024403268,
0.015949577,
0.014408756,
0.0067254743,
0.00086150615,
0.0018323273,
-0.021779709,
-0.013874327,
0.025236145,
0.017476516,
-0.0016796334,
-0.009237983,
0.04181038,
0.015907932,
-0.013312136,
0.004837622,
0.028081805,
0.009237983,
0.059800502,
-0.005795429,
0.028678698,
0.005729493,
0.0075305877,
-0.02290409,
-0.005000727,
0.013777158,
-0.0007513236,
0.042587727,
0.00077518204,
0.026693678,
0.020294413,
0.051555026,
0.0056566163,
0.0047820965,
0.022709753,
0.041699328,
0.04764051,
0.0035223716,
0.017587567,
-0.0295671,
0.019156149,
0.02683249,
-0.0070933276,
-0.010757983,
0.011209124,
0.010161088,
-0.06757401,
0.031482715,
-0.051860414,
0.03614682,
0.018795237,
-0.0020544275,
-0.0380902,
-0.012944282,
0.023931306,
0.004206024,
0.014380993,
-0.027332217,
0.04480873,
0.035230655,
0.012458437,
-0.005923831,
0.038312297,
0.03525842,
0.023417698,
0.025985733,
-0.0025836509,
-0.06824031,
-0.017684735,
-0.027693128,
-0.03253769,
-0.030150114,
-0.052637767,
-0.017365465,
0.0054588085,
-0.040311202,
0.01721277,
-0.0033020065,
-0.000014545508,
-0.012000356,
-0.0065311366,
0.08278788,
0.03450883,
0.030927464,
-0.08850696,
-0.005444927,
-0.02672144,
0.034675404,
0.009022824,
-0.038617685,
0.019669756,
0.022598704,
0.04136618,
0.03078865,
-0.0012250219,
-0.0022435598,
-0.045475032,
0.0152138695,
-0.0100361565,
0.044753205,
-0.011847662,
0.055108633,
-0.014616975,
0.029150661,
0.023376055,
-0.031038513,
0.02234884,
0.040894214,
0.01839268,
0.016824096,
-0.0061181686,
0.014519806,
-0.031094039,
0.054608908,
0.0600226,
-0.01961423,
-0.040588826,
-0.023209479,
-0.07551409,
0.02454208,
-0.027304454,
-0.03525842,
-0.00041535354,
0.077790625,
-0.060744427,
-0.09539207,
0.0020075783,
-0.046918683,
-0.037868097,
-0.026235595,
-0.018434323,
0.07457017,
-0.003536253,
0.020225007,
-0.032232303,
-0.020086193,
-0.029900251,
0.010466476,
0.013242729,
-0.015574782,
0.030039063,
0.03098299,
0.0039075767,
-0.020544276,
0.04916745,
-0.03295413,
0.005319996,
-0.0055143335,
0.004657165,
-0.016810214,
-0.008405107,
0.015519257,
0.010251316,
0.026776966,
-0.05641347,
0.005871776,
0.028456599,
0.008988121,
-0.011493689,
0.013353779,
-0.016810214,
0.00821077,
-0.0604668,
-0.013013688,
-0.00898118,
0.0030573492,
0.042310104,
-0.03659102,
0.026846372,
-0.048112474,
0.0073848343,
0.0012727387,
0.00158767,
-0.03273203,
0.023584273,
0.013096976,
0.043753754,
0.0005817119,
-0.04280983,
-0.0015685832,
-0.017060077,
0.019669756,
0.028539887,
0.023570392,
-0.012985926,
0.04983375,
-0.003274244,
-0.0025489477,
0.033009656,
-0.016907385,
0.016921265,
-0.0010150677,
-0.020419344,
-0.05671886,
0.044197954,
0.046363432,
0.040921975,
0.003241276,
0.041033026,
-0.038589925,
-0.0013343368,
0.013305195,
0.0072113182,
-0.037645996,
-0.025583176,
-0.000752625,
0.02651322,
-0.023417698,
-0.0041886726,
-0.020724732,
-0.01084127,
0.032704268,
0.011618621,
-0.039783712,
-0.035758145,
0.010862092,
-0.031066276,
0.028928561,
-0.0025541533,
-0.030622076,
-0.031149564,
0.000009678931,
0.03714627,
-0.023917424,
0.01960035,
-0.052721053,
-0.0040151565,
0.024139524,
-0.0123612685,
-0.025583176,
0.004448946,
-0.0043968917,
-0.07151629,
0.030538788,
0.047945898,
-0.039172936,
-0.029539337,
-0.05355393,
-0.0070239212,
0.019850213,
0.019530943,
0.044197954,
-0.007974789,
-0.005573329,
-0.017823547,
0.013777158,
-0.019891856,
-0.0160051,
0.009932047,
-0.04433677,
0.06801821,
-0.035202894,
-0.007856797,
-0.052721053,
0.02794299,
-0.0032829198,
0.031566,
0.04697421,
-0.003921458,
0.016949028,
0.05719082,
-0.03709075,
-0.026138427,
0.009938988,
0.019197794,
-0.03370372,
0.033648193,
0.016254963,
-0.00007542517,
0.023140073,
-0.020460987,
-0.013499533,
-0.0039631017,
-0.008717436,
0.01885076,
0.012680538,
-0.0060661137,
0.030844176,
-0.07134972,
0.02431998,
-0.022543179,
-0.0016752954,
-0.021335509,
-0.0400891,
-0.005465749,
-0.0005352964,
-0.0066005425,
0.058301322,
0.017018434,
-0.0038485813,
-0.015630307,
0.012500081,
-0.0024361624,
0.011431224,
-0.008439811,
0.031732578,
0.056580048,
0.023778612,
0.045141883,
-0.04894535,
-0.00042468004,
0.01215999,
-0.021168932,
-0.0014688116,
-0.013645286,
0.001729953,
0.0155886635,
-0.0014054783,
-0.032926366,
0.015019531,
-0.0132635515,
0.016490946,
-0.002004108,
-0.042559966,
-0.039256226,
-0.025263907,
0.00067454285,
0.06835136,
-0.051388454,
-0.04919521,
-0.015311038,
0.0047231014,
0.035952482,
0.018364917,
0.058245797,
-0.017615328,
-0.023750849,
-0.02923395,
0.030927464,
-0.009328212,
0.019017337,
-0.025652582,
0.003973513,
-0.012409853,
0.041338414,
0.016560351,
-0.026277239,
0.017684735,
-0.046474483,
0.017115602,
-0.06485328,
-0.0035952483,
0.0033315043,
0.03012235,
-0.021335509,
-0.004861914,
0.007919263,
-0.03370372,
0.016088389,
0.04872325,
0.002528126,
0.016282726,
-0.04394809,
-0.025930207,
0.018531492,
-0.01138958,
-0.028067922,
0.033370566,
-0.026429933,
-0.013631404,
0.005125658,
0.033009656,
-0.026318884,
-0.028928561,
-0.04225458,
-0.0033974403,
0.0501669,
-0.04653001,
0.059633926,
-0.00973771,
0.0017021904,
-0.00613205,
0.038812023,
-0.022071214,
0.031566,
-0.01588017,
-0.075625144,
0.012028119,
-0.0030365272,
-0.019031217,
-0.033370566,
0.02190464,
0.03778481,
-0.033009656,
0.05571941,
0.06379831,
0.013922911,
0.000062303036,
-0.038395587,
0.051749364,
0.03492527,
0.02594409,
-0.018128935,
-0.021044001,
-0.005104836,
-0.014492043,
-0.025888564,
-0.04711302,
-0.006548488,
-0.008766021,
0.012347387,
-0.011299352,
0.05660781,
-0.006506844,
-0.05857895,
-0.053054206,
0.021377152,
0.0113479365,
0.013985377,
0.03623011,
0.023070667,
0.009349033,
0.032565452,
-0.013221907,
-0.072959945,
-0.023265004,
0.074958846,
-0.016796334,
-0.027609842,
0.0012328301,
0.023029022,
-0.030899702,
-0.06824031,
-0.02168254,
0.031899154,
-0.012076703,
0.0014358436,
-0.020377701,
-0.04206024,
-0.008183007,
0.0010567115,
0.027193403,
-0.04350389,
0.0058336025,
0.0027589018,
-0.014644737,
-0.04875101,
-0.03425897,
0.050777677,
-0.0055594477,
-0.04350389,
-0.031704813,
0.021391032,
-0.03659102,
-0.04339284,
0.016379897,
-0.032176778,
0.0017507749,
0.01336072,
0.0028873037,
0.045391746,
-0.009730768,
0.02923395,
0.013020629,
-0.030622076,
-0.038284536,
-0.0068052914,
0.023167836,
-0.020572038,
0.02562482,
-0.02804016,
-0.009647481,
0.018364917,
0.011458986,
-0.026568746,
-0.061299678,
0.010494238,
-0.05374827,
-0.009029765,
0.013874327,
0.028984087,
0.03559157,
0.044114668,
0.011646383,
-0.030955227,
0.03295413,
0.023376055,
-0.010133325,
-0.03953385,
-0.03481422,
0.03592472,
-0.02025277,
-0.011209124,
-0.026027376,
-0.033787005,
0.029289475,
0.021557609,
-0.01719889,
0.016379897,
0.011674146,
0.032482166,
0.02005843,
0.012888757,
-0.03287084,
-0.003088582,
0.0026357058,
0.030066825,
-0.026041258,
0.031232852,
0.012847113,
-0.017434873,
0.02068309,
0.008183007,
-0.024153406,
-0.033370566,
-0.0032013673,
0.04666882,
0.0039110472,
-0.00006214036,
-0.010757983,
0.0057329633,
-0.05463667,
-0.01051506,
0.0033974403,
-0.016837977,
-0.0030868468,
0.050305713,
0.021529846,
0.03428673,
-0.008550861,
0.031232852,
-0.026055139,
0.045863707,
0.029955775,
-0.0041157957,
-0.001127853,
-0.0077457475,
-0.025708107,
-0.036008008,
0.016504828,
0.0400891,
-0.0039700423,
0.01686574,
-0.002484747,
0.029650386,
0.03228783,
0.0134509485,
0.010244375,
0.036757596,
0.015283275,
-0.0050458405,
0.022265553,
-0.050111376,
-0.0065936022,
0.0055594477,
-0.063132,
-0.006253511,
0.04350389,
-0.0051534204,
-0.014478162,
0.013700811,
-0.02365368,
0.03611906,
0.012972045,
0.027526554,
-0.0010671224,
-0.004875795,
0.011465927,
0.036091294,
-0.03198244,
-0.059856024,
-0.04919521,
0.042893115,
-0.029317237,
-0.028303904,
-0.022390485,
0.042448916,
0.03231559,
-0.008023373,
-0.0012267571,
-0.0025749751,
0.000055335287,
0.019086743,
-0.04808471,
0.0030330569,
-0.029428286,
0.018684186,
-0.023348292,
0.0077179847,
-0.03101075,
0.02365368,
0.030372214,
-0.010987023,
0.010931498,
0.03822901,
0.030455502,
-0.01818446,
0.013319076,
0.027915228,
0.010459535,
-0.00023598154,
-0.005500452,
0.023042904,
0.072904415,
0.027651485,
0.00050189457,
0.000575205,
0.042782065,
0.011479808,
-0.028067922,
-0.02837331,
0.031732578,
-0.013881267,
0.005049311,
0.04580818,
-0.05366498,
-0.0053546987,
-0.031149564,
0.010966201,
0.022848567,
-0.02584692,
-0.0142005365,
-0.024181169,
-0.011924009,
0.044281244,
0.008335701,
-0.049694937,
0.025888564,
-0.012854054,
0.042199053,
0.0060973465,
0.022071214,
-0.016949028,
0.015699714,
0.03056655,
0.005781548,
0.015088938,
-0.019336605,
0.03822901,
-0.014880719,
0.035008557,
-0.0405333,
0.013430126,
-0.010639992,
-0.042337865,
-0.0050909547,
0.021807471,
0.03362043,
-0.033481617,
0.000072171744,
-0.00919634,
-0.015727475,
-0.066407986,
0.036924172,
-0.0784014,
-0.004022097,
0.017712498,
-0.026041258,
-0.031815864,
0.038340062,
-0.00103936,
0.00095346954,
0.0067775287,
0.0470575,
0.03611906,
0.036479972,
0.067074284,
-0.0071002683,
0.013721633,
0.022251671,
-0.025097331,
-0.010244375,
0.013700811,
-0.03911741,
-0.014880719,
-0.0495006,
-0.04225458,
0.00034789927,
-0.0073223687,
0.022529297,
-0.015824646,
0.028817512,
-0.04852891,
-0.043614943,
0.0006233557,
0.100611426,
0.012430675,
0.020294413,
0.0029931483,
0.006166753,
-0.01664364,
-0.015963458,
-0.056052558,
0.027207285,
0.011354877,
-0.04197695,
-0.014964006,
-0.05991155,
0.018115055,
0.0036299515,
-0.0075305877,
-0.0021932402,
0.0019954322,
-0.005927301,
0.050972015,
-0.021599252,
-0.03328728,
-0.022973498,
0.017171128,
0.041588277,
0.004022097,
0.06474223,
0.05774607,
-0.043614943,
-0.030399976,
-0.010764923,
0.024347743,
0.011139717,
0.002880363,
-0.005455338,
-0.0005057987,
-0.048556674,
-0.055497307,
-0.047696035,
-0.001828857,
-0.04664106,
0.018767474,
-0.014922363,
0.010549763,
-0.05444233,
-0.060633376,
-0.025541533,
0.040338963,
-0.019336605,
-0.045475032,
0.005181183,
-0.065130904,
0.22654228,
0.018878523,
0.034203444,
-0.005125658,
0.0075861127,
0.057690546,
0.03678536,
0.013603643,
0.03145495,
-0.022612585,
-0.028109567,
-0.015130581,
0.013416245,
-0.0060383515,
0.027110115,
0.037062984,
-0.045697134,
-0.015186107,
0.0027693128,
-0.02629112,
-0.061355203,
0.034231205,
0.0012441085,
0.047446173,
0.024472674,
-0.025888564,
-0.014478162,
-0.059633926,
-0.008502277,
-0.019072862,
0.03825677,
0.011917068,
0.020544276,
-0.0032187188,
-0.0009630129,
0.051221877,
0.016518708,
-0.020322176,
-0.0125486655,
-0.01116748,
0.018212223,
-0.045697134,
0.028414955,
0.008280176,
-0.009945928,
0.029733675,
-0.013339898,
0.0033106823,
0.027887465,
-0.04322627,
0.047001973,
-0.033203993,
0.020558158,
-0.0396449,
-0.033453856,
-0.009647481,
-0.036174584,
-0.0580237,
-0.06940634,
0.023723086,
0.049139686,
0.0045599965,
-0.058634475,
0.04466992,
0.008585564,
-0.01983633,
-0.024070118,
0.033759244,
0.0014974418,
0.020932952,
-0.030538788,
0.03539723,
-0.019905737,
-0.03603577,
0.0058336025,
-0.011528392,
-0.0036403623,
0.015533138,
0.026429933,
-0.046141334,
0.0190451,
-0.016490946,
0.012021177,
-0.042615492,
0.05330407,
0.036479972,
-0.034592118,
-0.015741358,
-0.012722182,
0.017115602,
0.029067375,
0.021377152,
0.027429385,
0.0124723185,
0.028248379
] | train_results = trainer.train()
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()
Inference
Great, now that you have fine-tuned a model, you can use it for inference!
Load a video for inference:
sample_test_video = next(iter(test_dataset)) |
[
0.032536954,
0.015683895,
-0.028544689,
0.018621061,
-0.013202989,
-0.020160934,
-0.006744075,
0.05215608,
0.0021101967,
0.056205377,
0.012611277,
0.022784423,
0.017950932,
-0.04545478,
-0.019276934,
0.03330689,
0.00093925145,
-0.05192795,
-0.045483295,
-0.0051685562,
0.044371165,
0.05058769,
-0.08149923,
-0.033420954,
0.0024113988,
0.008376626,
0.014856926,
-0.050958402,
0.031396307,
0.031709984,
0.023240682,
-0.014557506,
0.026177848,
-0.067526296,
-0.0142295705,
-0.0022652536,
0.020332031,
-0.0230981,
-0.04023632,
-0.042802777,
0.0035787798,
0.023126617,
-0.027603656,
-0.037013993,
-0.040521484,
-0.001086288,
0.00016218574,
-0.017081188,
-0.014586022,
0.0028979562,
-0.038553867,
-0.0007436483,
0.04149103,
-0.008305335,
-0.035901863,
-0.012311858,
-0.021330098,
0.008668916,
-0.06336293,
-0.008148496,
0.07271624,
-0.000061822175,
0.029186303,
-0.06199416,
0.029485723,
-0.014407797,
0.012176406,
0.0034201585,
-0.02406765,
-0.0023614955,
-0.022627583,
0.004612491,
-0.012304729,
-0.021244548,
-0.03285063,
0.010194532,
-0.00879011,
0.014072731,
-0.043401614,
0.050245497,
0.022941262,
0.03390573,
0.027375527,
-0.0067547685,
-0.0345616,
-0.055977248,
0.008219787,
-0.012853665,
-0.013630731,
-0.019961322,
-0.021444162,
0.034304958,
-0.028416367,
0.029086497,
0.07043495,
0.0034326343,
0.022142809,
0.042717226,
0.0061345417,
-0.0017385954,
0.029314626,
0.12490084,
-0.015584089,
0.030768951,
-0.025835654,
0.008918433,
0.004762201,
-0.0172808,
-0.023269197,
0.008376626,
0.018150544,
-0.0042489097,
0.0125898905,
-0.026505783,
-0.016910091,
0.05432331,
0.0014739297,
0.02064571,
-0.019433772,
-0.019333966,
0.02244223,
0.01147776,
0.0028052786,
-0.058401123,
0.021871904,
-0.033877213,
-0.00737856,
0.019533578,
-0.038667932,
0.010037693,
0.004983201,
-0.010230177,
-0.019505063,
0.0067618974,
-0.028402109,
-0.007196769,
-0.014600281,
0.026705395,
0.00034932312,
-0.02817398,
0.028259527,
-0.00640901,
-0.044684842,
0.08292503,
0.004045732,
0.005806606,
0.002678738,
0.013267149,
-0.027475333,
0.0016254219,
-0.04328755,
-0.021572486,
-0.0070149787,
0.02808843,
-0.01750893,
-0.026705395,
0.0027571574,
0.04314497,
0.008504949,
0.0028854802,
0.030740434,
-0.015541314,
-0.056519054,
0.04804975,
0.0025860604,
0.06803959,
-0.013851731,
-0.041776195,
0.009075272,
-0.045198135,
0.024081908,
-0.0023062455,
0.044086006,
0.0045946683,
0.03353502,
0.05090137,
0.058971446,
-0.032308824,
0.040977743,
-0.006580107,
-0.030825984,
-0.03681438,
0.021814872,
0.013623602,
0.0029674643,
0.009353305,
0.002322286,
-0.017722802,
-0.03247992,
0.022670358,
0.04194729,
0.06296371,
-0.02295552,
0.005706799,
-0.04234652,
-0.0033310454,
-0.021372871,
0.025892686,
-0.028673012,
-0.043686777,
0.008155625,
0.037213605,
-0.04194729,
0.027746236,
-0.029856434,
0.036158506,
0.016068863,
0.03404831,
-0.077107735,
-0.023369003,
0.029485723,
0.008704562,
0.010365629,
0.007335786,
0.03324986,
-0.022385197,
-0.026862236,
-0.006982898,
0.018506996,
0.0029336014,
0.048021235,
0.016525123,
0.016197186,
0.028886883,
-0.009224982,
-0.0548366,
-0.009902241,
0.042859808,
-0.0012939214,
0.0124187935,
0.021586742,
0.04576846,
-0.029343143,
0.039466385,
0.011199727,
-0.0068189297,
0.030113079,
0.02794585,
0.03316431,
0.013816086,
0.026348945,
0.008982594,
0.018606802,
0.02130158,
0.004334458,
-0.014714345,
-0.029913466,
0.033734635,
-0.036015928,
-0.01191976,
-0.055093247,
0.0557206,
0.017052671,
0.0043202,
-0.011342308,
-0.0032490615,
0.062108226,
0.024552425,
-0.016967123,
0.012604148,
0.003628683,
0.015926283,
0.023768231,
-0.022043003,
0.02383952,
0.034219407,
0.026562816,
0.0052184598,
-0.008804369,
-0.024766296,
-0.028059915,
-0.071062304,
-0.06649972,
-0.017152479,
-0.007920367,
-0.014037087,
-0.02734701,
-0.046253234,
-0.015241895,
-0.050958402,
-0.031396307,
-0.029343143,
-0.053040083,
0.064218424,
0.011299534,
-0.0007044386,
-0.08315316,
-0.013587956,
-0.05803041,
0.016553639,
0.0020923743,
-0.011042888,
0.011934019,
0.021643775,
0.038439803,
-0.028772818,
0.010672178,
-0.00811998,
-0.025350878,
0.024923135,
-0.025436426,
0.05298305,
0.014985249,
0.024609458,
-0.02882985,
0.04263168,
0.045169618,
-0.039723027,
0.0064339614,
0.052213114,
-0.008127109,
0.05358189,
0.000696864,
-0.009959273,
-0.031481855,
0.04388639,
0.02316939,
-0.00379978,
-0.03202366,
-0.007877593,
-0.0461962,
0.0006826059,
-0.019690417,
-0.015912024,
0.022470744,
0.054950666,
-0.022641841,
-0.061366804,
-0.00075523305,
-0.037156574,
-0.012140761,
-0.06336293,
-0.048192333,
0.044371165,
0.07111934,
0.012361761,
-0.04807827,
-0.024752038,
0.013495279,
0.033135794,
0.0034718441,
0.012176406,
0.044399682,
0.050359562,
0.021786356,
0.03256547,
-0.0112924045,
-0.027076107,
-0.0061808806,
0.026805203,
0.010251564,
-0.014479087,
0.013994312,
0.002999545,
0.01475712,
0.003320352,
-0.019661902,
0.04023632,
0.030883016,
0.019362481,
0.019091578,
0.027632171,
0.0034415456,
-0.007820561,
-0.015826477,
-0.019276934,
0.0006772591,
0.04023632,
0.033877213,
-0.030426757,
0.012846536,
-0.04679504,
-0.018064996,
-0.013067536,
0.0046659587,
-0.044798907,
0.03322134,
-0.004345152,
0.05880035,
-0.015954798,
-0.028872626,
-0.0060632513,
-0.039295286,
-0.00975966,
0.072830305,
0.025365137,
0.006184445,
-0.004120587,
0.016796026,
-0.027275719,
0.0017617649,
-0.017109703,
0.0044342647,
-0.041975807,
-0.03749877,
-0.061880097,
0.029371658,
0.063134804,
0.024153199,
0.014928217,
0.0057317507,
-0.06199416,
-0.0044520875,
0.023212165,
-0.008462175,
0.022542035,
-0.030540822,
-0.0027482463,
0.009396079,
-0.0015354177,
-0.019362481,
-0.0015879944,
-0.01400857,
0.0076423343,
0.015099314,
-0.009937886,
-0.012696826,
0.028402109,
-0.015769444,
0.03307876,
0.006020477,
-0.031624436,
0.0073143984,
0.0142295705,
0.036956962,
-0.02572159,
0.0074997535,
-0.054665502,
0.030312693,
0.022599068,
-0.013473892,
-0.04790717,
0.008519207,
-0.014379281,
-0.06495984,
-0.012183535,
0.06302074,
-0.03598741,
0.01960487,
-0.042517614,
0.0057852184,
-0.017694285,
0.00057745253,
-0.01787964,
-0.010821887,
-0.009959273,
0.027361268,
0.025949718,
-0.008954078,
-0.023240682,
0.029400175,
-0.056889765,
0.016653445,
-0.03025566,
-0.007991658,
-0.0053539113,
-0.008212658,
-0.03958045,
0.051528726,
0.00901824,
-0.0031795532,
-0.009830951,
0.019319708,
-0.0032490615,
-0.023483068,
0.036415152,
0.0269763,
-0.0033096583,
0.027489591,
-0.021201774,
-0.0099949185,
-0.013267149,
0.022342421,
-0.031681467,
0.004202571,
-0.006544462,
-0.005685412,
-0.020774033,
-0.02279868,
0.014329377,
-0.048106786,
0.041034773,
0.02003261,
-0.006900914,
-0.040264837,
-0.047821622,
0.010394145,
-0.013637859,
-0.008875659,
0.03940935,
0.008426529,
-0.0011976793,
-0.0015309621,
-0.05811596,
-0.030540822,
0.0020406886,
-0.017223768,
0.008162755,
0.03852535,
0.002329415,
0.022898488,
-0.027760495,
-0.04790717,
0.012340374,
-0.02942869,
-0.006327026,
-0.01914861,
-0.017779835,
0.012454439,
0.00037806208,
-0.038867544,
0.038040575,
-0.011577566,
-0.0029941981,
-0.0042168293,
-0.030768951,
0.019961322,
-0.025094232,
-0.017993705,
0.0567757,
-0.038696446,
-0.04465633,
-0.025607524,
0.027960109,
0.012411664,
0.022271132,
0.053610407,
-0.027133139,
-0.011777179,
-0.04642433,
0.04844898,
-0.011684502,
0.023711197,
-0.01616867,
-0.047279816,
0.013901634,
0.023041068,
-0.0050794436,
-0.028074173,
-0.034618635,
-0.013252892,
0.009773918,
-0.023454553,
-0.0078419475,
-0.029999014,
0.017052671,
-0.016154412,
0.010030564,
0.015455766,
0.0018909788,
0.020260742,
0.024851846,
0.0069044787,
0.029799402,
-0.02191468,
0.003156384,
0.002548633,
-0.007414205,
-0.052669372,
0.016040348,
0.00019460061,
0.03256547,
-0.007350044,
0.027261462,
-0.022599068,
-0.019847257,
-0.008547723,
-0.024780555,
0.022513518,
-0.027817527,
-0.0006006219,
-0.016567897,
0.009296273,
-0.014785636,
-0.007506883,
-0.03242289,
-0.008034431,
-0.025008684,
-0.06570126,
0.05523583,
-0.015840733,
0.0018624626,
-0.007906109,
0.009738273,
0.059142545,
-0.0063377195,
0.06627159,
0.053467825,
-0.0042738616,
-0.0057780896,
-0.022399453,
-0.009567176,
-0.0008746445,
0.011556179,
-0.006975769,
-0.020274999,
-0.00916795,
0.01632551,
-0.02332623,
-0.024010617,
-0.019120093,
0.02458094,
0.0548366,
-0.03881051,
0.047707558,
-0.017223768,
-0.063990295,
-0.048848204,
0.013652118,
0.009624208,
0.017466156,
0.030056046,
0.02646301,
0.021287324,
0.015142088,
0.025621781,
-0.04799272,
-0.030854499,
0.012889311,
-0.02593546,
-0.027760495,
0.02614933,
0.031938113,
-0.03718509,
-0.027404042,
0.008604756,
-0.035445604,
-0.014279474,
-0.025864169,
-0.008918433,
-0.024752038,
-0.032936182,
0.042032838,
0.023682682,
-0.06273558,
0.0250372,
-0.008298206,
-0.039723027,
-0.06957946,
-0.011912632,
0.04323052,
-0.034675665,
-0.003026279,
-0.042717226,
0.018692352,
-0.035046376,
-0.017822608,
0.040977743,
0.007863334,
-0.01960487,
0.042089872,
-0.0064874296,
0.063134804,
-0.000051379237,
0.009374692,
-0.023041068,
-0.047051687,
-0.044798907,
-0.015612605,
-0.007820561,
0.004291684,
0.030797467,
-0.0022919874,
0.014643055,
0.06227932,
0.04211839,
-0.004865572,
-0.054522924,
0.010893178,
-0.037071027,
-0.05885738,
-0.006704865,
0.0006032953,
0.009638467,
0.026277654,
0.03815464,
-0.07459831,
0.033135794,
0.03786948,
-0.009545789,
-0.013980054,
-0.04976072,
-0.0053040083,
-0.037669864,
0.007820561,
-0.015698154,
0.0030423193,
0.03835425,
0.04283129,
-0.015512798,
0.018920481,
-0.013573699,
0.04591104,
-0.0104369195,
0.0055321376,
0.003512836,
-0.027361268,
-0.0075282697,
0.011563309,
-0.027261462,
0.055635054,
0.026263395,
-0.053239696,
-0.019718934,
-0.0020995033,
-0.020702742,
-0.01386599,
0.048334915,
0.05358189,
-0.0027428993,
0.010016305,
0.004844185,
0.004598233,
-0.0463673,
0.005603428,
0.028701529,
-0.0012957036,
-0.0003317233,
-0.0045340713,
0.030968564,
0.037242122,
0.021059195,
0.02383952,
-0.03322134,
0.015612605,
0.0122476965,
0.031424824,
0.002958553,
0.006088203,
-0.015384476,
-0.0347327,
0.008889917,
0.028045656,
-0.049418528,
0.0326225,
0.00027446816,
-0.0028908271,
-0.02831656,
-0.00014135556,
0.014700088,
0.008440787,
0.011185469,
-0.028815594,
0.02764643,
-0.014279474,
-0.009096659,
-0.011128437,
-0.07659444,
0.008961207,
0.053667437,
-0.013345569,
-0.008362368,
-0.014393538,
-0.0065230746,
0.003348868,
0.058401123,
0.005938493,
-0.010764855,
0.0558917,
0.0042667324,
0.009781048,
-0.053752985,
-0.056205377,
-0.008055819,
0.0015158128,
-0.0064446554,
-0.015170604,
0.015227636,
0.046253234,
0.041262902,
-0.004373668,
-0.04568291,
-0.026505783,
0.006490994,
-0.007414205,
-0.02532236,
0.022527777,
-0.05971287,
0.007556786,
-0.031253725,
0.0040992,
-0.007100527,
0.025963975,
0.03644367,
-0.01020879,
-0.00060418644,
0.024295779,
0.0065551554,
-0.02898669,
0.022014486,
0.016439574,
0.022599068,
-0.022085777,
-0.02392507,
-0.010080467,
0.07750696,
0.081099994,
0.013210117,
-0.010401274,
0.01244018,
0.004505555,
-0.033820182,
0.012796633,
0.048420463,
0.029542755,
0.022827197,
0.019177126,
-0.03478973,
0.008925562,
-0.024566684,
-0.014814152,
-0.011941148,
-0.009096659,
-0.031396307,
-0.013110311,
-0.0055107507,
0.029100755,
-0.0055784765,
-0.019319708,
-0.00018034251,
-0.008604756,
0.03598741,
0.017423382,
-0.008241174,
0.009980661,
0.011420728,
-0.002302681,
-0.00901824,
0.018692352,
-0.006141671,
0.03179553,
-0.022043003,
0.053752985,
-0.0062699937,
-0.0070149787,
-0.00916795,
-0.03829722,
-0.017680027,
0.015726669,
0.02316939,
-0.012532858,
0.03233734,
-0.021900421,
-0.020360548,
-0.04083516,
0.012105116,
-0.037299156,
0.0045412006,
0.008041561,
-0.035673734,
-0.024495393,
0.037840962,
0.004380797,
0.029371658,
0.021330098,
0.04873414,
0.054893635,
0.11127011,
0.050502144,
-0.009645595,
0.03407683,
0.035046376,
-0.026691139,
0.006719123,
-0.010472565,
-0.024181714,
0.020930871,
-0.07442721,
-0.06547313,
0.00514004,
0.040378902,
-0.001612946,
-0.014685829,
0.014029957,
-0.031681467,
-0.024937393,
0.025051458,
0.06581533,
0.0045590233,
0.0026662622,
0.027061848,
0.019804481,
-0.020873839,
0.012269083,
-0.07642335,
0.0326225,
-0.03322134,
-0.060226157,
-0.00953866,
-0.04702317,
-0.006662091,
0.030940048,
-0.0037284896,
-0.045796975,
0.0054964926,
0.045255166,
0.035930376,
-0.014700088,
-0.018464223,
-0.038667932,
0.0086974325,
0.03390573,
-0.017409123,
0.05626241,
0.034989346,
-0.01139934,
0.026505783,
-0.025564749,
0.03122521,
0.010864662,
0.034903795,
0.044599295,
0.01937674,
-0.017922414,
-0.043316066,
-0.035131924,
0.024153199,
0.005525009,
0.029086497,
-0.058401123,
-0.0012805545,
-0.08047264,
-0.01803648,
-0.04662394,
0.06849585,
-0.0035360055,
0.011834212,
-0.03778393,
-0.072259985,
0.24272966,
0.041833226,
0.06838179,
-0.0091394335,
0.014856926,
0.03353502,
0.011349437,
-0.013281408,
0.015113572,
0.014657313,
-0.02085958,
-0.020260742,
0.00073696487,
0.05087285,
0.0073429146,
0.023240682,
-0.0567757,
-0.009937886,
0.015740927,
-0.045854006,
-0.07111934,
0.035417087,
0.015897766,
0.018150544,
0.040578514,
0.02623488,
0.018806417,
-0.06581533,
0.033962764,
-0.014799894,
0.023568617,
-0.030940048,
-0.006455349,
-0.017337833,
0.010108983,
0.046481363,
-0.0048691365,
-0.06227932,
-0.020531645,
-0.011149824,
-0.013252892,
-0.04790717,
0.0022117856,
-0.012539987,
-0.034704182,
0.032280307,
-0.049903303,
0.03747025,
0.04411452,
-0.056005765,
0.0065408973,
-0.045169618,
0.03322134,
-0.041177355,
-0.030056046,
0.004202571,
-0.032907665,
-0.036472186,
-0.035188958,
0.056690153,
0.004277426,
0.012711084,
-0.03747025,
0.0051899436,
-0.022285389,
-0.006765462,
-0.028544689,
0.016111638,
-0.013374086,
0.021444162,
-0.0017671116,
0.020873839,
-0.006982898,
-0.014286603,
0.018421449,
0.039238255,
-0.02078829,
0.01750893,
0.01132805,
-0.035588183,
0.009260627,
-0.014564635,
0.01348815,
-0.030284176,
0.00446991,
0.06296371,
-0.013452505,
-0.012105116,
-0.0064482195,
0.01692435,
0.037242122,
0.018963255,
0.00573888,
0.009866596,
-0.00010036356
] | Now, pass your input to the model and return the logits:
logits = run_inference(trained_model, sample_test_video["video"])
Decoding the logits, we get:
predicted_class_idx = logits.argmax(-1).item()
print("Predicted class:", model.config.id2label[predicted_class_idx])
Predicted class: BasketballDunk
``` |
[
0.018777031,
0.019730607,
-0.030626614,
-0.011702339,
-0.051661376,
0.0042700567,
-0.05317588,
0.021511551,
0.020866485,
0.055784192,
0.017430807,
-0.015804118,
0.033178832,
-0.027793933,
0.015299284,
0.023180308,
0.004827478,
-0.045014393,
-0.048520185,
0.0061421506,
0.013195808,
0.0043436782,
-0.06719905,
-0.026756218,
-0.0012866263,
0.02009521,
0.0066539967,
-0.030065687,
0.06781607,
-0.00078748894,
-0.02336261,
0.0067907227,
-0.018552661,
-0.017949663,
-0.031243633,
-0.040835485,
-0.006015942,
0.011211528,
-0.06231899,
-0.0637774,
-0.007628607,
0.03833936,
0.027541516,
-0.061421506,
-0.051212635,
0.0029676545,
0.0021876153,
-0.048043396,
-0.002734519,
0.0011858348,
-0.042714592,
0.041929293,
0.016280906,
0.005111447,
-0.010896007,
0.019001402,
-0.039405122,
-0.011996826,
-0.051493097,
0.045631412,
0.04902502,
0.0005482185,
0.022030408,
-0.030262012,
0.013742711,
-0.0037547052,
0.009914385,
-0.040134326,
-0.0349738,
-0.009192191,
-0.048436046,
-0.021146948,
-0.020838438,
-0.031131448,
0.004543509,
-0.010236918,
0.0026503801,
0.008469998,
0.022591336,
0.060131375,
0.042630453,
0.026167244,
0.018987378,
0.025227692,
-0.033375155,
-0.028775556,
0.052614953,
-0.008883681,
-0.015481586,
-0.019155657,
-0.013090634,
0.038872242,
-0.03904052,
0.020768322,
0.021301202,
0.03603956,
-0.033403203,
0.023390656,
-0.007565503,
-0.0010613791,
0.018552661,
0.11532659,
0.0043401727,
0.027176913,
-0.053119786,
-0.005251679,
0.0165193,
-0.011414864,
-0.046248432,
-0.03320688,
0.015705956,
0.015453539,
0.0021227582,
0.0072640046,
-0.012557753,
0.028396929,
-0.018216105,
0.027485423,
-0.0361237,
-0.021960292,
0.012207174,
0.018552661,
0.005802089,
-0.045238763,
0.01713632,
-0.019814746,
-0.00785999,
-0.003859879,
-0.048940882,
0.02067016,
-0.032169163,
0.0060545057,
-0.005574212,
0.046052106,
-0.0066084214,
-0.004056203,
0.026153222,
0.016463207,
0.0064050853,
-0.034525055,
0.008911728,
0.007446306,
-0.040891577,
0.059009522,
0.018356336,
0.030037642,
-0.008547125,
-0.018959332,
-0.024063768,
0.009767141,
-0.037105322,
0.013637538,
0.004298103,
0.03396413,
-0.039096612,
-0.03289837,
-0.014892612,
0.032954462,
0.015832165,
0.008792531,
-0.0063489927,
0.030626614,
-0.039152704,
0.022969961,
-0.021707876,
0.050090782,
-0.0001283997,
-0.012880286,
0.02040372,
-0.041228134,
0.026686102,
0.036376115,
0.046500847,
-0.004389254,
0.027836002,
0.037862573,
0.046921544,
0.021497527,
0.006731124,
-0.050876077,
-0.030598568,
-0.016673556,
0.053905085,
0.014654218,
-0.0037161415,
0.012810171,
0.013244889,
0.004234999,
-0.034160454,
0.054774523,
0.008413905,
0.030794892,
-0.026896449,
0.033767805,
-0.0776323,
0.007565503,
-0.019351982,
-0.031944793,
0.009830246,
-0.042602405,
0.0036635546,
0.038143035,
-0.031187542,
-0.0072149234,
0.022591336,
0.040835485,
-0.0058897333,
0.0059563434,
-0.031860653,
-0.055728097,
0.019281866,
0.027317146,
-0.009374493,
-0.008582183,
0.050988264,
0.016813787,
0.0071553253,
-0.018734962,
0.018033803,
0.031075357,
0.07129382,
0.011148424,
0.036824856,
-0.009023913,
-0.020221418,
-0.022773637,
-0.0037091298,
0.041087903,
0.015804118,
0.013637538,
-0.0012252749,
0.017248506,
-0.010587497,
0.038788103,
0.019155657,
-0.009346446,
0.019015426,
0.033178832,
0.030935124,
0.017066205,
0.013139715,
-0.011555096,
0.01571998,
0.041536644,
-0.0023068122,
-0.049277436,
-0.011751421,
0.009556794,
-0.03312274,
0.020894531,
-0.062150713,
0.021932246,
0.025017343,
0.005419957,
-0.021104878,
-0.023516865,
0.03242158,
-0.0023208354,
0.008462986,
-0.0078109084,
0.039909955,
0.034749426,
0.008862646,
-0.020964647,
0.041620784,
0.04902502,
0.010503358,
0.033094693,
0.012438556,
-0.040863533,
-0.02336261,
-0.027176913,
-0.037161414,
-0.018973356,
-0.055812236,
-0.013258912,
-0.011134401,
-0.05171747,
0.009486678,
-0.006629456,
-0.016196767,
-0.004045686,
-0.036291976,
0.06170197,
0.028396929,
0.017627131,
-0.079258986,
0.001129742,
-0.016701601,
0.031047309,
-0.0049536866,
-0.026714148,
0.023222378,
0.011071296,
0.048520185,
-0.006156174,
-0.010938076,
0.0012813676,
-0.014352719,
0.017557016,
0.002906303,
0.008792531,
-0.0072359582,
0.024105838,
-0.01598642,
0.023306517,
0.030991217,
-0.03657244,
-0.005150011,
0.042630453,
-0.0075374567,
0.03996605,
-0.004249022,
0.02508746,
-0.01625286,
0.06304819,
0.051605284,
-0.019225772,
-0.03873201,
-0.030065687,
-0.06658203,
-0.006769688,
-0.045519225,
-0.016337,
-0.012480626,
0.07499594,
-0.050679754,
-0.07931508,
0.007320097,
-0.023068123,
-0.013595468,
-0.037161414,
-0.0067135952,
0.082175806,
0.018917263,
0.008042291,
-0.037778433,
-0.01691195,
-0.007895048,
0.057887666,
-0.0057880655,
-0.012634881,
0.018089896,
0.042938963,
0.029504761,
0.0028712451,
0.027120821,
-0.046388663,
0.019674515,
-0.013546387,
0.012045908,
-0.012291313,
-0.027821979,
0.043135285,
0.027036682,
0.005714444,
-0.047426376,
0.0011551591,
0.024119861,
-0.000020897818,
-0.009521736,
0.026966566,
-0.010524393,
0.00026687855,
-0.018005757,
-0.018174035,
0.0019194221,
-0.0068643442,
0.025648387,
-0.032645952,
0.023825374,
-0.053933132,
-0.0034987822,
-0.03519817,
0.018847147,
-0.030009594,
0.0031341796,
0.016435161,
0.037862573,
-0.018412428,
-0.034777474,
-0.013910989,
-0.019716583,
0.047650747,
0.040779393,
0.015818141,
-0.0032691527,
0.04080744,
-0.0033217396,
-0.028649347,
0.027695771,
0.0073691783,
0.018440476,
0.0068643442,
-0.03979777,
-0.06613329,
0.031131448,
0.051605284,
0.039096612,
0.013041553,
0.052979555,
-0.025213668,
0.017374713,
0.023544911,
0.014976751,
-0.026195291,
-0.005388405,
-0.0032516236,
0.0023734223,
0.002191121,
-0.013721677,
-0.040302604,
-0.011758433,
0.027850026,
-0.008764484,
-0.01740276,
-0.028102443,
-0.0072009005,
-0.03326297,
0.012319359,
-0.014268581,
-0.046837404,
-0.008890693,
0.009928408,
0.040470883,
-0.04995055,
0.020179348,
-0.059794817,
0.024877112,
0.012459591,
-0.027976234,
-0.0341885,
0.025718503,
-0.016659532,
-0.07269614,
0.017921617,
0.037862573,
-0.025830688,
-0.009528748,
-0.038872242,
-0.020459812,
0.03413241,
0.036376115,
0.023096168,
0.005689903,
-0.0103140455,
0.023194332,
0.004852019,
-0.021371318,
-0.025760572,
0.0048379954,
-0.028943833,
0.06961104,
-0.056709718,
-0.00321306,
-0.00041521745,
0.016771717,
-0.0147664035,
0.026952542,
0.042518266,
-0.013483283,
-0.008785519,
0.047089823,
-0.027134843,
-0.017725293,
-0.002380434,
0.029308436,
-0.012130046,
0.03542254,
-0.0020824415,
0.011127389,
0.046472803,
0.0026977083,
-0.0318887,
-0.0147664035,
-0.017557016,
0.037750386,
0.0086873565,
0.0021139937,
0.013399144,
-0.07493985,
0.03741383,
0.0013637538,
0.006131633,
-0.018272197,
-0.034777474,
-0.005710938,
-0.01051037,
-0.009150121,
0.047314193,
0.015439516,
-0.015649863,
-0.016645508,
-0.021806037,
-0.047622703,
0.015832165,
-0.030233966,
0.027176913,
0.045238763,
0.035674956,
0.015285261,
-0.044593696,
-0.003965053,
0.0016301941,
-0.029588899,
0.0015109971,
-0.017879548,
0.030037642,
0.027583586,
0.007446306,
-0.0418732,
-0.0013821592,
0.022885822,
0.03365562,
-0.018692892,
-0.048856743,
-0.022016386,
-0.031131448,
-0.0030973689,
0.06843309,
-0.061253227,
-0.040639162,
-0.0022857776,
0.015004797,
0.01832829,
-0.0015285261,
0.031103402,
-0.004673223,
-0.02124511,
-0.030710753,
0.057326738,
-0.0076636653,
0.00065383053,
-0.016505277,
-0.023278471,
0.0014566573,
0.029869363,
0.020263487,
-0.012571776,
0.010594509,
-0.057775483,
0.025283784,
-0.056793857,
-0.038002804,
-0.014626171,
0.011779467,
-0.013041553,
-0.016238837,
-0.013041553,
-0.027275076,
0.026686102,
0.048940882,
0.02336261,
0.023769282,
-0.029841317,
-0.0103140455,
0.0041087903,
-0.0021683334,
-0.045463134,
0.03357148,
-0.037133366,
-0.00043186996,
-0.022857776,
0.025480108,
-0.016070558,
-0.029532807,
-0.017571038,
-0.016056536,
0.059738725,
-0.031944793,
0.044481512,
-0.006135139,
0.00435069,
-0.0030465347,
0.016954018,
-0.019688537,
0.023544911,
-0.022395011,
-0.059458263,
0.0274714,
-0.002092959,
-0.036768764,
0.008042291,
0.0037687283,
0.027723817,
-0.02512953,
0.040611114,
0.054185547,
0.011176471,
-0.01717839,
-0.030654661,
0.048604324,
0.024442393,
0.030542476,
-0.046528894,
0.0030728283,
-0.0021700864,
-0.032533765,
-0.030430289,
-0.034160454,
-0.012066942,
0.009094029,
0.026784264,
-0.008603218,
0.057326738,
0.014058233,
-0.06888183,
-0.041143995,
0.012340394,
0.030233966,
0.024007676,
0.014184441,
0.024624696,
0.012417521,
0.0341885,
-0.025311831,
-0.102369174,
-0.029897409,
0.057130415,
-0.030682707,
-0.030682707,
0.017052181,
0.013406156,
-0.048884787,
-0.07303269,
0.0022770131,
0.007698723,
0.013560411,
-0.002922079,
-0.0025644882,
-0.06714296,
0.0025434534,
-0.004778397,
0.020600043,
-0.074659385,
0.011449923,
0.021497527,
-0.02451251,
-0.051044356,
-0.0078109084,
0.040695254,
-0.034693334,
-0.030542476,
-0.04456565,
-0.0061386446,
-0.046921544,
-0.030710753,
0.02362905,
-0.036824856,
0.0037476935,
0.022535242,
-0.0001411082,
0.027850026,
0.005928297,
0.043836445,
0.022731567,
-0.029504761,
-0.028116466,
-0.011821536,
0.015818141,
-0.0111975055,
0.018188057,
-0.018230127,
-0.014920658,
0.031019263,
0.04986641,
-0.011008193,
-0.041312274,
-0.003416396,
-0.062150713,
-0.010243929,
0.016421137,
-0.0036880951,
0.04226585,
0.029476713,
0.008315743,
-0.042854823,
0.016182745,
0.017318621,
-0.013553399,
-0.055980515,
-0.06871356,
0.018258173,
-0.0137357,
-0.0024978782,
-0.021090856,
-0.030318104,
0.055363495,
0.026475754,
-0.01602849,
0.011239575,
-0.0037687283,
0.031636283,
0.020964647,
0.026139198,
-0.031327773,
0.013385121,
0.0025031366,
0.029224297,
-0.02071223,
0.054213595,
0.018917263,
-0.025213668,
0.008294708,
0.0015031091,
-0.039685585,
-0.0384235,
0.008266661,
0.050427336,
-0.0063840505,
0.005525131,
0.0038213152,
0.012305336,
-0.049361575,
-0.014724334,
0.0006363016,
-0.013315004,
0.0061386446,
0.050595615,
0.009087018,
0.029757177,
0.020235442,
0.04995055,
-0.0013769005,
0.016042512,
0.029252343,
-0.0079371175,
0.013378109,
-0.0043752305,
-0.032337442,
-0.04641671,
0.021497527,
0.039320983,
-0.028915787,
0.010349103,
-0.0009281589,
0.024302162,
0.027948188,
0.010594509,
-0.014338696,
0.04464979,
0.010440254,
0.0046171304,
0.046136245,
-0.055924423,
-0.020796368,
0.005647834,
-0.06675031,
0.0009220238,
0.042518266,
-0.01285224,
-0.004469887,
-0.008806554,
-0.015888257,
0.019043472,
0.062431175,
0.043696214,
-0.0047293156,
0.012726031,
-0.0038353384,
0.025984943,
-0.027667724,
-0.057495017,
-0.038872242,
0.019856816,
-0.027176913,
-0.003789763,
-0.025157576,
0.036993135,
0.036095653,
0.00042507748,
-0.015551701,
0.0046171304,
-0.013644549,
0.012901321,
-0.046444755,
0.0056303046,
-0.030654661,
0.045631412,
-0.032337442,
0.015663886,
-0.014499963,
0.052502766,
0.041059855,
0.012116023,
-0.0063384753,
0.04058307,
0.035787143,
-0.014528009,
0.031327773,
0.020684183,
0.0076075722,
-0.008694368,
-0.003230589,
0.021076832,
0.08026865,
0.051913794,
-0.003518064,
-0.0013672595,
0.045855783,
0.0017818196,
-0.056541443,
-0.014528009,
0.053063694,
0.0012165104,
-0.0023541404,
0.026938519,
-0.058729056,
-0.022619382,
-0.028831648,
-0.00088039244,
0.015383423,
-0.020193372,
-0.013371097,
-0.024189977,
0.010727729,
0.057551112,
0.014338696,
-0.026055058,
0.016631486,
0.01033508,
0.050090782,
0.0032866816,
0.028579231,
0.005111447,
0.013960071,
0.014682264,
-0.0044243117,
0.036320023,
-0.016421137,
0.026377592,
-0.014570079,
0.029224297,
-0.040218465,
-0.0065593403,
-0.01709425,
-0.0065663517,
-0.0019912908,
0.016673556,
0.017500922,
-0.024778951,
-0.008778508,
-0.022647427,
-0.0047363276,
-0.06966713,
0.047650747,
-0.08060521,
0.01020186,
0.022591336,
0.0026538859,
-0.03864787,
0.048632372,
-0.0009982748,
0.0197867,
0.01598642,
0.06394568,
0.04279873,
0.060075283,
0.065348,
0.016491253,
0.017697247,
0.021497527,
-0.00085015496,
-0.000517981,
0.009661968,
-0.026265407,
0.002394457,
-0.055531774,
-0.03326297,
0.009914385,
-0.0070431395,
-0.0027941177,
-0.026012989,
0.035843235,
-0.049137205,
-0.035001844,
-0.018805077,
0.095862426,
0.019127611,
0.011849583,
-0.006731124,
-0.00918518,
-0.0023348588,
-0.009065983,
-0.054914754,
0.0318887,
-0.0028747509,
-0.040246513,
-0.020165326,
-0.03564691,
0.012796147,
0.013406156,
-0.009087018,
-0.01837036,
-0.014808473,
-0.0037617167,
0.028537162,
-0.026293453,
-0.03603956,
-0.031159494,
-0.008154476,
0.039825816,
0.007761827,
0.046080153,
0.051465053,
-0.045939922,
-0.025017343,
-0.018706916,
0.010433243,
0.00003275726,
0.0086873565,
-0.005745996,
0.011702339,
-0.024863089,
-0.038760055,
-0.049389623,
0.009395528,
-0.049473763,
-0.00079888274,
-0.027821979,
0.022058453,
-0.032253303,
-0.048660416,
-0.033936083,
0.020824416,
-0.01285224,
-0.025424017,
-0.01982877,
-0.034917705,
0.23199941,
0.031383865,
0.047314193,
0.017248506,
0.012775113,
0.039685585,
0.014696287,
-0.009886338,
0.021104878,
-0.043668166,
-0.041256182,
-0.047286145,
-0.001086796,
0.004610119,
0.018454498,
0.031131448,
-0.027120821,
0.0008663693,
0.01152705,
-0.028088419,
-0.048295815,
0.024260093,
-0.020698206,
0.015748026,
0.018580707,
-0.013265924,
-0.0019947966,
-0.035001844,
0.008469998,
-0.0024049745,
0.040639162,
0.010566463,
0.029112112,
-0.011407853,
-0.011190494,
0.032954462,
0.013216843,
-0.04434128,
-0.0017870783,
-0.032337442,
0.0073832017,
-0.044060815,
0.015285261,
0.026826333,
-0.03965754,
0.055840284,
-0.011618201,
-0.0021858625,
0.050932173,
-0.05816813,
0.04226585,
-0.048996974,
-0.0051780576,
-0.043023102,
-0.040246513,
-0.024204,
-0.052474722,
-0.047931213,
-0.0737619,
0.043051146,
0.04403277,
0.012704996,
-0.07101336,
0.018117942,
0.0042034467,
-0.0053954166,
0.0013996882,
0.019842792,
0.008070338,
0.016547346,
-0.013146726,
0.04142446,
-0.009900361,
-0.020249465,
0.0035338402,
-0.0007914329,
0.008862646,
0.021413388,
0.022198686,
-0.06433833,
0.034244593,
-0.010250941,
0.021960292,
-0.043555982,
0.062262896,
0.028060373,
-0.041789062,
-0.0071272785,
-0.059626542,
-0.004918629,
0.031047309,
0.023516865,
0.029785223,
0.0023173296,
0.017164366
] | trainer.push_to_hub()
Inference
Great, now that you have fine-tuned a model, you can use it for inference!
Load a video for inference:
sample_test_video = next(iter(test_dataset))
The simplest way to try out your fine-tuned model for inference is to use it in a pipeline. Instantiate a pipeline for video classification with your model, and pass your video to it: |
[
0.036603402,
0.00075220986,
-0.035836093,
0.013292889,
-0.029470285,
0.026429474,
-0.0129944915,
0.025576912,
0.0025186152,
0.071672186,
0.014486479,
0.035978187,
0.01619871,
-0.06712518,
-0.0050905156,
0.03759806,
0.0031225146,
-0.035978187,
-0.040667288,
-0.0029200306,
0.03452883,
0.03495511,
-0.06695467,
-0.022592938,
-0.010948339,
-0.010685465,
0.022280332,
-0.02748097,
0.045242712,
0.02345971,
-0.0035736628,
-0.00272998,
0.021285674,
-0.052517924,
-0.0015825714,
-0.02912926,
0.012149033,
0.007445723,
-0.062293988,
-0.024724348,
0.006468827,
0.028091975,
0.005417332,
-0.014834608,
-0.060929887,
-0.0016349686,
0.0019804344,
-0.04652156,
0.0022948172,
0.008426171,
-0.03006708,
0.006166877,
0.027964089,
-0.009541608,
-0.018486423,
-0.027765159,
-0.005715729,
-0.0034706448,
-0.042656604,
-0.022834498,
0.08230081,
0.0064546177,
-0.0115238195,
-0.047999337,
0.020248387,
-0.0005075418,
-0.006834719,
-0.019338986,
-0.012184557,
0.018386956,
-0.056041855,
-0.0024901964,
-0.012511373,
-0.034386735,
-0.0072077154,
0.000570596,
0.0005186429,
0.021029904,
-0.040042076,
0.042002972,
0.036603402,
0.025108,
0.00036300565,
-0.015573497,
-0.0441628,
-0.022806078,
0.028163021,
-0.047573056,
-0.01689497,
-0.04532797,
-0.009051384,
0.022763452,
0.0061562206,
0.028816653,
0.019438453,
0.044134382,
-0.009832901,
0.023559177,
0.017690696,
-0.005502588,
0.0038258797,
0.11202687,
-0.03538139,
0.035239298,
-0.0347846,
-0.009506085,
-0.0027637272,
0.0045079305,
-0.027907252,
-0.01622713,
-0.0024901964,
-0.0058009857,
-0.004788566,
-0.00038964825,
-0.008824035,
0.050699122,
-0.024454368,
0.0034209117,
-0.01669604,
-0.012106405,
0.0030319297,
-0.028688768,
0.032482676,
-0.047828823,
0.027139945,
-0.029726055,
-0.0018987304,
-0.0017575246,
-0.05055703,
-0.013655229,
0.0035079443,
-0.019438453,
-0.018955333,
0.028361952,
-0.016184501,
-0.013051329,
-0.025633749,
0.022010352,
0.024681719,
0.014244919,
0.0055239024,
-0.036574982,
-0.005378256,
0.07496877,
0.015928732,
0.014024673,
-0.011665913,
-0.0071153548,
-0.019182684,
0.011431458,
-0.046862584,
-0.0143941175,
-0.0199642,
0.021001486,
-0.0138115315,
-0.022067191,
0.0064333035,
0.02819144,
0.0072467914,
0.036006607,
0.017235996,
0.012262708,
-0.054620914,
0.037967503,
0.026386846,
0.061725613,
-0.02088781,
-0.030095499,
0.01081335,
-0.027381504,
0.050841216,
0.0073533617,
0.021285674,
0.011012281,
0.025193257,
0.042656604,
0.038933743,
0.0038542985,
-0.0020763478,
0.001843669,
-0.021783002,
-0.020560995,
0.025463236,
0.022422425,
0.031601693,
0.0173923,
-0.014934074,
-0.0089803375,
-0.01689497,
0.036233958,
0.031061737,
0.055075616,
-0.044560663,
0.04464592,
-0.04228716,
0.014102825,
-0.037427545,
0.005488379,
-0.008603789,
-0.07258159,
-0.007893319,
0.0450722,
-0.022166656,
0.01128226,
-0.016255548,
0.06848928,
-0.009776064,
0.05328523,
-0.031431183,
-0.016070826,
0.021925097,
0.012681885,
0.0039750785,
-0.0059004514,
0.04231558,
0.021470396,
-0.0106996745,
0.001588788,
0.0208736,
0.025719006,
0.049903397,
0.02866035,
0.024141762,
0.0001344342,
-0.04768673,
-0.027537808,
-0.000845459,
0.03310789,
0.013889683,
0.02230875,
0.005694415,
0.04035468,
-0.055928178,
0.022706613,
0.004184667,
-0.006731701,
0.03643289,
0.021186208,
0.010827559,
0.007673073,
-0.028319323,
-0.0014884342,
0.040098913,
0.022465054,
0.037257034,
-0.026784709,
-0.00523261,
0.01621292,
-0.032823704,
0.028361952,
-0.0638286,
0.036717076,
-0.0035114968,
0.004117172,
-0.04180404,
-0.030266011,
0.0361487,
0.038621135,
-0.028276697,
-0.030834388,
0.02675629,
0.024127552,
0.00028174566,
-0.033704683,
0.05004549,
0.054876685,
0.007928843,
0.025974775,
-0.010237869,
-0.0021065427,
-0.023431292,
-0.06081621,
-0.07451407,
-0.008340915,
-0.042372417,
-0.021910887,
0.03077755,
-0.010109984,
-0.020219969,
-0.025164839,
-0.012475849,
-0.02345971,
-0.037995923,
0.07638971,
0.03688759,
0.0072361343,
-0.08411962,
0.021299884,
-0.021726165,
0.017278625,
-0.0120993,
0.0099607855,
0.03475618,
-0.026742082,
0.031857464,
-0.033306822,
-0.008333811,
0.0010532713,
-0.014863027,
0.0013774232,
-0.009733436,
0.016653411,
0.023189733,
-0.018202234,
-0.026372638,
0.027324667,
0.044475406,
-0.043111306,
0.018529052,
0.046123695,
-0.0016678277,
0.041406177,
0.011225422,
0.027182573,
-0.016340803,
0.0620098,
0.023786528,
-0.012298231,
-0.043537587,
-0.016937599,
-0.04672049,
-0.012156137,
-0.025832681,
-0.027992507,
-0.02088781,
0.04399229,
-0.027040478,
-0.051750615,
0.03120383,
-0.03217007,
-0.040780965,
-0.024596462,
-0.011310678,
0.056496553,
0.031090157,
0.03759806,
-0.058599547,
-0.0033924931,
-0.0010665928,
0.008966128,
0.003943107,
-0.034869857,
0.03313631,
0.02839037,
0.014131243,
0.011331992,
0.03785383,
-0.048709806,
0.015346146,
-0.005896899,
0.00346354,
-0.0072183725,
0.017349672,
0.005559426,
-0.003726414,
0.009477667,
-0.032255325,
0.04180404,
-0.0032770417,
0.025420608,
0.009328468,
0.035239298,
0.034415156,
0.027310457,
-0.003801013,
-0.0059643937,
-0.00085389585,
0.029811312,
0.03262477,
-0.02725362,
-0.001854326,
-0.046692073,
-0.030464943,
-0.020049457,
-0.0026926803,
-0.028830862,
0.014038882,
0.014777771,
0.03430148,
-0.022848707,
-0.03762648,
0.01737809,
-0.012291127,
0.0039004788,
0.022607148,
0.029413447,
0.02628738,
0.042457674,
-0.0061455634,
-0.020759925,
0.040326264,
-0.016099244,
-0.013250261,
-0.035267718,
-0.04205981,
-0.043736517,
0.044361733,
0.03262477,
0.03381836,
0.023601806,
0.05075596,
-0.03381836,
0.030152336,
0.03475618,
-0.025832681,
-0.055246126,
-0.043338656,
0.042116646,
0.016752876,
0.0042201905,
-0.032795284,
0.0018916257,
-0.019353196,
0.008312496,
0.015601915,
-0.013420774,
-0.008127774,
0.02232296,
-0.008049622,
0.023644432,
-0.0047743567,
-0.058059588,
-0.013925207,
0.025832681,
0.05311472,
-0.05311472,
0.012859503,
-0.045015365,
0.021939306,
0.0077370154,
-0.02301922,
-0.06519271,
-0.00716864,
-0.013697857,
-0.066670485,
0.029498704,
0.01595715,
-0.015147215,
-0.0061739823,
-0.0025310484,
-0.012554,
-0.00961976,
-0.003024825,
0.0002564352,
0.0143941175,
0.018017514,
0.006081621,
-0.014259128,
-0.031857464,
-0.008653522,
0.029811312,
-0.058656383,
0.04268502,
-0.037171777,
-0.0026624855,
-0.022592938,
-0.003985735,
0.0014431417,
0.04714677,
0.0031438286,
-0.058144845,
-0.013371041,
0.029868148,
-0.03285212,
-0.035750836,
0.027637273,
0.029001376,
-0.017463347,
0.027807785,
0.001517741,
0.011971415,
0.028603513,
-0.0013179213,
-0.04811301,
-0.03413097,
-0.010927024,
-0.0015967807,
-0.013676543,
-0.023800736,
0.013825742,
-0.028319323,
0.054308306,
0.004177562,
0.011260945,
0.004198876,
-0.06757988,
-0.009022966,
0.021754583,
-0.010820454,
0.017292833,
0.035068788,
-0.03219849,
-0.0031313954,
0.0060354406,
-0.018685354,
0.02088781,
-0.04834036,
0.010983862,
0.075480305,
0.020802554,
0.012404802,
-0.038933743,
-0.037370708,
0.04086622,
-0.03165853,
-0.005314314,
-0.0111898985,
0.0052184,
0.029214516,
-0.0023960592,
-0.05615553,
0.025235886,
0.0060922783,
-0.012248498,
-0.023843365,
-0.010671255,
0.0024688824,
-0.013093958,
-0.023161314,
0.065817915,
-0.038308527,
-0.050898053,
-0.019765269,
0.026116868,
0.0028809549,
-0.00821303,
0.029015584,
-0.019367406,
-0.011445668,
-0.033193145,
0.079061076,
-0.047942497,
0.024823813,
-0.039587375,
-0.0615551,
-0.002168709,
0.00903007,
0.0003392493,
-0.051295917,
-0.019751059,
-0.050073907,
0.014493583,
-0.03995682,
-0.013101062,
-0.050159164,
0.013129481,
-0.03847904,
0.03126067,
-0.028972957,
0.012532687,
0.022678195,
0.026926804,
0.016042408,
0.039274767,
-0.007161535,
-0.009527399,
0.012852398,
0.0073604668,
-0.012539791,
0.015175634,
-0.015871894,
0.0020497052,
-0.019537918,
0.029640798,
-0.04603844,
-0.040951476,
-0.0064119897,
0.01595715,
0.04905083,
-0.03612028,
0.0272252,
-0.016070826,
0.009498981,
0.017406508,
0.004102963,
0.0009502533,
-0.026003193,
-0.02300501,
-0.07343415,
0.044930108,
-0.034443572,
-0.015133006,
-0.00023556512,
0.01232665,
0.04697626,
-0.0059537366,
0.038422205,
0.068943985,
0.015133006,
-0.0076446547,
-0.052034803,
0.02279187,
0.016241338,
0.02112937,
-0.019623175,
-0.035154045,
-0.019324778,
-0.036063444,
-0.039303187,
-0.029214516,
-0.018955333,
0.016170291,
0.017250206,
-0.0031083052,
0.027765159,
-0.007090488,
-0.05234741,
-0.03668866,
0.01396073,
0.001659835,
0.033875197,
0.012866607,
0.029470285,
-0.0027548464,
0.05277369,
-0.014152558,
-0.07286578,
-0.014863027,
0.05121066,
-0.022180866,
-0.028447209,
0.03336366,
0.018003304,
-0.03168695,
-0.075935006,
-0.00798568,
-0.022948174,
-0.010642837,
-0.02608845,
-0.00727521,
-0.03529614,
-0.01833012,
-0.0024493444,
0.039985236,
-0.02490907,
0.0032361897,
0.02701206,
-0.032027975,
-0.06416963,
-0.01057179,
0.06519271,
-0.026401056,
-0.02794988,
-0.042770278,
-0.023914412,
-0.029924985,
-0.009463457,
0.04203139,
-0.034841437,
-0.016951809,
0.040127333,
-0.031146994,
0.03828011,
0.013498926,
0.021427767,
-0.0032930272,
-0.041008312,
-0.04069571,
-0.012191661,
0.012703199,
-0.008397752,
0.020560995,
-0.001588788,
0.012411906,
0.03825169,
0.04726045,
-0.02230875,
-0.05371151,
-0.0070265457,
-0.050159164,
-0.048056174,
0.005829404,
-0.013839951,
0.013093958,
0.040525194,
-0.00076331093,
-0.058429033,
0.02372969,
0.0017282177,
-0.014209395,
-0.022266122,
-0.042656604,
0.0013170333,
-0.033704683,
-0.0072148205,
-0.038848486,
-0.010941234,
0.03549507,
0.0361487,
0.007673073,
0.021882469,
-0.03239742,
0.041008312,
-0.005722834,
-0.002271727,
-0.0026411712,
0.0007251232,
0.002690904,
0.04092306,
-0.022493472,
0.040496774,
0.018784821,
-0.029697636,
0.005300104,
-0.0023463264,
-0.005886242,
-0.0032681609,
-0.00070247694,
0.05405254,
-0.0026003192,
0.011459877,
0.0132431565,
0.018699564,
-0.045214295,
-0.006557636,
-0.015474031,
-0.042883955,
-0.021513024,
0.042770278,
0.012944759,
0.035864513,
0.016056616,
0.050414935,
-0.0021580518,
0.036319215,
0.010230765,
0.010060252,
0.0071366685,
0.012006938,
-0.031516436,
-0.025065374,
0.0012903907,
0.018273283,
-0.06530638,
0.026813129,
-0.026699454,
0.00015086381,
-0.0019289254,
0.017534394,
0.005356942,
0.031573277,
0.02841879,
-0.010067357,
-0.0046962053,
-0.0036447097,
-0.025562702,
0.008930605,
-0.072013214,
0.013761799,
0.016880762,
-0.043367073,
-0.004543454,
-0.00964818,
0.013996254,
0.01901217,
0.079686284,
0.03924635,
-0.013150795,
0.015189843,
0.0012912787,
0.007076279,
-0.041292503,
-0.033477336,
-0.025917936,
0.020788345,
-0.032027975,
-0.02090202,
0.010720989,
0.06365809,
0.02040469,
-0.022450844,
-0.045413226,
-0.021186208,
0.011090433,
-0.007616236,
-0.03546665,
0.029555542,
-0.026798919,
0.040496774,
-0.037995923,
0.010614418,
-0.0343299,
0.03762648,
0.02912926,
0.022635566,
-0.0074315136,
0.031402763,
0.019182684,
-0.040724125,
0.0258611,
0.010891501,
0.037001263,
0.002364088,
0.03313631,
0.0067956434,
0.0549051,
0.057491213,
0.004102963,
-0.02115779,
0.0459816,
0.011502505,
-0.033221565,
-0.0009635746,
0.057434376,
0.02628738,
-0.009385305,
0.010351544,
-0.060929887,
-0.013498926,
-0.034585666,
-0.010621523,
-0.0024777632,
-0.016866552,
-0.029385028,
-0.017719116,
-0.029782891,
0.013946521,
-0.014138348,
0.002291265,
-0.017477555,
0.0105362665,
0.033335242,
0.0018241311,
0.007157983,
0.024596462,
0.017761745,
0.015900314,
0.023758108,
0.0113533065,
-0.04959079,
0.017321253,
0.00279037,
0.027310457,
-0.002209561,
0.004635815,
-0.0067885383,
-0.05163694,
-0.02209561,
0.029242935,
-0.008397752,
-0.0288877,
0.006465275,
-0.014948283,
0.021896677,
-0.029441867,
0.0225361,
-0.069000825,
-0.0021580518,
0.015061959,
-0.005797433,
-0.04228716,
0.030436523,
-0.011097537,
0.04834036,
0.013065538,
0.074741416,
0.021754583,
0.13663754,
0.035807677,
0.003596753,
0.027552016,
0.030550199,
-0.007182849,
0.028049346,
0.016156083,
0.0017406509,
-0.00240494,
-0.058372196,
-0.045413226,
-0.0051473533,
0.020376272,
-0.015147215,
-0.013918103,
0.004337418,
-0.027552016,
-0.032027975,
0.022166656,
0.104126446,
0.011538029,
0.012944759,
-0.0018614307,
-0.012923445,
-0.05678074,
0.013910998,
-0.034585666,
0.035750836,
-0.033477336,
-0.059736297,
-0.03430148,
-0.017534394,
-0.022493472,
-0.019410033,
0.0076446547,
-0.02418439,
0.04601002,
0.03711494,
0.043537587,
0.015800847,
-0.004770804,
-0.054734588,
0.02584689,
0.027992507,
0.0066215782,
0.04791408,
0.08343757,
0.006369361,
-0.0073675714,
-0.021953516,
0.029015584,
0.0106996745,
0.00028885037,
0.01717916,
-0.028859282,
-0.03879165,
-0.035665583,
-0.048908737,
0.026031611,
-0.024298066,
0.027537808,
-0.04532797,
-0.027324667,
-0.059395272,
-0.0009999862,
-0.03643289,
0.04910767,
-0.011310678,
-0.01644027,
-0.029001376,
-0.032340582,
0.24030928,
0.0709333,
0.061839286,
-0.018671146,
0.03876323,
0.05467775,
0.00014409215,
-0.01350603,
0.0015204053,
-0.03685917,
-0.005651787,
-0.023346037,
-0.0034262403,
0.03685917,
-0.012760037,
0.048795063,
-0.058883734,
-0.018727982,
0.0038649554,
-0.018273283,
-0.043054465,
0.0073178383,
0.01928215,
0.014358594,
0.029896567,
0.032965798,
0.0046500247,
-0.05254634,
0.008461695,
-0.027637273,
0.02983973,
-0.013193423,
0.009570028,
-0.042599767,
0.026003193,
0.028091975,
0.0023800738,
-0.034471992,
-0.024738556,
0.009157955,
0.006316076,
-0.027040478,
-0.00072778744,
0.019182684,
-0.021939306,
0.037882246,
-0.021726165,
0.044475406,
0.05800275,
-0.060247835,
0.028305115,
-0.04714677,
0.0016553946,
-0.025676377,
-0.025790052,
-0.0069341846,
-0.03941686,
-0.027381504,
-0.034898274,
0.05405254,
0.021640908,
0.032255325,
-0.022450844,
-0.013292889,
0.003666024,
0.014678305,
-0.033534173,
0.03430148,
-0.03262477,
-0.0014662319,
-0.024482787,
-0.002383626,
-0.011964311,
-0.027807785,
0.022891335,
0.05331365,
0.0006602928,
0.029697636,
-0.001964449,
-0.034187805,
-0.0017157844,
-0.0075025605,
0.025207467,
0.0056304727,
0.01925373,
0.028816653,
-0.018116979,
-0.008291182,
-0.0056873104,
0.0043303133,
0.024994325,
0.062180314,
0.0036038577,
0.024525415,
-0.0012974953
] | device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
inputs = {k: v.to(device) for k, v in inputs.items()}
model = model.to(device)
# forward pass
with torch.no_grad():
outputs = model(**inputs)
logits = outputs.logits
return logits
Now, pass your input to the model and return the logits:
logits = run_inference(trained_model, sample_test_video["video"])
Decoding the logits, we get: |
[
0.018758876,
-0.00053868396,
-0.031955276,
-0.024640039,
0.005356058,
-0.032418817,
-0.040936362,
-0.016296322,
0.00028043255,
0.027783418,
0.0152099,
0.0073550735,
0.021612544,
-0.030593628,
0.010118205,
0.019961184,
-0.015789324,
-0.0027414034,
-0.0502651,
0.009517052,
-0.017266858,
-0.015818296,
-0.094620064,
-0.010335489,
-0.018164966,
-0.023336332,
0.00020868346,
0.008097461,
0.079844736,
0.042124182,
0.018382251,
-0.005428486,
0.011472611,
-0.0019320195,
-0.04887448,
-0.04861374,
-0.006609064,
-0.006590957,
-0.024770409,
-0.04261669,
0.011762323,
0.0021474932,
0.040559735,
-0.05145292,
-0.04192138,
0.0079453625,
0.010951128,
-0.023785386,
-0.048845507,
-0.0059680752,
-0.023597075,
-0.001301895,
0.036156107,
0.0040451093,
-0.02807313,
-0.026117573,
-0.033316925,
-0.00083428115,
-0.015267842,
-0.009039027,
0.030303916,
0.05519021,
-0.026508683,
-0.034070175,
0.0004526756,
-0.00019895093,
-0.00806849,
0.019685958,
-0.0017509493,
0.009553266,
-0.048758596,
0.01683229,
0.0026798395,
-0.026392799,
-0.023466703,
-0.021931227,
-0.020279868,
0.001229467,
0.010936643,
0.029159551,
-0.013848253,
0.054118276,
-0.04261669,
0.004758526,
-0.042732578,
-0.020178467,
0.044963364,
-0.033258982,
0.000004052861,
-0.014862246,
-0.007699107,
0.047107235,
-0.027160536,
0.01203755,
0.04441291,
0.02592926,
-0.013391955,
0.03554771,
-0.005164123,
0.0035200056,
0.008365445,
0.064489976,
-0.020627523,
0.029507207,
-0.042906404,
-0.030274944,
0.031288937,
-0.022105055,
-0.026407285,
-0.021786371,
0.002075065,
0.017150974,
0.008401659,
-0.008973842,
0.007532522,
0.02149666,
0.024915265,
0.026943251,
-0.048352998,
0.016050067,
0.0069096405,
-0.008488573,
-0.03323001,
-0.032158077,
0.024944237,
-0.032795444,
0.009654665,
0.018570565,
-0.035055198,
-0.0032665073,
0.01941073,
0.0053198435,
0.032911327,
0.036358904,
0.014014836,
-0.0089086555,
-0.005106181,
0.030188031,
-0.027102593,
0.0000858952,
-0.011465368,
0.0067502987,
-0.014413191,
0.0635629,
0.0036377013,
-0.021134518,
-0.0054502143,
-0.014934674,
-0.039487798,
-0.015094016,
0.020555094,
0.033114128,
-0.00396906,
0.04302229,
-0.015296814,
-0.040298995,
0.009770551,
0.012718374,
-0.029637577,
0.020250896,
-0.0024842836,
-0.015760355,
-0.028464243,
0.030854369,
-0.004964946,
0.025349835,
0.030564656,
0.01990324,
0.020917235,
-0.041081216,
-0.010849729,
0.03418606,
0.004113916,
0.026363827,
0.009929892,
0.015166444,
0.058985442,
0.0029260952,
0.0012702078,
-0.00930701,
-0.011813022,
-0.012551789,
0.010060263,
0.0048635467,
-0.02023641,
-0.023539132,
0.012877716,
-0.029058153,
-0.032331903,
0.019917727,
-0.009241825,
0.0669815,
0.006467829,
-0.020844806,
-0.07179073,
-0.03722804,
0.016759861,
0.0016540766,
0.009857464,
0.011610224,
-0.028000703,
0.05846396,
-0.022872793,
0.019613529,
-0.021308346,
-0.0070544966,
-0.0023865057,
0.040067222,
-0.012921172,
0.0437176,
-0.0034367132,
0.025552632,
-0.014058294,
0.029666549,
0.033693552,
-0.018628506,
-0.0024390162,
-0.003644944,
0.011306026,
0.046440896,
0.039864425,
0.016079038,
0.06385261,
-0.013420926,
-0.0065800925,
-0.007326102,
0.005768898,
0.042384923,
0.026030658,
0.026349341,
-0.012834258,
0.004787497,
0.00037979483,
0.030101117,
0.022539623,
0.006815484,
0.036677588,
0.0027975352,
0.032071162,
-0.00716676,
0.0054900497,
-0.010719358,
0.033722524,
0.069762744,
-0.027377822,
0.0058521903,
-0.024784895,
0.003054655,
-0.019816328,
-0.01497813,
-0.04142887,
0.059506923,
0.04418114,
-0.014500105,
-0.036648616,
-0.004204451,
0.008307503,
-0.013080514,
-0.015122986,
-0.0127473455,
0.042240065,
0.0017772045,
-0.009618451,
-0.02605963,
0.038039237,
0.047310032,
0.0083147455,
0.02714605,
0.010190633,
-0.049280077,
-0.04394937,
-0.05707334,
-0.08436425,
-0.024842838,
-0.014261092,
-0.020352295,
-0.019584557,
-0.07596259,
0.03977751,
-0.041110188,
-0.0006292191,
0.025118064,
-0.034099147,
0.038126152,
0.03392532,
0.026943251,
-0.029782433,
0.04255875,
-0.0056421487,
0.0108280005,
0.005848569,
-0.042037267,
-0.013080514,
0.0065619857,
0.00019363199,
-0.005142395,
0.014210393,
0.004595563,
-0.039922368,
0.051134236,
0.0016459285,
-0.01930933,
0.039429855,
0.009603966,
0.0015354756,
0.0019193445,
-0.010422403,
-0.015282328,
0.01250109,
0.06895155,
0.00039201707,
0.026363827,
0.044963364,
0.056928486,
0.0064207506,
0.029724492,
0.042211097,
-0.018179452,
-0.052293085,
-0.042153154,
-0.05255383,
0.0031632972,
-0.0077425637,
-0.00458832,
-0.0014159693,
0.049888473,
-0.03792335,
-0.058087334,
-0.016122494,
-0.035866395,
-0.02198917,
-0.006380915,
0.01683229,
0.054379016,
0.057884537,
0.02886984,
-0.03554771,
0.00062061823,
0.021974685,
0.029507207,
0.016209409,
0.015572041,
0.017802827,
0.030709513,
-0.012377962,
-0.019497644,
0.018758876,
-0.0498595,
-0.042471837,
0.0038060965,
0.025639547,
0.035634622,
0.009162154,
-0.028160045,
0.011363968,
0.04745489,
0.0043782783,
-0.009502566,
0.047310032,
0.032389846,
0.025407776,
0.028189015,
0.008321988,
0.02956515,
-0.012870473,
-0.009987835,
0.0066959774,
0.01226932,
0.05069967,
-0.07231221,
0.03630096,
-0.008437873,
-0.023770902,
0.011928908,
-0.008010548,
-0.01951213,
0.047657687,
0.023727445,
0.039661627,
-0.02605963,
0.015108501,
0.027044652,
-0.00982125,
0.036793474,
0.019367274,
-0.0015083151,
-0.013949651,
-0.030188031,
-0.03340384,
-0.010799029,
-0.012254834,
0.070110396,
-0.021177975,
-0.01069763,
-0.0131457,
-0.060260177,
-0.0039074956,
0.025639547,
0.020004641,
0.0137830665,
0.07387666,
-0.015021588,
0.009814007,
0.031839393,
-0.009828493,
-0.017788341,
-0.051539835,
0.010806272,
0.0027251071,
0.020743407,
-0.003371528,
-0.03577948,
-0.022206455,
0.012877716,
-0.0027414034,
0.003809718,
-0.021004148,
-0.049424935,
-0.013674425,
0.016759861,
-0.035663594,
0.006257788,
-0.04206624,
0.033114128,
0.02139526,
-0.03806821,
0.009060755,
-0.009502566,
0.033027213,
0.033548694,
-0.019743899,
0.0071703815,
-0.01647015,
-0.017440686,
-0.06611237,
0.046585754,
0.030130088,
-0.0011389318,
-0.008140918,
-0.081525065,
0.0030745727,
0.04812123,
-0.019917727,
0.0009931703,
0.0148187885,
-0.045455873,
-0.0011081499,
0.0037952324,
0.050902467,
0.012798045,
0.020337809,
-0.0437176,
-0.005797869,
-0.02374193,
-0.019439701,
-0.05521918,
0.020975176,
0.01670192,
0.031057168,
0.02853667,
0.005446593,
-0.05304634,
0.055537865,
-0.027971731,
-0.055248152,
-0.012841501,
-0.0036159728,
-0.013131214,
0.023003163,
0.003157865,
0.03363561,
0.009067997,
0.012414176,
-0.008503059,
-0.04003825,
-0.019294845,
0.014268335,
-0.016383236,
-0.039313972,
-0.03835792,
-0.027884817,
0.022843821,
-0.014652204,
0.007568736,
-0.003911117,
-0.026334856,
-0.02886984,
0.008321988,
-0.020670978,
0.024219956,
0.017252373,
-0.00024648188,
0.02258308,
-0.030709513,
-0.02526292,
-0.014080022,
-0.03899529,
-0.018193938,
0.059506923,
0.056899514,
0.056725685,
-0.013623725,
-0.021887772,
0.03876352,
-0.021235919,
0.014326277,
-0.031028196,
0.0131167285,
0.0023140777,
0.0028265065,
0.0023195099,
0.0010963803,
0.020337809,
0.02747922,
0.018078053,
-0.018903734,
-0.019121017,
-0.03554771,
-0.021771885,
0.030825399,
0.0046716123,
-0.05255383,
-0.04232698,
-0.022409253,
0.01544167,
0.01755657,
0.049019337,
-0.03624302,
-0.007583222,
-0.02268448,
0.060260177,
-0.037314955,
0.034533717,
-0.033548694,
0.021366289,
0.013203642,
0.015818296,
-0.003438524,
-0.022800365,
-0.031404823,
-0.014702904,
0.010444132,
-0.0716169,
-0.011704381,
-0.007525279,
0.022380281,
-0.029869348,
0.0029659306,
0.005457457,
0.0048237112,
-0.028797412,
0.0002299592,
0.017484143,
0.0097922785,
-0.044557765,
-0.0031325151,
0.029203009,
-0.003219429,
0.016846776,
0.04186344,
-0.015485127,
0.059564866,
-0.030506715,
0.009915407,
-0.0827998,
0.01332677,
-0.025364319,
0.007583222,
0.0049577034,
-0.013435412,
-0.012421419,
-0.038502775,
0.016122494,
-0.00017507229,
0.025248434,
-0.022249911,
-0.0144494055,
-0.020540608,
-0.01815048,
-0.011530553,
-0.046875466,
-0.016151465,
-0.018729907,
0.030680543,
0.044499822,
-0.037343927,
0.01074833,
0.06924126,
-0.02030884,
0.030999226,
-0.04299332,
0.045108218,
0.0089086555,
0.016397722,
-0.07022628,
0.012385204,
0.0044507068,
0.021873286,
-0.035431825,
-0.046643693,
-0.017715912,
0.009531538,
0.032882355,
-0.05185852,
-0.0027432141,
-0.00484544,
-0.02172843,
-0.037865408,
0.028884325,
0.03337487,
0.008133675,
-0.011813022,
0.011537796,
-0.025060121,
0.037836436,
-0.034446802,
-0.061824623,
-0.009756065,
0.05403136,
-0.0137830665,
-0.032187045,
0.013956894,
-0.0034186062,
-0.009835736,
-0.030564656,
-0.0008039519,
0.044702623,
-0.027290907,
-0.0010275736,
-0.009560509,
-0.007880177,
0.008177132,
0.019830814,
0.060376063,
-0.04232698,
-0.00208774,
0.050641727,
0.0035381126,
-0.020917235,
0.03154968,
0.041515786,
-0.008010548,
0.0052039586,
-0.031984247,
0.04003825,
-0.038676605,
-0.04113916,
0.04305126,
-0.0114146685,
0.03175248,
0.030796427,
-0.022264397,
0.029029181,
0.0062034666,
-0.015383728,
0.029478235,
-0.042471837,
-0.05452387,
-0.011009071,
0.02833387,
-0.0005287251,
0.04959876,
-0.010719358,
0.047396947,
0.039285,
0.03131791,
-0.015151958,
-0.039574713,
0.0023865057,
-0.018976161,
-0.010205119,
-0.007416637,
0.0074456083,
0.056725685,
0.019135503,
0.020033611,
-0.04983053,
0.045021307,
0.003467495,
-0.03554771,
0.0019084803,
-0.0498595,
0.017542085,
-0.012798045,
-0.015658954,
0.015137472,
-0.025900288,
0.017933197,
0.047918428,
-0.019454187,
0.014427677,
0.009618451,
0.020091554,
-0.008097461,
0.0074818223,
-0.009908164,
0.01755657,
-0.0060405033,
-0.016817804,
-0.006772027,
0.04635398,
0.03688039,
-0.061824623,
0.04163167,
0.020613037,
0.030854369,
-0.010914914,
0.016513607,
0.041052245,
-0.0017953115,
-0.01497813,
-0.0025965474,
0.044123195,
-0.054118276,
0.008662401,
-0.007539765,
-0.00003632722,
-0.018918218,
0.05284354,
0.038676605,
0.048990365,
0.04841094,
0.020395752,
0.013109486,
0.015572041,
0.0094228955,
0.023626044,
0.0568126,
0.00025010327,
-0.024219956,
-0.026103087,
-0.013305041,
0.030709513,
-0.020265382,
0.019367274,
0.017208915,
-0.011892693,
-0.0068480764,
0.006073096,
0.020279868,
0.0012267509,
0.01590521,
-0.024321355,
-0.00016454759,
-0.035171084,
-0.03363561,
0.007735321,
-0.039169114,
-0.020743407,
0.022481682,
0.0065619857,
0.013037058,
-0.0034276596,
-0.026725968,
0.016339779,
0.002379263,
0.025407776,
-0.008293017,
-0.0003569347,
-0.01649912,
-0.0022832958,
-0.049019337,
-0.028985724,
-0.034244005,
0.041110188,
-0.06194051,
-0.025407776,
0.07462991,
0.05385753,
-0.010132691,
-0.020714436,
-0.0589275,
-0.036764503,
0.034765486,
0.029753461,
-0.03876352,
0.03763364,
-0.04652781,
-0.009017298,
-0.020772379,
0.0025838723,
-0.004266015,
0.0196425,
-0.021713944,
0.00806849,
0.017817311,
0.0064062653,
0.034099147,
-0.023350818,
-0.008372688,
0.008437873,
-0.005993425,
-0.00087864336,
-0.00074782013,
-0.0066778706,
0.021380775,
0.033287954,
0.03256367,
-0.017006118,
0.05119218,
0.040298995,
-0.012544546,
0.0052401726,
0.058637787,
0.011588495,
-0.033780463,
0.007633921,
-0.023394275,
0.02572646,
-0.00023629666,
-0.03998031,
0.014116236,
-0.0012919361,
0.00016137885,
0.01051656,
-0.024393784,
0.031462766,
0.024133042,
-0.05101835,
0.0005368733,
0.006199845,
0.004240665,
0.015412699,
0.024364812,
-0.023365304,
0.06338907,
-0.000862347,
0.061592855,
-0.0041573728,
-0.0009868328,
0.025668517,
0.0017545706,
0.03247676,
-0.017744884,
-0.05093144,
-0.043833483,
0.0073912875,
-0.073529005,
0.051510863,
-0.029579636,
-0.043080233,
0.022800365,
-0.032331903,
-0.010538288,
-0.059275154,
0.016672948,
-0.04467365,
-0.00014530888,
-0.007297131,
-0.01327607,
-0.068893604,
0.041023273,
-0.02724745,
0.006619928,
-0.000961483,
0.04279052,
-0.009488081,
0.077469096,
0.009430138,
0.022756908,
0.005761655,
0.023539132,
-0.047367975,
-0.03438886,
0.0087131,
-0.011646438,
-0.041023273,
-0.031839393,
-0.04047282,
-0.017223401,
-0.01157401,
0.0064424793,
-0.02992729,
-0.0020297975,
-0.0057797623,
-0.031115111,
-0.012551789,
0.09073792,
0.0051460164,
-0.014159693,
-0.013696153,
-0.00824956,
-0.053915475,
-0.029811405,
-0.031202024,
0.020844806,
-0.028000703,
-0.042877432,
0.024857324,
-0.03178145,
-0.049366992,
-0.027450249,
0.02103312,
0.009806764,
0.051366005,
-0.004443464,
0.04137093,
0.01938176,
-0.0007011945,
-0.005580585,
0.0015436239,
0.011248084,
-0.0061853593,
0.08888376,
0.0058884043,
0.0023321847,
-0.013898952,
-0.029217495,
0.0100892335,
-0.03433092,
-0.035576683,
-0.033867378,
0.0079453625,
-0.057420995,
-0.058782645,
0.008857956,
0.020540608,
0.01180578,
-0.01871542,
-0.058232192,
0.038386893,
-0.08604458,
-0.029492721,
-0.018338794,
-0.014463891,
-0.016890232,
-0.017440686,
0.014108993,
-0.02090275,
0.24892089,
0.041457843,
0.03806821,
0.03178145,
0.002312267,
0.0012023064,
-0.008575487,
0.015716897,
-0.015601012,
-0.014876731,
0.0044253566,
-0.077584974,
-0.0001262965,
-0.0059318612,
-0.033519723,
0.033606637,
-0.026132058,
-0.007981576,
-0.031173052,
-0.05423416,
-0.056001406,
0.023408761,
0.005374165,
0.08558104,
0.025306378,
-0.05629112,
-0.00024444482,
-0.016615005,
-0.0066525205,
-0.022047114,
0.0065945783,
-0.058406018,
0.023191476,
0.012435905,
-0.04606427,
0.023003163,
0.0016785212,
-0.043862455,
-0.010255818,
0.0024625552,
-0.0011153927,
-0.010226848,
0.0052365516,
0.0100168055,
-0.030709513,
0.0134136835,
-0.0031107867,
-0.013812038,
0.06692356,
-0.0544949,
0.03835792,
-0.07347106,
0.08558104,
-0.041284014,
-0.029260952,
-0.009010055,
-0.07271781,
-0.04652781,
0.004349307,
0.0028246958,
0.026610082,
0.023466703,
-0.032158077,
0.04235595,
0.0043058502,
0.015195414,
-0.04916419,
0.06147697,
0.042906404,
-0.005457457,
0.0018143238,
-0.0117116235,
-0.016933689,
-0.019005133,
-0.049019337,
0.05009127,
0.022597566,
0.053973418,
-0.0013634589,
-0.025654033,
-0.004494163,
-0.010560016,
0.00587754,
-0.02876844,
0.08737726,
0.049366992,
-0.03618508,
0.009857464,
-0.018107025,
0.064837635,
0.02219197,
0.04797637,
0.04797637,
-0.018802334,
-0.028348356
] |
For more examples on what Bark and other pretrained TTS models can do, refer to our
Audio course.
If you are looking to fine-tune a TTS model, the only text-to-speech models currently available in 🤗 Transformers
are SpeechT5 and FastSpeech2Conformer, though more will be added in the future. SpeechT5 is pre-trained on a combination of speech-to-text and text-to-speech data, allowing it to learn a unified space of hidden representations shared by both text and speech. This means that the same pre-trained model can be fine-tuned for different tasks. Furthermore, SpeechT5 supports multiple speakers through x-vector speaker embeddings.
The remainder of this guide illustrates how to: |
[
0.028356485,
0.04453973,
-0.042019155,
-0.00015675282,
-0.000963118,
-0.037207145,
0.029845918,
-0.030017775,
-0.009359073,
0.017285999,
-0.021066863,
-0.0278982,
0.032395136,
-0.06456113,
0.018947288,
0.04422466,
-0.035058927,
-0.058116473,
-0.04030058,
-0.029559487,
0.011951257,
-0.012151756,
-0.055481326,
-0.010819861,
-0.01974929,
0.015538781,
0.019706326,
0.029588131,
0.09085532,
0.03883979,
-0.0014786905,
-0.024346478,
-0.013770081,
-0.030218275,
-0.0025599606,
-0.038352862,
0.0044754553,
0.006319343,
-0.029559487,
-0.027883878,
-0.022985939,
0.0040923567,
0.029588131,
0.00089016807,
-0.0776223,
-0.014994566,
0.021954793,
-0.03302528,
0.0067776297,
-0.005639074,
-0.0038954364,
0.016483998,
0.012896473,
0.002309335,
-0.015653353,
-0.022055045,
0.0031668323,
0.014722458,
-0.022355795,
-0.027683377,
0.03153585,
0.07252386,
0.027396949,
-0.040042795,
0.007998534,
0.029788632,
-0.025921838,
0.003773704,
-0.023215083,
-0.003745061,
-0.053390395,
0.062441554,
0.013569581,
-0.04737538,
-0.021439223,
-0.008284963,
0.011213701,
0.019190753,
0.022155294,
0.01109913,
0.07200829,
0.059978265,
-0.015080495,
0.020622898,
-0.016154604,
-0.026279874,
0.013204384,
-0.009487965,
-0.000879427,
-0.048721597,
-0.021654043,
0.014457512,
-0.032080065,
0.0064374954,
0.010920111,
0.034228284,
-0.03291071,
0.03508757,
0.036233287,
-0.01376292,
0.0004397135,
0.08678803,
-0.023129154,
0.05473661,
0.011700631,
-0.026867054,
0.023816584,
-0.03291071,
-0.004414589,
-0.021654043,
0.0050733765,
0.00324381,
0.0015476125,
-0.017629715,
0.002516996,
0.01257424,
0.014257011,
0.039355364,
-0.06553499,
-0.014314297,
0.005041153,
-0.047117595,
0.018560609,
-0.046057805,
-0.01248115,
-0.03302528,
0.011543095,
0.0037092576,
0.016011389,
0.0016568137,
-0.016097318,
0.029903203,
0.01720007,
0.04697438,
-0.0027192868,
-0.0495236,
-0.049666815,
0.0046831165,
0.017357606,
0.0015118088,
0.0089509105,
-0.012302132,
0.017443536,
0.080830306,
0.019706326,
0.020422399,
-0.003723579,
-0.05227332,
-0.0055030202,
0.04935174,
-0.0282992,
0.043021657,
0.019806575,
0.0136984745,
-0.014450351,
0.05190096,
-0.025749981,
0.006469718,
0.020594256,
0.028915023,
0.011464327,
0.009960574,
-0.019176431,
0.03918351,
0.0037916058,
0.040902082,
-0.0026387286,
-0.0014589984,
0.022527652,
-0.053333107,
0.0027873137,
0.0009989217,
-0.0247618,
-0.026279874,
0.04001415,
0.021983437,
0.058889832,
0.021152792,
0.0046831165,
-0.015939781,
-0.012645847,
-0.0060866196,
0.023816584,
0.013419205,
-0.05109896,
0.036892075,
0.019477183,
0.009301786,
-0.014922959,
-0.013540938,
-0.017944787,
0.03193685,
-0.03703529,
0.024876371,
-0.037894577,
0.010769736,
0.0018331466,
-0.029903203,
0.0083207665,
-0.026695197,
-0.0218259,
0.03096299,
0.037293077,
-0.0035445606,
0.013046848,
-0.028642915,
0.0076691406,
0.03528807,
-0.003784445,
0.0069602286,
0.049666815,
0.024117334,
0.003195475,
0.01787318,
0.052101463,
-0.029530846,
-0.0033744934,
0.025764301,
0.001385601,
0.0067275045,
0.05934812,
0.03291071,
0.024647228,
0.04333673,
0.0014679494,
0.019892504,
0.0054063504,
0.02554948,
0.0089509105,
0.026022088,
0.015767924,
0.046802524,
0.012409543,
0.03242378,
-0.014851351,
0.02407437,
0.021568116,
0.016240533,
-0.002416746,
-0.0041389014,
0.000456944,
-0.014092314,
0.03371271,
0.029358989,
0.00992477,
-0.014600726,
0.0013104134,
-0.03351221,
0.0032276984,
0.011535934,
-0.0426493,
0.04098801,
-0.013934778,
0.011621863,
-0.05848883,
-0.056483828,
0.029101202,
0.044768877,
-0.0032760333,
-0.028342165,
-0.0025008845,
0.021940473,
-0.036519717,
0.015080495,
0.039384007,
0.06576413,
-0.039097577,
0.015997067,
-0.0031184973,
-0.0018420975,
-0.01974929,
-0.030447418,
-0.06564956,
0.008270642,
-0.046831165,
-0.011335433,
-0.01286783,
-0.04227694,
-0.016956605,
-0.05190096,
-0.00824916,
0.018489001,
-0.00021090584,
0.037493575,
0.054679323,
0.02888638,
-0.017171428,
0.021467865,
-0.017715642,
0.02554948,
0.007704944,
0.010920111,
-0.006476879,
-0.015868176,
0.035058927,
-0.03883979,
-0.0129179545,
0.03342628,
-0.040930726,
0.045971878,
-0.013891813,
0.018116644,
0.031478565,
0.019820897,
0.0025778622,
-0.039842296,
-0.00074829615,
-0.01936261,
0.044453803,
0.043021657,
-0.06650885,
0.010748254,
0.02839945,
0.02947356,
-0.022728153,
0.016641533,
0.02938763,
-0.0073290057,
-0.057085328,
-0.018932967,
-0.030504704,
-0.01817393,
-0.013275991,
-0.029444916,
-0.0055030202,
0.04746131,
-0.030877063,
-0.06771185,
0.027769307,
-0.02898663,
-0.05089846,
-0.021568116,
-0.022355795,
0.03961315,
0.0014187194,
0.032681566,
-0.028614271,
0.014278493,
-0.0044289106,
-0.0021571696,
-0.014099475,
-0.00923018,
0.05771547,
0.017314643,
-0.020751791,
-0.00008357913,
0.047776382,
-0.0278982,
-0.005610431,
0.010067984,
0.003390605,
-0.00018450065,
0.032452423,
0.0114858085,
0.048578385,
0.03686343,
-0.049008027,
0.020551292,
0.037379004,
0.036004145,
0.026408767,
0.027282376,
0.04422466,
0.016226212,
-0.02880045,
-0.011922614,
0.0050948584,
0.0017284208,
0.051328104,
-0.008363731,
0.053533606,
0.0016532332,
-0.049294457,
-0.01867518,
-0.0064016916,
-0.004647313,
0.041532226,
0.0029323185,
0.0023755718,
0.0061689676,
-0.010619361,
-0.017629715,
0.010454664,
0.01080554,
0.025420588,
0.030934349,
-0.001552088,
0.010390217,
-0.019333968,
-0.034170996,
-0.005946985,
-0.021381935,
-0.03007506,
0.002740769,
0.02249901,
-0.051356748,
0.04519852,
0.011091969,
0.0426493,
-0.008700285,
0.055309467,
-0.015323959,
0.00304689,
0.014808387,
0.013898974,
-0.024360798,
-0.0772213,
0.0029341085,
0.01817393,
0.032882065,
-0.042391513,
-0.0007630652,
-0.040816154,
0.026466053,
-0.032395136,
-0.011278148,
0.004851394,
0.0034138774,
-0.0559969,
-0.0030057158,
-0.065878704,
-0.007840998,
-0.039813653,
0.0060973605,
0.05009646,
-0.0255638,
-0.012051507,
-0.030619277,
-0.015323959,
0.03291071,
-0.029960489,
-0.037722718,
0.023014583,
0.0029126264,
-0.043880947,
0.02742559,
0.024704514,
0.023716334,
-0.0026208267,
-0.05817376,
-0.0018814815,
0.006444656,
0.004196187,
-0.032853425,
0.02083772,
0.006312182,
0.010204039,
0.001906544,
0.045656808,
0.010003538,
0.040558368,
0.0038381505,
-0.013605384,
-0.017414892,
-0.008728928,
-0.007819516,
-0.026150981,
-0.0005397399,
0.038925722,
0.014257011,
-0.030733848,
0.004382366,
0.03036149,
-0.02417462,
-0.03812372,
-0.0070604784,
0.009287465,
-0.015381245,
0.0414463,
-0.012495472,
0.014292815,
0.054478824,
0.030877063,
0.027454235,
-0.022126652,
-0.020708827,
0.010669486,
-0.016756104,
-0.021167114,
-0.013318956,
-0.016326461,
0.037264433,
0.016555605,
0.030877063,
-0.01493728,
-0.07321129,
-0.01787318,
0.003025408,
-0.035946857,
0.04743267,
0.013913296,
0.0024095853,
0.02003572,
-0.022814082,
0.012223364,
-0.029072559,
-0.051499963,
0.0049158405,
0.06358727,
0.0047690454,
0.00043098637,
0.0072967825,
0.005041153,
0.04548495,
-0.040730227,
0.01602571,
-0.020766113,
-0.031192135,
-0.0034729533,
-0.05505168,
0.00050751667,
-0.01659857,
-0.01914779,
0.007840998,
0.0021500087,
-0.022513332,
-0.032452423,
-0.012653008,
-0.07172186,
0.081689596,
0.0029323185,
-0.04333673,
-0.041818656,
0.007554569,
0.015467174,
0.008421017,
0.008564232,
-0.01934829,
-0.033454925,
-0.017815894,
0.0565984,
-0.024332156,
0.007046157,
-0.018016394,
-0.041045297,
-0.0138560105,
0.027654734,
0.014980244,
-0.063701846,
0.017128464,
-0.030418776,
-0.020107327,
-0.088964894,
-0.024919337,
-0.007654819,
0.022341473,
-0.03606143,
0.018403072,
-0.004203348,
-0.009688466,
-0.016312141,
0.0214249,
-0.006072298,
0.037980504,
-0.021840222,
-0.017572429,
0.02377362,
0.014120957,
0.02623691,
0.034256928,
-0.04010008,
0.052617036,
-0.0035785742,
0.023472868,
-0.036176,
-0.012531275,
-0.053275824,
-0.011385559,
0.04007144,
-0.013046848,
-0.037293077,
0.017844535,
0.00024503117,
0.0646757,
0.014156761,
-0.010934433,
-0.005345484,
-0.044138733,
-0.049724102,
0.014708137,
-0.01730032,
-0.024747478,
-0.013218706,
0.010003538,
-0.002044388,
-0.009108447,
0.026380125,
0.051499963,
0.01621189,
-0.0035803644,
-0.07619015,
0.023057546,
0.03351221,
-0.011757917,
-0.030561991,
-0.044940732,
-0.024589943,
0.002092723,
-0.0576009,
-0.051270816,
-0.018746788,
0.0009416358,
0.022742474,
-0.04127444,
0.01120654,
-0.014049349,
-0.026981626,
-0.087475464,
0.04920853,
-0.0049981885,
0.011335433,
0.013096973,
0.021066863,
0.026079373,
0.048607025,
-0.053018037,
-0.017429214,
0.017500822,
0.052387893,
-0.006161807,
-0.04187594,
0.013018205,
-0.012388061,
-0.057629544,
-0.043107588,
-0.012259168,
-0.0034514712,
-0.048206028,
-0.029502202,
0.010461825,
0.026666554,
-0.010669486,
0.021210078,
0.05934812,
-0.04196187,
-0.014049349,
0.020221898,
0.01798775,
0.014106636,
0.014808387,
0.048607025,
-0.030561991,
-0.035832286,
0.0045076786,
0.030905705,
-0.050067816,
-0.035431284,
0.041818656,
-0.008750411,
0.009029679,
0.025864553,
0.0012065828,
0.009624019,
0.002250259,
-0.012022863,
0.0049695456,
-0.015567425,
-0.062556125,
-0.019319646,
0.004414589,
-0.010110949,
0.02191183,
-0.02241308,
-0.021181436,
0.004851394,
0.023802262,
-0.011621863,
-0.07292486,
0.011364076,
-0.015767924,
-0.0102183595,
0.043594517,
-0.02662359,
0.0069029424,
-0.007554569,
0.012688811,
-0.02526305,
-0.003802347,
-0.017844535,
-0.025721338,
-0.019777933,
-0.04685981,
-0.0247618,
-0.053476322,
-0.041589513,
-0.013533778,
-0.025907516,
0.010375896,
0.036519717,
-0.009344751,
-0.0058001904,
0.018546287,
0.045800023,
-0.015195066,
0.019162111,
-0.009351912,
-0.0028356486,
-0.004403848,
0.0075617298,
0.013669831,
0.015395567,
0.00077201606,
-0.037550863,
0.026007766,
0.0247618,
0.030647919,
0.0011967368,
0.001729316,
0.039813653,
-0.01974929,
-0.045971878,
-0.02987456,
0.019692004,
-0.027454235,
-0.035803642,
0.011922614,
-0.03302528,
-0.055567253,
0.042592015,
-0.018360108,
0.0024829826,
0.02083772,
-0.0072788806,
0.0037486416,
0.025835909,
-0.0127532575,
0.043365374,
0.0029394792,
0.024188941,
0.0005495859,
0.0041317404,
0.0067883707,
0.040214654,
-0.010275646,
0.02731102,
0.03861065,
-0.0024794023,
-0.011149255,
0.014035028,
0.04963817,
0.05906169,
0.052301962,
-0.012409543,
-0.010182557,
-0.02506255,
-0.053476322,
0.020193255,
-0.053476322,
-0.031106206,
0.02348719,
-0.029072559,
0.022083687,
-0.012359418,
0.029845918,
0.009330429,
0.0076906225,
0.028485378,
0.008327927,
0.0035069669,
0.052330606,
-0.004135321,
-0.0650767,
-0.024718836,
-0.04067294,
0.033225782,
-0.024303513,
-0.012667329,
0.047003023,
0.036491074,
0.002670952,
-0.035431284,
-0.07384144,
-0.061066695,
0.009695627,
0.023358297,
-0.038983006,
0.023945477,
-0.0141710825,
0.035603143,
-0.06799828,
0.014822708,
-0.008041498,
0.014299976,
0.019248039,
0.027626092,
0.01641239,
0.03282478,
0.009359073,
-0.0061403248,
0.0052846177,
0.026007766,
0.024933657,
-0.016698819,
0.005452895,
0.025306016,
0.03331171,
0.024976622,
0.03714986,
0.010468985,
0.069716856,
-0.0063050217,
-0.00795557,
0.012388061,
0.028356485,
0.0039384007,
-0.019291002,
-0.016770426,
0.0032276984,
0.04176137,
0.019606076,
-0.019133467,
0.02761177,
0.0118080415,
-0.025363302,
0.0044002677,
-0.005177207,
0.013662671,
0.0011430313,
-0.047890954,
-0.00079170807,
0.023959799,
0.034743857,
0.004206928,
0.0436518,
0.029530846,
0.030647919,
0.012495472,
0.024747478,
-0.004826331,
-0.028542664,
0.014099475,
-0.001974571,
0.007003193,
-0.005918342,
-0.04115987,
-0.002780153,
0.02221258,
-0.05591097,
0.03440014,
0.021754295,
-0.04542766,
0.017343285,
-0.045227163,
-0.06398827,
-0.06519128,
0.0102183595,
-0.05384868,
0.005159305,
0.0054779574,
0.01562471,
-0.035603143,
0.027583128,
-0.041245796,
0.020909328,
0.022098009,
0.06456113,
-0.004285696,
0.071893714,
0.038381506,
0.03205142,
0.0052488144,
0.017314643,
-0.07596101,
-0.019076182,
0.0155960675,
0.0038381505,
-0.036777504,
-0.04058701,
-0.003813088,
-0.0028302781,
0.021167114,
-0.043795016,
-0.034715213,
-0.024317835,
-0.009731431,
-0.00304689,
0.008557071,
0.06845657,
0.01846036,
-0.008728928,
0.016226212,
0.01248115,
-0.0428498,
-0.0343715,
-0.02613666,
0.01120654,
0.0062155128,
-0.049294457,
0.01602571,
-0.03795186,
-0.03408507,
-0.019992754,
-0.019906826,
-0.019190753,
0.009967734,
0.03460064,
0.036491074,
0.045055304,
-0.016970927,
-0.0034443105,
0.01641239,
0.0072788806,
0.01011811,
0.09085532,
0.027583128,
0.021267364,
0.014257011,
0.031994134,
0.0047404026,
-0.02841377,
-0.008263481,
0.0015852064,
0.02573566,
-0.05384868,
-0.06163955,
-0.018646538,
0.060379263,
0.010834183,
-0.023601761,
-0.03752222,
0.025005264,
-0.06788371,
-0.050497457,
-0.059405405,
-0.03961315,
-0.012051507,
-0.04714624,
-0.038181007,
-0.057658188,
0.24220449,
0.073039435,
0.051041674,
-0.0046723755,
0.016283497,
0.03136399,
-0.012832026,
-0.009402037,
0.003055841,
-0.03723579,
0.0054421537,
-0.0008342249,
-0.015581746,
0.00481559,
-0.04528445,
0.038496077,
-0.037121218,
0.033741355,
-0.017701322,
-0.022556296,
-0.06668071,
0.028814772,
-0.0030701624,
0.016698819,
0.0061081015,
0.0049874475,
0.0046329913,
-0.023630405,
0.0110060405,
-0.057830047,
0.0116361845,
-0.05934812,
0.010877147,
-0.042391513,
0.035030287,
0.055968255,
0.00032111394,
-0.035803642,
0.0017167847,
0.013283152,
0.039985508,
-0.012473989,
0.02701027,
0.010039342,
-0.015810888,
0.026408767,
-0.013605384,
0.016398069,
0.08214788,
-0.04451109,
0.041331727,
-0.04814874,
0.0019960531,
-0.024131656,
-0.048950743,
-0.034428783,
-0.040128723,
-0.01934829,
0.019606076,
0.007977052,
0.007647658,
0.009094126,
-0.023830906,
-0.018832717,
-0.025277372,
0.024947979,
-0.026967304,
0.0505261,
-0.0051091798,
-0.032509707,
-0.025277372,
-0.0036179582,
-0.04173273,
-0.042706586,
0.030647919,
0.0499246,
0.040243294,
-0.007153568,
0.03036149,
0.009208697,
-0.02751152,
0.038868435,
0.017672678,
-0.030103704,
0.018002072,
0.04886481,
-0.037264433,
-0.0042498927,
0.021181436,
0.0501251,
0.030590633,
0.012402382,
-0.010726771,
-0.0086358385,
0.006229834
] | pip install datasets soundfile speechbrain accelerate
Install 🤗Transformers from source as not all the SpeechT5 features have been merged into an official release yet:
pip install git+https://github.com/huggingface/transformers.git
To follow this guide you will need a GPU. If you're working in a notebook, run the following line to check if a GPU is available:
!nvidia-smi
or alternatively for AMD GPUs:
!rocm-smi |
[
-0.001397087,
0.0012988611,
-0.04052517,
-0.0049744365,
0.020739682,
-0.05618517,
-0.04139517,
-0.012846535,
0.0007463409,
0.02694194,
-0.038308073,
0.007166977,
-0.006195243,
-0.03477194,
-0.012488713,
-0.01278339,
-0.03791517,
-0.026464844,
-0.030421942,
-0.006121574,
-0.030758716,
0.006395203,
-0.06348195,
-0.007149437,
-0.0026959481,
0.017792907,
0.009836615,
0.023377746,
0.080320664,
0.054641623,
0.0076686307,
0.01046105,
0.001129597,
-0.02935549,
0.020402906,
-0.05281743,
0.023490004,
-0.004013227,
-0.02059936,
-0.024724843,
0.015070648,
-0.009240244,
0.0050200415,
-0.046110008,
-0.03519291,
0.0058970577,
0.0027731257,
-0.018915487,
-0.01998194,
0.023925005,
-0.01936452,
-0.02302694,
-0.0015505648,
0.017863069,
-0.022325328,
-0.042096782,
-0.022311294,
0.020038068,
-0.024528392,
-0.0120677445,
0.04591356,
0.028204845,
-0.00015336822,
-0.04748517,
-0.013204358,
0.0019767948,
-0.030085167,
0.016600166,
-0.004195646,
0.008461453,
-0.06112453,
0.028064521,
0.013456938,
-0.02687178,
-0.02786807,
0.0077107274,
-0.016600166,
-0.017147424,
0.002739799,
0.019266294,
0.011829196,
0.065446466,
-0.010362824,
0.007682663,
-0.039262265,
0.006521493,
0.050179366,
-0.034547426,
-0.006619719,
-0.022676134,
0.015716132,
0.034996457,
-0.032807425,
0.032105815,
0.03842033,
0.0418442,
-0.015996777,
0.030085167,
-0.051273882,
0.026366618,
0.01260097,
0.07403421,
-0.061910335,
0.039009687,
-0.021960488,
-0.034659684,
0.022634037,
-0.026549038,
-0.025468554,
0.0013111393,
0.010096212,
-0.0006020717,
0.020683553,
-0.03233033,
0.0025433472,
0.058318075,
0.018859359,
0.022830488,
-0.021553554,
0.0143971,
-0.040020008,
-0.009436696,
-0.008054518,
-0.034238715,
0.019434681,
-0.017231617,
0.025412424,
0.019013714,
-0.024317909,
-0.019631132,
0.042237107,
0.00906484,
0.053771622,
0.030758716,
-0.0062759286,
-0.028246941,
-0.0002668322,
0.041310977,
-0.002799436,
0.0042833476,
-0.038869362,
-0.012523793,
0.0073248404,
0.08840324,
0.0048797186,
-0.01942065,
0.024668714,
0.016656294,
-0.035361297,
-0.012250164,
0.012636051,
0.025987748,
0.006893348,
0.049253237,
-0.050319687,
-0.02960807,
0.0029467747,
0.009303389,
-0.03059033,
0.00082658784,
0.023223393,
-0.021707907,
-0.02128694,
0.027278716,
0.0056655253,
0.013969116,
0.011885325,
0.010797825,
-0.02433194,
-0.016080972,
-0.0024538916,
0.0049112914,
-0.0062268157,
0.005118267,
-0.0142146805,
-0.027447103,
0.030927103,
-0.022325328,
0.007423066,
-0.0036238313,
0.012523793,
-0.033649363,
-0.008173792,
0.026577102,
-0.01998194,
-0.020823875,
0.0005398035,
-0.003332662,
-0.041816138,
-0.0018785689,
0.012081777,
0.0628084,
-0.009394598,
-0.02873807,
-0.04953388,
-0.0108188735,
-0.022255166,
0.0028590732,
-0.013955084,
-0.0005981251,
-0.021679843,
0.033789683,
-0.00654605,
-0.009177099,
-0.03252678,
0.01991178,
0.0007638812,
0.048916463,
-0.00999097,
0.034463234,
-0.00527613,
0.032133877,
-0.02638065,
0.052228075,
0.03395807,
-0.027854038,
-0.015856454,
-0.0011445063,
0.0075704046,
0.02743307,
0.010938147,
0.031067425,
0.052480657,
0.017175488,
0.00012519407,
-0.00788613,
0.005230525,
0.013162261,
0.023953069,
0.033284523,
0.0068231868,
0.039234202,
-0.010545244,
0.021904359,
0.00007509452,
0.011983551,
0.032246135,
0.004507864,
0.030281618,
0.0075633884,
-0.038027428,
-0.016824681,
0.027475167,
0.030702587,
0.013941051,
-0.008819276,
0.009106937,
-0.0081948405,
-0.0024609077,
-0.028246941,
-0.054585494,
0.06539033,
0.029187102,
-0.01972936,
-0.016894842,
-0.020908069,
0.009892744,
0.01998194,
-0.01862081,
-0.055820335,
0.035277102,
-0.004521896,
-0.0034203636,
-0.0034396579,
0.021581618,
0.039262265,
-0.029888716,
0.03165678,
-0.031235812,
-0.031853233,
-0.06993679,
-0.06348195,
-0.0919955,
0.006721453,
-0.008552663,
-0.034547426,
-0.0100120185,
-0.07852453,
0.040693555,
-0.03567001,
-0.030085167,
0.017259682,
-0.0248371,
0.00484113,
-0.011057422,
0.018662907,
-0.05615711,
0.017470164,
0.009015728,
0.033228394,
0.013555164,
-0.013239438,
-0.028541619,
0.001994335,
0.02246565,
0.019294359,
0.011232825,
0.03294775,
-0.014172584,
0.017933229,
0.016403712,
-0.008215888,
0.02805049,
0.032302264,
-0.000537611,
0.008819276,
-0.02297081,
-0.004374557,
0.012053712,
0.050824847,
-0.00008304248,
0.010931131,
0.048635818,
0.033649363,
0.0018750608,
0.03202162,
0.01818581,
0.004984961,
-0.05256485,
-0.0045534684,
-0.039935816,
0.0033028433,
-0.007907179,
0.005967219,
0.023854844,
0.03842033,
-0.023602262,
-0.076167114,
0.0012234377,
-0.0383642,
-0.000415925,
-0.010440002,
0.011716938,
0.05882324,
0.077907115,
0.030646458,
-0.03945872,
-0.0044026216,
0.023798715,
0.005823388,
0.007317824,
0.014761939,
-0.012586938,
0.054332916,
-0.038280006,
0.024668714,
0.008257985,
-0.05604485,
-0.026745489,
0.008131695,
0.0045113717,
0.036960974,
0.056325495,
-0.027587425,
-0.0013014922,
0.055034526,
-0.024275811,
-0.013891938,
0.02520194,
0.04897259,
0.033677425,
0.041591622,
0.041002266,
0.021006295,
-0.0187471,
-0.009892744,
0.0022960287,
0.005967219,
0.0693755,
-0.06438001,
0.023111133,
0.008040486,
-0.029102908,
0.015491616,
-0.034098394,
-0.024360005,
0.0732484,
0.019476779,
0.017343875,
-0.012523793,
0.020487102,
0.04599775,
-0.019392585,
0.03606291,
0.021904359,
0.022872586,
-0.0388413,
-0.005262098,
-0.0042202026,
-0.03238646,
-0.020487102,
0.011288954,
-0.022311294,
-0.009745405,
-0.015379358,
-0.04692388,
0.011752019,
0.014649681,
0.04072162,
0.025735166,
0.045240007,
-0.022914682,
0.031488393,
0.03606291,
-0.03468775,
-0.03432291,
-0.017147424,
0.015098712,
-0.010166373,
0.021048391,
0.00037755552,
-0.030927103,
-0.020052101,
0.003388791,
0.015477584,
0.03482807,
0.0039570974,
-0.019013714,
0.01582839,
-0.00027582163,
-0.008650889,
0.005097219,
-0.026885811,
0.03432291,
0.0021065932,
-0.061517432,
0.01967323,
-0.0071810093,
0.04021646,
0.03550162,
0.012081777,
-0.008040486,
0.0034045773,
-0.028639844,
-0.052340332,
0.05020743,
0.039150007,
0.006395203,
0.017849036,
-0.081611626,
0.027278716,
0.008559679,
-0.019462746,
-0.03059033,
-0.013449922,
-0.052901622,
0.006991574,
0.013674438,
0.026633231,
-0.008145727,
0.004342985,
-0.07291163,
0.0070687514,
-0.046699364,
-0.018157745,
-0.045240007,
0.003441412,
0.016109036,
0.042293236,
-0.00912097,
-0.016768552,
-0.052340332,
0.05256485,
-0.032554846,
-0.0475413,
0.029636135,
-0.013912987,
-0.0008726312,
0.012825486,
0.009661212,
0.0075002434,
0.008678953,
0.019659197,
-0.010699599,
-0.031291943,
-0.015126777,
0.022255166,
-0.05511872,
-0.04089001,
-0.042798396,
0.001990827,
0.036511943,
-0.019813552,
-0.017400004,
-0.0043710493,
-0.030618394,
0.011057422,
0.0029801014,
-0.0054760897,
0.024317909,
0.002571412,
0.011794115,
0.028766135,
-0.015547745,
-0.017231617,
-0.019897746,
-0.03426678,
-0.003441412,
0.042994846,
0.018873392,
0.07195743,
-0.020641455,
-0.020641455,
0.035950653,
-0.025482586,
0.007103832,
-0.018508552,
0.026773553,
0.0183121,
-0.02377065,
-0.0027240126,
0.030478071,
-0.008994679,
0.01399718,
0.03668033,
0.009801534,
-0.027320812,
-0.02848549,
-0.037466135,
0.019406617,
-0.0055006463,
-0.028653877,
-0.03954291,
-0.0012006353,
-0.003539638,
0.011380164,
0.045969687,
-0.041114524,
-0.010131292,
-0.03247065,
0.04902872,
-0.046839688,
0.03252678,
-0.005662017,
0.01693694,
0.02054323,
0.02935549,
-0.010839921,
-0.01250976,
-0.027769845,
-0.0031011296,
-0.0062268157,
-0.05144227,
0.021876294,
-0.0165721,
0.029130973,
-0.034435168,
0.007942259,
-0.000057663823,
0.014944358,
-0.028906457,
-0.004672743,
0.01669839,
0.036596138,
-0.037410006,
0.0075633884,
0.010362824,
0.0025994764,
0.050123237,
0.028443392,
0.016221294,
0.08037679,
-0.02290065,
-0.016417746,
-0.07554969,
-0.016810648,
-0.052171946,
0.015126777,
0.02333565,
-0.012530809,
-0.028345168,
-0.041451298,
0.014467261,
0.0014646172,
0.0049358476,
-0.04251775,
-0.029636135,
-0.03202162,
-0.025356295,
-0.0061601624,
-0.034042265,
-0.023939038,
-0.016417746,
0.0170071,
0.057925172,
-0.04251775,
0.009324437,
0.059496786,
0.011990567,
0.0081036305,
-0.053715494,
0.02638065,
-0.00072397693,
0.0033712506,
-0.041535493,
-0.02346194,
-0.010320728,
0.008945567,
-0.0575884,
-0.048551623,
-0.042349365,
0.0051358077,
0.035641942,
-0.040300652,
-0.011520486,
-0.021258876,
0.01033476,
-0.0418442,
0.032610975,
0.03567001,
-0.005591856,
0.032554846,
0.00775984,
-0.025580812,
0.03022549,
-0.053968076,
-0.048635818,
-0.020388875,
0.043471944,
0.0069635096,
-0.032807425,
0.017989358,
-0.024345974,
-0.039683234,
-0.003450182,
0.015968712,
0.0015751213,
-0.020795811,
-0.012699196,
-0.024121456,
-0.0020609882,
0.04350001,
0.024247747,
0.043836784,
-0.0116818575,
0.0019154036,
0.040048074,
0.023756618,
-0.0026468353,
0.01836823,
0.041563556,
-0.010278631,
0.024780972,
-0.06926324,
0.04128291,
-0.049702268,
0.003999194,
0.03289162,
-0.0075704046,
0.044678718,
0.044229686,
-0.007794921,
0.020459037,
-0.00494988,
-0.004185122,
0.023742585,
-0.028022425,
-0.057869043,
0.00096998,
0.02177807,
-0.0051849205,
0.017680649,
-0.042293236,
0.008124679,
0.03693291,
0.017919198,
0.016810648,
-0.0013242946,
0.0023398795,
-0.020711618,
-0.007879115,
-0.044650655,
-0.00924726,
0.03109549,
0.0012997382,
0.014158552,
-0.04973033,
0.04032872,
0.01575823,
-0.030983232,
0.0134078255,
-0.03847646,
0.019617101,
-0.004893751,
-0.037073232,
0.004571009,
-0.0034624604,
0.01325347,
0.03979549,
-0.03022549,
0.0041816137,
0.0051779044,
0.03468775,
-0.015716132,
0.0154635515,
-0.022479681,
0.0062268157,
0.015912583,
0.0012208067,
-0.010587341,
0.041170653,
0.020585326,
-0.050684527,
0.0142146805,
0.020136295,
0.00087613927,
-0.038644847,
0.022676134,
0.039767426,
-0.011632744,
0.014733874,
-0.0366242,
0.036287427,
-0.03959904,
-0.0046376623,
0.005118267,
-0.0007147683,
-0.026240328,
0.05646582,
0.013197341,
0.039374523,
0.050993238,
0.014551454,
0.04686775,
0.02134307,
0.01693694,
0.020136295,
0.062415496,
0.015098712,
0.01086097,
-0.021497423,
-0.021735972,
-0.00015720517,
-0.006602179,
0.013134196,
-0.009436696,
-0.03648388,
-0.029551942,
0.014340971,
0.041310977,
0.0116818575,
0.021174682,
-0.049253237,
-0.014151535,
-0.018592745,
-0.01098726,
-0.009822583,
-0.055287108,
-0.014200648,
0.02433194,
0.0017461395,
0.022788392,
0.0015768753,
-0.007872098,
0.033284523,
0.004476291,
0.009787502,
-0.036287427,
-0.0016952725,
0.00036681208,
-0.008250969,
-0.05374356,
-0.019813552,
-0.019617101,
0.03816775,
-0.01738597,
-0.034098394,
0.07336066,
0.085933566,
-0.006724961,
-0.053462915,
-0.07100324,
-0.04678356,
-0.0018066536,
0.017512262,
-0.037325814,
0.009191131,
-0.028443392,
-0.013723551,
0.0032361902,
-0.00029248494,
0.0022486697,
0.017245648,
0.0013900709,
0.015996777,
-0.011625729,
0.011639761,
0.043415815,
-0.0007476564,
0.03339678,
-0.01250976,
0.034154523,
0.00087833183,
-0.007479195,
-0.031881295,
0.012460648,
0.057448074,
0.01762452,
-0.031740975,
0.009135002,
0.042854525,
-0.012243148,
0.007640566,
0.058430333,
0.033172265,
-0.015856454,
0.006279437,
-0.03668033,
0.0038448395,
-0.0042272187,
-0.025861457,
0.009633147,
0.025145812,
-0.0029783475,
0.0031519965,
-0.023237424,
-0.004893751,
0.027320812,
-0.0527613,
-0.021511456,
-0.017835004,
0.01619323,
0.016684359,
-0.014277825,
-0.007117864,
0.059496786,
0.007675647,
0.071283884,
-0.009871695,
0.014025245,
0.036287427,
-0.0124536315,
0.057335816,
-0.020445004,
-0.03889743,
-0.029636135,
0.020837907,
-0.09087292,
0.059721302,
-0.021048391,
-0.043415815,
-0.00018318678,
-0.03668033,
-0.025791295,
-0.034238715,
0.028850328,
-0.050824847,
-0.015674036,
-0.00008929122,
-0.013211373,
-0.0628084,
0.03151646,
-0.03331259,
0.03533323,
0.011422261,
0.032639038,
-0.026114037,
0.09014324,
-0.021329036,
0.0027047184,
-0.0032993353,
0.0069249207,
-0.049926784,
-0.0348842,
0.021244843,
-0.02774178,
-0.031572588,
-0.028471457,
-0.026464844,
0.01321839,
0.006500445,
-0.0137025025,
-0.022227101,
-0.017021133,
-0.010229519,
-0.0077738725,
0.020529198,
0.03799936,
0.020388875,
-0.021188714,
-0.009668227,
-0.009071857,
-0.0142708095,
-0.017049197,
-0.010089195,
0.0010524195,
-0.037073232,
-0.061461303,
0.030141296,
-0.04046904,
-0.048888396,
-0.014972422,
0.04268614,
-0.007942259,
0.056886785,
-0.005823388,
0.072294205,
0.014607583,
-0.028246941,
-0.023377746,
0.022297263,
0.015575809,
0.014663713,
0.101088405,
0.015814358,
0.024542425,
-0.024121456,
-0.052592915,
0.044650655,
-0.02085194,
-0.039374523,
-0.06112453,
-0.010131292,
-0.051049367,
-0.048551623,
0.03718549,
0.05579227,
0.03872904,
0.0031870774,
-0.06578324,
0.039093878,
-0.0666813,
-0.031235812,
-0.02277436,
0.026787587,
-0.01942065,
-0.012643067,
0.030702587,
-0.014200648,
0.23102714,
0.036792587,
0.052985817,
-0.0010690829,
-0.0039079846,
0.03109549,
0.008868389,
0.008131695,
-0.008910486,
0.015561777,
0.022185005,
-0.08610195,
0.0021978028,
0.02507565,
-0.022142908,
0.05416453,
-0.02532823,
-0.022942746,
-0.043892913,
-0.058149688,
-0.06572711,
0.017428068,
0.004984961,
0.06701808,
0.0140322605,
-0.036006782,
-0.004455243,
-0.000059308226,
-0.00013133319,
-0.006398711,
0.0007366937,
-0.06359421,
0.008896453,
-0.01539339,
-0.03878517,
0.026815651,
0.007205566,
-0.032639038,
-0.015477584,
0.02941162,
-0.011990567,
-0.005381372,
0.03370549,
0.007359921,
-0.013099115,
0.023293553,
-0.029018715,
-0.004251775,
0.064099364,
-0.06651292,
0.050375815,
-0.059945818,
0.056353558,
-0.04672743,
-0.031067425,
-0.015730165,
-0.07044195,
-0.03494033,
0.0013777926,
0.018087585,
0.010531212,
0.011106535,
0.010608389,
0.040974203,
-0.01595468,
0.027825974,
-0.039767426,
0.02899065,
0.03283549,
-0.0005586594,
-0.016908875,
-0.026114037,
-0.009745405,
-0.05071259,
-0.04770969,
0.076167114,
0.015898552,
0.053575173,
0.01430589,
0.0048481463,
-0.015814358,
-0.0047569363,
-0.009541937,
-0.0069038724,
0.06381872,
0.06567098,
-0.03151646,
0.01974339,
0.007002098,
0.035080653,
0.03339678,
0.035445493,
0.036960974,
-0.0053427834,
-0.023265488
] |
Text to speech
[[open-in-colab]]
Text-to-speech (TTS) is the task of creating natural-sounding speech from text, where the speech can be generated in multiple
languages and for multiple speakers. Several text-to-speech models are currently available in 🤗 Transformers, such as
Bark, MMS, VITS and SpeechT5.
You can easily generate audio using the "text-to-audio" pipeline (or its alias - "text-to-speech"). Some models, like Bark,
can also be conditioned to generate non-verbal communications such as laughing, sighing and crying, or even add music.
Here's an example of how you would use the "text-to-speech" pipeline with Bark: |
[
0.03411154,
0.022866936,
-0.014978279,
0.020455303,
0.0046634604,
-0.025874214,
0.077346615,
-0.00537896,
0.014825736,
0.052823495,
-0.012893523,
-0.0042421506,
0.008375342,
-0.057065643,
0.0009815422,
0.027196255,
0.012232503,
-0.06462016,
-0.04323507,
-0.0068099597,
-0.0008821168,
0.0070351423,
-0.068164974,
-0.035535276,
-0.01173129,
0.041724168,
0.043002624,
-0.017157465,
0.058750883,
0.027036447,
-0.048348896,
-0.019380236,
0.0060181883,
-0.029651472,
-0.020934723,
-0.03698807,
-0.013387472,
-0.014368107,
-0.059855003,
-0.044833142,
0.011556955,
-0.00783781,
0.05230049,
-0.011549692,
-0.03759824,
-0.025670823,
0.0003877137,
-0.0058402214,
0.043089792,
-0.03794691,
-0.0019485564,
0.025380265,
-0.036610343,
0.020019464,
-0.02131245,
-0.009740966,
-0.007460084,
0.0006873519,
-0.023549749,
0.0029764064,
0.064794496,
0.04770967,
0.015414116,
-0.051080145,
0.010184067,
0.006602937,
-0.023259189,
-0.0053208484,
-0.015399588,
0.012268823,
0.00028965028,
0.041898504,
0.006192523,
-0.047884002,
-0.0087893875,
-0.009755494,
0.0103148185,
0.0072748526,
0.016590877,
0.034518324,
0.059012387,
0.0463731,
0.024218032,
0.012254295,
-0.02917205,
-0.053055942,
0.03669751,
0.004067816,
0.0066465205,
-0.058605604,
-0.0019885083,
0.029811278,
0.0063486984,
0.024552174,
0.0010941335,
0.029898446,
-0.034692656,
0.041404553,
0.033791926,
-0.016285792,
0.023578804,
0.056746032,
-0.0049213306,
0.038469914,
-0.02819868,
0.012050904,
-0.0019739803,
-0.031060679,
0.023578804,
-0.050469972,
0.011724026,
-0.021472257,
-0.008484301,
0.0092978645,
0.0061307796,
0.027850011,
-0.032920253,
0.03036334,
-0.032135744,
-0.027893594,
-0.013968589,
-0.015879009,
0.023418996,
-0.05529324,
-0.0064939773,
0.0030145422,
0.029985614,
0.025946854,
-0.036232617,
0.02590327,
-0.023128439,
-0.022024317,
0.011571484,
0.057559595,
-0.012319671,
-0.042799234,
-0.0033432362,
-0.013503696,
0.042450562,
-0.011288189,
-0.012755509,
-0.000042023126,
0.017041244,
0.08722559,
0.019801546,
0.046634603,
0.020498887,
-0.034983218,
-0.025917798,
0.028358487,
-0.024842732,
0.02527857,
0.0076852664,
0.044310138,
-0.019961353,
0.026615137,
-0.029695056,
-0.0026077605,
-0.009886245,
0.0076344186,
0.027457757,
0.045356147,
-0.0116731785,
0.053608,
0.010881407,
0.035273775,
-0.0090436265,
-0.007547251,
-0.001514535,
-0.06607295,
-0.0006387742,
-0.018755537,
-0.0243052,
0.012544854,
0.009922565,
0.049133405,
0.024624813,
-0.003710066,
0.013416529,
0.026833057,
-0.029956559,
0.006047244,
0.017273689,
0.054160062,
-0.0127773,
0.031176902,
0.005353536,
-0.01444801,
-0.012719189,
0.0069770305,
0.0032560686,
0.01685238,
-0.020513413,
0.04672177,
-0.009842661,
-0.0012512165,
-0.029898446,
-0.03780163,
-0.0013066042,
-0.0957099,
-0.031699907,
0.050034136,
-0.001520891,
0.022038845,
0.006566617,
-0.055060793,
0.012697397,
0.0072457967,
-0.029506193,
-0.028750742,
0.04213095,
-0.022053372,
-0.01211628,
-0.045530483,
0.037075236,
0.008106576,
-0.0019213166,
0.030828232,
-0.033443257,
0.015922593,
0.008694956,
0.012036377,
0.0119274175,
0.045501426,
-0.05264916,
-0.007391076,
0.0010905016,
0.007707058,
0.009355976,
0.012951635,
0.013104178,
0.059302945,
0.010532738,
0.04770967,
0.052416712,
0.01615504,
0.019162318,
0.004347478,
-0.0027512237,
0.01173129,
-0.011179229,
-0.00068281195,
0.022155069,
0.013518224,
0.04128833,
-0.016968602,
0.021138115,
-0.0017360856,
0.019452875,
0.04547237,
-0.02896866,
0.02847471,
0.008368079,
0.022227708,
-0.0678163,
-0.010772448,
0.018566674,
0.08153065,
-0.02171923,
-0.025946854,
-0.030072782,
0.003379556,
-0.028300377,
0.020556998,
0.041637,
0.05041186,
-0.011150174,
0.002851103,
-0.005891069,
-0.03140935,
-0.016038816,
-0.01936571,
-0.07200034,
0.0043038945,
-0.0183197,
-0.006036348,
0.03306553,
-0.034460213,
-0.015138086,
-0.050586194,
-0.012494006,
0.019176846,
-0.03480888,
0.034576435,
0.06374849,
0.026121188,
-0.046547435,
0.029651472,
-0.026237411,
0.027820954,
-0.009799078,
-0.007866865,
0.044833142,
-0.021733759,
0.033181753,
-0.027501341,
-0.027980762,
0.0006542101,
-0.015937122,
-0.010968575,
-0.014142924,
-0.002507881,
-0.00039248067,
-0.01782575,
-0.013300305,
-0.002861999,
-0.01971438,
-0.020934723,
0.030799177,
0.02799529,
-0.046198767,
0.016765213,
-0.0109104635,
-0.0019721643,
-0.030537674,
0.058663715,
0.050150357,
-0.00017127048,
-0.027196255,
0.010140484,
-0.01382331,
-0.02193715,
-0.008128367,
-0.013540016,
-0.023651443,
0.04785495,
0.01602429,
-0.068281196,
0.02869263,
-0.029782223,
-0.046053488,
-0.015326949,
-0.026862113,
0.060494233,
0.014164716,
0.026687777,
-0.01754972,
-0.012079961,
-0.0012366887,
0.009799078,
0.015937122,
-0.025946854,
0.06247003,
0.022242235,
-0.040416654,
0.0026368164,
0.050934866,
-0.0366394,
0.009602951,
-0.000118266296,
-0.044745974,
-0.020731334,
0.02986939,
0.014288203,
0.005277265,
0.052126154,
-0.06607295,
0.005872909,
0.0076852664,
-0.0032942044,
0.0220679,
0.04811645,
0.0059673404,
0.017288217,
-0.023230134,
-0.023491636,
0.013489168,
0.029012244,
0.042799234,
-0.016343903,
0.029549776,
-0.003190693,
-0.06653784,
-0.028038874,
0.009377768,
-0.0019630843,
0.029753167,
0.035128497,
0.044600695,
-0.011586011,
-0.014397162,
-0.007249429,
0.014680456,
0.029811278,
0.00675548,
0.010140484,
-0.0463731,
-0.014542442,
-0.023636915,
-0.04782589,
0.014295467,
-0.025467433,
-0.028983187,
-0.024116337,
-0.004354742,
-0.032774974,
0.034489267,
0.03515755,
0.059622556,
0.03858614,
0.049133405,
-0.021806398,
0.008150159,
0.016605405,
-0.0014600554,
-0.017230107,
-0.06305114,
0.037307683,
-0.015995232,
-0.012602965,
-0.043409407,
-0.0003239271,
-0.06903665,
0.032397248,
-0.020426247,
-0.01246495,
-0.02799529,
0.010736128,
-0.03780163,
0.013990381,
-0.0495983,
-0.007598099,
-0.029012244,
0.0042239907,
0.06845553,
-0.06717707,
-0.019510988,
-0.061947025,
0.0075545153,
0.00638865,
-0.031496517,
-0.05625208,
-0.005556927,
-0.010975839,
-0.037482016,
0.011368092,
-0.0019322125,
0.015254309,
0.020760389,
-0.048523232,
0.015123558,
0.0071658934,
0.0025405688,
-0.02938997,
0.018566674,
0.040300433,
-0.00011060509,
0.01615504,
0.02861999,
-0.020789444,
0.025264041,
0.003192509,
-0.0066465205,
-0.028387543,
-0.024261616,
-0.0033940838,
0.0011676811,
0.009661063,
0.045762926,
-0.0051283534,
-0.017418968,
0.013990381,
0.025249515,
-0.005891069,
-0.037569184,
0.018653842,
0.04608254,
0.015094502,
0.050295636,
0.015588451,
-0.025641767,
0.075428925,
0.03300742,
0.017157465,
-0.014920168,
-0.017491609,
0.009312392,
-0.0071441014,
-0.021326978,
0.010743392,
-0.0321648,
0.08193743,
-0.0057494217,
-0.0054334397,
-0.015239782,
-0.03724957,
-0.0018414131,
0.015239782,
-0.00046670923,
0.036290728,
-0.015908066,
0.0002664964,
0.014949223,
0.0068063275,
0.0031452933,
-0.0066465205,
-0.053782336,
0.03989365,
0.030682953,
0.0127773,
0.00772885,
0.02026644,
-0.022649018,
0.024842732,
-0.04393241,
0.037830688,
-0.051370703,
0.019234957,
-0.029288273,
-0.03704618,
-0.020876613,
-0.00438743,
-0.021908093,
-0.008934667,
0.011171966,
0.00074818754,
-0.011128382,
0.0047433637,
-0.038324635,
0.078392625,
-0.025540072,
-0.059332,
-0.03385004,
0.017433496,
0.009232489,
0.023767667,
-0.015021862,
-0.011469788,
-0.02381125,
-0.02214054,
0.023942001,
-0.018159892,
-0.011201021,
-0.027501341,
-0.057646763,
-0.006559353,
0.051980875,
0.018857231,
-0.050121304,
0.020019464,
-0.0643296,
0.035419054,
-0.056775086,
-0.029360913,
-0.026353635,
-0.006544825,
-0.035535276,
0.035913,
-0.04547237,
-0.027268894,
-0.0070169824,
0.043351293,
0.019859659,
0.021385089,
0.018305171,
-0.040213265,
0.016242208,
0.01006058,
-0.01712841,
0.037975967,
-0.042450562,
0.048348896,
-0.002693112,
0.062993035,
-0.00077633536,
-0.025060652,
-0.024944428,
-0.005753054,
0.031235015,
-0.013678031,
-0.0076707383,
0.0035720507,
-0.020527942,
0.057646763,
0.029680528,
0.008266383,
-0.015254309,
-0.0366394,
-0.062411916,
0.036465064,
-0.0145787615,
-0.019612683,
-0.0078014894,
-0.016053345,
0.013155025,
-0.010394722,
0.00036501384,
0.058867104,
0.0015553947,
-0.011796666,
-0.062063247,
0.025191402,
0.040358543,
0.03390815,
-0.015893538,
-0.027312478,
-0.057966374,
-0.019031567,
-0.038324635,
-0.057850152,
-0.033588536,
0.037191458,
0.02360786,
-0.045094643,
0.032745916,
-0.034925103,
-0.0747897,
-0.028721685,
0.019990409,
-0.018494034,
0.013728878,
0.016663518,
0.006185259,
0.023665972,
0.03294931,
-0.044745974,
-0.016881436,
0.0051392494,
0.045646705,
-0.0045908205,
-0.023520691,
0.03489605,
0.015399588,
-0.06618918,
-0.062005136,
-0.020310024,
-0.011171966,
-0.039283477,
-0.006555721,
0.026934752,
-0.010823295,
-0.03309459,
0.025612712,
0.05000508,
0.0015336028,
-0.004837795,
-0.015762785,
0.01949646,
-0.026586082,
0.005923757,
0.028779797,
0.004565397,
-0.0075327232,
-0.0065194014,
0.002827495,
-0.029840335,
0.005382592,
0.0643296,
-0.0030036462,
0.016590877,
0.053782336,
0.022576379,
0.031903297,
0.00675548,
-0.025060652,
-0.022866936,
-0.014564234,
-0.033501368,
-0.04526898,
0.039283477,
0.017564248,
-0.009668327,
-0.027748315,
-0.028983187,
0.010656225,
0.03669751,
-0.026702305,
-0.038324635,
-0.0009415904,
-0.057327148,
-0.023418996,
0.0066646803,
-0.025089707,
-0.00873854,
0.009820869,
0.016111456,
-0.031438407,
0.0054007517,
-0.0037264097,
-0.0034558275,
-0.04881379,
-0.011389884,
-0.0047760517,
-0.038760472,
-0.05968067,
0.00036796482,
-0.02722531,
0.020063048,
0.02938997,
-0.009995204,
-0.023578804,
-0.011135646,
0.01845045,
-0.0014618713,
0.029070355,
-0.012508534,
-0.01044557,
-0.020092105,
0.009508519,
-0.025525544,
0.015370533,
-0.017854806,
-0.012355991,
0.024319727,
0.021733759,
-0.0054988153,
-0.02256185,
-0.020629637,
0.039225366,
-0.010576321,
-0.041985672,
-0.02046983,
-0.022038845,
-0.04401958,
-0.0017696815,
-0.009878981,
-0.040997773,
-0.02340447,
0.04416486,
-0.015254309,
0.0037590978,
0.028678102,
0.0063595944,
-0.025670823,
0.01900251,
0.0032615166,
0.01685238,
0.021733759,
0.022300348,
0.034692656,
-0.023157494,
0.028663574,
0.036465064,
-0.04128833,
0.00915985,
0.014259147,
0.005219153,
-0.000499851,
0.00052073493,
0.04053288,
0.06775819,
0.02193715,
-0.01839234,
-0.006239739,
0.0033305243,
-0.042595845,
0.0014546074,
-0.078799404,
-0.03495416,
0.035273775,
-0.028794324,
0.009668327,
-0.030770121,
0.0049140668,
0.007830545,
0.0045036534,
0.007910449,
0.024682926,
0.02248921,
0.023491636,
0.032426305,
-0.045443315,
-0.0063087465,
-0.010009732,
0.03794691,
-0.00877486,
-0.034140598,
0.026760416,
0.023201078,
-0.00019340286,
-0.012348726,
-0.024174448,
-0.012951635,
-0.013569071,
-0.0040060724,
-0.022227708,
0.011157438,
-0.04881379,
0.05540946,
-0.024392366,
0.039370645,
-0.024915371,
0.045356147,
0.007772434,
-0.0052700005,
-0.0039733844,
0.032745916,
0.019409293,
-0.036232617,
0.08199555,
0.017113883,
0.04044571,
-0.0016425622,
0.0019086046,
0.0145351775,
0.03605828,
0.018203476,
0.02889602,
0.02214054,
0.0663054,
0.038876697,
0.0094722,
-0.012021849,
0.025743462,
-0.01242863,
-0.02944808,
-0.025670823,
0.00675548,
0.027733788,
-0.00093160244,
-0.0036192664,
0.011251869,
-0.0132421935,
-0.039051034,
-0.014629609,
-0.0027058239,
0.02674589,
0.00368101,
-0.013656239,
-0.0127119245,
0.018668368,
0.028561879,
-0.018784592,
0.008280911,
0.071012445,
0.041317385,
0.017157465,
0.018682897,
0.022866936,
-0.03704618,
0.014774888,
-0.007111414,
0.007576307,
-0.0016189544,
-0.028387543,
-0.0013547279,
-0.0026259203,
-0.030741066,
0.060261786,
-0.013670767,
-0.007743378,
0.04332224,
-0.05174843,
-0.022794297,
-0.053578947,
-0.0002726254,
-0.052242376,
-0.028503766,
0.018348755,
0.010641697,
-0.035360944,
0.025990438,
-0.014346315,
0.048145507,
0.014375371,
0.03785974,
0.0006514861,
0.051632207,
0.061365906,
0.04157889,
-0.0025006172,
-0.031496517,
-0.052184265,
0.019656267,
0.02854735,
0.026687777,
0.016489182,
-0.03385004,
-0.020455303,
0.011411676,
0.016663518,
-0.046489324,
-0.025685351,
0.011077534,
-0.0056804144,
-0.042915456,
-0.0032724126,
0.056571696,
-0.0004703412,
0.0013529119,
-0.0028347592,
-0.03042145,
-0.017680472,
-0.03135124,
-0.037772577,
0.027515868,
0.044571638,
-0.012058169,
-0.033762872,
-0.050440915,
-0.008949195,
-0.019191373,
-0.012559381,
-0.005052082,
0.033385146,
0.051283535,
-0.003170717,
0.023172023,
-0.033617593,
-0.034663603,
0.024624813,
0.057617705,
0.023302773,
0.070140764,
0.064794496,
0.027210783,
-0.019990409,
0.002035724,
0.004213095,
-0.009479464,
0.04741911,
-0.0015172589,
0.0041440874,
-0.007888657,
-0.032629695,
-0.03286214,
0.062295694,
-0.001510903,
-0.061947025,
-0.022779768,
-0.025322154,
-0.060552344,
-0.006733688,
-0.0378888,
-0.025162347,
0.005364432,
-0.018610258,
-0.02054247,
-0.060494233,
0.25243703,
0.05619397,
0.028881492,
0.007089622,
0.016590877,
0.039864596,
-0.0043038945,
-0.0041186637,
0.030682953,
-0.042886402,
-0.000838079,
-0.010046053,
0.030072782,
0.025670823,
0.005538767,
0.04680894,
-0.06618918,
-0.004826899,
0.016184095,
-0.035419054,
-0.06944343,
0.0070569343,
0.001685238,
0.012297879,
0.01472404,
0.006410442,
-0.0079612965,
-0.03605828,
-0.041840393,
-0.05264916,
0.06473638,
-0.006929815,
0.02479915,
-0.06967587,
0.01984513,
0.04785495,
-0.0103366105,
-0.048290785,
-0.03231008,
-0.009726438,
-0.008484301,
-0.023230134,
0.029331857,
0.007721586,
0.021893566,
0.044106744,
-0.012239767,
0.042770177,
0.027544925,
-0.057007533,
0.031583685,
-0.0533465,
-0.029840335,
0.014527914,
-0.064678274,
-0.012029112,
-0.04169511,
-0.04590821,
0.024653869,
-0.001015138,
0.011273661,
0.014331787,
-0.03524472,
-0.03809219,
-0.020556998,
0.034547377,
-0.0085569415,
0.027457757,
-0.015138086,
-0.015123558,
-0.047535334,
-0.013779726,
0.008273647,
-0.014048493,
0.052736327,
0.021414144,
0.007311173,
-0.017012186,
0.01677974,
-0.0013810598,
-0.016692573,
0.023622388,
-0.01149158,
0.035564333,
0.0013883237,
0.054218173,
-0.038063135,
-0.019656267,
0.009987941,
0.020411719,
0.023375412,
0.010946783,
-0.02806793,
-0.0070242463,
-0.023680499
] | To follow this guide you will need a GPU. If you're working in a notebook, run the following line to check if a GPU is available:
!nvidia-smi
or alternatively for AMD GPUs:
!rocm-smi
We encourage you to log in to your Hugging Face account to upload and share your model with the community. When prompted, enter your token to log in:
from huggingface_hub import notebook_login
notebook_login() |
[
0.004104012,
0.01835665,
-0.008933952,
-0.00855302,
-0.010881741,
-0.050886873,
-0.036742046,
-0.006044613,
0.027858406,
0.05752804,
-0.006752573,
-0.017982904,
0.031480864,
-0.025659058,
-0.008208024,
0.020311626,
-0.02932464,
-0.052123107,
-0.0487594,
0.006996945,
-0.01576918,
-0.009609569,
-0.05985676,
-0.008509895,
-0.037805784,
0.03639705,
-0.00017541776,
-0.018342273,
0.0568668,
0.035247065,
-0.0054875887,
-0.0056349305,
-0.012254536,
-0.028778395,
0.03487332,
-0.05689555,
0.03478707,
-0.009897065,
-0.029425263,
-0.048155658,
0.018773519,
0.01377108,
0.025889056,
-0.039300766,
-0.05439433,
0.017652282,
-0.015222938,
-0.013037965,
-0.0050024386,
0.012915778,
-0.016013553,
0.0022298945,
0.011269861,
0.012254536,
-0.03234335,
-0.032860845,
-0.027125292,
0.012879841,
-0.03346459,
-0.037604537,
0.016286675,
0.020843493,
-0.031135866,
-0.012462972,
0.009782067,
0.04896065,
-0.024624072,
-0.007597094,
-0.02846215,
0.013807017,
-0.06681418,
0.06399671,
-0.016229175,
-0.028203404,
-0.009415509,
0.01591293,
0.007482095,
-0.0064686704,
0.010407371,
0.04783941,
0.015654182,
0.06629668,
-0.0025137973,
0.0076042814,
-0.039617013,
-0.021806607,
0.018040404,
-0.03409708,
-0.0021148957,
-0.025040941,
0.01743666,
0.06014426,
-0.008711142,
0.0009846754,
0.034298327,
0.036684547,
-0.014612008,
0.010716431,
-0.040853247,
-0.0042477604,
0.03418333,
0.08768642,
-0.047321916,
0.013002028,
-0.009113638,
-0.0031480861,
0.015237313,
-0.027484661,
-0.049104396,
-0.012872654,
0.0056852424,
-0.025342813,
0.042923223,
0.0033924582,
-0.0034140204,
0.031452112,
0.0103642475,
0.025400313,
-0.03165336,
-0.01743666,
0.006910696,
0.004517288,
-0.0027042637,
-0.038007032,
0.00007917383,
-0.041888233,
0.012391098,
0.008409271,
-0.011693918,
-0.015812306,
-0.00791334,
0.026176553,
0.02840465,
0.033637084,
0.018428523,
-0.016157301,
0.012944528,
0.000036358193,
0.019377261,
-0.0063824216,
-0.012455784,
-0.03507457,
-0.002113099,
0.072161615,
0.034585822,
0.02604718,
0.020527247,
0.0024562979,
-0.0071011623,
0.0007780373,
-0.042808224,
0.022007855,
-0.0008831532,
0.031998355,
-0.04786816,
0.024135327,
-0.02992838,
0.0033439433,
-0.021289112,
0.030187128,
0.004661036,
0.00014363593,
-0.05678055,
0.04001951,
-0.025400313,
0.021648483,
-0.005900865,
-0.024695946,
0.012678593,
-0.024983441,
-0.0048910333,
0.015381061,
0.010170187,
0.0023592678,
0.01740791,
-0.029813383,
0.015999177,
0.0006518084,
-0.00041619604,
-0.0049988446,
-0.005570244,
-0.012283286,
-0.010716431,
-0.015754806,
-0.016746668,
0.005656493,
-0.0013835767,
0.030905869,
-0.02563031,
0.0061632055,
0.040077005,
0.062444232,
-0.05123187,
-0.0120245395,
-0.07900403,
-0.009005827,
-0.01274328,
-0.00360269,
-0.00008462054,
-0.012700156,
-0.025141565,
0.032487098,
-0.008574582,
-0.0043627587,
-0.021059116,
0.017997278,
0.011693918,
0.058735527,
-0.019190388,
0.002635983,
0.012736093,
0.04772441,
-0.031452112,
0.030790871,
0.03953076,
-0.00996894,
-0.014820443,
0.010313936,
0.02726904,
0.013454834,
0.06572169,
-0.003421208,
0.049104396,
0.019204764,
-0.010378622,
-0.015194188,
0.00069448364,
0.037432037,
0.016804168,
0.006335703,
0.014159201,
0.021820981,
0.022108478,
0.02563031,
0.010421746,
0.043929458,
0.06681418,
0.050139382,
-0.0015524809,
0.00041013167,
-0.04576944,
0.020038502,
0.015266062,
0.02729779,
-0.001704315,
-0.014360448,
-0.008567395,
-0.0037446413,
-0.039387014,
0.0052288417,
-0.059051774,
0.042693224,
0.021979105,
-0.005437277,
-0.031423364,
-0.013296711,
-0.01668917,
0.03010088,
-0.026981542,
-0.028088404,
0.07503658,
0.022180352,
-0.027441537,
0.01582668,
0.029842133,
0.014072952,
-0.040853247,
0.02479657,
-0.00089842646,
-0.03633955,
-0.053761836,
-0.057873037,
-0.060604252,
0.0024491104,
-0.0408245,
-0.036224555,
0.030302126,
-0.07198911,
0.012477347,
-0.012254536,
-0.0061847675,
-0.0022442692,
-0.028246528,
0.018787894,
0.02563031,
-0.010328311,
-0.061121747,
0.025716558,
-0.0037769848,
0.029468387,
-0.00415073,
-0.027455911,
-0.025069691,
-0.038409527,
0.03234335,
0.0045999433,
0.00029648072,
0.006619606,
-0.028275277,
-0.0035703466,
0.005872115,
-0.016229175,
-0.008229586,
0.013828579,
-0.00037217315,
0.03651205,
-0.023229714,
-0.027441537,
0.011557357,
0.034298327,
-0.0005965551,
0.030273378,
0.017781656,
0.03559206,
0.011334548,
0.023272838,
0.028131528,
0.023502836,
-0.052525602,
0.002553328,
-0.04139949,
-0.0070400694,
-0.039214518,
-0.033234593,
0.004201042,
0.072161615,
-0.012707343,
-0.05172061,
0.039933257,
-0.041686986,
-0.029727133,
-0.0043376028,
-0.017350411,
0.061179247,
0.08268398,
0.014712632,
-0.055573065,
0.029899633,
-0.0061236746,
0.039214518,
0.009717381,
-0.007891778,
-0.032975845,
0.0486444,
-0.021217238,
-0.006141643,
0.016071051,
-0.06296173,
0.0030816027,
0.0069897575,
-0.023948455,
0.029497137,
0.027355287,
0.045941934,
0.026219677,
0.032142103,
-0.04142824,
0.0055522756,
-0.0064650765,
0.05284185,
0.0010295967,
0.038812023,
0.018787894,
0.0109033035,
-0.020843493,
-0.031135866,
-0.0074389707,
0.0064147646,
0.046545677,
-0.08429396,
0.032889593,
0.035275817,
-0.052583102,
-0.011535795,
0.007661781,
-0.005494776,
0.07986651,
0.016286675,
0.030359626,
-0.0049054082,
-0.023560334,
-0.0003297225,
0.010091126,
0.030417126,
0.040249504,
0.012894216,
0.007906153,
-0.004934158,
-0.0143029485,
-0.03714454,
-0.0046035373,
0.006766948,
0.0038776086,
-0.035678312,
-0.01793978,
-0.031365864,
0.017896654,
0.03878327,
0.012786405,
0.02151911,
0.04217573,
-0.035362065,
0.021461612,
0.03176836,
-0.019592883,
0.006421952,
-0.029281514,
0.056320556,
-0.00076186564,
0.031337116,
-0.0046322867,
-0.018442897,
-0.04542444,
-0.0045640063,
-0.008545833,
0.028332775,
0.015266062,
0.016171675,
0.01077393,
-0.028907768,
-0.044561952,
-0.036167055,
-0.029008392,
0.049104396,
0.047321916,
-0.04804066,
0.03628205,
-0.032084607,
-0.006411171,
0.03182586,
-0.025242189,
-0.020742869,
0.0026180146,
-0.044331953,
-0.09303386,
0.039473265,
0.03487332,
0.00079735345,
-0.012232974,
-0.05910927,
0.0058793025,
0.04387196,
-0.014360448,
-0.0035631591,
-0.0013143979,
-0.019664757,
0.00021191634,
-0.008660831,
-0.022956593,
-0.033177093,
0.006425546,
-0.052324355,
0.014762944,
-0.033550836,
0.00495572,
-0.0051964987,
-0.017666657,
-0.008093026,
0.011643606,
0.031337116,
-0.07848653,
-0.0018471647,
0.025385937,
-0.047523163,
-0.11080114,
0.0041794796,
0.027225915,
-0.011003927,
0.025112815,
-0.003320584,
0.007367097,
0.047523163,
0.011823292,
0.01396514,
-0.028174654,
-0.016531046,
0.00991144,
-0.02223785,
-0.033867083,
0.009336447,
-0.025040941,
0.029525887,
-0.0070149135,
0.012815155,
0.025802808,
-0.06738917,
0.0003506109,
0.000008759658,
0.0013970531,
0.021619733,
0.0050779064,
-0.0018211104,
0.004215417,
-0.051691864,
-0.008380522,
-0.036828298,
-0.018141026,
-0.032170855,
0.06980414,
0.048356906,
0.03751829,
-0.012613907,
-0.014683882,
0.020771619,
-0.023589084,
-0.015064814,
-0.011837667,
0.02476782,
0.013462022,
-0.025069691,
0.014425135,
0.045798186,
0.01199579,
-0.01174423,
-0.00071874115,
-0.008869266,
-0.0016818542,
0.0058936775,
0.019837257,
0.038754523,
-0.018126652,
-0.0444757,
-0.015309187,
0.00044337346,
-0.013828579,
0.01591293,
0.0071514742,
-0.047063172,
-0.02190723,
-0.03564956,
0.07239161,
-0.038725775,
0.0033798802,
-0.017292911,
-0.010472058,
-0.008624894,
0.016128551,
-0.026277177,
-0.041658238,
-0.0060266447,
-0.023143465,
-0.007999589,
-0.07618656,
0.01155017,
0.0024724696,
0.00894114,
-0.030302126,
-0.0009352619,
-0.012822342,
-0.0058541466,
-0.016904792,
0.0031247272,
0.0020106784,
0.016861668,
-0.020685371,
-0.016818542,
0.012728905,
0.01976538,
0.013303898,
0.0183854,
0.0026809045,
0.036972046,
-0.015898554,
0.024667196,
-0.05761429,
-0.01976538,
-0.015625432,
0.014159201,
0.04798316,
-0.024810944,
-0.028893394,
-0.01668917,
0.027441537,
-0.0034858945,
0.003308006,
-0.024437198,
-0.023143465,
-0.046890672,
-0.01668917,
0.015194188,
-0.019420385,
-0.016114177,
-0.0009783864,
0.0365408,
0.05183561,
-0.030474626,
0.0058793025,
0.05045563,
0.0148348175,
0.0069681956,
-0.07940652,
0.05859178,
0.018313525,
0.021418486,
-0.006975383,
-0.009099263,
0.014159201,
0.006806479,
-0.015539183,
-0.0025317657,
-0.024782196,
-0.021059116,
0.030302126,
-0.04056575,
0.020153502,
0.011039864,
-0.047379415,
-0.028620273,
0.022467848,
0.048414405,
0.032084607,
0.0042441664,
-0.0004820058,
0.0059188334,
0.04157199,
-0.054911822,
-0.04691942,
-0.012347973,
0.047293168,
-0.031797107,
-0.024250327,
0.019406011,
0.010630182,
-0.04565444,
-0.0569818,
0.0050599375,
0.008560207,
-0.020153502,
-0.037087042,
-0.010119875,
0.007313191,
0.0143029485,
0.027757782,
0.033435836,
-0.024695946,
0.014877941,
0.033550836,
-0.0019513823,
-0.034470826,
0.008926765,
0.042808224,
-0.060316756,
0.00040294425,
-0.06537669,
0.0015857227,
-0.051318116,
-0.003823703,
0.007740842,
-0.013922016,
0.05741304,
0.0445332,
-0.030129628,
0.035908308,
0.040048257,
0.02357471,
0.018212901,
-0.030704621,
-0.047436915,
0.027614035,
-0.0050240005,
0.02995713,
0.035247065,
-0.024307827,
-0.018313525,
-0.004740098,
0.03832328,
0.029109016,
-0.028649023,
0.014791693,
-0.036195803,
0.011298611,
0.009954565,
-0.026694046,
0.016157301,
0.00049099006,
-0.0009640116,
-0.023589084,
0.014748569,
-0.017034166,
-0.00376261,
-0.015841056,
-0.056435555,
0.028807145,
-0.018514773,
-0.015294812,
-0.0031067587,
0.0049377517,
0.012125163,
-0.0023736428,
-0.039214518,
-0.00078612316,
-0.0055954,
0.044159457,
-0.02485407,
0.012082038,
0.0005552275,
-0.0006518084,
0.016876042,
0.028965268,
-0.028548399,
0.074979074,
0.0131889,
-0.013095464,
0.014166388,
-0.00608055,
0.006195549,
-0.013886079,
0.024624072,
0.04565444,
0.0059691453,
0.033752084,
-0.018974766,
0.017925404,
-0.031164616,
-0.0040932307,
0.00039553223,
0.011514233,
-0.0046718176,
0.042750724,
-0.014655132,
0.045941934,
-0.009257386,
0.008919578,
0.025227815,
0.012153913,
0.016272299,
0.019276638,
0.04381446,
-0.0029360575,
0.008243961,
-0.024868444,
-0.010687681,
0.045941934,
-0.0002618913,
0.008898015,
-0.008725517,
-0.015625432,
-0.015064814,
-0.0125995325,
0.018989142,
0.04620068,
0.027283413,
-0.071356624,
-0.024365325,
-0.03084837,
-0.020498497,
-0.011377673,
-0.0568093,
-0.021475986,
0.005570244,
-0.0057139923,
0.020900993,
0.0009114536,
0.014152013,
-0.015337936,
0.022309726,
0.022482224,
-0.008596144,
-0.002344893,
-0.0017743922,
-0.0030456656,
-0.028835895,
-0.008351772,
-0.005095875,
0.042635724,
-0.016099801,
-0.029195266,
0.027125292,
0.037748285,
0.018126652,
-0.049018145,
-0.081591494,
-0.01743666,
0.007460533,
-0.004006982,
-0.019837257,
-0.00072503014,
-0.01305234,
0.005106656,
-0.03171086,
0.007111944,
-0.010572682,
-0.00058532483,
-0.0020430216,
0.015237313,
0.01660292,
0.035045817,
0.037058294,
0.013232024,
-0.00788459,
-0.019650383,
0.027642785,
-0.0074677207,
-0.016890418,
-0.02998588,
0.024365325,
0.04878815,
0.022669096,
-0.020742869,
0.046890672,
0.037000794,
-0.028807145,
0.006935852,
0.036167055,
0.044849448,
-0.01576918,
0.0007735452,
-0.044878196,
-0.007388659,
0.005936802,
-0.022050979,
0.043670714,
0.013260774,
-0.03234335,
0.0131457755,
-0.016142927,
-0.0047472855,
0.007791154,
-0.0651467,
0.0021418487,
-0.04145699,
0.034643322,
0.020326,
0.019506635,
-0.012247349,
0.05545807,
0.017350411,
0.062386733,
-0.00015722463,
0.021705983,
0.035994556,
-0.02995713,
0.00891239,
-0.012362348,
-0.0054732137,
-0.019247888,
0.008854891,
-0.087858915,
0.02676592,
-0.020124752,
-0.02995713,
0.00891239,
-0.03490207,
-0.019089764,
-0.07158662,
0.04691942,
-0.044561952,
0.0061883614,
-0.022122853,
0.0092501985,
-0.063709214,
0.0367133,
-0.003263085,
0.022137227,
0.033004593,
0.082971476,
0.0066231997,
0.088893905,
-0.0028695741,
0.022252226,
0.021030366,
0.0569243,
-0.051605616,
-0.037432037,
0.031107116,
-0.0020214594,
-0.025170315,
-0.033867083,
-0.059511766,
0.016214801,
0.023014091,
-0.03487332,
-0.018227275,
-0.020326,
-0.053043097,
-0.036885794,
-0.007841466,
0.06641168,
0.057096798,
-0.009724568,
-0.0183279,
-0.0077480297,
-0.017494159,
-0.009674256,
0.0042297915,
0.0243797,
-0.025745308,
-0.05778679,
0.02754216,
-0.029554635,
-0.025745308,
-0.014504196,
0.005480401,
-0.023172215,
0.023847831,
0.0064542955,
0.057988036,
0.010630182,
-0.038294528,
0.0042477604,
0.013030777,
-0.00007782619,
0.04283697,
0.124888465,
0.019592883,
-0.0017618142,
-0.030905869,
-0.038697023,
0.04553944,
-0.001038581,
-0.005315091,
-0.005250404,
0.005480401,
-0.07175912,
-0.06773417,
-0.009185512,
0.025730934,
0.009408321,
-0.014080139,
-0.050541878,
0.014187951,
-0.053963084,
-0.042664476,
-0.042376976,
0.020886619,
-0.006396796,
-0.01582668,
-0.005142593,
-0.027340913,
0.24632697,
0.07003414,
0.050656877,
0.025687808,
0.005642118,
0.05266935,
-0.010860179,
-0.035477065,
-0.02101599,
-0.007226942,
-0.011665169,
-0.08021151,
0.002503016,
0.053819336,
0.006842416,
0.05991426,
-0.013778267,
-0.03490207,
-0.0485294,
-0.04234823,
-0.048270654,
0.034585822,
0.01791103,
0.042606976,
0.03007213,
-0.023344712,
0.004186667,
-0.005117437,
0.002150833,
-0.025644684,
0.0038919833,
-0.011586107,
0.02304284,
-0.032285854,
-0.025342813,
0.0056852424,
-0.00617758,
-0.0030582435,
0.0022191133,
0.02399158,
-0.0202685,
0.0027743408,
0.03168211,
-0.010536745,
-0.045108195,
0.026478425,
-0.029698385,
0.04628693,
0.045251943,
-0.060316756,
0.014108889,
-0.0365983,
0.039933257,
-0.041313242,
-0.014647945,
0.008416459,
-0.03725954,
-0.015841056,
-0.042118233,
0.043383215,
0.02870652,
0.025385937,
0.027614035,
0.024724696,
-0.018946016,
0.041025743,
-0.03904202,
0.030445876,
-0.0010044407,
0.020670995,
-0.03418333,
-0.005811022,
-0.001654003,
-0.064974196,
0.011535795,
0.07095413,
0.02399158,
0.034988318,
0.015452934,
-0.027340913,
0.011708293,
0.01585543,
0.012391098,
-0.029410888,
0.033435836,
0.05614806,
-0.032228354,
-0.0136992065,
-0.011169237,
0.026248427,
0.03898452,
0.03010088,
-0.0006670816,
-0.0029648072,
-0.02071412
] | from transformers import pipeline
pipe = pipeline("text-to-speech", model="suno/bark-small")
text = "[clears throat] This is a test and I just took a long pause."
output = pipe(text)
Here's a code snippet you can use to listen to the resulting audio in a notebook:
thon
from IPython.display import Audio
Audio(output["audio"], rate=output["sampling_rate"]) |
[
0.04380511,
-0.0052071186,
-0.05022057,
0.0073153665,
-0.008476536,
-0.0051817177,
-0.02984205,
-0.040205486,
-0.020480122,
0.016778896,
0.004143923,
-0.022004157,
0.013469564,
-0.047666,
0.013578423,
0.0083604185,
-0.027243935,
-0.0469693,
-0.061716147,
-0.013026868,
-0.014202552,
-0.008077384,
-0.061425854,
0.025865046,
0.004060464,
0.010653728,
0.031961184,
0.024341011,
0.121574424,
0.04017646,
0.014238838,
0.005272434,
-0.007975781,
-0.03750577,
-0.022816977,
-0.040640924,
0.013672768,
0.04371802,
-0.05416855,
-0.00679284,
-0.015806416,
-0.009325641,
-0.014993599,
-0.012330166,
-0.07837892,
0.013491335,
-0.010000571,
-0.030509723,
-0.026242426,
0.009209524,
-0.0251248,
0.0010831532,
0.020044684,
-0.012395482,
-0.0022769803,
-0.013157499,
-0.020305948,
0.015835445,
-0.032396622,
-0.01609671,
0.040263545,
0.052833203,
0.005519183,
-0.04075704,
0.025865046,
0.003977005,
-0.02380397,
-0.0046156477,
-0.035589837,
-0.014587189,
-0.04653386,
0.003011783,
-0.0244281,
-0.04345676,
-0.010726301,
-0.025647325,
-0.02348465,
0.023949116,
0.015022627,
0.024863537,
0.053791165,
0.048101436,
0.00490594,
0.018419048,
-0.015022627,
0.0053123496,
0.0382315,
0.014674277,
-0.044037346,
-0.0144493,
0.0035996248,
0.026329514,
-0.0464758,
-0.0054175803,
0.009927997,
0.053791165,
-0.015385493,
0.040147427,
0.01814327,
0.011031108,
0.0013661882,
0.065606065,
-0.018390018,
0.06694141,
-0.05820361,
-0.013563909,
0.010022342,
-0.010102172,
0.01927541,
-0.037883148,
0.0029156234,
0.026082765,
0.029725933,
-0.017214334,
0.015196803,
0.018041668,
0.016561177,
-0.005043829,
-0.08284943,
-0.003977005,
0.0028339787,
-0.01485571,
0.02024789,
-0.020872017,
0.0014169894,
-0.033209443,
-0.031990215,
-0.012112447,
-0.008781343,
-0.0071665915,
-0.030045254,
0.008875688,
-0.0004649213,
0.046359684,
0.026866553,
0.008752313,
-0.001531292,
0.03622848,
-0.016764382,
-0.008244302,
0.03329653,
-0.0056715864,
-0.0019304439,
0.05059795,
-0.0070940186,
0.028753454,
-0.017214334,
-0.04421152,
-0.00057332736,
0.034283523,
-0.007322624,
0.040669955,
0.018810943,
0.021452602,
-0.02625694,
-0.002258837,
-0.008853916,
0.000010971008,
0.008578138,
0.022947608,
-0.042934235,
0.017272392,
-0.06043886,
0.034138378,
-0.011118196,
0.007794349,
0.012206792,
0.01959473,
0.037999265,
-0.03817344,
-0.030335547,
0.02509577,
0.0071992497,
0.008592653,
0.037186448,
0.046620946,
0.008585395,
0.021800954,
0.016024137,
-0.0257199,
0.025444122,
0.0012936151,
0.015109715,
0.009666734,
-0.044734046,
-0.024529701,
-0.0021663064,
0.004133037,
-0.016401516,
0.016996615,
0.00041412015,
0.066070534,
-0.004318098,
0.01927541,
-0.04307938,
-0.00023291423,
0.0056498144,
-0.0019794307,
0.027505197,
-0.017257879,
-0.016677294,
0.058668077,
-0.012932523,
0.027301993,
-0.019667305,
0.027868062,
0.0075766295,
0.042121414,
-0.017606229,
0.011031108,
0.03596722,
0.042092387,
-0.010885962,
0.013767113,
0.049059402,
-0.024311982,
-0.0065497207,
-0.011785869,
0.029783992,
0.016430546,
0.063748196,
0.020625269,
0.024282953,
0.02553121,
0.018230358,
0.042992294,
0.012743833,
0.045111425,
-0.002253394,
-0.017446568,
-0.0016555734,
0.013411505,
-0.0048515103,
0.046679005,
0.018549679,
0.031148367,
0.057739142,
0.010965792,
-0.008984547,
-0.018810943,
0.010929505,
0.008701513,
0.024021689,
0.07454707,
0.011800383,
-0.03175798,
0.017940065,
-0.008970032,
-0.017940065,
0.0126567455,
-0.06531577,
0.035270516,
-0.0061614546,
0.02474742,
-0.04534366,
-0.03254177,
0.02471839,
0.017780405,
0.0033093325,
-0.02471839,
-0.0053740367,
-0.012772862,
-0.030364577,
-0.012402739,
0.047027357,
0.015951563,
-0.010015085,
0.02235251,
0.015458066,
-0.018578708,
-0.025603782,
-0.06682529,
-0.067463934,
0.007627431,
-0.046562888,
0.0019921311,
-0.022120275,
-0.053762138,
0.011756839,
-0.011009336,
-0.014021119,
-0.011662493,
0.006143311,
0.044066373,
0.022802461,
0.0069234716,
-0.022802461,
0.009260325,
0.0023495534,
0.028535735,
0.01609671,
-0.011205284,
-0.009884453,
0.0053087207,
0.021307455,
-0.010276348,
-0.0036576833,
0.007351653,
-0.021249399,
0.01735948,
-0.029783992,
-0.0074532554,
0.043369673,
0.009347413,
-0.01124157,
-0.011248827,
0.024355525,
-0.014456557,
0.01889803,
0.033586822,
-0.039073344,
0.009369184,
0.015849961,
0.023034696,
-0.0010051371,
0.027751945,
0.04807241,
-0.008019325,
-0.060613036,
-0.039044317,
-0.07379231,
-0.02043658,
0.015269376,
0.0072282786,
0.016401516,
0.044153463,
-0.033412647,
-0.08493953,
0.034689933,
-0.029580787,
-0.051875237,
-0.020393036,
-0.010327149,
0.04154083,
0.004035063,
-0.00665858,
-0.03399323,
0.014688792,
-0.034922168,
0.018665796,
0.005765931,
-0.013338932,
-0.008106413,
0.029203407,
-0.020204345,
0.01399209,
0.011829412,
-0.042034328,
-0.029392097,
-0.042992294,
0.035705954,
0.027156847,
0.03503828,
0.015588698,
0.018448077,
0.02990011,
-0.009361927,
0.0138759725,
0.034951195,
0.035734985,
0.016662778,
0.041395683,
0.022976637,
0.03097419,
-0.0021753781,
0.008723284,
0.028637337,
-0.013665511,
0.05292029,
-0.03129351,
0.023571737,
0.0036685693,
-0.033064295,
-0.031583805,
-0.0028648223,
-0.023847515,
0.03927655,
-0.002752334,
0.031467687,
-0.020552697,
0.019870508,
-0.011459289,
-0.005065601,
0.023208871,
0.021873526,
0.015675785,
-0.013745341,
-0.021829983,
-0.016125739,
-0.034689933,
-0.0031206424,
0.014013861,
0.011423003,
-0.0004000591,
-0.028056752,
-0.061135564,
0.012758347,
-0.0100949155,
-0.008955518,
-0.0036213966,
0.07460513,
-0.03100322,
0.020988135,
0.014841195,
0.026489174,
-0.009819138,
-0.03355779,
0.023920087,
0.0012845435,
0.023833,
0.004786195,
-0.015791902,
-0.009340155,
0.0046410486,
-0.03402226,
-0.01391226,
-0.04371802,
-0.029145349,
-0.0064444896,
0.028419618,
-0.05480719,
-0.0065170624,
-0.02987108,
0.031119337,
0.041308597,
-0.0389282,
0.0156903,
-0.021249399,
0.017838463,
0.026939128,
-0.01911575,
-0.00849105,
-0.008716027,
-0.034051288,
-0.049059402,
0.05065601,
0.04383414,
-0.02326693,
0.02213479,
-0.021641292,
-0.01795458,
0.036809064,
0.018912544,
-0.01512423,
0.03524149,
-0.014129979,
0.006429975,
0.014979084,
0.032657884,
-0.0040749786,
0.04232462,
-0.013295388,
0.004078607,
-0.044734046,
-0.021292942,
-0.014630733,
-0.0020393035,
-0.026155338,
0.038260527,
0.032744974,
-0.025429606,
-0.005925592,
0.035705954,
-0.04377608,
-0.054284662,
-0.021205854,
-0.0032004728,
-0.0148266805,
0.018912544,
0.016967585,
0.030074283,
0.024094263,
-0.011495576,
-0.017301422,
-0.012664002,
-0.029232437,
0.024326496,
-0.021713866,
-0.015370978,
-0.025182858,
0.008984547,
0.003156929,
-0.017098218,
0.032367595,
-0.011829412,
-0.050859213,
0.0076201735,
0.003434521,
-0.07332784,
0.03965393,
0.011023851,
0.00426004,
0.022962123,
-0.037679944,
-0.023020182,
-0.055068452,
-0.054691073,
-0.008991805,
0.046330653,
0.018070696,
0.040989276,
-0.0044414727,
0.0054066945,
0.057971377,
-0.029043747,
-0.014587189,
-0.034486726,
0.0045140455,
0.029261466,
-0.0073661674,
-0.011256085,
-0.028434133,
-0.00071711274,
-0.0011130896,
-0.007990296,
-0.048043378,
-0.018622253,
-0.031641863,
-0.02235251,
0.07141191,
-0.027563255,
-0.048420757,
-0.0039842622,
-0.0114012305,
0.004949484,
0.015429037,
0.03666392,
-0.018201329,
-0.050046396,
-0.025981162,
0.07071521,
-0.047462795,
-0.021321971,
-0.017969094,
-0.015777387,
-0.013070412,
0.020422064,
0.003184144,
-0.026402086,
0.019347982,
-0.032280505,
0.018041668,
-0.070424914,
-0.049001344,
-0.02461679,
0.018883515,
-0.04993028,
0.004499531,
0.014812166,
-0.0015403636,
0.006386431,
-0.0017390325,
0.01927541,
0.05712953,
-0.019855995,
-0.005642557,
0.021583233,
0.010247319,
0.031496715,
0.011836669,
-0.004764423,
0.07205056,
-0.02078493,
0.009042606,
-0.07634688,
-0.0015748359,
-0.014630733,
-0.014775879,
0.041685976,
-0.034109347,
-0.026881069,
0.006974273,
-0.019014146,
0.023833,
-0.027229419,
-0.012540628,
-0.00811367,
-0.045169484,
-0.022308964,
-0.015588698,
-0.038347617,
-0.020175315,
0.0054066945,
0.009107921,
0.033877112,
-0.016561177,
0.059190605,
0.016590206,
0.03556081,
0.0055917557,
-0.088248864,
0.03602528,
0.03140963,
0.0063828025,
-0.037215475,
-0.03898626,
0.0034272636,
0.0059909075,
-0.03997325,
-0.015937049,
-0.040640924,
0.01086419,
-0.00032612527,
-0.037302565,
0.038666938,
0.031235453,
-0.02399266,
-0.08604264,
0.031090308,
0.033267498,
0.030335547,
0.010726301,
0.011684266,
0.020262403,
0.022991152,
-0.040989276,
-0.042876177,
-0.012475313,
0.04798532,
-0.00582399,
-0.034225464,
0.007159334,
-0.025661841,
-0.03323847,
-0.072805315,
0.0051744604,
-0.0077653197,
-0.029290495,
-0.027185876,
0.06787034,
-0.0207559,
-0.019188322,
0.00822253,
0.042005297,
-0.07141191,
-0.0025600153,
0.011510091,
0.033209443,
-0.0068254983,
0.041744035,
0.042556852,
-0.047317646,
-0.021205854,
-0.0226428,
-0.0022969379,
-0.0030662126,
-0.009231295,
0.058435842,
-0.023528192,
0.021118766,
0.004365271,
0.00011305525,
0.016735353,
-0.0048623965,
-0.005138174,
0.050801154,
-0.062645085,
-0.037883148,
-0.0025110287,
0.02151066,
-0.00924581,
0.041395683,
-0.028826028,
0.03286109,
0.017243363,
0.028811513,
-0.00045834435,
-0.042818118,
0.001897786,
-0.05091727,
-0.014645248,
0.0138759725,
-0.018506136,
0.014318668,
0.011611693,
0.0055082967,
-0.0313806,
0.0113214,
-0.041076362,
-0.0067710686,
-0.006081624,
-0.051643003,
-0.0020792186,
-0.029725933,
-0.002728748,
0.006854527,
-0.05292029,
-0.008338647,
0.077624165,
0.00803384,
0.0077362903,
0.016691808,
0.0244281,
-0.002536429,
-0.017330451,
-0.03135157,
0.02185901,
-0.008657969,
0.010849675,
0.0067710686,
0.07599853,
0.02666335,
-0.03776703,
0.0017453826,
0.0064989193,
-0.006535206,
0.026489174,
0.019812452,
0.027621314,
-0.0073480243,
0.013041383,
-0.01814327,
0.015240347,
-0.05027863,
-0.022250906,
-0.025298975,
-0.0020211602,
-0.024384554,
0.047317646,
0.022308964,
0.048565906,
0.023528192,
0.0370413,
0.017867493,
0.018825457,
0.01984148,
0.008374933,
0.01830293,
0.008353162,
-0.019130263,
-0.021423573,
-0.009630447,
0.05980022,
-0.026126308,
-0.01571933,
0.018288417,
0.007750805,
-0.02506674,
-0.014891996,
-0.000109766785,
0.0077580623,
0.062470905,
-0.03712839,
0.013208301,
-0.031787008,
-0.047317646,
0.042150445,
-0.0696121,
-0.01801264,
0.022236392,
-0.033209443,
0.03503828,
0.016662778,
-0.021742895,
-0.010385208,
0.039044317,
0.02776646,
-0.0021608635,
0.022149304,
0.04421152,
0.0005247941,
-0.016807925,
-0.05474913,
-0.017678803,
0.0047571654,
-0.07814669,
-0.003623211,
0.024979655,
0.04310841,
0.0433987,
-0.020538181,
-0.07611465,
-0.04464696,
0.030596811,
0.042498797,
-0.052020382,
0.046243567,
-0.015516125,
0.022744402,
-0.03660586,
-0.0065061767,
-0.015820932,
0.033470705,
0.015995108,
0.044356667,
-0.007605659,
0.010544868,
0.03364488,
-0.022018673,
0.014253353,
0.0022334366,
0.0030498838,
0.012235821,
0.008498307,
0.00035107226,
0.05747788,
0.04191821,
0.031787008,
0.00094254286,
0.0415118,
0.0015276633,
-0.027258448,
0.00016328943,
0.07164414,
0.048914257,
0.014674277,
0.034631874,
-0.018854486,
0.006571492,
-0.0011729624,
-0.028796999,
0.012947038,
-0.016953072,
0.010559383,
-0.014521874,
-0.018215843,
0.041337628,
0.012003588,
-0.007159334,
-0.009964284,
0.035705954,
0.05855196,
0.015937049,
0.059045456,
0.014921025,
0.050423775,
0.005980022,
0.021583233,
0.026619805,
-0.025792472,
-0.013542137,
-0.0040495778,
0.035270516,
-0.029450156,
-0.033325557,
-0.009673991,
0.028855056,
-0.05855196,
0.037941206,
0.015574183,
-0.06351596,
-0.02364431,
-0.016836954,
-0.041395683,
-0.023513678,
0.041715007,
-0.02990011,
0.017446568,
-0.016996615,
0.0072718225,
-0.039799076,
0.030277489,
-0.039073344,
0.017373996,
0.018041668,
0.0723989,
0.014492844,
0.06043886,
-0.0046410486,
0.03918946,
-0.012664002,
0.022729889,
-0.035734985,
-0.011016593,
-0.014086435,
-0.019928567,
-0.047085416,
-0.023629794,
-0.07321172,
0.006103396,
-0.002801321,
0.0016510376,
-0.027214905,
-0.0066259224,
-0.028855056,
-0.021554206,
0.0028956658,
0.11211089,
0.019783422,
-0.01485571,
-0.044153463,
0.00735891,
-0.03698324,
-0.030451665,
-0.01814327,
0.016764382,
-0.013636482,
-0.061716147,
0.01493554,
-0.068741225,
-0.04569201,
0.024457129,
-0.0039370894,
-0.025806988,
0.016082194,
0.023107268,
0.05338476,
0.013701797,
0.006085253,
0.017707832,
0.010914992,
0.020073714,
-0.0053196065,
0.08731993,
-0.0034635502,
-0.04075704,
0.0000968397,
-0.01455816,
0.017330451,
-0.018404532,
-0.034312554,
-0.034109347,
0.04424055,
-0.085287884,
-0.03849276,
0.014674277,
0.031119337,
0.01164798,
-0.04223753,
-0.05593933,
0.022033187,
-0.060961388,
-0.024849022,
-0.01248257,
-0.008324132,
-0.0040495778,
-0.037621886,
-0.023005666,
-0.024050718,
0.2510448,
0.05744885,
0.047782116,
0.030045254,
0.027374566,
0.01965279,
0.022904065,
-0.035589837,
0.014413014,
-0.014725078,
-0.0025037713,
-0.0073915683,
-0.03550275,
-0.017722346,
-0.025821501,
0.04113442,
-0.010305378,
0.025995677,
0.006509805,
-0.028129326,
-0.023600766,
0.0133969905,
-0.0066404366,
0.04310841,
0.00010676181,
-0.018448077,
0.0074822847,
-0.022802461,
0.012061646,
-0.028434133,
0.0068835565,
-0.067173645,
0.00784515,
0.0005619878,
-0.024863537,
0.032715943,
0.000532505,
-0.030422635,
0.0061324253,
0.006734782,
0.020523667,
-0.028230928,
-0.001093132,
0.016459575,
-0.037563827,
0.024703877,
-0.011872956,
0.00822253,
0.0733859,
-0.030654868,
0.048188526,
-0.048914257,
0.027374566,
-0.04235365,
-0.01811424,
-0.045953274,
-0.04496628,
-0.050365716,
-0.0019231866,
0.026576262,
0.0129180085,
0.006346516,
-0.027229419,
0.016270885,
-0.021873526,
0.020494638,
-0.026010191,
0.03855082,
0.016285399,
-0.028680881,
-0.016865984,
-0.024544215,
-0.06804452,
-0.020741386,
0.00047852873,
0.036867123,
0.008476536,
0.02122037,
0.0075476,
-0.013941289,
-0.0025309862,
0.0077217757,
0.033790026,
-0.020146286,
0.036112364,
0.029290495,
-0.036460716,
-0.0049567414,
-0.06612859,
0.04618551,
0.03968296,
0.01738851,
0.0043289843,
-0.02116231,
0.022758918
] | Fine-tune SpeechT5 that was originally trained on English speech on the Dutch (nl) language subset of the VoxPopuli dataset.
Use your refined model for inference in one of two ways: using a pipeline or directly.
Before you begin, make sure you have all the necessary libraries installed:
pip install datasets soundfile speechbrain accelerate
Install 🤗Transformers from source as not all the SpeechT5 features have been merged into an official release yet: |
[
-0.0018901398,
-0.0044461037,
0.011366308,
0.04546523,
-0.010660461,
-0.022776276,
-0.022004938,
-0.029252596,
-0.01500469,
0.014480763,
-0.045028623,
0.011882958,
-0.0005225627,
-0.01579058,
-0.036383826,
0.0033363968,
-0.055623595,
-0.06613124,
-0.062871255,
-0.012472375,
-0.039090782,
-0.033705976,
-0.06584017,
-0.024726449,
-0.010354837,
0.012697956,
-0.022499759,
0.00051164755,
0.072069086,
0.04625112,
-0.035859898,
0.016110757,
-0.019472623,
0.024930198,
-0.038159356,
-0.08499262,
-0.0076624337,
0.015572278,
-0.025032073,
0.0066727935,
-0.019079678,
0.015514064,
0.026996799,
-0.025497785,
-0.07160337,
0.027753582,
-0.020753335,
0.006418107,
-0.034812044,
0.013352864,
-0.04200149,
-0.004991861,
0.028219296,
-0.0076624337,
-0.010340284,
-0.023431184,
-0.0305042,
0.028262956,
-0.0021957639,
-0.011875681,
0.0053411457,
0.089649744,
-0.033618655,
-0.05239271,
0.0011570057,
0.027884565,
-0.035219543,
0.009554393,
0.0020302176,
-0.012545143,
-0.06933302,
0.04587273,
-0.019647267,
-0.034026153,
-0.014699066,
-0.022106813,
-0.011220772,
-0.052829314,
-0.015674151,
0.032745443,
-0.0073750014,
0.026487425,
0.003079891,
0.015892455,
0.0022739891,
-0.05248003,
0.037286144,
0.008804886,
0.017042184,
-0.04208881,
-0.024158861,
0.034841154,
-0.027768137,
-0.010289346,
0.018555751,
0.023722256,
-0.02897608,
0.024682788,
0.008892207,
0.007123953,
0.021422796,
0.028219296,
-0.032658122,
0.05198521,
-0.035801686,
-0.024624573,
0.020229407,
-0.021277262,
-0.034404546,
0.002119358,
0.01797361,
0.013622104,
0.023358416,
-0.0064326604,
0.014131478,
0.019763695,
0.056875195,
0.017886288,
-0.049074505,
0.0053957216,
0.026720282,
-0.041535776,
-0.003187223,
-0.059902333,
0.015441296,
-0.05515788,
-0.0030962636,
-0.0006608213,
-0.023518505,
0.027680814,
0.020098425,
-0.0103039,
0.030824378,
0.00044934027,
0.015965223,
0.008324619,
-0.0036656705,
0.008106316,
-0.0064035533,
0.007757032,
-0.00841194,
-0.022747168,
0.0010915148,
0.067877665,
0.036878645,
-0.0053375075,
0.006199804,
0.016183525,
-0.008964974,
-0.0023030962,
-0.06572375,
0.037053287,
0.016998524,
-0.0043624206,
-0.0069602258,
0.005097374,
0.00859386,
0.00589418,
-0.045727193,
0.017216826,
-0.021262707,
-0.018279234,
-0.030533306,
0.024537252,
0.015717814,
0.019181553,
-0.008528369,
0.008972252,
0.027971886,
-0.0043806126,
-0.0006608213,
-0.010223855,
-0.018206466,
-0.0041986937,
0.02065146,
-0.0035310504,
0.03623829,
0.012989026,
-0.016547363,
-0.002841577,
0.009729035,
-0.012807107,
-0.023562165,
0.014153308,
-0.016416382,
-0.03553972,
0.021058958,
0.0060142465,
-0.015572278,
0.03245437,
0.03350223,
0.06030983,
-0.0046280227,
-0.009161447,
-0.021189941,
-0.009860017,
0.011213495,
-0.01966182,
-0.0060433536,
0.027942779,
-0.03644204,
0.042263452,
-0.026240015,
0.0031999575,
-0.02778269,
0.009568946,
0.033531334,
0.0671791,
-0.012945365,
0.042467203,
0.016751114,
0.02559966,
-0.029296257,
0.033997048,
0.010420328,
-0.032949194,
0.037751857,
0.015106564,
0.022703508,
0.005945117,
0.051228426,
0.019851016,
0.03385151,
0.018293789,
0.019851016,
0.0030507839,
-0.022150474,
0.028248403,
0.024173414,
0.04261274,
-0.012908981,
0.01974914,
0.010085597,
0.022485204,
-0.011773806,
0.036121864,
0.046513084,
0.042147025,
0.0060797376,
0.0019083316,
0.0053084004,
0.025046626,
0.05498324,
0.035510615,
-0.012748892,
0.018817715,
-0.02193217,
-0.016329061,
-0.032250624,
0.004060435,
-0.063802674,
0.037169717,
-0.0048827096,
-0.0033618656,
-0.044242732,
-0.06339518,
0.011097067,
0.039731137,
-0.01896325,
-0.028015547,
0.060775544,
0.028655902,
0.014684512,
-0.03795561,
0.028597688,
0.03428812,
0.017959056,
0.028393937,
-0.005657685,
-0.035423294,
-0.0086011365,
-0.056089308,
-0.07084659,
0.0057013454,
-0.025439572,
-0.028845098,
-0.028364832,
-0.06962409,
0.014517147,
-0.024726449,
-0.0101365335,
-0.019021465,
0.009889124,
0.059465725,
0.022354223,
-0.0146699585,
0.01644549,
0.023038238,
0.007207636,
-0.001640001,
-0.01822102,
-0.014728173,
-0.039731137,
-0.037984714,
-0.0206078,
-0.015557724,
0.007142145,
0.008695735,
-0.025672428,
0.023445738,
-0.00467896,
-0.008935868,
0.012850767,
-0.0014981041,
-0.009765419,
-0.014269737,
0.022004938,
-0.018250126,
0.034579188,
0.05314949,
-0.020680567,
-0.0015281207,
-0.012843491,
0.05186878,
-0.015324867,
0.031028127,
0.04319488,
0.016605578,
-0.05684609,
-0.037227932,
-0.061241258,
0.016067097,
-0.03169759,
-0.018002717,
0.023154667,
0.021262707,
-0.030445985,
-0.0387415,
0.03548151,
-0.075503714,
0.0020702397,
-0.028408492,
0.0024377163,
0.051839676,
0.0478229,
0.004955477,
-0.02263074,
0.02172842,
0.018162806,
0.021655653,
0.03268723,
-0.021873957,
0.027899118,
0.031435627,
-0.017697092,
0.008295513,
0.04336952,
-0.034899365,
-0.015193886,
-0.017755307,
0.023212882,
0.06566553,
0.040953636,
0.0123486705,
0.066480525,
0.026240015,
-0.03466651,
0.061706968,
0.042729165,
0.034142584,
0.016605578,
0.02229601,
0.008943144,
0.029339917,
-0.03149384,
-0.0052756546,
0.0045516165,
0.020811548,
0.046338443,
-0.05367342,
0.03245437,
0.02337297,
-0.021219047,
0.00051619555,
-0.022223242,
-0.008244575,
0.058388766,
0.0060251616,
0.05873805,
-0.009598053,
0.0020938893,
-0.016765667,
0.014051434,
0.016125312,
0.0074586845,
0.0132437125,
-0.0012752531,
0.023241987,
-0.028190188,
0.008361003,
0.00016531901,
0.033967942,
-0.022805382,
0.0014016869,
0.008775779,
-0.07497979,
-0.0010187471,
0.024959305,
0.014022327,
0.02143735,
0.052043427,
-0.015368529,
0.008848546,
0.042932916,
0.012967195,
0.0071530603,
-0.041855954,
0.0084556015,
-0.019385302,
0.019312534,
-0.0052902084,
-0.020389495,
-0.024246182,
0.01797361,
-0.0101001505,
0.010980639,
-0.039381854,
0.0016254474,
-0.018599411,
-0.022077706,
-0.054633953,
-0.008193637,
-0.047560938,
0.00809904,
0.023838682,
-0.020476818,
0.013010857,
0.002017483,
0.03475383,
0.055972878,
0.013454739,
-0.021539224,
-0.006352616,
-0.009408858,
-0.06496696,
0.051315747,
0.033444013,
-0.0023940557,
0.0015845157,
-0.03714061,
-0.0044279117,
0.016678346,
-0.04249631,
-0.041768633,
-0.0051228427,
-0.009132341,
0.028714115,
0.007254935,
0.027913671,
0.008739395,
0.015572278,
-0.036704004,
0.0056904303,
-0.039061677,
0.014065987,
-0.0498895,
0.012727062,
0.018279234,
0.031028127,
-0.021233601,
-0.051461283,
-0.03326937,
0.05783573,
-0.022004938,
-0.056555018,
-0.009052296,
0.006127036,
-0.036005434,
-0.022194134,
0.00015599566,
0.0074586845,
-0.0012925355,
0.02172842,
0.001806457,
-0.037810072,
-0.055419844,
0.02852492,
-0.008048102,
-0.008688457,
-0.0181337,
0.009365197,
0.0069929715,
-0.009059573,
0.00677103,
-0.0110679595,
-0.04793933,
0.009052296,
0.0027742668,
-0.019603606,
-0.014917369,
0.043631483,
-0.020331282,
-0.0060542687,
-0.04467934,
-0.0028979718,
-0.03536508,
-0.06764481,
-0.02456636,
0.06630588,
0.03347312,
0.06991516,
-0.04319488,
-0.021510119,
0.04724076,
-0.017566111,
-0.011126174,
-0.016329061,
-0.024580913,
-0.008004442,
-0.0057195374,
-0.026851263,
0.006359893,
0.025046626,
0.017216826,
0.045319695,
0.00364384,
-0.011257156,
-0.009969168,
-0.0024868345,
0.037839178,
0.008899484,
-0.067761235,
-0.030766163,
-0.016634686,
0.0047408124,
-0.019589052,
0.036471147,
-0.05099557,
-0.016838435,
-0.0010387582,
0.059261978,
-0.023605827,
0.0029179829,
-0.031028127,
-0.004136841,
-0.0031053596,
0.0035783492,
0.010231132,
-0.044359162,
-0.030125808,
-0.017653432,
-0.010856934,
-0.061765183,
0.015121118,
0.021815741,
-0.018686732,
-0.044300947,
0.0081427,
0.0046098307,
0.014626298,
-0.029601881,
0.014298844,
0.02233967,
0.039381854,
-0.040953636,
0.029325364,
0.007742478,
0.009408858,
-0.00077952346,
0.037489895,
-0.024580913,
0.046978798,
0.00034746554,
0.016794775,
-0.08691368,
-0.016372722,
-0.04662951,
0.005715899,
0.03466651,
-0.024377163,
-0.048288614,
-0.0030380494,
0.05020968,
0.011198942,
0.030475093,
-0.009845464,
-0.017260486,
-0.054633953,
-0.020200301,
0.0064835977,
-0.021713868,
-0.010456712,
-0.005191972,
0.025541445,
0.027753582,
-0.05830144,
0.034200795,
0.058476087,
0.01475728,
0.005166503,
-0.053731635,
0.019851016,
-0.02098619,
-0.021291815,
-0.032716338,
-0.021422796,
-0.015674151,
0.030737057,
-0.04147756,
-0.017114952,
-0.040924527,
-0.029747417,
0.014946476,
-0.04258363,
0.013854961,
-0.003320024,
-0.017260486,
-0.051548604,
0.025541445,
0.030067595,
0.018890483,
-0.021320922,
-0.0060288,
-0.00061352225,
-0.0022739891,
-0.06968231,
-0.014146032,
-0.003871239,
0.073233366,
0.010158365,
-0.046309333,
0.002594167,
-0.016052544,
-0.029922059,
-0.02431895,
0.03434633,
-0.0001678204,
-0.046018265,
-0.0065308968,
-0.009256045,
0.0055558104,
-0.021990385,
0.0014116925,
0.05486681,
-0.049598433,
-0.014895539,
-0.0025723365,
0.029412685,
0.007087569,
0.0115263965,
0.055827342,
-0.050064147,
0.030271344,
-0.035685256,
-0.0017909938,
-0.04566898,
-0.01921066,
0.025381356,
0.023023685,
0.028845098,
0.01034756,
0.0013580263,
0.048172187,
-0.0043696975,
-0.01718772,
0.0041441177,
0.0039039846,
-0.041739527,
-0.0072112745,
-0.0016836616,
0.018482983,
0.03882882,
-0.03280366,
0.018031824,
0.035889007,
0.023722256,
0.012428715,
-0.055623595,
0.035306863,
0.00095143705,
-0.004504318,
-0.029296257,
-0.028990632,
0.0069202036,
0.023183774,
0.015965223,
0.0008791242,
0.01331648,
-0.05041343,
-0.00859386,
-0.02094253,
-0.0153103145,
0.035306863,
-0.043340415,
-0.02263074,
-0.004919093,
-0.04467934,
-0.013214606,
0.035918113,
0.0041877786,
-0.0051774187,
0.013505677,
0.017697092,
-0.020476818,
0.011140727,
-0.030387772,
0.03993489,
0.034928475,
0.017755307,
-0.005002776,
0.03108634,
0.08411941,
-0.029587327,
0.0354524,
-0.0011087972,
0.014538977,
-0.03632561,
0.020724228,
0.028292064,
-0.029791078,
0.024391716,
-0.015135672,
0.018191913,
-0.034113474,
-0.017653432,
0.0028179274,
-0.0022485205,
0.006640048,
0.012195858,
0.032075983,
0.038334,
0.038392212,
-0.008135424,
0.024071539,
0.0138476845,
0.023765916,
0.021379136,
0.023271095,
-0.029863844,
0.005515788,
0.017376915,
0.012887151,
0.022004938,
0.018628519,
0.018293789,
0.017944504,
-0.011184388,
-0.032658122,
0.0036965967,
0.044213627,
0.0130981775,
0.04395166,
-0.04031328,
0.014386165,
-0.025206715,
-0.018526644,
0.035015795,
-0.032425266,
-0.025163054,
0.018905036,
-0.04377702,
-0.0038530473,
-0.021131726,
-0.015877903,
-0.0071457834,
-0.043747913,
0.012974473,
-0.008797609,
0.019341642,
0.05058807,
0.016139865,
-0.035423294,
0.012566973,
-0.037286144,
0.008557476,
-0.028626794,
0.0016854807,
0.071778014,
0.05227628,
0.006912927,
-0.048696112,
-0.074397646,
-0.012013939,
0.023562165,
0.045377906,
0.021946725,
0.00888493,
-0.023503952,
-0.0068037757,
-0.054139134,
0.0076697106,
0.029980272,
-0.010667738,
0.0012443268,
0.0004175044,
0.007371363,
0.036209185,
0.060484473,
0.011329924,
-0.011249879,
0.010565863,
0.012392331,
0.012101261,
0.015062904,
-0.003973114,
0.020971637,
0.050035037,
0.05742823,
-0.037664536,
0.043165773,
-0.010500372,
-0.022688953,
0.0057413676,
0.039294533,
0.0053265924,
-0.01624174,
-0.008331896,
-0.016343614,
-0.02366404,
-0.0036784047,
-0.024988411,
0.028015547,
-0.02197583,
0.009365197,
-0.01424063,
-0.03318205,
0.004984584,
0.034404546,
-0.026676621,
0.013942283,
0.011904788,
0.010551309,
0.029179828,
0.006814691,
-0.03879971,
0.057078946,
0.0025032072,
0.03804293,
-0.0006280758,
0.011053407,
-0.007509622,
-0.015863348,
0.024493592,
-0.018104592,
-0.007946228,
-0.02753528,
0.039148998,
-0.08132513,
0.055303417,
-0.019312534,
-0.038101144,
0.006159782,
-0.028539473,
-0.047968436,
-0.05585645,
0.013796747,
-0.025032073,
0.013694872,
0.03734436,
-0.017609771,
-0.068110526,
0.05169414,
-0.03187223,
0.037839178,
0.0010724133,
0.059174653,
0.0100637665,
0.072069086,
-0.0041623097,
-0.007531452,
0.010121981,
0.020433158,
-0.047298975,
-0.06700446,
-0.0020411327,
0.013738533,
-0.050355215,
-0.016911203,
-0.028292064,
-0.00026469232,
0.028102867,
-0.0025123032,
-0.02881599,
0.032046873,
-0.01036939,
-0.009241492,
0.012719786,
0.046862368,
-0.0005471218,
-0.022688953,
0.00857203,
0.025279483,
-0.07358265,
-0.007349533,
-0.012064877,
0.05384806,
-0.01673656,
-0.042438094,
0.02271806,
-0.04508684,
-0.053207707,
-0.011409968,
0.00024809223,
-0.00036133686,
0.04971486,
0.02461002,
0.044999518,
0.017944504,
0.0009341547,
0.0020556862,
0.041681312,
0.012195858,
-0.007047547,
0.1174761,
-0.010020106,
-0.010252962,
-0.007553282,
-0.0021757528,
0.030620629,
-0.025861623,
0.0029070678,
-0.0010087416,
-0.029427238,
-0.05338235,
-0.046338443,
-0.017158613,
0.029136168,
0.023431184,
-0.0379265,
-0.033094727,
0.018686732,
-0.06421018,
-0.030184023,
-0.025294036,
0.0006458129,
-0.018744947,
-0.0031599354,
0.012763446,
-0.04892897,
0.2519507,
0.050297,
0.032046873,
0.025556,
0.01995289,
0.040924527,
-0.022528864,
-0.04258363,
-0.026603853,
-0.0035528806,
0.020083873,
-0.027171442,
-0.0013352864,
0.01615442,
-0.012508759,
0.041943274,
-0.033211157,
0.008928591,
-0.0038275786,
-0.023402076,
-0.025817962,
0.054575738,
-0.00022603452,
0.058505192,
0.0063380627,
-0.021961277,
0.02233967,
-0.0187595,
-0.017944504,
-0.017609771,
0.03862507,
-0.056409486,
-0.022106813,
-0.034928475,
-0.02073878,
0.032163303,
0.030533306,
-0.034229904,
-0.0026014436,
-0.008833993,
-0.008069932,
-0.017304149,
0.015877903,
0.005468489,
-0.01378947,
0.005188334,
-0.0138113005,
0.02172842,
0.07928763,
-0.057108052,
0.05696252,
-0.06199804,
0.05952394,
-0.005392083,
-0.04278738,
-0.050267894,
-0.04150667,
-0.042641845,
0.0059196483,
0.017173165,
0.03236705,
-0.0034619211,
0.0027706283,
-0.001230683,
-0.051373962,
0.031959552,
-0.053207707,
0.07928763,
0.0033545888,
-0.018410215,
-0.0020611438,
-0.023140114,
-0.011286263,
-0.025294036,
-0.013905899,
0.063802674,
0.032832764,
0.054226454,
-0.0008445596,
-0.030824378,
0.015877903,
-0.02575975,
0.0014589914,
-0.04398077,
0.057923052,
0.051315747,
-0.009197831,
0.0009036833,
-0.011468182,
0.029689202,
0.03277455,
0.015353975,
0.020957084,
-0.027229656,
0.010005552
] | from transformers import SpeechT5Processor
checkpoint = "microsoft/speecht5_tts"
processor = SpeechT5Processor.from_pretrained(checkpoint)
Text cleanup for SpeechT5 tokenization
Start by cleaning up the text data. You'll need the tokenizer part of the processor to process the text:
tokenizer = processor.tokenizer |
[
0.030569151,
0.012368814,
0.009923567,
0.04819204,
-0.008176963,
-0.035644997,
0.03960872,
0.008397962,
-0.01689573,
0.06581493,
0.008012996,
0.010843208,
0.011320852,
-0.055264004,
-0.07243063,
-0.0019586927,
-0.020816678,
-0.019561974,
-0.028829675,
-0.006109553,
-0.0010158825,
-0.009602763,
-0.10990066,
-0.018007854,
0.0016655126,
0.022242479,
0.034019586,
0.01218346,
0.055891357,
0.018064884,
-0.010073276,
0.005557055,
-0.017836757,
-0.019676039,
0.0007115633,
-0.008733025,
0.030483602,
0.0016200652,
0.016781665,
-0.0049190097,
-0.004605334,
-0.041034523,
0.030141411,
0.0019159187,
-0.07163219,
-0.019775845,
0.010386952,
0.024167309,
-0.0010729145,
-0.03370591,
0.006269955,
-0.016696118,
0.04668069,
0.008148447,
-0.009246312,
-0.00955286,
-0.0053788302,
0.001653928,
-0.048077974,
-0.03193792,
-0.017480306,
0.06644227,
0.008519155,
-0.024167309,
-0.047764298,
0.006269955,
0.0005070501,
-0.022527639,
-0.008982539,
-0.02602085,
-0.021857513,
0.02764626,
-0.026690975,
-0.06022579,
-0.08771521,
0.0084336065,
-0.009260571,
-0.026961876,
-0.030882826,
0.051870603,
-0.014642965,
0.024195826,
0.041890003,
-0.016582053,
-0.0062450035,
-0.049931515,
0.057887476,
-0.0028248662,
0.060910173,
-0.013723324,
-0.051899116,
0.008989668,
-0.048220553,
-0.008647476,
0.018578174,
0.043087672,
-0.003445089,
0.0073713856,
0.028131032,
0.037954792,
0.019490685,
0.05552065,
-0.037441507,
0.050359253,
-0.0016031337,
0.034504358,
0.03821144,
0.018278755,
-0.030198442,
0.02586401,
-0.02181474,
-0.012062267,
0.020887969,
-0.015612509,
-0.014393451,
0.01817895,
0.015954701,
0.0078062546,
-0.013110231,
0.010087535,
0.0041562067,
-0.003928079,
0.0018963139,
-0.047564685,
-0.021729192,
-0.06262113,
-0.014842577,
0.016211346,
-0.05429446,
0.0061202464,
0.0030886391,
0.011021433,
0.030654699,
-0.0023899972,
0.00819122,
0.030426571,
-0.0020121601,
0.02087371,
0.03826847,
-0.022727251,
0.033534814,
-0.013780356,
-0.041576326,
0.063818805,
-0.010486758,
-0.018435594,
0.0041419487,
-0.014593062,
-0.048420165,
0.03193792,
-0.08463548,
0.023340344,
0.01652502,
0.014614449,
-0.04035014,
0.0020210715,
0.022784283,
0.032308627,
-0.022541897,
-0.015712315,
0.017209405,
-0.0068367105,
-0.016981278,
0.02044597,
0.035901643,
0.040720847,
-0.027475165,
-0.009253441,
0.045283407,
-0.020132296,
-0.032878947,
-0.0010586565,
0.001432929,
0.0004275172,
0.041947033,
0.04725101,
0.022342285,
-0.02643433,
0.021515321,
0.009681181,
-0.018635206,
0.014528901,
-0.0090395715,
-0.013088844,
-0.0067155175,
-0.0313676,
-0.0099592125,
-0.008768669,
-0.040663812,
0.015954701,
0.058400765,
0.033819973,
0.009852277,
0.0005934892,
-0.03550242,
0.0045768176,
-0.05415188,
0.019647524,
-0.01923404,
-0.017979337,
-0.013951452,
0.04876236,
0.021572353,
-0.008640348,
-0.038867306,
0.015569735,
0.046195917,
0.03955169,
-0.010344178,
0.03470397,
0.017480306,
0.0037676764,
-0.008305284,
0.04388612,
-0.004341561,
-0.030711731,
-0.037384473,
0.040749364,
-0.00019805253,
-0.0007267124,
0.0019925553,
0.03727041,
0.012012364,
-0.0064339223,
-0.0017225445,
0.015997475,
0.048847906,
0.050017063,
0.061936747,
0.016753148,
0.013295584,
0.040378653,
0.0014471869,
0.028872449,
-0.008597573,
0.036643058,
0.028259354,
0.0625641,
0.026776522,
0.0062806485,
-0.035017647,
0.0038460954,
0.012817942,
-0.004762172,
-0.005539233,
0.008847089,
-0.018906107,
-0.01340252,
-0.039922398,
0.010265759,
-0.058400765,
0.036243834,
0.018635206,
0.007898931,
-0.05015964,
-0.061366428,
0.0031777516,
0.020830937,
-0.038354017,
-0.010222985,
0.021843255,
0.04054975,
0.020331906,
0.019704554,
-0.0036215319,
0.014657224,
0.011449173,
0.005004558,
0.013117359,
-0.0037926277,
-0.038382534,
-0.06353364,
-0.048847906,
0.025749946,
-0.03199495,
-0.0094744405,
-0.033506297,
-0.04953229,
-0.040321622,
-0.032166045,
0.0063305516,
-0.01596896,
-0.024024729,
-0.006252133,
0.016696118,
-0.008397962,
-0.005175654,
-0.029257415,
-0.013003295,
0.063134424,
-0.043287285,
0.012340298,
-0.0028551645,
-0.036814153,
-0.019490685,
-0.0058778604,
0.027574971,
-0.0023989084,
-0.006565809,
-0.0064339223,
-0.010579435,
-0.030626183,
-0.018934622,
-0.006355503,
-0.059826564,
0.02194306,
0.0853769,
-0.017965078,
0.027689034,
0.05700348,
-0.00013645351,
0.016482247,
0.013566487,
0.024466727,
-0.0137589695,
-0.00677255,
0.011627398,
0.020160811,
-0.04904752,
-0.014257999,
-0.061024237,
-0.01910572,
-0.032907464,
-0.033164106,
-0.005820828,
0.019832877,
-0.051414344,
-0.07608069,
0.011192529,
-0.028915223,
-0.0054608136,
-0.024751887,
-0.017765468,
0.02587827,
-0.008640348,
0.0115561085,
-0.06678447,
-0.018891849,
0.009645537,
0.02452376,
0.01923404,
-0.026163429,
-0.02857303,
-0.017965078,
0.02721852,
-0.03384849,
0.009517214,
-0.030084379,
-0.019875651,
0.0052398145,
0.05024519,
0.0097168265,
0.02422434,
0.0073428694,
0.042431805,
0.008626089,
-0.032109015,
0.063362546,
0.039950915,
0.036757123,
0.037897762,
0.029685155,
0.024894467,
0.0012618329,
0.007257322,
-0.016582053,
0.021230161,
0.014785545,
0.020160811,
-0.028416192,
-0.00948157,
0.016325409,
0.030055862,
0.026976135,
-0.009802374,
-0.004861978,
0.070491545,
-0.022156931,
0.067868076,
-0.027546454,
0.023254797,
0.035331324,
0.039665755,
0.028116774,
0.06376177,
0.05389524,
0.06706963,
-0.0059170695,
0.013359745,
-0.009153635,
-0.0038318373,
0.036300868,
0.011263819,
0.023825116,
-0.052840147,
-0.051842086,
0.02957109,
0.020360423,
0.034732487,
0.0041562067,
0.009880793,
0.013117359,
0.02301241,
0.04283103,
0.0045803823,
-0.017394759,
-0.028202323,
0.059826564,
0.018350044,
0.0036571769,
-0.04149078,
-0.0076351585,
0.0014008484,
0.026919102,
-0.0020691922,
0.032536753,
-0.057744898,
0.0073499987,
0.018321529,
0.055206973,
-0.008169834,
-0.015612509,
-0.021600869,
-0.017394759,
0.036586028,
-0.07168922,
0.0020282003,
-0.015484187,
0.034276232,
-0.00014881787,
-0.00021587501,
-0.02871561,
-0.020232102,
-0.03798331,
-0.061480492,
0.044884183,
0.009239184,
-0.0025076256,
-0.008932636,
-0.020959258,
0.016482247,
-0.03875324,
-0.028601546,
0.0023365295,
0.0136377765,
-0.008946895,
-0.016596312,
0.012561297,
-0.023283312,
0.015313092,
0.025906784,
0.0023204894,
0.02600659,
-0.021201644,
-0.013431035,
-0.05557768,
-0.014550288,
0.010408339,
0.020645583,
0.0064018415,
-0.03521726,
-0.006583631,
0.021173129,
-0.0072002895,
-0.06421803,
0.02017507,
0.024423953,
-0.029970314,
-0.0005832413,
0.0051150573,
-0.0111854,
0.00941028,
0.019975457,
0.0030423007,
-0.0007253757,
-0.022128414,
0.015241801,
-0.013352617,
-0.033021525,
0.0003551133,
0.0084835095,
0.018692236,
-0.0047372202,
-0.014671481,
-0.017979337,
-0.032194562,
-0.022784283,
-0.0012288613,
-0.005225557,
0.041063037,
0.008034383,
-0.024167309,
-0.013644906,
-0.011235303,
-0.018948881,
-0.0055321036,
0.028116774,
-0.052127246,
0.03735596,
-0.023596989,
0.056775354,
-0.048562746,
-0.042802513,
0.021729192,
0.034504358,
0.037013765,
-0.02507982,
-0.026191944,
0.042774,
-0.003445089,
-0.042859547,
0.00088399596,
-0.03969427,
0.015797863,
-0.05751677,
-0.015127737,
-0.0029710105,
-0.027660519,
-0.010807564,
0.06604305,
0.0010738056,
-0.050758477,
-0.021002034,
0.01389442,
0.012817942,
0.0008915705,
0.05879999,
0.009588504,
-0.016425215,
-0.012910618,
0.043002125,
-0.028601546,
-0.00990218,
-0.017665662,
-0.026063623,
-0.023668278,
0.014728514,
-0.007449805,
-0.054579623,
-0.026063623,
-0.05509291,
0.011969591,
-0.0013901549,
-0.012932005,
-0.006408971,
-0.016353926,
-0.03747002,
0.039466143,
-0.022156931,
0.035388354,
-0.0036714347,
-0.034390293,
-0.0077991257,
0.05509291,
-0.03741299,
0.045796692,
0.00171898,
-0.030426571,
0.0075424816,
0.007970221,
-0.017965078,
0.007898931,
-0.042774,
0.019918425,
-0.030768763,
0.017622886,
-0.01839282,
0.02559311,
0.046737723,
-0.01910572,
-0.010493888,
-0.0045910757,
0.02358273,
-0.015911927,
0.055435102,
-0.016981278,
-0.015840637,
-0.072601736,
-0.03256527,
0.008091414,
-0.03305004,
0.022427833,
0.034618422,
0.013523713,
0.04146226,
-0.034761,
0.018278755,
0.036300868,
-0.0059099407,
0.031510178,
-0.04325877,
0.009445924,
-0.03142463,
-0.026092138,
-0.004077788,
-0.015455672,
-0.06610008,
-0.004722962,
-0.04140523,
-0.031852372,
-0.014279386,
0.038439564,
0.061594557,
-0.010116051,
0.05609097,
0.011655915,
-0.027632002,
-0.056689806,
-0.014771287,
-0.02572143,
0.042916577,
0.026762264,
-0.0013277762,
0.012817942,
0.018578174,
-0.05500736,
-0.002238506,
0.024409695,
0.051642474,
-0.0103227915,
-0.0147998035,
0.019191267,
-0.0150421895,
-0.030654699,
-0.03826847,
0.04311619,
-0.014742771,
-0.0097596,
-0.014942383,
-0.0028106081,
-0.022142673,
-0.004790688,
-0.062393006,
0.0019087896,
-0.03878176,
-0.0031314131,
0.0037926277,
0.0166676,
0.02821658,
0.020118037,
0.04853423,
-0.03912395,
0.03818292,
-0.024024729,
-0.029342962,
-0.03336372,
0.035587966,
-0.0063056,
0.01596896,
0.023696795,
0.0011994542,
0.008683122,
0.06672744,
-0.017437533,
0.020759648,
0.029200383,
-0.041947033,
-0.0541804,
0.0000961858,
-0.014307902,
-0.0018838382,
0.0025664398,
0.02180048,
0.012882102,
-0.031110954,
0.03555945,
0.008861346,
-0.09763878,
0.035587966,
-0.031110954,
-0.025550336,
0.0024113841,
-0.045568567,
0.00014335972,
0.03764112,
-0.024267115,
-0.054608136,
-0.020816678,
0.052612018,
-0.028230838,
0.0026626813,
-0.022898346,
0.009431667,
0.0111854,
-0.016239861,
-0.023055185,
-0.00044756752,
0.027632002,
0.009788116,
0.000056113025,
0.006580067,
0.024338406,
0.016909987,
0.004477012,
0.0024951498,
-0.0079987375,
-0.009388893,
0.005432298,
-0.0015674888,
-0.024680596,
0.008854218,
0.05500736,
-0.02415305,
-0.0173805,
0.0012012364,
0.014614449,
-0.015626768,
0.028131032,
0.063704744,
-0.009467311,
0.043230254,
-0.010230115,
0.006669179,
-0.037584085,
-0.03755557,
-0.031624243,
-0.045654114,
0.024880208,
0.046566624,
0.0026573346,
0.042517353,
0.02815955,
0.029542575,
-0.007656546,
0.018777786,
-0.0051007993,
0.021002034,
-0.014985157,
-0.017437533,
-0.014885351,
-0.015926186,
0.009517214,
0.03270785,
0.005628345,
0.011534722,
-0.010436855,
-0.030226959,
-0.035901643,
0.05010261,
0.028672837,
0.029599607,
0.04767875,
-0.016282635,
-0.0039494657,
0.01489961,
-0.027988452,
-0.024980014,
-0.0463385,
-0.04362948,
0.01361639,
-0.044798635,
-0.006726211,
-0.010786177,
-0.037327442,
-0.024281373,
0.00015126845,
0.028687095,
-0.00004736886,
0.029970314,
0.02985625,
-0.0014676828,
0.0020994905,
-0.018706495,
-0.0011958897,
0.004027885,
-0.027489422,
0.00015282792,
0.02629175,
0.037897762,
0.025764205,
0.0030601232,
-0.046566624,
0.0077420934,
-0.003466476,
0.02928593,
-0.0030137845,
-0.007941705,
-0.020189326,
0.009246312,
-0.064046934,
-0.041291166,
0.013887291,
-0.010230115,
0.026320267,
-0.0075852554,
-0.016639085,
0.02152958,
0.04311619,
0.011855527,
0.017523082,
0.014714255,
-0.0005961626,
-0.027632002,
-0.012311783,
-0.01681018,
0.030112894,
0.048562746,
-0.0023757392,
-0.057117544,
0.044285346,
-0.009082345,
0.015027931,
-0.026833555,
0.019847134,
-0.012547039,
0.004911881,
0.002744665,
-0.02144403,
-0.07767758,
-0.00826964,
-0.048135005,
0.02017507,
0.0063091647,
-0.04519786,
0.0010702411,
-0.047136944,
-0.022000093,
-0.02301241,
-0.05475072,
0.0006839384,
0.0074284174,
-0.0062307455,
0.019761587,
0.0031777516,
-0.0078775445,
0.044085734,
0.027418133,
0.03250824,
0.052783113,
0.0036536122,
-0.012768039,
0.011691559,
0.011206787,
-0.04519786,
-0.0034842985,
-0.022057125,
-0.018977396,
-0.046424046,
0.033249654,
-0.020845195,
-0.056176517,
0.0039815465,
-0.02279854,
-0.030283991,
-0.014286515,
-0.0076137716,
-0.035359837,
0.006754727,
0.081897944,
-0.017993595,
-0.04112007,
0.031339083,
-0.0059634084,
0.032051984,
0.018920366,
0.046737723,
0.051499892,
0.043287285,
0.034589905,
-0.023910664,
-0.017252179,
0.011078466,
0.023939181,
-0.02181474,
-0.025179626,
0.0048691067,
0.0144362245,
-0.05386672,
-0.02965664,
0.015141996,
0.029072061,
-0.0114848185,
-0.019576233,
0.03541687,
-0.026591169,
-0.021429773,
0.022470606,
0.09883645,
-0.0026715926,
0.004772865,
0.018521141,
0.0038318373,
-0.049418226,
-0.00022099899,
-0.030540634,
0.043743543,
-0.04659514,
-0.06513054,
0.00370708,
-0.06262113,
-0.017665662,
-0.015127737,
-0.00025085168,
-0.050872542,
0.018293014,
0.032194562,
0.050701447,
0.013238552,
-0.038097374,
-0.034247715,
0.053039756,
-0.0016574924,
0.019690298,
0.04625295,
0.016083023,
0.0039708526,
0.017166631,
0.02700465,
0.02700465,
-0.0053966525,
-0.01652502,
-0.0038211439,
-0.006893743,
-0.031253535,
-0.049931515,
0.006252133,
0.030711731,
0.0034967742,
-0.023197765,
-0.01923404,
0.033591848,
-0.044713087,
0.002924672,
-0.02386789,
0.06376177,
-0.00480851,
-0.014343548,
0.009631279,
-0.049845964,
0.24021877,
0.06860949,
0.069350906,
0.0092677,
0.025749946,
0.039238013,
0.038610663,
-0.0313676,
-0.02942851,
0.009025314,
-0.006861662,
-0.021900287,
0.0031331955,
0.047507655,
-0.037441507,
0.055948388,
-0.023825116,
0.020574292,
-0.02951406,
-0.026220461,
-0.0125969425,
0.0076422878,
0.037755184,
0.03222308,
0.010194469,
-0.0067440337,
0.03969427,
-0.018792043,
-0.0066798725,
-0.033192623,
0.043857604,
-0.0048334617,
0.011228174,
-0.011035691,
0.011285206,
0.0026608992,
-0.020674098,
-0.09210668,
-0.008148447,
0.008961152,
-0.005817264,
-0.043715026,
0.018948881,
-0.016967019,
-0.012176331,
-0.011862655,
-0.024552274,
0.03712783,
0.045169342,
-0.047707267,
0.0006162129,
-0.033962555,
-0.007849028,
-0.0796737,
-0.040236074,
-0.038525116,
-0.07710726,
-0.021344226,
-0.014386321,
0.034960613,
0.019333847,
0.04896197,
0.025065564,
0.037156347,
-0.019918425,
0.041918516,
0.02301241,
0.02942851,
-0.04391464,
0.012432976,
0.0042952225,
-0.019291073,
0.0023347475,
-0.01653928,
0.0057709254,
0.028074,
-0.021415515,
0.032166045,
0.009096604,
-0.01937662,
0.054608136,
-0.015256059,
-0.039180983,
-0.019790104,
-0.008291027,
0.10145992,
-0.03148166,
0.037441507,
-0.0063519385,
0.02195732,
0.038639177,
0.01775121,
0.028473224,
0.007378515,
0.03875324
] | def extract_all_chars(batch):
all_text = " ".join(batch["normalized_text"])
vocab = list(set(all_text))
return {"vocab": [vocab], "all_text": [all_text]}
vocabs = dataset.map(
extract_all_chars,
batched=True,
batch_size=-1,
keep_in_memory=True,
remove_columns=dataset.column_names,
)
dataset_vocab = set(vocabs["vocab"][0])
tokenizer_vocab = {k for k, _ in tokenizer.get_vocab().items()} |
[
0.02084422,
-0.005813447,
-0.008223015,
0.054897517,
0.028493874,
-0.012396214,
-0.023427973,
-0.014384833,
0.007903675,
0.00067542307,
0.0054070135,
-0.0152122155,
-0.003193404,
-0.048975203,
0.01288974,
-0.01737502,
-0.006876705,
-0.014246937,
-0.029089008,
-0.045201182,
-0.039453056,
0.007867387,
-0.07681588,
0.003610724,
-0.022876386,
0.030772801,
0.0154299475,
0.037333794,
0.10491784,
0.053852405,
0.030163152,
-0.027463274,
0.03785635,
-0.057045806,
-0.006281571,
-0.020466816,
0.039365962,
0.044649594,
-0.057219993,
-0.051704112,
-0.004238518,
-0.033995237,
-0.0069855712,
-0.042907737,
-0.028972883,
0.0017073825,
0.011024501,
0.020945827,
-0.031759854,
0.017781453,
-0.0056791785,
0.003305899,
-0.031237297,
-0.0265488,
-0.0055557974,
-0.048888113,
-0.04444638,
0.017070197,
-0.033762988,
-0.015894443,
0.023036055,
0.037304766,
0.0036542702,
-0.051936362,
-0.011053532,
0.004655838,
0.019233001,
0.009420542,
-0.02933577,
-0.01750566,
-0.04914939,
0.017302444,
-0.0053779827,
-0.060732737,
-0.017534692,
0.013354235,
-0.049962256,
0.022963477,
0.01718632,
-0.016808918,
0.029379318,
0.047059163,
0.035737094,
0.001016083,
-0.014856586,
-0.024661789,
0.036666084,
-0.004902601,
-0.019000754,
0.0042748065,
-0.010988213,
0.01189543,
-0.058729604,
0.022687683,
0.032717876,
0.0396853,
0.0041405386,
0.05585554,
-0.026810078,
0.023558613,
0.029379318,
0.074841775,
-0.048336525,
0.054549146,
-0.051413804,
-0.004046188,
-0.018681413,
-0.006553736,
0.005425158,
-0.03625965,
-0.014058235,
0.009572954,
0.052284732,
-0.024444057,
0.047175284,
0.052023456,
-0.023442488,
0.023602158,
-0.05649422,
-0.011430935,
-0.039220806,
-0.007700458,
-0.00057200034,
-0.013259884,
-0.015633164,
-0.042878706,
-0.035795156,
0.041543283,
-0.01984265,
0.0018343929,
0.010102769,
-0.020060383,
0.016954072,
-0.0004572374,
0.014733205,
-0.026664924,
0.013506647,
0.03460489,
-0.0074682105,
-0.010908377,
0.022237705,
0.02885676,
-0.0041441675,
0.05518783,
-0.01304941,
0.018347558,
-0.00027488676,
-0.032746907,
-0.006622684,
0.039511118,
0.015328339,
0.022644138,
0.0026817336,
-0.010393078,
-0.04755269,
-0.023863437,
0.0014442896,
0.0049207453,
-0.00027556717,
0.014617081,
-0.03840794,
0.012635719,
-0.076235265,
0.03498229,
-0.012163966,
0.0125704,
-0.011089821,
0.008643964,
0.008157696,
-0.030888926,
-0.027289089,
0.012853451,
0.01891366,
0.02273123,
0.03744992,
0.008440747,
-0.0058170757,
-0.017679846,
0.052023456,
0.004020786,
0.046855945,
-0.006684375,
0.009043139,
0.02305057,
-0.04270452,
-0.020176508,
0.0056791785,
-0.008672995,
-0.0006976499,
-0.011467223,
0.0046957554,
0.045056026,
0.018521743,
-0.0051856525,
-0.028522903,
-0.00371959,
-0.02657783,
0.014711431,
-0.004514312,
-0.0094278,
-0.0118881725,
0.0303954,
-0.004717529,
0.010777739,
-0.045085058,
0.02503919,
0.02622946,
0.022803808,
0.0057408693,
0.039598208,
0.052168608,
0.0018833826,
-0.0059404573,
0.03103408,
0.047117226,
-0.03927887,
-0.03776926,
-0.0115978625,
0.0029248677,
-0.0111188525,
-0.01875399,
0.01994426,
0.028827729,
0.0128389355,
0.021976426,
0.027550368,
0.014384833,
0.064100325,
0.0118155945,
0.0021101867,
0.020031352,
0.03222435,
-0.00023837127,
0.05623294,
0.0032133628,
0.03257272,
0.0405272,
0.02904546,
0.015400916,
-0.019450733,
-0.011039017,
0.006691633,
0.02209255,
0.018841084,
0.008905242,
0.0050005806,
-0.010523718,
0.0044997963,
0.008919758,
0.015850896,
-0.05745224,
0.025605293,
0.016954072,
0.0052364566,
-0.051471867,
-0.040643323,
0.019552343,
0.0405272,
-0.022150612,
-0.014392091,
-0.0005910519,
0.010581779,
0.017200835,
0.035795156,
0.055449106,
0.05254601,
0.008614933,
0.032282412,
0.0036851156,
-0.0014878359,
-0.0652035,
-0.033966206,
-0.090634614,
0.011452708,
0.0031063112,
-0.04113685,
-0.024806943,
-0.057307087,
0.024327932,
-0.010857574,
-0.0056283744,
0.0013735266,
-0.015154153,
-0.02930674,
0.0015059803,
-0.02267317,
-0.015589618,
0.04293677,
0.00013562894,
-0.00017634031,
-0.006822272,
-0.0059985192,
-0.024211809,
0.043081924,
-0.017694362,
-0.001885197,
-0.013477616,
0.023747314,
0.014210648,
0.019610403,
0.015241247,
0.022034487,
0.037043486,
0.003549033,
-0.03599837,
0.016112175,
-0.016547639,
0.024632758,
0.018057248,
0.048365556,
-0.047204316,
0.012367182,
0.055942632,
0.01657667,
-0.008375428,
0.019189455,
0.041572314,
-0.0015395473,
-0.04877199,
-0.02257156,
-0.07681588,
-0.03843697,
0.022658654,
0.0046848687,
0.013151018,
0.03469198,
-0.028160017,
-0.08262207,
0.030453462,
-0.07188062,
-0.042820644,
-0.031817917,
0.0017200835,
0.02381989,
0.0033821051,
0.011873657,
-0.05463624,
0.017041165,
-0.04238518,
0.012425245,
0.008665737,
-0.013194565,
-0.009841491,
0.045897923,
-0.060384367,
0.0056211166,
-0.01106079,
0.0031407855,
-0.014181617,
-0.027231026,
0.012403471,
0.006502932,
0.054781392,
-0.00875283,
-0.0037522498,
0.053039536,
-0.020858735,
0.026505252,
0.043372232,
0.027782615,
0.0069129937,
0.042210996,
0.04514312,
0.048423618,
-0.0015023514,
0.004046188,
0.0016538567,
0.023674736,
0.034227483,
-0.054200776,
0.029350286,
-0.018231433,
-0.013949369,
0.0042457758,
0.007954479,
-0.017781453,
0.057249025,
0.008252046,
0.036985423,
-0.020205539,
0.036056433,
0.010110027,
-0.015618648,
0.035504848,
0.0076641697,
0.03344365,
-0.035737094,
-0.03347268,
-0.00008697943,
-0.021250652,
-0.010647099,
0.005316292,
-0.021990942,
0.0035454042,
-0.052313764,
-0.041543283,
0.03222435,
0.0072903964,
0.02469082,
-0.00042752604,
0.08314463,
-0.028014863,
0.04241421,
0.016997619,
-0.022150612,
-0.020626487,
-0.008535098,
0.036869302,
-0.009507635,
0.045201182,
0.024734365,
-0.029408347,
-0.02821808,
-0.02366022,
-0.002199094,
0.0015740215,
-0.046188235,
-0.04485281,
-0.0077294894,
0.032485627,
0.0037849096,
-0.020118445,
-0.021076467,
0.037624106,
0.012113162,
-0.029553503,
0.0011322069,
-0.012033327,
0.030482493,
0.024923066,
-0.021410322,
-0.032659814,
-0.017084712,
-0.053620156,
-0.021439353,
0.056174878,
0.04267549,
-0.050252568,
0.004430848,
-0.046565637,
0.0119607495,
0.012403471,
0.017360505,
-0.035969343,
0.019160423,
-0.018042732,
0.009609243,
0.023703767,
0.01388405,
0.019566856,
0.01827498,
-0.026824594,
0.041282006,
-0.06508738,
-0.016779887,
0.012991348,
0.005588457,
-0.01795564,
0.019131392,
0.016939556,
-0.0058823954,
-0.014304998,
0.0119244605,
-0.02177321,
-0.07159031,
0.026243975,
-0.027448758,
0.017331474,
0.022266734,
-0.016634732,
0.0360274,
-0.004605034,
-0.0026744758,
-0.031179236,
-0.003966353,
-0.02933577,
0.011169656,
-0.039772395,
-0.021439353,
-0.0059876326,
0.02039424,
0.03623062,
-0.026316551,
-0.0360274,
-0.01599605,
-0.034808103,
0.002545651,
-0.019595888,
-0.039830457,
0.041630376,
-0.014711431,
0.0016729082,
0.015778318,
-0.044649594,
-0.03289206,
0.0045905183,
-0.0064884163,
-0.002988373,
0.043081924,
0.004176827,
0.078731924,
-0.011372873,
0.001651135,
0.052923415,
-0.04485281,
-0.0061073853,
-0.03744992,
0.01888463,
0.0024821458,
0.0011775678,
-0.0052727456,
-0.010124542,
-0.053823374,
0.050339658,
-0.012018811,
-0.014500957,
-0.0027035067,
-0.069151714,
0.025024675,
0.01291877,
-0.0056138593,
-0.02949544,
0.01872496,
0.013267142,
0.004608663,
0.0055013644,
0.06346165,
0.0009117531,
-0.031237297,
-0.05533298,
0.058816694,
-0.021366775,
0.020858735,
-0.032369506,
-0.041398127,
-0.0076351385,
0.03277594,
0.006517447,
-0.0101318,
0.0071416125,
-0.017810484,
0.015923474,
-0.034895197,
-0.03565,
-0.036666084,
0.006963798,
-0.023936015,
0.026490737,
-0.013354235,
0.010792254,
0.032659814,
-0.035824187,
0.022644138,
0.0316147,
-0.019566856,
-0.03469198,
0.01413807,
-0.009166521,
0.024487602,
-0.007072664,
-0.0075044995,
0.051500898,
-0.030540554,
-0.003966353,
-0.03565,
-0.033908144,
-0.009159263,
-0.0029284966,
0.06270684,
-0.023486035,
-0.01702665,
0.017258897,
0.030482493,
-0.0045360853,
-0.002712579,
-0.024661789,
0.0152847925,
-0.010959182,
-0.035475817,
-0.0055630547,
-0.057626426,
-0.010523718,
0.025445623,
0.00009854645,
0.050833184,
-0.034546826,
0.036085464,
0.043836728,
0.008339139,
-0.012904256,
-0.051733144,
0.01875399,
-0.0073049115,
0.025068222,
-0.021845786,
-0.0153573705,
-0.038262784,
0.00031503112,
-0.050717063,
-0.05184927,
-0.029292224,
0.012113162,
0.03370493,
-0.04880102,
0.0026109708,
0.036985423,
-0.010530976,
-0.06392614,
0.02792777,
-0.016634732,
0.0029865585,
0.013927596,
-0.01737502,
0.006165447,
0.006611798,
-0.041398127,
-0.027332636,
0.0059295706,
0.055420075,
-0.016794402,
-0.025750449,
0.038785342,
0.004162312,
-0.02638913,
-0.023776345,
-0.023892468,
-0.023326365,
0.0030264761,
-0.027361667,
0.045201182,
0.0041514253,
-0.042878706,
-0.027376182,
0.00067905197,
-0.027434243,
0.008448005,
0.025561748,
0.042152934,
-0.0007312169,
0.037362825,
0.031759854,
-0.045578584,
0.029901873,
-0.02010393,
0.00045020645,
-0.0041477964,
-0.0014651555,
0.045868892,
-0.027942285,
0.021061951,
-0.0050804154,
0.0037087032,
0.014704173,
-0.003799425,
-0.040004645,
0.0012510523,
-0.06468095,
-0.048075244,
0.0077802935,
0.025750449,
-0.008564129,
0.07263543,
-0.031208266,
0.03805957,
-0.0036143528,
0.014101782,
0.011452708,
-0.0717645,
0.008324624,
-0.04369157,
0.012497822,
-0.013477616,
0.024618242,
-0.021134527,
0.054549146,
-0.030453462,
-0.043720603,
0.0056755496,
-0.032485627,
-0.009181037,
0.016954072,
-0.013535678,
0.0082085,
-0.04880102,
-0.01333972,
0.008992336,
-0.035127442,
0.026592346,
0.029393831,
-0.008273819,
0.0007225984,
0.024763396,
0.013303431,
0.021018405,
0.016358938,
-0.0441851,
0.024327932,
-0.027201995,
0.0018906404,
0.02667944,
0.034488764,
0.035446785,
-0.047494628,
0.0016338979,
0.014950937,
0.005007838,
0.009122974,
0.023732798,
0.045985017,
-0.007163386,
0.0038393426,
-0.048394587,
0.05190733,
-0.037566043,
-0.028711606,
-0.01721535,
-0.010443883,
-0.01644603,
0.052633103,
0.01596702,
0.050862215,
0.02090228,
0.042820644,
0.028029379,
0.006963798,
0.0032369504,
-0.018420136,
0.035824187,
-0.017229866,
-0.02132323,
-0.043081924,
-0.00089270156,
0.040672354,
-0.038175695,
-0.019262033,
0.0118518835,
-0.025358532,
-0.0054179,
-0.016170237,
0.026316551,
0.0053997557,
0.02084422,
-0.002767012,
0.006165447,
-0.0036270537,
-0.03585322,
0.016271845,
-0.07321604,
-0.0340533,
0.024952097,
-0.031382453,
0.0015495267,
-0.00026468057,
-0.051355742,
0.017418567,
0.051384773,
-0.017418567,
-0.013680833,
0.025053706,
0.016808918,
0.00602755,
0.012976833,
-0.050339658,
0.0043582707,
0.008484294,
-0.06903559,
-0.015720258,
0.030279277,
0.068919465,
-0.014907391,
0.015299308,
-0.05425884,
-0.03196307,
-0.0130566675,
0.028914822,
-0.039249837,
0.028653543,
-0.038814373,
-0.024182778,
-0.029959936,
-0.024995644,
0.008629449,
0.012621203,
0.0078020664,
0.025692387,
-0.03654996,
0.0020376095,
0.025793996,
-0.026084304,
0.019276548,
0.026069788,
0.011234975,
0.003904662,
-0.004898972,
-0.008999593,
0.043227077,
0.031498577,
-0.0021573622,
-0.04790106,
0.038204726,
0.014863844,
0.018260464,
-0.00013392791,
0.057887707,
0.023718283,
0.005058642,
-0.010552749,
-0.023486035,
-0.016504092,
-0.005592086,
-0.012831678,
-0.007968995,
0.0030065172,
-0.0010260625,
0.0043002088,
-0.021816755,
0.027042326,
0.015139638,
-0.02731812,
-0.03477907,
0.028885791,
0.032282412,
0.043778665,
0.050804153,
0.00193963,
0.056116816,
0.0016402485,
0.019479765,
0.032746907,
0.0071234684,
0.0340533,
-0.010095512,
0.05620391,
-0.04081751,
-0.034314577,
-0.049671948,
-0.009210068,
-0.061777852,
0.03530163,
0.01644603,
-0.014950937,
0.027303604,
-0.016417,
-0.011844626,
-0.0015359184,
0.014979968,
-0.047697842,
0.0002463094,
0.014508215,
0.0030573215,
-0.028682575,
0.040149797,
-0.024516633,
-0.00058424775,
0.0051638796,
0.056639373,
-0.012098647,
0.05986181,
0.0086004175,
0.01250508,
-0.041920684,
0.010400336,
-0.041398127,
-0.004605034,
-0.020815188,
-0.014065493,
-0.021744179,
-0.03898856,
-0.0632294,
0.01381873,
0.027492305,
0.014493699,
-0.014820297,
-0.02103292,
-0.007889159,
-0.04601405,
0.006909365,
0.09365383,
0.009239098,
-0.019871682,
-0.036869302,
0.0039953836,
-0.045781802,
-0.02731812,
-0.02180224,
0.017708877,
-0.015923474,
-0.07321604,
0.0340533,
-0.071183875,
-0.03254369,
0.026273005,
0.003657899,
-0.023007024,
0.06555188,
0.00509856,
0.060035996,
0.028639028,
-0.009391511,
0.011155141,
0.03463392,
0.03803054,
0.008121407,
0.069616206,
0.010995471,
0.02750682,
0.012417987,
-0.038872436,
-0.0000050712015,
-0.00042525798,
-0.031730823,
-0.030453462,
0.028189048,
-0.06781629,
-0.045085058,
0.06497125,
0.042152934,
0.0340533,
-0.023297334,
-0.03625965,
0.036753178,
-0.056116816,
0.019116877,
0.021178074,
0.019421702,
0.017520176,
0.0050659,
-0.010269697,
-0.027898738,
0.24966612,
0.02959705,
0.07095163,
-0.006633571,
0.0024930325,
0.01596702,
0.024313416,
-0.022803808,
0.017883062,
0.0007434644,
0.00092263974,
-0.019233001,
-0.0075335302,
-0.011082564,
-0.01689601,
0.061313357,
-0.05315566,
-0.009805202,
0.012766358,
-0.04973001,
-0.06700342,
0.024066653,
-0.0021718775,
0.04697207,
-0.012642977,
-0.027681006,
-0.0015894442,
-0.03495326,
0.009043139,
-0.04970098,
0.0002185259,
-0.064564824,
-0.012715554,
-0.011111595,
-0.023602158,
0.019697497,
-0.014304998,
-0.058526386,
-0.024618242,
0.02458921,
0.027056841,
0.008542356,
0.03965627,
0.002494847,
-0.026040757,
0.01487836,
-0.007961737,
0.015023515,
0.07658363,
-0.045897923,
0.039482087,
-0.042269055,
0.049410667,
-0.038872436,
-0.04058526,
-0.03167276,
-0.06404226,
-0.05002032,
-0.0038320848,
0.006296086,
0.03530163,
0.01984265,
0.009413284,
0.013187307,
-0.021497415,
0.03344365,
-0.03785635,
0.020684548,
-0.013085699,
0.00042797963,
-0.014863844,
-0.019784588,
-0.02487952,
-0.012896998,
-0.019334609,
0.043023862,
-0.0011222275,
0.032108225,
-0.02246995,
0.017433083,
0.005174766,
0.022208674,
0.004815508,
0.005646519,
0.036985423,
0.078267425,
-0.036869302,
0.021149043,
-0.0277681,
0.06450676,
0.0076133655,
0.029988967,
0.020800672,
-0.016620217,
-0.024124715
] |
Load the dataset
VoxPopuli is a large-scale multilingual speech corpus consisting of
data sourced from 2009-2020 European Parliament event recordings. It contains labelled audio-transcription data for 15
European languages. In this guide, we are using the Dutch language subset, feel free to pick another subset.
Note that VoxPopuli or any other automated speech recognition (ASR) dataset may not be the most suitable
option for training TTS models. The features that make it beneficial for ASR, such as excessive background noise, are
typically undesirable in TTS. However, finding top-quality, multilingual, and multi-speaker TTS datasets can be quite
challenging.
Let's load the data: |
[
0.0385334,
0.025684005,
0.010106515,
0.025107333,
0.0025432636,
-0.030430444,
-0.014039702,
-0.027561879,
-0.015022999,
0.012738497,
0.014779023,
-0.018985758,
0.047050375,
-0.025151692,
0.009211937,
0.02058269,
-0.05556735,
-0.04592661,
-0.06417304,
-0.02779846,
-0.008716592,
-0.032825842,
-0.06866811,
-0.0061215763,
-0.033180717,
0.009899505,
0.022918945,
0.042407442,
0.09889155,
0.03023822,
0.021795176,
-0.004750136,
-0.02611281,
-0.043383345,
-0.0111119915,
-0.041194953,
0.034541067,
0.0029813112,
-0.033890463,
-0.0100917285,
-0.008199068,
0.010727544,
0.025565714,
-0.017847205,
-0.03894742,
0.011858705,
0.0053785588,
0.0075151958,
-0.031613357,
-0.00026777276,
0.015215222,
0.006243564,
0.02776889,
-0.01769934,
-0.0031310236,
-0.025476994,
-0.04113581,
0.016265057,
-0.025817081,
-0.0018630883,
0.01786199,
0.030962754,
0.005293537,
-0.05275793,
0.0073784213,
0.023406897,
-0.014202353,
-0.014350217,
-0.039450157,
-0.009877326,
-0.06180722,
0.04323548,
-0.019281486,
-0.03738006,
-0.008834884,
-0.008117742,
-0.008176888,
-0.03947973,
0.004602272,
0.009618564,
0.008775738,
0.04305804,
0.03655202,
0.00019002854,
-0.010276559,
-0.02779846,
0.050687835,
-0.008553942,
-0.0047094733,
-0.0071159624,
-0.0077628684,
0.04228915,
-0.05553778,
-0.027044354,
0.0131894825,
0.028937016,
0.00088256417,
0.043442488,
0.027916754,
0.0120139625,
0.018956184,
0.07245344,
-0.023525188,
0.036167573,
-0.032825842,
0.016738223,
0.007947698,
-0.02385049,
-0.029040521,
-0.028981375,
0.019104049,
0.022016972,
0.038208097,
-0.032500543,
0.008783131,
0.02809419,
0.023643479,
0.04149068,
-0.037557498,
-0.0077037225,
0.010113908,
0.0124058025,
-0.008280393,
-0.064587064,
0.0068535036,
-0.071980275,
-0.0087979175,
0.025092548,
-0.017033951,
0.00046692727,
-0.011296822,
0.020124312,
0.01691566,
0.03634501,
0.014875134,
-0.012050929,
-0.02631982,
0.011932638,
0.008450436,
-0.0066021346,
0.024870751,
0.0047094733,
-0.042644024,
0.079550914,
0.0018455295,
-0.020641835,
0.02215005,
-0.03321029,
0.024397586,
0.03551697,
-0.057726167,
0.051161,
-0.012087895,
-0.0019499586,
0.004934966,
-0.007910732,
-0.015851038,
-0.0043915655,
-0.021055857,
0.026305033,
0.0014093303,
-0.00097405515,
-0.07458268,
0.029838987,
0.019207554,
0.0010442906,
-0.01968072,
-0.0076519703,
0.035635263,
-0.020760128,
-0.014475901,
0.012058322,
0.014342823,
0.011888279,
0.008221247,
0.019192768,
0.02689649,
-0.0070050643,
0.001346488,
-0.008864456,
-0.0130711915,
-0.004424835,
0.05053997,
-0.0041032303,
-0.023687838,
-0.025107333,
-0.002705914,
0.008553942,
-0.018941399,
0.018305583,
0.026186742,
0.06216209,
-0.016531212,
-0.017285319,
-0.023362536,
-0.011629516,
-0.021218507,
-0.009729462,
0.001536863,
-0.031140191,
-0.022002187,
0.013329954,
-0.025314344,
0.025610073,
-0.0141506,
0.012694138,
0.017344465,
0.0415794,
-0.021115001,
0.032293532,
0.040159903,
0.009707282,
-0.029439753,
0.021425517,
0.034511495,
-0.009618564,
0.00026707962,
0.010224806,
0.027236577,
0.015089537,
0.04959364,
-0.0098551465,
0.039982468,
0.0027890876,
0.02219441,
0.01214704,
-0.009492879,
0.06056516,
0.036315437,
0.035250816,
-0.018349942,
0.035043806,
0.011237676,
0.0466955,
0.039657168,
0.025255198,
0.060417295,
0.019813797,
0.008095562,
-0.009707282,
-0.026837345,
0.02516648,
0.04199342,
0.029912919,
-0.031169765,
0.0068535036,
0.01617634,
0.006664977,
-0.0031864727,
0.0036041888,
-0.04574917,
0.047848843,
-0.0030885127,
0.031435918,
-0.05441401,
-0.04805585,
0.035901416,
0.03927272,
-0.0262311,
-0.0033269436,
0.014113634,
0.040307768,
-0.022652788,
-0.0065318993,
0.025728364,
0.038799554,
-0.016989592,
0.0053157164,
0.020567905,
0.003286281,
-0.021203721,
-0.048647307,
-0.06523766,
0.0076667564,
-0.0046799006,
0.0054820636,
-0.023983566,
-0.054088708,
0.025343917,
-0.011873492,
-0.01917798,
0.010904982,
0.00046692727,
0.021721244,
0.040987946,
-0.006021768,
-0.033979185,
0.016220698,
0.016427707,
0.04302847,
-0.00032899776,
-0.028360344,
0.0033897858,
-0.019325845,
-0.018734388,
-0.014084061,
-0.016679076,
0.03394961,
-0.011888279,
0.026038878,
-0.013529571,
0.027384441,
0.016634718,
-0.030267794,
-0.023791343,
0.0053563793,
0.0038962206,
-0.013411279,
0.025654431,
0.06488279,
-0.03770536,
0.014734663,
0.030179074,
0.014032309,
-0.0110306665,
0.02256407,
0.05784446,
-0.014608978,
-0.046547636,
-0.05598137,
-0.07079736,
-0.040041614,
-0.013426065,
-0.009966044,
0.002282653,
0.036699884,
-0.036315437,
-0.05160459,
0.00072915514,
-0.06689374,
-0.010099122,
-0.033180717,
0.0037834742,
0.04489156,
0.043590352,
-0.0041106236,
-0.02157338,
0.031199338,
-0.004694687,
0.04356078,
0.027251365,
0.00092091644,
-0.004787102,
0.041815985,
0.010069549,
0.00806599,
0.023525188,
-0.023820916,
-0.013278201,
0.0076593636,
0.016516427,
0.013389099,
0.028478637,
0.034570638,
0.021188933,
0.026955636,
-0.034629785,
0.025817081,
0.065296814,
0.030519161,
0.031376775,
0.025122121,
0.02788718,
0.02966155,
-0.008073383,
-0.0011866099,
0.02293373,
0.0069754915,
0.045009848,
-0.04805585,
0.040573925,
0.018601311,
-0.047375675,
-0.032707553,
0.01043921,
-0.006365552,
0.03572398,
-0.004953449,
0.03332858,
-0.02388006,
-0.0035690712,
0.009781214,
0.011326394,
0.05482803,
0.014165387,
0.017684553,
-0.010550108,
-0.014468508,
-0.026393753,
-0.02491511,
0.0002913386,
0.039538875,
-0.0034969873,
-0.007947698,
-0.013418673,
-0.046725072,
0.00963335,
0.032204814,
0.02281544,
-0.001988773,
0.0756473,
-0.008280393,
0.044329673,
0.028389918,
0.024708102,
-0.0016126435,
-0.04456626,
0.042466585,
-0.0074893194,
0.039450157,
-0.005970015,
-0.03003121,
-0.017595835,
-0.005807365,
-0.0012457555,
0.022342274,
-0.029484114,
-0.03832639,
-0.032944135,
0.025994519,
-0.05462102,
-0.016546,
-0.0027484251,
0.037350487,
0.03501423,
-0.009204544,
0.0075854314,
-0.050953988,
0.0367886,
0.026305033,
-0.047996704,
-0.032737125,
-0.018290795,
-0.011392933,
-0.042880606,
0.034422778,
0.06736691,
-0.0016810306,
0.017093096,
-0.046518065,
-0.0022974394,
0.03332858,
-0.0075078025,
-0.015865823,
0.013270808,
-0.022297915,
0.016427707,
-0.00848001,
0.044507112,
0.0058776,
0.0054192212,
-0.03258926,
0.02256407,
-0.03131763,
-0.015185649,
-0.007733295,
-0.010113908,
0.007829407,
0.007308186,
0.04063307,
-0.012642385,
-0.018956184,
0.02385049,
-0.020730555,
-0.053408533,
-0.017921137,
0.007552162,
-0.0037187836,
0.024693314,
0.0038888273,
0.019547641,
0.014764236,
0.017935922,
-0.013625682,
-0.02396878,
-0.03184994,
0.005825848,
-0.004864731,
-0.001707831,
-0.031702075,
-0.005400738,
0.021588167,
-0.010794084,
-0.016368562,
-0.0020534634,
-0.086234376,
-0.0038148952,
0.0126793515,
-0.040130332,
0.034570638,
0.025506567,
-0.02396878,
-0.0127976425,
-0.048174143,
-0.023746984,
-0.018142931,
-0.032145668,
-0.0068461103,
0.0674852,
0.004787102,
0.04740525,
-0.028182909,
-0.01963636,
0.042141285,
-0.030755745,
0.011082418,
-0.023939207,
-0.04846987,
0.027561879,
-0.028360344,
-0.0031846242,
-0.02920317,
-0.019503282,
0.027946325,
-0.019192768,
-0.028005471,
0.005160459,
-0.019976448,
-0.015658814,
0.016220698,
-0.013108158,
-0.034038328,
-0.015895396,
0.008051204,
0.0030755745,
-0.0034803527,
0.011718234,
-0.01633899,
-0.046074472,
-0.042644024,
0.06689374,
-0.026748626,
-0.020316536,
-0.00746714,
-0.044861984,
-0.032973707,
0.01159255,
-0.011333788,
-0.024515877,
0.01947371,
-0.028005471,
0.016102407,
-0.06606571,
-0.010734938,
0.008487402,
0.025196053,
-0.039213575,
0.0104835685,
0.004687294,
0.004639238,
0.014401969,
-0.00926369,
0.054946322,
0.033269435,
-0.028656073,
-0.0065355957,
-0.008006844,
0.018202078,
0.013270808,
0.014549833,
-0.02293373,
0.046399772,
-0.016856514,
0.03208652,
-0.035901416,
-0.01744797,
-0.029129239,
-0.05329024,
0.0749967,
-0.054059137,
-0.008339538,
0.018187292,
-0.01043921,
0.03655202,
0.0019647449,
-0.0045690024,
-0.00010471786,
-0.05139758,
-0.04770098,
-0.0059774085,
-0.014897314,
-0.033180717,
-0.00005744176,
0.00841347,
0.036492873,
-0.038917847,
0.014926887,
0.05902737,
-0.03205695,
0.008953175,
-0.07807227,
0.025358703,
-0.00048379303,
-0.011769987,
-0.028759578,
-0.03569441,
-0.00044451663,
-0.004798192,
-0.031997804,
-0.029735481,
-0.029291889,
-0.0059774085,
0.009500272,
-0.010978914,
0.036108427,
0.0129529005,
-0.03749835,
-0.073991224,
0.012457555,
0.036374584,
0.019340632,
-0.028271627,
0.019592,
0.010498355,
0.036611166,
-0.06724862,
-0.037646215,
0.005844331,
0.058790788,
-0.022830226,
-0.06931872,
0.01691566,
0.0041845557,
-0.051456727,
-0.05630667,
-0.0010295042,
-0.0216621,
-0.013522177,
-0.037320912,
0.02892223,
0.01233187,
-0.042170856,
0.0070826933,
0.020553118,
-0.055301193,
-0.005275054,
0.017640194,
0.0141506,
-0.010195234,
0.02115936,
0.03267798,
-0.06056516,
0.005271357,
-0.03705476,
-0.0115038315,
-0.042880606,
-0.02309638,
0.058613352,
-0.020301748,
0.03217524,
0.015717959,
-0.012686744,
0.025846655,
0.017551476,
0.0023288606,
0.026866917,
-0.04719824,
-0.050776552,
-0.015525737,
0.038089808,
-0.00027816943,
0.030519161,
-0.020804487,
0.035576116,
0.01429107,
0.053438105,
0.015895396,
-0.05953011,
0.039006565,
-0.04039649,
-0.013477818,
0.01276807,
-0.004118017,
0.011703448,
0.045039423,
0.008139922,
-0.039627593,
0.00080909417,
-0.07138882,
-0.004787102,
-0.014113634,
-0.0589978,
-0.016619932,
-0.043205906,
-0.015363086,
-0.012864182,
-0.03445235,
0.0053046267,
0.047375675,
0.002025739,
0.012317085,
-0.008295179,
0.029173598,
0.0076002176,
-0.0016745615,
-0.031081045,
0.02235706,
0.028345559,
-0.017462756,
-0.006213991,
0.04858816,
0.048203714,
-0.055212475,
-0.024530664,
0.002502601,
0.030667026,
-0.014187566,
0.017314892,
0.03894742,
0.016619932,
-0.0072749164,
-0.0073525454,
0.031790793,
-0.066184,
-0.022268342,
-0.031909086,
-0.041194953,
-0.01576232,
0.026763413,
0.046340626,
0.03844468,
0.016102407,
0.02871522,
-0.0014287374,
-0.009522452,
0.00026939,
0.031376775,
0.03093318,
-0.012575846,
-0.032441396,
-0.015865823,
0.024264509,
0.028789151,
-0.017167028,
0.008650053,
-0.00031975625,
-0.008539155,
0.0016144918,
-0.022711935,
0.0283012,
0.037646215,
0.026127597,
-0.038976993,
0.0008044734,
-0.050924417,
-0.022859799,
-0.0027096106,
-0.071211375,
-0.047789697,
0.051161,
-0.05160459,
0.017063525,
-0.026290247,
-0.019651147,
-0.022105692,
0.041608974,
-0.022475353,
0.0017411005,
0.018556952,
0.009108432,
0.0045690024,
-0.021913469,
-0.011208103,
0.009552024,
0.02005038,
-0.045009848,
0.018409088,
0.031613357,
0.027650597,
0.03622672,
-0.023939207,
-0.08913252,
-0.0052417843,
0.022756293,
-0.010010404,
-0.016619932,
0.020893205,
-0.003214197,
-0.010320918,
-0.01608762,
0.009441126,
0.03415662,
0.009618564,
0.016383348,
0.018941399,
-0.005563389,
0.026393753,
-0.00226417,
-0.03235268,
0.0015350148,
0.036197145,
-0.020286962,
0.008701806,
-0.0034101172,
0.01744797,
0.057282574,
0.02606845,
0.007932912,
-0.013692221,
0.011585156,
-0.013019439,
0.0024471518,
-0.011400326,
0.057400867,
0.028035045,
0.0035394982,
0.005134583,
-0.020523544,
-0.0071898946,
-0.010868016,
-0.03906571,
0.008790524,
-0.013270808,
0.002833447,
-0.015865823,
-0.028227268,
0.020390468,
0.023673052,
-0.05819933,
0.018571738,
0.040159903,
0.031465493,
0.009315442,
0.06233953,
-0.0156736,
0.05515333,
0.016324203,
0.038208097,
0.032323103,
0.003977546,
0.033299007,
-0.016679076,
0.020346109,
-0.05127929,
-0.0514863,
-0.037232194,
-0.0040182085,
-0.044004373,
0.021972613,
-0.00060531887,
-0.016398136,
-0.00841347,
-0.03152464,
-0.002637527,
-0.004994112,
0.037439205,
-0.056957275,
0.005079134,
0.0112302825,
-0.0064246976,
-0.028079404,
0.066361435,
-0.017403612,
-0.0011071329,
-0.0009832967,
0.08073383,
0.021292439,
0.09096603,
0.028641287,
0.026305033,
-0.013108158,
0.033506017,
-0.046961658,
-0.022061333,
-0.021765605,
0.0016366714,
-0.016619932,
-0.027754102,
-0.047139093,
0.007792441,
-0.0005235315,
0.014276285,
-0.040987946,
0.02586144,
-0.00492018,
-0.03279627,
0.00035995682,
0.09126176,
0.013751366,
-0.010453996,
-0.01670865,
0.014623765,
-0.06795837,
-0.008990141,
-0.033565164,
0.034629785,
-0.024308868,
-0.062280383,
0.026009304,
-0.050066803,
-0.030874036,
0.012139647,
-0.005467277,
0.0006834096,
0.042111713,
-0.0034618697,
0.028286412,
0.016250271,
-0.020449612,
0.004835158,
0.017640194,
0.05349725,
0.002539567,
0.075055845,
-0.014564619,
-0.0021643615,
-0.0036485482,
0.00843565,
-0.010631433,
-0.039184,
-0.024767246,
-0.024515877,
0.023007663,
-0.056336243,
-0.041401964,
0.016191125,
0.037113905,
-0.012509308,
-0.031672504,
-0.046429344,
0.02371741,
-0.08972397,
-0.016072834,
0.0027687564,
0.0026338303,
-0.022120478,
0.0077037225,
-0.029129239,
-0.028685646,
0.26071408,
0.05663197,
0.054975893,
0.027384441,
0.018290795,
0.019518068,
0.042259578,
-0.04678422,
-0.026009304,
-0.018616097,
-0.013396492,
-0.016250271,
-0.00022884288,
-0.00022884288,
-0.037764505,
0.0354874,
-0.021085428,
0.0072083776,
0.008894029,
-0.039331865,
-0.044359248,
0.019251913,
-0.0032160454,
0.072571725,
0.013485211,
-0.0040551745,
0.019813797,
-0.04595618,
0.013751366,
-0.021307224,
0.0018741782,
-0.07405037,
0.02788718,
0.0036707276,
-0.010276559,
0.0026837345,
0.0065651685,
-0.047612257,
-0.009766428,
-0.025787508,
0.013677434,
0.001866785,
-0.024190577,
0.0204644,
-0.058613352,
0.015703173,
0.01963636,
0.021055857,
0.0514863,
-0.043176334,
0.051515874,
-0.06299013,
0.03415662,
-0.0294989,
-0.036522448,
-0.042791888,
-0.03365388,
-0.048913464,
-0.0029905527,
0.050303385,
0.0019998627,
0.03634501,
-0.0049127867,
-0.007071603,
-0.05473931,
0.009869932,
-0.026822558,
0.045719597,
-0.024234936,
0.008864456,
-0.011304215,
-0.030874036,
-0.024190577,
-0.0059589255,
-0.005596658,
0.06257611,
0.009707282,
0.054975893,
0.010298738,
-0.044033945,
-0.0059811054,
0.017728912,
0.03394961,
-0.025388276,
0.04805585,
0.03332858,
-0.064587064,
0.034097474,
-0.028242053,
0.049889367,
0.030874036,
0.017196601,
0.04855859,
-0.019399777,
0.013559143
] | from datasets import load_dataset, Audio
dataset = load_dataset("facebook/voxpopuli", "nl", split="train")
len(dataset)
20968
20968 examples should be sufficient for fine-tuning. SpeechT5 expects audio data to have a sampling rate of 16 kHz, so
make sure the examples in the dataset meet this requirement:
py
dataset = dataset.cast_column("audio", Audio(sampling_rate=16000))
Preprocess the data
Let's begin by defining the model checkpoint to use and loading the appropriate processor: |
[
0.053916525,
0.019465609,
-0.0064681484,
0.03192788,
-0.03682104,
-0.0031977578,
-0.015658118,
-0.019159786,
-0.037555017,
0.051592276,
0.019924343,
0.011514221,
0.0074123754,
-0.02041366,
-0.03149973,
0.0042509343,
-0.041010812,
-0.035261348,
-0.044069037,
-0.018486977,
-0.01972556,
-0.0014297207,
-0.09089048,
-0.01853285,
-0.018119989,
0.010948449,
0.022080394,
-0.012813968,
0.0865478,
0.03841132,
0.0070109833,
0.01196531,
-0.021025306,
-0.035872992,
-0.021912191,
-0.03663755,
0.01648384,
0.012271132,
0.0015931447,
0.0024943657,
-0.023150772,
-0.0025555303,
0.020719482,
-0.023640089,
-0.061745584,
0.029802414,
-0.011017259,
0.015765157,
-0.04776949,
-0.01170536,
-0.010053919,
-0.010092147,
0.04584281,
0.010298576,
-0.013555587,
-0.022477962,
-0.0086853625,
-0.010596754,
-0.039298207,
-0.035322513,
0.012699284,
0.05798397,
-0.0129592335,
-0.05529273,
-0.0032417197,
-0.00763792,
-0.033090007,
-0.011131943,
-0.027569909,
-0.026178416,
-0.060369384,
0.045261748,
-0.017875332,
-0.0343133,
-0.05773931,
-0.04731076,
-0.024098823,
-0.0031614413,
-0.013387385,
0.046332125,
-0.005562149,
0.02718763,
0.013226828,
-0.012554019,
-0.0066554644,
-0.028793199,
0.04409962,
-0.019358572,
0.02287553,
0.011888854,
-0.029144894,
0.035139017,
-0.05761698,
-0.029573048,
0.0059214905,
0.08507985,
0.012141158,
0.041133143,
0.010069209,
-0.0039527575,
0.031560894,
0.051836934,
-0.049665593,
0.06923824,
0.00085678115,
0.018853964,
0.005168402,
0.004801415,
-0.015497561,
-0.0015845434,
-0.022737911,
-0.015795738,
0.025582062,
-0.0418977,
-0.012569309,
0.031025704,
0.05046073,
0.008287793,
-0.04709668,
-0.012813968,
0.005332782,
-0.0027141757,
0.0062770094,
-0.02406824,
0.017798876,
-0.030505806,
-0.005925313,
0.00031800775,
-0.014748296,
-0.024542265,
0.0156887,
0.014641258,
0.01961852,
0.05043015,
0.024496391,
0.014564802,
0.005432174,
0.010420905,
-0.01337974,
-0.013555587,
-0.013525005,
0.016560294,
-0.0086471345,
0.063488774,
-0.007836704,
-0.01534465,
0.009671641,
-0.030536387,
-0.04150013,
-0.0015644738,
-0.07064503,
0.05694417,
0.0332735,
0.0044879466,
-0.036606967,
-0.014725359,
0.03042935,
-0.024159987,
-0.02555148,
-0.011200753,
0.00065895217,
0.02961892,
-0.040001597,
0.020474823,
0.026025504,
0.03217254,
-0.0050231363,
0.036882207,
0.043335065,
-0.030199982,
-0.005910022,
0.02974125,
0.009824552,
0.03217254,
0.03370165,
0.041133143,
0.027661655,
0.011391892,
0.0091746785,
-0.009732804,
0.01474065,
0.013417968,
0.009358172,
0.008822982,
-0.005168402,
-0.01905275,
-0.0070300973,
0.007527059,
0.0057035917,
0.019511484,
0.022539126,
0.051225286,
0.0086853625,
0.013960802,
-0.021927482,
-0.010497361,
-0.017370725,
0.011835335,
0.020658318,
-0.0050804783,
-0.046882607,
0.06526255,
-0.037402105,
0.03165264,
-0.038074914,
0.03394631,
0.019649103,
0.059054345,
0.010474425,
0.03217254,
0.014549511,
0.037769094,
-0.0014564802,
0.029358972,
0.01608627,
-0.022477962,
-0.015719282,
0.02486338,
-0.02527624,
0.014977663,
0.0022344165,
0.0327536,
0.011659487,
0.0122023225,
0.022615582,
-0.008769464,
0.02461872,
0.020581862,
0.045231164,
0.0070224516,
-0.0014927966,
0.044711266,
-0.0040521496,
0.033854563,
0.0025478846,
0.030765755,
0.063488774,
0.04731076,
0.0010283286,
0.0009805438,
0.0018645623,
0.022600291,
0.038931217,
0.055782046,
-0.006579009,
-0.011162525,
-0.014427182,
-0.011323082,
0.011453057,
0.013341512,
-0.05963541,
0.028624997,
-0.0101991845,
0.015543435,
-0.07058386,
-0.026683023,
0.024450518,
0.012469918,
-0.015184092,
-0.049573846,
0.022263886,
0.018165864,
0.017355433,
0.008471287,
0.020337204,
0.010933158,
-0.0035857703,
0.028640287,
-0.0051798704,
-0.032937095,
-0.03596474,
-0.09021767,
-0.055659715,
-0.011950019,
-0.036943372,
-0.032784183,
-0.03272302,
-0.048625797,
0.025887884,
-0.002700796,
-0.050735973,
-0.0026778593,
-0.015719282,
0.054130603,
0.018012952,
0.01474065,
-0.014855334,
0.0074123754,
0.008777109,
0.03001649,
0.009939235,
-0.027554618,
0.0010445754,
-0.024389353,
0.008501869,
-0.0006857116,
0.0056844777,
0.028319174,
-0.0086853625,
0.015566371,
-0.031209197,
-0.007618806,
0.005397769,
-0.0013828917,
-0.025245657,
-0.0306893,
0.004912276,
-0.011277209,
0.019327989,
0.07199065,
-0.03391573,
-0.0036373776,
0.009839843,
0.017294269,
-0.0072709327,
0.029053148,
0.040368587,
0.004331213,
-0.04110256,
-0.03945112,
-0.05043015,
-0.0017699484,
-0.01115488,
-0.011659487,
0.027967477,
0.059604827,
-0.041469548,
-0.05749465,
0.011353664,
-0.061898496,
-0.027401706,
-0.018456394,
-0.03474145,
0.053885944,
0.021927482,
-0.01651442,
-0.035077855,
-0.013226828,
-0.012546373,
0.014029613,
0.014549511,
-0.013685562,
-0.016866118,
0.018334066,
0.018578723,
0.019159786,
-0.00541306,
-0.050338402,
-0.024710467,
-0.0078902235,
0.06299946,
0.017217813,
0.03235603,
0.036025904,
0.03565892,
0.028777909,
-0.03703512,
0.012469918,
0.02787573,
0.023471886,
0.03541426,
0.04018509,
0.0026243404,
0.000653218,
-0.025658518,
-0.01975614,
0.022126267,
0.016055686,
0.049971417,
-0.026575984,
0.030123528,
0.012263487,
-0.030047072,
-0.0016122586,
-0.006349642,
-0.024129404,
0.060491715,
-0.0038323395,
0.053610705,
-0.052540325,
-0.0075882236,
0.016728496,
-0.012401107,
0.023502467,
0.035077855,
0.04749425,
-0.0055315667,
-0.032080792,
0.031530313,
0.00527544,
0.0033487575,
0.025994923,
-0.009625766,
0.0035934157,
-0.0275852,
-0.047555417,
0.0084559955,
0.02220272,
0.029832996,
0.022661455,
0.057525232,
-0.004365618,
0.011919436,
0.010734374,
0.0028651757,
-0.025597353,
-0.029114313,
0.03565892,
-0.01704961,
0.01919037,
-0.004889339,
-0.040093344,
-0.022799077,
0.010520298,
0.012852196,
0.028732035,
-0.031285655,
-0.023900038,
0.00103024,
0.03110216,
-0.036729295,
-0.017416598,
-0.061990242,
0.015474624,
0.037769094,
-0.040796738,
-0.0029645679,
-0.0145112835,
0.00865478,
0.024588138,
-0.012791031,
0.014350726,
-0.013540296,
-0.025994923,
-0.044497192,
0.034527373,
0.026178416,
-0.0026855047,
0.03437446,
-0.04177537,
-0.012057057,
-0.0074353125,
-0.032508943,
-0.0018645623,
0.028869655,
-0.013295638,
-0.0053442502,
0.014488346,
-0.0010789804,
-0.0038743902,
0.026331328,
-0.018976294,
0.046852026,
-0.03682104,
0.013509714,
-0.0206889,
-0.021743989,
-0.008073717,
0.027248794,
-0.003052492,
-0.028334465,
-0.008402476,
0.0194809,
-0.018655179,
-0.051225286,
-0.01663675,
-0.003824694,
-0.028609706,
0.029420136,
-0.024572847,
0.030933958,
-0.0020394546,
0.008624198,
0.0065751863,
-0.02974125,
-0.038013753,
-0.008693008,
-0.01715665,
-0.0318973,
0.02325781,
-0.014679486,
0.020398369,
-0.016315637,
-0.019970216,
-0.034710865,
-0.036301143,
-0.015214675,
-0.009541665,
-0.058779106,
0.028579123,
0.019679686,
-0.012072348,
0.0002597103,
-0.052142754,
-0.020199584,
-0.027416997,
-0.041408382,
-0.014404245,
0.048105896,
0.015367586,
0.08110416,
-0.028930819,
-0.03474145,
0.043487977,
0.0066401735,
-0.0042165294,
-0.03663755,
-0.009977463,
0.037799675,
-0.03257011,
-0.005688301,
0.010749665,
-0.0007903603,
0.019664394,
-0.0075499956,
-0.017294269,
-0.005680655,
-0.02394591,
-0.024297606,
0.05070539,
-0.020811228,
-0.065751866,
-0.014427182,
-0.02851796,
-0.002027986,
0.015428751,
0.016759079,
-0.008876502,
-0.046760276,
-0.017233104,
0.05501749,
-0.024679884,
-0.010046273,
-0.048931617,
-0.027493453,
-0.0098551335,
0.03217254,
-0.03477203,
-0.032784183,
0.018119989,
-0.03945112,
0.006315237,
-0.04150013,
-0.036239978,
0.006609591,
0.009908653,
-0.05156169,
0.0062120217,
-0.0024408468,
-0.02367067,
0.011904146,
-0.035811827,
0.05018549,
0.06936057,
-0.04370205,
0.018869255,
0.031469148,
0.0022497077,
-0.00046924656,
-0.011040197,
-0.0046829088,
0.06599652,
-0.047647163,
0.021973355,
-0.035628334,
-0.053916525,
-0.016774371,
0.0070606796,
0.04841172,
-0.048595212,
-0.031866718,
-0.024588138,
0.0010369298,
0.020245457,
-0.0025459733,
-0.024802214,
-0.010168602,
-0.06538487,
-0.00037009316,
-0.013158018,
-0.025062162,
-0.007083616,
-0.0083795395,
0.005432174,
0.046546202,
-0.04394671,
0.0009217685,
0.05963541,
-0.00018612173,
0.017233104,
-0.040643826,
0.037340943,
-0.010092147,
-0.029251933,
-0.035995323,
-0.030674009,
-0.055139817,
0.02287553,
-0.032845348,
-0.011842981,
-0.042784583,
0.032692436,
0.04544524,
-0.048503466,
0.022218013,
0.008226628,
-0.032692436,
-0.08092067,
0.037646763,
-0.003922175,
-0.0077602486,
0.004893162,
0.020780647,
0.029450718,
0.028242718,
-0.06899358,
0.009037058,
0.009090577,
0.082021624,
0.0073091607,
-0.024909252,
0.029160187,
-0.012515791,
-0.047157846,
-0.06446741,
0.024924543,
0.0073779705,
-0.04409962,
-0.01203412,
0.029832996,
0.020138418,
-0.036729295,
-0.00037080992,
0.0013159929,
-0.051989846,
0.0005595598,
-0.0025994922,
0.033120587,
0.01527584,
0.039328787,
0.08116532,
-0.040643826,
0.014518929,
-0.018058825,
-0.007037743,
-0.012523436,
-0.01584161,
0.024465809,
-0.0042165294,
0.014220752,
0.017019028,
0.008173109,
0.051836934,
-0.020245457,
0.010023336,
0.038717143,
-0.012286424,
-0.06330528,
-0.023823582,
0.011881209,
0.0010904488,
0.014029613,
-0.013555587,
0.031989045,
-0.0029703022,
0.04798357,
0.014281916,
-0.031774968,
0.047402505,
-0.011575386,
-0.0389618,
0.011391892,
-0.031530313,
0.010443842,
0.011735943,
0.00087924,
-0.050735973,
-0.004575871,
-0.03056697,
-0.024159987,
0.0313774,
-0.027799275,
0.00081090775,
-0.02298257,
-0.010168602,
-0.013440904,
-0.041010812,
0.015084701,
0.025719682,
0.0030276438,
0.002675948,
-0.0075576412,
0.01358617,
0.021698114,
0.01406784,
-0.025490316,
-0.02230976,
0.024679884,
-0.02244738,
0.0059750094,
0.033609904,
0.031805553,
-0.02746287,
-0.00094566087,
0.0032933273,
0.0106502725,
0.016820244,
0.015084701,
0.030184692,
-0.018655179,
0.037983168,
-0.013662625,
0.03110216,
-0.064283915,
-0.040215675,
-0.026988845,
0.008012553,
-0.010451488,
0.039971016,
0.04856463,
0.055782046,
0.01853285,
0.033518158,
-0.015658118,
-0.00055430346,
0.028884945,
0.023242518,
0.038594812,
0.0057227057,
-0.013509714,
-0.0332735,
0.0109560955,
0.01704961,
-0.0045644026,
-0.0019305053,
0.020260748,
-0.006196731,
-0.028258009,
0.018578723,
0.036973953,
0.0051989844,
0.06220432,
-0.055934954,
0.0086089065,
-0.007037743,
-0.01920566,
0.022783784,
-0.069177076,
-0.04991025,
0.03963461,
-0.040490914,
0.021040596,
-0.033456992,
-0.033181753,
-0.011927082,
0.004992554,
0.015566371,
0.009044704,
0.049390353,
0.016667333,
-0.0029817706,
-0.014656548,
-0.03639289,
-0.019465609,
0.02420586,
-0.04458894,
0.0093658175,
0.0446501,
0.05070539,
0.039818104,
-0.009044704,
-0.06611885,
0.011315437,
-0.01182769,
0.021927482,
-0.0026090492,
0.01730956,
-0.015321713,
0.0015998345,
-0.047249593,
-0.03001649,
0.004430605,
0.009014121,
0.018731635,
0.004457365,
-0.022493253,
0.010229766,
0.037555017,
-0.019526774,
0.0047631874,
0.019557357,
-0.010397969,
-0.01386141,
-0.0010684677,
0.010290931,
0.00585268,
0.045475822,
0.030459933,
-0.017661257,
0.041591875,
0.002301315,
-0.01974085,
-0.017141357,
0.06593536,
0.023609506,
0.01265341,
0.016300345,
0.020597152,
0.00608587,
0.025673809,
-0.047004934,
0.015023536,
0.0035819474,
0.008731236,
0.00004411133,
-0.027019428,
-0.0033583145,
0.035811827,
-0.036576383,
-0.019113913,
0.032417197,
0.0413778,
0.013670271,
0.023823582,
0.0035226943,
0.066363506,
0.025536189,
0.047647163,
0.018058825,
-0.027508745,
0.017447181,
-0.008524805,
0.009702222,
-0.048258808,
-0.013632043,
-0.0018091319,
0.009633413,
-0.02867087,
0.020612445,
-0.0072938693,
-0.044527773,
0.0023185178,
-0.003702365,
-0.025597353,
-0.028854365,
0.042264685,
-0.032447778,
0.007920805,
0.011766525,
-0.027508745,
-0.064895555,
0.034190968,
-0.019236242,
0.013448549,
0.009472855,
0.06403925,
0.028609706,
0.05856503,
0.012301715,
0.0009098223,
0.0011764613,
0.051469944,
-0.0120876385,
-0.03324292,
-0.0054933387,
-0.00074544264,
-0.042478763,
-0.0017556129,
-0.052051008,
0.0014994865,
0.013891992,
-0.012278778,
-0.05030782,
0.016147435,
0.016269764,
-0.008448349,
-0.0019199926,
0.083611906,
0.010084501,
0.011659487,
-0.0098933615,
0.0031385047,
-0.061592676,
-0.0041974154,
0.008815337,
0.02922135,
-0.021851026,
-0.053213134,
-0.008624198,
-0.057219412,
-0.014457764,
0.0028823782,
0.003140416,
-0.0058450345,
0.027141757,
0.0046981997,
0.07284695,
0.019649103,
-0.00197829,
-0.020811228,
0.016575586,
0.013746726,
-0.032906514,
0.065079056,
0.0049887314,
-0.010780247,
0.026728896,
-0.024282316,
0.027921604,
-0.0136396885,
-0.0057418197,
0.0070109833,
0.0055353893,
-0.06795379,
-0.04324332,
-0.003121302,
0.01987847,
0.006345819,
-0.024052948,
-0.047402505,
0.02354834,
-0.069788724,
0.0053251362,
-0.03975694,
0.0028422389,
-0.024955126,
-0.013448549,
0.03975694,
-0.0470661,
0.2791549,
0.06192908,
0.056577183,
0.02204981,
0.0050231363,
0.0351696,
0.024419935,
-0.052723818,
-0.008708299,
-0.017615382,
0.024725758,
-0.029313097,
-0.035353094,
-0.011820044,
-0.024129404,
0.041989446,
-0.038655978,
-0.01487827,
-0.0020776824,
-0.04639329,
-0.020474823,
0.030169401,
0.006861895,
0.065568365,
0.012500499,
-0.013173309,
0.00784435,
-0.016942574,
-0.031438563,
-0.05030782,
0.0043235673,
-0.053335465,
-0.015933359,
0.025199784,
-0.023456594,
0.016896699,
0.0034787322,
-0.042478763,
-0.017691838,
-0.0057035917,
0.0005514364,
-0.021698114,
0.028686162,
0.016988447,
-0.0613786,
-0.006980401,
0.018899838,
0.024649303,
0.07774011,
-0.04272342,
0.024924543,
-0.039818104,
0.035781246,
-0.05125587,
-0.04192828,
-0.02217214,
-0.037952587,
-0.06477323,
0.038870055,
0.014465409,
0.005225744,
0.016453257,
-0.0045605795,
-0.004885516,
-0.04507825,
0.052081592,
-0.019236242,
0.030536387,
0.006506376,
-0.014786524,
-0.016285054,
-0.035872992,
-0.037983168,
-0.023976494,
0.031040994,
0.06385576,
0.0065943003,
0.047800075,
0.028777909,
-0.02434348,
0.0037711752,
0.0011477905,
-0.02813568,
-0.037126865,
0.02596434,
0.059971813,
-0.044160787,
0.032814767,
-0.035628334,
0.033365246,
0.05113354,
0.0389618,
0.033181753,
-0.044069037,
-0.004889339
] |
The dataset examples contain raw_text and normalized_text features. When deciding which feature to use as the text input,
consider that the SpeechT5 tokenizer doesn't have any tokens for numbers. In normalized_text the numbers are written
out as text. Thus, it is a better fit, and we recommend using normalized_text as input text.
Because SpeechT5 was trained on the English language, it may not recognize certain characters in the Dutch dataset. If
left as is, these characters will be converted to <unk> tokens. However, in Dutch, certain characters like à are
used to stress syllables. In order to preserve the meaning of the text, we can replace this character with a regular a.
To identify unsupported tokens, extract all unique characters in the dataset using the SpeechT5Tokenizer which
works with characters as tokens. To do this, write the extract_all_chars mapping function that concatenates
the transcriptions from all examples into one string and converts it to a set of characters.
Make sure to set batched=True and batch_size=-1 in dataset.map() so that all transcriptions are available at once for
the mapping function. |
[
0.00287536,
0.010022288,
0.03685437,
0.021219604,
-0.026362073,
-0.019754276,
0.0014532318,
-0.00593043,
-0.016187724,
0.050567627,
0.014038115,
0.0056643207,
0.021468433,
-0.037434973,
-0.07221577,
-0.033232525,
-0.038789712,
-0.033785477,
-0.038762063,
-0.02250522,
0.003849941,
0.028297411,
-0.07365345,
-0.05700954,
-0.017238336,
0.018717486,
0.0032676116,
-0.008847261,
0.047166962,
0.03939796,
-0.020251933,
0.024620268,
0.004126418,
-0.050844103,
0.007423405,
-0.0041506095,
0.018855726,
0.011577471,
-0.005560642,
0.0037082466,
0.0035423604,
-0.026251484,
0.044733964,
-0.02430232,
-0.04708402,
0.011729533,
-0.035029624,
0.039536197,
-0.06237319,
-0.007838121,
-0.0048694494,
-0.010284941,
0.031352483,
0.00024407728,
-0.007554732,
-0.0023742456,
-0.037407327,
-0.008667551,
-0.042522147,
-0.009351832,
0.021979915,
0.03760086,
-0.0218555,
-0.04506574,
-0.014473567,
0.033094287,
-0.0017072449,
0.015648594,
-0.024675565,
0.0013305452,
0.0049005533,
0.04658636,
0.0017409406,
-0.062262602,
-0.02383231,
0.0033833862,
-0.015911246,
-0.019754276,
-0.025422052,
0.035748463,
-0.006590518,
0.03425549,
0.042135082,
-0.004371791,
-0.01275941,
-0.05642894,
0.06132258,
0.024468206,
0.035859056,
-0.0051390147,
-0.04694578,
0.033038992,
-0.045452803,
-0.011888507,
0.010651273,
0.06292614,
-0.019533094,
0.028836543,
0.014459742,
-0.007886504,
0.033785477,
0.05579304,
-0.055129495,
0.04708402,
-0.016478024,
-0.002946207,
0.025034985,
-0.0059891813,
-0.042190377,
0.035776112,
0.015773008,
0.0021375122,
0.04559104,
0.009393303,
0.0021375122,
0.068123914,
0.005985725,
-0.0022964864,
-0.0018264756,
0.0059649893,
0.009351832,
-0.012849265,
0.0027526733,
-0.04091858,
-0.03834735,
-0.030301869,
-0.04321334,
0.049793493,
-0.037739098,
0.022878464,
-0.0008454146,
-0.0064004404,
0.03649495,
0.000049598446,
0.004935113,
-0.010699657,
-0.018233653,
0.018496305,
0.02293376,
-0.010948486,
0.021731086,
-0.0066700056,
-0.029610677,
0.08189246,
0.00837725,
0.005723072,
0.036826726,
0.018040119,
-0.028532417,
0.018593073,
-0.039480902,
0.025504995,
0.02652796,
0.003307355,
-0.0021219603,
-0.007927976,
0.04263274,
-0.015869774,
-0.0070259697,
-0.009261977,
-0.013644136,
-0.009040795,
-0.0030585257,
0.021717262,
0.021938443,
0.052585907,
-0.031380128,
-0.0011128195,
0.004119506,
0.0038672208,
0.0023656057,
-0.02412261,
0.013298539,
-0.0015992462,
0.005353284,
0.030993061,
0.020998422,
-0.032043673,
-0.0053083566,
0.018358067,
-0.00465518,
0.014819163,
0.03950855,
-0.006511031,
0.002586787,
-0.019063083,
0.024758508,
-0.0043752473,
-0.0077828253,
0.018067766,
0.07000396,
0.013353835,
0.031407777,
-0.014805338,
-0.03447667,
-0.002064937,
-0.009089178,
0.01718304,
0.0010886278,
-0.014501214,
-0.04395983,
0.0014281761,
-0.046779893,
-0.010920838,
-0.012946031,
0.006168891,
0.008004007,
0.047001075,
-0.0038672208,
0.07271343,
0.04091858,
0.015786832,
-0.04025504,
0.043434523,
-0.008142245,
-0.00061127316,
0.0061274194,
0.03066129,
-0.018247476,
-0.017832762,
0.01376855,
0.011847036,
0.02160667,
0.035084922,
0.033453707,
0.013035886,
0.028615361,
0.051673535,
0.040503867,
0.033481356,
-0.0021306002,
0.021178132,
0.03052305,
0.03259663,
0.029417144,
0.00873667,
0.056345996,
0.03425549,
-0.0025280358,
0.004748491,
0.006825524,
0.03737968,
0.04528692,
0.03699261,
-0.01732128,
0.020929303,
-0.007879592,
0.011618942,
-0.034531966,
0.035637874,
-0.05161824,
0.038845006,
0.030357165,
0.03975738,
-0.04324099,
-0.02785505,
0.02616854,
0.064032055,
-0.05640129,
-0.010284941,
0.022228744,
0.019146027,
0.04586752,
-0.006286394,
0.0077620894,
0.03088247,
0.023694072,
0.015883598,
0.0051632063,
-0.0016087501,
-0.043075103,
-0.072160475,
-0.041609775,
-0.03627377,
-0.032873105,
-0.02012752,
-0.021067541,
-0.038845006,
0.0134367775,
-0.033066638,
-0.029970096,
-0.01844101,
-0.0030049584,
0.0021064086,
0.024786156,
0.032154266,
-0.023777014,
0.009531542,
0.0048210663,
0.038983244,
-0.053691816,
0.014183265,
0.007990182,
-0.021661965,
-0.018855726,
0.01164659,
0.023196412,
-0.023763191,
-0.0062138187,
-0.008093862,
-0.056594823,
-0.0063036736,
-0.040144447,
-0.023237884,
-0.029859507,
0.02538058,
0.03088247,
-0.017196864,
0.016298315,
0.043406874,
-0.01718304,
0.016118605,
0.013858405,
0.007686058,
-0.028891837,
-0.0068704514,
0.011764092,
0.019256618,
-0.05471478,
-0.0323478,
-0.02688738,
0.025753824,
-0.014971225,
-0.022657283,
-0.0040814904,
0.022436101,
-0.035471987,
-0.068787456,
0.0044478225,
-0.042494502,
-0.029251257,
-0.02023811,
-0.019063083,
0.03126954,
0.047388144,
-0.005132103,
-0.02286464,
-0.0041609774,
-0.007070897,
0.029831858,
0.021744909,
-0.052420024,
-0.008093862,
0.017196864,
0.025975006,
-0.006528311,
0.014224737,
-0.014777691,
-0.03450432,
0.021537552,
0.038153812,
0.033730183,
0.039342664,
0.028311236,
0.049185243,
0.0031051813,
-0.006967218,
0.04766462,
0.056097165,
0.027398862,
0.043158047,
0.042190377,
-0.020155167,
-0.04260509,
-0.0027302096,
-0.026362073,
0.021344017,
0.020362524,
0.039591495,
-0.049959376,
0.02120578,
0.013519721,
-0.033619594,
0.025767649,
0.005560642,
-0.015330645,
0.06370028,
-0.0068393475,
0.0945551,
-0.030688938,
-0.008605344,
-0.033509,
-0.0072989906,
-0.00041428336,
0.013630312,
0.063313216,
0.0049040094,
-0.017169217,
-0.027633868,
-0.013865317,
-0.0018005559,
0.011487615,
-0.023500537,
-0.02149608,
-0.039176777,
-0.046033405,
-0.0034438656,
0.014349151,
0.02160667,
0.039702084,
0.014445919,
0.029361848,
0.014335328,
0.023887604,
-0.0049143774,
-0.00012657458,
-0.05877899,
0.035499636,
0.011542911,
0.029555382,
-0.04539751,
-0.01610478,
-0.018648367,
0.034919035,
0.001697741,
0.009296536,
-0.033121932,
-0.011957627,
0.0126142595,
0.015220054,
-0.026901204,
0.017666874,
-0.011204227,
-0.02027958,
0.042494502,
-0.067570955,
0.024108786,
-0.00609286,
0.021482255,
0.02239463,
0.013540457,
0.009158297,
-0.023638776,
-0.007146928,
-0.063479096,
0.036439657,
0.024509678,
-0.035250805,
0.01927044,
-0.04899171,
0.015233878,
0.019560741,
-0.01844101,
0.044457488,
0.019616038,
0.010043024,
0.036135532,
0.042688034,
0.004392527,
0.0041436977,
0.016381256,
-0.022422278,
0.05529538,
-0.04000621,
0.051867068,
-0.0293342,
-0.008024743,
-0.01074804,
0.040310334,
-0.013858405,
-0.021191955,
-0.02286464,
0.0022221832,
-0.050705865,
-0.061930828,
0.04561869,
0.0035198967,
0.002676642,
0.0031846685,
-0.029804211,
0.022698754,
-0.016837444,
0.03627377,
0.0055053467,
-0.03782204,
-0.037739098,
0.01060289,
-0.01322942,
-0.042715684,
-0.0015983821,
0.008874909,
0.033453707,
-0.016381256,
-0.04061446,
0.0023051263,
-0.057617787,
-0.023956725,
0.017528636,
-0.04033798,
0.00017171809,
0.034200195,
-0.032651924,
-0.030329518,
-0.040752698,
-0.013637223,
-0.026113244,
-0.030495403,
-0.03685437,
0.03663319,
0.028477121,
0.05496361,
-0.05208825,
-0.060548443,
0.03989562,
0.006721845,
0.014252385,
-0.036190826,
-0.041748013,
0.006462648,
-0.029389495,
-0.011377025,
0.0074095814,
-0.009006236,
0.025062632,
0.0031362849,
0.007074353,
0.019394856,
-0.016132427,
-0.01024347,
0.0491023,
-0.0017184768,
-0.0766394,
-0.00003863657,
0.0038153813,
0.024440559,
0.017846584,
0.039480902,
0.011038341,
-0.05103764,
-0.06928512,
0.056097165,
-0.03726909,
0.013187949,
-0.06143317,
-0.032375447,
0.009476246,
0.014971225,
-0.010236558,
-0.07575467,
-0.02616854,
-0.05114823,
0.021689614,
-0.037130848,
0.01833042,
0.016699206,
-0.050512332,
-0.042798627,
0.046973426,
-0.035140216,
0.016560966,
0.05103764,
-0.031739548,
-0.014293856,
0.011439232,
-0.037739098,
0.008715935,
0.004665548,
-0.010789512,
0.0068704514,
-0.036964964,
-0.015593298,
0.021288723,
-0.047388144,
0.012012922,
-0.007354286,
-0.003580376,
-0.01251058,
-0.0021098645,
0.03102071,
-0.031933084,
-0.005933886,
-0.05330475,
0.06010608,
0.014335328,
0.05485302,
-0.002251559,
-0.0413333,
-0.07475936,
-0.032126617,
0.032043673,
-0.033260174,
0.020735769,
-0.0061101397,
0.010789512,
0.051452354,
-0.053912997,
0.023846135,
0.040144447,
-0.0013564648,
0.060548443,
-0.03630142,
0.016795972,
-0.030301869,
-0.06580151,
0.006276026,
0.009980816,
-0.058170743,
0.019063083,
-0.036080237,
-0.033757832,
-0.017597755,
0.0021876236,
0.0778006,
-0.03223721,
0.048438754,
0.000984085,
-0.053691816,
-0.04055916,
0.05806015,
0.017086273,
0.014183265,
-0.008225189,
-0.015192406,
0.023224061,
0.0032416917,
-0.038430292,
0.00571616,
0.020887831,
0.06652035,
-0.009040795,
-0.025117928,
0.023431418,
0.027868873,
-0.04896406,
-0.06795803,
0.028297411,
-0.014528862,
-0.023970548,
-0.025477348,
0.021565199,
0.035665523,
-0.022007562,
-0.014114146,
0.020763416,
0.0056332173,
-0.00033414827,
0.026002653,
-0.0100291995,
-0.020431643,
0.02549117,
0.0287536,
-0.037904985,
0.0049005533,
-0.025601761,
-0.0389003,
-0.035361398,
-0.0021098645,
0.02268493,
0.036107887,
0.025574114,
0.034808442,
-0.0037808218,
0.07735824,
-0.023998195,
-0.0020874008,
0.023196412,
-0.03256898,
-0.045093384,
-0.0024848361,
0.009427863,
-0.013519721,
-0.00521159,
0.0062933057,
-0.00625529,
0.016533319,
0.06795803,
-0.029500086,
-0.07249225,
0.02232551,
-0.044236306,
-0.040697403,
-0.005920062,
-0.022850817,
0.013740903,
0.049406424,
-0.038126167,
-0.019933986,
-0.050512332,
0.010360972,
-0.017860409,
0.048466403,
-0.01700333,
0.008045478,
-0.042826273,
0.0017832761,
-0.020473115,
-0.0062829377,
-0.01071348,
-0.009780371,
-0.02836653,
0.0019232425,
-0.0006341689,
0.0027492172,
0.016671557,
0.027689163,
-0.02372172,
-0.015441235,
0.0061170515,
0.0057576317,
0.010416267,
0.01092775,
0.08598432,
-0.009953169,
-0.023210237,
-0.008874909,
-0.001610478,
-0.023044351,
0.02113666,
0.07962535,
-0.035637874,
-0.003590744,
-0.017196864,
0.018136885,
-0.07105456,
-0.015648594,
-0.0075892913,
-0.013962084,
0.019104555,
0.00061645714,
0.017279807,
0.042494502,
0.011446144,
-0.011231874,
-0.003680599,
-0.0034507774,
-0.00069508026,
-0.01283544,
-0.00017744202,
-0.018648367,
-0.0071123685,
0.0072022234,
-0.012793969,
0.0013668328,
0.019505447,
0.01042318,
-0.03721379,
-0.038430292,
-0.03762851,
-0.00036093197,
0.008709023,
0.038485587,
0.026735317,
-0.026956499,
0.034753148,
0.003305627,
-0.03182249,
0.021482255,
-0.04418101,
-0.043545112,
0.033094287,
-0.056318346,
-0.016008014,
-0.038153812,
-0.039563846,
0.0052565173,
-0.022242568,
0.03198838,
0.00057628157,
-0.006338233,
0.009296536,
0.03185014,
-0.05377476,
0.0068462593,
0.0011093636,
0.0062103625,
-0.03854088,
0.005546818,
0.012876912,
0.045203976,
-0.005740352,
-0.026389722,
-0.03903854,
0.025062632,
-0.027868873,
0.042356264,
0.015565651,
0.007520172,
-0.03232015,
-0.025740001,
-0.050733514,
-0.015690064,
-0.015123287,
0.033757832,
-0.010008465,
-0.010271117,
0.0028148806,
0.046309885,
0.014252385,
0.006704565,
0.0052668853,
0.019477798,
0.0040745786,
-0.0045203976,
-0.024399087,
-0.014293856,
0.00769297,
0.054300066,
0.0025228518,
-0.06303673,
0.02567088,
-0.005000776,
0.011750269,
-0.02160667,
0.014459742,
0.0037842777,
0.043102752,
-0.009870226,
-0.039729733,
-0.07315579,
-0.0275371,
-0.020376349,
0.048079334,
0.011943802,
0.012268663,
-0.00073871174,
-0.038596176,
0.0017461245,
-0.009628309,
-0.054797724,
-0.001613934,
0.04465102,
0.010056848,
0.037047908,
-0.006438456,
-0.0008855901,
0.018924845,
0.006987954,
0.036964964,
0.031933084,
0.008529313,
0.017514812,
-0.0072160475,
0.016450377,
-0.027620044,
0.006455736,
0.0036875107,
-0.008142245,
-0.04022739,
0.019477798,
-0.026154716,
-0.011363201,
0.03386842,
-0.005640129,
-0.031076005,
-0.046420474,
0.016809797,
0.001883499,
0.03724144,
0.03928737,
-0.04503809,
-0.05230943,
0.049240537,
-0.029361848,
0.019076906,
0.026666198,
0.09532924,
0.020735769,
0.037766747,
0.009725075,
-0.04055916,
0.00888182,
0.0076307626,
0.018814255,
-0.028919484,
-0.008280483,
0.01700333,
0.016312137,
-0.03997856,
-0.021178132,
0.0017651323,
0.047858153,
-0.026859732,
-0.013968996,
0.016602438,
0.002412261,
-0.042798627,
0.0102572935,
0.036412008,
-0.013823845,
-0.012959856,
0.014038115,
0.007769001,
-0.0659121,
-0.0045584133,
-0.041996844,
0.013028975,
-0.0035112568,
-0.0054189474,
-0.008681375,
-0.036826726,
-0.0148329865,
-0.01233087,
-0.011459968,
-0.04274333,
0.018883374,
0.03182249,
0.055212438,
0.06773684,
-0.026942676,
0.019367207,
0.033757832,
0.052862387,
-0.0057818233,
0.07564408,
0.013174125,
-0.018966315,
0.023445243,
-0.0041022263,
0.05067822,
-0.02084636,
0.024343792,
0.017058626,
0.007444141,
-0.04202449,
-0.048106983,
-0.037766747,
0.040172096,
0.035361398,
-0.017196864,
-0.03102071,
-0.002234279,
-0.062428486,
0.016491847,
-0.0491023,
0.04586752,
-0.019201322,
0.022201097,
-0.02095695,
-0.048853472,
0.22239803,
0.061599057,
0.053885352,
-0.009655956,
0.026845908,
0.0365226,
0.01927044,
-0.02239463,
-0.0039605317,
-0.006521399,
-0.00076895143,
-0.026251484,
-0.0019284264,
0.049627606,
-0.023514362,
0.042466853,
-0.045314565,
0.033232525,
-0.011017605,
-0.036107887,
-0.04595046,
0.024067314,
0.012966767,
0.02634825,
0.0023137662,
0.009897874,
0.017680699,
-0.014224737,
-0.024343792,
-0.04777521,
0.034449022,
-0.040116798,
0.018869549,
0.006801332,
-0.008038566,
0.019505447,
-0.05374711,
-0.066741526,
-0.021482255,
-0.03160131,
0.0013400491,
0.036716133,
0.036688488,
-0.031380128,
-0.008909469,
0.0035942,
-0.011238786,
0.0029824947,
0.052226488,
-0.0586684,
0.020887831,
-0.03961914,
0.042909216,
-0.057230722,
-0.06264967,
0.014902106,
-0.019463975,
-0.014736219,
0.013429866,
0.017818937,
-0.009766547,
0.04708402,
0.006946482,
-0.005560642,
-0.06851098,
-0.008294308,
-0.03041246,
0.019284265,
-0.023694072,
-0.017058626,
-0.0006354649,
-0.015482707,
-0.0068566273,
-0.01790188,
0.013049711,
0.033398412,
0.02886419,
0.03458726,
0.0002492612,
-0.035361398,
0.03041246,
0.005370564,
-0.026210012,
-0.014473567,
0.038015574,
0.067018,
-0.04266039,
0.040890936,
-0.009697428,
0.026942676,
0.012856176,
0.030993061,
0.008010918,
-0.0075685554,
-0.010976134
] | replacements = [
("à", "a"),
("ç", "c"),
("è", "e"),
("ë", "e"),
("í", "i"),
("ï", "i"),
("ö", "o"),
("ü", "u"),
]
def cleanup_text(inputs):
for src, dst in replacements:
inputs["normalized_text"] = inputs["normalized_text"].replace(src, dst)
return inputs
dataset = dataset.map(cleanup_text) |
[
0.01655334,
-0.009335971,
-0.014159321,
0.03395412,
0.027894922,
-0.036637682,
-0.017683262,
0.018064609,
0.0033367975,
0.013163578,
0.04112912,
-0.020649303,
0.018742561,
0.014844336,
0.0056460733,
-0.0032732396,
-0.010155164,
-0.011638185,
-0.034236602,
-0.04200481,
-0.033304416,
-0.005285911,
-0.06689131,
-0.008474407,
-0.059716318,
0.039067015,
0.0129446555,
0.04768266,
0.08350115,
0.029519182,
0.0123443855,
-0.02134138,
0.026539017,
-0.060620256,
-0.029632175,
0.014971451,
0.049208052,
0.0016507438,
-0.05522488,
-0.061863165,
-0.0132765705,
-0.013573174,
0.033473905,
-0.04915156,
-0.053755984,
0.0018537764,
0.003958254,
0.0017204811,
-0.024236802,
0.022866772,
0.022527797,
-0.017796254,
0.010734248,
-0.044603627,
0.028516378,
-0.04480136,
-0.03426485,
0.040790144,
-0.023855453,
-0.023855453,
0.0014124011,
0.04386918,
-0.005377717,
-0.024236802,
0.007634028,
0.018092858,
0.004897501,
-0.028389262,
-0.04183532,
0.0007401864,
-0.024180306,
0.02235831,
-0.028219773,
-0.035310026,
-0.009448963,
-0.035253532,
-0.021030651,
-0.015607032,
-0.005596639,
0.022697285,
0.02415206,
0.062710606,
0.008509716,
0.0071749976,
-0.03466032,
-0.019491134,
0.021313133,
-0.048897326,
0.0002970456,
-0.018318841,
0.012238455,
0.017033556,
-0.016044876,
0.021171892,
0.03468857,
0.051044174,
-0.02982991,
0.029745167,
0.018106982,
-0.0027100446,
0.083444655,
0.070563555,
-0.033473905,
0.056891516,
-0.035027545,
0.0050422717,
-0.013657918,
0.030225383,
0.00912411,
-0.040903136,
0.028643494,
0.007100846,
0.058416907,
0.0028565812,
0.01884143,
0.053981967,
-0.018742561,
0.019208655,
-0.060563758,
-0.032230992,
0.010232845,
0.04169408,
-0.008545026,
-0.010593008,
-0.007902384,
-0.045903035,
-0.029208453,
0.04194831,
-0.0023816612,
0.014258189,
-0.018290594,
-0.025903435,
0.0048021637,
-0.007895322,
-0.0045338073,
-0.017640889,
-0.0046079587,
0.03511229,
0.016793448,
-0.022584293,
0.011666433,
0.02514074,
-0.062089153,
0.060337774,
0.011722929,
0.030451367,
0.002000313,
-0.0031231719,
0.010698938,
0.025620956,
0.0034798032,
0.042428527,
-0.011934789,
-0.023064509,
-0.023827206,
-0.02598818,
0.014604227,
-0.0028459881,
-0.0153528,
0.00035177614,
-0.011037914,
0.010487078,
-0.04480136,
0.03299369,
0.010162226,
0.011595813,
-0.005501302,
0.0060203597,
0.024830012,
-0.05101593,
-0.008502655,
0.03398237,
-0.010275218,
0.017711509,
0.042908743,
0.009152359,
-0.021454372,
-0.033586897,
0.010748372,
-0.010981418,
0.036439948,
0.006648878,
0.042315535,
0.009088801,
-0.02355885,
-0.008862817,
-0.029688671,
-0.0031249374,
-0.013191826,
-0.012372633,
0.011842983,
0.069490135,
-0.0210589,
-0.010416457,
-0.009660823,
-0.0033827005,
-0.021101272,
0.012817539,
0.019801863,
-0.060055293,
0.005508364,
0.035451267,
-0.0059709256,
0.034603827,
-0.031157568,
0.016030753,
-0.0037358007,
0.05324752,
-0.015310427,
0.015762396,
0.03285245,
-0.0026005835,
-0.009872683,
0.021652108,
0.041468095,
-0.03768286,
0.0011043211,
-0.009964489,
-0.005179981,
0.01331188,
0.011461635,
0.0207058,
-0.0034497897,
-0.015042071,
-0.003877041,
-0.011150907,
0.024067314,
0.056298308,
-0.016143745,
0.016962936,
0.0057520033,
0.022556046,
0.026765,
0.029603926,
-0.02127076,
0.047880396,
0.059377342,
0.05166563,
-0.019505259,
-0.021115396,
-0.014604227,
0.013340128,
0.021256637,
0.01010573,
0.001632206,
0.019448763,
0.029010719,
-0.00827667,
0.00048065773,
0.05095943,
-0.03669418,
0.013495492,
0.019872483,
0.027089853,
-0.057004508,
-0.06225864,
0.02507012,
0.02225944,
-0.04906681,
-0.034519084,
0.0062286886,
0.026016427,
0.035903234,
0.002046216,
0.021496745,
0.02007022,
0.031157568,
0.034519084,
-0.04827587,
0.024914755,
-0.061298206,
-0.0628236,
-0.064405486,
-0.01359436,
-0.041581087,
-0.015070319,
-0.005310628,
-0.014872584,
0.0072879894,
0.0061933785,
-0.008085996,
-0.0007446002,
-0.023290494,
-0.03497105,
0.00027431478,
0.009484273,
-0.016807573,
0.05426445,
-0.040027447,
0.014703095,
0.023078633,
-0.020804668,
-0.0071149706,
-0.017245417,
0.010593008,
-0.0045338073,
-0.023036262,
0.010649504,
-0.0046044276,
0.0012614507,
-0.007513974,
0.00068986963,
0.03683542,
-0.014215817,
-0.0435302,
0.043078233,
-0.005250601,
-0.00760578,
0.008778073,
0.0699421,
-0.053445257,
0.011567565,
0.045959532,
0.045620553,
-0.02091766,
0.043586697,
0.03827607,
0.038925774,
-0.026892116,
-0.00912411,
-0.0399992,
-0.03398237,
-0.009138235,
-0.047795653,
-0.01648272,
0.023587098,
-0.023615345,
-0.086495444,
0.025620956,
-0.06050726,
-0.05595933,
-0.0030366622,
-0.03982971,
0.015437543,
0.025225483,
-0.015946008,
-0.04855835,
-0.00040474118,
-0.06265411,
0.03737213,
0.009004056,
-0.010649504,
-0.05155264,
0.0507052,
-0.056298308,
-0.01792337,
-0.011391015,
0.022767905,
0.0051164227,
0.011348642,
0.045931283,
0.02391195,
0.038163077,
0.01648272,
0.037456878,
0.0164121,
-0.05457518,
0.019349895,
0.04194831,
0.018262345,
0.011906541,
0.021807473,
0.02398257,
0.038812783,
-0.0371179,
-0.019392267,
0.006751277,
0.0087357005,
0.006235751,
-0.030536111,
0.023728337,
-0.0007622552,
0.0025970524,
0.036439948,
-0.00482335,
-0.021468496,
0.07779505,
-0.02810678,
0.03627046,
-0.038050085,
0.0043148855,
0.0078105778,
-0.029660422,
0.029914655,
0.0026394245,
0.028290393,
-0.035310026,
-0.039010517,
0.015790643,
0.013672043,
0.0014600696,
-0.03042312,
-0.05025323,
0.00021108775,
-0.0349993,
-0.033360913,
-0.0027771336,
0.020380948,
0.025748072,
-0.014561855,
0.0742358,
0.021426124,
0.034321345,
0.015522288,
-0.025649203,
-0.02405319,
-0.05110067,
0.05610057,
0.016440349,
0.01010573,
-0.015070319,
-0.015183312,
0.0044667185,
-0.043360714,
0.004286637,
-0.00031293512,
-0.048360612,
-0.026044676,
-0.02686387,
0.039180007,
-0.021143643,
0.002609411,
-0.006387584,
0.029886406,
0.034038864,
0.00397944,
0.0029978212,
-0.05977281,
0.026426025,
0.027739557,
-0.0614112,
-0.04796514,
-0.042456776,
-0.047032956,
-0.013523741,
0.020522188,
0.045761794,
-0.047795653,
-0.0010072185,
-0.07011159,
0.024180306,
0.035366524,
-0.016962936,
-0.00482335,
0.0014415318,
-0.0027930231,
0.028742362,
0.0029413253,
0.017640889,
0.019759491,
0.033304416,
-0.020790543,
0.023445858,
-0.05737173,
0.0040677153,
0.016440349,
0.0007035523,
-0.01556466,
0.016270861,
0.046891715,
0.009025243,
-0.014215817,
0.03293719,
-0.030762095,
-0.03937774,
0.017612642,
-0.005374186,
0.009660823,
0.022372432,
-0.0021344912,
0.022414805,
0.0074292296,
0.0015033244,
-0.014462987,
0.016680457,
0.002563508,
0.01824822,
-0.011828859,
-0.027923169,
-0.004011219,
0.008396724,
0.008961685,
0.012132525,
-0.054631673,
-0.03725914,
-0.029773414,
-0.025790444,
0.00013748842,
-0.06971612,
0.020479815,
0.009215917,
-0.010402334,
0.011906541,
-0.04081839,
-0.0051164227,
0.010543574,
0.015084444,
-0.010056295,
0.038756285,
0.0048904386,
0.06451848,
0.015592908,
0.0069913855,
0.026214164,
-0.025281979,
0.005268256,
-0.034067113,
0.0032767705,
0.028601121,
0.006772463,
-0.011659371,
-0.010783683,
-0.056439545,
0.040168688,
0.0016613367,
-0.02112952,
0.02334699,
-0.043784432,
0.027428828,
0.040027447,
-0.006747746,
-0.041581087,
0.01112972,
0.01997135,
-0.009011119,
0.0072138384,
0.009886808,
-0.047908645,
-0.011722929,
-0.049603526,
0.067173794,
-0.038021836,
-0.0038276068,
-0.014886707,
-0.010381148,
0.004216017,
0.03183552,
-0.02242893,
-0.012951718,
0.042936992,
-0.036948413,
0.020550435,
-0.049179804,
-0.024081439,
0.01877081,
0.009131173,
-0.029462686,
0.025762195,
0.005049334,
-0.0078105778,
0.03912351,
-0.046355,
0.026002305,
0.01697706,
-0.009971552,
-0.03240048,
-0.008128368,
-0.03751337,
0.033050183,
0.016708706,
-0.04550756,
0.020084344,
-0.041298606,
-0.010084543,
0.0012676299,
-0.031468295,
-0.009286537,
-0.014180507,
0.05892537,
-0.011857107,
0.0083755385,
0.022414805,
-0.009448963,
0.025536211,
-0.0095478315,
0.009682009,
0.0058579333,
-0.024420414,
-0.04542282,
-0.006892517,
-0.019505259,
-0.032880697,
0.0015068554,
0.022909146,
0.05014024,
-0.035790242,
0.06982911,
0.061298206,
0.028403385,
-0.007634028,
-0.008107183,
0.016991185,
-0.00070090406,
0.0107201245,
-0.03697666,
-0.04610077,
-0.06321907,
-0.008601522,
-0.047993388,
-0.03208975,
-0.01634148,
0.004060653,
0.052767303,
-0.029321447,
0.0024028474,
0.02384133,
-0.014787839,
-0.067117296,
0.019590003,
-0.025677452,
0.014703095,
0.008382601,
-0.016948814,
0.0059779873,
0.032598216,
-0.060337774,
-0.052343585,
-0.010049233,
0.071298,
-0.021750977,
-0.0385868,
0.022697285,
0.013686166,
-0.034180105,
-0.037880596,
0.017485525,
-0.012796354,
-0.003359749,
-0.034632076,
0.011765301,
0.014731343,
-0.100449964,
-0.003271474,
-0.017160673,
-0.011941851,
0.03898227,
0.02761244,
0.015239808,
-0.004805695,
0.06078974,
0.056015827,
-0.040733647,
0.023813082,
-0.021694481,
0.00073180033,
-0.016468596,
-0.007697586,
0.03737213,
-0.05011199,
-0.01345312,
-0.002014437,
-0.023742462,
-0.008036562,
0.006083918,
-0.019604126,
0.031355303,
-0.06237163,
-0.036920164,
0.02415206,
0.016539216,
-0.027965542,
0.05180687,
-0.017909246,
0.026298909,
-0.008262546,
-0.0031355303,
0.0009480742,
-0.057767205,
0.0005261194,
-0.011666433,
0.012859912,
0.005656666,
0.016369728,
0.027315836,
0.04838886,
0.010359962,
-0.0371179,
0.006708905,
-0.030479616,
-0.013248322,
0.025112491,
-0.024660522,
0.032061506,
-0.022979766,
0.01024697,
-0.012563308,
-0.041355103,
0.0048304116,
0.0061863167,
-0.035338275,
0.0046573924,
0.046891715,
0.043897424,
0.021397876,
0.022033457,
-0.071411,
-0.018883802,
-0.0077470196,
-0.009816187,
0.0028406917,
0.022202944,
0.02634128,
-0.052061103,
0.0072385557,
0.01922278,
-0.016722828,
0.015607032,
0.035903234,
0.040790144,
-0.023318741,
0.014773715,
-0.009406591,
0.04468837,
-0.024166182,
-0.03398237,
0.004081839,
-0.008220174,
-0.0036228087,
0.000007103384,
0.005748472,
0.032739457,
-0.0031055168,
0.046044275,
0.011016728,
-0.011278023,
0.0021609736,
-0.0036228087,
0.023756586,
-0.019236902,
-0.022556046,
-0.022443052,
0.030620854,
0.055620354,
-0.011355705,
-0.03652469,
0.021242512,
-0.032485224,
0.005508364,
-0.0031461234,
-0.025168987,
0.03367164,
-0.008142492,
0.011850045,
-0.0077187717,
-0.04624201,
-0.030197134,
-0.0060945107,
-0.102144845,
-0.050507464,
0.056863267,
-0.047004707,
0.017640889,
0.006571196,
-0.02662376,
0.025620956,
0.04180707,
-0.01331188,
-0.013573174,
-0.010910798,
-0.009215917,
0.0012279062,
-0.05014024,
-0.012302013,
0.024914755,
0.022937393,
-0.052145846,
0.0061863167,
0.03240048,
0.039180007,
-0.026327156,
-0.0025211358,
-0.03293719,
-0.01028228,
0.00083596486,
-0.014371181,
0.001947348,
0.021426124,
-0.011066162,
-0.013615547,
-0.0088557545,
0.021016529,
0.008792196,
0.016044876,
-0.0022262973,
0.033530403,
-0.03081859,
0.031185815,
0.030451367,
-0.023290494,
0.0047668535,
0.045479316,
0.009950366,
0.0036616498,
-0.03042312,
0.03649644,
0.026637884,
0.059433836,
-0.0034674446,
-0.026990984,
0.05511189,
0.026680255,
0.042908743,
0.048501853,
0.0642925,
0.008142492,
0.015070319,
-0.0021238981,
-0.026510768,
-0.044095162,
0.016609836,
-0.02112952,
0.020084344,
-0.00048771975,
-0.009145297,
0.01257037,
-0.026228288,
0.010790744,
0.029801663,
-0.08638245,
-0.029603926,
0.01426525,
-0.0089758085,
0.053134527,
0.05265431,
0.0058579333,
0.047710907,
-0.010649504,
0.03824782,
0.025027746,
0.0055295504,
0.022951517,
-0.04742843,
0.014222879,
-0.024844134,
-0.04355845,
-0.045281578,
-0.022089953,
-0.039518982,
-0.0033862316,
-0.008093058,
0.0035751401,
0.02954743,
-0.034462586,
0.0046220827,
0.008905189,
0.030536111,
-0.050874688,
-0.009484273,
0.009484273,
0.017386656,
-0.032174498,
0.051467896,
-0.029349694,
-0.011955975,
-0.0058120303,
0.05095943,
0.0060733245,
0.058586396,
0.05186337,
0.034321345,
-0.02021146,
0.04624201,
-0.042400282,
-0.011059101,
-0.04384093,
-0.004092432,
-0.012718672,
0.01521156,
-0.016299108,
0.008001252,
0.0521176,
0.0144488625,
-0.016214365,
-0.0068536764,
0.02127076,
-0.026087048,
-0.0018043424,
0.050563958,
0.00006813732,
0.008742763,
-0.031044576,
0.0027118102,
-0.028262146,
-0.03725914,
-0.03655294,
0.052230593,
0.003891165,
-0.05353,
-0.0031637785,
-0.05737173,
-0.00099486,
-0.0074645397,
0.0013400156,
-0.009230041,
0.029688671,
-0.039773215,
0.054320946,
0.04039467,
-0.008078934,
0.011927727,
0.08999819,
0.017979866,
-0.015734147,
0.060733248,
-0.0012658645,
0.033191424,
0.037795853,
0.007824702,
0.021652108,
-0.015253931,
-0.020479815,
-0.01891205,
0.022612542,
-0.07779505,
-0.060337774,
0.02004197,
0.07073305,
-0.001320595,
0.020310327,
-0.043247722,
-0.01288816,
-0.06700431,
-0.008982871,
0.01299409,
-0.0088557545,
0.0057520033,
0.021666232,
-0.012866974,
-0.052343585,
0.2341196,
0.045648802,
0.05067695,
-0.0023834268,
-0.029886406,
0.048869077,
0.0485301,
-0.02042332,
-0.013128268,
-0.043304216,
-0.02148262,
-0.0059250225,
-0.005052865,
0.0017584393,
0.004336071,
0.030027647,
-0.015875388,
-0.010755434,
0.014321747,
-0.05965982,
-0.055648603,
0.011722929,
0.009950366,
0.039293,
-0.00001404815,
-0.007930632,
0.023855453,
0.013220074,
-0.005190574,
-0.05892537,
-0.008552088,
-0.054179706,
0.003207916,
-0.023968447,
-0.013509616,
0.011122659,
-0.021652108,
-0.035790242,
-0.01401808,
0.03813483,
0.03440609,
0.006708905,
0.010310528,
0.019462887,
-0.04683522,
0.04437764,
0.035790242,
0.003894696,
0.032908946,
-0.04299349,
0.025055995,
-0.016666332,
0.025606832,
-0.08327517,
-0.052315336,
-0.010875489,
-0.022556046,
-0.032372233,
-0.031355303,
0.0031390614,
0.021595612,
0.02556446,
0.02912371,
0.011800611,
-0.03398237,
0.019759491,
-0.023106882,
0.010430582,
-0.02627066,
0.014731343,
-0.033897627,
-0.009498397,
-0.0031920264,
-0.0045938343,
-0.003926475,
0.038191326,
-0.0036157467,
0.020974156,
0.008262546,
-0.0035716093,
-0.002007375,
0.002867174,
-0.013227136,
-0.016242612,
0.008333166,
0.047145948,
-0.07977241,
0.026072923,
-0.0048551285,
0.047032956,
0.022527797,
0.034575578,
0.03426485,
-0.008778073,
-0.020282079
] |
Now that you have dealt with special characters in the text, it's time to shift focus to the audio data.
Speakers
The VoxPopuli dataset includes speech from multiple speakers, but how many speakers are represented in the dataset? To
determine this, we can count the number of unique speakers and the number of examples each speaker contributes to the dataset.
With a total of 20,968 examples in the dataset, this information will give us a better understanding of the distribution of
speakers and examples in the data. |
[
0.01224671,
-0.013732446,
-0.003470255,
0.01921552,
0.006105668,
-0.009911982,
0.030026019,
-0.00692636,
-0.0324315,
0.05886345,
0.008652644,
0.03296919,
0.0040539373,
-0.04482678,
-0.05691077,
0.002216223,
-0.052892204,
-0.025993306,
-0.060335036,
-0.029375125,
0.007789502,
0.022724688,
-0.09780388,
-0.0010806961,
0.003344675,
0.027337544,
0.02455002,
-0.0044218334,
0.05982564,
0.04044032,
0.009445037,
-0.008185699,
-0.009728034,
-0.030790113,
-0.026092356,
-0.03517657,
0.037921645,
-0.015876152,
-0.014319666,
-0.021238951,
-0.02355953,
-0.027974289,
0.030507114,
-0.026276303,
-0.06701377,
0.0066292128,
-0.0431005,
0.020644657,
-0.03322389,
-0.020998403,
0.0028971855,
-0.017715635,
0.05243941,
0.01598935,
-0.031242907,
-0.010803424,
0.0071244584,
0.018550476,
-0.052722406,
-0.01809768,
-0.0018801637,
0.04397779,
0.0052779005,
-0.06191982,
-0.032827694,
-0.0014309053,
0.00853237,
-0.016328948,
-0.017630735,
-0.008072499,
-0.025455613,
0.03497847,
-0.0046694563,
-0.050769724,
-0.04386459,
-0.015522405,
-0.000648683,
-0.020998403,
-0.022965236,
0.046920963,
0.025384862,
0.060165238,
0.038289543,
-0.0020817993,
0.00953701,
-0.02999772,
0.061297227,
-0.013555573,
0.047458656,
-0.014885661,
-0.029092127,
0.030110918,
-0.060335036,
-0.0062471665,
0.03294089,
0.026021607,
-0.029629823,
0.031780604,
-0.007831952,
-0.001748393,
0.045675773,
0.055269383,
0.0076550785,
0.03936493,
0.000494361,
0.012586308,
0.022031344,
-0.016640244,
-0.022781286,
0.035572767,
-0.027620541,
-0.01071145,
0.023927426,
-0.035629366,
-0.00030134796,
0.05444869,
0.008355496,
-0.009254013,
-0.073069915,
-0.021960594,
0.01590445,
0.019753216,
0.015649753,
-0.006901598,
0.034327578,
-0.037157554,
-0.025144314,
0.017644884,
-0.011984938,
0.016258199,
0.0079876,
0.0051045646,
0.01700814,
-0.004864017,
-0.016894942,
-0.0014715863,
-0.0022250668,
0.0054512364,
0.02660175,
-0.0160318,
0.027648842,
0.028922329,
-0.036761355,
0.060731232,
0.0026424879,
-0.03763865,
0.02682815,
-0.021154052,
-0.06995694,
0.01920137,
-0.06916455,
0.029177027,
-0.0009250476,
-0.028540283,
-0.043638192,
0.017446786,
0.0428175,
-0.016767593,
0.008886117,
-0.018309928,
-0.026983798,
0.013668772,
-0.0073367064,
0.032516398,
0.0428458,
0.0066504376,
-0.02232849,
0.021974744,
0.041996807,
-0.047968052,
-0.034525678,
0.00012856482,
0.0084333215,
0.043440092,
0.020602208,
0.046751164,
0.04168551,
-0.010746825,
0.030846711,
0.023984026,
-0.0053981743,
-0.008461621,
-0.0057165464,
-0.014064969,
0.0040539373,
-0.007881477,
-0.0073367064,
-0.040412024,
-0.030139217,
0.015706353,
0.02555466,
0.016159149,
0.017163789,
0.013831495,
-0.014857361,
0.016696844,
-0.05481659,
0.014531914,
0.026276303,
-0.03851594,
-0.039223433,
0.05560898,
-0.0060172314,
0.018125981,
-0.02365858,
-0.016611945,
0.006289616,
0.020503158,
-0.0213097,
0.034865275,
0.011659491,
0.03741225,
-0.015678054,
0.0323466,
-0.015055459,
-0.013116927,
0.0042414228,
0.041062918,
-0.046468165,
0.012126436,
-0.010888323,
0.031412706,
0.028695932,
0.035827465,
0.0063391407,
-0.019045722,
0.014022519,
0.048534047,
0.0320636,
0.03311069,
-0.003270388,
0.05982564,
0.01801278,
0.06373101,
0.023856677,
0.038997035,
0.040015824,
0.05269411,
0.016498746,
-0.011277445,
-0.008673869,
0.01601765,
0.031582505,
0.034497377,
0.008185699,
-0.0057837586,
-0.0067600994,
0.011234995,
0.013774896,
0.016569495,
-0.055467483,
0.010428453,
0.037808448,
0.024776418,
-0.06995694,
-0.044402286,
-0.008341347,
0.042308103,
-0.046298366,
-0.041261014,
-0.013024953,
0.05232621,
0.057929557,
0.0066645877,
0.02132385,
0.010852949,
0.04502488,
0.03602556,
-0.027337544,
-0.020701256,
-0.061636824,
-0.053939294,
-0.082691826,
0.019625867,
-0.028115787,
-0.042223204,
-0.02040411,
-0.06740997,
0.00213663,
0.0037744772,
-0.025031116,
0.0133221,
-0.039053634,
0.03613876,
-0.002674325,
0.03814804,
-0.022356791,
0.018791024,
0.020998403,
0.03647836,
0.000108390195,
0.005720084,
-0.016781744,
-0.051986612,
0.024606619,
0.005773146,
0.0067070373,
-0.029629823,
-0.01921552,
0.0008454546,
-0.051958315,
0.00022816661,
-0.00969266,
0.0021313238,
-0.0535714,
0.005652872,
0.046128567,
-0.019569267,
0.048420846,
0.061410427,
-0.06282541,
0.011065196,
0.008320122,
-0.014263066,
-0.022130392,
0.016696844,
0.033676684,
0.012395284,
-0.049467936,
-0.02040411,
-0.06095763,
0.011326969,
0.018663675,
-0.030705214,
0.03415778,
0.038629137,
-0.05532598,
-0.057222065,
0.012374059,
-0.03834614,
-0.013414075,
-0.026573451,
-0.0321485,
0.02572446,
0.036648158,
0.0051187146,
-0.019229671,
-0.061636824,
-0.019682465,
0.07584329,
0.026021607,
-0.022130392,
0.018295778,
-0.0087092435,
0.020036213,
-0.0067105745,
-0.0063674403,
-0.020036213,
-0.0070254095,
-0.012897604,
0.049666036,
0.030733513,
0.019003272,
0.0321768,
0.025979158,
0.02660175,
-0.009133739,
0.062316015,
0.0426194,
0.042251505,
0.023050135,
0.023050135,
0.0039053634,
-0.038827237,
-0.025314113,
-0.04706246,
0.016385546,
0.040864818,
0.036082163,
-0.031667404,
0.028596882,
-0.010562876,
-0.010923698,
0.02780449,
-0.021988895,
-0.054788288,
0.061184026,
-0.006293154,
0.07086254,
-0.040298823,
-0.018918373,
0.002594732,
0.01822503,
0.022144543,
0.04810955,
0.0427609,
0.01699399,
-0.0040645497,
-0.008221073,
-0.008037125,
0.023757627,
-0.0042484975,
0.0019349944,
-0.0032190948,
-0.013024953,
-0.021861546,
0.002003975,
0.017206239,
0.04177041,
-0.006540776,
0.035544466,
0.023644429,
0.0012743725,
0.01822503,
-0.006583226,
-0.026148956,
-0.031129709,
0.04689266,
-0.01114302,
-0.0019544505,
-0.052184712,
-0.008468696,
-0.0064346525,
0.014114493,
0.0051576267,
0.018578777,
-0.018932523,
-0.0041317614,
0.024040624,
0.03446908,
-0.042110007,
-0.022894485,
-0.03427098,
0.005946482,
0.04952454,
-0.042449605,
-0.0011850514,
0.008355496,
0.032120198,
-0.0028511984,
-0.006197642,
-0.02572446,
-0.010124231,
-0.021012554,
-0.041628912,
0.022229442,
0.04793975,
0.010605326,
0.022172842,
-0.031639103,
0.0159752,
-0.0051717767,
-0.030337317,
0.0021242488,
0.015649753,
0.019611716,
0.010145455,
0.037100952,
-0.042477902,
-0.018366529,
-0.009742184,
-0.026531002,
0.011305744,
-0.051675316,
0.01283393,
-0.038374443,
-0.0048003425,
0.001217773,
0.027535642,
0.002900723,
-0.00068892166,
-0.025243364,
0.013032028,
-0.0267857,
-0.043298595,
0.010202055,
-0.0018554014,
-0.036789656,
0.012713656,
0.0008100799,
0.011815139,
0.011815139,
0.0060172314,
0.009798783,
0.0110722715,
-0.0321485,
-0.024649069,
-0.0069122105,
-0.046722863,
0.014871511,
-0.01700814,
0.037949946,
0.0064523397,
-0.066957176,
-0.02343218,
-0.02988452,
-0.010994447,
-0.005932332,
-0.024252873,
0.03531807,
-0.0044501335,
-0.023361431,
-0.0068591484,
-0.02149365,
0.012083987,
-0.020984253,
-0.020474859,
-0.059146445,
0.028710082,
0.03763865,
0.043581594,
-0.015041309,
-0.018989122,
-0.00007727154,
0.005355725,
0.009317688,
-0.04058182,
-0.031837203,
0.05037353,
-0.04468528,
-0.0056953216,
0.03407288,
-0.026106507,
-0.0017961488,
-0.020630507,
-0.032884292,
0.011907114,
0.004634082,
0.0043970714,
0.028681781,
-0.007704603,
-0.048703846,
-0.05456189,
0.016187448,
0.02572446,
0.0053698746,
0.016357247,
-0.020333359,
-0.006084443,
-0.008164474,
0.039817728,
-0.031384405,
0.012183036,
-0.031327806,
-0.026361203,
0.01281978,
0.018649526,
-0.008093724,
-0.052184712,
0.005896957,
-0.05778806,
0.05858045,
-0.017559987,
-0.055297684,
-0.013095702,
-0.025002817,
-0.040836517,
0.0323466,
0.0038770637,
0.0120273875,
-0.042308103,
-0.025894258,
0.043751393,
0.024705669,
-0.044034388,
-0.026856449,
0.0012566851,
-0.0054830736,
0.00747113,
0.0075348043,
-0.025271663,
0.0426477,
-0.04711906,
0.025186764,
-0.02671495,
-0.0047154436,
-0.023234082,
0.007945151,
0.062259417,
-0.028328035,
-0.034582276,
-0.024167974,
0.04072332,
0.010506277,
0.036167063,
-0.008808292,
-0.019640015,
-0.044175886,
-0.04151571,
0.005468924,
-0.03843104,
0.029629823,
0.0014123337,
-0.029460024,
0.04711906,
-0.02138045,
0.011008597,
0.009395512,
-0.002554051,
0.016456297,
-0.03814804,
0.0019155383,
-0.008525295,
-0.046920963,
-0.015465805,
-0.009699734,
-0.087106586,
0.027238496,
-0.022540739,
-0.030478815,
-0.018607076,
0.04610027,
0.05753336,
-0.04177041,
0.045505974,
0.008666794,
-0.015862001,
-0.05252431,
0.015748803,
-0.01289053,
0.01712134,
0.041996807,
0.0016015881,
0.0026301066,
0.009643135,
-0.055948578,
0.010081781,
0.031186309,
0.04709076,
-0.02027676,
-0.016427996,
0.056429673,
-0.0002633202,
-0.042336404,
-0.058410652,
0.027351694,
-0.004764968,
-0.0045633325,
-0.007846101,
-0.0023541842,
0.038261242,
-0.028186535,
-0.020460708,
-0.00537695,
-0.04677946,
0.016314797,
-0.012197186,
0.017361887,
-0.018309928,
0.058297455,
0.035119973,
-0.05241111,
0.014376266,
-0.012430659,
-0.014447015,
-0.027974289,
-0.0046942187,
0.056033477,
0.006993572,
0.007099696,
0.008511146,
-0.009473336,
0.029544923,
-0.015805403,
-0.012168886,
0.042053405,
-0.045279577,
-0.022116244,
0.0023807152,
-0.0013778433,
0.0073367064,
-0.02872423,
-0.005242526,
0.010279879,
0.002594732,
0.07284352,
0.0014618582,
-0.056429673,
0.013682922,
-0.0073013315,
-0.040044125,
0.0045880945,
0.008907341,
-0.011532142,
0.034865275,
-0.024833018,
-0.039874326,
0.012911755,
-0.00749943,
-0.06967395,
0.027606392,
-0.03868574,
0.02559711,
-0.01712134,
-0.033620086,
-0.014715862,
-0.032289997,
0.016894942,
0.024960367,
-0.030592013,
0.01494226,
-0.025526362,
0.036959454,
-0.0035993727,
0.027167745,
-0.07222092,
-0.048562344,
0.012543858,
0.00058589294,
-0.00046340816,
0.032827694,
0.045647472,
-0.00850407,
0.011907114,
0.008072499,
-0.026884748,
-0.03412948,
-0.0032297072,
0.04810955,
-0.009784633,
0.032884292,
-0.012190111,
-0.00074552116,
-0.055976875,
-0.03919513,
-0.036789656,
-0.020630507,
0.009820008,
-0.0035604604,
0.032403197,
0.0641838,
0.0031324269,
0.037978243,
-0.015748803,
-0.008695094,
0.0161167,
0.02241339,
0.014475315,
0.014305516,
-0.033676684,
-0.015253557,
0.017899582,
0.035459567,
0.021649297,
-0.020092811,
0.010003956,
-0.027238496,
-0.05144892,
0.032289997,
0.0057165464,
0.018338228,
0.059486043,
-0.020149412,
0.015847852,
-0.025314113,
-0.034610577,
0.014814911,
-0.05249601,
-0.05207151,
0.005246063,
-0.052043214,
-0.020432409,
-0.047005862,
-0.058354054,
-0.010973223,
0.007365006,
-0.004061012,
0.014574364,
0.043043897,
-0.0036648158,
-0.0067388746,
-0.000055190012,
-0.039336633,
-0.0027769115,
-0.004726056,
-0.019696616,
-0.0043616965,
0.015706353,
0.049666036,
0.009204489,
0.020984253,
-0.038063142,
0.03772355,
-0.0024461583,
-0.002469152,
0.005341575,
0.0038381517,
-0.037836745,
0.016201599,
-0.048590645,
-0.014715862,
-0.003026303,
0.010492126,
0.014093268,
0.0031147397,
-0.004460746,
0.0159469,
0.016626095,
-0.007287182,
0.007365006,
0.0535714,
0.0057837586,
-0.02040411,
0.0038133892,
0.047288857,
0.017701484,
0.035685968,
0.013116927,
-0.04171381,
0.06010864,
-0.013647547,
0.009055915,
-0.010237429,
0.038997035,
0.006038456,
0.051958315,
-0.015479955,
-0.003357056,
-0.026205555,
0.005115177,
-0.006271929,
0.0098907575,
0.009452112,
0.0023347281,
0.016286498,
-0.043468393,
-0.016541196,
0.009452112,
-0.037072655,
-0.026573451,
0.020913504,
0.040496923,
0.011560442,
0.026446102,
0.025469761,
0.014800762,
0.03650666,
-0.0056705596,
0.04793975,
-0.01700814,
0.00048463297,
-0.019413618,
0.018026931,
-0.059089847,
-0.009628985,
-0.05654287,
-0.03843104,
-0.0080300495,
0.004591632,
-0.012508483,
-0.039959226,
0.030903311,
-0.032289997,
-0.015805403,
-0.008702168,
0.053345002,
-0.048732143,
0.0042237355,
0.036987755,
-0.012006163,
-0.032488097,
0.02563956,
-0.011878814,
0.01821088,
0.0320353,
0.05569388,
0.030252418,
0.033789884,
0.0070254095,
0.0035321608,
0.02893648,
0.01806938,
-0.009027615,
-0.03636516,
-0.039421532,
0.011921263,
0.0139376195,
-0.028469535,
-0.03534637,
0.0061870296,
0.04080822,
-0.010251579,
-0.028285585,
0.016710993,
0.037921645,
-0.009982731,
0.008440396,
0.067919366,
0.008489921,
0.014213542,
-0.006105668,
0.009982731,
-0.071881324,
-0.0058155954,
-0.029346826,
0.036676455,
-0.03421438,
-0.04414759,
0.0009347756,
-0.0425345,
0.014588513,
0.016555345,
-0.005667022,
-0.05116592,
0.017517537,
-0.006749487,
0.040242225,
0.010930773,
-0.024097225,
0.0069688098,
0.08008825,
0.028738381,
-0.036648158,
0.069221154,
0.025526362,
-0.009055915,
0.039166834,
-0.0070112594,
-0.00480388,
-0.017814683,
-0.007036022,
0.004910004,
0.007831952,
-0.032544695,
-0.060674634,
-0.021889845,
0.036648158,
0.004984291,
-0.034808673,
-0.012006163,
0.010272804,
-0.060561433,
0.011291594,
-0.028695932,
0.026035756,
-0.0059429444,
-0.0016696844,
0.029573223,
-0.07697528,
0.23703858,
0.058240857,
0.06820236,
0.03919513,
0.022979384,
0.06293861,
0.010053481,
-0.0032456259,
-0.007280107,
-0.03110141,
0.01613085,
-0.004411221,
0.0020251998,
0.030648613,
-0.05645797,
0.045619175,
-0.036082163,
-0.006462952,
0.0046411566,
-0.020573908,
-0.030393915,
0.040298823,
0.027394144,
0.042449605,
0.013640473,
-0.013760746,
0.0047402056,
-0.016399696,
-0.021705898,
-0.038034845,
-0.0039513507,
-0.032714494,
0.024394372,
-0.0036046787,
-0.0052743633,
0.04174211,
0.004955991,
-0.064240396,
-0.0048074177,
0.019597566,
-0.02459247,
-0.013845646,
0.032601297,
0.021012554,
-0.01917307,
-0.0031872578,
-0.009070065,
0.0161733,
0.041374214,
-0.047430355,
0.018946672,
-0.0029838535,
0.042506203,
-0.092257135,
-0.036959454,
-0.009713884,
-0.059146445,
-0.042194907,
-0.0056634843,
0.007584329,
0.009338913,
0.036987755,
0.013506048,
-0.025087716,
-0.04731716,
0.022356791,
0.011546292,
0.050628226,
-0.057250366,
0.0068449983,
0.036704756,
-0.015862001,
-0.00021611711,
0.032516398,
0.032120198,
0.017418487,
0.008355496,
0.054250594,
0.018691976,
-0.03630856,
0.037865046,
-0.015876152,
-0.027096996,
-0.016159149,
0.016710993,
0.091125146,
-0.027125297,
0.0101666795,
-0.021606848,
0.016244048,
0.01497056,
0.017715635,
0.058976647,
-0.004924154,
0.022767138
] | Now you have two sets of characters: one with the vocabulary from the dataset and one with the vocabulary from the tokenizer.
To identify any unsupported characters in the dataset, you can take the difference between these two sets. The resulting
set will contain the characters that are in the dataset but not in the tokenizer.
dataset_vocab - tokenizer_vocab
{' ', 'à', 'ç', 'è', 'ë', 'í', 'ï', 'ö', 'ü'} |
[
0.040067844,
-0.0037581776,
-0.0036800336,
0.024569904,
0.00058971404,
-0.009958807,
0.032391567,
0.011507147,
-0.036869396,
0.06123576,
0.022243759,
0.03035619,
0.0036418703,
-0.010329536,
-0.060479764,
0.016646473,
-0.033409253,
-0.031839106,
-0.049692266,
-0.006742185,
0.0056336317,
-0.0077417004,
-0.100663915,
-0.020673612,
-0.018187543,
0.036578625,
0.034921248,
0.012510297,
0.07176156,
0.04419675,
-0.01978677,
0.0033511024,
0.002346135,
-0.047249816,
-0.021618608,
-0.011979645,
0.024409981,
0.014502059,
0.005295614,
-0.0040961956,
0.0005856251,
-0.022360066,
0.013629754,
0.0007596316,
-0.062805906,
-0.0056808814,
-0.023290524,
0.0138551,
-0.042481218,
0.00050929846,
-0.005157499,
-0.022403682,
0.030007267,
0.013520717,
-0.024468135,
-0.0014511145,
0.0055173244,
0.010562151,
-0.0650739,
-0.017358854,
-0.0008564029,
0.055129632,
-0.014327598,
-0.038875695,
-0.03957354,
0.017795008,
-0.017838623,
0.004848558,
-0.03079234,
0.00437606,
-0.023188755,
0.06623697,
0.0050484613,
-0.04948873,
-0.034834016,
-0.015047248,
-0.03471771,
-0.036142476,
-0.034426942,
0.04219045,
0.009537194,
0.029280348,
0.051698565,
-0.011761569,
-0.01558517,
-0.033961713,
0.059345767,
-0.009697116,
0.026547126,
-0.034572326,
-0.025936514,
0.027303124,
-0.045417976,
0.0058008237,
0.040765688,
0.047976736,
-0.01485825,
0.044254903,
-0.021255149,
-0.0084613515,
0.05614732,
0.05213472,
-0.01731524,
0.020978918,
-0.018085776,
0.026590742,
0.010082384,
0.013142718,
-0.018202083,
0.025936514,
-0.020673612,
-0.019074388,
0.026954202,
-0.0068803,
-0.0089483885,
0.050622724,
0.0010631209,
0.00510298,
-0.016980857,
-0.029600192,
0.011201841,
0.006527744,
0.0073673367,
-0.037770774,
-0.0063932636,
-0.03916646,
-0.019714076,
0.016835473,
0.010583959,
0.008330506,
0.039777074,
0.007011146,
0.01712624,
0.011652531,
-0.009675308,
0.0075381626,
0.006138841,
0.0037690813,
0.029236732,
0.0017109885,
0.02989096,
0.023246909,
-0.017111702,
0.05321056,
0.00062787737,
-0.023901137,
0.01530894,
0.0026169128,
-0.057339467,
0.010489459,
-0.044254903,
0.06077053,
0.015701476,
-0.030966802,
-0.021604069,
-0.0051902104,
0.01932154,
0.016355705,
0.02798643,
-0.032304335,
-0.013637024,
0.00085549423,
-0.020281075,
0.028873272,
0.04672643,
0.023988368,
-0.00875212,
0.018071238,
0.027928276,
-0.02233099,
-0.020004844,
-0.0034510538,
-0.0016855462,
0.029207654,
0.038265083,
0.0692028,
0.04841289,
-0.013920522,
0.001094015,
-0.00039435423,
0.0044778287,
-0.00020081172,
-0.004630482,
0.013637024,
-0.020281075,
-0.000908196,
0.01248849,
-0.007080203,
-0.010743881,
-0.007581778,
0.021720376,
0.0005311061,
-0.0072946446,
-0.02278168,
-0.009464501,
0.016719166,
-0.053094253,
-0.009631693,
0.014065906,
-0.00039549003,
-0.024729826,
0.028131813,
-0.030908648,
0.0021862127,
-0.010511267,
-0.032769565,
0.018987156,
0.009711654,
-0.0048630964,
0.0707148,
0.0150327105,
0.0063314755,
-0.038584925,
0.02395929,
0.015614247,
-0.023464985,
0.01549794,
0.0534141,
-0.035415553,
0.009304579,
-0.0068948385,
0.039864305,
0.023726676,
0.02433729,
0.008432275,
-0.020557305,
0.050244726,
0.047773197,
-0.0045614243,
0.018856311,
-0.009958807,
0.024628058,
0.018536465,
0.04957596,
0.0089556575,
0.026939664,
0.05844439,
0.057717465,
0.03588078,
-0.023464985,
-0.0059607457,
0.034107096,
0.021560455,
0.012284952,
0.014371213,
-0.020077538,
-0.0054628057,
0.016064936,
0.0076690083,
-0.0060952264,
-0.07525078,
0.0153670935,
0.026183667,
0.034921248,
-0.059840072,
-0.052163795,
-0.025165979,
0.023464985,
-0.04483644,
-0.04512721,
0.018071238,
0.014850981,
0.080426455,
-0.013142718,
0.0037018412,
0.018972619,
0.04219045,
0.032973103,
-0.018173005,
-0.020106614,
-0.023479523,
-0.0562927,
-0.028742425,
-0.02660528,
-0.0073782406,
-0.024802519,
-0.043615215,
-0.044545673,
0.013113641,
0.0059098615,
-0.037160162,
-0.0029476616,
-0.026488973,
0.02707051,
0.003998061,
0.035415553,
-0.048645504,
0.03352556,
0.006189726,
0.04437121,
-0.01057669,
0.014240367,
-0.0013975041,
-0.025296824,
-0.01622486,
0.0047795004,
0.016908165,
0.0030730553,
0.0055609397,
-0.0014174945,
-0.02935304,
0.004357887,
-0.020877149,
-0.0040634843,
-0.029542038,
0.008214199,
0.023523139,
0.001631936,
0.049605038,
0.041259993,
-0.050041188,
-0.004118003,
0.0073673367,
-0.00692755,
-0.012372183,
0.015323479,
0.05158226,
0.03399079,
-0.06524836,
-0.033845406,
-0.052832562,
0.01868185,
0.012721105,
-0.045621514,
0.019030772,
0.04774412,
-0.060828686,
-0.046959046,
0.014603827,
-0.039718922,
-0.0092755025,
-0.023217833,
-0.02158953,
0.038614,
0.04919796,
-0.01613763,
-0.01951054,
-0.017431548,
-0.030501572,
0.050535496,
0.026212744,
-0.041608915,
0.024904286,
-0.003434698,
0.025529439,
-0.0015483401,
0.010184152,
-0.01996123,
-0.007850738,
0.0035800822,
0.011434455,
0.011238187,
0.016719166,
0.011892415,
0.015207171,
0.030879572,
-0.021342378,
0.038497694,
0.032944024,
0.031490184,
0.031054033,
0.03992246,
0.00005676225,
-0.053094253,
0.002193482,
-0.01812939,
-0.012532105,
0.03902108,
0.009413617,
-0.029861882,
-0.0026496244,
-0.01686455,
-0.0178677,
0.020848073,
-0.027797429,
-0.023188755,
0.080949835,
0.020193845,
0.03244972,
-0.029265808,
-0.0032602372,
0.012197722,
0.009159195,
0.025674822,
0.07118003,
0.053355943,
0.0012312211,
-0.0138841765,
-0.016806396,
-0.014007753,
0.02942573,
0.010118729,
0.0031239397,
-0.0071201837,
-0.018114852,
-0.010503997,
-0.0031275742,
0.013418947,
0.0277102,
0.004819481,
0.019452386,
0.035938937,
0.01958323,
0.03599709,
0.003336564,
-0.021560455,
-0.020746304,
0.043353524,
0.004165253,
0.011543494,
-0.0651902,
-0.027681122,
-0.026925126,
0.01823116,
-0.015454324,
0.043324444,
-0.02233099,
-0.006051611,
0.028117275,
0.049692266,
-0.05876423,
-0.0470172,
-0.0013657014,
0.017329779,
0.037683547,
-0.059549306,
0.01139084,
0.01439302,
0.03710201,
-0.016021322,
-0.002938575,
-0.022389144,
-0.032013565,
0.003525563,
-0.042713832,
0.014734673,
0.017155318,
0.0000115356,
0.03445602,
-0.05675793,
0.010729343,
0.007945239,
-0.021196995,
0.01448752,
0.000556094,
0.0023733946,
0.008875696,
0.024773441,
-0.051436875,
-0.02698328,
0.013099102,
-0.0011058274,
0.0035146594,
-0.038468618,
0.031402953,
-0.046086743,
0.0021262418,
-0.000368912,
0.028684273,
0.014509328,
-0.029803729,
0.00432881,
0.011230918,
-0.004317906,
-0.056467164,
0.005121153,
-0.0071492605,
-0.0084540825,
0.013019142,
-0.017547855,
0.0031493818,
0.0061751874,
0.008635812,
0.022941602,
-0.0213133,
-0.042684756,
-0.0023661254,
-0.0017818633,
-0.0514078,
-0.0031166705,
0.0022752604,
0.03463048,
0.0016564695,
-0.02997819,
0.0112599945,
-0.053268716,
0.0036127935,
-0.0078071235,
-0.04748243,
0.015338017,
-0.007360067,
0.021429608,
0.0047249817,
-0.03527017,
-0.013411678,
-0.019641384,
-0.015178095,
-0.045708746,
0.035386477,
0.041434452,
0.050593648,
-0.028117275,
-0.03788708,
0.02606736,
-0.007676278,
-0.006553186,
-0.028960502,
-0.022708988,
0.022723526,
-0.021662222,
-0.001296644,
0.03937,
-0.009413617,
-0.0029731037,
0.023494061,
-0.0059462073,
-0.0032129874,
0.000111650406,
-0.01978677,
0.019932153,
-0.019699538,
-0.038323235,
-0.028204504,
0.032042645,
0.030821418,
0.02734674,
0.010954688,
0.019205233,
-0.010503997,
-0.016995395,
0.04091107,
-0.037770774,
-0.004263387,
-0.055362243,
-0.027128663,
0.0065132054,
0.014901864,
-0.0058299005,
-0.067748964,
-0.006211533,
-0.04675551,
0.049227037,
0.0026641625,
-0.044167675,
-0.0346014,
0.002460625,
-0.041434452,
0.029600192,
0.013368063,
0.040794764,
-0.0077053546,
-0.024148291,
0.012452143,
0.030210804,
-0.055565782,
-0.02022292,
0.011681608,
-0.020455536,
-0.01577417,
-0.011630724,
-0.024831595,
0.036229704,
-0.035212018,
0.0014674702,
-0.02487521,
-0.015832324,
-0.029367577,
0.025136901,
0.042597525,
-0.03099588,
-0.027186817,
-0.013164526,
0.059723765,
0.0031094013,
0.046493817,
-0.04355706,
-0.04056215,
-0.042946447,
-0.03582263,
0.010067846,
-0.026939664,
0.036316935,
0.030966802,
-0.0377417,
0.038759388,
-0.03160649,
0.004601405,
0.04344075,
-0.031054033,
0.02651805,
-0.034223404,
0.045243517,
-0.003385631,
-0.040881995,
-0.011965107,
0.00038685786,
-0.061293915,
0.0235086,
-0.037770774,
-0.028858732,
-0.0127283735,
0.018710926,
0.071936026,
-0.014683789,
0.051349644,
0.008941119,
0.011863338,
-0.05230918,
0.022708988,
0.002624182,
-0.016646473,
0.037712622,
-0.006142476,
0.021938452,
0.04000969,
-0.05094257,
0.019190693,
0.019612309,
0.043411676,
-0.025107825,
-0.029440269,
0.060944993,
-0.011725224,
-0.04009692,
-0.06443421,
0.059491154,
-0.023392294,
-0.02359583,
0.0081269685,
-0.0023770293,
0.038526773,
-0.012059607,
-0.011739762,
-0.022214683,
-0.008272353,
0.008483159,
-0.0013611581,
0.01111461,
0.013615216,
0.045417976,
0.070365876,
-0.05213472,
0.05039011,
-0.011703416,
0.006262418,
-0.032682333,
0.0016382965,
0.059084076,
-0.005935304,
0.009064695,
0.016079476,
-0.023406832,
0.04457475,
-0.022098375,
-0.010336806,
0.035706323,
-0.034775864,
-0.008897504,
0.031839106,
0.015846862,
-0.0014611097,
-0.004183426,
-0.012335836,
-0.0030476132,
-0.0048885387,
0.07251756,
-0.007552701,
-0.050041188,
0.059840072,
0.0027314029,
-0.05114611,
0.010591228,
-0.010583959,
-0.006436879,
0.03125757,
-0.03471771,
-0.0514078,
-0.003845408,
-0.004819481,
-0.0510298,
0.0014356675,
-0.01714078,
0.030734187,
-0.033961713,
-0.015890477,
-0.012430336,
-0.057659313,
0.021429608,
-0.021749454,
-0.044720132,
0.0072946446,
-0.0054482673,
0.048180275,
-0.010838381,
-0.00026555304,
-0.05230918,
-0.048819963,
0.0020680882,
0.007945239,
0.01994669,
0.023130601,
0.069958806,
-0.005004846,
-0.023915676,
0.01629755,
-0.01868185,
-0.005975284,
0.018085776,
0.04512721,
-0.036142476,
0.02834989,
-0.0028822387,
0.020426458,
-0.043062754,
-0.03399079,
-0.020993456,
-0.02022292,
-0.012350375,
0.019830383,
0.013469832,
0.03791616,
0.016515628,
0.016966319,
-0.015236248,
-0.05469348,
0.009893385,
0.015134479,
0.021720376,
-0.019481461,
-0.02587836,
-0.020033922,
0.007134722,
0.05393748,
0.023305062,
0.007552701,
-0.0032802275,
-0.03355464,
-0.057165008,
0.03117034,
0.004346983,
0.027899198,
0.03954446,
-0.04155076,
0.0018236612,
0.012830142,
-0.06187545,
0.008759389,
-0.07024957,
-0.1029319,
0.006854858,
-0.04509813,
-0.033845406,
-0.0714708,
-0.039806154,
-0.008206929,
-0.033409253,
0.0013866003,
0.033670947,
0.025660284,
-0.00692755,
-0.033700023,
-0.025747515,
-0.019190693,
0.002086261,
-0.0071928757,
-0.01430579,
0.014800096,
0.037450932,
0.037858006,
-0.0025187787,
0.0102713825,
-0.046435665,
0.028509812,
-0.0039217346,
-0.00214078,
-0.003131209,
0.01002423,
-0.041143686,
0.000556094,
-0.03989338,
0.020818995,
-0.00051429606,
0.009333656,
0.0020172037,
-0.029454809,
-0.0063932636,
0.024715288,
0.033438332,
-0.018071238,
0.009050157,
0.056670703,
-0.008315967,
-0.038962923,
-0.017053548,
0.00021398715,
0.00875212,
0.046057668,
0.0142185595,
-0.034397867,
0.04346983,
-0.025296824,
-0.0086285435,
-0.025747515,
0.04445844,
0.0016955414,
0.037305545,
-0.016646473,
-0.024933364,
-0.04745335,
0.008272353,
-0.009588078,
0.043993212,
0.01412406,
-0.0019608673,
0.015090864,
-0.018710926,
0.0063750907,
0.011005572,
-0.05530409,
-0.027026894,
0.042510297,
0.016922703,
0.024322752,
0.02935304,
-0.010583959,
0.009151925,
0.03937,
0.02897504,
0.02215653,
-0.0045868666,
-0.009442694,
-0.009028349,
0.021880299,
-0.053821173,
0.0030730553,
-0.046348434,
-0.020135691,
-0.0071492605,
0.019539615,
-0.021807607,
-0.017824084,
-0.003162103,
-0.014930941,
-0.0470172,
-0.0236976,
0.045214437,
-0.05146595,
0.001478374,
0.041347224,
-0.02378483,
-0.0027859218,
0.04585413,
-0.022040222,
-0.015788708,
0.01676278,
0.050099343,
-0.008206929,
-0.011805184,
0.0048521925,
0.021109764,
0.031141263,
0.0031966318,
-0.0066040703,
-0.03500848,
-0.038381387,
0.026779741,
0.012597527,
-0.044865515,
-0.0041252724,
0.03782893,
0.055100553,
-0.0017964016,
-0.037450932,
-0.002635086,
0.03253695,
0.008315967,
0.038933847,
0.046522897,
-0.0066367816,
0.013135449,
-0.008555851,
0.01722801,
-0.043818753,
-0.035153862,
-0.022810757,
-0.00037868,
-0.04565059,
-0.046173975,
-0.019844923,
-0.027055971,
0.011950568,
0.021080688,
-0.018652773,
-0.05547855,
-0.0005674521,
0.023537677,
0.022389144,
0.032507874,
-0.029469347,
-0.03817785,
0.05978192,
0.044254903,
-0.017649623,
0.038061544,
0.02004846,
-0.0011621637,
0.044487517,
-0.0006324206,
0.0025187787,
-0.019815845,
-0.0043615215,
0.009551732,
0.004081657,
-0.03983523,
-0.05286164,
-0.024031984,
0.02497698,
0.03346741,
-0.06158468,
-0.011325417,
-0.008265083,
-0.058735155,
0.024133751,
-0.01878362,
0.012677489,
-0.021734916,
-0.01084565,
0.04245214,
-0.070889264,
0.2507584,
0.071936026,
0.07554155,
0.02606736,
0.011107341,
0.016544705,
-0.0030149017,
-0.004768597,
-0.0036782164,
-0.057019625,
-0.0018990791,
-0.0015737823,
-0.008047007,
0.042975523,
-0.051262416,
0.056670703,
-0.05213472,
-0.0037836197,
0.01676278,
0.002309789,
-0.04355706,
0.033147562,
0.023857523,
0.06803974,
0.0087884655,
-0.018085776,
0.0010949236,
-0.019728616,
-0.037945237,
-0.051349644,
0.0071710683,
-0.042248603,
0.031228494,
0.0049139806,
-0.022025684,
0.043208137,
-0.0035709958,
-0.08257814,
-0.014829173,
-0.0045686937,
-0.010031499,
-0.019132541,
0.02715774,
0.02132784,
0.0017327961,
-0.012895565,
-0.002413375,
0.0062188026,
0.058066387,
-0.038439542,
0.0044741943,
-0.020833533,
0.028960502,
-0.08967288,
-0.035793554,
-0.020731766,
-0.040765688,
-0.036316935,
-0.0142185595,
0.0317228,
-0.00051202445,
0.043062754,
-0.009748001,
-0.02798643,
-0.04544705,
0.039224617,
0.022112913,
0.037392776,
-0.04913981,
-0.010016961,
0.003907196,
-0.010409498,
0.017198933,
0.007756239,
0.026052821,
0.0052338257,
0.034979403,
0.05803731,
0.007000242,
-0.04544705,
0.064259745,
-0.008061545,
-0.047046278,
-0.02651805,
-0.0019008964,
0.11619093,
-0.019990306,
0.009377271,
-0.013796946,
0.045766897,
0.029832806,
0.021836683,
0.0010803852,
-0.02615459,
-0.0032202567
] | dataset_vocab - tokenizer_vocab
{' ', 'à', 'ç', 'è', 'ë', 'í', 'ï', 'ö', 'ü'}
To handle the unsupported characters identified in the previous step, define a function that maps these characters to
valid tokens. Note that spaces are already replaced by ▁ in the tokenizer and don't need to be handled separately. |
[
0.043925613,
0.008023037,
-0.019031705,
0.037790753,
-0.0070005595,
-0.047879193,
-0.012951376,
0.004587514,
-0.009093229,
0.01716398,
0.06178488,
-0.003263406,
-0.0060701054,
0.021158459,
-0.047742862,
0.031328697,
-0.0068403715,
-0.013155871,
-0.043243963,
-0.011226798,
-0.025371064,
0.014001119,
-0.05687699,
0.0048192753,
-0.059549063,
0.0023397682,
-0.03509141,
0.022399064,
0.079944074,
-0.007314119,
-0.003997885,
-0.0061144126,
-0.015964275,
-0.047088478,
-0.016291467,
0.0037320412,
0.049351558,
-0.05894921,
-0.012869578,
-0.027279688,
-0.020422274,
0.012869578,
0.024675779,
-0.04444367,
-0.021853743,
-0.033837173,
-0.036536515,
-0.010879156,
-0.015296256,
0.03738176,
-0.017327577,
-0.026598036,
0.023653302,
-0.03331912,
0.030647045,
-0.028738422,
-0.018050129,
0.027388752,
-0.03040165,
0.020613138,
-0.024253156,
0.0326102,
-0.009843046,
-0.041035414,
0.012705982,
0.006301867,
0.010327018,
-0.02512567,
-0.012276541,
-0.033346385,
-0.012371972,
-0.0013786398,
-0.024743944,
-0.022603558,
-0.031819485,
0.012310623,
0.034927815,
-0.029801797,
-0.0048601744,
0.06402069,
0.026134513,
0.06178488,
0.014832733,
0.0088682845,
0.010790541,
-0.023557872,
0.018527284,
-0.014028385,
0.003345204,
0.012051596,
-0.00062882336,
0.053032476,
0.010367917,
-0.012508303,
0.015418954,
0.03040165,
-8.254372e-7,
-0.017436642,
0.09117769,
-0.019058973,
0.060203448,
0.029065615,
-0.031110568,
0.012187926,
-0.004577289,
0.027647778,
0.008902367,
0.030019926,
-0.048124585,
-0.032582935,
0.016373266,
-0.032364808,
0.03743629,
0.033537246,
-0.0061280457,
0.05998532,
-0.001472367,
0.03580033,
-0.062275667,
-0.0026482155,
0.024307687,
0.047770128,
0.009420422,
-0.0011571032,
0.030101724,
-0.052350827,
-0.018200092,
0.030837908,
0.0015413841,
-0.03484602,
-0.0075526973,
0.0027385342,
0.023789633,
-0.021771945,
0.031437762,
0.025452862,
-0.042535044,
-0.010551963,
0.03705457,
-0.040871814,
0.040108368,
-0.016877688,
-0.021785578,
0.048888035,
-0.000035440546,
0.011683504,
-0.0011707363,
0.053032476,
-0.02846576,
-0.01157444,
-0.05507743,
0.046079632,
-0.04616143,
-0.031546824,
0.0038002064,
-0.017995596,
-0.004195564,
-0.025807321,
-0.010681476,
0.014001119,
-0.0193589,
-0.03356451,
-0.033264585,
0.025439229,
-0.0026891145,
0.02747055,
0.019304367,
-0.010258853,
0.03787255,
-0.01665956,
0.03476422,
0.023694202,
0.0143146785,
0.027525082,
0.006969885,
0.009420422,
0.027266055,
-0.025275633,
0.018472752,
0.020926697,
-0.00046906134,
0.008527459,
0.023217045,
-0.0049862796,
0.027715944,
0.027388752,
-0.028220367,
0.022917118,
-0.03552767,
0.02719789,
0.033891704,
0.042889506,
-0.010231587,
-0.009577202,
-0.031219633,
0.010756458,
-0.006097371,
0.032637466,
-0.011267697,
-0.050087743,
-0.026407173,
0.019686092,
-0.017600238,
0.03667284,
-0.023203412,
-0.013244486,
0.019536128,
0.020395009,
-0.032528404,
0.0018864701,
0.0070482753,
0.012426504,
-0.004045601,
-0.0023193187,
0.016823156,
-0.02170378,
0.0030691354,
0.003595711,
0.0152826235,
0.026189046,
0.050224073,
0.003677509,
0.05368686,
0.022617193,
0.026870696,
-0.022439962,
0.03356451,
0.017327577,
0.017886532,
0.064238824,
-0.0037218165,
0.036945503,
0.0016001766,
0.041498937,
0.0030197154,
0.027579615,
0.0355822,
0.039099522,
0.01558255,
-0.00889555,
-0.009856679,
0.007443633,
0.039235853,
0.03738176,
-0.01202433,
0.024334954,
0.01278778,
0.019072605,
-0.0003080212,
0.059876256,
0.0045295735,
0.04629776,
0.025057504,
0.044770863,
-0.029038347,
-0.0652204,
-0.045779705,
0.006755165,
-0.05714965,
-0.029610936,
0.013885238,
0.010647395,
-0.017054917,
-0.009733981,
0.00563044,
0.010620128,
0.03560947,
0.014301046,
-0.018295523,
0.003997885,
-0.04029923,
-0.02729332,
-0.050060477,
0.015923375,
-0.050142273,
-0.048451778,
-0.03858147,
-0.021376587,
-0.0013155871,
-0.04021743,
-0.014219248,
0.019658824,
-0.03959031,
-0.00024070813,
-0.025875486,
-0.01220156,
-0.03800888,
0.033619046,
0.0038649633,
0.05016954,
0.004127399,
-0.0021676514,
-0.009284091,
-0.034437027,
0.012365156,
-0.02778411,
-0.0036297934,
0.03356451,
0.022180935,
-0.010565596,
-0.00932499,
0.007975321,
-0.012699164,
0.015105395,
-0.029365541,
-0.0062575596,
-0.015119027,
-0.02909288,
0.023966862,
0.06358444,
-0.033700842,
0.006039431,
0.0444164,
0.028983817,
-0.023871431,
0.029610936,
0.023516972,
0.01603244,
-0.029665466,
-0.027306953,
-0.025302898,
-0.037708953,
-0.017845633,
-0.018813578,
-0.0040626423,
0.03620932,
-0.0059099174,
-0.07181879,
0.00475111,
-0.09123222,
-0.056440733,
-0.0042262385,
-0.040708218,
0.020381376,
0.023503339,
-0.020054184,
-0.047115743,
-0.021199357,
-0.0550229,
0.031246899,
0.017981963,
-0.068710454,
-0.053250603,
0.025371064,
0.0069630686,
-0.034300696,
-0.02922921,
-0.008336596,
-0.0017995596,
0.014669137,
0.01720488,
0.073727414,
0.026870696,
0.00071615994,
0.028220367,
0.03160136,
-0.035200477,
0.023612402,
0.03503688,
0.010429266,
0.032010347,
-0.023516972,
0.036182053,
0.021540184,
0.008970532,
-0.083052404,
0.013592129,
0.017409375,
0.024716679,
-0.06718356,
0.02179921,
0.023107981,
0.02702066,
0.008541091,
0.0023551055,
0.019113503,
0.040026568,
0.022603558,
0.0401629,
-0.033400916,
0.0035752614,
0.004127399,
-0.017668404,
0.049596954,
0.012460587,
0.054068588,
-0.027443284,
-0.062275667,
-0.015119027,
-0.01990422,
-0.00018947778,
-0.034682423,
-0.049406093,
-0.022712624,
-0.023435174,
-0.041662533,
-0.016059706,
-0.018050129,
0.043707486,
0.011219981,
0.038636,
0.013278568,
0.0128218625,
0.04657042,
-0.016332367,
-0.010436082,
-0.078526236,
0.021949174,
0.017709302,
-0.0041512568,
-0.017191248,
0.0034133692,
0.0010531513,
-0.025548292,
0.0021744678,
-0.008561541,
-0.022480862,
-0.015078128,
-0.030783376,
0.037490826,
0.006724491,
0.004454592,
-0.0371091,
0.03994477,
0.022030972,
-0.04637956,
-0.032310273,
-0.05412312,
0.04106268,
0.021212991,
-0.008711505,
-0.06532947,
-0.025302898,
-0.037136365,
-0.041907925,
0.0037524907,
0.07334568,
-0.026134513,
0.036454715,
-0.0565498,
0.0019648601,
-0.032801062,
-0.01218111,
-0.04670675,
0.0008921112,
0.020299578,
0.015050862,
0.014246513,
0.007975321,
-0.012058413,
0.0075458805,
-0.009536303,
0.053332403,
-0.011356312,
-0.009086412,
0.017259413,
-0.04354389,
0.0030077866,
-0.007259587,
0.022262733,
0.025943652,
-0.02125389,
-0.008173,
-0.001685383,
-0.07121894,
0.01169032,
0.00014091012,
0.048642643,
0.053250603,
0.011369945,
0.022344531,
0.053577796,
-0.0032736307,
-0.02535743,
-0.0061553116,
0.023080716,
0.0043216697,
-0.02909288,
-0.044525467,
0.016059706,
-0.008929633,
0.014655504,
0.016264202,
-0.014491908,
-0.044061944,
-0.0699647,
-0.019536128,
0.0059167338,
-0.05057853,
0.022439962,
-0.017054917,
-0.0035139127,
0.01353078,
-0.044661798,
-0.017668404,
0.009754431,
-0.020463174,
-0.014628238,
0.026598036,
0.0016606732,
0.020340476,
-0.0033008966,
-0.019508863,
0.025139302,
-0.007614046,
-0.017736569,
-0.007866257,
-0.0071777888,
0.009536303,
-0.014287412,
-0.005081711,
0.02089943,
-0.03732723,
0.019154403,
-0.014505541,
-0.04828818,
0.0075867795,
-0.027347853,
-0.0072800363,
0.08299787,
-0.011969798,
-0.06358444,
-0.002399413,
0.014873633,
0.0012712798,
0.0153644215,
0.019536128,
-0.040680952,
-0.030347118,
-0.020654036,
0.044389136,
-0.03498235,
-0.02184011,
-0.016550494,
0.008179816,
-0.02359877,
0.005548642,
0.022221835,
-0.022930752,
0.037654422,
-0.062166605,
0.023844164,
-0.029965393,
-0.0048772157,
0.028165834,
0.022058237,
-0.021649247,
-0.007654945,
0.02747055,
-0.039972037,
0.03233754,
-0.053850457,
0.033700842,
0.00085504644,
-0.024416752,
-0.046897613,
-0.010954137,
-0.008786486,
0.029747266,
0.012242459,
-0.04417101,
0.006305275,
-0.051941834,
0.04588877,
-0.0060803303,
-0.012228825,
-0.02148565,
-0.05390499,
0.07290943,
-0.007654945,
0.013912505,
0.029692734,
-0.0035207293,
0.034246165,
0.017532073,
-0.018445486,
-0.020558605,
-0.009147761,
-0.035009615,
0.014178349,
-0.0046931696,
0.009733981,
0.010524697,
0.037027303,
0.037763484,
-0.017804734,
0.04029923,
0.052214496,
0.012753697,
0.027266055,
-0.0520509,
-0.0019836056,
0.025657358,
-0.02008145,
-0.020463174,
-0.030783376,
-0.01859545,
-0.006779023,
-0.019617926,
-0.033400916,
-0.048969835,
-0.005592949,
0.051096585,
-0.006850596,
0.036263853,
-0.03877233,
-0.06516587,
-0.06489321,
0.03994477,
0.037654422,
0.04021743,
0.0118539175,
-0.00541572,
0.005429353,
0.04111721,
-0.06800154,
-0.004195564,
-0.014519174,
0.04269864,
-0.0489153,
-0.035064146,
0.037490826,
0.08828749,
-0.044470936,
-0.021403853,
0.0036911422,
-0.0021284565,
-0.0007140298,
-0.019318,
-0.0007804908,
0.019876953,
-0.08283427,
-0.0042637293,
-0.008527459,
-0.023830531,
0.020354109,
0.0002362348,
0.0063768486,
-0.054641172,
0.046188697,
0.04029923,
-0.023680568,
0.0075935964,
-0.030101724,
-0.018854477,
-0.0138511555,
-0.006462055,
0.033400916,
-0.03356451,
0.005051037,
0.022140035,
-0.027007027,
0.0074095502,
0.043380294,
-0.027279688,
0.011983431,
-0.027375119,
-0.06478415,
0.039890237,
0.028902018,
-0.023135247,
0.039208587,
-0.00610078,
-0.015214458,
-0.011110918,
0.056767926,
0.010531514,
-0.027675046,
-0.0052623483,
-0.014764569,
0.00086612324,
-0.0123174405,
-0.00496583,
0.036836438,
0.046543155,
0.034109835,
-0.015214458,
0.012712798,
-0.023898697,
-0.011151817,
-0.023707835,
-0.040790018,
0.025330165,
0.00756633,
-0.0401629,
-0.031274166,
0.0055793165,
0.03959031,
0.015568917,
-0.02787954,
-0.005759954,
0.019686092,
0.044470936,
-0.038363338,
-0.0040660505,
-0.0460251,
-0.009883945,
0.038663264,
0.01186755,
-0.009413606,
0.015459853,
0.020681303,
-0.04567064,
-0.0020636995,
-0.01837732,
0.013019541,
-0.009229559,
0.004962422,
0.043516625,
-0.05714965,
-0.015746146,
0.025657358,
0.021567449,
-0.06549306,
0.003888821,
0.020544972,
0.015146294,
-0.019645192,
-0.0055793165,
0.02477121,
0.020994863,
-0.005132835,
0.050687596,
0.024934808,
-0.0037524907,
0.0074163666,
-0.0057360963,
0.0077571925,
0.024116825,
-0.038636,
-0.002019392,
0.021990074,
0.010947321,
0.0007459822,
-0.035636734,
-0.0035752614,
-0.009999826,
-0.010640577,
0.028383963,
-0.042371448,
0.05245989,
0.008397945,
-0.0041103577,
0.012958192,
-0.01098822,
-0.017845633,
-0.0033929197,
-0.07754466,
-0.053468734,
0.039999302,
-0.037681688,
0.0014561777,
-0.015064495,
-0.035255007,
-0.0088069355,
0.06816514,
-0.017300311,
0.019304367,
0.013005908,
-0.009454505,
0.011942532,
-0.031274166,
0.023135247,
0.035691265,
0.06718356,
-0.034382496,
0.0005687529,
0.012446954,
0.0032940803,
0.023162514,
-0.031465027,
-0.044961724,
0.0076276786,
0.020108715,
-0.009399972,
-0.009768064,
0.0016138096,
0.0050714863,
0.0010250332,
-0.031246899,
0.025643725,
-0.024716679,
-0.0040251515,
-0.008118467,
0.038854126,
-0.01085189,
0.024198623,
0.03173769,
-0.022058237,
0.0007574851,
0.039344918,
0.028983817,
-0.006462055,
-0.002731718,
0.040135633,
0.04130807,
0.07579963,
-0.019481596,
-0.004754518,
0.028356697,
0.008070752,
0.01648233,
0.018963542,
0.044198275,
-0.0282749,
-0.018486384,
-0.0066188346,
-0.0064075226,
-0.044607267,
-0.01720488,
-0.03296466,
0.03337365,
0.014655504,
-0.0010667844,
-0.004621596,
-0.01141766,
0.028084036,
0.006053064,
-0.06047611,
-0.00037213904,
-0.004911298,
-0.0082616145,
0.030374385,
0.021649247,
-0.011915266,
0.032773796,
-0.014369211,
0.032855596,
0.030919706,
-0.022058237,
0.06254833,
-0.053250603,
0.03255567,
-0.012440138,
-0.039426714,
-0.054913834,
-0.02323068,
-0.015050862,
0.0036127523,
-0.009318174,
0.02760688,
0.02571189,
-0.04029923,
-0.011404027,
-0.0014246514,
0.032528404,
-0.017273046,
-0.04684308,
0.006741532,
0.008656972,
-0.016605027,
0.07034642,
-0.0031117385,
-0.01128133,
-0.03359178,
0.05445031,
0.035064146,
0.037708953,
0.076672144,
-0.0074299998,
-0.034873284,
0.055295557,
-0.005306656,
-0.029665466,
-0.030183522,
-0.020722201,
-0.0015320114,
0.0059167338,
-0.026448073,
0.012562835,
0.020694936,
-0.002334656,
0.008997798,
-0.0024641696,
-0.0088682845,
-0.003912679,
0.010006642,
0.07318209,
0.012385605,
0.028002238,
-0.033973504,
0.020817632,
-0.040790018,
-0.004659087,
-0.035118677,
0.051178385,
0.00091937726,
-0.059112806,
0.022085505,
-0.045316182,
-0.0036468348,
0.035745796,
0.00905233,
-0.014696403,
-0.044907194,
-0.0078117247,
0.04760653,
0.050333135,
-0.009079596,
0.025780054,
0.07187332,
-0.00092534174,
-0.018254623,
0.02688433,
-0.002418158,
0.026775265,
0.036018457,
0.057967633,
0.0049692383,
-0.028765688,
0.00040984288,
-0.003159454,
0.0033486122,
-0.058785614,
-0.035227742,
-0.003807023,
0.037218165,
0.016809523,
0.008268431,
-0.030865174,
-0.028547559,
-0.06358444,
-0.02129479,
-0.012685532,
0.033128258,
-0.054232184,
0.019222569,
-0.029719999,
-0.054341245,
0.21420212,
0.045779705,
0.051641908,
0.011226798,
-0.011076835,
0.016945852,
0.020681303,
-0.045916036,
-0.031001505,
-0.032283008,
0.003476422,
-0.030292587,
0.010402,
0.020204147,
0.012303807,
0.012637816,
0.008956899,
-0.0036809174,
0.043162163,
-0.05769497,
-0.031492293,
0.055459157,
-0.016114239,
0.05191457,
0.01945433,
0.017368477,
0.033537246,
-0.032801062,
0.012808229,
-0.052078165,
0.050496735,
-0.033291854,
0.010947321,
0.0014544736,
-0.001180961,
-0.0020296169,
-0.029829064,
-0.026502606,
0.0015822832,
-0.011778936,
0.070619084,
0.022576293,
-0.0037933898,
0.018622715,
-0.041553468,
0.047224805,
-0.017327577,
0.038363338,
0.033619046,
-0.06772888,
0.018568182,
-0.01769567,
0.049324293,
-0.07192785,
-0.0743818,
-0.0069323946,
-0.017150348,
-0.042725906,
-0.045397982,
0.03173769,
0.0023534014,
0.030101724,
0.011451743,
-0.004710211,
-0.015105395,
0.0039331284,
-0.013694376,
0.0002801161,
-0.049242493,
0.03296466,
0.029719999,
-0.007654945,
-0.035664,
-0.0077026603,
0.0075458805,
0.02094033,
-0.016318733,
0.028084036,
0.016727725,
-0.035309542,
0.0011758487,
-0.006260968,
-0.002494844,
-0.018840844,
-0.0036434266,
0.036591046,
-0.09810326,
0.054859303,
0.02719789,
-0.009079596,
0.0028510068,
0.00046650515,
0.062766455,
0.01585521,
0.0059405915
] | def select_speaker(speaker_id):
return 100 <= speaker_counts[speaker_id] <= 400
dataset = dataset.filter(select_speaker, input_columns=["speaker_id"])
Let's check how many speakers remain:
len(set(dataset["speaker_id"]))
42
Let's see how many examples are left:
len(dataset)
9973 |
[
0.0036028367,
0.028421184,
-0.024578158,
-0.005900766,
0.017465692,
-0.039003845,
-0.04126951,
0.00552435,
0.014970594,
0.013228326,
0.041126113,
-0.026370615,
0.02906647,
-0.010281528,
0.011141907,
0.015400783,
-0.016533615,
-0.020778151,
-0.032378927,
-0.063151814,
-0.027560806,
-0.0032586853,
-0.07209975,
-0.0058003883,
-0.028077032,
0.017996259,
0.025696652,
0.029310243,
0.09257677,
0.031403832,
-0.017895883,
-0.023373628,
-0.0013192478,
-0.059939735,
-0.015830973,
-0.010539643,
0.0102098305,
-0.03593516,
-0.03395629,
-0.045542724,
0.011529078,
-0.016418898,
0.029769111,
-0.040724605,
-0.045112535,
-0.0066894465,
0.048410654,
-0.00035176953,
0.004753594,
0.03648007,
0.005449067,
-0.0007089164,
0.018354751,
-0.015343425,
0.012704929,
-0.01631852,
-0.026657408,
-0.0019896263,
-0.007607184,
-0.021136643,
0.031203076,
0.045083858,
-0.0063954834,
-0.03676686,
-0.0022154758,
0.008245299,
-0.016476257,
0.018397769,
-0.0041907625,
-0.02411929,
-0.046747256,
0.0030292508,
-0.01185172,
-0.032006096,
-0.0060262377,
-0.03765592,
-0.0059079356,
-0.032464966,
0.014260781,
0.013536629,
0.026614388,
0.035820443,
0.020749472,
0.0010055678,
-0.023373628,
-0.0132641755,
0.057932183,
-0.044223476,
0.03025666,
-0.01102719,
-0.032493643,
0.02979779,
-0.04861141,
0.014855877,
0.01845513,
0.01636154,
-0.009700772,
0.031719305,
0.036221955,
-0.009865679,
0.041527625,
0.09980396,
-0.022341173,
0.058964636,
-0.030084584,
0.004359253,
-0.0063417098,
0.019731358,
-0.019143432,
-0.024635518,
0.021968342,
0.0022997211,
0.03845894,
0.018957017,
-0.016218143,
0.036566105,
0.023215892,
0.029310243,
-0.069633335,
-0.0006201898,
0.0007994354,
0.023058156,
0.006298691,
-0.03972083,
0.022040041,
-0.019329848,
0.002003966,
0.006510201,
-0.005262651,
-0.016834749,
0.01307776,
-0.0043628383,
0.015243047,
0.04545669,
-0.008610959,
-0.020950228,
-0.029883828,
0.019143432,
0.027990995,
-0.029769111,
0.010123792,
0.02982647,
-0.02906647,
0.07135409,
-0.0011624078,
0.0056856708,
0.007223598,
-0.035304215,
-0.010432094,
0.0130921,
0.011220776,
0.04015102,
-0.026886841,
0.017824184,
-0.02291476,
-0.011192096,
0.0019358527,
-0.011385681,
-0.02573967,
0.018110977,
0.012410967,
0.0147268195,
-0.015357764,
0.04935707,
-0.0045851027,
0.0076502026,
0.02819175,
0.034931384,
0.019745696,
-0.069977485,
-0.0013775026,
0.017336635,
0.012618891,
0.0180106,
0.019946452,
0.002353495,
0.029138166,
-0.0020702868,
0.035046104,
-0.014196252,
0.029941188,
-0.0043234043,
0.03404233,
0.027532127,
-0.014074366,
-0.0028159486,
-0.03610724,
0.0005691048,
-0.014346819,
0.012762288,
0.027044578,
0.06814201,
-0.0056928406,
-0.01145738,
-0.04866877,
-0.0038932147,
-0.0040832153,
0.01756607,
-0.020706454,
-0.0052088774,
-0.015343425,
0.037053652,
-0.03108836,
0.038516298,
-0.025194764,
0.010281528,
-0.0066679367,
0.061775208,
-0.04000762,
0.029109487,
0.0029109488,
0.018254373,
-0.010453604,
0.007886807,
0.04617367,
-0.043219704,
-0.0039684977,
-0.029138166,
0.026686087,
0.0008554497,
0.006162464,
0.013307194,
0.014518895,
-0.0179389,
-0.0013810875,
-0.0083169965,
0.020362303,
0.048295937,
0.0049686884,
0.036422707,
0.015415123,
0.004136989,
0.0077792597,
0.055035572,
-0.024621177,
0.030944962,
0.025854388,
0.034185722,
-0.00036924597,
0.008510582,
-0.008037373,
-0.015042292,
0.019086072,
0.038172144,
-0.042101208,
0.012117003,
0.013378893,
0.010482283,
-0.019014375,
0.027073259,
-0.05228236,
0.05732992,
0.010797756,
0.045255933,
-0.050016697,
-0.03843026,
0.0138449315,
0.02619854,
-0.05635482,
-0.03691026,
-0.0015899086,
0.031776663,
-0.009758132,
-0.024061931,
0.009535867,
0.020247584,
0.00981549,
0.034644593,
-0.030543452,
0.0060405773,
-0.060226526,
-0.060800113,
-0.102729246,
0.019946452,
-0.0084675625,
-0.04496914,
0.013809082,
-0.034472518,
0.020362303,
-0.036996294,
0.021107964,
0.03507478,
-0.029855149,
-0.0041477433,
-0.0062377476,
0.000514883,
-0.026284577,
0.062234078,
-0.024994008,
0.028120052,
0.01716456,
-0.029883828,
-0.015974369,
-0.040839322,
0.040868,
-0.024449103,
0.009507188,
0.033038553,
-0.003635101,
0.022670986,
0.029310243,
-0.0056856708,
0.048812166,
-0.0006663456,
-0.05024613,
-0.004825292,
0.006255672,
-0.01511399,
0.0065424647,
0.07003485,
-0.03923328,
0.015558519,
0.028077032,
0.034501195,
-0.0043520834,
0.036623463,
0.039749507,
0.02698722,
-0.021982683,
-0.04052385,
-0.0425314,
-0.019086072,
-0.028048353,
0.0020684944,
-0.011729833,
0.03926196,
-0.004986613,
-0.07192768,
-0.008051713,
-0.09733754,
-0.044452913,
-0.018641545,
-0.024291366,
0.0058649164,
0.04958651,
-0.030055905,
-0.057100482,
-0.024291366,
-0.031317793,
0.06395484,
0.00072056736,
-0.0125830425,
-0.017264938,
0.02736005,
0.0039684977,
-0.03395629,
0.008833224,
-0.06831409,
-0.019286828,
0.027876278,
0.039491393,
0.047234803,
0.034960065,
-0.0077003916,
0.04081064,
0.02364608,
-0.046948012,
-0.0077792597,
0.04256008,
0.03966347,
0.009865679,
-0.0038286864,
0.05239708,
0.032923836,
-0.01596003,
-0.027159296,
0.017680787,
0.017422674,
0.041814417,
-0.06957598,
0.025624953,
0.000032516276,
-0.014540404,
0.04499782,
-0.0004983028,
-0.03966347,
0.065102,
0.027718542,
0.026843823,
-0.0237608,
-0.0368529,
0.026858162,
-0.009105677,
0.047206126,
0.02409061,
0.025481557,
-0.038975168,
-0.07783561,
0.035017423,
0.006416993,
-0.013952479,
-0.006460012,
-0.054175194,
-0.009349451,
-0.051307265,
-0.017379655,
-0.033784214,
0.020218905,
0.0425314,
-0.009829829,
0.056469537,
0.00063990685,
0.037168372,
0.026399294,
-0.038975168,
-0.014138894,
-0.041212153,
0.044395555,
0.017336635,
0.009363791,
-0.016734371,
-0.035705727,
-0.019559281,
0.004617367,
0.020218905,
-0.0051228395,
-0.050016697,
-0.007635863,
-0.010962661,
0.032923836,
-0.005836237,
0.013006062,
-0.030916283,
0.03507478,
0.016146446,
-0.04582952,
-0.03183402,
-0.02578269,
0.013106439,
0.0050798208,
-0.042388003,
-0.031002322,
-0.016490597,
-0.019473244,
-0.023158533,
0.028636279,
0.03711101,
0.009686433,
0.0021437774,
-0.07766354,
-0.0075068064,
0.018684562,
-0.04729216,
-0.01145738,
0.011973607,
0.01064719,
0.023889856,
0.031346474,
0.00015202268,
-0.007080202,
0.007435108,
0.0006537984,
0.04537065,
-0.02902345,
0.005725105,
-0.0021294379,
0.012833986,
0.007513976,
0.011464549,
0.039061204,
-0.021394756,
-0.020591736,
0.009342281,
-0.037684597,
-0.0630371,
0.005237557,
-0.007571335,
-0.009177376,
-0.0013631629,
0.0063918987,
0.032120813,
0.034988742,
0.009084168,
-0.021538153,
-0.004154913,
0.008955111,
0.026055142,
-0.022957778,
-0.040781964,
-0.004771518,
-0.027044578,
0.023904195,
0.0030651,
-0.064241625,
-0.016691351,
-0.027144955,
-0.044711027,
-0.008546431,
-0.029683074,
0.019329848,
0.00939247,
-0.000475449,
0.01596003,
-0.028464204,
-0.021595512,
-0.02125136,
-0.026528351,
-0.015013613,
0.02906647,
0.026470993,
0.03874573,
-0.006180389,
0.011342662,
0.010102283,
-0.03969215,
0.02080683,
-0.017680787,
-0.016877767,
0.020692114,
-0.0038537807,
-0.010324547,
0.022197777,
-0.031174397,
0.023846837,
-0.010231339,
-0.015558519,
-0.015214368,
-0.06429899,
-0.06131634,
0.03673818,
-0.0033877422,
-0.044366874,
-0.01264757,
0.0033877422,
-0.001957362,
0.030141942,
0.047492918,
-0.041498944,
-0.024721555,
-0.028421184,
0.073591076,
-0.013350213,
0.0038143466,
-0.003100949,
-0.015357764,
0.013665685,
0.012819646,
0.0056139724,
-0.023803817,
-0.012109834,
-0.046144992,
0.008689827,
-0.051335946,
-0.027661184,
0.028507223,
0.018311732,
-0.01309927,
0.008080392,
0.012066815,
-0.030830245,
0.0040330263,
0.010446435,
0.046890654,
0.012898514,
-0.017680787,
-0.046030276,
-0.002719156,
-0.011177757,
0.012604551,
0.021452116,
-0.049729902,
0.029711753,
-0.043277062,
0.00067799655,
-0.02744609,
-0.03151855,
-0.010955492,
-0.03682422,
0.048812166,
-0.013335873,
0.0037820826,
-0.01386644,
-0.008388694,
0.0039434037,
-0.007858127,
-0.018584186,
0.004427367,
-0.035332896,
-0.040122338,
-0.0020165131,
-0.0053451043,
-0.017809844,
-0.00031099113,
0.013156628,
0.017092861,
-0.035763085,
0.05428991,
0.07382052,
-0.00032757135,
0.032895155,
-0.019415885,
0.0067145405,
-0.020462679,
0.031260435,
-0.03484535,
0.00017846141,
-0.017809844,
0.011959268,
-0.03143251,
-0.04465367,
0.00337161,
0.017824184,
0.036078557,
-0.017695127,
0.023244571,
0.0071303905,
-0.02695854,
-0.047636315,
0.012489835,
0.0063166153,
0.010152471,
-0.008309826,
0.0009473131,
-0.010381906,
0.012117003,
-0.075770706,
-0.048898205,
-0.0013783987,
0.0563835,
-0.036279313,
-0.055953313,
0.016877767,
0.04499782,
-0.026327595,
-0.028163072,
0.014232102,
-0.010984171,
-0.0114215305,
-0.02899477,
-0.019874753,
0.008424544,
-0.062348794,
0.018971356,
0.020362303,
-0.028163072,
0.022828722,
0.021136643,
0.0015074556,
-0.039118562,
0.07336164,
0.030342698,
-0.019731358,
0.029367601,
-0.02214042,
0.004628122,
-0.016447578,
-0.0047105746,
0.02529514,
-0.009112847,
0.021194002,
0.027589485,
-0.017637769,
0.01269059,
-0.0042481213,
-0.010561151,
0.04278951,
-0.043363098,
-0.06992013,
0.0026868917,
0.0013147666,
-0.031719305,
0.03610724,
0.0055709537,
0.011894739,
-0.0061122756,
0.016734371,
-0.0016436822,
-0.046288386,
0.020505698,
-0.027704202,
0.018899657,
-0.007822279,
0.0014644366,
0.040208377,
-0.00038963516,
0.031776663,
-0.03550497,
-0.0034988744,
0.0083671855,
-0.021753248,
-0.0004821707,
-0.052540474,
0.03960611,
-0.031719305,
-0.030572131,
0.014812858,
-0.026255898,
-0.013242666,
0.01102719,
-0.0049615186,
0.0058003883,
-0.0065711443,
0.013271346,
-0.006994164,
0.041441586,
-0.038344223,
-0.009227565,
0.004452461,
0.00033563742,
-0.01307776,
0.02205438,
-0.0043843477,
-0.07032164,
0.029267224,
0.027489107,
-0.015974369,
-0.021954004,
0.033554778,
0.0572152,
-0.0016911824,
-0.0038609505,
0.012561533,
0.040839322,
-0.0473782,
0.022255136,
-0.02165287,
0.018555505,
0.0050798208,
0.049529146,
0.02089287,
0.04373593,
0.029683074,
0.058677845,
0.031719305,
0.001453682,
0.016820408,
0.023129854,
0.011758512,
-0.0007089164,
-0.021466454,
0.005922275,
0.029941188,
0.020706454,
-0.029654395,
-0.019358527,
0.0016114181,
-0.013436251,
-0.021466454,
0.032235533,
0.0030041565,
0.06091483,
-0.0075426553,
-0.028966092,
-0.0062915212,
-0.038487617,
-0.037397806,
-0.021882305,
-0.07858128,
-0.053716324,
0.009349451,
-0.04000762,
0.020935887,
0.019846074,
-0.019473244,
0.05193821,
0.04580084,
-0.009385301,
0.0068149185,
0.021882305,
-0.024592498,
0.021107964,
-0.038602337,
0.008732846,
0.008775866,
0.011650965,
-0.04161366,
-0.02331627,
0.029625716,
0.05113519,
0.014067196,
-0.0063560493,
-0.049156316,
-0.0152573865,
0.033210628,
-0.0020308527,
-0.027976656,
0.03639403,
-0.021509474,
-0.006807748,
-0.0049292543,
0.012769458,
-0.00388246,
0.0066571822,
-0.0028661373,
0.025080046,
-0.018297393,
0.043592535,
0.028320808,
0.001858777,
-0.0026438728,
0.015243047,
0.050532922,
-0.008797375,
0.019975131,
0.016433237,
0.0301993,
0.047578957,
0.01715022,
-0.01428946,
0.052798588,
0.035992518,
0.011830211,
0.0058111427,
0.054060478,
0.013966818,
-0.038516298,
0.019286828,
-0.038200825,
-0.025022687,
0.010331717,
-0.014683801,
-0.0058649164,
-0.008044543,
-0.006535295,
-0.0016508522,
-0.026470993,
0.0125328535,
0.012862666,
-0.10456472,
-0.0068866163,
-0.0042588757,
-0.0163472,
0.011693984,
0.010482283,
-0.0015477858,
0.05592463,
0.006700201,
0.07026428,
-0.0042373664,
-0.0060800114,
0.03068685,
-0.02449212,
0.037684597,
-0.009736622,
-0.050791036,
-0.042273287,
-0.0029145337,
-0.06865824,
0.016519276,
-0.03025666,
-0.011729833,
0.025166085,
-0.03358346,
0.005069066,
-0.021337397,
0.0077075614,
-0.05649822,
-0.022742683,
0.02409061,
0.017006824,
-0.063725404,
0.06900239,
-0.029912509,
-0.0052088774,
0.038975168,
0.027919296,
0.02205438,
0.06418427,
0.064471066,
0.0061302,
0.005553029,
0.053286135,
-0.034157045,
-0.014784179,
-0.0023588722,
-0.010797756,
-0.027675522,
-0.019674,
-0.020921549,
0.0034307612,
0.02456382,
0.017838523,
-0.029683074,
-0.005671331,
-0.039950263,
-0.04990198,
0.016519276,
0.11030058,
0.016806068,
0.012640401,
-0.038573656,
0.0016248615,
-0.046689898,
-0.0013900497,
-0.0171789,
0.0630371,
0.0029808546,
-0.06561823,
-0.023416648,
-0.0613737,
-0.015759274,
-0.028736657,
-0.008238128,
-0.012511344,
0.02205438,
0.0012914647,
0.05724388,
0.018842299,
0.012310589,
0.0063883136,
0.057358596,
0.010044924,
-0.00428397,
0.0687156,
0.02615552,
0.030055905,
0.035992518,
0.0236891,
0.012396627,
-0.047693674,
-0.0075354856,
-0.015974369,
0.008940771,
-0.04780839,
-0.04376461,
-0.014511725,
0.0360212,
-0.020735133,
0.0032909494,
-0.031346474,
0.030457415,
-0.072845414,
-0.030629491,
0.004983028,
-0.0144256875,
-0.015873991,
0.025495896,
-0.033640817,
-0.032665722,
0.24365932,
0.008761526,
0.049672544,
-0.00034235913,
0.013328704,
0.033726856,
0.045858197,
-0.016447578,
-0.0120524755,
-0.02495099,
-0.05767407,
-0.036566105,
-0.0055852933,
-0.001787975,
-0.0067575597,
-0.0016329276,
-0.026169859,
-0.023617402,
0.039806865,
-0.060972188,
-0.06091483,
0.01920079,
0.00899096,
0.06590503,
0.009557377,
-0.0057143504,
0.0013443421,
0.016418898,
0.004212272,
-0.062062003,
0.04531329,
-0.024147969,
0.043449137,
-0.008058883,
-0.00006144764,
0.0014429272,
0.0067145405,
-0.018641545,
-0.009213225,
-0.008976621,
0.02529514,
-0.004936424,
0.009650584,
-0.005768124,
-0.03728309,
0.034902707,
0.025194764,
0.025438538,
0.050963115,
-0.08357148,
0.04453895,
-0.06401219,
0.046747256,
-0.047951788,
-0.058735203,
-0.03507478,
-0.055351045,
-0.04539933,
-0.014239271,
0.006495861,
0.01596003,
0.013515119,
0.0058577466,
0.044309516,
-0.030371377,
-0.011156247,
-0.028693639,
0.029109487,
0.0071017114,
0.005965294,
0.006488691,
-0.011206436,
0.0019071733,
-0.013952479,
0.00591869,
0.05188085,
-0.020907208,
0.05635482,
0.035476293,
0.0031117038,
-0.016218143,
-0.020548718,
-0.0072988817,
-0.02614118,
0.035992518,
0.024721555,
-0.04958651,
0.03312459,
0.005757369,
0.03593516,
0.012984552,
0.029941188,
0.035734404,
-0.010102283,
-0.01552984
] |
You are left with just under 10,000 examples from approximately 40 unique speakers, which should be sufficient.
Note that some speakers with few examples may actually have more audio available if the examples are long. However,
determining the total amount of audio for each speaker requires scanning through the entire dataset, which is a
time-consuming process that involves loading and decoding each audio file. As such, we have chosen to skip this step here.
Speaker embeddings
To enable the TTS model to differentiate between multiple speakers, you'll need to create a speaker embedding for each example.
The speaker embedding is an additional input into the model that captures a particular speaker's voice characteristics.
To generate these speaker embeddings, use the pre-trained spkrec-xvect-voxceleb
model from SpeechBrain.
Create a function create_speaker_embedding() that takes an input audio waveform and outputs a 512-element vector
containing the corresponding speaker embedding. |
[
-0.009345672,
0.00716106,
-0.043050114,
0.0029959893,
-0.00036053947,
0.006379346,
-0.022725547,
-0.020240813,
0.0011673365,
0.022907017,
0.02777877,
-0.03428375,
0.06169958,
-0.05885191,
0.012919222,
0.031603586,
-0.03372538,
-0.05268195,
-0.042380072,
-0.023395587,
-0.0005631657,
-0.005405693,
-0.07565876,
-0.003786428,
-0.025670934,
0.026983097,
0.052402765,
0.042826768,
0.06169958,
0.017351262,
0.0036433463,
-0.01381261,
0.0076496312,
-0.061978765,
-0.0016611426,
-0.025615098,
0.026396811,
0.008068407,
-0.042352155,
-0.0018251629,
0.01823069,
0.0047007543,
-0.004397142,
-0.037047666,
-0.06700407,
-0.022948895,
0.010378651,
-0.013659059,
0.028085873,
0.009911018,
-0.0071331416,
-0.004044673,
0.035735503,
-0.021915914,
-0.010099468,
-0.02692726,
-0.016332243,
-0.0016402038,
-0.035316728,
-0.038750686,
0.020589793,
0.045925707,
0.002284071,
-0.04857795,
0.018844895,
-0.006407264,
-0.0075170193,
0.011690814,
-0.022585955,
-0.009499223,
-0.032636564,
0.028700076,
-0.016639344,
-0.06326301,
-0.009520162,
-0.012695875,
0.0022945404,
0.009401509,
0.01074857,
0.04344097,
0.018663425,
0.035903014,
0.040314116,
0.0034374483,
-0.020198936,
-0.031408157,
0.021455262,
-0.034451257,
-0.019905793,
-0.028951341,
-0.010287916,
0.02216718,
-0.0125283655,
0.012849426,
0.036349706,
0.019487018,
-0.0104275085,
0.024637954,
0.024763588,
-0.01023208,
0.047796234,
0.081968315,
-0.018719262,
0.037271015,
-0.028560484,
0.01228408,
0.0013758518,
0.0115442425,
-0.022181138,
-0.00059195654,
0.021343589,
0.004515795,
0.023130363,
-0.011963018,
0.011648937,
0.034172077,
-0.0068609375,
0.026578281,
-0.017113956,
0.00545455,
-0.0057197744,
-0.023800405,
0.010615957,
-0.06599901,
0.0012022345,
-0.0405933,
-0.011795508,
0.024275016,
0.014810692,
-0.017867751,
0.032608647,
0.005011346,
0.006121101,
0.010301876,
-0.010525223,
-0.00041746677,
-0.05779101,
0.027164567,
0.03766187,
-0.014063875,
0.011851345,
-0.011634978,
-0.0020519996,
0.06940505,
-0.006019897,
-0.013400814,
0.0015346375,
-0.02981681,
-0.010246039,
0.032971587,
-0.018049221,
0.019207833,
-0.005527836,
0.004501836,
-0.031436075,
0.0197662,
-0.012695875,
0.002521377,
0.0108742025,
0.03422791,
0.028155668,
0.0064351824,
-0.042352155,
0.06940505,
-0.0091083655,
0.049918033,
-0.014880487,
-0.029956402,
0.0004484387,
-0.029788893,
0.011690814,
-0.020841058,
0.009987794,
-0.000024673944,
0.00989706,
-0.00010611159,
0.04212881,
0.025363833,
0.011739671,
-0.008898978,
0.026955178,
-0.029481791,
0.0031495402,
0.03701975,
0.002423663,
0.017253548,
-0.049890112,
-0.0074891006,
-0.030458933,
0.04126334,
0.020198936,
0.07186186,
-0.041710034,
0.045814034,
-0.03562383,
0.014685059,
-0.030738117,
0.0122771,
-0.0074960804,
-0.03967199,
0.0011490152,
0.053938277,
-0.02967722,
0.015941385,
-0.007824121,
0.002027571,
-0.00020219001,
0.069907576,
-0.0061804275,
0.046093218,
0.008829182,
-0.0025301017,
-0.02917469,
-0.005245162,
0.048773378,
-0.025266118,
-0.020087263,
0.0046658562,
0.004421571,
0.0032856422,
0.0296493,
0.013205386,
0.0402862,
0.021371506,
-0.028518608,
-0.018035263,
0.00887106,
0.03682432,
0.016276406,
0.008340611,
0.034814198,
0.024959017,
-0.0069830804,
0.07158268,
-0.026913302,
0.037354767,
0.052598193,
0.0466795,
0.01704416,
-0.010783467,
-0.044920646,
-0.0045332443,
0.03883444,
0.048494194,
-0.008173101,
-0.032329462,
0.017267507,
0.010490324,
-0.043022197,
0.037215177,
-0.042715095,
0.03459085,
-0.0057197744,
0.0361822,
-0.042212564,
-0.045562766,
-0.019221792,
0.04927591,
-0.05812603,
-0.036545135,
0.022097385,
0.011627998,
-0.030486852,
-0.024931097,
0.02897926,
0.034172077,
-0.010120407,
0.0077613047,
-0.019724322,
-0.015718037,
-0.048857134,
-0.049164236,
-0.07498872,
0.016904568,
-0.047852073,
-0.02317224,
0.054719992,
-0.015006119,
0.013721875,
-0.034395423,
0.025112567,
0.023144322,
-0.012298038,
0.024777547,
0.04053746,
0.005894264,
-0.046065297,
0.038303994,
-0.022976812,
0.022879098,
-0.03302742,
0.0152992625,
0.012172406,
-0.013219344,
0.043580562,
-0.022571996,
-0.01841216,
-0.0010975406,
-0.0065992028,
-0.0017736885,
-0.0031303463,
0.019389303,
0.019500976,
-0.018258609,
-0.037243094,
0.01894261,
0.010664814,
-0.032496974,
0.046009462,
0.051928155,
-0.050895173,
0.030989382,
0.017086038,
0.021748405,
-0.029090934,
0.036210116,
0.028379016,
0.032608647,
-0.07057762,
-0.044557706,
-0.05114644,
-0.014377956,
-0.017937548,
-0.031491913,
-0.021176077,
0.038583178,
0.011753631,
-0.059912805,
0.036768485,
-0.065496475,
-0.04874546,
-0.035232972,
0.00017012752,
0.022223016,
0.026382852,
0.033641625,
-0.04603738,
0.042715095,
-0.0109858755,
0.041347094,
0.0032926218,
-0.043664318,
0.021078363,
0.03763395,
0.00050383917,
0.03696391,
0.030905627,
-0.041151665,
-0.019849956,
0.003905081,
-0.005217244,
-0.007824121,
0.031771097,
-0.013791671,
0.019640569,
0.033194933,
-0.0310173,
0.013393834,
0.021943834,
0.028951341,
0.024065629,
0.018551752,
0.055222522,
0.016094936,
0.022376567,
-0.035316728,
-0.00014449934,
0.0296493,
0.034339584,
-0.040649135,
0.021874037,
-0.020827098,
-0.040174525,
0.023772486,
-0.023618935,
-0.026801627,
0.034395423,
0.028783832,
0.02575469,
-0.016499752,
-0.022599915,
0.010804406,
0.028839668,
0.024247097,
0.024972975,
0.03302742,
0.014643181,
-0.0011812957,
-0.02233469,
-0.035260893,
0.013100691,
-0.004655387,
-0.013163508,
-0.019487018,
-0.031240648,
-0.027904402,
0.006278142,
0.008110284,
0.01721167,
0.017323343,
0.05508293,
-0.00546153,
0.026410772,
0.014245344,
-0.01432212,
-0.013624161,
-0.058181867,
0.052207336,
0.026843505,
0.016681222,
-0.031631503,
0.0026784178,
-0.029090934,
0.02096669,
-0.010769508,
0.02405167,
-0.027876485,
0.008166121,
-0.0023678262,
0.034339584,
-0.026759751,
-0.022613874,
-0.036908075,
0.02507069,
0.04039787,
-0.06577566,
-0.014224405,
-0.01856571,
-0.006176938,
0.013777711,
-0.021064404,
-0.050197214,
-0.0056604478,
-0.005894264,
-0.04198922,
0.038303994,
-0.009764447,
0.04503232,
0.01806318,
-0.041458767,
0.0010373417,
0.0098831,
-0.017253548,
-0.027527506,
0.0231862,
0.020743344,
0.027346035,
0.0043029175,
-0.028532567,
-0.02216718,
0.040007014,
-0.03595885,
0.02131567,
-0.023730608,
0.0129611,
-0.0201431,
0.0032263158,
0.031631503,
0.036852237,
0.005859366,
-0.06443558,
-0.030793954,
0.025377791,
-0.0337533,
-0.06974007,
0.02232073,
0.015410936,
-0.006082713,
0.0069691213,
0.016122853,
0.01108359,
0.034730442,
0.013477589,
-0.031743176,
-0.0034444279,
-0.04547901,
0.014643181,
-0.018844895,
-0.01176061,
-0.002149714,
-0.046763256,
0.04648407,
-0.030933546,
-0.002385275,
0.017086038,
-0.08336423,
-0.013044855,
-0.00204851,
-0.03662889,
0.00034985197,
0.012423671,
-0.022236975,
0.026843505,
-0.011292977,
-0.01209563,
-0.028085873,
-0.062313784,
-0.017490854,
0.060750358,
0.015983263,
0.048717543,
-0.03788522,
-0.027150607,
0.055697132,
-0.029007178,
0.030431015,
-0.023716649,
-0.008319672,
-0.009310774,
-0.0068818764,
-0.027415833,
0.045088153,
-0.020701466,
-0.0069691213,
-0.018188814,
-0.0076286923,
-0.021762364,
-0.025461547,
-0.045423176,
0.07588211,
0.0026749282,
-0.049555093,
-0.023814363,
0.017700242,
-0.02148318,
0.023953956,
0.021162119,
-0.024316894,
-0.022083424,
-0.019654527,
0.06532897,
-0.052430686,
0.011104529,
-0.034842115,
-0.054301213,
-0.0025440608,
0.021790281,
0.014419834,
-0.0895621,
-0.023088485,
-0.050253052,
-0.01620661,
-0.038052727,
-0.03442334,
-0.04570236,
0.025684893,
-0.036070526,
0.022711588,
0.003306581,
-0.0015494691,
0.024261057,
0.005897754,
0.03422791,
0.029593464,
-0.018509874,
-0.0142034665,
0.0057686316,
0.005374285,
0.015731998,
0.04768456,
-0.036880158,
0.017002283,
-0.011048692,
-0.0023678262,
-0.065384805,
-0.014796732,
-0.0013121631,
-0.019710364,
0.03838775,
-0.0007306759,
0.015061957,
0.007377427,
0.0075449375,
0.04383183,
0.0030029688,
-0.021678608,
-0.032971587,
-0.028895505,
-0.07309027,
0.048494194,
-0.020171016,
-0.020701466,
0.03872277,
0.028672159,
0.016485794,
-0.047991663,
0.030570608,
0.048996724,
0.029733056,
0.0064700805,
-0.055976316,
0.031073138,
0.020198936,
0.007998611,
0.004993897,
-0.026829546,
0.004243591,
0.009359631,
-0.022823261,
-0.041402932,
-0.02093877,
0.0201431,
0.031128975,
-0.016094936,
0.055334195,
0.01857967,
-0.024149382,
-0.0017108722,
0.002795326,
0.007038917,
0.0055487747,
0.041012075,
0.013058814,
0.019124078,
0.049220074,
-0.028281301,
-0.037857298,
0.014866528,
0.04198922,
-0.011865304,
-0.029481791,
0.017476894,
0.05318448,
-0.04793583,
-0.046009462,
0.0014404131,
-0.022125302,
-0.014810692,
-0.04313387,
0.011879263,
-0.0042017135,
-0.046428237,
-0.009213059,
0.019780159,
0.0149642425,
0.011411631,
0.013372895,
-0.010134365,
-0.063821375,
0.04977844,
0.027387913,
-0.025517384,
-0.02832318,
-0.036098443,
0.007914856,
0.006833019,
-0.013498528,
0.05064391,
-0.002503928,
0.011041712,
0.02694122,
-0.0014892701,
0.040649135,
-0.016583508,
0.013156529,
-0.0069900597,
-0.046149053,
-0.07370447,
-0.0008035254,
0.0074262843,
-0.028546525,
0.019403262,
-0.023758527,
0.004044673,
0.0065712845,
0.032496974,
-0.020882934,
-0.060638685,
0.014259304,
-0.059242766,
-0.009527141,
0.0058070193,
0.002592918,
-0.0022578975,
0.025726771,
0.013177467,
-0.031268567,
-0.014559426,
0.005339387,
-0.042687178,
0.0026365404,
-0.04838252,
0.011565181,
-0.06772995,
-0.0064840396,
-0.02677371,
-0.013212365,
-0.00082228304,
0.017686283,
0.0052207336,
0.013673018,
-0.029705137,
0.046791174,
-0.029063014,
0.0013871937,
-0.0073704477,
0.03766187,
-0.0075379577,
0.027248321,
-0.02285118,
0.0020188466,
0.027206443,
-0.05028097,
0.009150243,
0.00049162493,
-0.0108742025,
-0.01670914,
-0.01723959,
0.046511993,
-0.010420529,
-0.031799015,
-0.0009090917,
0.020603752,
-0.06331885,
-0.0028092852,
-0.042184647,
-0.013547385,
-0.014587345,
0.012633059,
0.03341828,
0.023758527,
0.01228408,
0.009213059,
0.0060129175,
0.03151983,
0.0025335914,
0.025210282,
-0.0021374996,
0.002235214,
-0.016318282,
-0.0010556631,
0.0150759155,
0.031994443,
-0.036433462,
0.0014124947,
-0.026675995,
-0.020003507,
-0.007209917,
0.032245707,
0.021217955,
0.05834938,
0.008256855,
-0.05829354,
-0.005524346,
-0.004041183,
-0.05639509,
0.00046719634,
-0.05178856,
-0.017937548,
0.030598525,
-0.07253191,
0.010301876,
-0.036377627,
-0.0001465714,
0.04617697,
0.045618605,
-0.0021270302,
0.003870183,
0.007384407,
0.008752407,
0.017155834,
-0.0351213,
0.00409702,
-0.015201548,
0.014671099,
-0.042324238,
-0.035260893,
0.022292811,
0.07638464,
-0.0035421422,
-0.0149642425,
-0.08034905,
-0.012514406,
0.021804241,
0.03548424,
-0.048326686,
0.021580894,
-0.044362277,
0.021566935,
-0.035316728,
0.01859363,
-0.022250935,
0.03277616,
0.0031408158,
0.033669546,
-0.026899341,
0.030123914,
0.008598856,
-0.009192121,
0.007642652,
0.035875097,
0.0296493,
0.007852039,
0.015257385,
-0.010322815,
0.082247496,
0.03835983,
0.013365916,
-0.016220568,
0.04447395,
0.012465549,
-0.015983263,
-0.013023916,
0.04975052,
0.039057788,
-0.0035875095,
0.024163343,
-0.03916946,
-0.02829526,
0.01756065,
-0.011942079,
0.004142387,
0.0024288974,
0.0023957444,
0.004142387,
-0.0053079785,
0.012653998,
0.0066236313,
-0.045283582,
-0.0201431,
0.0022404485,
0.03428375,
0.007279713,
0.021594854,
0.027011016,
0.025796566,
0.019389303,
0.027918363,
0.0015869844,
-0.047712483,
0.0029576016,
-0.029370118,
0.013100691,
-0.011900202,
0.019207833,
-0.028700076,
-0.016667262,
-0.06320717,
0.055501703,
0.0029924994,
-0.023242036,
0.0010216376,
-0.034395423,
-0.010971917,
-0.045060236,
0.0015346375,
-0.06599901,
0.007349509,
0.041012075,
-0.009534121,
-0.031603586,
0.03241322,
-0.031073138,
0.03151983,
0.006155999,
0.055027094,
0.021217955,
0.08263835,
0.011634978,
0.033948727,
0.025629057,
0.017127914,
-0.018300487,
-0.016932487,
-0.0013112905,
0.01806318,
-0.0035386523,
-0.056199662,
-0.045088153,
-0.00102251,
0.015634283,
-0.015899507,
-0.019207833,
0.022544077,
-0.034842115,
-0.04888505,
0.032831993,
0.09648586,
0.035316728,
0.017253548,
-0.03288783,
0.015159671,
-0.049666766,
-0.009638814,
-0.008598856,
0.06326301,
-0.020240813,
-0.06488227,
-0.027332077,
-0.03302742,
-0.037271015,
0.009052529,
0.010134365,
-0.011195263,
0.025335914,
0.078115575,
0.021259833,
0.040649135,
-0.016402038,
-0.039476566,
0.021413384,
0.023828322,
0.017770037,
0.067897454,
0.07074513,
0.00029728693,
0.02093877,
0.010322815,
0.032441135,
-0.01891469,
-0.0047147134,
0.012200325,
-0.022083424,
-0.03288783,
-0.034702525,
-0.036014687,
0.022823261,
-0.012353876,
-0.025964078,
-0.060136154,
0.013582284,
-0.072196886,
-0.00920608,
-0.016094936,
0.024358772,
-0.023144322,
-0.0001599853,
-0.035567995,
-0.042715095,
0.23071735,
0.07141517,
0.06689239,
0.018467996,
0.026201382,
0.06599901,
0.041402932,
-0.03422791,
-0.0028023056,
-0.029621383,
-0.037745625,
-0.037801463,
0.007244815,
0.032804076,
-0.036796402,
0.052570276,
-0.0425755,
0.0007001402,
0.01209563,
-0.05539003,
-0.053631175,
-0.0046658562,
0.021078363,
0.026452648,
0.01482465,
0.01432212,
0.018300487,
-0.023577057,
0.016402038,
-0.03442334,
0.0034374483,
-0.01979412,
0.054273296,
-0.025978036,
0.044585623,
-0.004878734,
0.0031652444,
-0.013009957,
0.002575469,
0.007209917,
0.001978714,
-0.016960405,
0.04212881,
-0.013505508,
-0.021050446,
0.026117628,
-0.0056604478,
0.016569547,
0.06225795,
-0.06839999,
0.0491084,
-0.066389866,
0.004278489,
-0.009066489,
-0.04553485,
-0.016499752,
-0.049722604,
-0.014042936,
-0.024819424,
0.029090934,
-0.0074891006,
0.029118853,
0.009233998,
0.015606364,
-0.02232073,
0.0053568357,
-0.036210116,
0.045730278,
-0.034814198,
-0.030040158,
-0.022962853,
0.0060233865,
0.007754325,
-0.015034039,
0.025629057,
0.057176806,
-0.025489464,
0.018132977,
0.007803182,
-0.013533426,
-0.01620661,
0.0027464689,
0.01329612,
0.018132977,
0.00954808,
0.019124078,
-0.022432404,
-0.0008667779,
0.006731815,
0.029035097,
0.042687178,
0.03277616,
-0.013226324,
-0.003358928,
0.0047426317
] |
import os
import torch
from speechbrain.pretrained import EncoderClassifier
spk_model_name = "speechbrain/spkrec-xvect-voxceleb"
device = "cuda" if torch.cuda.is_available() else "cpu"
speaker_model = EncoderClassifier.from_hparams(
source=spk_model_name,
run_opts={"device": device},
savedir=os.path.join("/tmp", spk_model_name),
)
def create_speaker_embedding(waveform):
with torch.no_grad():
speaker_embeddings = speaker_model.encode_batch(torch.tensor(waveform))
speaker_embeddings = torch.nn.functional.normalize(speaker_embeddings, dim=2)
speaker_embeddings = speaker_embeddings.squeeze().cpu().numpy()
return speaker_embeddings |
[
0.02499396,
0.005897287,
-0.019330809,
-0.0062631234,
0.013865209,
-0.025111027,
-0.011838474,
-0.046827093,
-0.021028291,
0.017252857,
0.022637973,
-0.030671746,
0.037988476,
-0.049256247,
-0.0012767699,
0.018072331,
-0.014911502,
-0.049753785,
-0.05648518,
-0.024847625,
-0.014677366,
-0.013272554,
-0.073342934,
0.033159435,
-0.064328715,
0.012240894,
0.03374477,
-0.0006845718,
0.09277617,
0.040856637,
0.011794574,
-0.02250627,
0.020135649,
-0.06046548,
-0.017545525,
-0.021759965,
0.023676949,
0.0007092658,
-0.020355152,
0.018101597,
0.019521043,
-0.027759684,
0.017033355,
-0.02069172,
-0.045246676,
-0.0034919109,
0.009394685,
-0.009716622,
-0.007463068,
0.010309277,
-0.0006392996,
0.004701001,
0.02118926,
-0.037139736,
0.018964972,
-0.021145359,
-0.0070240637,
0.006387508,
-0.025784167,
-0.03225216,
0.02364768,
0.018599136,
0.0051546386,
-0.061870296,
0.01511637,
-0.019272275,
-0.049870852,
0.014326164,
-0.06462139,
-0.018599136,
-0.032222893,
-0.00032330814,
-0.021452662,
-0.03602759,
-0.021350227,
-0.044046734,
-0.03883722,
0.0092117665,
0.04387113,
-0.00047924602,
0.028301124,
0.004313214,
0.028257223,
-0.0030675402,
-0.0369056,
-0.016813852,
0.028637692,
-0.014962719,
-0.022945276,
0.013184753,
-0.008480093,
0.035442255,
-0.058709465,
0.0047595347,
0.028725494,
0.046622224,
0.0038266513,
0.062631235,
0.022403836,
0.004166879,
0.036964133,
0.08563504,
-0.03482765,
0.05704125,
-0.033364303,
0.0087727625,
0.013740825,
-0.022550171,
0.0074520926,
-0.033891108,
0.011838474,
-0.0072801495,
0.044046734,
0.0013435351,
0.0052058557,
0.038281146,
0.01950641,
0.006296049,
-0.038134813,
0.000023107728,
-0.020955123,
0.013045735,
-0.008787396,
-0.031432685,
0.034125242,
-0.031900957,
0.011699456,
0.0029687644,
0.0064899423,
-0.033276502,
0.032574095,
0.025857335,
0.0029010847,
0.03965669,
-0.0012392716,
-0.009233717,
-0.04150051,
0.04463207,
0.01357254,
-0.011450687,
0.0095849205,
0.020296616,
0.005033912,
0.06667007,
-0.022096533,
-0.00026751804,
0.001822781,
-0.07632816,
-0.024350088,
0.03529592,
0.00084874104,
0.011970175,
-0.0038961603,
0.022784306,
-0.041763913,
0.0021492904,
-0.01574561,
-0.0017258344,
-0.021569729,
0.00060591695,
-0.014282263,
0.019213742,
-0.060699616,
0.066553004,
-0.004701001,
0.017574793,
-0.008889831,
0.037344605,
0.009416635,
-0.06345071,
-0.0478807,
0.010214159,
0.009328835,
0.012818916,
0.025184195,
0.030701011,
0.010675114,
0.011589705,
0.04495401,
-0.030262008,
0.052036606,
-0.011618972,
0.030262008,
0.0550511,
-0.033656973,
-0.011267769,
-0.019286908,
0.0012465884,
0.022623338,
0.019403975,
0.025725633,
0.07351853,
0.0033913057,
0.015935844,
-0.029749837,
0.018218664,
0.0061241053,
0.014457865,
0.009519069,
-0.021584362,
-0.015935844,
0.04322726,
-0.017296758,
0.04597835,
-0.030262008,
-0.008765446,
0.00772647,
0.03737387,
-0.0064899423,
0.06760661,
0.0067899283,
0.01144337,
-0.0009392856,
-0.010587312,
0.048612375,
-0.04103224,
-0.020442951,
-0.008392293,
0.023296477,
0.01773576,
0.0182772,
-0.0029321807,
0.020164916,
0.004821727,
0.000885782,
0.027554816,
0.012767699,
0.03643733,
0.008516678,
-0.018774737,
0.03052541,
0.0034205727,
0.02335501,
0.057070516,
0.016799219,
0.034769114,
0.091371365,
0.012050659,
-0.005392432,
0.010770231,
-0.041617576,
0.010711697,
0.04826117,
0.07299173,
-0.008750813,
-0.018262565,
0.003921769,
0.011092167,
0.017750394,
0.0033766723,
-0.05148053,
0.016623618,
-0.0077118366,
0.032018024,
-0.048231903,
-0.026310971,
-0.011918958,
0.033861842,
-0.030818079,
-0.03473985,
-0.020808788,
0.0052168304,
-0.030642478,
0.0155261075,
0.030788813,
0.03769581,
-0.017662594,
0.019008873,
-0.015174904,
-0.034710582,
-0.035354454,
-0.06649447,
-0.09505899,
0.009936123,
-0.038895752,
-0.03757874,
0.009072749,
-0.017062621,
0.010177576,
-0.031140016,
-0.007587452,
0.009672721,
-0.022301402,
0.007785004,
0.03959816,
-0.0061131306,
-0.04978305,
0.056631513,
-0.012950618,
-0.00026934722,
0.016901653,
-0.0065411595,
0.0014413964,
-0.01475785,
0.030291274,
-0.035910524,
0.014531032,
0.005033912,
-0.0018840587,
0.028081622,
0.005516817,
0.0069143125,
0.004902211,
-0.020281984,
-0.04349066,
0.0049680616,
-0.005948504,
-0.006358241,
0.0021127067,
0.048524573,
-0.06251416,
0.011384836,
0.009387368,
-0.0010353177,
-0.0016517525,
0.05218294,
0.058797266,
0.01773576,
-0.040856637,
-0.013535956,
-0.052914612,
-0.020706354,
0.0071521066,
-0.04015423,
0.01612608,
0.072757594,
0.000060591694,
-0.063860446,
-0.0037790926,
-0.06151909,
-0.071118645,
-0.030379076,
-0.018891804,
0.021628262,
0.019682012,
0.0025718317,
-0.064328715,
0.032369226,
0.002165753,
0.01439933,
0.0109970495,
-0.0184089,
-0.023076976,
0.017925996,
-0.01612608,
-0.0043607727,
-0.000511714,
-0.02335501,
-0.031140016,
-0.008699596,
0.020779522,
0.014582248,
0.026413405,
0.0031205865,
0.014611516,
0.014655416,
-0.024774458,
0.01137752,
0.04720756,
-0.008472777,
0.02963277,
0.01798453,
0.023808649,
0.012218944,
-0.0093581015,
-0.03339357,
0.02524273,
0.03263263,
0.039510358,
-0.052914612,
0.022740407,
0.002976081,
-0.047646564,
0.024789091,
-0.011318986,
-0.004653442,
0.052534144,
0.009299568,
0.031374153,
-0.034505714,
-0.009123966,
0.018979605,
0.0028516967,
0.024628123,
0.029969338,
0.022096533,
-0.034944717,
-0.054729164,
0.02456959,
-0.023384279,
0.021598997,
0.0076240357,
-0.033627704,
-0.01180189,
-0.035061784,
-0.050514724,
0.000998734,
-0.009592237,
0.01641875,
-0.00021538633,
0.058650933,
-0.006387508,
0.013455472,
0.03233996,
-0.01865767,
-0.014618833,
-0.047383163,
0.019213742,
0.016828487,
0.027540183,
-0.0057985107,
-0.008494727,
-0.03453498,
0.022520903,
-0.02047222,
0.025403697,
-0.046241753,
-0.015233438,
-0.0024273263,
0.056719314,
-0.007638669,
-0.0059667956,
-0.026545107,
0.03368624,
0.042202916,
-0.060933754,
-0.016579717,
-0.01612608,
0.0069618714,
-0.0034169143,
-0.050163522,
-0.01908204,
-0.041061506,
-0.01612608,
-0.0256671,
0.021203892,
0.017326023,
-0.0071411314,
0.018964972,
-0.03453498,
-0.006409458,
0.02140876,
0.015935844,
-0.004653442,
0.03737387,
0.016945554,
0.00439004,
0.023267211,
0.017296758,
-0.033042368,
0.021833131,
-0.023823282,
0.05753879,
-0.045919817,
0.0022425787,
-0.0024584222,
0.0042180964,
-0.028154789,
0.0049168444,
0.022359936,
-0.04226145,
-0.024789091,
-0.003943719,
-0.036290996,
-0.05753879,
0.02271114,
0.014699317,
-0.007945972,
0.0082532745,
0.01984298,
0.027115813,
0.018379632,
0.0054070656,
-0.018964972,
-0.011494587,
-0.021086825,
0.012972567,
-0.017062621,
-0.053441416,
-0.0025114685,
-0.010667796,
0.017955262,
-0.017457725,
-0.028008454,
-0.038076278,
-0.03128635,
-0.026896311,
-0.013287188,
-0.061402023,
0.014377381,
0.03623246,
0.0105434125,
0.01325792,
-0.023442812,
-0.05092446,
-0.043168724,
-0.027510917,
0.005780219,
0.033130165,
0.02060392,
0.06151909,
-0.0033565513,
-0.0036217829,
0.053441416,
-0.004682709,
-0.01659435,
-0.030642478,
-0.0073240497,
0.02765725,
-0.024437888,
-0.008245958,
0.015687076,
-0.033217967,
0.01630168,
-0.009087383,
-0.02174533,
-0.028842561,
-0.02651584,
-0.027745051,
0.03997863,
-0.015965112,
-0.053178016,
-0.014523715,
0.0020102724,
-0.021350227,
0.040095698,
0.042056583,
-0.026501207,
-0.051568333,
-0.016316315,
0.059763074,
-0.03260336,
-0.0040205447,
-0.03052541,
-0.023984252,
-0.015335873,
0.023486713,
0.02047222,
-0.044251602,
-0.00094477314,
-0.029149864,
0.020018581,
-0.05311948,
-0.026530474,
-0.0031754621,
0.014070078,
-0.040388364,
0.016477283,
0.017047988,
-0.030115673,
0.014231046,
-0.011684823,
0.038690884,
0.050426923,
0.0068448037,
-0.03149122,
0.027730418,
-0.002226116,
0.02051612,
0.013089635,
-0.035705656,
0.06497259,
-0.041822445,
0.019652745,
-0.028154789,
-0.034271576,
0.0053156065,
-0.009380052,
0.04606615,
-0.03702267,
0.028871829,
-0.005158297,
-0.020735621,
0.019535678,
-0.0030510777,
-0.01744309,
-0.011055583,
-0.05619251,
-0.05162687,
0.015189538,
-0.020823423,
-0.04150051,
0.024818359,
0.019052772,
0.0055863257,
-0.016052913,
0.04542228,
0.03623246,
0.022286769,
0.012965251,
-0.029793737,
0.0068045617,
-0.0016032791,
0.014970035,
0.012884767,
0.004810752,
-0.0115165375,
0.020457586,
-0.041910246,
-0.06046548,
-0.02246237,
0.03634953,
0.035061784,
-0.028579159,
0.057977792,
0.02752555,
-0.01878937,
-0.041939512,
0.021306327,
-0.0002133285,
-0.02317941,
-0.00810694,
0.018423533,
0.03462278,
0.023106243,
-0.037549473,
-0.04015423,
0.0030510777,
0.04609542,
-0.0075728185,
-0.026486574,
0.026793877,
0.008326442,
-0.016491916,
-0.06251416,
-0.023633048,
-0.016287047,
-0.03532519,
-0.043461394,
0.06514819,
-0.000018263252,
-0.043051656,
0.005992404,
0.012299428,
-0.018365,
0.005930212,
0.018511334,
0.016945554,
-0.0405347,
0.04129564,
0.030349808,
-0.045158874,
0.02533053,
-0.019140573,
0.005659493,
0.042115115,
-0.024335453,
0.04378333,
-0.012299428,
0.013960326,
-0.0048948945,
-0.0004614115,
0.015570008,
0.018994238,
-0.015965112,
0.024628123,
-0.0550511,
-0.046534423,
-0.005458283,
0.016916286,
-0.022916008,
0.043958932,
-0.04530521,
0.032778963,
-0.0046790508,
0.020281984,
-0.03602759,
-0.048758708,
0.012775016,
-0.054231625,
0.010565363,
-0.013265237,
-0.003951036,
0.011604339,
0.011436054,
0.005070496,
-0.056514446,
0.0081727905,
-0.0020212475,
-0.00810694,
0.00777037,
-0.028740127,
-0.00007030923,
-0.023998884,
-0.019330809,
0.0044595487,
-0.04226145,
-0.0012502468,
0.03623246,
0.0020285642,
0.01874547,
-0.0043205307,
0.01283355,
-0.008033773,
0.007989872,
-0.044485737,
-0.00772647,
-0.01684312,
0.0047997767,
0.0019499094,
0.026486574,
0.014882235,
-0.05677785,
-0.011421421,
0.016667517,
-0.01292135,
0.002734629,
0.000596771,
0.057011984,
-0.006896021,
-0.014457865,
-0.005198539,
0.011070217,
-0.064445786,
-0.0047851433,
-0.010067824,
0.018774737,
-0.027467016,
0.040212765,
0.07106011,
0.05847533,
0.0038047011,
0.054026756,
0.0011688481,
0.03377404,
-0.0018932046,
0.023691582,
-0.0051070796,
-0.010982417,
-0.008516678,
-0.038222615,
0.022257501,
0.043432128,
-0.02909133,
-0.007953289,
0.02170143,
0.008860564,
-0.0005908262,
-0.0068448037,
0.03339357,
0.03289603,
0.028857196,
-0.030496143,
-0.0031388784,
-0.0036144662,
-0.04758803,
-0.015145637,
-0.08592771,
-0.05066106,
0.047675833,
-0.031608287,
0.03482765,
-0.0007417338,
-0.013111586,
0.010521462,
0.040856637,
0.007821588,
0.012050659,
0.034798384,
0.034769114,
0.005074154,
0.0012566489,
-0.02394035,
-0.008436193,
0.027452381,
-0.093537115,
-0.032486293,
0.015277338,
0.04627102,
0.010433661,
-0.016067546,
-0.06977236,
-0.011472638,
0.036378797,
0.012694532,
-0.07006504,
0.0515098,
-0.03108148,
0.01955031,
0.013960326,
-0.023706215,
-0.019638112,
0.019916147,
-0.0043680896,
0.010697064,
-0.026662175,
0.048319705,
0.007335025,
-0.0407981,
-0.00586802,
0.022652606,
0.03023274,
0.0031388784,
0.01984298,
0.0041961465,
0.05285608,
0.03140342,
-0.0018804003,
-0.000013040076,
0.041617576,
0.036876336,
-0.0050265957,
-0.006039963,
0.074923344,
0.015613908,
0.00053274963,
0.025901236,
-0.021540461,
0.004221755,
0.034271576,
0.012950618,
-0.0039876197,
-0.014179829,
-0.0099580735,
0.0070496723,
-0.0018822296,
0.0036126368,
0.022111166,
-0.054436494,
-0.020018581,
0.050426923,
0.022477005,
0.025184195,
0.03892502,
-0.008655695,
0.052534144,
0.016740685,
0.035705656,
-0.0013901793,
-0.035500787,
-0.00996539,
0.0075728185,
0.025857335,
-0.0017148593,
-0.027510917,
-0.026867043,
-0.01059463,
-0.06467992,
0.030466877,
-0.024174485,
-0.05294388,
0.01798453,
0.0038559183,
-0.0053851153,
-0.029779103,
0.0076606194,
-0.038193345,
0.010850715,
0.017399192,
-0.018291833,
-0.055490103,
0.03702267,
-0.021935565,
-0.010433661,
0.036408063,
0.060992286,
0.009189816,
0.052329276,
0.025008593,
0.028037721,
-0.014443231,
0.0369056,
-0.01684312,
-0.018013796,
-0.019433243,
0.0005629311,
-0.021423394,
-0.041412707,
-0.06725541,
0.012321378,
-0.0034717899,
0.023706215,
-0.021350227,
0.02322331,
-0.011304352,
-0.05265121,
0.0069838217,
0.08867881,
0.025271995,
0.030027872,
-0.03959816,
0.024906158,
-0.041061506,
-0.04100297,
-0.01135557,
0.04272972,
-0.013082319,
-0.052739013,
-0.039451823,
-0.053441416,
-0.03374477,
0.019213742,
-0.0052314643,
-0.018350367,
0.024789091,
0.03626173,
0.056894917,
0.024306187,
-0.026398772,
-0.01773576,
0.028257223,
0.01883327,
-0.014413964,
0.08083527,
0.0037681174,
0.003321797,
0.0369056,
0.0015612079,
0.022169702,
-0.025491498,
-0.008406926,
0.007887438,
0.034798384,
-0.055460837,
-0.043344326,
0.013184753,
0.03052541,
-0.010653163,
-0.012240894,
-0.04673929,
0.029252298,
-0.07422094,
0.030993681,
0.016140712,
0.0060216715,
-0.008999581,
-0.011838474,
-0.029735202,
-0.043988198,
0.25544178,
0.038017746,
0.05560717,
0.026632909,
0.01697482,
0.016696785,
0.061753225,
-0.047968503,
0.006328974,
-0.030349808,
-0.025198828,
0.0184089,
-0.009519069,
-0.044017464,
-0.021116091,
0.03254483,
-0.038895752,
0.0123286955,
0.0060180128,
-0.043549195,
-0.04217365,
0.039803028,
0.0018913755,
0.050719593,
0.010916566,
-0.0035888576,
0.010287327,
-0.0054436494,
-0.020077115,
-0.06906996,
0.01865767,
-0.056221776,
0.0405347,
-0.0117433565,
0.011787257,
0.026837777,
0.007035039,
-0.028169421,
-0.016023645,
-0.030496143,
0.00678627,
-0.014318846,
0.05247561,
-0.01104095,
-0.03005714,
0.033276502,
-0.005589984,
0.032457028,
0.05952894,
-0.072172254,
0.030203475,
-0.055929106,
0.025623199,
-0.043373592,
-0.04360773,
-0.025915869,
-0.053880423,
-0.051597603,
0.00736795,
0.012226261,
0.022623338,
0.023545247,
0.0017733931,
0.03462278,
-0.025740266,
-0.00032285086,
-0.032983832,
0.033627704,
-0.0032120459,
-0.014889551,
-0.027071912,
-0.013009151,
0.007316733,
0.011209235,
0.044280868,
0.037929945,
-0.023340378,
0.031227816,
0.02360378,
0.02642804,
0.0043863812,
0.008224008,
-0.0024620807,
0.012767699,
0.03263263,
0.03673,
-0.0368178,
0.0025498813,
-0.027057279,
0.058504596,
0.027876753,
-0.007294783,
-0.011070217,
0.009270301,
0.015716342
] |
It's important to note that the speechbrain/spkrec-xvect-voxceleb model was trained on English speech from the VoxCeleb
dataset, whereas the training examples in this guide are in Dutch. While we believe that this model will still generate
reasonable speaker embeddings for our Dutch dataset, this assumption may not hold true in all cases.
For optimal results, we recommend training an X-vector model on the target speech first. This will ensure that the model
is better able to capture the unique voice characteristics present in the Dutch language.
Processing the dataset
Finally, let's process the data into the format the model expects. Create a prepare_dataset function that takes in a
single example and uses the SpeechT5Processor object to tokenize the input text and load the target audio into a log-mel spectrogram.
It should also add the speaker embeddings as an additional input. |
[
0.0047567,
0.0029834302,
-0.010345822,
-0.015431294,
0.026357714,
-0.03192585,
-0.02043982,
-0.013955318,
-0.000099790144,
0.045888163,
0.029183753,
-0.033604685,
0.018774975,
0.022230577,
-0.032457482,
0.03612294,
-0.018509159,
-0.021684956,
-0.022636296,
0.0048931055,
-0.03525554,
0.017963538,
-0.056017138,
-0.0038858042,
-0.063404016,
0.03525554,
0.019278625,
0.02852621,
0.077282384,
0.024427053,
0.011374109,
-0.008478118,
-0.013710489,
-0.07795392,
0.006131246,
0.0018239846,
0.04040397,
-0.07370087,
-0.019166702,
-0.046811525,
0.015823023,
0.029183753,
0.018509159,
-0.051176496,
-0.037242163,
0.027672801,
-0.0126472255,
-0.005414244,
0.008338215,
0.00094784243,
-0.02002011,
-0.03813754,
0.007974467,
-0.03858523,
0.020481791,
-0.02999519,
-0.042670395,
0.021265248,
-0.035423424,
0.0069077075,
0.003738906,
0.043565776,
0.01566913,
-0.045300573,
0.006124251,
0.022216586,
0.007484807,
-0.04849036,
-0.012913042,
-0.036318805,
-0.022188606,
0.024287151,
-0.028596161,
-0.031506144,
-0.028708084,
0.019348577,
0.02672146,
-0.02946356,
0.017250033,
0.021559043,
0.017935557,
0.054785993,
-0.025812093,
0.023643596,
-0.024538975,
-0.034136318,
-0.009688279,
-0.046503738,
0.023251869,
0.0018589604,
0.0135356095,
0.020327898,
0.0005403751,
0.00761072,
0.04183098,
0.038221482,
-0.017459886,
0.0104857255,
0.033101037,
-0.01711013,
0.047790844,
0.092951514,
-0.000012159533,
0.04913391,
0.0026564072,
0.04085166,
0.033996414,
0.02898789,
-0.038333405,
-0.034416124,
0.029435579,
-0.022664277,
0.052995235,
0.020229965,
0.03936869,
0.07745027,
0.012878066,
0.001640362,
-0.055429544,
-0.010849473,
0.014773751,
0.051176496,
0.010499716,
-0.031478163,
-0.011807809,
-0.029351637,
0.0013212084,
0.04426529,
-0.010247891,
-0.034556028,
-0.0007847681,
-0.0045223627,
0.0070091374,
-0.018257333,
-0.008785904,
-0.013381716,
-0.04104752,
0.014207143,
0.055149738,
-0.04809863,
0.032541424,
-0.010870459,
-0.02473484,
0.053331003,
0.023237878,
0.04955362,
-0.01669042,
0.00080094434,
0.01257028,
-0.0051134527,
-0.032457482,
0.025350412,
-0.032989115,
-0.030107113,
0.017431905,
-0.025546277,
-0.004536353,
-0.00642854,
-0.020859528,
0.001796004,
-0.0014226381,
-0.035955057,
-0.044936825,
0.03671053,
-0.0035710225,
0.029211733,
0.00096970226,
-0.052967254,
0.021265248,
-0.011548988,
0.030554803,
0.014577886,
0.0033069558,
-0.0005185153,
0.038445327,
-0.0057605035,
0.030722685,
-0.03808158,
0.013353736,
0.0034276221,
0.0014340051,
-0.014319066,
0.0061697196,
-0.0047042365,
-0.02999519,
0.028232414,
-0.006792288,
-0.014997595,
-0.036346786,
-0.016732391,
0.037717834,
0.04798671,
-0.0343042,
-0.008506099,
-0.03374459,
0.021964762,
-0.010135968,
0.04902199,
-0.036794472,
-0.06793687,
-0.011730862,
0.019810256,
-0.021712936,
0.014997595,
-0.013297775,
0.027406987,
0.033716608,
0.06849648,
-0.019264635,
-0.008527084,
0.039144844,
-0.0067782975,
-0.020467801,
0.012241507,
0.028400296,
-0.022118654,
0.010688584,
-0.014144187,
-0.005026013,
-0.0046307873,
0.034052376,
0.023629606,
0.04899401,
-0.00302715,
0.015039566,
-0.0062641543,
0.02094347,
0.04085166,
-0.0012967254,
0.06844052,
0.000292266,
0.030079132,
0.011451055,
0.04703537,
-0.014410003,
0.04191492,
0.050616883,
0.009653303,
-0.007869541,
0.004305513,
-0.0016176278,
0.0134096965,
0.018411227,
-0.0103598125,
-0.018760985,
0.010310846,
0.02855419,
0.051064573,
-0.0400682,
0.06446727,
-0.041998863,
0.06508285,
0.015473265,
0.021698946,
-0.02763083,
-0.05853539,
-0.010576663,
0.01951646,
-0.054758012,
-0.017236043,
0.012115595,
0.037829757,
0.0029746862,
-0.024147248,
-0.01762777,
0.02568618,
0.020789577,
0.01620076,
-0.031757966,
-0.03463997,
-0.06480304,
-0.027672801,
-0.060549993,
-0.009030735,
-0.024119267,
-0.0011524505,
-0.0014191405,
-0.008128361,
-0.010611638,
0.00056485814,
-0.011507017,
0.02188082,
0.0019463997,
0.014577886,
0.00882088,
-0.011381105,
-0.037354086,
0.025098588,
-0.022006733,
0.067377254,
-0.022706248,
-0.014955624,
-0.019278625,
-0.053470902,
0.030470861,
0.0078065842,
0.01189175,
0.00024242557,
0.02470686,
0.006669873,
-0.038837057,
0.029687405,
0.016816333,
0.01045075,
-0.06463516,
0.015095527,
0.001115726,
-0.018383246,
0.012472347,
0.04141127,
-0.02909981,
0.026385695,
0.03749399,
0.011024352,
-0.037633892,
0.028232414,
0.01906877,
0.024147248,
-0.037354086,
-0.007918507,
-0.036346786,
-0.032037772,
-0.04004022,
-0.057751935,
-0.0015188213,
0.044405192,
0.0078065842,
-0.07146242,
0.027546888,
-0.08522887,
-0.07515586,
-0.0053407946,
0.0026441657,
0.010590653,
0.021111354,
0.0026091898,
-0.061277486,
0.028400296,
-0.0399283,
0.04566432,
0.017445896,
-0.032065753,
-0.031674027,
0.04104752,
-0.020817557,
-0.018341275,
-0.023223888,
-0.019250644,
-0.015235431,
0.020495782,
0.02332182,
0.028680103,
0.041970883,
0.025728151,
0.018145412,
0.014829712,
-0.04991737,
0.00012930093,
0.06441131,
0.015277402,
0.026119879,
-0.027239103,
0.035787173,
0.016494557,
-0.017068159,
-0.06642592,
-0.013864381,
0.01566913,
0.032681327,
-0.051232457,
0.061053645,
0.0133257555,
0.035451405,
0.02858217,
-0.009191623,
0.012591264,
0.058759235,
0.0036619594,
0.064914964,
-0.033017095,
-0.009660298,
-0.015892973,
-0.01428409,
0.057863858,
0.019558432,
0.04991737,
-0.0040641804,
-0.04149521,
-0.012542299,
-0.011730862,
0.0017636515,
-0.018285314,
-0.036570627,
-0.01117125,
-0.044209328,
-0.03671053,
0.00041883442,
0.005309317,
0.012283478,
-0.014717789,
0.028903948,
-0.017991519,
0.013885367,
0.05128842,
0.02472085,
0.002362611,
-0.030834608,
0.048378438,
0.027183142,
-0.0021352686,
-0.035367463,
-0.01617278,
-0.01663446,
-0.0025304945,
-0.013990294,
0.019432519,
-0.020174004,
0.006085778,
-0.049329776,
-0.0054911906,
0.005337297,
-0.0034136318,
-0.0066244043,
0.027952608,
0.030079132,
-0.017907577,
0.026679492,
-0.019348577,
0.023209898,
0.025000656,
-0.037857737,
-0.06547458,
-0.038893018,
-0.012899051,
-0.041131463,
-0.0006894592,
0.06373978,
-0.021978753,
0.030554803,
-0.07616316,
-0.00011356184,
0.0031040965,
-0.002591702,
-0.028764045,
0.006879727,
0.013339746,
0.019866217,
0.004494382,
-0.006494994,
-0.03195383,
0.006781795,
-0.020090062,
0.035451405,
-0.02279019,
0.03897696,
0.051484283,
-0.016074847,
-0.038389366,
0.026777422,
0.0124793425,
-0.008275259,
-0.002451799,
-0.016480567,
-0.0046028066,
-0.030051151,
0.014396013,
0.0027001267,
0.021810869,
0.02901587,
0.02526647,
0.008443142,
0.022216586,
0.00047173523,
-0.020062082,
-0.0018134919,
-0.027756743,
0.0042005857,
-0.051624186,
-0.0051624184,
0.028204434,
-0.020062082,
0.028736064,
0.0057185325,
-0.037885718,
-0.025868054,
-0.04809863,
-0.028120492,
-0.015599178,
-0.05791982,
0.040124163,
-0.025938006,
-0.006970664,
-0.007117562,
-0.04138329,
0.021293228,
-0.021796878,
-0.010898439,
-0.035983037,
0.037018318,
-0.005305819,
0.025882045,
-0.0035745201,
-0.028484238,
0.023587637,
0.0044559087,
-0.0012993485,
-0.016256722,
-0.001282735,
0.01803349,
-0.04840642,
-0.019152712,
-0.00020296856,
-0.015445285,
0.018355265,
-0.04611201,
-0.026035937,
0.01808945,
-0.043621738,
-0.00415162,
0.053498883,
-0.026245791,
-0.04328597,
0.02858217,
0.044209328,
-0.03318498,
0.006362086,
0.01761378,
-0.045440476,
-0.018481178,
-0.0072119967,
0.022230577,
-0.010156954,
-0.041719057,
0.0010685087,
-0.015137498,
-0.011325143,
0.031674027,
0.010527696,
-0.064579196,
0.04566432,
-0.03189787,
-0.001320334,
-0.038361385,
-0.034472086,
0.040711757,
0.012822105,
-0.0024168233,
0.011702881,
0.018173393,
-0.0010938661,
0.028190443,
-0.04653172,
0.012465352,
0.017907577,
-0.030974511,
-0.028302364,
-0.019642374,
0.018844927,
0.010842478,
0.015109518,
-0.036962356,
-0.0049001006,
-0.050169196,
0.029687405,
-0.011514012,
-0.010961396,
-0.037326105,
-0.042474534,
0.07291741,
-0.0023835963,
-0.021349188,
0.0095134,
-0.004567831,
0.0088348705,
-0.03338084,
-0.024608927,
-0.056912515,
-0.014340051,
-0.027295064,
0.031030472,
-0.011304158,
-0.024483014,
-0.010170944,
0.04188694,
0.04625191,
-0.028218424,
0.04082368,
0.04429327,
0.031198356,
0.011451055,
-0.037242163,
0.0013509378,
0.015011585,
-0.026245791,
-0.010618634,
-0.01857911,
-0.0142980805,
0.00013334499,
-0.005889914,
-0.044908844,
-0.041775018,
-0.015095527,
0.058871157,
-0.021181306,
0.005316312,
0.009177633,
-0.05128842,
-0.034807853,
0.014815722,
0.006061295,
0.043425873,
-0.0060333144,
0.011828793,
0.034444105,
0.031086434,
-0.0458322,
-0.018257333,
0.005830455,
0.047483057,
-0.02764482,
-0.032513443,
0.031618066,
0.040683776,
-0.042698376,
-0.011786823,
0.017683731,
-0.024455033,
0.025798103,
-0.051624186,
0.0020618197,
0.011038342,
-0.066929564,
0.01117125,
-0.0072399774,
-0.014305076,
0.005165916,
0.013689503,
0.0058794213,
-0.029575482,
0.08858654,
0.041159444,
-0.03668255,
0.018439207,
-0.028288374,
0.009394483,
-0.011947711,
-0.020369869,
0.040124163,
-0.041019544,
0.018914878,
-0.009534385,
-0.009569361,
0.011395095,
0.02280418,
0.0052113845,
0.0024727844,
-0.045412496,
-0.04767892,
-0.0076876665,
0.030219035,
-0.004546846,
0.028931929,
0.015823023,
-0.013640537,
0.02763083,
0.014717789,
-0.009093692,
-0.051652167,
0.0045398506,
-0.03200979,
-0.012815109,
-0.007974467,
-0.033045076,
0.027043238,
0.013906352,
0.032653347,
-0.032457482,
-0.026021946,
0.013276789,
-0.017250033,
0.0045398506,
-0.047455076,
0.013626547,
-0.016508548,
-0.05098063,
-0.038221482,
-0.018173393,
0.0063655837,
0.012899051,
-0.012675206,
-0.0025951995,
0.016452586,
0.067377254,
-0.019894198,
0.008268264,
-0.0628444,
-0.019208673,
0.037745815,
0.0029537007,
0.005774494,
0.022160625,
0.0031618064,
-0.054450225,
-0.008841866,
-0.0013955318,
-0.005078477,
-0.013332751,
0.009415468,
0.024580946,
-0.043537796,
0.029379617,
0.02000612,
0.01190574,
-0.043034144,
-0.012465352,
0.0155292265,
0.017026188,
0.008429152,
0.010087002,
0.034080356,
0.03948061,
0.000211166,
0.054785993,
-0.0027018755,
0.006148734,
0.0027088707,
0.017501857,
0.0037424036,
0.033548724,
-0.015473265,
-0.007981462,
0.03136624,
0.029883267,
-0.039172824,
0.004567831,
-0.013479648,
-0.032205656,
-0.027700782,
0.02521051,
-0.027854675,
0.08276658,
0.013486643,
-0.023713548,
-0.0141721675,
-0.046307873,
-0.03676649,
-0.030219035,
-0.07370087,
-0.025182528,
0.038921,
-0.027295064,
0.007792594,
-0.026665501,
-0.040739737,
-0.0010807503,
0.039900318,
0.004207581,
-0.017725702,
0.041243386,
-0.028470248,
0.017278014,
-0.0051519256,
-0.0066733705,
0.032877192,
0.02949154,
0.000575788,
-0.0052533555,
0.019670354,
0.020257946,
0.032653347,
-0.020146023,
-0.04409741,
-0.03522756,
0.0066313995,
-0.0036304812,
-0.021601014,
0.007323919,
0.013262799,
-0.010156954,
-0.031226337,
0.012605255,
-0.013864381,
0.021964762,
0.011262187,
0.023111966,
-0.004434923,
0.029743366,
0.01996415,
-0.01026188,
-0.0061802124,
0.0429502,
0.005774494,
-0.0028242907,
-0.013311765,
0.015347352,
0.027938617,
0.05528964,
-0.008604031,
0.017963538,
0.040963583,
0.053079177,
0.024119267,
0.015249421,
0.0015677874,
-0.03424824,
0.018173393,
0.0014593626,
-0.015809033,
-0.029127792,
0.040515892,
0.0025584751,
0.003296463,
0.008673983,
0.014899664,
-0.021041403,
-0.009065711,
0.021908801,
0.0014340051,
-0.06592227,
-0.0008332969,
-0.0523237,
0.034108337,
0.039872337,
0.03466795,
0.008632012,
0.038921,
0.014591876,
0.0011848031,
0.03195383,
-0.0040292046,
0.05279937,
-0.061669216,
0.03338084,
-0.0051239454,
-0.023391772,
-0.035003714,
-0.029883267,
-0.05573733,
0.0061697196,
0.0006492371,
0.020803567,
0.007876536,
-0.06138941,
0.034472086,
-0.042698376,
0.03326892,
-0.04812661,
-0.007337909,
0.0025724652,
0.024441043,
-0.033464782,
0.066258036,
-0.020327898,
-0.008002448,
-0.020104052,
0.053331003,
0.04423731,
0.037997637,
0.06228479,
0.0071140644,
-0.025084598,
0.034388144,
-0.009457439,
-0.010436759,
-0.041131463,
-0.004574826,
0.042726357,
0.012388405,
-0.029911248,
-0.002353867,
0.035031695,
0.008380186,
0.0003950072,
-0.004690246,
0.0013762952,
-0.0046867486,
-0.0124793425,
0.0676011,
-0.013444672,
0.009275565,
-0.05791982,
0.02043982,
-0.02904385,
0.015459275,
-0.050812747,
0.029435579,
-0.0011463297,
-0.047483057,
0.026889345,
-0.06390766,
0.005368775,
0.043425873,
0.006764307,
-0.049273815,
-0.036962356,
-0.017068159,
0.077786036,
0.017054169,
-0.037410047,
-0.012073624,
0.039228786,
-0.0023153936,
0.0033769072,
0.035339482,
0.026273772,
0.017431905,
0.03002317,
0.04426529,
0.02183885,
-0.022944082,
0.005505181,
0.035815153,
-0.018774975,
-0.039760415,
-0.08746732,
-0.027434967,
0.027994579,
0.005977353,
0.004557338,
-0.023937393,
-0.02287413,
-0.08416561,
-0.009254579,
-0.01308792,
0.03338084,
-0.05386263,
0.038641192,
-0.047147293,
-0.06273248,
0.22910506,
0.037773795,
0.06351593,
0.006456521,
0.028512219,
0.027183142,
0.033045076,
-0.059318848,
-0.017305994,
-0.04143925,
-0.0371862,
-0.0484344,
0.010170944,
0.02521051,
0.005732523,
0.017012198,
-0.009919118,
-0.010884449,
0.060270187,
-0.054925896,
-0.024119267,
0.023587637,
0.024329122,
0.042110786,
0.023615617,
0.015263411,
0.047371134,
-0.034388144,
0.024888733,
-0.031114414,
0.0051624184,
-0.052099854,
0.05173611,
-0.010135968,
-0.025951995,
-0.0025304945,
-0.039844356,
-0.062508635,
0.013892362,
0.030974511,
0.032569405,
0.017292004,
0.01564115,
0.017026188,
-0.029183753,
0.032177676,
0.002885498,
0.03489179,
0.034500066,
-0.064131506,
0.029799327,
-0.018103441,
0.014815722,
-0.0390609,
-0.07588336,
-0.0029064836,
0.010429764,
-0.021908801,
-0.04812661,
0.04524461,
0.012227517,
0.03612294,
0.035507366,
-0.011325143,
-0.008527084,
-0.002198225,
-0.01853714,
0.03525554,
-0.028638132,
0.026973287,
0.036039,
0.0038858042,
-0.014941634,
-0.01119923,
-0.014095222,
0.037354086,
-0.013234818,
0.034024395,
0.029687405,
-0.020663664,
0.00654396,
-0.008478118,
-0.002196476,
-0.014647838,
0.00068115245,
0.03131028,
-0.07123858,
0.0014549906,
-0.008925808,
-0.0009041228,
0.0067852926,
0.025336422,
0.06049403,
0.018299304,
0.00810038
] | from collections import defaultdict
speaker_counts = defaultdict(int)
for speaker_id in dataset["speaker_id"]:
speaker_counts[speaker_id] += 1
By plotting a histogram you can get a sense of how much data there is for each speaker.
import matplotlib.pyplot as plt
plt.figure()
plt.hist(speaker_counts.values(), bins=20)
plt.ylabel("Speakers")
plt.xlabel("Examples")
plt.show() |
[
-0.0032297897,
0.026726378,
0.022102827,
-0.029291885,
0.009789805,
-0.059598695,
-0.0318292,
-0.016591217,
-0.024907969,
0.013750834,
0.015125213,
-0.032054737,
0.059091233,
-0.011826704,
-0.031660046,
0.03915922,
-0.050041478,
-0.07611943,
-0.047504164,
-0.041358225,
-0.013031929,
-0.004817373,
-0.07566836,
-0.04412108,
-0.04637647,
-0.0042500016,
-0.009529025,
0.03419736,
0.08130683,
-0.0010774776,
-0.0070269513,
-0.01716916,
-0.0078304345,
-0.04296519,
0.007767001,
-0.010480518,
0.052578792,
-0.031970162,
-0.037326712,
0.0049935756,
-0.00440506,
0.0038694046,
0.04767332,
-0.011009125,
-0.062417936,
-0.0054975147,
0.015562195,
0.009930766,
-0.010191546,
-0.0018272188,
0.010205642,
-0.009507881,
0.045248773,
0.0005964451,
0.0414428,
-0.034253743,
-0.03986403,
-0.0023417298,
-0.040456068,
-0.004186569,
-0.0054904665,
0.04000499,
0.011185328,
-0.06946603,
0.017112777,
0.02010117,
-0.04285242,
-0.010276123,
-0.067887254,
-0.022779444,
-0.057230536,
0.029855732,
-0.0034394707,
-0.026077954,
-0.029602,
-0.025965184,
-0.021553077,
-0.022116924,
0.02712107,
0.03834164,
0.026740475,
0.036734674,
0.030363197,
0.007929107,
-0.0016844948,
-0.035127707,
0.029291885,
-0.0044015357,
0.034028206,
-0.017535662,
-0.02472472,
0.032590393,
-0.04651743,
0.002354064,
0.0051768264,
0.015111117,
-0.016774468,
0.036311787,
0.032815933,
0.027882267,
0.06969157,
0.09833503,
-0.025415432,
0.035353247,
-0.0016069658,
0.03016585,
0.029207308,
0.0007290374,
-0.036593713,
0.007019903,
0.039046448,
-0.010262027,
0.044910464,
-0.03476121,
-0.01716916,
0.035409633,
0.018860703,
0.050577134,
-0.029545616,
0.0098320935,
-0.012461033,
0.016760372,
-0.00090303726,
-0.0743715,
-0.012094532,
-0.048096202,
0.0028174762,
0.011382674,
-0.0050640567,
-0.02912273,
0.031772815,
0.0207214,
0.042063035,
0.0418093,
0.0038870247,
0.001258966,
-0.03704479,
0.03208293,
0.0162811,
-0.0177612,
0.004620027,
-0.006621686,
-0.058752924,
0.0691841,
0.0108047305,
-0.01221435,
0.01473052,
-0.01917082,
-0.013306804,
0.017211448,
-0.039948605,
0.00010335371,
-0.014660039,
0.0053600767,
-0.029038154,
-0.011883089,
0.016238812,
-0.006540633,
-0.030729696,
-0.006420815,
0.007851578,
-0.025006643,
-0.05573634,
0.052578792,
0.0038729284,
0.01757795,
-0.022553906,
0.022892214,
0.0042605735,
-0.047645126,
0.0015787734,
-0.005434082,
0.009049755,
-0.0024192587,
-0.01824047,
-0.005825251,
0.0188748,
-0.018973473,
0.026077954,
-0.016351582,
0.023921236,
-0.01657712,
0.035888903,
0.0026271776,
-0.021722231,
-0.01976286,
-0.0043345788,
0.03524048,
0.0036473894,
0.03504313,
0.046912123,
0.058752924,
-0.018296856,
0.01073425,
-0.020608632,
0.009578362,
-0.013715594,
0.0123976,
-0.01568906,
-0.025344951,
-0.011333338,
0.006988187,
-0.016633505,
0.007618991,
0.011375627,
0.0038799767,
0.01195357,
0.035917096,
-0.04367,
0.043500844,
-0.014603654,
0.026063858,
-0.015111117,
0.035973478,
0.033238817,
-0.044543963,
-0.0029126254,
-0.01520979,
0.04262688,
0.027374802,
0.020975132,
0.00033940986,
0.04307796,
0.036593713,
0.00414428,
0.0038200677,
0.005525707,
0.06151578,
0.024048101,
0.030955236,
0.023737986,
0.022525713,
0.008887649,
0.046235505,
0.018127702,
0.05644115,
0.053537335,
0.027022399,
0.009662939,
0.01343367,
-0.013884748,
0.023991717,
0.05097183,
0.051563866,
-0.015999177,
0.01236236,
0.044713117,
0.012700669,
-0.020566342,
-0.009747516,
-0.0610647,
0.020524055,
-0.0022800588,
0.014843289,
-0.03374628,
-0.053199027,
-0.008915841,
0.045756236,
-0.039441142,
-0.024851585,
0.004348675,
0.009388063,
-0.021214768,
0.019565513,
0.0005960046,
0.034140974,
-0.00429229,
0.012813438,
-0.027205648,
-0.00370025,
-0.039920412,
-0.061233856,
-0.068000026,
0.012862775,
-0.016689891,
-0.052635178,
-0.025584586,
-0.04944944,
0.006706263,
-0.04956221,
0.001994611,
0.01905805,
-0.031547274,
0.0136451125,
0.049280286,
-0.011749175,
-0.020087073,
0.0057336255,
0.008922889,
0.04118907,
0.010128113,
-0.03089885,
0.008211032,
-0.036029864,
0.023921236,
-0.021849096,
-0.0064842477,
0.029771155,
-0.007872723,
0.021031518,
-0.036593713,
0.0074780295,
0.000701726,
-0.0062516606,
-0.05207133,
0.018860703,
0.020636823,
0.0028456685,
-0.01221435,
0.025063029,
-0.04674297,
0.009204812,
0.03456386,
-0.003763683,
-0.0035081895,
0.038426217,
0.03016585,
0.014194865,
-0.035917096,
-0.01687314,
-0.058471,
-0.04770151,
-0.032252084,
-0.045474313,
0.0013100648,
0.06151578,
-0.040230528,
-0.07121396,
-0.005081677,
-0.05731511,
-0.04271146,
-0.04947763,
-0.0055785677,
0.01258085,
0.03453567,
0.0018747934,
-0.072116114,
0.023089562,
0.006924754,
0.04228857,
-0.00060217164,
-0.0056560966,
-0.01062148,
0.040850762,
0.027980939,
0.0043134345,
0.0061001265,
-0.01103027,
-0.0042535258,
0.012150916,
0.059937004,
0.0014483837,
0.031998355,
0.015703157,
0.05942954,
0.014547269,
-0.07538643,
0.017493373,
0.061121084,
-0.0007964348,
0.017267834,
-0.0057019093,
0.025500009,
-0.0034077542,
-0.0014430976,
-0.04299338,
0.039384756,
0.014011614,
0.034000013,
-0.066477634,
0.0021919578,
0.025218086,
-0.039610296,
0.005529231,
-0.0020421857,
-0.041555572,
0.047842473,
0.004338103,
0.05858377,
-0.05221229,
-0.024964355,
0.022807637,
0.015928697,
0.028953576,
0.031406313,
0.032139316,
0.010226787,
0.007971396,
0.012961447,
-0.010973885,
0.0071150525,
0.014223057,
-0.008570484,
-0.009324631,
-0.014406308,
-0.06467333,
0.007100956,
0.03524048,
0.033436164,
0.030250426,
0.04600997,
-0.0033302251,
0.025781933,
0.03656552,
-0.004352199,
-0.023456061,
-0.046545625,
0.03253401,
0.023540638,
0.016746275,
-0.0072454424,
-0.004204189,
-0.022666676,
0.018959377,
-0.034169167,
0.043049768,
-0.019917918,
0.012193205,
-0.020228034,
0.009035658,
-0.023653409,
-0.019311782,
-0.049815938,
0.019776955,
0.044628542,
-0.044628542,
-0.015999177,
-0.04536154,
0.016126042,
-0.0002909542,
-0.047165856,
-0.029404655,
-0.02131344,
-0.004486113,
-0.014476788,
0.007985492,
0.009691131,
-0.0015391279,
0.021933673,
-0.043867346,
-0.0277554,
-0.0054904665,
-0.040512454,
-0.01568906,
0.013574632,
0.005314264,
0.00725249,
0.006107175,
0.033097856,
-0.014801,
0.011354482,
-0.0062869014,
0.042796034,
-0.035776135,
-0.021975962,
-0.0070128553,
0.007745857,
0.0030165848,
-0.0039962702,
0.0065300604,
-0.056497533,
-0.024400506,
0.02934827,
-0.0126442835,
-0.06805641,
0.013229275,
0.0022254363,
-0.01950913,
0.0057054334,
0.009134332,
0.04039968,
0.011565925,
0.03315424,
0.011594118,
-0.01750747,
-0.023667505,
-0.0004977718,
0.01358168,
-0.015703157,
-0.018776126,
-0.015674964,
0.0070939083,
-0.009599506,
-0.03642456,
-0.013757883,
-0.05801992,
-0.03859537,
0.0022483424,
-0.043951925,
0.022455232,
0.0373831,
-0.020848267,
0.0033566556,
-0.028770326,
-0.022553906,
-0.020524055,
0.00940216,
-0.03529686,
0.05159206,
0.011960618,
0.05348095,
-0.042429537,
-0.018423721,
0.041386418,
-0.023512447,
0.0036614856,
-0.0001504328,
-0.019847438,
0.041358225,
-0.027106976,
0.0022624386,
-0.0025566968,
-0.045474313,
0.044459388,
-0.0018994617,
-0.0027593295,
-0.040878955,
-0.02709288,
-0.03242124,
0.054975145,
0.00086735626,
-0.051704828,
-0.03016585,
0.003545192,
-0.024640143,
0.020975132,
0.032280277,
0.010642624,
-0.044431195,
-0.04175292,
0.066421255,
-0.002665942,
-0.026359877,
-0.036988404,
-0.04178111,
0.0069705667,
0.0060966024,
0.0149983475,
-0.03882091,
-0.00074137154,
-0.03718575,
-0.011749175,
-0.04141461,
0.015534002,
-0.007682424,
0.040878955,
-0.041837495,
0.006561777,
-0.00024470108,
-0.040653415,
0.041217264,
0.013856556,
0.052578792,
0.027473476,
-0.018649261,
-0.011248761,
-0.010269076,
0.008246272,
0.0251617,
0.019086244,
-0.02971477,
0.027135167,
-0.04733501,
0.03704479,
-0.03608625,
-0.02012936,
-0.011615261,
-0.020213937,
0.04913932,
-0.031970162,
0.014060951,
0.0073370673,
0.0056243804,
-0.0019100339,
0.021383923,
-0.031406313,
-0.03915922,
-0.047983434,
-0.06343286,
0.049026553,
-0.009761612,
-0.012531514,
0.011044365,
-0.0009796852,
-0.00077485,
-0.061121084,
0.0140257105,
0.05384745,
-0.0013752596,
-0.0065864455,
-0.04874463,
-0.0014933152,
-0.026345782,
-0.023413774,
-0.02586651,
-0.015491714,
-0.03718575,
-0.020368997,
-0.045953583,
-0.052240483,
-0.008337897,
-0.004267622,
0.034733016,
-0.024823392,
0.038764525,
-0.009247101,
-0.0013928799,
-0.041132685,
0.010649673,
0.022215597,
-0.014272394,
-0.017944451,
0.026881436,
0.025514105,
0.020411285,
-0.068507485,
-0.029404655,
0.0026342256,
0.055482607,
-0.0036650097,
-0.04578443,
-0.00016056442,
0.02709288,
-0.06467333,
-0.016647602,
0.024640143,
-0.03836983,
-0.010480518,
-0.03524048,
0.022765348,
0.013595777,
-0.062643476,
0.0207214,
0.02657132,
-0.03679106,
0.008929937,
0.022469329,
-0.004211237,
-0.028305152,
0.036621906,
0.030842466,
-0.0061529875,
0.02705059,
-0.0075555583,
-0.0142935375,
-0.021454403,
-0.002216626,
0.0091836685,
0.010262027,
0.014476788,
0.038398024,
0.004042083,
0.05525707,
0.009099091,
0.0027875218,
-0.00096911314,
-0.048575476,
-0.051281944,
0.014413355,
0.0065265363,
-0.035184093,
0.019932015,
-0.032985087,
-0.0005598831,
0.009888478,
0.04189388,
0.011284001,
-0.067548946,
0.020862363,
-0.052973486,
0.004119612,
0.004281718,
-0.026063858,
0.0133209005,
0.032956894,
0.027995035,
-0.03645275,
-0.020143457,
-0.003030681,
-0.014786905,
0.022821734,
-0.0403433,
-0.012890967,
-0.027064687,
-0.01757795,
-0.0064031947,
-0.02338558,
0.020383092,
0.02335739,
0.0060930788,
0.015195694,
-0.011883089,
0.035973478,
0.015364848,
0.021073805,
-0.029404655,
-0.013666257,
0.008711446,
-0.0061847037,
-0.0292355,
0.011291049,
0.025598682,
-0.07200334,
-0.0170282,
0.015604484,
-0.012038147,
-0.01780349,
0.021933673,
0.07048096,
-0.006075458,
-0.021567171,
-0.009211861,
0.034169167,
-0.06816918,
-0.016703986,
-0.0020474717,
-0.005744198,
-0.010677865,
0.022638483,
0.0529171,
0.06236155,
0.022694867,
0.03712937,
0.022483425,
-0.005444654,
0.004338103,
0.038651757,
-0.005331884,
-0.002725851,
-0.0065194885,
0.008577532,
0.009529025,
0.026754571,
-0.010868164,
-0.015266175,
0.005240259,
0.019565513,
0.012771149,
0.024400506,
0.04333169,
0.0629254,
0.009458545,
-0.04581262,
-0.008718494,
-0.0373831,
-0.03242124,
-0.024456892,
-0.08339307,
-0.041358225,
0.060670007,
-0.052747946,
0.017479276,
-0.0077599534,
-0.010515759,
-0.017070487,
0.046179123,
-0.01821228,
0.011417915,
0.029376462,
-0.0034377086,
-0.0013638065,
-0.016830852,
-0.03681925,
-0.0061988,
0.021073805,
-0.031293545,
-0.030081272,
0.02090465,
0.040456068,
0.013750834,
-0.023808466,
-0.06873303,
-0.0077106166,
0.012686572,
0.0088312635,
-0.0251617,
0.028897192,
-0.00784453,
-0.009211861,
-0.0044755405,
0.012059292,
-0.0031240683,
0.001985801,
0.0056349523,
0.010311364,
-0.016760372,
0.04747597,
-0.0027734255,
0.0037319665,
-0.033436164,
0.008063021,
0.022116924,
0.000114091046,
-0.015491714,
0.023301004,
0.053678297,
0.042683266,
-0.014356971,
-0.01728193,
0.0703118,
0.010699009,
0.007224298,
0.010381845,
0.0462637,
0.015956888,
-0.0013153509,
0.00973342,
-0.0373831,
-0.034169167,
0.01502654,
0.019382263,
0.020298515,
0.009719323,
-0.021835,
-0.022455232,
-0.006057838,
-0.017296026,
0.023935333,
-0.102338344,
0.03137812,
0.04992871,
0.031068005,
0.032505818,
0.03419736,
-0.0062164203,
0.045840815,
0.017888067,
0.02786817,
0.011241713,
-0.007604895,
0.013863604,
-0.010776538,
0.028812615,
-0.032674972,
-0.022497522,
-0.014533173,
-0.00040504523,
-0.03301328,
-0.004863186,
0.0111571355,
-0.013010784,
0.025894703,
-0.015590387,
-0.032590393,
-0.03230847,
0.02017165,
-0.052014947,
0.041160878,
0.04815259,
-0.03340797,
-0.029376462,
0.049618594,
0.012327119,
0.012947352,
0.03882091,
0.05824546,
0.042429537,
0.0840133,
0.0440365,
-0.0031927873,
-0.011706887,
0.063940324,
-0.02527447,
-0.026218915,
0.009099091,
0.012496273,
0.0019223681,
-0.042063035,
-0.036734674,
0.02017165,
0.018536491,
0.0073370673,
-0.01839553,
0.056243803,
-0.011284001,
-0.023216426,
-0.004052655,
0.0721725,
0.017718913,
0.0016695176,
-0.003027157,
0.056525726,
-0.05869654,
0.01698591,
-0.041555572,
0.07425874,
0.0045284014,
-0.061121084,
-0.009909622,
-0.046912123,
-0.031265352,
0.014314682,
-0.0018536492,
-0.0066674985,
0.019015761,
0.039215602,
0.043021575,
0.033915434,
-0.036170825,
-0.004799753,
0.03681925,
0.016548928,
-0.009592458,
0.0729055,
0.009120235,
0.012517418,
0.026190722,
0.028121902,
-0.0050393883,
-0.045389734,
0.009958959,
0.01491377,
0.011171231,
-0.026754571,
-0.05325541,
-0.022370655,
0.025612779,
-0.01287687,
-0.005240259,
-0.03989222,
0.054918762,
-0.05692042,
-0.011023222,
-0.023667505,
0.03374628,
-0.019748764,
0.007971396,
-0.032252084,
-0.020368997,
0.23410954,
0.036988404,
0.03538144,
0.028615268,
0.04025872,
0.02572555,
0.049026553,
-0.023272812,
-0.011735079,
-0.015844118,
-0.023343293,
-0.012341215,
0.0009268246,
0.0032227417,
-0.039723065,
0.030983428,
-0.040653415,
0.024964355,
0.008767831,
-0.032505818,
-0.04341627,
0.042401344,
-0.0005431439,
0.037298523,
-0.003675582,
-0.023864852,
0.02242704,
-0.0035821944,
-0.015040636,
-0.03915922,
0.032139316,
-0.063150935,
0.025457721,
0.0053424565,
0.017775297,
0.02912273,
0.012728861,
-0.040653415,
0.0039610295,
-0.04818078,
0.0031822152,
-0.0040808474,
0.015252079,
0.0062269922,
-0.06461694,
0.037665024,
0.0065864455,
0.03741129,
0.05731511,
-0.063771166,
0.023653409,
-0.07798013,
0.021299345,
-0.021482594,
-0.060444467,
-0.03087066,
-0.044403,
-0.02597928,
-0.001254561,
0.04637647,
0.0006528298,
0.050238825,
0.020791883,
-0.0020280895,
-0.008605724,
0.005966213,
-0.003397182,
0.019424552,
-0.0037319665,
-0.00784453,
-0.007456885,
0.0012783484,
0.024245448,
-0.0123976,
0.027713113,
0.033915434,
-0.019523224,
0.031152582,
0.019213108,
-0.042401344,
-0.006075458,
-0.020030687,
0.010487566,
-0.0018606972,
0.008077118,
0.030645119,
-0.047645126,
0.022271981,
-0.010276123,
0.013271564,
0.017789394,
0.009000418,
0.0048103253,
0.0050076717,
0.032054737
] | def prepare_dataset(example):
audio = example["audio"]
example = processor(
text=example["normalized_text"],
audio_target=audio["array"],
sampling_rate=audio["sampling_rate"],
return_attention_mask=False,
)
# strip off the batch dimension
example["labels"] = example["labels"][0]
# use SpeechBrain to obtain x-vector
example["speaker_embeddings"] = create_speaker_embedding(audio["array"])
return example |
[
0.04110429,
-0.009902146,
0.018640963,
-0.010996229,
0.0037461964,
-0.053014565,
-0.012076464,
0.012789695,
0.01426463,
0.043569442,
0.041492067,
-0.013011281,
0.027324382,
0.016328154,
-0.002324927,
0.049081404,
-0.016674383,
-0.037475813,
-0.043347854,
0.008524155,
-0.022864955,
0.0003200453,
-0.071406245,
-0.039414696,
-0.064814046,
0.026936607,
0.015441808,
0.03226853,
0.052709885,
0.014015345,
-0.013530624,
-0.023003446,
-0.0046740896,
-0.06979974,
0.0028511947,
-0.009175065,
0.024776138,
-0.05772328,
-0.012990507,
-0.03196385,
0.002051406,
-0.0037184982,
0.035038363,
-0.04013485,
-0.03977477,
0.0028442703,
0.005003007,
-0.013419831,
-0.012588882,
0.0022245205,
0.009001951,
-0.026950456,
0.012145709,
-0.02458225,
0.01425078,
-0.017823862,
-0.04952458,
-0.027019702,
-0.02494233,
0.0016419905,
-0.012145709,
0.024679195,
0.010878512,
-0.03542614,
0.016258908,
0.012124935,
-0.013814532,
-0.027601367,
0.008884233,
-0.022200195,
-0.02571788,
0.037448116,
-0.006571424,
-0.008205624,
-0.030717425,
-0.019582706,
0.009022725,
-0.011425553,
-0.018294733,
0.017172953,
0.037115734,
0.048472043,
-0.016189663,
0.0021898977,
-0.044621978,
-0.018613264,
0.011979519,
-0.01703446,
0.021909364,
-0.00035098952,
-0.00794249,
0.0039747073,
-0.04359714,
0.020870676,
0.020676788,
0.01999818,
-0.018973343,
0.010947757,
0.0015303317,
-0.0014351187,
0.058111053,
0.11877035,
-0.021203056,
0.028612355,
-0.018211639,
-0.006041694,
0.006730689,
0.032684006,
-0.028806243,
-0.01524792,
0.03049584,
-0.006567962,
0.046339273,
0.03703264,
0.047918078,
0.05226671,
0.015372562,
0.016438946,
-0.05949597,
-0.015995774,
0.01983199,
0.04409571,
0.019956632,
-0.017768467,
0.0058928155,
-0.013419831,
-0.010338394,
0.046616256,
-0.014832445,
-0.015538752,
0.0052107447,
-0.002565556,
-0.0032095418,
0.026438037,
-0.013634494,
0.0048610535,
-0.009375878,
0.005466954,
0.042018335,
-0.0022210584,
0.013883778,
-0.00845491,
-0.0639277,
0.07256957,
0.046256177,
-0.001786541,
-0.003417279,
-0.031049805,
-0.00992292,
0.011183193,
-0.03262861,
0.029720286,
-0.026576528,
-0.005529275,
0.004494051,
-0.02721359,
0.006592198,
-0.0022626058,
-0.020732185,
-0.00096424745,
-0.018987192,
-0.036423277,
-0.027075099,
0.029000131,
0.00884961,
0.04379103,
-0.029138623,
-0.016535891,
0.025842523,
-0.038279064,
0.014860143,
0.041131992,
0.012630429,
-0.016051171,
0.03852835,
0.0045494474,
0.052017428,
-0.04667165,
0.0010516702,
0.0026815427,
-0.0048506665,
-0.016937517,
0.0045632967,
-0.00950052,
-0.022671066,
0.00088980823,
-0.010359168,
-0.008787289,
-0.010864662,
-0.005563898,
0.030108063,
0.07550559,
-0.041048896,
0.0016099643,
-0.024208322,
-0.010719246,
-0.015150975,
0.025551692,
-0.016895968,
-0.06459246,
-0.018086996,
0.040273342,
0.00067168404,
0.010968531,
0.012118011,
-0.004518287,
-0.01754688,
0.061047077,
-0.018793304,
-0.0030243092,
0.014458518,
-0.013066677,
-0.012678902,
0.024346815,
0.029747985,
-0.037531212,
0.0006154218,
-0.0052869148,
0.016272757,
0.018751755,
0.047364112,
0.028944734,
0.0066960664,
0.0147632,
0.010199903,
-0.020358257,
0.011515573,
0.035786215,
-0.02653498,
0.06996593,
-0.01113472,
0.01573264,
-0.000740497,
0.0360355,
-0.0024668807,
0.059606764,
0.04935839,
0.017574579,
0.011487874,
0.0018194327,
-0.005865117,
0.032240834,
0.013011281,
-0.014001496,
-0.026327243,
0.03426281,
-0.0045009754,
0.024831535,
-0.04212913,
0.04899831,
-0.041713655,
0.056144476,
0.0104422625,
0.018405527,
-0.039885566,
-0.04176905,
-0.004147822,
-0.0023058844,
-0.052017428,
-0.040605724,
0.00243572,
0.03099441,
0.011363232,
-0.002937752,
0.014015345,
0.025953317,
0.022851106,
0.024679195,
-0.012907413,
-0.018599415,
-0.049856957,
-0.028418466,
-0.055812094,
-0.011113947,
-0.026271848,
-0.009839824,
-0.002371668,
-0.031215996,
0.002278186,
-0.014146912,
-0.01573264,
0.026368791,
-0.022144798,
0.017629974,
-0.0005903202,
0.015150975,
0.0056158323,
0.008558778,
-0.013828381,
0.03523225,
0.00426554,
-0.023044994,
-0.04190754,
-0.026147205,
0.045175944,
0.010345318,
-0.0006565365,
0.0061490247,
-0.0052453675,
-0.010476885,
-0.023280429,
0.001347696,
0.03243472,
-0.0073192785,
-0.05439948,
0.006162874,
0.028917035,
-0.02244948,
0.02128615,
0.04872133,
-0.043707933,
-0.0035419215,
0.049386088,
-0.008704194,
-0.039940964,
0.0360355,
0.04013485,
0.028556958,
-0.03207464,
-0.017436085,
-0.013807608,
-0.022560274,
-0.045840703,
-0.040744215,
-0.024457607,
0.032573212,
-0.010774642,
-0.067251496,
0.036284786,
-0.08841301,
-0.052128218,
-0.008593401,
-0.04658856,
0.030689728,
0.020233616,
0.009251236,
-0.041879844,
0.0069730496,
-0.035038363,
0.044483487,
0.018724058,
-0.012443466,
-0.012485013,
0.05982835,
0.018876398,
-0.021715475,
-0.009320482,
0.0016766133,
-0.029415606,
0.010961606,
0.05705852,
0.0079840375,
0.02474844,
0.018280884,
0.034816775,
0.036450975,
-0.05916359,
-0.010428414,
0.04930299,
-0.002205478,
0.00990907,
-0.016688231,
0.021743173,
0.019527309,
-0.0076932055,
-0.045646816,
0.0011953552,
-0.006007071,
0.015677243,
-0.049856957,
0.06525722,
-0.00019518653,
0.02751827,
0.018751755,
0.014292328,
-0.021867815,
0.05855423,
-0.013558323,
0.059385177,
-0.01443082,
-0.020995319,
-0.0050203186,
-0.02262952,
0.03750351,
0.030080365,
0.04190754,
0.012152634,
-0.05489805,
-0.013315963,
0.00009759326,
-0.0037358096,
-0.009452049,
-0.036312483,
0.0048991386,
-0.0507987,
-0.010767718,
-0.008143303,
0.007734753,
0.022144798,
-0.019679649,
0.054648764,
0.0124503905,
0.03030195,
0.03952549,
0.0043313233,
0.0019111834,
-0.030717425,
0.06077009,
0.036589466,
-0.004698326,
-0.0671961,
-0.021452341,
0.01801775,
-0.009341255,
0.036506373,
0.019721197,
-0.03030195,
-0.0068761054,
-0.05553511,
0.016286606,
-0.014375423,
-0.037974384,
0.027296685,
0.027088948,
0.03293329,
-0.0045632967,
0.0051276498,
-0.03196385,
-0.02080143,
0.011584818,
-0.019887386,
-0.03670026,
-0.026604228,
-0.0101791285,
-0.025967166,
-0.022754163,
0.05489805,
-0.026645774,
-0.013994571,
-0.096944086,
0.0047329487,
0.01443082,
-0.009535143,
-0.0163697,
0.009625163,
0.028612355,
0.046422366,
0.0031593386,
-0.019499611,
-0.010338394,
0.02195091,
-0.019568857,
0.056781534,
-0.019582706,
0.042378414,
0.017076008,
-0.013489077,
-0.010940832,
0.013849155,
0.04329246,
-0.014873993,
0.008067133,
-0.0009062541,
-0.010227601,
-0.038556047,
-0.020344408,
0.0047675716,
0.0052592168,
0.0540948,
-0.01163329,
0.014970937,
0.026659623,
0.014209233,
0.008544928,
-0.019236477,
0.020455202,
-0.00020946848,
-0.022186346,
-0.022144798,
0.028944734,
-0.016300455,
0.011841028,
-0.0045875325,
-0.05129727,
-0.015704941,
-0.04880442,
-0.051380366,
-0.027670613,
-0.04359714,
0.009133518,
-0.0019267637,
-0.009327406,
0.016203512,
-0.06608817,
0.011972594,
-0.028390767,
-0.0076516583,
-0.025814826,
0.052183617,
0.0138768535,
-0.0014957087,
0.013163622,
-0.0072361836,
0.01720065,
-0.026133355,
0.0036354032,
-0.0032718629,
0.004518287,
0.03260091,
-0.02149389,
-0.035481535,
-0.017657673,
-0.0425723,
0.036118597,
-0.010559981,
-0.03736502,
0.008835761,
-0.02605026,
-0.019873537,
0.072735764,
-0.03556463,
-0.051712744,
0.0020167832,
0.005695465,
-0.000016581118,
-0.00582357,
0.016743628,
-0.0639277,
-0.03539844,
-0.040688816,
0.02638264,
-0.021244604,
-0.03149298,
-0.011598667,
-0.025468595,
-0.0024045596,
0.04226762,
0.008801138,
-0.028640052,
0.051878937,
-0.053014565,
-0.010746945,
-0.023349676,
-0.029609494,
0.049219895,
0.02213095,
-0.027656762,
0.03149298,
0.030523539,
0.0024322579,
0.038389858,
-0.0163697,
0.03393043,
-0.0071877115,
-0.022255592,
-0.03412432,
-0.019305723,
0.016425097,
0.011107022,
0.017574579,
-0.054704163,
-0.018225487,
-0.046311576,
0.04182445,
-0.0038535274,
-0.0425723,
-0.028917035,
-0.054039404,
0.07290195,
-0.014306177,
-0.02131385,
-0.014209233,
0.0033289907,
0.02033056,
-0.018156242,
0.009528219,
-0.019444214,
-0.027407479,
-0.014943238,
0.029387906,
0.011238589,
-0.04063342,
-0.058111053,
0.021300001,
0.06592198,
-0.024637647,
0.047945775,
0.052792978,
0.009645936,
0.01492939,
-0.017283745,
-0.008281794,
-0.009957543,
-0.017325293,
-0.032157738,
-0.04243381,
-0.032822497,
0.0101237325,
-0.01588498,
-0.0377251,
-0.01172331,
0.007194636,
0.05068791,
-0.03800208,
0.006221733,
0.015635695,
-0.0442342,
-0.044843566,
0.018419376,
0.013198244,
0.013890702,
-0.002865044,
-0.0062355823,
0.023238882,
0.04212913,
-0.04836125,
-0.053402342,
0.028806243,
0.065534204,
-0.027158193,
-0.050881796,
0.015954226,
0.048111964,
-0.046754748,
-0.021064565,
0.038057476,
-0.008233323,
0.007887093,
-0.020261314,
-0.017588427,
0.017837713,
-0.058443435,
0.027739858,
-0.010525358,
-0.022809558,
0.0057993336,
0.022726463,
-0.0025153528,
-0.03470598,
0.069079585,
0.048111964,
-0.033016387,
0.008898082,
-0.00942435,
0.0009486671,
-0.021009168,
-0.0105738295,
0.041852146,
-0.0221171,
-0.0034484395,
-0.010109883,
-0.027075099,
0.036644865,
0.036063198,
0.020704487,
0.0036631015,
-0.031299092,
-0.05193433,
-0.007914792,
0.023308128,
-0.005813183,
0.039857868,
0.013163622,
-0.02164623,
0.038611446,
-0.009950618,
-0.006214808,
-0.04063342,
-0.004137435,
-0.009548993,
0.016785176,
0.017588427,
-0.034290507,
0.016175814,
-0.008510306,
0.041436672,
-0.047447205,
-0.005189971,
0.018959492,
-0.022477178,
0.032573212,
-0.050743304,
0.00091577537,
-0.018724058,
-0.04390182,
-0.044428088,
-0.009915995,
0.016411249,
0.0507987,
-0.027809104,
-0.017976204,
0.03977477,
0.072403386,
-0.0035523083,
0.030606633,
-0.04453888,
-0.034429,
0.006893417,
-0.029000131,
0.0057716356,
0.014790897,
0.020399805,
-0.06254278,
-0.007720904,
0.014098439,
-0.02509467,
-0.018876398,
0.0016082331,
0.040771913,
-0.031908453,
0.00884961,
0.008309493,
0.019928934,
-0.01164714,
0.01426463,
0.029443303,
0.008628024,
-0.011377081,
0.024983875,
0.037531212,
0.040273342,
-0.0016116954,
0.04852744,
0.002961988,
0.007977113,
-0.034512095,
0.024236022,
0.034816775,
0.008427211,
-0.007374675,
0.026133355,
0.031215996,
0.054039404,
-0.018765606,
-0.003801593,
0.01688212,
-0.03750351,
0.01164714,
0.03213004,
-0.036284786,
0.06979974,
0.022560274,
-0.04572991,
-0.027172042,
-0.05437178,
-0.027393628,
-0.017006762,
-0.09771964,
-0.041879844,
-0.013772985,
-0.03539844,
-0.006304828,
0.007769376,
-0.029277114,
0.01269275,
0.00835104,
-0.023321977,
-0.02424987,
0.011764857,
-0.033348765,
-0.002913516,
-0.028667752,
0.010781568,
0.008752666,
0.040051755,
-0.0054738787,
0.0012265157,
-0.021189207,
0.06786086,
-0.0012369027,
-0.009680559,
-0.052876074,
-0.025994863,
-0.0036180918,
-0.013966873,
-0.009805202,
0.0044663525,
0.0060105333,
-0.014091515,
-0.03354265,
-0.0009460704,
-0.024554553,
0.013814532,
-0.008399513,
0.024346815,
0.0090919705,
0.061047077,
0.027559819,
0.01933342,
-0.008129454,
0.05506424,
0.027282836,
0.0024547628,
-0.04013485,
0.034982964,
-0.0077070547,
0.07633654,
-0.010871586,
0.02066294,
0.04473277,
0.04852744,
0.0057647107,
0.014084591,
0.01624506,
-0.035786215,
0.048278153,
-0.00999909,
-0.023335826,
-0.027324382,
0.029332511,
-0.0050687906,
0.016494343,
-0.018391678,
0.0014576236,
0.009320482,
-0.013856079,
0.014112289,
-0.028584655,
-0.06099168,
0.012831242,
-0.03983017,
0.012803544,
0.054177895,
0.040882707,
-0.003296099,
0.0409935,
0.012699675,
0.026687322,
0.04232302,
0.011515573,
0.039054617,
-0.059939142,
0.03816827,
-0.01900104,
-0.04805657,
-0.06215501,
-0.010282998,
-0.05473186,
-0.0033861184,
-0.0004955401,
0.013620644,
0.023474317,
-0.049635373,
0.01769922,
-0.04309857,
0.04786268,
-0.053208455,
-0.0033861184,
0.018571718,
0.027338233,
-0.0360355,
0.06930117,
-0.021881664,
-0.01287279,
-0.019361118,
0.053679325,
0.03523225,
0.04739181,
0.06215501,
0.02161853,
-0.030135762,
0.0409381,
-0.03683875,
-0.023695905,
-0.0003399535,
0.022504877,
0.014084591,
0.014735501,
-0.021992458,
0.010006014,
0.053291548,
0.02852926,
0.00069808395,
-0.020261314,
0.004878365,
-0.027836801,
-0.036727957,
0.08137763,
-0.0060970904,
0.01900104,
-0.025911769,
-0.010559981,
-0.032157738,
-0.009777503,
-0.033847336,
0.067251496,
-0.030939013,
-0.048444346,
0.005608908,
-0.06209961,
-0.002421871,
0.014146912,
-0.027906047,
-0.032102343,
-0.010670774,
-0.032711703,
0.0670853,
0.009749806,
-0.025925618,
-0.00092702784,
0.054814957,
0.019555006,
0.0059793727,
0.043458648,
0.025607089,
0.01621736,
0.03537074,
0.032877892,
0.007894019,
-0.02474844,
0.003273594,
0.00729158,
-0.0058962777,
-0.05966216,
-0.081654616,
-0.03830676,
0.03537074,
-0.003919311,
0.0067480006,
-0.048610535,
-0.010096034,
-0.08270715,
-0.012124935,
0.004445579,
0.031354487,
-0.002349163,
0.03470598,
-0.034844473,
-0.05523043,
0.22435631,
0.038445253,
0.058443435,
0.0073885242,
-0.00093222124,
0.021507738,
0.023654357,
-0.048444346,
-0.033321068,
-0.0327394,
-0.013011281,
-0.014652406,
0.014887841,
0.013883778,
-0.012201105,
0.010753869,
-0.035453837,
-0.012408843,
0.01981814,
-0.048444346,
-0.01786541,
0.032877892,
0.03706034,
0.035010666,
0.001725951,
-0.01368989,
0.06819324,
-0.02834922,
0.00803251,
-0.030218856,
-0.023238882,
-0.05002315,
0.03470598,
-0.0016108298,
-0.033071782,
0.029387906,
-0.005349236,
-0.031049805,
-0.017657673,
0.0036423279,
0.016743628,
0.015857283,
0.012034915,
-0.0019215703,
-0.053042263,
0.018627113,
0.024831535,
0.020344408,
0.030135762,
-0.04453888,
0.031049805,
-0.024817687,
0.027268987,
-0.03822367,
-0.07256957,
-0.022158649,
0.027767556,
-0.022989597,
-0.015718792,
0.047281016,
0.008766515,
0.029775683,
0.048942912,
0.011127796,
-0.018336281,
-0.003488256,
-0.018391678,
0.059274383,
-0.036589466,
0.0409658,
0.03963628,
0.022407932,
0.000049716302,
0.00083268044,
-0.0040335665,
0.035176855,
0.003405161,
0.04132588,
0.019638103,
-0.025302406,
0.0062182704,
0.011162419,
-0.008614174,
0.0059066648,
-0.0014671448,
0.05295917,
-0.075173214,
0.0065160273,
-0.0327948,
0.031188298,
-0.0021189207,
0.009043498,
0.030108063,
0.03193615,
-0.0030173846
] | import matplotlib.pyplot as plt
plt.figure()
plt.hist(speaker_counts.values(), bins=20)
plt.ylabel("Speakers")
plt.xlabel("Examples")
plt.show()
The histogram reveals that approximately one-third of the speakers in the dataset have fewer than 100 examples, while
around ten speakers have more than 500 examples. To improve training efficiency and balance the dataset, we can limit
the data to speakers with between 100 and 400 examples. |
[
0.019917592,
0.0023415706,
-0.003389865,
-0.017106948,
0.0030613234,
-0.058370244,
-0.02222688,
-0.025888313,
0.0017319645,
0.044939924,
0.024034806,
-0.002983461,
0.046884585,
0.010893146,
0.0023396714,
0.02496156,
0.0008213538,
-0.04430183,
-0.035854705,
-0.041202527,
-0.007053198,
-0.007129161,
-0.07486948,
-0.02166475,
-0.08690208,
0.016165003,
0.006430298,
0.0114400815,
0.06824548,
0.004914829,
-0.023806917,
0.0010501934,
0.0077064824,
-0.06171263,
-0.0044894344,
-0.009024447,
0.053538974,
-0.031691913,
-0.03646241,
-0.02707334,
-0.0015496525,
-0.000480943,
0.024247503,
-0.043785278,
-0.042174857,
0.002423231,
0.016757516,
0.005298444,
0.0013901294,
-0.014812855,
-0.014714102,
-0.0075469594,
0.02672391,
-0.03725243,
0.009070025,
-0.009335897,
-0.037951294,
-0.012055385,
-0.042873718,
-0.01967451,
0.006718959,
0.030674003,
0.0154737355,
-0.062138025,
-0.0022105337,
0.004914829,
-0.027255652,
-0.023639796,
-0.026997378,
-0.035945863,
-0.027392387,
0.039835185,
-0.016392892,
0.0019418133,
-0.043694124,
0.011242577,
0.012062981,
-0.02313844,
0.011652779,
0.034912758,
0.017836196,
0.049224257,
0.018428711,
-0.005503545,
0.0011669871,
-0.040412508,
0.0011793311,
0.018990839,
0.04411952,
-0.0069772345,
-0.015845956,
0.044727225,
-0.056577507,
-0.0154737355,
0.023867687,
0.027559506,
-0.011500852,
0.038984396,
0.024141155,
0.013339166,
0.05833986,
0.1268892,
0.0019161757,
0.04253948,
-0.03248193,
0.023168825,
0.03105382,
-0.0063885185,
-0.08337738,
-0.00018955232,
0.03509507,
-0.014805258,
0.025964275,
-0.009700521,
0.004413471,
0.051047377,
0.026754295,
0.010011971,
-0.027042955,
-0.009343493,
0.015359791,
0.026754295,
-0.009115603,
-0.03558124,
-0.013582248,
-0.045699555,
0.0077710515,
0.060132593,
-0.00918397,
-0.0062973625,
0.017593114,
-0.018337555,
0.03436582,
0.017821005,
-0.0046109757,
-0.00252958,
-0.04813038,
0.0011100145,
0.04503108,
-0.009487824,
0.0055415267,
0.0005906151,
-0.041992545,
0.07486948,
0.016970214,
0.013384744,
0.017942546,
-0.014144377,
-0.020327795,
-0.022971319,
-0.043359883,
0.024581743,
-0.0010558907,
-0.0034031584,
-0.017380416,
-0.023700567,
-0.0020889924,
-0.02035818,
-0.02661756,
-0.012777037,
-0.00054361275,
-0.009670136,
-0.034821603,
0.062411495,
0.022545924,
0.016484048,
-0.010604485,
-0.011417293,
0.018443903,
-0.07170941,
0.023730952,
0.011136228,
-0.0006395165,
-0.02160398,
0.021786291,
0.012602321,
0.05995028,
-0.0060732705,
0.03445698,
-0.017714655,
0.005355417,
-0.018686986,
0.032937713,
0.011242577,
-0.015481332,
0.014592561,
-0.0115312375,
0.0036253512,
0.015283828,
0.025462918,
0.03497353,
0.059798356,
-0.01233645,
-0.003688021,
-0.016909443,
0.0025447726,
-0.0033784704,
0.017881775,
-0.0364928,
-0.03746513,
-0.02120897,
0.020312602,
-0.025037523,
0.0036063604,
0.002666314,
0.0054199854,
0.00047714484,
0.03758667,
-0.018428711,
0.034031585,
0.008120483,
-0.01569403,
-0.014167166,
0.005841582,
0.04451453,
-0.043633353,
-0.0059859124,
-0.010657659,
0.036310486,
0.022834586,
0.033970814,
0.023123246,
0.03822476,
0.013194835,
-0.015207864,
-0.032390777,
0.01672713,
0.06690852,
0.03640164,
0.040108655,
-0.014790066,
0.010232264,
0.04992312,
0.04150638,
0.037829753,
0.03445698,
0.07262097,
0.008530685,
0.008143272,
0.014896414,
0.013946872,
0.014562176,
0.051108148,
0.036128175,
-0.006001105,
0.015268635,
0.0034221492,
0.0049186274,
-0.046550345,
0.00075013813,
-0.056668665,
0.030385343,
0.001683538,
0.014493809,
-0.003640544,
-0.051412,
0.016939828,
0.041992545,
-0.034213897,
-0.00244602,
0.0104449615,
0.01905161,
-0.0007150051,
0.0031828647,
-0.0024137357,
0.026632752,
0.021740712,
0.029762443,
-0.03947056,
-0.017319646,
-0.042661022,
-0.05630404,
-0.049771193,
-0.0056668664,
-0.033697344,
-0.036766265,
-0.0017898866,
-0.030187838,
0.021862254,
-0.030613232,
0.012815018,
0.025174256,
-0.016043462,
-0.0065290504,
0.0250831,
0.006103656,
-0.027939323,
0.006984831,
0.011045072,
0.03570278,
0.00002486613,
-0.013779753,
-0.03555085,
-0.047613833,
0.035945863,
-0.026328899,
0.014767277,
-0.008477511,
-0.0070721884,
0.011561623,
-0.022469962,
0.0023168824,
0.013681001,
0.0051237284,
-0.0715271,
0.019552968,
0.005298444,
0.018109664,
-0.02900281,
0.05198932,
-0.03248193,
0.012184522,
0.021376088,
-0.01627135,
-0.023867687,
0.020677226,
0.041871004,
-0.0005350669,
-0.017699461,
-0.05578749,
-0.053690903,
-0.019355463,
-0.025037523,
-0.06092261,
-0.007854612,
0.049285028,
-0.0032056537,
-0.03849823,
0.021376088,
-0.08580821,
-0.051958937,
-0.0005977367,
0.012822615,
0.0572156,
0.059281804,
0.0016075745,
-0.07723954,
0.008143272,
0.002284598,
0.047006126,
0.036432028,
-0.0067303535,
0.01370379,
0.022545924,
0.00082182855,
0.007448207,
0.016180195,
-0.019461812,
-0.00528705,
0.0036956174,
0.026085816,
0.013134064,
0.035885092,
0.013217624,
0.022150915,
0.045942638,
-0.052353945,
-0.0325427,
0.04411952,
0.017729847,
0.021467244,
-0.03822476,
0.01185788,
0.022211686,
-0.028714148,
-0.042873718,
-0.006601216,
0.008697804,
0.014979974,
-0.05578749,
0.012488376,
0.016803095,
-0.02844068,
0.00955619,
0.003439241,
-0.028622992,
0.046216108,
0.016620783,
0.05043967,
-0.03372773,
-0.031691913,
0.0013474,
-0.013779753,
0.034426592,
0.027286038,
0.022424383,
0.006221399,
-0.06265458,
-0.024824826,
-0.020601263,
0.003893122,
-0.0039462964,
-0.048464622,
-0.0021079832,
-0.062289953,
-0.035793934,
-0.01967451,
0.030567655,
0.0041286084,
-0.021907832,
0.03014226,
0.025341377,
0.03940979,
0.041050598,
-0.00044391086,
-0.010285439,
-0.030582847,
0.029868793,
0.013810138,
0.037768982,
-0.007129161,
-0.024520973,
-0.023518255,
0.011478064,
-0.016499242,
0.010103127,
-0.026526405,
0.012245294,
-0.025341377,
0.010103127,
0.012382028,
-0.043663736,
-0.03132729,
0.017957738,
0.044879153,
-0.023670182,
0.008143272,
-0.007869804,
0.02678468,
0.01683348,
-0.037677824,
-0.018185629,
-0.018428711,
-0.025690807,
-0.02161917,
0.001641758,
0.018899683,
-0.023123246,
-0.012108559,
-0.054268222,
0.006225197,
0.009601768,
-0.037890524,
-0.033788502,
-0.0059365365,
0.011250174,
0.03445698,
0.02479444,
0.0016037764,
-0.03934902,
0.020282216,
-0.034001198,
0.0493458,
-0.022910548,
0.009389071,
0.040290967,
-0.008006538,
-0.023867687,
0.027149305,
0.023791723,
-0.033849273,
-0.00048497855,
-0.007106372,
-0.010710834,
-0.059676815,
0.0056668664,
0.032269236,
-0.008348373,
0.02848626,
-0.0006433147,
0.032147694,
0.0021896437,
0.016939828,
0.000314061,
-0.014258322,
-0.027103726,
0.0017784921,
-0.015906727,
-0.015207864,
0.013232817,
-0.028516645,
0.00002826371,
-0.013415129,
-0.055514023,
-0.013521478,
-0.048373464,
-0.056212883,
-0.022090144,
-0.053630132,
0.015678838,
0.026222551,
-0.0063467384,
0.008317987,
-0.053842828,
-0.013817735,
-0.022211686,
-0.022500347,
-0.034092356,
0.036310486,
0.01722849,
0.018884491,
-0.0025276807,
-0.01461535,
0.01905161,
-0.035611622,
-0.017957738,
-0.011683164,
0.0042425534,
0.031144977,
0.0009538149,
-0.012412413,
-0.011614798,
-0.04129368,
0.01111344,
-0.0100347595,
-0.024232311,
-0.038012065,
-0.034001198,
-0.013665808,
0.04925464,
-0.009282722,
-0.063079976,
-0.026693525,
-0.0010046154,
-0.018261591,
0.019841628,
0.022773815,
-0.043420654,
-0.050561212,
-0.04168869,
0.02661756,
-0.018565444,
-0.034851987,
-0.024414623,
-0.028015286,
-0.026480826,
0.04123291,
0.03160076,
-0.036432028,
0.0044514528,
-0.051776625,
0.013346762,
-0.04235717,
0.0059821145,
-0.0015211662,
0.030218223,
-0.03810322,
0.004880646,
0.002761268,
-0.009518209,
0.04214447,
-0.0052604624,
0.045942638,
0.014144377,
-0.0076609044,
-0.012716266,
-0.012154137,
0.00941186,
0.025660422,
0.0018459096,
-0.05937296,
-0.007038005,
-0.053417433,
0.064903095,
-0.0012913771,
-0.023518255,
-0.015412965,
-0.04071636,
0.06921781,
-0.043694124,
-0.011812302,
-0.023609411,
0.01080199,
0.007778648,
0.009487824,
-0.01370379,
-0.032968096,
-0.04907233,
-0.052748956,
0.047856916,
-0.021163391,
-0.03014226,
-0.00087025523,
0.026131395,
0.020221446,
-0.004246352,
0.04469684,
0.0882998,
0.0049072327,
-0.0024498182,
-0.04724921,
-0.0141139915,
-0.021710327,
-0.0086750155,
-0.00619861,
-0.024323467,
-0.01718291,
-0.0046565537,
-0.0039918744,
-0.045243777,
-0.008842135,
0.0017547535,
0.03457852,
-0.029245893,
0.03679665,
0.011379311,
-0.045517243,
-0.017881775,
0.012192119,
0.047735374,
-0.024277888,
-0.0012533955,
0.012556743,
0.01905161,
0.038559,
-0.069521666,
-0.035733163,
-0.007288684,
0.053690903,
-0.021406474,
-0.04542609,
0.039774414,
0.044210672,
-0.036918193,
-0.03831592,
0.042691406,
-0.055574793,
-0.0011603403,
-0.029504169,
0.0060390867,
0.02207495,
-0.06061876,
0.01302012,
0.03257309,
-0.031874225,
0.009913218,
0.02023664,
-0.0020016346,
-0.03497353,
0.045061465,
0.03992634,
-0.028714148,
0.022728236,
-0.01011832,
-0.018732565,
-0.022150915,
-0.015253442,
0.0350343,
0.0026966992,
0.018489482,
0.03263386,
-0.00833318,
0.059585657,
0.005818793,
0.018383132,
-0.012154137,
-0.03536854,
-0.08526127,
-0.018048894,
0.0099891815,
-0.010384191,
0.039895955,
-0.0006950647,
-0.018580638,
-0.0031657729,
0.017334837,
0.023016898,
-0.065206945,
0.008090097,
-0.034031585,
0.013141661,
-0.01768427,
-0.0028619196,
-0.0058719674,
-0.009054832,
0.0059137475,
-0.03439621,
-0.017972931,
-0.013870909,
-0.020403758,
0.03451775,
-0.05010543,
0.015549699,
-0.03138806,
-0.03333272,
-0.022044566,
-0.048586164,
0.022485154,
0.038255148,
0.012617514,
-0.012176926,
-0.02081396,
0.025052715,
-0.031023435,
0.027058149,
-0.0106272735,
-0.033515032,
-0.032937713,
0.0043868837,
-0.021923024,
0.005814995,
0.03536854,
-0.07869804,
-0.013726579,
0.040290967,
0.0031543784,
-0.0046261684,
0.005997307,
0.051837396,
-0.013453111,
-0.004276737,
0.012526358,
0.015952306,
-0.038893238,
-0.011751532,
0.010718429,
0.024870403,
0.0052110865,
0.023730952,
0.020981079,
0.038832467,
0.017456379,
0.031008242,
-0.012944156,
-0.010855163,
-0.0072924825,
0.022606695,
0.013278395,
-0.012556743,
-0.0048502604,
0.033028867,
0.024764055,
0.026571982,
-0.0088117495,
0.0047932877,
-0.001333157,
0.0073608495,
0.00344114,
-0.011356522,
-0.020540493,
0.06259381,
0.0049186274,
-0.03940979,
-0.004686939,
-0.015359791,
-0.055878647,
-0.025371762,
-0.08368123,
-0.040139038,
0.025493303,
-0.03348465,
0.020570878,
-0.014850836,
0.0029454792,
0.0045084255,
0.042326782,
0.0037924706,
0.0008783263,
0.04044289,
-0.009320704,
0.029959949,
-0.019294692,
-0.01763869,
0.012100963,
0.025371762,
-0.02348787,
-0.010680448,
-0.004299526,
0.028577415,
0.028866075,
-0.012420009,
-0.06739469,
-0.012701074,
0.012093366,
0.0050059855,
-0.009548594,
0.045669172,
-0.0058795637,
-0.009723309,
-0.04253948,
0.0015069231,
-0.0032930116,
0.007508978,
-0.012176926,
0.0018288179,
-0.024764055,
0.032086924,
0.013498689,
-0.008568667,
-0.016757516,
0.015063534,
0.026268128,
-0.02019106,
-0.013521478,
0.029883984,
0.041080985,
0.041840617,
-0.017471572,
-0.024612129,
0.0729856,
0.019917592,
-0.0040602414,
0.010505732,
0.025386954,
-0.025432533,
0.024885597,
-0.004911031,
-0.042053316,
-0.015587681,
0.0031524794,
-0.0022921944,
0.015230653,
-0.002873314,
-0.026602367,
-0.0060162977,
-0.005021178,
0.002989158,
0.022621889,
-0.09085218,
-0.0038646357,
0.016073847,
0.04320796,
0.052870497,
0.040290967,
-0.0008166061,
0.024232311,
0.021057043,
0.025067909,
0.036827035,
0.0037373973,
0.006677179,
-0.024201926,
0.04627688,
0.001697781,
-0.024445008,
0.0017044279,
-0.01086276,
-0.03925786,
-0.0052566645,
-0.012427606,
0.004071636,
0.022758622,
-0.032026153,
-0.0025694605,
-0.030962665,
0.04782653,
-0.033180796,
0.008173658,
0.055544406,
-0.015291424,
-0.035915475,
0.06159109,
0.013430322,
0.0035512869,
-0.012306064,
0.08635514,
0.03160076,
0.089940615,
0.05937296,
0.008910502,
0.012777037,
0.04053405,
-0.01422034,
-0.026921414,
-0.009761292,
0.025706,
0.014691314,
-0.0445753,
-0.046368033,
0.023624605,
0.037981678,
-0.0008194547,
-0.028683763,
0.014053221,
0.00271569,
-0.02274343,
-0.016347315,
0.08289122,
0.011599605,
0.019841628,
0.0065822247,
0.035459694,
-0.041475993,
0.008112887,
-0.028698957,
0.060193364,
-0.0007292482,
-0.05897795,
-0.0018383133,
-0.04703651,
-0.01870218,
-0.0017936848,
-0.019431427,
-0.012062981,
-0.005138921,
0.024490587,
0.03549008,
0.0031258923,
-0.030765159,
-0.013612634,
0.04958888,
0.03646241,
0.014000047,
0.07486948,
0.039592102,
-0.0023472677,
0.014364671,
0.03242116,
-0.007922978,
-0.027483543,
0.021284932,
0.031205747,
0.020570878,
-0.048920404,
-0.06727315,
-0.015937112,
0.045456473,
0.016848672,
-0.016240966,
-0.047735374,
0.015063534,
-0.06782009,
-0.0045426087,
0.006669583,
0.019796051,
0.0012837808,
0.0039994707,
-0.03014226,
-0.05584826,
0.27565584,
0.034669675,
0.056091342,
0.038923625,
0.030719582,
0.020829152,
0.0350343,
-0.031144977,
-0.02222688,
-0.01125777,
-0.027194882,
-0.0033176995,
0.029671287,
0.0065974174,
-0.006259381,
0.012959349,
-0.036188945,
0.00030337865,
0.02029741,
-0.038589384,
-0.0143039,
0.038741313,
0.038589384,
0.040807515,
0.016453663,
-0.022652274,
0.019233922,
-0.026146587,
0.0055415267,
-0.07073708,
0.012359238,
-0.03059804,
0.06010221,
-0.012587128,
0.0228042,
0.01967451,
-0.0020434144,
-0.039835185,
0.0041286084,
-0.019750472,
0.014706506,
-0.011698357,
0.017152525,
-0.005989711,
-0.03315041,
0.039592102,
0.009145988,
0.02951936,
0.050075047,
-0.04958888,
0.02525022,
-0.055696335,
0.018884491,
-0.07268174,
-0.06502464,
-0.013498689,
-0.029580131,
-0.011873073,
0.012602321,
0.054511305,
-0.0019959372,
0.03348465,
0.017988123,
-0.013111276,
-0.018428711,
0.0017841894,
-0.032147694,
0.034001198,
-0.015344598,
-0.028136827,
0.011599605,
-0.0006399913,
0.04633765,
-0.0027707634,
0.006339142,
0.06684776,
-0.024642514,
0.018109664,
0.030977856,
-0.03570278,
-0.00651006,
0.0037449936,
0.00034658282,
-0.019081995,
0.02081396,
0.038923625,
-0.050621983,
-0.0012239596,
-0.031008242,
0.009594172,
0.0420837,
-0.008925695,
0.014873626,
0.04214447,
0.017456379
] | Verify the processing is correct by looking at a single example:
processed_example = prepare_dataset(dataset[0])
list(processed_example.keys())
['input_ids', 'labels', 'stop_labels', 'speaker_embeddings']
Speaker embeddings should be a 512-element vector:
processed_example["speaker_embeddings"].shape
(512,)
The labels should be a log-mel spectrogram with 80 mel bins.
import matplotlib.pyplot as plt
plt.figure()
plt.imshow(processed_example["labels"].T)
plt.show() |
[
0.010909312,
0.011811207,
-0.0064250943,
-0.026580626,
0.011205134,
-0.04176131,
-0.026248729,
-0.007561481,
-0.009076663,
0.055556685,
0.010642352,
-0.02202065,
0.0300439,
-0.050361775,
-0.017749278,
0.021385716,
-0.010627922,
-0.08467705,
-0.051747084,
0.012143103,
0.0051444047,
-0.0027381508,
-0.05578757,
-0.034575015,
-0.051949106,
0.05855819,
0.014762205,
0.00422808,
0.06378196,
0.055672128,
0.0013140598,
-0.009257043,
-0.005454656,
-0.031804398,
0.052266575,
-0.0104114665,
0.027778342,
-0.008795273,
-0.011616398,
-0.028196821,
-0.00841287,
0.025859112,
-0.024228487,
-0.035902604,
0.004552762,
-0.020952806,
-0.043435227,
0.013946893,
-0.038759805,
-0.012489432,
-0.01634954,
-0.00031679033,
0.014877647,
0.028788464,
-0.018687248,
0.038759805,
-0.018845981,
-0.025916832,
-0.015397138,
0.023694566,
0.012301837,
0.030938579,
0.00016594854,
-0.042858012,
-0.015151823,
0.024993293,
-0.020447746,
-0.0600878,
-0.025238607,
-0.029495548,
-0.011962725,
0.037720826,
0.018701678,
0.02163103,
-0.04646559,
0.049640257,
0.0053680744,
-0.013521198,
-0.00375188,
0.018095605,
0.011933864,
0.025902402,
-0.015700174,
-0.01339854,
0.0014186796,
-0.025887972,
0.00014948897,
0.0035769125,
0.025599366,
-0.00821806,
0.0148343565,
0.041617006,
-0.056047313,
-0.0047042803,
-0.0063673733,
0.038326897,
-0.0015025558,
0.043752693,
0.014480813,
0.022626722,
0.0150796715,
0.0995114,
-0.00620864,
0.042569406,
-0.0052634547,
-0.019408764,
0.050534938,
0.013513983,
-0.040549163,
0.005829844,
0.028240113,
-0.019639648,
0.04744685,
-0.005353644,
-0.0010525106,
0.06141539,
0.013968538,
0.0137304375,
-0.015555872,
-0.011421588,
0.020216862,
0.025700377,
0.022612292,
-0.02725885,
-0.01454575,
-0.015584732,
0.0067750295,
0.0286153,
-0.03786513,
0.0004834153,
-0.020317873,
-0.013088289,
0.0071141417,
0.021833055,
-0.012799683,
0.022294825,
-0.035614,
-0.0039358665,
0.03197756,
-0.029813016,
-0.004390421,
0.004801685,
-0.047013942,
0.073940895,
-0.01873054,
-0.019740662,
0.047533434,
-0.049034186,
0.00936527,
0.010562985,
-0.06845738,
0.017662697,
0.01171741,
-0.034488436,
-0.06701435,
-0.06966952,
-0.011082476,
-0.01335525,
-0.020418886,
0.030332506,
0.005750478,
-0.022309255,
-0.017475102,
0.016392829,
0.037374496,
0.050419495,
-0.03884639,
-0.053161252,
-0.000085623586,
-0.032554775,
0.017633837,
0.0025505568,
-0.004581623,
-0.0018236301,
0.03053453,
0.018874843,
0.051949106,
-0.0144663835,
0.02251128,
0.023752287,
-0.03474818,
-0.037691962,
0.054690868,
-0.009358054,
-0.039077275,
0.0006502657,
0.017619405,
-0.010209443,
-0.0062627536,
-0.0048052925,
0.016075363,
0.052497458,
-0.0071069263,
0.010952603,
-0.03088086,
-0.012475001,
-0.014848786,
0.018037885,
-0.01925003,
-0.05815414,
-0.035094507,
0.017143205,
-0.024488231,
0.020952806,
-0.046696477,
0.02629202,
0.038528923,
0.051458478,
0.022742165,
0.04554205,
0.030851997,
-0.021429006,
-0.04707166,
0.06845738,
0.016277388,
-0.05238202,
0.01500752,
-0.01825434,
0.005472694,
-0.0000775629,
0.043954715,
0.012720316,
0.030390227,
-0.0115081705,
0.035816025,
0.042569406,
0.014163347,
0.06585992,
0.06637941,
0.05033291,
-0.031198325,
0.040664606,
0.03841348,
0.02531076,
0.012720316,
-0.013247022,
0.03518109,
0.015065241,
-0.009192106,
-0.039567903,
-0.008751982,
0.027836064,
0.06066501,
0.013001707,
-0.011659688,
0.046205845,
0.029697573,
0.009062233,
-0.022453558,
0.011695764,
-0.032785658,
0.042973455,
0.014964229,
-0.005966932,
0.019971546,
-0.031284906,
-0.0057937684,
0.03982765,
-0.010252734,
-0.046263564,
0.0013059429,
0.012164749,
0.0309963,
-0.0054871244,
0.020981668,
0.0460904,
-0.0003693257,
0.008499451,
-0.005234594,
-0.057865534,
-0.056047313,
-0.0432332,
-0.011024755,
-0.016161945,
-0.045368887,
0.01101754,
-0.033478312,
-0.036277793,
0.02153002,
0.010310455,
-0.012525507,
-0.0038276392,
0.004563585,
0.0058731353,
0.012720316,
-0.013506768,
-0.042367384,
0.01777814,
0.02676822,
0.05255518,
-0.007409963,
0.010014634,
-0.04259827,
-0.011746271,
-0.010844376,
-0.009877546,
0.04923621,
-0.04456079,
-0.004783647,
-0.004069347,
-0.05073696,
0.015815618,
-0.038326897,
-0.0014511478,
-0.026840372,
0.024329498,
0.023593552,
0.0052598473,
0.023550263,
0.03379578,
-0.010635137,
0.004098207,
0.016811308,
0.0014060531,
-0.02673936,
0.023708995,
0.012691456,
-0.009935266,
0.0065874355,
-0.023853298,
-0.021299135,
-0.04092435,
-0.024820128,
-0.03659526,
0.0021122363,
0.049553677,
-0.00043245827,
-0.032525912,
0.011890573,
-0.09547091,
-0.022886468,
0.02673936,
-0.022338117,
0.06764928,
0.019553067,
0.031111743,
-0.052295435,
0.01786472,
0.017965732,
0.06459006,
0.029033778,
-0.006630726,
-0.0012671613,
0.023622414,
-0.004848583,
0.042165358,
0.046350148,
-0.032785658,
-0.03803829,
0.0028247328,
-0.003946689,
-0.024978863,
0.010880452,
0.01789358,
0.0014123664,
0.053074673,
-0.082368195,
0.00655136,
0.006977054,
0.026638348,
0.018182188,
-0.019019146,
-0.0020653377,
0.01500752,
-0.029221373,
-0.037576523,
0.013997398,
-0.0015332202,
0.03157351,
-0.010425897,
0.041645866,
0.026234299,
-0.026825942,
0.008059327,
-0.002839163,
0.007561481,
0.029784154,
-0.014365371,
0.06637941,
-0.031775538,
-0.0035534631,
-0.018918132,
0.017951302,
-0.036999308,
0.010988679,
0.04502256,
-0.005584529,
-0.016522702,
-0.0071610403,
-0.0211404,
0.00019503462,
-0.019581927,
-0.025137596,
-0.008326287,
-0.060145523,
-0.024069753,
0.02343482,
0.053623024,
-0.0015927452,
0.0064178794,
0.03088086,
-0.02676822,
0.027403153,
0.015368277,
0.007785151,
-0.015195114,
-0.00069806614,
0.014935369,
0.016724726,
0.011623613,
-0.006702878,
-0.0037627027,
-0.014776635,
0.02907707,
0.014430308,
0.025426202,
-0.027807202,
0.010728934,
-0.0039106132,
-0.016262956,
0.00564225,
-0.010195012,
-0.01359335,
0.01031767,
0.0011643454,
-0.05775009,
0.01594549,
-0.026436323,
0.016594853,
0.020346733,
-0.0011057223,
-0.020216862,
-0.017936872,
-0.019899394,
-0.0026497652,
0.03460388,
0.0067930673,
-0.0017352445,
-0.022915328,
-0.03333401,
-0.008145909,
-0.012402849,
-0.024978863,
-0.025642656,
-0.0075254054,
-0.012078168,
0.012576013,
-0.019625219,
0.010151722,
0.012936771,
0.036046907,
-0.046379007,
0.060145523,
-0.041212957,
0.045340028,
0.015729036,
-0.014560181,
-0.045830656,
0.04095321,
0.0077274297,
-0.03422869,
-0.022424698,
-0.02020243,
-0.025671517,
-0.068226494,
0.014199423,
0.018889273,
0.0337092,
0.014387017,
0.004246118,
0.008405654,
-0.015310557,
0.0033550465,
0.005920034,
-0.005433011,
-0.045744076,
0.021760903,
-0.033622615,
-0.011912219,
0.048861023,
-0.022872038,
0.032525912,
-0.04360839,
-0.03982765,
-0.013997398,
-0.027085688,
-0.011291715,
-0.016739156,
-0.03555628,
0.0337092,
0.02153002,
-0.00029401752,
-0.033218566,
-0.070131294,
0.033103127,
-0.039481323,
-0.0309963,
-0.012662595,
0.03229503,
-0.034517296,
-0.013766513,
-0.02207837,
-0.0009830648,
0.043521807,
-0.01243171,
-0.016753588,
-0.024459371,
-0.02063534,
-0.018196618,
-0.043377504,
-0.046552174,
-0.01313158,
-0.03518109,
0.03142921,
-0.0064864233,
0.00075037597,
-0.019163448,
-0.033564895,
0.030823138,
0.036248934,
-0.041212957,
-0.047302548,
-0.029120361,
-0.0020509076,
-0.006692055,
0.027114548,
-0.0011372886,
-0.06603309,
-0.016565993,
-0.068803705,
0.020375594,
-0.05062152,
0.0101589365,
-0.008008821,
-0.042944595,
-0.054690868,
0.038557783,
0.015065241,
-0.059279703,
0.03798057,
-0.02535405,
-0.023074063,
-0.032266166,
-0.020260151,
-0.0011066243,
-0.0029401751,
-0.005988578,
0.055758707,
-0.02581582,
-0.0005226477,
0.050996706,
-0.047302548,
0.03137149,
0.017157637,
-0.015743466,
-0.010584631,
0.025036585,
0.046638753,
0.019365473,
-0.010144507,
-0.03460388,
0.0055123777,
-0.048081785,
0.06938092,
0.024517093,
0.0010218462,
0.01925003,
-0.025007723,
0.06845738,
-0.029452259,
-0.03659526,
-0.022612292,
0.033016544,
0.039885372,
-0.0052814926,
0.01873054,
-0.025974553,
-0.014040689,
-0.049524814,
0.042338524,
-0.019524205,
-0.029784154,
0.010137291,
0.036046907,
0.04190561,
-0.04456079,
0.026089996,
0.024185196,
0.03939474,
-0.0069518005,
-0.023651274,
-0.034517296,
-0.008485021,
-0.015252835,
0.033391733,
-0.029957319,
-0.027778342,
0.013643856,
-0.019351043,
-0.066725746,
-0.020721922,
0.0023755895,
0.04611926,
-0.0023665705,
0.018990286,
0.028038088,
-0.012965632,
-0.025570504,
-0.029668713,
0.026393032,
0.0076192026,
0.038702086,
-0.005829844,
0.029668713,
-0.00888907,
-0.02669607,
-0.042540547,
0.025685947,
0.057115156,
-0.043694973,
-0.0432332,
0.0276629,
0.010548555,
-0.03520995,
-0.059741475,
-0.010288809,
-0.045311164,
0.030072762,
-0.0120060155,
0.04461851,
0.003180079,
-0.017042194,
0.029394537,
0.01146488,
-0.03287224,
0.01779257,
0.008355148,
-0.0052851,
-0.026219869,
0.025051014,
0.0033370086,
-0.0309963,
-0.026032275,
-0.0365664,
-0.006984269,
-0.024300639,
-0.013614995,
0.0017163047,
0.013167656,
0.035469696,
-0.006977054,
0.025440631,
0.023333807,
0.0092931185,
0.006778637,
-0.014264359,
-0.012020446,
-0.10268607,
-0.02953884,
0.004098207,
-0.001287003,
0.011313361,
-0.021024957,
-0.0062699686,
-0.014459169,
0.0089035,
-0.010108431,
-0.050477214,
0.022684444,
-0.041212957,
-0.024055323,
0.025541645,
-0.025166456,
-0.013391325,
0.026970245,
-0.002914922,
-0.05523922,
-0.0026750183,
-0.018557375,
-0.007424393,
0.004440927,
-0.034084387,
-0.014242713,
-0.048485834,
-0.032035284,
-0.012345128,
-0.0091776755,
0.018066745,
0.015281696,
0.03157351,
-0.028918337,
0.01646498,
0.01549815,
0.00363283,
0.017431812,
-0.015613593,
0.015772326,
-0.028846186,
0.01265538,
-0.0036472601,
0.03899069,
0.035960328,
-0.021241413,
-0.0064503476,
0.02904821,
-0.003907006,
-0.0010407859,
-0.02858644,
0.052901506,
-0.012229686,
-0.02388216,
0.017460672,
0.020822933,
-0.012821328,
-0.020014837,
0.00003212998,
-0.006273576,
0.020923946,
0.012503861,
0.0014033474,
0.023088492,
-0.01597435,
0.015137393,
-0.026393032,
-0.025469493,
-0.0666103,
-0.0072440146,
0.015873339,
-0.005710794,
-0.021010527,
-0.0047439635,
0.023983171,
0.01787915,
-0.0015738055,
0.023088492,
-0.0058731353,
-0.03673956,
-0.0045996606,
-0.016551564,
-0.012561583,
0.0666103,
0.040837772,
-0.039741065,
-0.031515792,
-0.018138897,
-0.041790172,
0.0028878653,
-0.044387627,
-0.046985082,
-0.010483619,
-0.042338524,
0.018528515,
-0.024012031,
-0.005021747,
0.041617006,
-0.004000803,
0.028673021,
-0.00066469604,
0.033968944,
0.038269177,
0.06101134,
-0.012597659,
0.012936771,
0.014552965,
0.008347933,
0.009762103,
-0.00032603476,
0.014076765,
0.07624975,
-0.017027764,
-0.03564286,
-0.04360839,
-0.03850006,
0.005295923,
0.019004716,
0.010137291,
-0.018023454,
-0.031602375,
0.016205236,
-0.03610463,
-0.03809601,
0.0015999604,
-0.0032197624,
-0.02812467,
-0.0060931975,
-0.022799887,
0.041530427,
0.0061184503,
-0.014906508,
0.011378298,
0.017835861,
0.032497052,
0.011349437,
-0.048485834,
0.013427401,
0.024560384,
0.026118856,
0.0009140698,
-0.007135787,
0.0064575626,
-0.016205236,
0.0068074977,
0.025483923,
-0.031198325,
-0.008073757,
0.07059307,
0.015339417,
0.031688955,
-0.0206642,
0.02020243,
0.012200825,
0.0046429513,
0.01594549,
-0.017056623,
-0.009026158,
0.0122513315,
0.012200825,
-0.0064323097,
-0.04822609,
-0.0049171275,
0.011587537,
0.032208446,
0.024762407,
0.0055448455,
0.032064144,
0.025887972,
0.07105483,
0.0073811025,
0.08819804,
0.029784154,
0.018138897,
-0.019553067,
0.046985082,
-0.025094304,
0.0013438223,
-0.013708793,
0.019033575,
-0.061530832,
0.007799581,
-0.03189098,
-0.020736352,
-0.014365371,
-0.031631235,
-0.009026158,
-0.035123367,
0.02533962,
-0.059221983,
0.016089793,
0.061184503,
-0.046148125,
-0.056624528,
0.015729036,
-0.004715103,
0.0104042515,
0.005728832,
0.073248245,
-0.0055881366,
0.08987196,
0.036624122,
0.013037783,
0.0011652473,
0.017619405,
0.00264255,
-0.01873054,
0.015887769,
0.011363868,
0.015209544,
-0.02679708,
-0.04326206,
-0.0084273,
0.027980367,
-0.034459576,
-0.03088086,
0.03607577,
-0.024257347,
-0.054575425,
0.014560181,
0.04652331,
0.017965732,
-0.00022209145,
0.01430765,
-0.015858907,
-0.04135726,
-0.041472703,
-0.038644362,
0.0072187614,
-0.016133083,
-0.02067863,
-0.026118856,
-0.047533434,
-0.04034714,
0.022381406,
-0.04366611,
-0.021732043,
-0.011998801,
0.015656883,
0.06239665,
0.00573244,
-0.04080891,
0.04461851,
0.028831754,
0.07301736,
0.058991097,
0.06643713,
0.05812528,
-0.047302548,
-0.023694566,
0.0073269885,
-0.0067930673,
-0.03982765,
0.0046682046,
0.008304642,
-0.0011066243,
-0.070015855,
-0.05679769,
-0.030390227,
0.040606886,
-0.022771025,
0.006497246,
-0.046205845,
0.029322386,
-0.035931464,
0.028081378,
-0.015397138,
0.019567497,
0.00074225897,
0.039567903,
-0.041068655,
-0.048024062,
0.2463542,
0.07434495,
0.073998615,
0.06701435,
0.03154465,
0.027027966,
0.036277793,
-0.03659526,
-0.0064864233,
-0.0034813117,
-0.0036021655,
-0.051458478,
0.010974249,
0.026912523,
-0.04516686,
0.039163854,
0.014603471,
0.05238202,
0.034892485,
-0.039250437,
-0.028528718,
0.045657493,
0.027432015,
0.026364172,
0.01357892,
0.017922442,
0.065051824,
-0.045051422,
-0.018918132,
-0.018066745,
-0.010577415,
-0.0065585747,
0.0267105,
-0.025152026,
0.0309963,
0.02067863,
0.003026757,
-0.040837772,
-0.0010191405,
-0.020231292,
0.027792772,
-0.0038817527,
0.043723833,
-0.041068655,
-0.0497557,
0.024502663,
-0.005660288,
0.047013942,
0.042425103,
-0.030909719,
0.037316777,
-0.0086654,
-0.002960017,
-0.030101622,
-0.043954715,
-0.005335606,
-0.03786513,
0.0041054226,
0.042915735,
0.070766225,
0.018211048,
0.037576523,
-0.007770721,
-0.0076552783,
-0.03708589,
-0.0011895985,
-0.0093797,
-0.00005121068,
-0.013780944,
0.013261452,
0.044474207,
0.003239604,
-0.0016243116,
-0.00082072377,
0.0016766214,
0.045744076,
-0.011825637,
0.006205032,
0.012200825,
-0.011587537,
0.0014042493,
0.010577415,
0.0074388236,
-0.00013381855,
0.03365148,
0.042915735,
-0.058991097,
-0.006392626,
-0.024069753,
0.008723121,
0.05350758,
0.010288809,
0.013788159,
0.0026046706,
0.0017018744
] | Side note: If you find this spectrogram confusing, it may be due to your familiarity with the convention of placing low frequencies
at the bottom and high frequencies at the top of a plot. However, when plotting spectrograms as an image using the matplotlib library,
the y-axis is flipped and the spectrograms appear upside down.
Now apply the processing function to the entire dataset. This will take between 5 and 10 minutes.
dataset = dataset.map(prepare_dataset, remove_columns=dataset.column_names) |
[
0.01691425,
-0.012722989,
0.03887429,
0.04191262,
-0.019667733,
-0.024008198,
0.0027467008,
0.025622308,
0.0015013601,
0.071237884,
0.04720256,
-0.005564612,
0.001746359,
-0.024849163,
-0.03721949,
0.035944477,
-0.028348664,
-0.061960142,
-0.05740265,
-0.0045337514,
-0.004398112,
0.0008070553,
-0.11079037,
-0.058921814,
-0.028158769,
0.033285942,
-0.005581567,
0.011237736,
0.07742305,
0.02346564,
-0.04655149,
-0.02631407,
0.016249618,
-0.010349297,
-0.022339832,
-0.01646664,
0.03190242,
0.0060190046,
-0.016561588,
-0.0150831165,
0.018012932,
-0.028619943,
0.04603606,
-0.017171966,
-0.028294409,
0.0087284045,
-0.009189579,
0.009121759,
-0.049725454,
-0.009806738,
-0.005259423,
0.021485303,
0.022746751,
-0.0072024595,
-0.02185153,
0.0018548707,
-0.026734553,
0.015788442,
-0.04576478,
-0.0066327737,
-0.0050491816,
0.02644971,
-0.014215023,
-0.06038672,
-0.0014920349,
0.02573082,
-0.0075890324,
-0.0473382,
-0.008307922,
-0.009725355,
-0.018501233,
0.0066870293,
-0.003084104,
-0.020495133,
-0.027711159,
-0.0013657206,
0.01886746,
0.00008223147,
-0.015707059,
0.050756317,
0.0062835016,
0.036351398,
0.030329,
-0.01677861,
-0.023058722,
-0.029677931,
0.04655149,
0.019627042,
0.014567686,
-0.013157035,
-0.028457176,
0.0361615,
-0.048070654,
-0.00010480274,
-0.0046253083,
0.03852163,
-0.023452077,
0.04486956,
-0.0026008883,
-0.03187529,
0.07145491,
0.06054949,
-0.033882756,
0.03629714,
-0.0060359593,
-0.007358445,
0.033611476,
0.021607378,
-0.03564607,
-0.010159401,
-0.004174307,
0.0036080116,
0.030518897,
-0.0078060552,
-0.022706058,
0.026286943,
-0.007087166,
0.01924725,
-0.05235686,
0.00075746205,
0.033150304,
0.034072652,
0.033394456,
-0.04020356,
0.019260814,
-0.06456442,
0.018189263,
0.034045525,
-0.015517163,
0.019871192,
0.0021448003,
-0.009216706,
0.0057307705,
0.038087584,
0.0074940845,
-0.013170599,
-0.01076978,
-0.00010066997,
0.03426255,
-0.0120854825,
0.016493767,
0.015327268,
-0.056371793,
0.06928468,
0.0028077385,
-0.013679247,
0.043323267,
-0.024998367,
-0.02236696,
0.0039403285,
-0.10536479,
0.043621674,
-0.005354371,
0.0016709096,
-0.022638239,
-0.028050257,
-0.008579201,
-0.0068430146,
-0.0051203924,
-0.014038692,
-0.023492768,
-0.01536796,
-0.026069919,
0.025812205,
0.0031705743,
0.020291675,
-0.03125135,
0.020427315,
0.025052622,
-0.023614844,
0.026626041,
0.009935596,
-0.016927814,
-0.004089532,
0.038738653,
0.044299874,
0.028457176,
-0.002648362,
0.016710792,
0.017850162,
-0.0027551781,
0.023872558,
0.05420156,
-0.0038657268,
0.007372009,
-0.013821669,
-0.030410385,
0.02555449,
-0.00030857994,
0.02696514,
0.04538499,
0.017795907,
0.011820986,
-0.014432047,
0.010505282,
-0.006405577,
-0.0685251,
0.039715257,
0.012302506,
-0.0066734655,
-0.028809838,
0.01732117,
-0.056968607,
0.0010062759,
-0.007989169,
0.009664318,
0.018989535,
0.0248356,
-0.018989535,
0.009304873,
0.038847163,
0.024577884,
0.013597864,
0.025771512,
-0.013713158,
-0.040501967,
-0.010430681,
0.002929814,
-0.019803373,
0.011373376,
0.03393701,
0.0068057138,
-0.018975971,
0.006992218,
0.025378158,
-0.018758949,
0.0150831165,
0.038955677,
0.018664,
0.07237726,
-0.010152619,
0.032526363,
0.02398107,
0.044109978,
0.020915616,
-0.009840649,
0.059247352,
0.07682624,
-0.022611111,
0.008524945,
-0.010295041,
0.042997733,
0.0068124956,
-0.004448977,
-0.0012979008,
0.0314955,
0.01221434,
0.005005099,
0.0036792224,
0.027426315,
-0.030925814,
0.026219122,
0.012628041,
0.025432413,
-0.03654129,
-0.010674831,
-0.017388988,
0.031576883,
-0.018989535,
-0.0036385306,
0.03399127,
0.039009932,
0.0040115393,
-0.00998307,
0.016887123,
0.07498154,
-0.001619197,
0.021390356,
-0.0046524364,
-0.006754849,
-0.022285577,
-0.07807412,
-0.05067493,
-0.006432705,
-0.028945478,
-0.028375791,
-0.021837967,
-0.02528321,
0.0112038255,
-0.0129671395,
-0.02658535,
-0.01646664,
-0.037517898,
0.019274378,
0.04459828,
0.022990901,
-0.035863094,
0.04226528,
-0.012132957,
0.04552063,
-0.0035537558,
-0.012166867,
-0.02743988,
-0.03627001,
0.0026432755,
-0.011949844,
0.014282843,
-0.025201825,
-0.0006781977,
0.003513064,
-0.021620942,
0.0174975,
-0.0063004564,
0.0069006616,
-0.023655536,
0.008701276,
0.06277398,
-0.0010028848,
0.03046464,
0.057456907,
-0.011000367,
-0.024157401,
0.0002466944,
0.05056642,
-0.033964142,
0.026463274,
0.046741385,
0.014038692,
-0.023479205,
-0.042563688,
-0.045493502,
0.011719256,
-0.026232686,
-0.03654129,
-0.02956942,
0.0508377,
-0.0638591,
-0.06320803,
0.014418483,
-0.047663733,
0.00023715726,
-0.006473397,
-0.03578171,
0.03214657,
0.030274745,
0.007351663,
-0.018433413,
-0.056643073,
-0.031414118,
0.041505698,
0.020983437,
-0.010111928,
-0.025540926,
0.0260021,
-0.006795541,
-0.0096100615,
0.032960407,
-0.019708425,
0.0074262647,
0.030898686,
0.066137835,
0.02864707,
0.017022762,
0.04964407,
0.027249983,
0.018026495,
-0.05523242,
0.037653536,
0.031305604,
0.016141105,
0.010661268,
0.0009816912,
-0.011976971,
-0.0018752166,
-0.036676932,
-0.06158035,
0.002075285,
0.0065988638,
0.036242884,
-0.028104512,
0.019260814,
0.02932527,
0.00014560057,
0.015598547,
-0.008843698,
-0.0072634974,
0.030817304,
-0.0035808838,
0.0543372,
-0.03331307,
-0.01862331,
0.011054622,
0.0059274477,
0.046741385,
0.045683395,
0.08013584,
-0.0068158866,
-0.031631142,
-0.013984436,
0.0174975,
0.024021761,
0.011129224,
-0.026219122,
-0.0032536534,
-0.033421583,
-0.08295714,
-0.004930497,
0.05162441,
0.03073592,
0.025391722,
0.044408385,
0.0062970654,
0.012166867,
0.034560956,
-0.0016887123,
-0.01886746,
-0.061905887,
0.04796214,
0.041397188,
0.0024465981,
-0.016629407,
-0.015259448,
0.008002733,
0.02497124,
0.01451343,
0.003950502,
-0.055178165,
-0.005486619,
-0.013570736,
0.03542905,
-0.017687395,
-0.009013248,
-0.020915616,
-0.0034503308,
0.024740651,
-0.063479304,
0.0048389407,
-0.037029594,
0.045303605,
0.05005099,
0.017239785,
-0.059193093,
-0.0018413067,
0.008192628,
-0.039443977,
0.027778978,
0.0671687,
-0.051298875,
-0.004404894,
-0.05561221,
-0.008131591,
-0.020020396,
0.029786443,
0.021973606,
-0.0074669565,
0.02079354,
0.011481887,
0.0033892929,
-0.008111244,
-0.0004904217,
0.026151303,
-0.0077178897,
0.019287942,
-0.054771245,
-0.007704326,
-0.019274378,
-0.024374425,
-0.0021210632,
0.034560956,
0.026354762,
0.025663001,
0.0001210159,
0.007873875,
-0.015205192,
-0.051163234,
0.025364595,
0.00754834,
-0.029867826,
0.06233993,
-0.011827768,
0.008999683,
0.029488036,
0.031549755,
-0.020427315,
0.0010452722,
-0.01601903,
0.03928121,
-0.024157401,
-0.033774246,
0.03434393,
-0.03358435,
0.030274745,
0.01615467,
-0.010369643,
-0.008945428,
-0.045602012,
-0.04329614,
-0.022041425,
-0.05512391,
0.02418453,
0.03358435,
-0.011461541,
-0.01001698,
-0.027453443,
0.022583984,
0.0142014595,
0.002216011,
-0.008830134,
0.040176433,
-0.014744018,
0.02644971,
-0.011861677,
-0.016792174,
0.04020356,
-0.007290625,
0.008585983,
-0.043784443,
-0.0031451418,
0.019911883,
0.0062835016,
-0.042834967,
-0.018975971,
-0.021417484,
0.0051576933,
-0.02041375,
-0.051678665,
-0.012533094,
-0.017755216,
-0.0037063505,
0.02631407,
-0.027860362,
-0.052601013,
-0.004927106,
0.024198094,
0.014215023,
-0.018446978,
0.017212657,
-0.060875025,
-0.03656842,
-0.019437145,
0.042482305,
-0.027833233,
-0.01371994,
-0.026951576,
-0.041288674,
0.0048084217,
0.023764048,
0.003540192,
-0.027372058,
0.041966874,
-0.05496114,
0.013509698,
-0.027114343,
0.006500525,
0.00097236596,
0.010681613,
-0.023750484,
0.045927547,
0.0069210073,
-0.011861677,
0.018677564,
-0.047799375,
0.039878026,
0.043675933,
-0.04408285,
-0.025445977,
-0.025215391,
-0.015395087,
0.00087741826,
-0.022895955,
-0.03336733,
0.033909883,
-0.04229241,
0.046117444,
0.0131977275,
-0.042889223,
-0.024008198,
-0.030763047,
0.075795375,
-0.057999466,
0.02918963,
0.009101413,
0.032797642,
-0.007826401,
0.052872293,
-0.011298774,
-0.001893867,
-0.04202113,
-0.062122907,
0.05406592,
-0.029677931,
-0.008545291,
-0.012241469,
0.029840698,
0.06564954,
-0.029515164,
0.048558954,
0.05355049,
-0.013760631,
-0.008314704,
-0.009799956,
0.01128521,
-0.021281844,
-0.056209024,
0.0042489087,
-0.005055964,
-0.07313684,
0.017077018,
-0.04473392,
-0.025690129,
-0.04109878,
-0.013930181,
0.058542024,
0.010471372,
0.045493502,
-0.024903418,
-0.047880758,
-0.09521896,
0.016534459,
-0.00377417,
0.054011665,
0.018324902,
-0.03008485,
-0.0058325003,
-0.00019466394,
-0.048450444,
-0.010952893,
-0.022692494,
0.07509005,
-0.031576883,
-0.041044526,
0.004021712,
0.044055723,
-0.05119036,
-0.07286556,
0.030817304,
0.0056934697,
-0.008294358,
-0.008138373,
0.014825402,
-0.008552073,
-0.06092928,
-0.000979148,
0.006486961,
-0.01886746,
0.013211291,
0.032472104,
0.026626041,
-0.01355039,
0.017456809,
0.028430047,
-0.02788749,
0.0011546316,
-0.046985537,
-0.05110898,
-0.015178065,
0.007602596,
0.035618942,
-0.021308972,
0.027372058,
-0.0009460858,
-0.0039301557,
0.07481877,
-0.019979704,
0.022611111,
0.011108878,
-0.032607745,
-0.054011665,
-0.017307606,
-0.01076978,
-0.021024128,
0.01056632,
0.00064513553,
-0.009094631,
-0.026531095,
0.045303605,
-0.011136007,
-0.04462541,
0.03515777,
-0.019504966,
-0.022190629,
0.009528678,
-0.023655536,
-0.0033248642,
0.03241785,
0.025974972,
-0.036134373,
0.004187871,
0.012092265,
-0.020535827,
0.00080875074,
-0.012560221,
0.013360495,
-0.026639605,
-0.0027060087,
-0.042075384,
0.007073602,
0.016276745,
0.012811154,
-0.0103221685,
0.008077335,
0.002302481,
0.015720623,
0.00240082,
0.02788749,
-0.023587715,
-0.01478471,
0.017850162,
-0.027453443,
-0.013679247,
0.0010215353,
0.05837926,
-0.012661951,
0.0013055305,
0.025432413,
0.010864727,
-0.04229241,
0.031142838,
0.056751583,
-0.028375791,
-0.00010967728,
-0.013828451,
0.023438511,
-0.056480303,
-0.0043642023,
-0.01920656,
-0.014988169,
0.011264863,
0.011597181,
0.025744384,
0.07199746,
0.010193312,
0.028375791,
-0.006748067,
-0.010640922,
-0.025608744,
-0.013394404,
0.042889223,
-0.010647704,
-0.029894954,
0.01286541,
0.0034350713,
0.021444611,
0.0053441976,
-0.019721989,
0.019925449,
-0.013760631,
-0.0072024595,
0.0073991367,
0.0014233674,
0.0638591,
0.013062088,
-0.011583617,
-0.011020713,
-0.013326584,
-0.022054989,
-0.0071414215,
-0.09646684,
-0.048558954,
-0.008592765,
-0.030790174,
-0.011190262,
-0.050240885,
-0.031034326,
0.009053939,
0.011020713,
-0.009650753,
0.006476788,
0.044299874,
-0.0105527565,
0.016995635,
-0.037897687,
-0.021566687,
0.03347584,
-0.0024432072,
-0.035754584,
0.017483937,
-0.016927814,
0.03282477,
0.03580884,
-0.007677198,
-0.00895221,
0.0052187312,
-0.019667733,
0.036893956,
0.0056697326,
-0.024957675,
-0.023452077,
0.02425235,
-0.038033325,
-0.006269938,
-0.034560956,
-0.0000029174423,
0.022828134,
0.007819619,
-0.014947477,
0.04085463,
0.02761621,
-0.01063414,
-0.0021380181,
0.04397434,
0.016859995,
-0.036025863,
-0.011678564,
0.017171966,
0.032580618,
0.026069919,
-0.003073931,
-0.011346247,
-0.0007311819,
-0.0007214328,
0.0017022762,
-0.018514797,
0.033665735,
-0.003399466,
-0.0042421264,
-0.013943745,
0.012099047,
-0.044218488,
-0.008830134,
-0.003201093,
0.043269012,
0.00473382,
-0.023913251,
-0.024469372,
-0.043404654,
-0.025093315,
-0.0026364936,
-0.06776551,
0.006161426,
0.01355039,
0.012004099,
0.033801373,
0.038711525,
-0.028402919,
0.019925449,
0.019491402,
0.048965875,
0.04771799,
0.010905419,
0.024957675,
-0.030329,
0.036622677,
-0.04356742,
-0.016276745,
-0.066571884,
-0.03770779,
0.0053814985,
0.031414118,
-0.03879291,
0.0109664565,
-0.005615477,
-0.03304179,
-0.048070654,
-0.01862331,
0.031224221,
-0.05718563,
0.0069006616,
0.06906765,
-0.022339832,
-0.04760948,
0.039226953,
-0.014906785,
-0.033964142,
0.009562587,
0.04147857,
0.04120729,
0.04693128,
0.031983804,
-0.023343565,
0.03759928,
0.05805372,
-0.017063454,
-0.062122907,
-0.028077384,
0.010810471,
-0.017823035,
0.01862331,
-0.040556222,
0.0131977275,
0.038196094,
-0.011108878,
-0.042780712,
0.035456177,
-0.00046710865,
-0.027236419,
-0.024713524,
0.04147857,
-0.009935596,
0.005581567,
0.025228955,
0.011339465,
-0.062936746,
-0.0030434122,
-0.051868558,
0.004723647,
0.009257399,
-0.0438387,
-0.02469996,
-0.042780712,
0.040122174,
-0.026978705,
-0.035401918,
-0.02813164,
0.030925814,
0.044137105,
0.06451017,
0.02153956,
-0.022285577,
-0.0013538521,
0.070478305,
0.002349955,
-0.001025774,
0.039009932,
0.031821035,
-0.00991525,
0.01646664,
0.023696227,
0.015069553,
-0.022421217,
-0.0036792224,
-0.003791125,
-0.004771121,
-0.029379524,
-0.047745116,
0.003526628,
0.025812205,
0.017551756,
-0.010539192,
-0.010044108,
0.0069515263,
-0.059681397,
0.00017410607,
-0.025676565,
0.02223132,
-0.012051573,
-0.0026466665,
-0.009474422,
-0.05300793,
0.21214023,
0.075144306,
0.04229241,
-0.012594131,
0.020630773,
0.023384256,
0.0113191195,
-0.03589022,
-0.019355763,
-0.023316437,
-0.023913251,
0.008796224,
-0.0070057823,
0.0248356,
-0.01076978,
0.03220083,
-0.038033325,
0.02469996,
0.0003001025,
-0.039742384,
-0.033394456,
0.026395455,
0.027534826,
0.059844166,
0.019979704,
-0.018962407,
0.04392008,
-0.045710526,
-0.030790174,
-0.019613476,
0.020278111,
-0.037653536,
0.014147204,
-0.01790442,
-0.004476105,
0.009657535,
0.013346931,
-0.06830807,
0.042889223,
-0.022312704,
0.0053984537,
-0.025974972,
0.02095631,
-0.008375742,
-0.03537479,
0.011163134,
0.0022414434,
0.042943478,
0.03399127,
-0.093320005,
0.011305556,
-0.011793857,
0.039091315,
-0.06798254,
-0.07167193,
-0.019057356,
-0.03393701,
-0.04158708,
0.027561955,
0.03176678,
0.012987486,
0.018894589,
0.015666367,
0.02353346,
-0.03111571,
0.01814857,
0.015327268,
-0.012533094,
-0.016005466,
-0.016588716,
0.037138104,
0.003151924,
-0.021620942,
0.041559953,
0.009223489,
0.020223856,
0.007982387,
0.033909883,
-0.00019635943,
-0.027385622,
0.031685397,
-0.029406652,
-0.0072160233,
-0.03019336,
0.019165866,
0.059572887,
-0.078019865,
0.034696594,
0.03022049,
0.02301803,
0.00377417,
0.031468373,
0.021865094,
-0.004988144,
0.039986536
] | dataset = dataset.map(prepare_dataset, remove_columns=dataset.column_names)
You'll see a warning saying that some examples in the dataset are longer than the maximum input length the model can handle (600 tokens).
Remove those examples from the dataset. Here we go even further and to allow for larger batch sizes we remove anything over 200 tokens. |
[
0.039022822,
0.04089378,
0.047762863,
0.026286948,
-0.044555508,
-0.021115087,
0.04631955,
0.009414923,
-0.024081891,
0.06168813,
0.011807076,
0.035681825,
-0.032715023,
-0.05896188,
-0.055754524,
0.018509112,
0.0055928254,
-0.005141791,
-0.048003417,
-0.036483664,
-0.011613298,
0.019310951,
-0.04925963,
0.021983746,
-0.03723205,
-0.011506386,
0.010283582,
0.03169936,
0.07633505,
0.00028878724,
-0.027182335,
-0.015756132,
0.006438097,
-0.053776655,
-0.042417273,
0.023934888,
0.024696635,
-0.002407187,
-0.065430045,
-0.03629657,
0.029347299,
0.028919652,
0.022785585,
-0.04268455,
-0.005302159,
0.0015101297,
-0.022504942,
0.013751535,
-0.04073341,
-0.017065803,
-0.0008152028,
0.026380496,
0.040760137,
-0.009688885,
-0.04690757,
-0.0074236905,
-0.0034479068,
0.007076227,
-0.056984007,
0.0054925955,
0.0026276924,
0.0050348793,
0.0020680758,
-0.052573897,
-0.00035915695,
0.015542308,
-0.031859726,
-0.032661565,
-0.02128882,
-0.047976688,
-0.0030820677,
-0.012194632,
0.0056462814,
-0.02128882,
-0.011780348,
0.023493877,
0.07072218,
0.009281284,
-0.02146255,
0.06142085,
-0.0056228945,
0.046052273,
0.033490133,
-0.018108193,
-0.007203185,
-0.031111345,
0.015154753,
0.009087506,
-0.014179182,
-0.013016516,
-0.00041908605,
0.035949104,
-0.029774947,
-0.007036135,
0.0406265,
-0.0016345817,
0.032955572,
0.0050616073,
0.014352914,
-0.020674076,
0.025418289,
0.06901159,
0.014379642,
0.04073341,
-0.038461532,
0.03474635,
0.00017018193,
-0.009381514,
-0.062436514,
-0.01064441,
0.0006406358,
0.011800394,
0.004697439,
0.020874536,
-0.044154588,
0.04297856,
-0.018869938,
0.04428823,
-0.058854967,
-0.0092879655,
0.019137219,
0.026567591,
0.034773074,
0.012161221,
-0.030844064,
-0.062383056,
-0.007123001,
0.023761155,
0.0017723978,
-0.009769069,
-0.0030503285,
-0.01329716,
0.021141816,
0.0055126417,
0.03576201,
-0.05380338,
-0.022585126,
-0.018763028,
0.0618485,
-0.02699524,
-0.01846902,
0.0012311566,
-0.049927827,
0.05289463,
0.011085421,
-0.014553374,
0.016878705,
-0.0031037843,
0.016504515,
-0.010737957,
-0.077297255,
0.013724807,
-0.0042664506,
0.0061039976,
-0.03458598,
-0.015168116,
-0.019498046,
-0.030977705,
-0.0006022143,
0.025912756,
0.01387181,
0.0031789567,
-0.004704121,
0.00074712996,
0.010069759,
0.01407227,
-0.0070294533,
-0.033062484,
0.038033888,
-0.036483664,
0.021716466,
-0.0008348311,
0.00396242,
0.0049045803,
0.0049279677,
0.034024693,
0.043032013,
-0.020005878,
0.017079165,
0.03576201,
-0.033222854,
0.01957823,
0.04599882,
-0.009595337,
0.025097555,
0.01756027,
-0.0035280907,
-0.01454001,
-0.039450467,
-0.014045543,
0.057465114,
0.012421819,
0.0406265,
-0.014580102,
-0.053643014,
-0.032902118,
-0.0066753076,
0.08788153,
-0.0016730032,
-0.05225316,
-0.013791627,
0.015234937,
-0.042764734,
-0.00009788071,
-0.0032257305,
0.008091889,
0.0055894847,
0.044074405,
-0.012528731,
-0.0082789855,
0.026540864,
0.027823806,
0.031057889,
0.039209917,
-0.0082789855,
-0.032394286,
-0.015475488,
0.02696851,
-0.011339337,
-0.017506814,
0.04337948,
-0.0061039976,
0.018709572,
-0.007443737,
0.015956592,
-0.012475275,
0.018081464,
0.055380333,
0.023627516,
0.05880151,
-0.032955572,
0.057946216,
0.0033911099,
0.022785585,
0.031405352,
-0.00007694729,
0.014232638,
0.041214515,
-0.017399902,
0.035681825,
0.0042631095,
-0.009448334,
0.019230766,
0.0013347275,
0.00641471,
0.02042016,
0.01846902,
0.010203399,
-0.027422886,
0.027663438,
-0.055059597,
0.047094665,
0.028866196,
-0.0020613938,
-0.029748218,
-0.044475324,
0.03704495,
0.044475324,
-0.041161057,
0.030282779,
0.026821507,
0.023026137,
-0.014112363,
-0.006621852,
0.043780398,
0.04214999,
0.0057498524,
0.02193029,
-0.0009855935,
0.015168116,
-0.025471745,
-0.05054257,
-0.0767627,
-0.01044395,
-0.01957823,
-0.060779378,
-0.015381941,
-0.025204465,
0.018749664,
-0.04174907,
-0.03143208,
-0.025886029,
-0.04672047,
0.014058907,
0.029641306,
0.021128451,
-0.048377607,
-0.0049647186,
0.0055059595,
0.07088255,
0.012535413,
-0.0011392792,
-0.020460254,
-0.031191528,
0.04610573,
-0.007817928,
0.01054418,
0.05147805,
-0.00038546728,
0.016531242,
-0.008265621,
0.02068744,
-0.03669749,
-0.021048268,
-0.015742768,
0.008245575,
0.036750942,
0.011085421,
0.011847168,
0.015528944,
-0.01729299,
0.016384238,
0.028652372,
0.0014992715,
-0.028331637,
-0.002978497,
0.003317608,
-0.030416418,
-0.0074170087,
-0.029347299,
-0.05308173,
0.03156572,
0.0063946643,
-0.008038434,
0.006935905,
0.027289247,
-0.021222,
-0.06714063,
-0.009027368,
-0.07098946,
-0.0035782056,
-0.009254556,
0.0060672467,
0.04140161,
0.015502216,
0.0018492407,
-0.04217672,
-0.068156295,
-0.020380069,
0.0026176695,
0.023320144,
-0.02565884,
-0.023480512,
0.023079593,
-0.01172021,
-0.068851225,
0.0014140761,
-0.07125674,
0.019898966,
0.02612658,
0.05131768,
0.025538566,
0.046159185,
0.018442292,
0.0049480135,
0.049954556,
-0.03835462,
0.011867214,
0.018148284,
0.00045688104,
0.03626984,
-0.03338322,
0.017613726,
0.029160203,
-0.047896504,
-0.038461532,
0.01729299,
-0.0043867263,
0.051157314,
-0.03381087,
0.027115515,
0.019965786,
0.030175867,
0.015609128,
0.033703957,
0.024750091,
0.043192383,
0.025431653,
0.05121077,
-0.051638417,
-0.02031325,
0.015943227,
-0.035254177,
0.043566573,
0.024937186,
0.058106583,
-0.0053556147,
-0.04554444,
-0.015422032,
-0.00802507,
-0.015756132,
0.016197143,
-0.019070398,
-0.011499705,
-0.017640453,
-0.03052333,
-0.0013113405,
0.037151862,
0.062008865,
0.016878705,
-0.015141389,
-0.0265275,
0.031779543,
0.0022418075,
0.003975784,
-0.014700377,
-0.037739877,
0.049019076,
0.01833538,
0.018656116,
-0.018883303,
-0.027235791,
0.0021566122,
-0.00043892322,
-0.060030997,
-0.0038521672,
-0.014660286,
-0.004664029,
-0.0035514776,
0.0037586193,
-0.008392579,
-0.0075706947,
-0.057732392,
-0.027903989,
0.04517025,
-0.047201578,
-0.0021232022,
-0.021783287,
0.059229158,
0.022718765,
-0.0030202593,
-0.05709092,
-0.021970382,
-0.03429197,
-0.064735115,
-0.0067822197,
0.07387608,
-0.018562568,
-0.0012528731,
-0.042444,
0.007229913,
-0.022344574,
0.009802479,
-0.000024130857,
-0.016076868,
0.00782461,
0.0101699885,
0.01793446,
-0.0043533165,
-0.042337086,
0.016357511,
-0.039530654,
0.039397012,
-0.063077986,
0.007784518,
0.029347299,
-0.039985027,
0.0016721679,
0.052707534,
0.0028248113,
0.014058907,
-0.018041372,
-0.017012347,
0.0014516623,
-0.04337948,
0.009769069,
0.0013815014,
-0.02330678,
0.07024108,
-0.036136203,
0.0009864287,
0.014393006,
0.04140161,
-0.019618321,
-0.0007041147,
-0.009261237,
0.013116746,
-0.030844064,
-0.016384238,
-0.0027329337,
-0.033703957,
0.02350724,
0.002256842,
-0.049446724,
-0.0101967165,
-0.0379537,
-0.058320407,
-0.022865769,
-0.05091676,
0.06168813,
0.014219275,
-0.005880151,
-0.006364595,
-0.014633558,
-0.02048698,
0.02908002,
-0.03381087,
-0.021181908,
0.020567164,
-0.007844656,
0.013323887,
0.00039966652,
-0.01292965,
0.036724217,
-0.021275455,
0.006508258,
-0.02215748,
-0.011726893,
0.01833538,
-0.018629387,
0.016010048,
0.030763881,
-0.034773074,
0.017186077,
-0.039129734,
-0.034826532,
-0.024496175,
-0.013778263,
-0.02319987,
0.01172021,
-0.011178969,
-0.05059603,
0.010390494,
0.017800821,
0.019551503,
-0.0015168117,
0.005830036,
-0.04006521,
-0.045277163,
-0.018950123,
0.033997964,
-0.03263484,
-0.03942374,
-0.05896188,
-0.038835723,
0.0022184206,
0.033864323,
-0.0062109097,
-0.021903563,
0.021302184,
-0.057785846,
0.030763881,
-0.027449613,
0.008192119,
0.00543914,
0.018094828,
-0.02299941,
0.023694336,
-0.012054309,
-0.009969529,
0.024148712,
-0.012341635,
0.029347299,
0.071951665,
-0.017613726,
-0.056395993,
-0.0019427885,
-0.017252898,
-0.0034479068,
0.0015569036,
-0.032020096,
0.0012278156,
-0.015087933,
0.040279035,
-0.0068256524,
-0.027356066,
-0.014820653,
0.004005853,
0.021810016,
-0.03496017,
0.008659859,
0.028010901,
0.012936332,
0.019818781,
0.014312822,
-0.00018333709,
-0.0019026966,
0.00392901,
-0.03629657,
0.006732105,
-0.017800821,
0.016263964,
0.013584485,
0.0062276144,
0.03707168,
-0.015074569,
0.03800716,
0.074196815,
-0.028518733,
0.008332442,
-0.0005642105,
-0.002975156,
-0.013170202,
-0.011974126,
0.03156572,
-0.021449188,
-0.052440256,
0.013631259,
-0.018442292,
-0.034452338,
-0.035173994,
0.012381727,
0.042738006,
-0.025244558,
0.10039022,
0.00580999,
-0.066231884,
-0.0623296,
0.035173994,
0.024322443,
0.04164216,
0.010851552,
0.0027496389,
-0.005158496,
0.017586997,
-0.060298275,
-0.016998982,
-0.0018375472,
0.05709092,
0.00396242,
0.0080451155,
0.023734428,
0.068477035,
-0.054284487,
-0.07980969,
0.038274437,
-0.014793926,
0.030550057,
-0.014646921,
0.014058907,
0.0010824824,
-0.06195541,
0.018175012,
0.008492809,
-0.009154326,
0.03434543,
-0.0034094853,
0.02323996,
0.00015838403,
0.02317314,
0.04006521,
-0.014125726,
0.00463396,
-0.025632113,
-0.019404499,
-0.040252306,
0.0021699762,
0.054792315,
-0.004660688,
0.04011867,
0.0184022,
-0.002609317,
0.045918632,
-0.032421015,
-0.0068958136,
0.051959153,
-0.054097388,
-0.047762863,
-0.0058500823,
0.028999835,
0.012689099,
0.039851386,
-0.014673649,
-0.03287539,
-0.036056016,
0.06943924,
0.009862617,
-0.028465277,
0.0069826795,
-0.04479606,
-0.026046397,
-0.008232212,
0.013444164,
0.008285668,
0.04661356,
0.033329766,
-0.048564702,
0.0039958297,
-0.0012545435,
-0.010183352,
-0.0021699762,
-0.063933276,
-0.0019160606,
0.0021282136,
-0.02843855,
-0.036483664,
0.008038434,
0.0056496225,
0.043940764,
-0.00042931785,
-0.03247447,
-0.008412626,
0.0114128385,
0.0014767197,
0.0025107577,
-0.009608702,
-0.027275883,
0.011927352,
-0.001313011,
-0.02082108,
0.0034545888,
0.050702937,
-0.043780398,
-0.0023721063,
0.0019077081,
0.03378414,
-0.020834444,
0.009628748,
0.02646068,
-0.028278181,
-0.021168543,
0.0027095468,
0.014660286,
-0.07515902,
-0.017546905,
-0.020700805,
-0.023320144,
0.022839041,
0.041107602,
0.015007749,
0.044582237,
-0.03811407,
-0.0069091776,
-0.01074464,
0.027396157,
0.006785561,
-0.005385684,
-0.0006276894,
-0.009321376,
-0.03509381,
0.006060565,
0.020086061,
0.0049814233,
-0.023654245,
0.0088736825,
0.019551503,
-0.0020413478,
0.023600789,
0.03982466,
-0.057946216,
0.02468327,
-0.005956994,
-0.0019594936,
0.019631686,
-0.006428074,
-0.0568771,
-0.0028866197,
-0.06826321,
-0.034532525,
-0.0108181415,
-0.03025605,
-0.012909604,
-0.034799803,
-0.06826321,
0.005095017,
0.027329339,
0.0116868,
0.011907306,
0.012488639,
-0.009221146,
0.021943655,
-0.031939913,
-0.031512264,
0.014032179,
-0.014219275,
-0.048110325,
-0.023266688,
-0.010216762,
0.017600361,
0.042470727,
-0.010397176,
-0.03335649,
-0.0002829405,
-0.017226169,
0.016584698,
0.0050281975,
0.019217404,
-0.035280906,
-0.016571335,
-0.036109474,
-0.038140796,
0.005679691,
0.004714144,
0.006047201,
0.021943655,
-0.023213232,
0.017546905,
0.007049499,
-0.0066786488,
0.015141389,
0.008867,
0.052466985,
-0.0144197345,
-0.008051798,
0.013557757,
0.07628159,
0.030175867,
-0.0013389037,
0.0012595551,
0.034024693,
0.016357511,
-0.036590576,
-0.046426464,
0.026955146,
-0.0058500823,
-0.018028008,
-0.016304055,
-0.02279895,
0.0057364884,
-0.009849253,
-0.00020860336,
0.031218257,
0.0030336233,
-0.031004433,
-0.0095485635,
-0.04362003,
0.028786013,
0.026580956,
-0.009374832,
-0.02004597,
0.019163948,
0.035574913,
0.043245837,
0.011346019,
-0.00008775332,
0.021409096,
0.0021883517,
0.03723205,
0.033169396,
-0.04255091,
0.03169936,
-0.0286791,
0.08435344,
-0.030175867,
0.013651305,
-0.04832415,
-0.036563847,
-0.010016303,
0.044608966,
-0.027716894,
0.03744587,
0.03942374,
-0.052734263,
0.010717912,
0.008840272,
0.04351312,
-0.053108454,
-0.0040225578,
0.034906715,
-0.0148072895,
-0.009528518,
0.032260645,
-0.0091342805,
-0.018509112,
0.028465277,
0.06259688,
0.06992034,
0.06430747,
0.059389524,
-0.016664883,
0.036590576,
0.009648793,
-0.015034477,
-0.037151862,
-0.024723362,
0.0016278998,
0.021101724,
-0.046453193,
-0.04337948,
0.039209917,
0.016918799,
-0.010437268,
-0.02998877,
0.0028615622,
0.005820013,
-0.016464423,
-0.03496017,
0.066606075,
0.011513068,
0.02985513,
-0.000112549766,
0.0024188804,
-0.016197143,
-0.0002881608,
-0.02814454,
-0.0075773764,
0.019310951,
-0.044822786,
0.0049313083,
-0.02817127,
0.026754687,
0.0006168312,
0.0007780342,
-0.032287374,
0.011325973,
0.0060271546,
0.03643021,
0.050702937,
-0.022010474,
0.0068958136,
0.05971026,
0.03471962,
-0.026687868,
0.038274437,
0.046212643,
0.008953867,
0.011660072,
0.041829254,
-0.011272517,
-0.019604959,
-0.0054291165,
0.015128025,
0.023747792,
-0.059924085,
-0.02679478,
-0.004787646,
0.030015498,
-0.0067755375,
0.008780135,
-0.017734,
-0.03156572,
-0.0867055,
-0.012836102,
-0.05187897,
0.012796011,
-0.052948087,
-0.021836743,
0.004052627,
-0.06719409,
0.20131499,
0.04009194,
0.04688084,
-0.03506708,
-0.013437482,
0.045865178,
-0.0020413478,
-0.022839041,
-0.024148712,
-0.022839041,
0.0036383434,
-0.024001708,
0.031538993,
0.011292563,
0.03720532,
0.041882712,
-0.021876834,
-0.01074464,
0.021262093,
-0.032127008,
-0.0835516,
0.046667017,
-0.00018385913,
0.032715023,
0.029240387,
0.02051371,
0.0053656376,
-0.025191102,
-0.03469289,
-0.06131394,
0.05107713,
-0.0019394476,
0.03471962,
-0.02233121,
0.02219757,
0.01272919,
0.004025899,
-0.028465277,
-0.008686587,
-0.023186505,
0.028705828,
-0.035254177,
-0.005435799,
0.018829847,
-0.008038434,
0.02750307,
0.008085208,
0.017894369,
0.033703957,
-0.07938204,
-0.010637728,
0.0092011,
0.08312395,
-0.046987753,
-0.052413527,
0.046052273,
-0.07414336,
0.0036483665,
0.0067989244,
0.027609982,
-0.013484255,
0.016130323,
0.0060438598,
0.023948252,
-0.02592612,
-0.030175867,
0.004637301,
0.0056830323,
-0.005806649,
-0.012922969,
0.047361944,
-0.0044368412,
-0.021542735,
0.02626022,
-0.0021850106,
0.049125988,
-0.032928847,
0.027877262,
0.05976372,
-0.01178703,
0.024095256,
-0.0038120751,
0.004496979,
-0.008292349,
0.0007842986,
0.06061901,
-0.052814446,
0.039985027,
0.0010382142,
-0.0044769333,
-0.017480085,
0.05214625,
0.043165654,
0.0022618535,
0.0032290716
] | def is_not_too_long(input_ids):
input_length = len(input_ids)
return input_length < 200
dataset = dataset.filter(is_not_too_long, input_columns=["input_ids"])
len(dataset)
8259
Next, create a basic train/test split:
dataset = dataset.train_test_split(test_size=0.1) |
[
0.022867909,
0.010977755,
0.048053022,
0.013251511,
-0.01261428,
-0.04454825,
0.0061767977,
-0.0036984752,
-0.011100857,
0.04753165,
0.036553897,
-0.00030413305,
0.022954805,
-0.03875524,
-0.03559805,
0.037973184,
-0.013360131,
-0.098307386,
-0.07165954,
-0.0044859624,
-0.005865423,
-0.0035011508,
-0.078205645,
-0.034844957,
-0.04813992,
0.018595563,
0.02001485,
0.008001596,
0.06899475,
-0.007921942,
-0.036322176,
-0.01743696,
0.017205242,
-0.062332794,
-0.007929184,
-0.017813507,
0.038494553,
-0.0034920992,
-0.030181585,
-0.06129005,
0.026010618,
-0.010123285,
0.039305575,
-0.06337553,
-0.050544016,
-0.021405173,
0.0062166243,
-0.0073498823,
-0.009971219,
-0.03768353,
-0.006213004,
-0.013374613,
0.031050537,
0.0032404652,
0.009189163,
0.01352668,
-0.02563407,
0.013265994,
-0.029327115,
-0.051557794,
-0.026126478,
0.020883802,
-0.016654905,
-0.041362096,
0.023751343,
0.012932896,
-0.014033568,
-0.030007794,
-0.03748078,
-0.03536633,
-0.027183702,
0.011549815,
-0.006788684,
-0.017031452,
-0.045967538,
-0.02619889,
0.029862968,
0.003617011,
-0.01273014,
0.025503729,
0.014888037,
0.05373017,
0.016466632,
-0.011730846,
-0.04260759,
-0.05106539,
0.03261465,
-0.038320765,
0.018204536,
-0.009145715,
-0.0071398853,
0.026285784,
-0.02086932,
0.011919119,
0.014359425,
0.03577184,
0.007987114,
0.043013103,
-0.0022918598,
-0.011441195,
0.04144899,
0.0927461,
-0.015061827,
0.02172379,
-0.031282257,
0.015785953,
0.0015976037,
-0.00126179,
-0.027082324,
0.02069553,
-0.0070891967,
-0.004648891,
0.07890081,
-0.009638121,
-0.01840729,
0.06134798,
0.025706485,
0.0035970975,
-0.054019824,
-0.0042397594,
0.02149207,
0.013809089,
0.019015556,
-0.020710012,
-0.00796539,
-0.041130375,
-0.0017849713,
-0.0032205519,
-0.020420361,
-0.024084441,
0.0070131635,
0.0075309137,
0.014822866,
0.063317604,
0.047937162,
0.006299899,
0.014381149,
0.019421067,
0.033802215,
-0.019160382,
-0.004895094,
0.017509375,
-0.06569274,
0.07780013,
-0.01089086,
-0.009898807,
0.055352215,
-0.018132122,
-0.007270228,
0.006426621,
-0.068647176,
0.024403056,
-0.0050869873,
-0.012534627,
-0.026589919,
-0.033918075,
-0.001186662,
-0.01874039,
-0.014439079,
0.017031452,
-0.017509375,
-0.023287902,
-0.0056047374,
0.031803627,
0.008479519,
0.035221502,
-0.01885625,
-0.018754872,
-0.027849898,
-0.035858735,
0.00825504,
0.003696665,
0.016249394,
-0.0037039062,
0.027429905,
0.020449327,
0.035858735,
-0.0173211,
-0.0021470345,
-0.002603234,
0.017364549,
-0.02482305,
-0.008957443,
-0.03284637,
-0.023403762,
-0.015974227,
0.007516431,
0.040087633,
-0.013664263,
0.0058618025,
0.038871102,
0.053237766,
-0.028501611,
0.0076395324,
-0.03635114,
0.0011242061,
0.0137728825,
0.016669387,
0.0006499034,
-0.01118051,
-0.008443313,
0.034584273,
-0.047213037,
0.022563776,
-0.02001485,
-0.004518548,
0.049095765,
0.027415423,
0.008037802,
0.012179805,
0.041362096,
-0.029718144,
-0.034062903,
0.03336774,
0.033570495,
-0.046807524,
-0.016321806,
-0.019015556,
0.013403578,
0.022737566,
0.02052174,
0.018132122,
-0.0013115738,
0.016365254,
0.036090456,
-0.0358877,
-0.011839465,
0.060305238,
0.014518732,
0.04544617,
-0.0071109203,
0.032325,
0.017813507,
0.03939247,
0.022027923,
0.009869842,
0.049617134,
0.029805038,
0.016133534,
0.020550705,
0.024518916,
-0.01788592,
0.012744623,
0.03745181,
0.026792673,
0.022520328,
-0.009790188,
-0.017856956,
-0.008269522,
-0.010521555,
-0.047242,
0.07252849,
0.024026511,
0.007494707,
-0.024620295,
-0.022274125,
0.0048407842,
0.03197742,
-0.0042687245,
0.0057749073,
0.03284637,
0.029891934,
-0.027849898,
-0.03565598,
-0.0055757724,
0.048806112,
0.027560247,
0.0026358198,
0.0052716397,
-0.0011911878,
-0.019305207,
-0.059552148,
-0.03577184,
-0.017350066,
-0.012252217,
0.00469958,
-0.032267068,
-0.06725685,
-0.009753982,
0.0025597864,
-0.0124187665,
0.0280961,
-0.023056181,
-0.0083564175,
0.01318634,
0.0031083121,
-0.05176055,
0.028965052,
0.033280846,
0.024388574,
0.049443346,
-0.0142073585,
-0.029718144,
-0.0033454637,
0.006404897,
0.01610457,
0.031456046,
-0.013519438,
-0.030065725,
0.020217607,
-0.00058790005,
-0.0013821761,
-0.0061478326,
0.0017333773,
-0.0128677245,
0.0023425487,
0.03858145,
-0.012360836,
-0.0013848916,
0.068183735,
-0.043273788,
-0.011166028,
0.055873588,
-0.0060971435,
-0.036524933,
0.019580375,
0.028168514,
-0.009123991,
-0.0005263493,
-0.043157928,
-0.07084852,
0.0013993741,
-0.02551821,
-0.02137621,
-0.029356081,
0.06065282,
-0.043534473,
-0.049153693,
0.003291154,
-0.03455531,
-0.020420361,
0.018827284,
-0.012201528,
0.02929815,
-0.0161625,
0.0037980424,
-0.081449725,
-0.0018954006,
0.0025489246,
0.0688789,
0.011853947,
-0.017031452,
-0.019710718,
0.039479367,
0.031803627,
-0.019073486,
0.026213372,
-0.024040993,
-0.026401645,
-0.015003897,
0.05853837,
-0.00034192338,
0.009442607,
0.01261428,
0.027878864,
0.036177352,
-0.0658086,
-0.00223574,
0.024620295,
-0.0025308214,
0.012976344,
0.013389096,
-0.0044280323,
0.029211255,
-0.054657053,
-0.030297445,
0.037393883,
-0.01794385,
0.026227854,
-0.011260164,
0.02682164,
0.004670615,
0.00601749,
0.011166028,
0.0015804056,
-0.03852352,
0.063027956,
0.034178764,
0.06036317,
-0.032991193,
-0.008240557,
0.04263656,
-0.04226001,
-0.009384677,
0.056394957,
0.028182996,
-0.010456384,
-0.016930073,
0.0015921728,
-0.0028693506,
0.0010572245,
-0.029544353,
-0.0068610967,
-0.034149796,
-0.03209328,
0.0025996135,
0.0040804516,
0.04912473,
0.031137431,
0.03296223,
0.067662366,
-0.0013667884,
0.027429905,
0.03979798,
-0.024460986,
-0.01553975,
-0.024388574,
0.037422847,
-0.012592557,
0.02848713,
-0.04321586,
-0.00813918,
-0.03044227,
-0.0009793808,
0.0034070143,
0.008392624,
-0.068183735,
-0.006357829,
-0.014098739,
0.026647849,
-0.017407997,
-0.043244824,
-0.033686355,
-0.0021162592,
0.028994018,
-0.07762634,
0.010130527,
-0.0692844,
0.01931969,
0.017480409,
-0.00945709,
-0.013838054,
-0.04275242,
-0.020376915,
-0.01645215,
0.029834004,
0.042549662,
-0.004670615,
-0.008030561,
-0.0436793,
-0.0128677245,
0.0030159862,
-0.03669872,
-0.023070665,
0.012578074,
0.0047394065,
0.001501657,
0.01639422,
0.022158265,
-0.0092615755,
0.043042067,
-0.008725722,
0.020724496,
-0.036148384,
0.02034795,
0.00905882,
-0.017929368,
-0.020666566,
0.0317457,
0.018305913,
-0.032817405,
-0.008269522,
0.028067136,
-0.01598871,
-0.047560617,
0.022274125,
0.020420361,
-0.0073969504,
0.048081987,
-0.02470719,
0.0042216564,
-0.011564298,
0.016814213,
-0.0046923384,
0.018204536,
-0.018754872,
0.009601915,
-0.0049964716,
-0.031890523,
0.008284005,
-0.0431,
0.031687766,
-0.029718144,
-0.042057257,
-0.016437666,
-0.044345494,
-0.046402015,
-0.005727839,
-0.02464926,
0.0017704888,
0.0045366515,
0.01651008,
-0.0019895372,
-0.03400497,
0.0059378357,
0.012773588,
-0.0019587616,
-0.019493481,
0.030239515,
-0.009326747,
0.003026848,
-0.035221502,
-0.0021343622,
0.045938574,
-0.02540235,
0.02230309,
-0.021072075,
0.016814213,
-0.006770581,
-0.002574269,
-0.026517505,
-0.0040732105,
-0.021738272,
0.039653156,
0.00042293503,
-0.010579485,
-0.030239515,
-0.05129711,
-0.027618177,
0.035105642,
-0.019290725,
-0.045619957,
-0.034178764,
0.00607542,
0.009790188,
0.011817741,
0.0008571845,
-0.03693044,
-0.032064315,
-0.035337362,
0.07785806,
0.013968397,
0.015235618,
-0.04999368,
-0.05016747,
-0.01885625,
0.045851678,
0.021347243,
-0.034323588,
0.005177503,
-0.022201713,
0.04139106,
-0.03768353,
-0.014605627,
0.014084257,
0.010289835,
-0.022042405,
0.020217607,
0.0034649444,
0.0033454637,
0.062101074,
-0.028284375,
0.028530577,
0.016988004,
-0.03388911,
0.006940751,
0.0060392134,
0.0346422,
0.033164985,
-0.017422479,
-0.00044986347,
-0.005611979,
-0.055033598,
0.027140254,
-0.018392809,
-0.01341082,
-0.0329043,
-0.03736492,
0.041767605,
-0.024837533,
0.0019750546,
-0.014598386,
0.047821302,
-0.0031608113,
0.043650333,
0.025996134,
-0.0182335,
-0.023027217,
-0.020623118,
0.017407997,
-0.01800178,
-0.013562886,
0.034844957,
0.012259458,
0.085794486,
-0.05303501,
0.041593816,
0.058625266,
0.0038776963,
0.00033400327,
-0.028284375,
-0.0070710937,
-0.035047714,
-0.021593446,
0.01169464,
-0.017610751,
-0.04396895,
-0.033715323,
-0.056742538,
-0.06441828,
0.026778191,
0.012780829,
0.03979798,
-0.01937762,
0.04677856,
0.008320211,
-0.02081139,
-0.053932928,
0.01908797,
-0.0044461354,
-0.0026159063,
0.031137431,
0.009044338,
0.01450425,
0.020101747,
-0.067720294,
0.0020963456,
0.012273941,
0.048545428,
0.0075598788,
-0.05071781,
0.008414348,
-0.014468044,
-0.062390722,
-0.03846559,
0.009507778,
-0.015525268,
-0.013439785,
0.0020945354,
-0.013910467,
-0.008950201,
-0.04981989,
0.004887853,
0.01627836,
-0.033599462,
0.010456384,
0.022563776,
0.0067198924,
-0.032527752,
0.05755356,
0.056047376,
-0.021014145,
0.001444632,
-0.04408481,
-0.014917002,
-0.058683198,
-0.0032133106,
0.0013378233,
0.005246295,
0.04318689,
0.029558836,
0.023287902,
0.043157928,
0.017074898,
0.022259643,
0.022983769,
-0.004442515,
-0.07496156,
-0.008291246,
0.0037582156,
-0.038900066,
0.028907122,
0.008906754,
-0.01897211,
-0.012042221,
0.013389096,
0.017581787,
-0.09066062,
0.02385272,
-0.007056611,
-0.0014627351,
-0.009095026,
0.0025525452,
0.014294254,
0.055120494,
-0.0057459422,
-0.057408735,
-0.008298487,
0.011260164,
0.008646068,
0.023128595,
-0.009145715,
0.0075309137,
-0.049269553,
-0.0000017254572,
-0.017161794,
-0.02441754,
0.022607224,
0.012650487,
0.017610751,
-0.014359425,
0.005246295,
0.016365254,
0.012339112,
0.032585684,
-0.007270228,
-0.008016079,
0.0055576693,
-0.009109509,
-0.014149428,
0.029138843,
0.05778528,
-0.028240927,
0.011571539,
0.034323588,
-0.0019660029,
-0.034526344,
0.022462398,
0.079711825,
-0.0075019486,
-0.0034866682,
0.0123970425,
0.045359273,
-0.029471941,
-0.028849192,
0.0036676999,
-0.007617809,
0.0052716397,
0.016075604,
-0.014902519,
0.068705104,
0.017161794,
0.0382918,
-0.027400939,
-0.023418246,
-0.029167809,
0.036756653,
-0.0025090976,
0.012237735,
-0.022230677,
0.0030141757,
0.0137583995,
0.01416391,
-0.009601915,
-0.00014629614,
0.018494187,
-0.00951502,
-0.022665154,
0.016307324,
-0.022911357,
0.04037728,
0.022505846,
-0.02294032,
-0.010369489,
0.011245682,
-0.01743696,
-0.015916297,
-0.072818145,
-0.05966801,
-0.005253536,
-0.019812096,
-0.01656801,
-0.024967875,
-0.013606333,
0.027878864,
0.009420883,
0.0053875,
-0.019464515,
0.046952352,
0.026589919,
0.007929184,
-0.029153325,
-0.038089044,
-0.0021741893,
0.0018646253,
-0.050601948,
-0.0034214968,
-0.01118051,
0.05187641,
0.009203645,
-0.02546028,
-0.024156854,
-0.0045366515,
-0.008689515,
0.028588507,
0.00029168712,
-0.0042035533,
-0.04822681,
-0.020043816,
-0.03982695,
-0.0063542086,
0.015916297,
0.024982357,
-0.004145623,
-0.019102452,
-0.010021908,
0.03875524,
0.00866055,
-0.041796573,
-0.007360744,
0.02585131,
0.0059088706,
0.015901813,
-0.03542426,
-0.004312172,
0.026387163,
0.0425207,
0.015177688,
-0.04495376,
0.03412083,
0.0072195395,
0.0128604835,
-0.02648854,
0.0305002,
0.021680342,
-0.0006390415,
-0.013425302,
0.010984996,
-0.0030576233,
0.021216901,
0.005894388,
0.017929368,
-0.005090608,
-0.007230401,
0.009732258,
-0.015771471,
0.0036133903,
-0.009333988,
-0.07449812,
0.012411525,
0.034265656,
0.0068791998,
0.0448379,
0.023534104,
0.002288239,
0.026111994,
0.009862601,
0.024909945,
0.009877083,
-0.0034631342,
0.06337553,
-0.046865456,
0.021521034,
-0.040551074,
-0.016133534,
-0.06829959,
0.006806787,
-0.010362248,
-0.0031716733,
-0.003164432,
-0.022056887,
0.013439785,
-0.027763003,
0.0030413305,
-0.07646774,
0.01312841,
-0.09767016,
0.025141666,
0.05361431,
-0.039595228,
-0.0045076865,
0.03852352,
0.0055757724,
-0.0058219754,
0.019609341,
0.047386825,
0.022809979,
0.06644583,
0.023244455,
0.018494187,
0.026285784,
0.05396189,
-0.036669757,
-0.031456046,
-0.028631954,
0.025011323,
0.017219724,
-0.016973522,
-0.02648854,
0.048748184,
0.032585684,
0.011339818,
-0.04344758,
0.02821196,
0.006542481,
-0.054077752,
-0.013620816,
0.06192728,
0.031166397,
-0.014750453,
0.016640423,
-0.040000737,
-0.012273941,
-0.02590924,
-0.04553306,
0.048081987,
-0.016814213,
-0.058103897,
-0.003852352,
-0.06059489,
-0.035076678,
0.019174865,
-0.013360131,
-0.008913995,
0.059552148,
0.019580375,
0.05966801,
0.025315456,
-0.012136357,
0.011252923,
0.046923384,
0.02333135,
0.010029149,
0.054164648,
0.050891597,
-0.014200117,
0.0008897702,
-0.013946673,
-0.0012943757,
0.00007162062,
0.011586021,
0.032325,
0.036293212,
-0.04115934,
-0.059436288,
-0.025590625,
0.04017453,
-0.0041709677,
0.0034395999,
-0.0329043,
0.030702956,
-0.06615618,
-0.008363659,
0.001473597,
0.01805971,
-0.0054562916,
0.003743733,
0.038146973,
-0.044287566,
0.2484043,
0.057379767,
0.08521518,
0.0033110676,
0.012715658,
0.04173864,
-0.0026412506,
-0.0436793,
0.003291154,
0.0124042835,
0.0038016632,
-0.016350772,
-0.0043194136,
0.0066619623,
-0.02110104,
0.03313602,
-0.06169556,
0.031137431,
0.0059812833,
-0.07351331,
-0.051847443,
0.05538118,
0.017407997,
0.07241263,
-0.011672916,
0.0021542758,
0.029109878,
-0.034700133,
-0.00647731,
-0.042057257,
0.02040588,
-0.038842134,
0.03490289,
-0.013229787,
0.0049964716,
0.04350551,
-0.022230677,
-0.06465,
0.008921236,
-0.033570495,
0.042288978,
-0.015858367,
0.014134945,
-0.010912583,
-0.02699543,
0.016292842,
-0.0074729836,
0.01811764,
0.03979798,
-0.08440416,
0.022433434,
-0.035800803,
0.04619926,
-0.015699059,
-0.08237661,
-0.009645362,
-0.039855912,
-0.044924796,
0.010644657,
0.03342567,
0.031571906,
0.025764415,
0.009833636,
0.011209475,
-0.009464331,
0.011477402,
-0.0072847106,
0.019710718,
-0.026285784,
0.014475285,
0.03875524,
-0.016481115,
0.01129637,
-0.0002491447,
0.024084441,
0.006864717,
-0.029153325,
0.006397656,
-0.0017849713,
-0.036872514,
0.012339112,
-0.028139548,
0.0065569635,
-0.016205946,
0.016611457,
0.061869353,
-0.057698384,
-0.018899696,
-0.0073788473,
-0.00025412306,
0.012071186,
0.04086969,
0.013005309,
-0.010050873,
0.01410598
] | dataset = dataset.train_test_split(test_size=0.1)
Data collator
In order to combine multiple examples into a batch, you need to define a custom data collator. This collator will pad shorter sequences with padding
tokens, ensuring that all examples have the same length. For the spectrogram labels, the padded portions are replaced with the special value -100. This special value
instructs the model to ignore that part of the spectrogram when calculating the spectrogram loss. |
[
0.008396256,
0.013853082,
0.020894386,
0.045490827,
-0.009928906,
-0.011928014,
-0.016792512,
0.0043277,
-0.017340416,
0.04925211,
0.017740238,
0.028535424,
-0.039597157,
-0.028254068,
-0.033436943,
0.013490281,
-0.04412847,
-0.06598539,
-0.04605354,
0.009055221,
0.013312582,
-0.0164075,
-0.05322071,
-0.01556343,
0.011728103,
-0.0016381585,
0.011091351,
0.03394042,
0.10199896,
0.018510265,
0.01047681,
-0.008351832,
0.019976277,
-0.048896715,
0.008573955,
-0.04125568,
0.029098136,
0.011069139,
-0.005090323,
-0.028313302,
0.022952728,
0.0129201645,
0.01146896,
-0.034414284,
-0.047475126,
-0.023485824,
-0.003439207,
-0.0223604,
-0.031067628,
-0.019650497,
0.0005256915,
-0.031245327,
0.011387515,
-0.045253895,
-0.0064563802,
-0.024966644,
-0.022079043,
0.026314192,
-0.020583414,
-0.02384122,
0.0070042843,
0.046734717,
-0.028476192,
-0.06669619,
0.012579576,
0.026225343,
-0.018006785,
-0.041759156,
-0.00004841591,
-0.018658347,
-0.06118753,
0.009669762,
0.030712232,
-0.011691083,
-0.009247729,
-0.01888047,
0.007900181,
-0.011580021,
-0.016170567,
0.037198227,
0.012031672,
0.022789838,
-0.015992869,
-0.013549514,
-0.040544882,
-0.044424634,
0.06740698,
-0.023485824,
0.021619989,
-0.028180027,
-0.021649605,
0.041018747,
0.0017381138,
0.006152812,
0.02798752,
0.02070188,
0.0129497815,
0.034680832,
0.0091144545,
0.0000019811769,
0.0192951,
0.059410546,
-0.024137385,
0.05547156,
-0.03542124,
0.009269941,
0.040367186,
-0.024803754,
-0.05440537,
0.007678058,
0.00081352616,
0.002872793,
0.05224337,
-0.020494565,
-0.018732388,
0.05529386,
0.043447293,
0.046823565,
-0.06468227,
-0.015430157,
0.0031189795,
-0.005601206,
0.028594658,
-0.0026155005,
0.042854965,
-0.052598767,
0.002243444,
-0.008995988,
0.0059714112,
-0.009699379,
0.014215883,
-0.009203304,
0.010898843,
0.023545057,
0.050318304,
0.014660129,
-0.02708422,
0.032607682,
0.023974495,
0.010521234,
0.015696704,
-0.024033727,
-0.028268876,
0.068769336,
-0.019235866,
0.0052680215,
0.004172214,
0.042084936,
-0.003927878,
0.006145408,
-0.069006264,
0.0425588,
0.017725429,
-0.0045831418,
0.010010351,
-0.009477256,
0.016822128,
-0.019265484,
-0.0061231954,
0.025795905,
0.0025136939,
-0.032133818,
-0.022434441,
0.019398758,
0.00026585368,
0.04777129,
-0.028017137,
-0.013564322,
-0.0058455416,
0.008914543,
0.016466731,
-0.010128817,
-0.024048535,
0.005875158,
0.028313302,
0.027706165,
0.017784663,
-0.017266374,
0.027720973,
0.021723647,
0.015696704,
-0.020153977,
-0.021664415,
-0.017488498,
0.0008736845,
-0.009506872,
0.033111162,
0.011565213,
-0.007041305,
0.0046423743,
0.017532922,
0.057988957,
-0.021294208,
0.0010236177,
-0.010647104,
0.0048015625,
-0.016910978,
0.004479484,
0.0065156133,
0.011195008,
-0.031659957,
0.044039622,
-0.04925211,
0.0031374898,
-0.061246764,
-0.0047275214,
0.05425729,
0.07498878,
0.0010245432,
0.029038902,
0.018584305,
-0.003276317,
-0.01453426,
0.022967536,
0.023293316,
-0.027602507,
-0.019102594,
0.01399376,
-0.0032300411,
0.045253895,
0.030445684,
0.029631231,
0.017103484,
0.007789119,
0.03112686,
-0.013068247,
0.017340416,
0.030208752,
0.016214991,
0.04957789,
0.0007922393,
0.032341134,
-0.025869945,
0.022419633,
-0.006071367,
0.01163185,
0.050969865,
0.029453533,
-0.0026784353,
0.027424809,
0.004275871,
-0.014030781,
0.025114726,
0.039863706,
0.015119184,
0.04892633,
-0.014326945,
-0.036250502,
-0.039804474,
0.020613031,
-0.038442116,
0.050259072,
0.027780205,
0.001576149,
-0.03725746,
-0.017903129,
0.0075632944,
0.01540054,
-0.008536934,
-0.032637298,
0.029098136,
0.03195612,
-0.017769855,
-0.05002214,
0.008381448,
0.036487434,
0.0164075,
0.018762004,
0.012335241,
-0.023530249,
-0.026965754,
-0.08535453,
-0.039152913,
-0.009440235,
-0.019798579,
-0.042203404,
-0.051473346,
-0.04794899,
0.018821238,
-0.0047941585,
-0.042144172,
-0.009869673,
-0.015415348,
0.020672264,
0.007759503,
0.01796236,
-0.03891598,
0.040367186,
0.03782017,
0.038471732,
0.055590026,
-0.03411812,
-0.048008222,
-0.0110247135,
0.0037853492,
-0.016289033,
0.017355224,
0.0110247135,
-0.047208577,
0.00014819781,
-0.013031227,
0.010772974,
0.012779486,
0.008596167,
-0.0081963455,
0.00449059,
0.010439789,
-0.018080827,
0.0018288142,
0.054523837,
-0.039123297,
-0.021708839,
0.03633935,
0.030978778,
-0.020183593,
0.025677439,
0.04735666,
-0.0040278337,
-0.0036132038,
-0.04264765,
-0.07848352,
0.023071194,
-0.0064304657,
0.005253213,
-0.0203761,
0.042292252,
-0.036724366,
-0.025144344,
0.030253178,
-0.04297343,
-0.009506872,
0.011335686,
-0.0035373117,
0.046912413,
0.060891367,
0.017370032,
-0.028594658,
-0.0100325635,
0.010380557,
0.05236184,
0.0038908576,
-0.015963253,
-0.022715798,
0.02764693,
0.00782614,
0.016111335,
0.025070302,
-0.05600466,
-0.010935864,
0.0012198264,
0.03417735,
0.02228636,
0.041226063,
0.007937201,
0.029290643,
0.013342199,
-0.04919288,
-0.0038723473,
0.006060261,
0.00434621,
0.052450687,
0.019398758,
0.025114726,
0.015459773,
-0.027528465,
-0.021990195,
0.041848008,
0.0027173068,
0.058581285,
-0.024463166,
0.00012216775,
0.024078153,
-0.017577346,
0.02277503,
-0.03314078,
-0.03328886,
0.06290528,
0.0091218585,
0.030208752,
-0.056419287,
0.01970973,
0.016688855,
-0.02136825,
0.0040389397,
0.055856574,
0.015933637,
-0.01374202,
-0.013075651,
-0.0052976375,
0.015222842,
-0.006989476,
-0.006445274,
-0.012483322,
-0.046734717,
-0.024862988,
-0.018317757,
-0.015637472,
0.051887974,
0.0074337223,
0.019502414,
0.06225372,
-0.028624274,
0.041226063,
0.034503132,
-0.003487334,
0.0029172178,
-0.0344439,
0.038530968,
-0.022700988,
0.027720973,
0.00040468067,
-0.025307234,
-0.026654782,
0.008618379,
0.016081719,
-0.0006645185,
-0.036457818,
-0.009536488,
0.0025007369,
0.031363793,
-0.0148156155,
-0.010528639,
-0.03749439,
0.01962088,
0.03435505,
-0.042795733,
0.0044572717,
-0.032252286,
0.03559894,
0.009462447,
0.017118292,
-0.007126452,
-0.03734631,
-0.028313302,
-0.041344527,
0.09269941,
0.05846282,
0.029853355,
0.021575565,
-0.02136825,
-0.007996434,
-0.017177526,
-0.0049533467,
-0.03453275,
0.01796236,
0.007870564,
0.021990195,
-0.011498576,
0.02252329,
-0.01453426,
0.024892604,
-0.031186095,
0.01258698,
-0.030652998,
-0.0024840776,
-0.004505398,
-0.023145234,
0.0054827402,
0.06349761,
0.004683097,
-0.017666196,
-0.02998663,
0.022760222,
-0.03296308,
-0.045401976,
0.009691974,
0.005730778,
-0.013756828,
0.023559865,
-0.01060268,
0.003006067,
-0.0272323,
0.03435505,
-0.042292252,
0.011083947,
-0.007344873,
0.0038057105,
-0.02459644,
-0.04919288,
-0.03302231,
0.0071005374,
0.013305178,
-0.011409727,
-0.008929351,
-0.01309046,
-0.07167175,
-0.017088676,
0.0029061115,
-0.030919546,
0.008055667,
0.043180745,
0.006719226,
0.013482877,
-0.05114756,
-0.012238987,
0.0012207519,
-0.031156477,
-0.015222842,
0.030208752,
0.026491892,
0.030771464,
-0.012772082,
0.010780378,
0.043684226,
-0.036813214,
-0.029009286,
-0.043891538,
-0.014763787,
0.0059825177,
-0.010128817,
-0.020228017,
0.00981044,
-0.0018713877,
-0.0014178862,
-0.0047127134,
-0.014763787,
0.012090905,
-0.0138901025,
-0.0021083192,
0.023915263,
0.007559592,
-0.060091723,
-0.01697021,
-0.0039537926,
0.005242107,
-0.025929179,
0.02228636,
0.0026747333,
-0.0528357,
-0.03983409,
0.052776467,
-0.013764232,
-0.016333457,
-0.056448903,
-0.05002214,
0.006393445,
0.005586398,
-0.0043832306,
-0.0344439,
-0.03933061,
-0.02450759,
0.023174852,
-0.060002875,
-0.02930545,
-0.015282075,
0.006989476,
-0.030712232,
0.026447466,
-0.0023637607,
-0.0067562466,
0.021323824,
-0.022375207,
0.05256915,
0.03302231,
-0.022582524,
-0.02541089,
0.010202858,
0.02930545,
0.023900453,
-0.00065989094,
-0.017977169,
0.029868163,
-0.038205188,
0.007974222,
-0.05653775,
-0.02690652,
-0.036250502,
-0.051651042,
0.032992695,
-0.03435505,
-0.008425873,
-0.019665305,
0.01994666,
0.032815,
0.015963253,
0.014756383,
-0.0129127605,
-0.04178877,
-0.018451031,
-0.017562538,
-0.033999655,
0.014230692,
0.028046753,
-0.0010717444,
0.07048709,
-0.04338806,
0.07297487,
0.064267635,
-0.006878414,
0.00082093023,
-0.035332393,
-0.0070820274,
-0.03346656,
-0.014704554,
-0.02102766,
-0.033910803,
-0.026269767,
0.0026821373,
-0.0607729,
-0.05191759,
-0.02169403,
0.0014576834,
0.026077261,
-0.022375207,
0.02800233,
0.004494292,
-0.013379219,
-0.06734775,
0.035006613,
-0.014112226,
0.0052717235,
0.017592156,
-0.01871758,
-0.00279505,
0.03553971,
-0.053872276,
-0.03693168,
-0.018184485,
0.035569325,
0.018984128,
-0.0405745,
0.03471045,
0.009580913,
-0.016274225,
-0.05126603,
0.0021842113,
-0.02277503,
-0.007037603,
-0.015504198,
-0.018910086,
-0.025203576,
-0.016851746,
0.015444965,
0.014193671,
-0.05893668,
-0.0034577174,
0.03397004,
0.03734631,
-0.018436223,
0.042440336,
0.060062107,
-0.0405745,
0.0044424636,
-0.06177986,
-0.024937028,
-0.036665134,
-0.010143625,
0.01987262,
-0.004916326,
0.034976996,
-0.0037816472,
0.0037575837,
0.03619127,
-0.038294036,
0.00023993931,
0.014526856,
0.0036631813,
-0.067110814,
-0.0026155005,
0.03577664,
0.000106434025,
0.052154522,
0.013305178,
0.005578994,
0.023441399,
0.029882971,
0.028091177,
-0.06100983,
0.03171919,
-0.0061194934,
-0.022330783,
-0.041699924,
-0.011535597,
0.06118753,
0.042292252,
-0.015667088,
-0.046320084,
-0.0203761,
-0.0069413492,
0.006793267,
0.0031911696,
-0.014689746,
0.013194117,
-0.036072806,
0.025188768,
0.007937201,
-0.012809103,
-0.0011531895,
-0.0045609293,
0.020998044,
0.0056937574,
-0.040396802,
0.026032837,
0.028061561,
0.0025414594,
0.020924004,
0.005812223,
0.0026173515,
-0.0011800294,
-0.015755937,
0.045668524,
0.07404106,
-0.029601615,
0.0040796623,
0.033259243,
0.0044609737,
-0.009336578,
0.019798579,
0.054790385,
-0.010114009,
0.008522126,
0.0017501456,
0.043595374,
-0.05872937,
-0.032666914,
0.021753263,
0.0018510264,
-0.030504916,
0.02318966,
0.054109205,
0.069006264,
0.0071671745,
0.013438452,
0.002384122,
-0.012720254,
0.008322215,
0.036546666,
0.0139271235,
-0.0243447,
0.006134302,
0.002099064,
-0.0071745785,
0.0050718123,
-0.0367836,
0.013660575,
0.016066909,
-0.041344527,
-0.027513657,
0.01722195,
-0.004746032,
0.011120967,
0.022138277,
-0.040396802,
0.011809549,
0.014008569,
-0.03121571,
-0.015208034,
-0.04744551,
-0.017532922,
0.0100399675,
-0.005727076,
0.00614911,
-0.015022931,
-0.021753263,
0.015022931,
0.040041406,
0.025233192,
-0.014149247,
0.018169675,
0.007914989,
0.0036057995,
-0.051384494,
0.006789565,
-0.038353268,
0.0024896306,
-0.06983553,
-0.016940594,
0.015741128,
0.04510581,
0.0051273433,
-0.019102594,
-0.053102247,
-0.013719808,
0.030712232,
-0.0066896095,
-0.028254068,
0.030179136,
-0.010491618,
-0.0077372906,
-0.06882857,
-0.013275562,
0.039597157,
0.013904911,
-0.007481849,
0.0067488425,
-0.0003475302,
0.014563876,
0.037701707,
-0.020065127,
-0.020687072,
0.012794295,
0.0042906795,
0.0008324992,
-0.015918829,
-0.042766117,
0.031067628,
0.018347375,
0.050229453,
-0.04685318,
0.01540054,
-0.004994069,
0.0058566476,
-0.003979707,
0.07433722,
0.041522227,
-0.013157096,
-0.014763787,
-0.032193054,
0.028283684,
-0.015370924,
-0.017947553,
0.024196617,
0.013009014,
0.006622973,
-0.013697596,
-0.042351484,
0.008973776,
0.01163185,
-0.04685318,
-0.02176807,
0.029483149,
-0.0033318477,
0.058433205,
0.000540037,
-0.02351544,
0.043358445,
-0.007885373,
0.043861922,
-0.006015836,
-0.017029444,
0.01361615,
-0.022434441,
0.041226063,
-0.014393582,
-0.011424535,
-0.04329921,
0.0064304657,
-0.04522428,
0.034858532,
-0.048126686,
-0.032755766,
0.011113563,
-0.052717235,
-0.023722755,
-0.034325436,
0.029601615,
-0.060091723,
-0.0060491543,
0.015696704,
-0.039715625,
-0.022715798,
0.03974524,
-0.028061561,
0.014882253,
0.016659237,
0.048807867,
0.02079073,
0.1017028,
-0.00018406144,
0.00964755,
0.048985563,
0.06243142,
-0.03237075,
-0.036161654,
-0.037464775,
-0.015504198,
-0.038353268,
-0.014504643,
-0.03397004,
0.007678058,
0.004401741,
-0.008862714,
-0.025647823,
0.015385732,
-0.0018908236,
-0.022597332,
-0.018036403,
0.02618092,
0.016377883,
-0.02666959,
-0.0011985396,
0.005453124,
-0.028594658,
-0.0058492436,
-0.030031053,
0.025618207,
-0.03950831,
-0.06266835,
-0.021575565,
-0.026758438,
-0.06480073,
0.005723374,
-0.001639084,
-0.022019811,
0.061069064,
0.020079935,
0.050969865,
0.016674047,
-0.006785863,
-0.013986356,
0.056745067,
0.02228636,
-0.020331675,
0.07025015,
0.04569814,
0.004401741,
-0.008833098,
-0.01175772,
0.014778595,
-0.020524181,
0.00840366,
-0.0040907683,
0.008292599,
-0.069657825,
-0.038945597,
-0.019191442,
0.04332883,
0.015785554,
-0.027099028,
-0.05176951,
0.0047016074,
-0.07996434,
0.028624274,
-0.020553797,
0.02683248,
-0.016200183,
0.017784663,
0.016629621,
-0.050229453,
0.26180917,
0.083696015,
0.07421876,
0.0038205187,
0.0119798435,
0.057870492,
-0.017784663,
-0.06865087,
-0.0090848375,
0.008040859,
-0.0047978605,
-0.03163034,
0.010654508,
0.012897952,
-0.026225343,
0.02501107,
-0.05322071,
0.014260308,
0.010195454,
-0.040633734,
-0.07297487,
0.023989303,
-0.0069080307,
0.050199836,
-0.0028172622,
0.042529184,
0.027217492,
0.000574281,
-0.0075188694,
-0.033170395,
-0.006089877,
-0.056360055,
0.006230555,
-0.0020176189,
-0.022345591,
0.05099948,
0.010180646,
-0.061839093,
0.003998217,
-0.0075669964,
0.015963253,
-0.01978377,
-0.04697165,
0.0017547731,
-0.014075206,
0.010380557,
0.0064785928,
0.033496175,
0.061898325,
-0.06740698,
0.030682614,
-0.009269941,
0.08351831,
-0.009247729,
-0.052628383,
-0.038708664,
-0.033821955,
-0.024211425,
0.009588317,
0.027039794,
0.031837657,
0.0129423775,
-0.0034114418,
0.021664415,
-0.01588921,
0.044750415,
-0.033585023,
0.036487434,
-0.033496175,
0.0054383157,
0.028491,
-0.03826442,
-0.04412847,
0.017532922,
0.016955402,
0.06799931,
-0.008255578,
0.027365575,
0.006008432,
-0.0028117092,
0.005408699,
-0.029542383,
0.017207142,
-0.026106877,
0.019354332,
0.041522227,
-0.04329921,
0.011654062,
-0.013386623,
0.02533685,
0.010728549,
0.03965639,
0.01738484,
-0.04842285,
-0.041018747
] | In SpeechT5, the input to the decoder part of the model is reduced by a factor 2. In other words, it throws away every
other timestep from the target sequence. The decoder then predicts a sequence that is twice as long. Since the original
target sequence length may be odd, the data collator makes sure to round the maximum length of the batch down to be a
multiple of 2.
data_collator = TTSDataCollatorWithPadding(processor=processor) |
[
0.05399648,
0.011710745,
-0.021018578,
0.056067955,
-0.05576414,
-0.022482421,
0.021087628,
0.0007112068,
0.024236271,
0.040379975,
0.039496146,
-0.0019627237,
0.07065115,
-0.050764978,
-0.024001503,
-0.002865542,
-0.023103865,
-0.034193166,
-0.0696016,
0.011413834,
0.0014966415,
0.025341058,
-0.043611478,
0.010260712,
-0.028172076,
0.012380523,
-0.010108803,
-0.019250918,
0.043224804,
0.038557075,
-0.041208565,
-0.017234681,
-0.021488113,
-0.014196517,
-0.028641611,
-0.014583193,
0.004702251,
0.014279376,
-0.035380814,
-0.03051975,
0.02601774,
-0.008789964,
0.034552224,
-0.025562016,
-0.046373446,
-0.0071258782,
0.006601104,
-0.01125502,
-0.004636654,
-0.023766737,
-0.013713173,
0.030657848,
0.043169565,
-0.031458817,
-0.014362235,
0.02170907,
0.02342149,
-0.009825702,
-0.036457982,
-0.0332541,
0.042423833,
0.017262302,
-0.014113658,
-0.044799127,
0.04275527,
0.017648976,
-0.028420653,
-0.013436976,
-0.05225644,
-0.0049991626,
-0.06474054,
-0.01833947,
-0.03491128,
-0.059327077,
-0.037673246,
0.009162829,
0.019899981,
-0.0065458645,
-0.035325576,
0.02697062,
0.027357295,
0.034137927,
0.029884497,
-0.0164199,
-0.03814278,
-0.043086704,
0.05054402,
-0.029276863,
-0.05482507,
-0.007236357,
-0.043086704,
0.025313439,
0.012560051,
0.013837461,
0.016654668,
0.012345998,
-0.028006358,
0.037673246,
0.033751253,
-0.032646466,
0.03322648,
0.08368764,
-0.0017573023,
0.026652994,
-0.037894204,
0.015315114,
0.034552224,
-0.00082556956,
-0.029994976,
-0.0043501,
-0.0032936472,
0.02267576,
-0.004460579,
0.032784563,
0.0011280914,
0.016668478,
-0.025009623,
-0.009459741,
-0.055128887,
-0.0016960212,
0.020521425,
-0.029774018,
-0.00045874566,
-0.04515818,
0.07070639,
-0.051952623,
0.0025772615,
0.05717274,
-0.03839136,
-0.036209404,
-0.045627717,
-0.022869097,
0.025147721,
0.025147721,
-0.010108803,
-0.00830662,
-0.013581979,
-0.0057794186,
-0.0056965593,
-0.03225979,
0.0063628843,
-0.01480415,
-0.0009571946,
0.08048376,
-0.003628536,
0.0031382865,
-0.0018470662,
-0.06783394,
-0.030602608,
0.025700115,
-0.027122527,
0.0025064861,
-0.022358133,
0.012173375,
0.006128117,
-0.017138014,
-0.0024253533,
0.04333528,
-0.018560426,
0.020687142,
0.033613153,
0.020410946,
-0.038667556,
0.062862396,
-0.025603445,
0.059437558,
-0.04347338,
0.0034749012,
0.0017797432,
-0.03651322,
0.04187144,
0.014527953,
0.011897178,
-0.020369517,
0.026777282,
0.023835786,
0.023960074,
0.002347673,
0.019223299,
0.021336205,
-0.010944299,
-0.026445845,
0.034276027,
0.010460955,
0.021888599,
-0.007899229,
-0.031707395,
0.01738659,
-0.02005189,
0.035077,
-0.030602608,
0.058940403,
-0.0076989867,
0.015453212,
-0.0057690614,
-0.014224136,
-0.008458528,
-0.008596626,
0.02861399,
-0.04954971,
-0.007547078,
0.08136758,
-0.05131737,
0.02695681,
0.02779921,
-0.013858176,
0.012118136,
0.029166386,
0.056675587,
0.03822564,
0.02877971,
0.012359808,
-0.013229828,
-0.024995813,
0.03822564,
0.010212378,
-0.013519835,
0.004536533,
0.024719616,
0.0013153874,
0.043639097,
0.012021467,
-0.01900234,
-0.0068669436,
0.072584525,
-0.0069498024,
-0.00958403,
0.025589636,
0.022330513,
-0.021488113,
-0.0070602815,
0.030133074,
-0.024167223,
0.045600094,
0.00052304775,
0.03212169,
0.047478233,
0.04457817,
-0.0030381652,
0.055626042,
0.020176178,
0.033778872,
0.04971543,
0.024084363,
-0.010233092,
0.003666513,
-0.03800468,
0.02012094,
-0.018850433,
0.024084363,
-0.03319886,
0.03237027,
-0.013851271,
0.000028347937,
-0.07181118,
-0.009066161,
-0.012449572,
0.022482421,
0.0005964125,
-0.021184297,
-0.0122355195,
0.033778872,
-0.014610812,
-0.040435214,
0.039330427,
0.049052555,
-0.010502384,
0.029304484,
0.013367927,
-0.014016989,
-0.0155084515,
-0.030188313,
-0.053278368,
-0.046787743,
-0.026597755,
0.017317541,
0.031431198,
-0.03134834,
-0.008693295,
-0.017497068,
0.007878514,
0.024194842,
0.0008100335,
0.0261006,
0.012829343,
0.03908185,
-0.044661026,
0.02603155,
-0.008127091,
-0.00959784,
-0.008320429,
-0.06706059,
0.031817876,
-0.004298313,
0.050240204,
0.0043708147,
0.04010378,
-0.017110392,
-0.0006244638,
0.016737528,
0.0038736605,
0.010053565,
-0.0038667556,
0.012981251,
-0.014265566,
0.038584698,
0.0006991232,
-0.04347338,
0.041208565,
0.06811014,
-0.010654292,
0.0077611306,
-0.0021577878,
0.03402745,
-0.03571225,
0.03239789,
0.04457817,
-0.009204259,
-0.04626297,
-0.032922663,
0.0006361158,
0.021225726,
0.00026152388,
-0.06617676,
-0.025893452,
0.041954298,
-0.017151823,
-0.05383076,
0.017773265,
-0.041788578,
-0.022661949,
-0.017027535,
-0.05117927,
0.03474556,
0.034469362,
0.033530295,
-0.038971372,
0.0091214,
-0.016447522,
0.056841306,
0.012442667,
-0.012270044,
0.04435721,
0.03670656,
0.029994976,
0.015494642,
0.0031590012,
-0.008596626,
0.006725393,
0.034386504,
0.019237109,
0.03206645,
0.02601774,
0.026570134,
0.025382489,
0.019858552,
-0.028337793,
0.032425508,
0.018878054,
-0.0036492506,
0.03562939,
-0.00027468638,
0.036927514,
-0.0011816046,
-0.037618008,
0.011993847,
-0.014666052,
0.024816284,
0.03206645,
-0.048831597,
0.050046865,
-0.02173669,
-0.03383411,
-0.0037562768,
-0.008582816,
0.0013378283,
0.0505164,
0.026570134,
0.037037995,
-0.022896716,
-0.012822438,
0.017828505,
0.007236357,
0.009411407,
0.012801723,
0.0032315028,
-0.021170486,
0.05200786,
-0.012352903,
0.0058829924,
-0.018436138,
-0.008285904,
-0.0028551847,
-0.030878805,
-0.032453127,
-0.05283645,
0.02796493,
0.053140268,
0.024291512,
-0.027978739,
0.0074158846,
-0.0012411595,
-0.0144036645,
0.014106752,
0.03742467,
-0.029359723,
-0.06363575,
0.039496146,
0.015715599,
0.02179193,
-0.008824488,
0.008465433,
-0.023766737,
-0.015121776,
-0.018919483,
0.0047091558,
-0.023642449,
-0.0006598515,
0.019278537,
0.0016028048,
-0.01006047,
-0.034331266,
-0.035297953,
0.050903074,
0.032535985,
-0.058111813,
-0.0045123654,
-0.042423833,
-0.012428857,
0.04024188,
-0.027509203,
-0.019430447,
-0.030381652,
-0.036927514,
-0.048223965,
-0.0023649354,
0.020783812,
-0.051289752,
-0.006307645,
-0.024816284,
0.016930865,
0.03206645,
0.0070844484,
-0.019623784,
-0.0010633578,
0.017041344,
-0.014942248,
-0.0010210652,
-0.010122614,
-0.0047298707,
-0.005330599,
-0.022661949,
0.01300887,
-0.060487103,
-0.036071304,
-0.035850346,
0.029138764,
-0.01481796,
0.014237946,
0.005130356,
-0.028227316,
-0.0063490747,
-0.0019023056,
-0.03836374,
-0.010543814,
-0.0036112734,
0.008720915,
-0.024622947,
0.05131737,
-0.0049232086,
-0.0069739698,
0.03720371,
0.06341479,
-0.030906424,
0.027384914,
-0.030160693,
0.019402826,
-0.010274522,
-0.029332103,
0.021557162,
-0.06562436,
0.05054402,
-0.0070982585,
-0.006021091,
-0.013077919,
-0.064188145,
-0.021363825,
0.007988993,
-0.037811346,
0.00652515,
0.0010616316,
-0.0329779,
0.021129057,
-0.002100822,
-0.034303647,
-0.026459657,
-0.03717609,
-0.0023942813,
0.088548705,
0.012677434,
-0.019651404,
-0.03839136,
-0.028144456,
0.033751253,
-0.052781213,
-0.013071015,
0.0062662154,
-0.05722798,
0.004056641,
0.018008033,
-0.06380147,
-0.03394459,
-0.013913415,
0.011910988,
-0.016129894,
-0.06761298,
0.019872362,
-0.0042050965,
-0.0102192825,
0.07584365,
0.031044522,
-0.06661867,
-0.014237946,
-0.025064861,
0.014486523,
0.042147636,
-0.008651866,
-0.02509248,
-0.01827042,
-0.01661324,
0.04176096,
-0.018560426,
0.015190826,
-0.023393871,
-0.051731665,
0.0057103694,
0.032674085,
0.045461997,
-0.02614203,
0.01000523,
-0.04681536,
-0.007053376,
-0.087278195,
-0.0015700064,
-0.033723634,
-0.03035403,
-0.035353195,
0.057725135,
0.016751338,
-0.020134749,
0.0041187853,
0.028475892,
0.014106752,
0.0023373156,
-0.049080174,
-0.026059171,
0.0020196892,
0.024567708,
0.015121776,
0.00630074,
-0.044467688,
0.0051855952,
-0.014037703,
0.055377465,
-0.051814523,
0.012145756,
-0.03201121,
-0.012815532,
0.04808587,
-0.048251584,
0.044025775,
-0.004170572,
-0.007871609,
-0.032508366,
0.035933208,
-0.0018056367,
0.029028287,
-0.021501923,
-0.08578673,
0.03919233,
-0.040462837,
0.010205473,
-0.015964177,
-0.046456307,
0.028116837,
-0.02083905,
0.021432873,
0.051842146,
0.017124204,
0.008845204,
-0.036181785,
0.010592149,
0.030851185,
-0.0027809567,
-0.015757028,
-0.0041878344,
-0.057504177,
0.0009968979,
-0.0041740243,
-0.047257278,
-0.0009546053,
0.037700865,
-0.0026480372,
0.0035767488,
0.036899894,
-0.031099763,
-0.033502676,
-0.04769919,
0.027467774,
0.0012722316,
0.015618931,
-0.011179066,
-0.013630313,
-0.022178605,
-0.00008890085,
-0.019430447,
-0.01900234,
0.015881317,
0.05018496,
-0.011192876,
-0.062033806,
0.0004859338,
-0.010813106,
-0.047174416,
-0.061260454,
-0.008092567,
-0.003157275,
0.0018349827,
-0.022855287,
-0.0096461745,
0.004073903,
-0.02782683,
0.026583944,
0.025327248,
-0.007257072,
-0.015743218,
-0.005872635,
-0.02795112,
-0.057283223,
-0.024015313,
0.062862396,
-0.03308838,
-0.02691538,
-0.050709736,
-0.0052477396,
-0.0021715974,
-0.0062420485,
0.03408269,
-0.0018712335,
-0.013229828,
0.009880941,
0.033585533,
0.06010043,
0.003556034,
0.013160779,
0.03667894,
-0.02786826,
-0.04339052,
-0.03753515,
0.007208737,
-0.015259875,
0.02425008,
-0.0032056095,
0.038584698,
0.030188313,
0.02012094,
-0.045075323,
-0.049881145,
0.01044024,
-0.059437558,
-0.017759455,
0.02092191,
-0.018850433,
-0.000483776,
0.027592063,
0.011455263,
-0.044661026,
0.00075091014,
0.018560426,
-0.011545028,
-0.026873952,
-0.0332541,
-0.0045192707,
-0.06402242,
-0.020286657,
-0.054189816,
-0.047422994,
0.0051407134,
0.030160693,
0.03654084,
0.031458817,
-0.010509289,
0.0032746587,
-0.0073192157,
0.021971457,
-0.030768326,
0.015480832,
-0.005465245,
0.023766737,
-0.047450613,
0.023131484,
0.018629476,
-0.02179193,
0.0056344154,
-0.025313439,
-0.0063249073,
-0.025368677,
0.0037321097,
0.028641611,
0.023628639,
-0.030271173,
0.015066537,
-0.01006047,
-0.041291427,
0.018781384,
-0.04515818,
-0.031928353,
0.008078757,
0.026694423,
0.025948692,
0.057283223,
-0.0069049206,
0.031127382,
-0.0043535526,
0.028531132,
0.010626673,
0.012781008,
0.014914628,
0.050985932,
-0.020286657,
-0.021322396,
0.047478233,
0.011110017,
-0.0061557367,
0.034994137,
0.024484849,
0.020259038,
-0.025147721,
-0.036457982,
0.0016597703,
0.051842146,
0.02168145,
0.0054997695,
0.0046987985,
-0.020728571,
-0.017787075,
0.023932455,
-0.07319216,
-0.006338717,
0.0050233295,
-0.020093318,
0.0028793518,
-0.0129191065,
0.006148832,
0.010737152,
0.02521677,
-0.019651404,
0.0234353,
-0.016447522,
0.002071476,
0.049825907,
-0.033447437,
-0.035242714,
0.020410946,
-0.03035403,
-0.04852778,
-0.01742802,
0.001125502,
0.05927184,
0.0033868635,
-0.03043689,
-0.02083905,
-0.016033225,
0.033696014,
0.010868345,
-0.03386173,
0.013271257,
-0.013091729,
0.02600393,
-0.008644961,
0.021501923,
-0.018643286,
0.027633492,
-0.012366713,
-0.023835786,
0.001050411,
0.02077,
0.0102538075,
-0.078881815,
0.07181118,
0.029414961,
0.054189816,
-0.052560255,
0.025948692,
0.027398724,
0.064630054,
-0.0033212667,
0.037258953,
-0.029414961,
-0.00037308148,
0.008741629,
-0.06744727,
-0.002047309,
0.029912116,
0.048472542,
-0.02351816,
0.019872362,
-0.041291427,
-0.0054203626,
0.005289169,
0.027246816,
0.019789502,
0.008016612,
0.019748073,
0.0068082516,
-0.031127382,
-0.0010443692,
0.0018315302,
-0.027647302,
0.03474556,
0.034303647,
0.03841898,
-0.012649815,
0.017303731,
0.010861441,
0.036154166,
0.057062265,
-0.03408269,
0.0005226162,
0.017718026,
0.030851185,
-0.015080347,
0.04689822,
0.018919483,
0.0043397425,
-0.03568463,
-0.05482507,
0.017938985,
0.028103027,
-0.006645986,
-0.0029708422,
-0.019817121,
-0.026984429,
0.028130647,
-0.07413123,
0.011897178,
-0.0631386,
-0.030105453,
0.017994223,
-0.008748534,
-0.01815994,
0.028033977,
-0.009639269,
0.0329779,
0.032950282,
0.061481413,
-0.0018626023,
0.07026447,
0.013319592,
0.009473551,
-0.0122355195,
0.03043689,
-0.033281717,
-0.02088048,
0.026597755,
0.042976227,
0.029884497,
-0.029856877,
-0.048030626,
0.034386504,
0.0047574905,
0.034524605,
-0.029414961,
0.032535985,
0.004650464,
-0.048003007,
0.016392281,
0.060984258,
0.010246902,
0.009024731,
-0.011986942,
-0.014293185,
-0.028558752,
0.012560051,
-0.011545028,
0.02509248,
-0.031155001,
-0.029138764,
0.0034559127,
-0.021819549,
-0.011427644,
0.0031244766,
-0.021570971,
-0.015605121,
0.020687142,
0.045517236,
0.022261465,
0.040131398,
-0.0087347245,
-0.0077335113,
0.051510707,
0.047450613,
0.010868345,
0.015315114,
0.023172913,
0.025782974,
0.020410946,
0.0075401734,
0.03137596,
0.033143617,
-0.017814696,
0.005227025,
-0.02436056,
-0.05289169,
0.0050164247,
-0.009273308,
0.015190826,
-0.032535985,
-0.021957647,
-0.038087543,
-0.042175256,
-0.06794442,
-0.008258285,
-0.02434675,
0.015563691,
-0.01651657,
-0.03902661,
-0.010267617,
-0.06606628,
0.22382991,
0.061205216,
0.03982758,
0.023808166,
0.043141942,
0.084240034,
0.04173334,
-0.008651866,
-0.017745646,
-0.03386173,
0.017579928,
-0.025879642,
-0.01125502,
0.0047436804,
-0.000757815,
0.009659984,
-0.009273308,
-0.02434675,
0.017262302,
-0.032287408,
-0.006787537,
0.04430197,
-0.0039565195,
0.02784064,
0.02176431,
-0.010343571,
0.010184758,
-0.08954301,
0.017718026,
-0.011054778,
-0.017055154,
-0.048251584,
0.022164796,
-0.02703967,
-0.011027158,
0.047367755,
0.02170907,
-0.030602608,
-0.022316704,
-0.039717104,
-0.006891111,
-0.007740416,
-0.011821224,
-0.011627886,
-0.025686305,
0.01744183,
-0.023021005,
0.030713087,
0.047312517,
-0.06374623,
0.03919233,
-0.051676426,
0.0029294125,
0.0022820763,
-0.04457817,
-0.023034815,
-0.0058622775,
-0.015342734,
0.030685468,
0.034165546,
0.006097045,
0.022289084,
-0.018795194,
0.031155001,
0.020314276,
0.01083382,
-0.012435762,
-0.0023735664,
-0.028130647,
-0.04949447,
0.028089218,
-0.011724555,
-0.02351816,
-0.015411783,
0.0009261225,
0.048251584,
-0.0073675504,
0.035933208,
-0.015259875,
-0.040269498,
0.0065769367,
0.011123827,
0.016654668,
-0.033475056,
0.051704045,
0.038916133,
-0.029912116,
-0.010778581,
0.004740228,
0.029691158,
0.039551385,
0.044081014,
-0.011344785,
0.011607172,
0.022758618
] | The use_cache=True option is incompatible with gradient checkpointing. Disable it for training.
model.config.use_cache = False
Define the training arguments. Here we are not computing any evaluation metrics during the training process. Instead, we'll
only look at the loss:
thon |
[
0.04256324,
0.040543098,
-0.006291896,
0.04604237,
-0.02769276,
-0.037540946,
-0.021955,
-0.0022901942,
0.0034212624,
0.019345652,
0.015824435,
-0.01586652,
0.038999937,
-0.06829198,
0.012506634,
0.030021533,
-0.012254116,
-0.042366836,
-0.046519347,
-0.022488093,
-0.010409336,
-0.0062427954,
-0.088998415,
-0.02881506,
-0.01834961,
0.025041325,
0.006379576,
0.022796726,
0.09051352,
0.017914718,
0.01833558,
-0.020692412,
0.018097093,
-0.039561085,
-0.01496868,
-0.0362503,
0.022081258,
0.025518304,
-0.036839508,
-0.020804642,
0.0021727032,
-0.007912218,
-0.00667418,
-0.043292735,
-0.05864019,
-0.016020836,
-0.0036124042,
-0.03459491,
-0.023175502,
-0.0055413577,
-0.015726233,
0.033977643,
0.046547405,
-0.020103205,
-0.01384638,
-0.014603932,
-0.032715052,
-0.013937567,
-0.038410727,
0.0012766166,
0.008866172,
0.069750965,
0.00889423,
-0.06290493,
0.015501773,
0.02272658,
0.007792973,
0.00050371996,
-0.04795028,
-0.010325163,
-0.06458838,
0.033781238,
-0.0021341243,
-0.036334474,
-0.007666714,
0.000090036105,
0.015122997,
-0.008024448,
0.008683799,
0.022361834,
0.0072107795,
0.04618266,
0.01836364,
-0.00159051,
-0.036755335,
-0.047192726,
0.026289884,
-0.013250158,
-0.052074734,
-0.025911108,
-0.008683799,
0.044948127,
-0.036053896,
-0.017213281,
0.027299955,
0.029965417,
-0.019317593,
0.03950497,
0.026163626,
-0.009315092,
0.030330166,
0.050391283,
-0.018546013,
0.046575464,
-0.035156056,
-0.03695174,
0.018055007,
-0.017087022,
-0.028197795,
-0.018195294,
0.0029355166,
-0.0016694217,
0.0612776,
-0.01171401,
0.015122997,
0.0264442,
0.0077508865,
0.0328834,
-0.066271834,
-0.0028934304,
-0.008031461,
-0.035717208,
-0.0056921667,
-0.041581225,
0.029207865,
-0.058920767,
0.019542053,
0.034426562,
-0.005776339,
0.016399613,
0.0051099737,
0.015038824,
0.016034866,
0.024353916,
-0.0034861453,
0.019990975,
-0.03504383,
0.013706093,
0.016175153,
-0.033556778,
0.0054221135,
0.0049591647,
-0.019668313,
0.07609196,
-0.0016615306,
0.017002849,
-0.009315092,
-0.02599528,
-0.000116614014,
-0.0026847527,
-0.034622964,
0.008796029,
-0.012205016,
0.0007084521,
-0.009602682,
0.00405431,
-0.01508091,
0.046575464,
-0.0077859582,
0.028380169,
0.04320856,
0.018840617,
-0.07317398,
0.04825891,
-0.016610045,
0.052411426,
-0.01565609,
-0.015782349,
0.033023685,
-0.03344455,
-0.003193295,
0.016806448,
0.011861311,
-0.016539901,
0.039112166,
0.017423712,
0.03939274,
0.04200209,
0.014351415,
-0.004913571,
-0.006572471,
-0.018195294,
0.02150608,
0.009883258,
-0.01373415,
0.010318149,
0.01767623,
0.007014377,
-0.020439895,
0.016918678,
-0.014105912,
0.07732649,
-0.021856798,
0.012015628,
-0.022558236,
0.0020481981,
-0.015529831,
0.006867075,
0.010248004,
-0.04477978,
-0.024971182,
0.061894864,
-0.023876939,
0.012906454,
-0.0131309135,
-0.0003697892,
0.02161831,
0.04548122,
0.02275464,
0.01982263,
0.012099801,
0.030779086,
-0.008760957,
0.042535182,
0.031115776,
-0.037092026,
-0.033163976,
0.0066882083,
0.027678732,
0.013341345,
0.015796376,
-0.010009516,
0.036530875,
0.028604629,
0.021169389,
-0.03052657,
0.009462395,
0.045845967,
-0.019682342,
0.032238077,
0.023119386,
0.0037316484,
0.02612154,
0.05347761,
-0.008494411,
0.022768667,
0.063578315,
0.043629423,
0.028730888,
0.0034458127,
-0.017592058,
-0.0063936044,
0.05897688,
0.03322009,
-0.038803533,
0.00042371222,
-0.03591361,
-0.0057798466,
-0.025069384,
-0.0027040422,
-0.059369687,
0.046912152,
0.0037246342,
0.00067601056,
-0.062399898,
-0.0396172,
0.03498771,
0.04197403,
-0.017998891,
-0.015221198,
0.012850339,
0.014561847,
-0.014940623,
0.021856798,
0.048006397,
0.042394895,
-0.027987365,
0.047585532,
0.0124364905,
-0.013081813,
-0.018097093,
-0.049381215,
-0.09309481,
-0.012955554,
-0.039308567,
-0.017143138,
0.015277313,
-0.027061466,
-0.0005545742,
-0.01509494,
-0.005934163,
-0.009785056,
-0.006032364,
0.013355373,
0.033809297,
0.004208626,
-0.029179808,
0.012387389,
-0.01879853,
0.009258977,
-0.019570112,
-0.037316486,
-0.018503927,
-0.0042296695,
0.0027934755,
0.000097817676,
-0.01811112,
0.0005760557,
-0.0382985,
0.039897777,
-0.0022200502,
-0.00032770293,
0.030582683,
0.00889423,
-0.03366901,
0.025279814,
0.017549971,
-0.023385933,
0.047922224,
0.049240924,
-0.024017226,
0.038466845,
0.025644561,
0.024802838,
-0.030751029,
0.029909303,
0.05112078,
-0.0037070983,
-0.053870413,
-0.038663246,
-0.05591861,
0.004538302,
0.008676784,
-0.040234465,
0.022333777,
0.029432325,
-0.01310987,
-0.0616704,
-0.0015861259,
-0.046463232,
-0.03815821,
-0.03815821,
-0.0026075947,
0.019948889,
0.0022673972,
0.010514551,
-0.059257455,
-0.0025444652,
-0.011110773,
0.005976249,
0.012226059,
-0.009322107,
0.02217946,
0.047978338,
-0.020369751,
0.015221198,
0.033977643,
-0.039589144,
0.0025777835,
0.01564206,
0.024788808,
0.023442049,
0.04020641,
0.0013642963,
0.030470453,
0.03672728,
-0.005099452,
0.019640256,
0.06531788,
0.031199949,
0.03229419,
0.018083064,
0.04618266,
0.025195641,
-0.020692412,
0.007182722,
0.0044576367,
0.008129663,
0.020776585,
-0.05098049,
0.025027297,
0.005990278,
-0.037063967,
-0.0067969314,
0.01935968,
-0.011215989,
0.05311286,
-0.00044234414,
0.028843118,
-0.003794778,
-0.020243492,
0.027103553,
-0.007498369,
0.020369751,
0.02657046,
0.008529482,
-0.0070354203,
-0.012310231,
-0.035829436,
0.0026602026,
-0.0074703116,
0.016161125,
0.0035019277,
-0.026149597,
-0.0007273032,
-0.030975489,
0.0017255368,
0.027215783,
0.01373415,
0.0137131065,
0.01948594,
-0.031676926,
0.0094974665,
0.013151957,
0.007926246,
-0.037092026,
-0.06324162,
0.04413446,
0.02565859,
0.044050287,
-0.0034387982,
-0.010921385,
-0.04289993,
0.029320095,
-0.006063929,
-0.005920134,
-0.043713596,
-0.022151403,
-0.0017316743,
-0.004043788,
0.03027405,
0.01080214,
-0.029432325,
0.030947432,
0.04040281,
-0.014190084,
-0.011454478,
-0.046098486,
-0.005060873,
0.013881452,
-0.04921287,
-0.033051744,
-0.015445658,
-0.016427672,
-0.06369054,
0.046098486,
0.023259673,
-0.011699981,
-0.010921385,
-0.04256324,
0.027959306,
-0.0035212173,
-0.03131218,
-0.027833048,
-0.00062822516,
0.002446264,
-0.009771027,
0.0035650572,
0.041440938,
-0.020355722,
0.04256324,
-0.031340238,
-0.004106918,
-0.028155709,
-0.01767623,
-0.044667553,
0.00979207,
0.043320794,
0.04180569,
0.025686648,
-0.042927988,
-0.03173304,
0.008957359,
-0.029516498,
-0.03689562,
0.0074001676,
-0.0060499003,
-0.010219947,
0.012499619,
-0.009322107,
0.01064081,
0.0036615047,
0.024522262,
-0.014197099,
-0.019289536,
-0.03061074,
0.010030559,
-0.009799085,
-0.021057159,
-0.0054045776,
-0.03695174,
0.016904648,
-0.017465798,
-0.010430379,
0.013158971,
-0.041665398,
-0.0138253365,
-0.016048895,
-0.058584075,
0.026037367,
0.049774017,
-0.028295996,
0.023343846,
-0.023568306,
0.003331829,
-0.03277117,
-0.048006397,
0.005467707,
0.07642865,
0.025644561,
0.03274311,
-0.03939274,
-0.0155719165,
0.049100637,
-0.040935904,
0.006530385,
0.0026584489,
-0.03431433,
-0.010528579,
-0.008536497,
-0.052299194,
0.032378364,
-0.024255715,
0.0054852427,
-0.014674077,
-0.0036053897,
-0.010163832,
-0.040122237,
-0.017213281,
0.060716446,
-0.015922636,
-0.042058203,
-0.006340997,
0.008796029,
0.014603932,
0.025840964,
0.034258217,
-0.0076597,
-0.049830135,
-0.033360377,
0.0736229,
-0.027552472,
0.013215086,
-0.047304958,
-0.040038064,
-0.00647427,
0.016778389,
-0.018616157,
-0.06105314,
-0.009090632,
-0.032799225,
0.006235781,
-0.038887706,
-0.01530537,
-0.012794224,
0.027594559,
-0.041048136,
0.046238773,
0.007252866,
0.0032564246,
0.017998891,
0.03018988,
0.010703939,
0.0788416,
-0.029656786,
-0.021155361,
0.016175153,
0.002109574,
0.008417252,
0.022824783,
-0.015249255,
0.024185572,
-0.01621724,
0.03265894,
-0.061838746,
0.005099452,
-0.01148955,
-0.022782696,
0.046210714,
-0.015473716,
-0.004275263,
-0.00010313326,
0.018868674,
0.018868674,
0.020229463,
-0.034005698,
0.01272408,
-0.06369054,
-0.07255671,
0.02272658,
-0.020061119,
-0.02386291,
0.014898537,
-0.0050503514,
0.059930835,
-0.025602477,
0.050250996,
0.07104161,
0.009258977,
0.016820475,
-0.05339344,
0.024915067,
0.0050713946,
0.007088028,
-0.010388292,
-0.02724384,
0.00226389,
0.031480525,
-0.049297042,
-0.04660352,
-0.0197104,
-0.003868429,
-0.0064497194,
-0.0032792212,
0.024466148,
0.0063199536,
-0.026514344,
-0.0605481,
0.04180569,
0.018602127,
0.017802488,
0.012120843,
0.033163976,
0.013432532,
0.0054080845,
-0.02735607,
-0.033051744,
0.0053484626,
0.07115384,
0.016890619,
-0.032939512,
0.006460241,
0.01847587,
-0.033276204,
-0.044078346,
0.012752137,
0.010205918,
-0.028169738,
-0.049297042,
-0.01485645,
0.03049851,
-0.040683385,
0.015165083,
0.0028846625,
-0.05819127,
0.019457882,
0.018167237,
-0.030133763,
-0.034482677,
0.025420101,
0.0441064,
-0.0022533685,
-0.04320856,
-0.042310722,
0.013544762,
-0.037737347,
-0.009048547,
0.050026536,
-0.0033896978,
0.0126328925,
0.0032143383,
0.018966876,
0.06262436,
0.008634698,
0.0047136615,
0.005380027,
-0.049942363,
-0.050924376,
0.012457534,
0.034230158,
-0.020383779,
0.052271135,
-0.016343499,
0.011019587,
0.029011464,
0.03964526,
0.0044015218,
-0.07390348,
0.030919373,
-0.0052537685,
-0.013278215,
-0.012289189,
0.00022270647,
0.024844924,
0.03344455,
0.002160428,
-0.021926943,
0.012927497,
0.009651783,
-0.03322009,
-0.012169944,
-0.05706897,
0.0002165689,
-0.0459582,
-0.019668313,
-0.017199252,
-0.009336135,
-0.007975346,
0.019570112,
0.0017325511,
0.025925137,
0.007954303,
0.03184527,
-0.015151055,
0.0077088,
-0.0042366837,
0.016890619,
0.0137131065,
0.0107179675,
-0.008838115,
0.008606641,
0.025420101,
-0.029656786,
-0.005548372,
0.015852492,
0.021435935,
-0.034875482,
0.035633035,
0.027398156,
0.0038473858,
-0.010500522,
-0.028352112,
0.02295104,
-0.029292038,
0.017479828,
-0.027762905,
-0.0034738702,
-0.03779346,
0.0605481,
0.024788808,
0.0450323,
0.028843118,
-0.019542053,
0.015894579,
0.057265375,
0.027664702,
0.022095287,
-0.0044050287,
0.004966179,
-0.023624422,
-0.034061816,
0.04918481,
0.038999937,
-0.03681145,
0.044948127,
-0.016048895,
-0.0006312939,
-0.0014817872,
-0.021323705,
0.028408227,
0.03658699,
0.008262936,
-0.028155709,
0.0036650118,
-0.0029109665,
-0.040234465,
0.02283881,
-0.055806383,
-0.039673317,
0.024073342,
-0.04009418,
0.0089994455,
-0.009918329,
-0.0056606024,
0.011903398,
0.018167237,
-0.0027987363,
-0.0024217137,
0.004447115,
0.047304958,
0.030330166,
-0.056900624,
-0.0186863,
0.009672826,
0.0033178004,
-0.06436392,
-0.037737347,
0.035268288,
0.08742719,
0.02578485,
-0.021365792,
-0.06559845,
-0.025728734,
0.017044935,
0.040318638,
-0.04256324,
0.034482677,
-0.033276204,
-0.025265785,
-0.0062954035,
-0.0026268843,
0.017409684,
0.00911869,
0.010276062,
0.029123694,
-0.027538443,
0.025644561,
0.01992083,
-0.035492748,
0.017690258,
-0.0005177487,
0.013011669,
0.000012932757,
0.014330372,
0.0007264264,
0.067562476,
0.015585946,
0.04461144,
-0.033556778,
0.029348154,
-0.005134524,
-0.033360377,
-0.029460384,
0.05201862,
-0.00016834505,
-0.011131817,
0.004892528,
-0.07036823,
-0.0075755273,
-0.010647824,
-0.009413294,
0.0048083556,
-0.028422255,
-0.0071897362,
-0.019289536,
-0.032378364,
0.03905605,
-0.004871485,
-0.05527329,
0.03431433,
-0.00092852814,
0.026935207,
0.020706441,
0.026542403,
0.007245851,
0.0470805,
0.034202103,
0.013551776,
0.025279814,
-0.0064497194,
0.028085565,
-0.0025041325,
0.034622964,
-0.018826587,
-0.027075496,
-0.029235924,
-0.033556778,
-0.059313573,
0.01857407,
0.023904996,
-0.036783393,
0.021113275,
-0.016483786,
-0.0077088,
-0.054740198,
-0.019429823,
-0.04809057,
-0.00340548,
0.0094974665,
-0.0020832699,
-0.05426322,
0.057012856,
-0.048174743,
0.02386291,
0.020313635,
0.053982645,
0.02342802,
0.070536576,
0.017732345,
0.010535594,
0.021955,
0.039364684,
-0.0229791,
-0.022123344,
-0.019850686,
0.0029021984,
-0.03018988,
-0.08439698,
-0.058247387,
-0.015277313,
0.01857407,
0.0029109665,
-0.042703528,
0.0028513442,
-0.028338082,
-0.039448857,
0.03052657,
0.106057376,
0.017129108,
-0.024718665,
-0.005695674,
0.017311482,
-0.046771865,
-0.0069898264,
-0.02567262,
0.039112166,
-0.022572264,
-0.030947432,
-0.01288541,
-0.052832287,
-0.0136850495,
0.02139385,
-0.018994933,
-0.0046926183,
0.034174044,
0.022768667,
0.045200646,
0.0041419896,
0.0071371286,
-0.01992083,
0.041609284,
0.046743806,
-0.01823738,
0.049745962,
0.033332318,
-0.00268826,
0.010451422,
-0.0059411773,
0.032153904,
-0.02915175,
-0.0036685192,
0.014197099,
0.008704842,
-0.062119324,
-0.04020641,
-0.017662201,
-0.007126607,
-0.00009716008,
-0.008003404,
-0.07126607,
0.031901386,
-0.087202735,
-0.059538033,
-0.014575875,
0.004917078,
-0.0137131065,
-0.04177763,
-0.010598724,
-0.04525676,
0.23343846,
0.06458838,
0.04626683,
-0.003210831,
-0.0008369028,
0.05316898,
0.020874785,
-0.042338777,
-0.00071458967,
-0.028843118,
-0.027342042,
-0.047024384,
-0.0025374508,
0.00020593773,
-0.01288541,
0.046771865,
-0.029348154,
-0.035857495,
-0.011237032,
-0.045845967,
-0.042984102,
0.02657046,
0.017732345,
0.051822215,
0.03153664,
-0.0024146992,
0.0015580684,
-0.03221002,
0.0022323255,
-0.01350969,
0.02565859,
-0.027271897,
0.018714357,
-0.0063374895,
0.014435587,
0.024704635,
0.030021533,
-0.032855343,
-0.025644561,
-0.014337386,
0.038242385,
-0.0031582231,
0.00048355362,
-0.026051397,
-0.04323662,
0.0155719165,
0.011685952,
0.018181264,
0.065430105,
-0.0549366,
0.055890556,
-0.04480784,
0.04017835,
-0.04705244,
-0.04581791,
-0.02295104,
-0.047445245,
-0.035380516,
0.00009748888,
0.011447463,
0.018503927,
0.029769016,
0.033949584,
0.011643866,
-0.019724429,
0.021435935,
-0.0015291342,
0.05154164,
-0.023680536,
0.004243698,
-0.023596363,
-0.031171892,
-0.042619355,
-0.022123344,
0.012590807,
0.06879701,
0.011075702,
0.0452287,
-0.01160178,
-0.018195294,
-0.01165088,
-0.005418606,
0.017157165,
-0.019542053,
0.040374752,
0.042619355,
-0.03319203,
0.022782696,
-0.03905605,
0.035773322,
0.007849088,
0.040767558,
-0.017928747,
-0.011237032,
0.0099954875
] |
from transformers import Seq2SeqTrainingArguments
training_args = Seq2SeqTrainingArguments(
output_dir="speecht5_finetuned_voxpopuli_nl", # change to a repo name of your choice
per_device_train_batch_size=4,
gradient_accumulation_steps=8,
learning_rate=1e-5,
warmup_steps=500,
max_steps=4000,
gradient_checkpointing=True,
fp16=True,
evaluation_strategy="steps",
per_device_eval_batch_size=2,
save_steps=1000,
eval_steps=1000,
logging_steps=25,
report_to=["tensorboard"],
load_best_model_at_end=True,
greater_is_better=False,
label_names=["labels"],
push_to_hub=True,
) |
[
-0.014247443,
0.0027535665,
0.007942077,
-0.00985381,
-0.030560898,
-0.0050409385,
0.0020291202,
0.0033170246,
0.005923019,
0.07818653,
-0.02181388,
-0.0039006062,
-0.006808453,
-0.026348377,
-0.0014195456,
-0.008210391,
-0.023732321,
-0.06756132,
-0.03879812,
0.014046207,
-0.015280449,
-0.013737647,
-0.0507649,
-0.02838756,
-0.0067480826,
0.010571549,
0.037698034,
0.047652464,
0.06584411,
0.10120782,
-0.0208882,
0.048886705,
-0.0038804829,
-0.04199105,
-0.04199105,
-0.042635,
0.009860518,
0.0053193136,
-0.022913966,
-0.049959958,
0.033995308,
-0.008062818,
0.023343267,
-0.02699233,
-0.0077877967,
0.014918226,
0.0009977905,
0.017440371,
-0.0060907146,
-0.05559454,
0.013147357,
-0.006077299,
0.022565158,
0.0012308878,
-0.043922905,
0.020874783,
-0.03718824,
0.02231026,
-0.026643522,
-0.004521081,
-0.026241053,
0.0076737637,
0.027985089,
-0.032090284,
0.0044573564,
0.00969953,
0.011336242,
-0.025422696,
0.004779333,
-0.019425891,
-0.067239344,
0.03565885,
-0.02218952,
-0.054709107,
-0.033485513,
0.055916514,
-0.007989032,
-0.0064998926,
-0.027528957,
0.04741098,
0.010249573,
0.01106122,
-0.007754258,
0.025556853,
-0.010122123,
-0.028736366,
0.023973804,
-0.009619036,
0.019868609,
-0.013127234,
-0.011195377,
0.04424488,
0.018017245,
0.014837732,
0.05159667,
0.034317285,
-0.0026177329,
0.041883726,
-0.022484664,
-0.008311008,
0.009095824,
0.049530655,
0.004843057,
0.03420996,
-0.0051952186,
0.02082112,
-0.012188137,
0.035954,
-0.057526395,
-0.00060118973,
-0.013858388,
-0.0030285877,
0.036517456,
-0.01379131,
0.0015025551,
0.042661835,
0.0024701604,
0.028333897,
-0.06262435,
-0.03442461,
0.024778744,
0.011483815,
0.040354338,
-0.038476143,
-0.0035383832,
-0.06337563,
-0.032278106,
0.029970609,
-0.0047927485,
0.0030369724,
-0.012322294,
-0.020351572,
0.017977,
0.0031174666,
-0.006040406,
0.03018526,
-0.0197747,
-0.00008568211,
0.01400596,
0.0076335166,
0.025288539,
-0.020069843,
-0.0018379469,
0.06342929,
0.010276404,
0.0031660984,
0.011282579,
-0.02159923,
-0.05897529,
0.03855664,
-0.0390396,
0.00480281,
0.01719889,
-0.002116322,
-0.017172059,
-0.029916946,
0.012074104,
0.023933556,
0.0124162035,
0.0103770215,
-0.024725081,
-0.039361577,
-0.014663328,
0.01469016,
0.016058559,
0.06299999,
-0.01651469,
-0.018070908,
-0.02029791,
-0.00183627,
-0.012094228,
-0.009075701,
0.027153317,
0.008639692,
0.07480578,
0.003337148,
0.053474862,
-0.006721251,
0.0073517878,
0.023343267,
-0.009102533,
-0.009686114,
0.0039576227,
-0.008780557,
0.02677768,
-0.028951017,
0.03879812,
-0.021652892,
-0.015964648,
0.0030369724,
0.020445483,
0.034746587,
0.0044741263,
-0.037107747,
-0.015052383,
0.022041947,
-0.061551098,
-0.00050811854,
-0.05237478,
0.0015017167,
-0.03396848,
0.06487818,
-0.025717841,
0.007606685,
-0.023410346,
-0.020445483,
0.030077934,
0.03463926,
-0.022524912,
0.004601575,
0.040112857,
0.0013776217,
-0.020807706,
0.0027032576,
0.0018094386,
0.008981791,
-0.0052254037,
0.012127766,
-0.02881686,
-0.018486794,
0.016715925,
0.02618739,
0.0651465,
0.010229449,
0.00627518,
0.04056899,
-0.022028532,
0.046471883,
0.028333897,
0.02451043,
-0.021491904,
0.05575553,
-0.016192714,
0.03716141,
0.0027401508,
0.013496165,
0.0017591298,
-0.0020509206,
0.011108176,
0.022873718,
-0.02500681,
0.04217887,
-0.011577724,
0.019855192,
-0.008425041,
0.023289604,
-0.021948038,
0.018688029,
-0.0395494,
0.033619672,
-0.03420996,
0.049262345,
-0.0057284916,
-0.031258512,
-0.017802594,
-0.02488607,
0.023853062,
0.028977849,
-0.031848803,
0.019103914,
0.0471695,
0.022350507,
0.035766177,
-0.00092065043,
0.027931426,
0.02330302,
0.014046207,
0.00007970795,
-0.026737431,
-0.024282364,
-0.03302938,
-0.035954,
-0.023222527,
0.022565158,
-0.028870523,
-0.038905445,
-0.012597315,
-0.05720442,
0.015360943,
-0.03579301,
0.006271826,
0.009505003,
0.0048162257,
0.0026261176,
0.02531537,
-0.0011026005,
-0.06734667,
0.0031526827,
0.0037630957,
0.031902466,
-0.05425297,
-0.008210391,
-0.02760945,
-0.0013348593,
-0.00055633107,
-0.004232644,
0.031178018,
-0.028092414,
-0.014395014,
-0.027139902,
-0.023920141,
-0.011785666,
0.013247975,
0.0067145433,
-0.006157793,
0.021491904,
0.04818909,
-0.031124355,
0.038905445,
0.009941012,
-0.028924186,
-0.00740545,
-0.003174483,
-0.020458898,
-0.04856473,
0.04754514,
0.033941645,
-0.0017641607,
-0.028360728,
-0.02881686,
-0.03643696,
-0.0010866693,
0.004132027,
0.010343482,
-0.028709535,
0.026415456,
-0.018245311,
-0.035283215,
0.035122227,
-0.058277674,
0.009733069,
-0.0045747436,
-0.0050677694,
0.03941524,
0.03219761,
0.01896976,
-0.018889265,
0.0027384737,
0.009974551,
0.028038751,
0.02001618,
-0.02938032,
0.014180364,
-0.00025091498,
0.009337307,
-0.035900336,
0.03166098,
-0.03957623,
-0.021760218,
0.0057117217,
0.02618739,
0.009780024,
0.02801192,
0.0038435897,
0.038932275,
0.05038926,
-0.023973804,
0.015978064,
0.03793952,
0.027461879,
0.04577427,
0.038181,
0.0056446437,
-0.036866263,
-0.024483599,
-0.061282784,
0.017534282,
0.029407151,
0.047920775,
-0.04899403,
0.03133901,
0.013127234,
0.003669186,
0.021880958,
-0.018567288,
-0.019050252,
0.035283215,
0.045371797,
0.0475988,
-0.0145694185,
-0.0055876267,
-0.039361577,
0.011282579,
-0.008941544,
0.074698456,
0.045854762,
0.019264903,
0.013362008,
-0.027663114,
-0.028763197,
-0.019841777,
0.028119246,
0.004319846,
-0.0019888731,
-0.059887554,
-0.019479554,
0.0076268087,
0.050818563,
0.032117117,
-0.007915245,
0.02401405,
-0.0132546825,
0.014314521,
0.068473585,
-0.017225722,
0.027327722,
-0.03166098,
0.025342202,
-0.0075127757,
0.026334962,
-0.026791094,
-0.02159923,
-0.05100638,
0.029058343,
-0.0041722734,
0.011799082,
-0.027059408,
0.02138458,
0.002481899,
0.03281473,
-0.029353488,
-0.049933128,
-0.001955334,
0.0029464166,
0.011812498,
-0.047893945,
-0.020123506,
0.014274274,
-3.6355945e-7,
-0.000098783355,
0.023383515,
-0.05537989,
-0.06053151,
-0.031929296,
-0.05537989,
0.032465924,
0.09407068,
0.010048337,
0.034692924,
-0.038073674,
0.0060840067,
0.0061745625,
-0.02197487,
-0.047115836,
-0.011792375,
-0.024121376,
-0.011020973,
0.045452293,
0.01878194,
-0.03179514,
0.018889265,
-0.04180323,
0.041051954,
-0.024899485,
0.02057964,
-0.01050447,
-0.036732107,
0.0030839273,
0.04276916,
-0.017453788,
-0.026965499,
-0.00017042094,
0.040220182,
-0.022296844,
-0.045505956,
0.04118611,
-0.027327722,
0.009974551,
0.029729126,
0.021411411,
-0.03756388,
0.010779492,
0.013301638,
-0.025369033,
0.030936537,
-0.047223162,
-0.0142071955,
-0.041320264,
-0.0273948,
-0.0059632654,
0.0061376696,
0.023544502,
0.009022038,
-0.018044077,
0.00010591043,
-0.07287392,
0.0059632654,
-0.0032516231,
-0.02692525,
0.04703534,
-0.04338628,
-0.0064831227,
0.013616906,
-0.06257069,
0.016863499,
-0.010792907,
0.004604929,
0.0029112005,
0.011168546,
0.021330917,
-0.00078523596,
-0.01701107,
-0.030292585,
0.0121680135,
-0.031741478,
0.027528957,
-0.07925978,
-0.013227851,
0.0035383832,
0.016447613,
0.003960977,
0.0039374996,
-0.004796102,
-0.00627518,
-0.015857322,
0.022820055,
0.0208882,
0.016903745,
-0.032063454,
0.009183027,
0.021035772,
-0.05360902,
0.005775446,
0.02538245,
0.015146293,
-0.009806856,
0.031929296,
0.020257663,
-0.00089465757,
-0.03442461,
0.042876482,
-0.008767141,
0.007700595,
-0.038851783,
-0.031526826,
0.015682919,
-0.014515756,
0.030721886,
-0.04539863,
-0.025422696,
-0.016125636,
0.0028290295,
-0.06364394,
-0.035685685,
-0.036088154,
-0.043761916,
-0.058277674,
0.024805576,
-0.031553656,
0.024282364,
-0.018942928,
0.00049889524,
-0.002074398,
0.036061324,
-0.04043483,
-0.041051954,
-0.0507649,
0.0138449725,
-0.02159923,
0.026509365,
-0.020378403,
0.02519463,
-0.052428443,
0.0104910545,
-0.032868393,
0.03039991,
-0.016903745,
0.015481684,
0.030882875,
-0.04625723,
-0.015199955,
-0.029299825,
0.061873075,
0.018862434,
0.011591139,
-0.04478151,
-0.027743608,
-0.045291305,
-0.055701867,
0.013160773,
-0.043735087,
0.025878828,
0.00700298,
-0.017856257,
0.06895655,
-0.06584411,
0.04625723,
0.05339437,
0.00038758712,
0.0028793383,
-0.06337563,
-0.028790029,
0.017614776,
-0.03533688,
-0.0003766869,
0.00011937851,
-0.024805576,
-0.011235625,
-0.00047709479,
-0.041669074,
-0.01880877,
-0.0042829528,
0.044110727,
0.012409495,
0.025047058,
0.0019033483,
-0.024336027,
-0.042876482,
0.006312073,
0.0061745625,
0.0208882,
0.02197487,
-0.0067547904,
0.011986902,
0.025610516,
-0.046096243,
-0.01878194,
0.017359879,
0.023195695,
-0.013704108,
-0.05476277,
0.05720442,
0.013147357,
-0.03979088,
-0.02819974,
-0.0010824769,
-0.02469825,
0.02519463,
-0.013496165,
0.00874031,
-0.005654705,
-0.025060473,
-0.032358598,
0.049047694,
-0.013080279,
0.010383729,
0.0070767663,
0.033297695,
0.00058232393,
0.036839433,
0.04617674,
-0.040488493,
0.0039676847,
-0.013777894,
-0.030507235,
-0.017856257,
-0.016112221,
0.0538505,
0.02060647,
0.071961656,
0.020405235,
0.007244462,
0.045747437,
-0.043735087,
-0.015978064,
0.026026402,
-0.04156175,
-0.03418313,
-0.047920775,
-0.013912051,
0.033083044,
-0.009223274,
0.0015947878,
0.055916514,
0.07180067,
0.04317163,
0.009022038,
-0.12267289,
0.006808453,
-0.05559454,
-0.0115576,
-0.025784919,
-0.033700164,
0.017883088,
0.0471695,
-0.033351358,
-0.053716347,
0.007989032,
0.0062584104,
-0.013831557,
0.0040414706,
-0.042956978,
0.018849017,
-0.028119246,
-0.014851147,
-0.024684833,
0.015347527,
0.03039991,
-0.0071237213,
-0.06278534,
-0.019721037,
-0.038851783,
0.026844757,
-0.011886285,
-0.001630004,
-0.012905875,
-0.0023024646,
0.004682069,
-0.013556535,
-0.0032851624,
0.06332196,
0.057955697,
-0.07426915,
0.012389372,
0.04657921,
0.0072243386,
-0.05623849,
0.046471883,
0.030024271,
-0.017990414,
0.0075932695,
-0.034531936,
0.009780024,
-0.023839647,
-0.03359284,
-0.017252553,
-0.0019721035,
0.0024969918,
0.021076018,
0.021719972,
0.03404897,
0.05060391,
0.03241226,
0.00035803072,
-0.036114987,
0.02190779,
0.019600295,
0.026724016,
-0.026294714,
0.007043227,
-0.030534066,
0.04242035,
0.003221438,
-0.011644802,
0.0262813,
-0.018486794,
-0.053930998,
-0.05224062,
0.057687383,
0.027032577,
0.0458011,
0.03882495,
-0.019345397,
0.030695055,
-0.0068319305,
-0.04818909,
-0.022739561,
-0.037993178,
-0.06122912,
0.05216013,
-0.045049824,
-0.009498294,
-0.058867965,
-0.04279599,
-0.0010078523,
0.036517456,
0.012275339,
0.0014958472,
0.02801192,
0.017024485,
-0.008156728,
-0.008163435,
-0.0062181633,
0.00090220384,
0.015870739,
-0.008572614,
-0.026522782,
0.032143947,
0.021304086,
0.03198296,
0.011369781,
-0.020405235,
-0.020029597,
0.023383515,
0.035122227,
0.0062986575,
-0.00874031,
-0.055487216,
-0.011067929,
-0.048269585,
0.019506386,
-0.0083378395,
0.031741478,
-0.009551957,
0.013536411,
0.022940798,
0.030346246,
0.052106466,
0.028655874,
0.012657685,
0.033914816,
0.03879812,
-0.012429619,
-0.04260817,
-0.013227851,
0.055326227,
0.032090284,
0.08108431,
-0.001749068,
0.06503917,
0.029890114,
0.016434196,
-0.017346462,
0.0538505,
0.000783559,
-0.0061443774,
0.0024332672,
-0.03702725,
-0.024872653,
0.009800147,
-0.0054836553,
0.02228343,
-0.0060739447,
-0.009612328,
-0.0516235,
-0.0108532775,
0.028790029,
0.0046988386,
-0.004272891,
-0.033619672,
0.013341884,
0.016930576,
0.009665991,
0.037054084,
-0.0028826923,
0.044110727,
-0.019251488,
0.024000635,
0.012436327,
0.034236792,
0.020915031,
-0.059082612,
0.021854127,
-0.025825167,
0.012905875,
-0.03018526,
-0.0471695,
-0.069224864,
0.0184063,
0.00029074273,
0.010202617,
-0.028280234,
-0.015280449,
0.012422911,
-0.020995526,
0.039254252,
-0.015951233,
0.025784919,
0.042339858,
-0.019184409,
-0.023383515,
0.036222313,
-0.027985089,
0.006409337,
0.021223592,
0.060263194,
0.01025628,
0.055433553,
0.0066306954,
-0.017963583,
0.05580919,
0.032224443,
0.005014107,
-0.02838756,
-0.04164224,
-0.014730407,
0.006969441,
-0.042286195,
-0.0368126,
0.037349228,
0.0147035755,
0.014985304,
-0.00037060792,
-0.009746484,
0.0071103056,
-0.05280408,
-0.009665991,
0.058385,
0.02900468,
-0.021545567,
-0.023638412,
0.013610198,
-0.026549613,
0.04880621,
-0.019560048,
0.031875633,
-0.036463793,
-0.03517589,
0.033539176,
-0.05580919,
-0.023920141,
0.0006187978,
-0.006308719,
-0.0032063453,
0.04526447,
0.018392885,
0.015414606,
0.007814628,
0.0054098694,
-0.015951233,
0.04193739,
0.046954848,
0.012751595,
0.07888415,
0.012751595,
-0.025328787,
0.020069843,
0.005912957,
-0.022229766,
-0.047276825,
-0.0021297378,
-0.025543436,
0.028038751,
0.0034310578,
-0.06337563,
0.01781601,
0.01530728,
0.0023091724,
-0.0011747096,
-0.026831342,
-0.014153533,
-0.07180067,
0.0108532775,
-0.022082195,
0.016273208,
-0.0121680135,
0.026388625,
0.006177916,
-0.03826149,
0.2069233,
0.049745306,
0.060907144,
0.04303747,
0.022726147,
0.060960807,
-0.016997654,
-0.027985089,
0.0029179084,
-0.05736541,
-0.016769588,
0.0031308823,
0.019841777,
0.047840282,
-0.003011818,
0.013107111,
-0.06289267,
0.021773634,
0.010652043,
-0.009055578,
-0.07099573,
0.023021292,
0.021706555,
0.031526826,
-0.005788862,
-0.0056479974,
0.025744673,
-0.08140629,
-0.016622016,
-0.021451658,
0.034317285,
-0.01530728,
0.032090284,
-0.0332172,
-0.009712946,
-0.0121680135,
-0.031687815,
-0.027045993,
-0.004678715,
0.011960071,
-0.026375208,
-0.041508086,
0.0008066172,
-0.015562178,
-0.0070633506,
0.005751969,
-0.054923758,
0.038932275,
0.048430573,
-0.07040544,
0.009022038,
-0.03965672,
0.033083044,
-0.055433553,
-0.02228343,
-0.028924186,
-0.041722737,
-0.05586285,
-0.021880958,
0.028119246,
0.009900765,
0.0043668007,
-0.012114351,
0.016246377,
-0.030507235,
0.03294889,
0.022135857,
0.03200979,
-0.029755957,
0.042339858,
0.008505535,
-0.022270013,
-0.010028214,
0.013482749,
0.023651827,
0.04617674,
-0.025945907,
0.05559454,
-0.01632687,
-0.028629042,
0.012858921,
-0.008901297,
0.0052690045,
0.0019838423,
0.009404385,
0.038341988,
-0.020593055,
-0.0037362643,
-0.03555153,
-0.0054266388,
0.03482708,
0.06815161,
-0.012879044,
0.00855249,
-0.0032382074
] | from dataclasses import dataclass
from typing import Any, Dict, List, Union
@dataclass
class TTSDataCollatorWithPadding:
processor: Any |
[
0.015720492,
-0.0016156761,
-0.035138182,
-0.022316296,
0.03087901,
0.012925409,
-0.032771975,
-0.011306036,
0.012474351,
0.013945837,
0.0003597837,
0.019550791,
0.00848877,
-0.056374896,
-0.0019243923,
0.041763566,
-0.012592661,
-0.049394585,
-0.023410667,
-0.035463538,
-0.0032295038,
0.010130326,
-0.051583327,
-0.032535356,
-0.045786116,
-0.016992329,
-0.0029300305,
-0.00072326465,
0.08796377,
0.0040373416,
-0.00025302707,
-0.011757094,
0.018042333,
-0.06903411,
0.008163417,
-0.013073297,
0.03135225,
-0.0359072,
-0.05968759,
0.008821518,
0.0110324435,
-0.010174693,
0.022848692,
-0.011838432,
-0.054186154,
-0.007963767,
0.026146594,
-0.009908495,
-0.018278955,
-0.008725391,
-0.025288844,
-0.00014407524,
0.007823274,
-0.02298179,
-0.00006418107,
-0.057646733,
-0.0142416125,
0.011794066,
-0.031677604,
-0.041970607,
0.009568352,
0.02055643,
-0.015897958,
-0.013295129,
0.01758388,
0.01149829,
0.007690175,
-0.01549866,
-0.005190868,
-0.045312878,
-0.04463259,
0.0026823182,
-0.0179536,
-0.026752936,
-0.025525466,
0.0016785285,
-0.0089768,
-0.008762362,
-0.016134579,
0.03726777,
0.022848692,
0.032298733,
0.005471855,
0.019580368,
-0.016252888,
-0.0032627785,
0.03859876,
-0.03998891,
-0.027477587,
-0.027152233,
-0.0378889,
0.03812552,
-0.017435992,
0.008562714,
0.03836214,
0.02633885,
0.00261392,
-0.0063333027,
0.028719844,
-0.006976615,
0.040905815,
0.08683982,
-0.018530363,
0.029193087,
-0.010965893,
0.03901285,
0.025569832,
-0.009975044,
-0.031145208,
-0.01008596,
0.013812737,
-0.02213883,
0.018870506,
-0.025347998,
-0.010988076,
0.039693132,
0.005952491,
-0.015661336,
-0.045046676,
0.034960717,
-0.028852943,
-0.012208153,
0.018234588,
-0.03862834,
0.008843701,
-0.048625566,
0.015424716,
0.009287365,
0.0023625104,
-0.026353637,
0.012222941,
0.009324337,
0.041556522,
0.04010722,
0.02213883,
-0.017938811,
-0.03540438,
0.0027211388,
0.023455033,
0.008644052,
0.013376468,
-0.011535262,
0.010167299,
0.076665126,
-0.01230428,
0.01943248,
-0.008192994,
0.021207135,
-0.040639617,
0.00355116,
-0.018160643,
0.010500046,
-0.0066401702,
-0.0051391074,
-0.0056123487,
-0.015040208,
0.02657547,
0.0043626954,
-0.00019664479,
0.034724098,
0.032298733,
-0.026087439,
-0.040580463,
0.048004437,
0.015720492,
0.036587484,
-0.024209261,
0.0023070525,
0.01001941,
-0.03111563,
0.037948053,
-0.013820131,
0.026250117,
0.015838802,
0.024564194,
0.009819762,
0.048359368,
0.010514835,
0.026516315,
-0.009753212,
0.00069461134,
-0.007309363,
0.025525466,
0.029296609,
0.029015621,
0.0054644607,
-0.0036454387,
0.027255755,
-0.026664203,
0.004521675,
0.061817173,
0.04735373,
-0.030642388,
0.017406415,
-0.027122654,
0.014123302,
-0.0029244847,
0.040935393,
-0.000018139384,
-0.016090212,
-0.020290231,
0.028941678,
-0.047649506,
0.011320825,
-0.009353914,
0.043390334,
0.022937424,
0.05720307,
-0.021192348,
0.040994547,
0.0028098715,
0.04451428,
-0.051819947,
0.013457806,
0.02005361,
-0.013398651,
-0.00043973565,
-0.0022146225,
0.013465201,
0.015291617,
0.017243737,
0.015276828,
0.02175432,
-0.006004252,
-0.035729736,
-0.018648675,
0.0038968483,
0.043005824,
0.05581292,
0.015912747,
-0.0031611056,
0.016563453,
-0.023203624,
0.056759406,
-0.020630373,
0.055931233,
0.047442462,
0.008688418,
0.012673999,
0.0021425271,
0.0050873463,
-0.017406415,
0.0467326,
0.045105834,
-0.03336353,
-0.0040706163,
0.01064054,
0.0081708105,
-0.0452833,
0.008326093,
-0.042857934,
0.062053796,
-0.018663462,
0.0077271466,
-0.03655791,
-0.047264997,
0.005593863,
0.021739533,
-0.031470563,
-0.007224328,
0.015077179,
0.009117294,
-0.012200758,
0.015469083,
0.03519734,
0.025407154,
-0.016696552,
0.026605047,
-0.010973288,
0.01598669,
-0.046111472,
-0.079327114,
-0.068679176,
0.02460856,
-0.043715686,
-0.036025513,
0.027226176,
0.0032442925,
0.007372216,
-0.015646547,
0.02054164,
-0.015469083,
-0.022582494,
0.052529808,
0.053683337,
0.015720492,
-0.042650893,
0.030435346,
-0.010492652,
0.036824107,
0.0059968573,
0.043981884,
0.01149829,
-0.023943063,
0.022612073,
0.01378316,
-0.012666605,
-0.004972733,
-0.026087439,
-0.0084370095,
-0.01783529,
-0.020719105,
-0.0066253813,
0.004802662,
-0.06329606,
0.006100379,
0.01845642,
-0.020319808,
-0.011357796,
0.033629727,
-0.04321287,
0.03578889,
0.035345227,
-0.006603198,
-0.02423884,
0.022094464,
0.031056475,
0.028956465,
-0.027403641,
-0.042355116,
-0.057794623,
0.010714483,
-0.0064072465,
0.0069877068,
-0.020571217,
0.055310104,
-0.007963767,
-0.05202699,
0.02497828,
-0.058149554,
-0.051080506,
-0.05116924,
0.019831778,
0.0060412236,
0.010366947,
0.034605786,
-0.054659396,
0.016533876,
-0.029104354,
0.035374805,
0.015764859,
-0.05581292,
0.0069100657,
0.02583603,
-0.00061604584,
0.0033182364,
0.021591645,
-0.04587485,
-0.02299658,
-0.012082447,
0.037031148,
-0.0074794344,
0.012866254,
-0.017007118,
0.040787503,
0.015469083,
-0.03111563,
0.017495148,
0.040639617,
0.06826509,
0.054777708,
0.00983455,
0.040935393,
0.014071541,
-0.012614844,
-0.018278955,
0.026457159,
0.012015898,
0.05962843,
-0.043981884,
0.0040595247,
-0.013021536,
-0.03895369,
0.019580368,
0.0017302893,
-0.024564194,
0.04427766,
0.013080692,
0.032801554,
-0.014981052,
-0.0057750256,
0.028719844,
0.0032720214,
0.0037785377,
0.044100195,
0.034842405,
-0.014249006,
0.013916259,
-0.020068398,
-0.0021887422,
0.016430354,
0.0307607,
-0.053565025,
-0.024031796,
-0.067496076,
-0.018589519,
0.009738423,
0.0052943896,
0.047028378,
0.0009136704,
0.031440984,
-0.023943063,
-0.009634902,
0.041586097,
-0.021547278,
-0.014552177,
-0.047146685,
0.04821148,
-0.0015361863,
-0.02718181,
-0.002660135,
0.019861355,
0.00534615,
0.03000647,
-0.009523986,
0.019343747,
-0.06791016,
-0.014818375,
-0.056522783,
0.031026898,
0.0054016085,
-0.070217215,
-0.0341917,
0.015838802,
0.03516776,
-0.027773362,
-0.009087716,
-0.013886681,
0.00014476846,
-0.0008803956,
-0.04194103,
-0.037681855,
-0.0011553748,
-0.049157962,
-0.014936686,
0.049246695,
0.0057010814,
-0.02264165,
0.0344579,
0.008777152,
-0.01112857,
-0.014840558,
-0.017997967,
-0.034842405,
0.013006748,
0.04430724,
-0.00532027,
0.00090026803,
-0.0011156299,
-0.022582494,
0.0074239764,
-0.021000093,
0.068679176,
-0.027300121,
-0.0024364544,
0.01235604,
0.0068656993,
0.025688142,
0.04883261,
0.019536002,
-0.050695997,
-0.02301137,
0.045786116,
0.013080692,
-0.068679176,
-0.00800074,
0.036262132,
0.015646547,
0.010988076,
0.012925409,
0.030346613,
0.02225714,
0.045312878,
-0.06001294,
-0.041526943,
-0.03963398,
0.0030834642,
-0.044603013,
-0.042236805,
0.038687494,
-0.04256216,
0.03407339,
-0.0035641002,
-0.04022553,
-0.030272668,
-0.05471855,
-0.04909881,
0.012038081,
-0.01895924,
0.013931047,
-0.0021591645,
-0.027965616,
0.020778261,
-0.048152324,
-0.014101119,
-0.02459377,
-0.05341714,
-0.0070949257,
0.057232648,
-0.026738146,
0.039781865,
-0.032091692,
-0.05483686,
0.059539698,
-0.029104354,
0.042650893,
0.027610686,
0.0077271466,
0.028231815,
-0.0070024957,
-0.022552917,
0.029740272,
-0.003131528,
-0.0059450967,
-0.011609206,
-0.025347998,
-0.024564194,
-0.004296146,
-0.042000186,
0.057262223,
-0.041763566,
-0.06223126,
-0.032801554,
0.050991774,
-0.019905722,
-0.00922821,
0.037326925,
-0.00927997,
-0.03791848,
-0.031174786,
0.067200296,
-0.029104354,
-0.02311489,
-0.044218507,
-0.04560865,
-0.00885849,
0.008444403,
0.024771236,
-0.06702283,
-0.031145208,
-0.047679085,
0.0052796006,
-0.049897403,
-0.05315094,
0.0054127,
-0.006566226,
-0.03330437,
0.017864868,
-0.0105518075,
-0.025510676,
0.0016526481,
-0.021147981,
0.025052223,
0.026915612,
-0.028719844,
0.025540253,
-0.018426841,
0.024445882,
0.04602274,
0.018722618,
0.0030908587,
0.007246511,
-0.018589519,
0.031529717,
-0.056522783,
-0.00966448,
-0.011993715,
-0.032417044,
0.05054811,
-0.024371939,
-0.015188095,
0.024135318,
0.018678252,
-0.0084370095,
0.04365653,
-0.003153711,
-0.032032534,
-0.06814678,
-0.044691745,
0.00353822,
-0.03886496,
-0.009087716,
0.02704871,
0.012947592,
0.023809964,
-0.04773824,
0.023928275,
0.029976893,
0.03753397,
-0.01538035,
-0.037208617,
0.020231076,
0.012126814,
0.011047232,
-0.007808485,
-0.036114246,
-0.013775765,
-0.009745818,
0.006377669,
-0.03614382,
-0.014197246,
-0.0030594326,
0.03540438,
-0.013265551,
0.022168407,
0.017509937,
-0.035256494,
-0.044455126,
0.0020722803,
0.023455033,
0.0048285425,
-0.0031241335,
0.0050466773,
0.005323967,
0.020763472,
-0.015409927,
-0.03442832,
-0.0066660508,
0.052736852,
-0.008045106,
-0.035641003,
0.027285332,
0.074003145,
-0.02632406,
-0.020822627,
0.010603568,
-0.039279047,
-0.009435253,
-0.025776874,
-0.017894445,
-0.022745172,
-0.048566412,
-0.012112025,
0.025155745,
-0.056522783,
0.024194473,
0.0060523152,
0.01395323,
-0.084591925,
0.050074868,
0.028009983,
0.0033219338,
-0.019920511,
-0.03641002,
-0.007653203,
-0.030080415,
0.0037378685,
0.034842405,
-0.003399575,
-0.01499584,
0.06199464,
0.019269804,
0.05998336,
-0.024031796,
0.03259451,
-0.01106202,
-0.02756632,
-0.057558,
-0.006784361,
0.029222663,
0.0038857565,
0.019772623,
-0.01855994,
0.01260745,
0.048507255,
0.045726962,
0.010736668,
-0.09092153,
0.030154359,
-0.025436733,
-0.019772623,
-0.015528237,
0.006588409,
0.02545152,
0.011357796,
-0.03111563,
-0.042266384,
-0.017938811,
-0.01445605,
-0.038717072,
-0.00069461134,
-0.035611425,
-0.006396155,
-0.025791664,
-0.030228302,
-0.041911453,
-0.002419817,
0.0023662075,
0.018722618,
0.0121046305,
0.025924763,
-0.017199371,
0.03972271,
-0.0019890934,
0.01107681,
-0.00270635,
0.009782789,
-0.013790553,
0.009575747,
-0.028157871,
0.01968389,
0.047146685,
-0.024150107,
0.017569091,
0.021355024,
0.022700805,
-0.0037933267,
0.0020297624,
0.040994547,
-0.013583511,
0.0014483779,
-0.002225714,
0.036232553,
-0.028083926,
-0.005290692,
-0.030435346,
-0.045549497,
-0.01279231,
0.036114246,
0.049128387,
0.0504298,
0.0319438,
0.03002126,
-0.011283852,
0.02780294,
0.006540346,
-0.007712358,
0.035877623,
0.017480358,
-0.015543026,
-0.032771975,
0.010293003,
0.0019595157,
-0.06406507,
0.013450411,
-0.022316296,
-0.012082447,
-0.01242259,
0.03936778,
0.049276274,
0.053121362,
0.011853221,
-0.023425456,
-0.0057935114,
-0.0076827803,
-0.04563823,
-0.02755153,
-0.0723468,
-0.0069026714,
0.036232553,
-0.06932988,
0.02766984,
-0.0085996855,
0.00017654127,
0.023588132,
0.069152415,
0.020097977,
0.017421203,
0.01684444,
0.007412885,
0.024090951,
-0.037179038,
-0.006074499,
-0.015794436,
0.0010980682,
-0.03614382,
-0.01524725,
-0.00756447,
0.048270635,
0.008015528,
-0.01855994,
-0.06199464,
-0.009316943,
0.022730382,
-0.02422405,
-0.033807192,
0.02055643,
-0.026471948,
0.0038524817,
-0.015262039,
0.017036695,
-0.008784546,
0.0045956187,
0.0069100657,
0.022804325,
0.0036565303,
0.030731121,
0.03262409,
-0.027314909,
0.0008924115,
0.015158517,
0.028808577,
-0.034605786,
-0.009952861,
-0.0148035865,
0.031677604,
0.035019875,
-0.00096681766,
-0.013398651,
0.038539607,
0.009797579,
-0.016415566,
-0.020689528,
0.038480453,
0.031026898,
-0.03874665,
0.015705703,
-0.046081893,
-0.013650061,
-0.016578242,
0.008207783,
-0.005305481,
0.009523986,
-0.0121563915,
0.013272946,
-0.030819854,
-0.021251502,
0.01600148,
-0.07358906,
0.013857103,
-0.0025714021,
0.021547278,
0.026767723,
0.038421296,
-0.012171181,
0.044691745,
-0.007545984,
0.011734911,
0.011394769,
-0.046111472,
0.019136705,
-0.012060264,
0.024017008,
-0.0057454477,
0.0060190405,
0.013051114,
0.014448656,
-0.010174693,
0.023573343,
0.007897218,
-0.021665588,
0.0038413901,
-0.027788151,
-0.008954617,
-0.044987522,
0.03407339,
-0.028675478,
-0.0040114615,
0.04010722,
-0.023632498,
-0.03614382,
0.047205843,
-0.05238192,
0.028926888,
-0.00039352066,
0.0780257,
0.03262409,
0.08891025,
0.056167852,
-0.02667899,
-0.007823274,
0.03223958,
-0.00013725852,
-0.023469822,
-0.025421944,
0.008059895,
-0.011742305,
-0.042650893,
-0.0319438,
0.017790923,
0.016947962,
-0.02753674,
-0.042266384,
0.00390794,
-0.012333857,
-0.021310657,
0.012651816,
0.08388206,
-0.006950735,
0.011919771,
0.0005573528,
0.009058138,
-0.06199464,
0.005079952,
-0.030317035,
0.04170441,
-0.008762362,
-0.08293558,
0.0024179684,
-0.04291709,
-0.0250818,
0.012747943,
-0.0015944173,
-0.025909973,
0.002761808,
0.022671226,
0.048181903,
0.02830576,
-0.037415657,
-0.0196691,
0.06501155,
0.0019428782,
0.0234994,
0.061225623,
0.05436362,
0.008747574,
-0.010625751,
0.001747851,
-0.00495055,
-0.020940937,
0.026028285,
0.027728995,
-0.013664849,
-0.021325447,
-0.059746742,
-0.039456513,
0.029193087,
-0.008355671,
0.009095111,
-0.03750439,
0.025525466,
-0.07216933,
0.00959793,
-0.0018985119,
0.044011462,
-0.022242352,
-0.00003454571,
-0.021695167,
-0.03851003,
0.26075608,
0.05758758,
0.06773269,
0.010662723,
0.041615676,
0.070927076,
0.0072539053,
0.0065366486,
-0.014448656,
-0.040757928,
-0.02965154,
-0.022168407,
0.027788151,
0.050695997,
-0.0038598762,
0.010965893,
-0.03921989,
0.007372216,
0.020260653,
-0.03235789,
-0.0344579,
-0.0058304835,
0.047915705,
0.0027839912,
0.01758388,
0.034280434,
0.030671967,
-0.008629263,
0.020600796,
-0.04886219,
0.011764488,
-0.041556522,
0.029045198,
-0.012348646,
0.025421944,
0.030612811,
-0.01758388,
-0.057794623,
-0.0056752013,
-0.020866994,
0.021872632,
-0.019166281,
-0.026368426,
0.018175432,
-0.0029318791,
0.00867363,
0.015291617,
0.036853682,
0.07560033,
-0.040550884,
0.032683242,
-0.09204548,
-0.005593863,
-0.03469452,
-0.04563823,
0.002451243,
-0.051465016,
-0.030731121,
-0.031322673,
0.049867827,
-0.0085996855,
0.022656439,
-0.0023384786,
-0.0039375173,
-0.0037508088,
-0.004543858,
-0.015602182,
0.024919124,
-0.027329698,
-0.01807191,
0.011616601,
0.0009127461,
0.0011526019,
-0.017628247,
0.039545245,
0.0376227,
-0.015143729,
0.02842407,
0.019920511,
-0.04321287,
-0.015003235,
0.0064774933,
-0.00050836493,
-0.022597283,
0.0103373695,
0.019018393,
-0.014781403,
0.01807191,
-0.021636011,
0.01758388,
0.021502912,
0.022301506,
0.030287458,
-0.003639893,
0.037386082
] |
def call(self, features: List[Dict[str, Union[List[int], torch.Tensor]]]) -> Dict[str, torch.Tensor]:
input_ids = [{"input_ids": feature["input_ids"]} for feature in features]
label_features = [{"input_values": feature["labels"]} for feature in features]
speaker_features = [feature["speaker_embeddings"] for feature in features]
# collate the inputs and targets into a batch
batch = processor.pad(input_ids=input_ids, labels=label_features, return_tensors="pt")
# replace padding with -100 to ignore loss correctly
batch["labels"] = batch["labels"].masked_fill(batch.decoder_attention_mask.unsqueeze(-1).ne(1), -100)
# not used during fine-tuning
del batch["decoder_attention_mask"]
# round down target lengths to multiple of reduction factor
if model.config.reduction_factor > 1:
target_lengths = torch.tensor([len(feature["input_values"]) for feature in label_features])
target_lengths = target_lengths.new(
[length - length % model.config.reduction_factor for length in target_lengths]
)
max_length = max(target_lengths)
batch["labels"] = batch["labels"][:, :max_length]
# also add in the speaker embeddings
batch["speaker_embeddings"] = torch.tensor(speaker_features)
return batch |
[
0.02822841,
0.022813441,
0.0075388853,
-0.024740573,
-0.0131574245,
0.00079562044,
0.0075388853,
0.016950617,
0.008068168,
0.042776898,
-0.012845283,
-0.012546713,
0.0076881703,
-0.03335838,
0.032516956,
0.028581265,
-0.022460585,
-0.05618539,
-0.07654242,
-0.025894137,
-0.0042715827,
-0.008414238,
-0.0940766,
-0.05265684,
-0.022582728,
-0.011542434,
-0.023844864,
0.013340638,
0.055913966,
0.010931723,
-0.018932035,
-0.021184878,
0.006853532,
-0.019909171,
-0.02620628,
-0.036018364,
-0.0078103123,
-0.0010068245,
-0.07409958,
-0.008706021,
0.0151863415,
0.013293138,
0.008068168,
-0.048096865,
-0.05618539,
-0.018212752,
0.01889132,
-0.020981308,
-0.03257124,
-0.020845596,
0.018104183,
0.031566963,
0.02874412,
-0.009669587,
-0.012852069,
-0.028879834,
-0.016149908,
-0.012159931,
-0.060528226,
0.012417786,
-0.0123702865,
0.06421963,
-0.0016124462,
-0.060202513,
0.004010334,
0.01270957,
0.0070706736,
-0.016719904,
-0.060853936,
-0.023369865,
-0.061939646,
0.018158467,
0.017004903,
-0.0076881703,
-0.019420603,
0.031322677,
0.0174799,
-0.00050765334,
0.029694116,
0.030426968,
0.012533142,
0.048694007,
0.001028878,
-0.0031265,
-0.035936937,
-0.022962725,
0.036452647,
-0.018022753,
-0.030182684,
-0.032625526,
-0.04730973,
0.040116914,
-0.034878373,
0.014833487,
0.045246884,
0.011284579,
-0.027210558,
0.021374878,
-0.018538466,
-0.031811245,
0.047554012,
0.08186239,
-0.02640985,
0.04470403,
-0.016394192,
-0.01688276,
-0.0012146359,
-0.0038610492,
-0.0643282,
0.007946026,
-0.009594945,
0.00060774205,
0.07350244,
-0.005018007,
0.015457769,
0.056999672,
-0.017127044,
0.015227055,
-0.078713834,
-0.030101256,
-0.024129862,
-0.0030959644,
0.024550574,
-0.03455266,
0.056673963,
-0.046794016,
-0.0096085165,
0.036506932,
0.01476563,
0.012132787,
0.026559133,
-0.02121202,
0.03607265,
0.03596408,
-0.013177781,
0.0145213455,
-0.027305558,
0.028771264,
0.016896332,
-0.032896955,
0.026952703,
0.012017431,
0.0019797208,
0.08028811,
0.034525517,
-0.027305558,
0.0062597855,
-0.044432603,
-0.01929846,
0.0055846106,
-0.06823675,
-0.008393881,
-0.015919194,
0.025283426,
-0.025351284,
-0.030426968,
-0.012187073,
0.018606322,
0.00016137185,
0.025866995,
-0.01978703,
0.007301387,
-0.0052758628,
0.03257124,
0.033494093,
0.013422066,
-0.012641713,
-0.016652048,
0.015946338,
-0.017832754,
0.0043224753,
0.010585654,
0.011589933,
-0.024374146,
0.04551831,
-0.0059069307,
0.062048215,
0.029205548,
-0.011847789,
0.015756339,
-0.015037057,
-0.03232696,
-0.002352933,
-0.017941326,
0.011304935,
-0.0005381889,
0.03308695,
0.003952656,
-0.012689213,
0.027142702,
0.03113268,
0.043374036,
-0.03324981,
0.0043394393,
-0.025771996,
0.03232696,
-0.036995504,
0.0028092696,
0.0038339065,
-0.020913452,
-0.0052385414,
0.05276541,
-0.018932035,
-0.009459231,
0.019909171,
-0.022772728,
0.024645573,
0.03387409,
-0.024686286,
0.016543476,
-0.0029025727,
0.024387717,
-0.018036325,
0.032381244,
0.018932035,
-0.044351175,
-0.0401712,
0.010734938,
0.018362038,
0.0021900767,
0.044025462,
-0.0085770935,
0.053281125,
0.03308695,
0.036344077,
-0.030888394,
-0.004719437,
0.048558295,
-0.008251381,
0.05645682,
0.04934543,
0.02402129,
0.013014926,
0.0546654,
-0.01437206,
0.031702675,
0.033521235,
0.03878692,
0.030589825,
0.014847058,
0.004118905,
-0.011209936,
0.04953543,
0.025907708,
-0.029775543,
-0.0198956,
-0.021225592,
-0.017493472,
-0.05276541,
0.024564145,
-0.049806856,
0.021103451,
0.021456305,
-0.035502654,
-0.03588265,
-0.03346695,
0.017737756,
0.04673973,
-0.002531057,
-0.016380621,
0.039709773,
0.00784424,
0.014562059,
-0.024632001,
0.03585551,
0.02882555,
0.016014194,
0.033792663,
-0.028716978,
-0.034932658,
0.004933186,
-0.033439808,
-0.056782532,
-0.016326334,
-0.032381244,
-0.04228833,
0.017412042,
-0.0018440073,
-0.016041337,
-0.021062737,
0.01286564,
-0.01567491,
-0.028988406,
0.03406409,
0.05556111,
0.005143542,
-0.022379158,
0.0023631114,
0.017303472,
0.0059103235,
0.004828008,
-0.0174799,
0.0052181846,
-0.013116711,
-0.001498786,
0.007952811,
0.006894246,
-0.03257124,
-0.039302632,
0.033114094,
-0.030888394,
0.04109405,
0.024062006,
0.042044044,
0.000107457534,
0.035801224,
0.03607265,
-0.05083828,
0.032001246,
0.017452758,
-0.0013393227,
-0.016842047,
0.034796942,
0.014222776,
-0.040116914,
0.05124542,
0.025459854,
-0.023071297,
-0.03875978,
-0.036018364,
-0.038922634,
0.025310569,
-0.026776275,
-0.022447014,
-0.0045633665,
0.058736805,
-0.047445443,
-0.056131106,
-0.021415591,
-0.030481255,
-0.0014173579,
-0.023193438,
-0.011318507,
-0.0050281854,
0.009737444,
0.01617705,
-0.0448126,
-0.013835992,
0.009710302,
0.025446283,
0.011617077,
-0.026491277,
0.06269964,
0.053688265,
0.021171307,
-0.0025989136,
0.063351065,
-0.017927755,
0.002810966,
0.01446706,
0.030182684,
-0.013659565,
0.013483137,
0.007667813,
0.0036880146,
0.047744013,
-0.0074371,
0.017615613,
0.03916692,
0.0067856754,
0.026396276,
0.02159202,
-0.005119792,
-0.02441486,
-0.060311083,
-0.030725539,
-0.020126313,
0.031566963,
0.022189159,
-0.052602556,
0.0061953217,
0.015892051,
-0.011623862,
0.028391266,
-0.006856925,
-0.046278305,
0.039031204,
0.039221205,
0.03126839,
-0.02822841,
-0.018402752,
-0.0053878264,
0.0026396278,
-0.02049274,
0.07751956,
0.015349198,
0.0066771046,
0.03398266,
-0.019325603,
-0.010504225,
0.012438143,
-0.0026922168,
0.0046380092,
-0.015240627,
0.003438641,
-0.019366318,
-0.0052080057,
0.036018364,
0.054176833,
0.023464866,
0.029612688,
-0.0321641,
-0.027142702,
0.03295124,
-0.027780555,
-0.039329775,
-0.025364855,
0.024034861,
0.045654025,
0.023044154,
-0.0060799653,
0.011847789,
-0.040551197,
0.021429162,
0.021062737,
-0.01457563,
-0.010280298,
0.008882449,
-0.0047974726,
0.0011221811,
-0.0009440571,
-0.06269964,
-0.040741194,
0.0013664654,
0.04804258,
-0.016733475,
-0.00028096937,
-0.059551086,
0.01978703,
-0.0003488261,
-0.022026302,
-0.035936937,
-0.045871165,
0.040225483,
-0.037619784,
0.012424571,
0.04671259,
-0.029096976,
-0.022569157,
-0.058628235,
-0.015756339,
-0.029205548,
-0.0038203353,
0.010667082,
0.010829938,
-0.018212752,
-0.012506,
-0.026260564,
0.015512054,
-0.0045260456,
0.026504848,
-0.033521235,
0.035638366,
-0.025296997,
-0.024089148,
-0.07730241,
0.015702052,
0.03989977,
0.048259724,
0.04228833,
-0.032869812,
-0.02068274,
0.054176833,
-0.030155541,
-0.046196878,
0.030426968,
0.0065108556,
0.0012180287,
0.021144165,
0.014222776,
-0.00889602,
0.023858435,
-0.012682428,
-0.0105517255,
-0.0123702865,
-0.01608205,
-0.010015657,
0.015661338,
-0.02149702,
0.0073692435,
-0.05868252,
-0.0053810407,
-0.03911263,
-0.045654025,
0.0145213455,
-0.06818247,
0.0071792444,
-0.012628142,
-0.03780978,
0.002592128,
0.022094158,
0.002337665,
0.017452758,
0.012417786,
0.02562271,
-0.0059103235,
-0.009913872,
-0.00928959,
0.03246267,
0.030128399,
0.042858325,
-0.06107108,
-0.013951349,
0.028309837,
-0.03916692,
0.015512054,
-0.0007277637,
-0.02220273,
-0.0017311955,
-0.00040777668,
-0.03626265,
0.028364124,
-0.022094158,
0.01777847,
-0.0011790111,
-0.016204193,
-0.028988406,
-0.02893412,
-0.0034606943,
0.01517277,
-0.0122142155,
-0.055343967,
-0.0010619581,
0.0017057492,
0.02041131,
0.018524894,
0.051191136,
-0.0012468678,
-0.024428431,
-0.051001135,
0.05618539,
-0.0089095915,
0.031512678,
-0.053905405,
-0.02049274,
0.030508397,
-0.0030722145,
0.00034967434,
-0.04790687,
-0.0019780244,
-0.048992578,
0.021049164,
-0.060853936,
-0.0036914074,
-0.013116711,
0.028961262,
-0.019651316,
0.03314124,
0.015077771,
0.027875554,
-0.0017744541,
0.019447746,
0.041935474,
0.026450563,
-0.044459745,
-0.025500568,
0.02080488,
0.0058221095,
0.00045760899,
0.034986943,
-0.0012332965,
0.0017863291,
0.0056728246,
0.011888503,
-0.023627723,
-0.032896955,
-0.040849768,
0.00014992102,
0.027604127,
-0.013598493,
0.02915126,
-0.042478327,
0.05173399,
0.0077017415,
0.03908549,
-0.032489814,
0.00089740555,
-0.03143125,
-0.06459963,
0.039655488,
-0.028065553,
-0.009927443,
0.0066804974,
0.0035048013,
0.062916785,
-0.026762703,
0.05110971,
0.061233934,
0.0010229406,
0.019610602,
-0.042234045,
0.01567491,
-0.029666973,
0.021320593,
-0.0060019298,
-0.02199916,
-0.024645573,
0.012560285,
-0.003155339,
-0.075076714,
0.0021917732,
-0.007050317,
-0.009486374,
0.021524163,
0.051652562,
-0.0055846106,
-0.0058255023,
-0.052493986,
0.022094158,
0.0014165097,
0.01647562,
0.054909684,
0.04942686,
0.036235508,
0.032924097,
-0.03444409,
-0.02874412,
0.0065312125,
0.047961153,
0.0063513923,
-0.032001246,
-0.01457563,
0.028771264,
-0.038949776,
-0.04844972,
0.0103956545,
0.007993526,
-0.0060460367,
-0.0044649746,
-0.027848411,
0.006884068,
-0.029096976,
0.026111279,
0.017493472,
-0.027224129,
-0.00078925886,
0.026097707,
-0.034634087,
-0.05395969,
0.005398005,
0.04150119,
-0.001405483,
-0.027047703,
-0.026084136,
0.00025425077,
-0.030508397,
-0.025758423,
0.019203462,
0.008305667,
0.015607053,
-0.0042953324,
0.02108988,
0.069973886,
0.015593482,
-0.023234153,
0.0051910416,
-0.014996342,
-0.045952592,
0.019325603,
0.030671252,
-0.01280457,
-0.013191353,
-0.0123363575,
0.0130352825,
0.029205548,
0.05414969,
-0.01467063,
-0.08810521,
0.03609979,
-0.016380621,
-0.027766984,
0.00089316454,
0.024604859,
0.033819806,
0.043455467,
0.0033114096,
-0.021429162,
0.0043055112,
0.026559133,
-0.02350558,
0.025351284,
-0.054448258,
0.019759886,
-0.03324981,
0.0040951553,
-0.002741413,
-0.021415591,
-0.007667813,
0.017805612,
-0.018144896,
0.00025976414,
-0.015213484,
0.04763544,
0.01396492,
0.010348155,
-0.017045617,
-0.02140202,
0.0040680123,
0.005964609,
-0.005917109,
0.025296997,
0.028798407,
-0.04139262,
0.0039594416,
0.030671252,
-0.0024377538,
-0.038651206,
0.01777847,
0.033385523,
0.00012680731,
-0.005479433,
0.0020424882,
0.020343455,
-0.041012622,
-0.033494093,
-0.023179866,
-0.015851337,
-0.031974103,
0.04893829,
0.01300814,
0.05857395,
-0.0033877485,
0.012790998,
0.023152724,
-0.0019390067,
0.01727633,
0.014711345,
-0.0040815836,
-0.004492117,
-0.02009917,
0.014100634,
0.018647036,
0.04068691,
-0.01838918,
0.055913966,
0.013293138,
-0.013252424,
-0.018334895,
-0.016760617,
0.0024767716,
0.01361885,
0.03780978,
-0.015213484,
0.028689835,
-0.026966274,
-0.0143992035,
0.008509237,
-0.047662582,
-0.08506522,
0.014819915,
-0.053796835,
0.011766361,
-0.030182684,
-0.020465598,
0.004661759,
0.0174799,
0.008359952,
0.0012952158,
-0.008868878,
0.013544208,
-0.02080488,
-0.031621248,
-0.06280821,
-0.0020747203,
-0.01657062,
-0.04269547,
-0.036832646,
-0.006833175,
0.023749864,
0.011196365,
-0.01686919,
-0.018742036,
-0.034905516,
0.018674178,
0.041582618,
-0.036181223,
0.004034084,
-0.04600688,
-0.024089148,
-0.05748824,
0.020262027,
-0.016095622,
0.021252735,
0.02351915,
-0.0004771178,
0.014562059,
0.04478546,
0.0118817175,
-0.015824195,
-0.027495557,
0.025256284,
0.01568848,
0.018049896,
-0.023139153,
-0.0151863415,
0.05455683,
0.049861144,
0.06237393,
-0.012383858,
0.03558408,
0.000283514,
-0.024238432,
-0.02573128,
0.03677836,
0.04169119,
0.0019865064,
0.0046312236,
-0.05998537,
-0.0034657838,
0.007335315,
0.02763127,
0.04242404,
-0.013483137,
-0.014819915,
-0.00396962,
-0.012105645,
0.010259941,
0.033222668,
-0.04961686,
0.02370915,
0.029504117,
0.016787762,
0.0474183,
0.019651316,
-0.029476974,
0.012227787,
0.026084136,
-0.015607053,
0.007403172,
0.0010534761,
0.03428123,
-0.004994257,
0.034905516,
-0.057053957,
-0.0044649746,
-0.06780247,
-0.06476249,
-0.0821881,
0.0019695424,
-0.0013096354,
-0.02592128,
0.03585551,
-0.020981308,
-0.035041228,
-0.050892565,
0.014100634,
-0.051571134,
0.008448166,
0.012947069,
-0.016380621,
-0.020017743,
0.024401288,
-0.017140616,
0.005662646,
0.021754876,
0.04087691,
0.015050628,
0.021483447,
0.015294912,
0.0064972844,
0.016339906,
0.03740264,
0.0022053446,
-0.03485123,
-0.019949885,
-0.020872738,
-0.0029958757,
-0.0903852,
-0.0695396,
0.018769179,
0.02100845,
-0.014657059,
-0.010327798,
0.025269855,
-0.010538154,
-0.044161174,
0.043021183,
0.072579585,
0.04217976,
-0.021076309,
-0.007966383,
0.02099488,
-0.05423112,
-0.012010645,
-0.07898526,
0.03878692,
0.0056321104,
-0.035529796,
-0.019515602,
-0.019542744,
0.007423529,
0.0047533656,
-0.013802064,
-0.007871384,
0.031566963,
0.02049274,
0.04478546,
0.011304935,
-0.015240627,
-0.053932548,
0.07713956,
0.044432603,
-0.008169953,
0.07323101,
0.054176833,
-0.03295124,
-0.013327067,
0.0049637216,
0.01768347,
0.002697306,
0.0054047904,
0.01918989,
-0.00964923,
-0.042939752,
-0.048965435,
-0.056402534,
0.0010017353,
-0.023777006,
0.007294601,
-0.01978703,
0.016529905,
-0.09293661,
-0.024360575,
0.0010670475,
0.044486888,
-0.01950203,
-0.024686286,
0.02099488,
-0.042776898,
0.21182165,
0.046196878,
0.028771264,
0.0041256906,
0.012132787,
0.09776801,
0.0035896222,
-0.003888192,
0.04359118,
-0.045382597,
-0.041311193,
-0.01547134,
-0.0022715048,
-0.0011077615,
-0.043835465,
0.04942686,
-0.059333947,
-0.0036710503,
-0.02592128,
-0.033711236,
-0.07811669,
0.041962616,
0.01266207,
0.062048215,
0.03547551,
-0.033331238,
-0.0074913856,
-0.04027977,
0.026749132,
-0.027549842,
-0.007464243,
-0.006612641,
0.01597348,
-0.011610291,
0.026694847,
0.02923269,
0.028798407,
-0.027101988,
-0.029042691,
0.0075660283,
0.018877748,
-0.031784102,
0.026545562,
-0.02041131,
-0.0035421227,
0.017004903,
-0.0173849,
0.018945606,
0.043916892,
-0.025676996,
0.019244175,
-0.039302632,
0.05607682,
-0.041962616,
-0.023939863,
0.004763544,
-0.048639722,
-0.04923686,
-0.047581155,
0.013842777,
0.02480843,
0.021727733,
0.0047364016,
0.042044044,
0.0101852985,
0.020845596,
0.034416944,
0.04622402,
-0.025269855,
0.009072448,
0.016855618,
-0.017846325,
-0.015023486,
-0.026070565,
0.0032876597,
0.034471232,
-0.011304935,
0.042559758,
-0.006748354,
-0.04532831,
0.044676885,
-0.028092695,
0.034986943,
-0.015349198,
0.043916892,
0.05656539,
-0.008807806,
0.011589933,
0.009045306,
0.008373523,
0.0024309682,
0.04008977,
0.03846121,
-0.016611334,
0.015837766
] | Instantiate the Trainer object and pass the model, dataset, and data collator to it.
from transformers import Seq2SeqTrainer
trainer = Seq2SeqTrainer(
args=training_args,
model=model,
train_dataset=dataset["train"],
eval_dataset=dataset["test"],
data_collator=data_collator,
tokenizer=processor,
) |
[
0.024414362,
0.0008258119,
-0.02684567,
0.033777785,
-0.0077136075,
-0.028987534,
-0.01960964,
-0.025137966,
0.00035456545,
0.03204114,
0.018640012,
-0.007634011,
0.02839418,
-0.049870715,
0.0076557193,
0.0027207471,
-0.04321357,
-0.07508104,
-0.0625193,
-0.020680573,
-0.021404175,
-0.015441687,
-0.057743516,
-0.0062953457,
-0.009320006,
0.011157958,
-0.014443114,
0.005184615,
0.082201295,
0.045037046,
-0.01044159,
0.0073481877,
-0.0043416177,
-0.021592312,
-0.03288052,
-0.063619174,
-0.010723796,
-0.018755788,
-0.015181189,
-0.01645473,
0.0058141495,
0.0047721616,
0.0097469315,
-0.047902513,
-0.0654716,
0.010412646,
0.008118825,
-0.00016982056,
-0.018929454,
-0.010709324,
-0.014493767,
-0.00027632588,
0.028408652,
-0.010803392,
-0.018350571,
-0.039682385,
-0.011483579,
-0.0016516238,
-0.021896224,
-0.020709516,
0.032938406,
0.07357594,
-0.0074386382,
-0.05855395,
0.02804685,
0.03649853,
-0.01926231,
-0.012004573,
-0.036932696,
-0.008466154,
-0.08353272,
0.011758548,
-0.018509762,
-0.05525432,
-0.017323054,
0.0065377527,
-0.0055066184,
-0.022315916,
0.0061144447,
0.004240313,
0.03646959,
0.035890706,
0.031172816,
0.015412742,
-0.0027894895,
-0.031028094,
0.06078265,
-0.013676096,
-0.009037801,
-0.032938406,
-0.044458166,
0.03797468,
-0.022243554,
0.024689332,
0.015933737,
0.01651262,
-0.028292876,
0.03591965,
0.02636809,
-0.014479295,
0.006443684,
0.09071086,
-0.03950872,
0.056325253,
-0.010195565,
-0.03655642,
0.007699135,
-0.019522807,
-0.034848716,
0.015702184,
0.00697915,
-0.0015204707,
0.05209941,
0.013430071,
0.027583744,
0.033054184,
0.018857094,
0.020651627,
-0.083069615,
-0.027467968,
0.014443114,
-0.02053585,
-0.0008461632,
-0.05447283,
0.055717427,
-0.045297544,
0.006081883,
0.0041245366,
0.0032996293,
-0.010977057,
0.0067837774,
-0.015702184,
0.03383567,
0.03531182,
0.0077136075,
0.0036089697,
-0.026614117,
0.015571935,
-0.013603736,
-0.005622395,
0.015919264,
-0.008849664,
-0.00084842445,
0.07901744,
0.017815104,
-0.023459207,
0.011968393,
-0.057454072,
-0.012894604,
0.015658768,
-0.045586985,
0.01897287,
-0.0033520907,
0.009775876,
-0.007445874,
0.0074892906,
0.012156529,
0.030709708,
-0.03606437,
0.036238037,
0.0019410648,
-0.025109023,
-0.046426363,
0.050275933,
0.009464727,
0.054414943,
-0.029494056,
-0.010043609,
0.009515379,
-0.012511095,
0.0049205,
0.008618111,
-0.0031512908,
-0.0035510815,
0.018191379,
0.012228889,
0.023676287,
0.026049705,
0.0118092,
0.011215846,
0.018726844,
-0.05137581,
-0.0022540232,
-0.02910331,
-0.006639057,
-0.020477964,
0.0091897575,
0.0147325555,
-0.0023643726,
0.044110835,
-0.0033321916,
0.080175206,
0.011165193,
0.011107305,
-0.042982016,
0.0057200813,
-0.007044275,
-0.015702184,
-0.00391831,
0.009052273,
-0.014081313,
0.057598796,
-0.0356881,
0.028712565,
-0.0029866712,
-0.0070659826,
0.032156914,
0.051288977,
0.010427118,
0.027685048,
0.033430457,
-0.0014472059,
-0.02903095,
-0.003223651,
0.03395145,
-0.002700848,
-0.0048626116,
0.007851092,
0.03360412,
0.02115815,
0.04752624,
0.016946781,
0.029624304,
0.01729411,
0.041274313,
0.0023137203,
-0.015571935,
0.013191282,
0.035601266,
0.008241838,
0.011288206,
0.024399891,
-0.009797584,
0.042576797,
0.0034172148,
0.029783497,
0.032706853,
0.0410717,
0.017945353,
0.0056839013,
0.015094358,
-0.002709893,
0.025195854,
0.047323633,
-0.017612496,
0.013343238,
-0.03586176,
0.0062700193,
-0.040608596,
0.018929454,
-0.031578034,
0.03774313,
-0.02086871,
-0.013516903,
-0.05687519,
-0.03360412,
0.0042764936,
0.0403481,
0.009906124,
-0.0344435,
0.04413978,
0.03134648,
-0.016006097,
-0.038987726,
0.02199753,
0.025080077,
-0.0015991625,
0.02762716,
0.0046274406,
-0.03661431,
-0.01539827,
-0.04492127,
-0.07351806,
-0.007384368,
-0.03424089,
-0.021838337,
-0.011744075,
-0.039479777,
0.009196993,
-0.011621064,
0.003690375,
0.008799012,
-0.00320737,
0.027149582,
0.03302524,
0.0070008584,
-0.038003627,
0.01918995,
0.02241722,
0.013082741,
0.013379418,
-0.04631059,
-0.027670577,
-0.00741693,
-0.000871037,
-0.0021798539,
0.0060276124,
-0.012214418,
-0.03154909,
0.032243747,
0.0052352673,
0.0193202,
0.016859949,
0.0075182347,
-0.0120696975,
0.0012997718,
0.0033249555,
-0.025933929,
0.038466733,
0.057483017,
-0.025557656,
0.008458918,
0.02832182,
0.02649834,
-0.01953728,
0.054559663,
0.04237419,
0.0026212516,
-0.044545,
-0.048105124,
-0.06599259,
0.03218586,
-0.011613827,
-0.020506907,
0.0067765415,
0.06414016,
-0.020072745,
-0.0356881,
0.015571935,
-0.06159308,
-0.019826721,
-0.032591075,
-0.00889308,
0.045847483,
0.03881406,
0.027598217,
-0.046136923,
0.019276783,
-0.0070768367,
0.03971133,
0.016787589,
-0.0148772765,
0.024443308,
0.043966115,
-0.002467486,
0.010173857,
0.035253935,
-0.05461755,
-0.01975436,
-0.008031992,
0.0474973,
0.02544188,
0.026382564,
0.0028926027,
0.04251891,
0.014544419,
-0.021027902,
0.03878512,
0.01335771,
0.033430457,
0.041216422,
0.015123301,
0.03429878,
0.024327531,
-0.04387928,
-0.010579075,
0.0058322395,
0.009985721,
0.05476227,
-0.05209941,
0.018567652,
0.02101343,
-0.045558043,
0.008979913,
-0.0305071,
-0.03473294,
0.059248608,
0.02516691,
0.045818537,
-0.007387986,
0.010550131,
0.0049856245,
-0.004678093,
0.008060937,
0.03218586,
0.0058177677,
-0.010940877,
0.04104276,
-0.02039113,
-0.019638583,
-0.0137774,
0.0015231842,
-0.015166718,
-0.0324753,
-0.022619829,
-0.03881406,
0.004887938,
0.04321357,
0.03204114,
-0.0022829673,
0.049812827,
-0.012322959,
-0.0049928604,
0.03768524,
0.020260882,
-0.013835289,
-0.054414943,
0.03125965,
-0.021259455,
0.027800824,
0.0055645066,
-0.011621064,
-0.054704383,
0.029754553,
0.0055753607,
0.0057815877,
-0.03907456,
0.013632679,
-0.0128077725,
0.012359139,
-0.04306885,
-0.014291158,
-0.048539285,
0.02214225,
0.051694196,
-0.033141013,
-0.008914788,
-0.023676287,
0.010506715,
0.03577493,
0.0007385273,
-0.033198904,
-0.02713511,
-0.010651436,
-0.053517673,
0.05421233,
0.025036661,
-0.008618111,
0.005173761,
-0.049725994,
0.0035963065,
0.015036469,
-0.030564988,
-0.048539285,
0.024153866,
-0.014645724,
-0.0027840624,
0.017742744,
0.011006,
-0.013169574,
-0.0013531375,
-0.026628587,
0.039740272,
-0.033777785,
-0.012916313,
-0.03233058,
0.0053582797,
0.013965537,
0.027656104,
-0.019956969,
-0.058177676,
-0.036324866,
0.02487747,
-0.047005247,
-0.06165097,
-0.025412936,
0.0020676954,
-0.023849953,
-0.0007208894,
-0.00048029146,
-0.006175951,
0.03178064,
0.039537665,
-0.021302871,
0.0007638534,
-0.05299668,
0.004175189,
-0.016353427,
-0.035485487,
0.0053365715,
-0.032938406,
0.039913937,
-0.002737028,
-0.008191185,
0.0031603358,
-0.068887,
-0.010361994,
0.00798134,
-0.018046657,
0.009775876,
0.019204423,
-0.024052562,
0.002429497,
-0.018524235,
0.0222725,
-0.011744075,
-0.0629824,
-0.0110421805,
0.076875575,
0.0356881,
-0.00012391701,
-0.03192536,
-0.025123494,
0.032012194,
-0.038437787,
0.0042728754,
-0.0049458263,
-0.057888236,
-0.007829384,
-0.004934972,
-0.032706853,
-0.022807965,
-0.010622491,
0.007120253,
0.014660195,
-0.0356881,
0.0011695232,
-0.026556227,
-0.008524043,
0.05864078,
0.010528423,
-0.075717814,
-0.03797468,
-0.008574695,
0.027381135,
0.015485103,
0.0077714957,
0.0012825863,
-0.024342002,
-0.013828052,
0.06170886,
-0.01946492,
0.023155294,
-0.0452686,
-0.04379245,
0.023386847,
-0.008979913,
0.028944118,
-0.050073322,
-0.01128097,
-0.035543375,
0.0167297,
-0.07809123,
-0.020130634,
-0.016816532,
-0.01960964,
-0.03360412,
0.030738654,
0.015485103,
-0.00061144447,
-0.006212131,
0.018611068,
0.038466733,
0.031114927,
-0.03204114,
-0.021491008,
-0.0077642594,
0.039248224,
0.018249266,
0.02396573,
-0.022460636,
0.027453495,
-0.0026031616,
0.0433004,
-0.09389472,
0.017062558,
-0.039045613,
-0.0077787316,
0.042866237,
-0.04202686,
0.006425594,
-0.009196993,
0.030130826,
0.008335906,
0.040608596,
0.0002862754,
0.0047721616,
-0.03921928,
-0.053662393,
0.0032652584,
-0.04660003,
0.013668859,
0.009956776,
-0.014457587,
0.046426363,
-0.033719897,
0.032504246,
0.061245754,
0.008762832,
0.0011541467,
-0.0732865,
0.0038893658,
0.0028383324,
-0.0030264694,
-0.03380673,
-0.025991818,
-0.027381135,
0.0055608884,
-0.032446355,
-0.049986493,
-0.008936496,
-0.0056187767,
0.006382178,
-0.021983057,
0.045586985,
-0.0057490254,
-0.006845284,
-0.057511963,
0.009283826,
0.01645473,
0.014935165,
-0.015456159,
-0.0023878897,
-0.02551424,
0.027453495,
-0.06466116,
-0.033141013,
0.01602057,
0.042692572,
0.0016633823,
-0.048481397,
-0.0027297921,
-0.004334382,
-0.045529097,
-0.0423163,
-0.017163862,
-0.010130441,
-0.028929645,
-0.024631444,
-0.013241934,
0.0077497875,
-0.002671904,
0.0190597,
0.04694736,
-0.0511732,
-0.016136346,
0.026136538,
-0.026946973,
-0.02684567,
0.02474722,
0.064545386,
-0.022373803,
-0.004269257,
-0.038987726,
-0.0065522245,
-0.047989346,
-0.01468914,
0.020854237,
0.007937924,
0.027728464,
0.000064785076,
0.016599452,
0.0504496,
0.011165193,
-0.012460442,
0.0015566509,
-0.016411316,
-0.05531221,
-0.0050290404,
0.00027338625,
0.0037916794,
0.029146727,
-0.013241934,
0.04506599,
0.04683158,
0.029986106,
0.002702657,
-0.08139086,
0.0275548,
-0.03878512,
-0.011020473,
0.00003603882,
-0.012178238,
0.008068173,
0.036730085,
0.013082741,
-0.014276686,
0.01933467,
-0.01904523,
-0.0423163,
-0.020289827,
-0.04147692,
0.00200438,
-0.044487108,
-0.0141753815,
-0.0134734865,
-0.049089223,
0.0043018195,
0.030275548,
0.018307155,
0.018393986,
-0.022764549,
0.011534231,
0.006407504,
0.00402685,
-0.00825631,
0.048886616,
0.004457394,
0.022996102,
-0.017800633,
0.045008104,
0.052041523,
-0.068076566,
0.014059605,
0.016744172,
0.009471962,
-0.03733791,
0.015774544,
0.04306885,
-0.009305534,
0.004381416,
0.023502624,
0.026136538,
-0.05392289,
-0.0032453593,
-0.020709516,
-0.023082934,
-0.03513816,
0.054414943,
0.06709246,
0.043763507,
0.011252026,
0.000079652855,
0.020550324,
0.025007717,
0.025818152,
0.0190597,
0.023357904,
-0.015311439,
-0.00832867,
-0.008596403,
0.0028871757,
0.022996102,
-0.016469203,
0.034009337,
0.010513951,
-0.009841,
-0.020043802,
-0.0031241558,
0.025326103,
0.0381194,
0.03169381,
-0.0462527,
0.026339147,
-0.010984292,
-0.021563368,
0.0025054752,
-0.04897345,
-0.029812442,
0.01089746,
-0.031462256,
0.02086871,
-0.018263739,
-0.0060312306,
0.013307058,
0.024935357,
0.0016045895,
0.0023408555,
-0.0065558427,
0.038900893,
0.0069538243,
-0.045442265,
-0.0190597,
-0.023285544,
0.0018469965,
-0.043039903,
-0.008726652,
0.030362379,
0.027192999,
0.012315722,
-0.041013815,
-0.046715807,
-0.012597927,
0.02691803,
0.030159771,
-0.021114733,
0.022807965,
-0.013697804,
-0.008408266,
-0.054559663,
-0.00024647726,
0.024978774,
0.0038314776,
-0.020695044,
0.018017713,
0.015311439,
0.021838337,
0.028625732,
-0.023502624,
0.0106659075,
0.020680573,
0.0040775025,
-0.01651262,
0.012938021,
-0.019522807,
0.044747606,
0.038206235,
0.0528809,
-0.047294687,
0.05126003,
-0.014226034,
-0.049668107,
0.00018361425,
0.050218046,
0.02706275,
-0.013625443,
-0.010571839,
-0.035051327,
-0.008068173,
0.017395414,
0.014291158,
0.02531163,
-0.014291158,
0.021216039,
-0.018321626,
-0.02706275,
0.0012807772,
0.027149582,
-0.034530334,
0.023328958,
0.01884262,
0.017163862,
0.032099027,
0.03458822,
-0.0032797304,
0.046223756,
0.012677523,
-0.00732648,
-0.018292682,
0.0047685434,
0.023574984,
-0.018393986,
0.053199288,
-0.017829577,
-0.009479199,
-0.048510343,
-0.0075182347,
-0.06234563,
0.016252123,
-0.0052533573,
-0.040029716,
-0.00945749,
-0.022692189,
-0.012178238,
-0.06853967,
0.006400268,
-0.060608983,
0.0061904234,
0.014226034,
-0.0057381713,
-0.02819157,
0.030941261,
-0.031114927,
0.026860142,
0.030564988,
0.08075409,
0.014587835,
0.08121719,
-0.010875752,
0.019479392,
0.02046349,
0.04385034,
-0.046281643,
-0.03664325,
0.006559461,
-0.0067114173,
-0.021071319,
-0.054241277,
-0.04842351,
0.025962874,
-0.0019103118,
0.017308582,
-0.02529716,
0.045152824,
-0.019725416,
-0.036585364,
0.011932213,
0.06610837,
0.03823518,
-0.01465296,
0.0070696007,
0.010911932,
-0.048481397,
0.010318578,
-0.011686187,
0.0386404,
-0.027598217,
-0.04069543,
0.03809046,
-0.03528288,
-0.05447283,
0.03099915,
0.000055372584,
0.016498147,
0.041013815,
0.03169381,
0.036701143,
0.04309779,
0.007333716,
-0.02502219,
0.06975532,
0.006595641,
0.025716849,
0.06935011,
0.010390938,
0.012916313,
-0.0024168338,
-0.007930689,
0.030420268,
-0.014095785,
-0.018003242,
-0.01764144,
-0.008147769,
-0.053749226,
-0.049233943,
-0.01124479,
0.017178334,
-0.01170066,
-0.024616972,
-0.04532649,
0.0036288688,
-0.07490738,
-0.02241722,
-0.008589167,
0.0023697997,
-0.017699327,
-0.006584787,
0.014276686,
-0.030883374,
0.24961407,
0.04801829,
0.027728464,
0.0193202,
0.043387234,
0.09146341,
-0.0037772073,
-0.027656104,
-0.027728464,
-0.0077642594,
-0.0043560895,
-0.031230703,
0.004725127,
0.009681808,
-0.035456546,
0.018032186,
-0.03233058,
0.009551559,
-0.0068525197,
-0.04344512,
-0.041940026,
0.049089223,
-0.0074748183,
0.04639742,
0.018943924,
-0.0027931074,
0.004468248,
-0.058235563,
-0.01191774,
-0.029638777,
0.004616587,
-0.044313446,
0.028162627,
-0.018886037,
-0.011071125,
0.05137581,
0.012532803,
-0.0433004,
-0.01911759,
-0.018799204,
-0.010694851,
-0.019739889,
0.00034936453,
-0.007662955,
-0.017265167,
0.007626775,
-0.032562133,
0.04295307,
0.067787126,
-0.05531221,
0.052128356,
-0.057483017,
0.045094937,
-0.031809587,
-0.039942883,
-0.028292876,
-0.048770837,
-0.045529097,
-0.0004389104,
0.0334594,
0.021592312,
0.03316996,
-0.0059914324,
0.030622877,
0.00878454,
0.041013815,
-0.009971249,
0.059856437,
-0.010477771,
-0.010535659,
0.021071319,
-0.03513816,
-0.028481012,
-0.015195662,
0.023531567,
0.067150354,
-0.00780044,
0.040232323,
-0.023878897,
-0.03826412,
0.014522711,
-0.0000048511074,
0.027236415,
-0.01665734,
0.046715807,
0.051549472,
-0.0098916525,
-0.010166622,
-0.0121420575,
0.03782996,
0.022532996,
0.047149967,
0.016194234,
-0.021693617,
-0.0008380227
] | data_collator = TTSDataCollatorWithPadding(processor=processor)
Train the model
Load the pre-trained model from the same checkpoint as you used for loading the processor:
from transformers import SpeechT5ForTextToSpeech
model = SpeechT5ForTextToSpeech.from_pretrained(checkpoint)
The use_cache=True option is incompatible with gradient checkpointing. Disable it for training.
model.config.use_cache = False |
[
0.047754522,
-0.0022944785,
-0.04179255,
0.043730926,
-0.0408821,
-0.026946355,
-0.032335628,
-0.008039853,
-0.0029406035,
0.037475258,
-0.005146974,
-0.013708132,
0.024479331,
-0.031483915,
0.0058628516,
0.021189967,
-0.01845862,
-0.035301927,
-0.06660963,
-0.0100075975,
-0.011659622,
-0.02954554,
-0.077241324,
0.005363573,
-0.01826772,
-0.0004905595,
-0.007841609,
-0.017063577,
0.06085324,
0.029193109,
-0.023392668,
0.000106463805,
-0.0021035778,
-0.01829709,
-0.041675072,
-0.0578282,
0.00070578157,
0.012269035,
-0.07453935,
-0.014890248,
-0.015976913,
-0.012665521,
0.013120746,
-0.0526592,
-0.070662595,
0.00450452,
-0.022085732,
-0.045081913,
-0.013025296,
-0.024640864,
-0.038356338,
0.041146424,
0.014361599,
-0.0074781645,
-0.00925868,
0.0010582135,
-0.028825993,
0.014163357,
-0.05054461,
-0.0038253546,
0.030514728,
0.041880656,
-0.015360157,
-0.04484696,
0.022511587,
-0.0054626944,
-0.00916323,
-0.024156269,
-0.047578305,
-0.008304177,
-0.07354079,
0.006002356,
-0.041586965,
-0.06214549,
0.017181056,
0.00073928095,
0.0030856146,
-0.020720059,
0.02677014,
0.05665343,
0.033187337,
0.05221866,
-0.0035959068,
-0.0050919065,
-0.019222222,
-0.03447959,
0.03729904,
-0.027005093,
-0.03483202,
-0.04343723,
0.010778543,
0.040705886,
0.002182508,
0.0031553668,
0.017078262,
0.03556625,
-0.034978867,
0.018840421,
0.0008310601,
-0.012100162,
0.015991597,
0.05644784,
-0.006692535,
0.034391478,
-0.03917868,
-0.030338513,
-0.0018007067,
-0.019192854,
-0.022247264,
-0.016079705,
0.012459936,
0.01587412,
0.029251847,
-0.026608609,
0.014244122,
0.031102115,
0.012790341,
-0.019486547,
-0.035008237,
-0.017298533,
0.0071881423,
-0.013341016,
0.0071807997,
-0.035331298,
0.057769462,
-0.0516019,
0.009589084,
0.0028341399,
-0.045962993,
-0.009860751,
-0.031953827,
-0.003360952,
-0.0061969273,
0.048929296,
0.016446821,
0.010161786,
0.010374714,
0.02784212,
-0.006314405,
-0.022629065,
0.0028304686,
0.012452594,
0.01089602,
0.060677025,
0.02875257,
0.0052644513,
0.0026909644,
-0.028238606,
-0.018091504,
0.0014143166,
-0.051513795,
0.04176318,
0.020206096,
0.014875563,
-0.0382976,
0.011153001,
-0.025375096,
0.026417708,
-0.01625592,
0.026784824,
-0.007841609,
0.01909006,
-0.05826874,
0.051014517,
-0.013568628,
0.033862833,
-0.0038069987,
-0.0066851927,
0.015609796,
-0.043349124,
0.006567715,
0.012481963,
0.014170699,
0.008502419,
0.050838303,
0.017812496,
0.028267976,
0.029369324,
0.011424667,
-0.017695019,
0.006703548,
-0.021380868,
0.009456922,
0.026726086,
-0.0061822427,
-0.0065787286,
-0.008561159,
0.01829709,
-0.023598252,
0.05251235,
-0.009266022,
0.07512673,
-0.009266022,
0.028576354,
-0.036829133,
-0.005800442,
-0.013862321,
-0.018062135,
0.02321645,
-0.009750616,
0.016857993,
0.06006027,
-0.015830066,
0.028267976,
-0.0012436074,
0.038973093,
0.0107638575,
0.03301112,
-0.0066264537,
-0.024244377,
0.02349546,
0.012702233,
-0.0169461,
-0.01445705,
0.045816146,
-0.0109988125,
0.03606553,
0.0005047853,
0.039854173,
0.020015195,
0.053041,
0.012643495,
0.03265869,
0.01848799,
-0.006542017,
-0.005671951,
-0.007074336,
0.023098974,
0.001249114,
0.0010462822,
-0.0023440393,
-0.0057674013,
0.010602326,
0.05753451,
0.023172397,
0.017078262,
0.06091198,
0.04781326,
0.0136714205,
0.008164672,
0.0080251675,
-0.02151303,
0.02368636,
0.042820476,
0.002969973,
-0.028356083,
-0.002815784,
0.0023532172,
-0.044171464,
0.008436339,
-0.08141177,
0.016167814,
-0.036153637,
0.008355573,
-0.051924966,
-0.027856804,
0.013825609,
0.00991949,
-0.022232579,
-0.021248706,
0.056888383,
0.035331298,
-0.017504118,
-0.04041219,
0.042379934,
0.044112727,
0.0019383754,
0.033862833,
0.016417453,
-0.049340464,
0.007379043,
-0.058356848,
-0.053833973,
-0.013120746,
-0.03958985,
-0.008282149,
-0.008186699,
-0.05001596,
-0.0041594305,
-0.019648079,
0.001174773,
-0.0048679654,
-0.017944658,
0.049781006,
0.009097149,
-0.015492319,
-0.051484425,
-0.002041168,
0.0063033914,
0.03521382,
0.038943723,
-0.054744422,
-0.0041961423,
-0.006611769,
0.029677702,
-0.013810925,
0.00434666,
0.011255793,
-0.042233087,
0.035918683,
-0.0006617276,
0.012621467,
0.029942026,
0.023789153,
-0.021777354,
0.020837536,
0.011020839,
-0.033275444,
0.021087175,
0.054127667,
-0.013032638,
0.016549615,
0.004295264,
0.044553265,
-0.007026611,
0.047754522,
0.062732875,
-0.025756897,
-0.07330584,
-0.029501487,
-0.074304394,
0.011990027,
-0.025331043,
-0.015139887,
0.010705119,
0.064671256,
-0.031425178,
-0.06796062,
0.030191666,
-0.040647145,
-0.008583185,
-0.021924201,
-0.026476447,
0.060324594,
0.028987523,
0.01121174,
-0.038033277,
0.001368427,
0.007606655,
0.055038113,
0.016637722,
-0.0006387828,
0.011130974,
0.042967323,
-0.035478145,
-0.0013757693,
0.033833463,
-0.0496929,
-0.004948731,
-0.029016893,
0.013296962,
0.015668536,
0.01864952,
0.024200324,
0.046697225,
0.04220372,
-0.034949496,
0.014317546,
0.009633139,
0.031014007,
0.002239411,
0.015712589,
-0.0041814577,
0.060207117,
-0.027210679,
-0.0018355828,
-0.0147140315,
0.021219337,
0.019486547,
-0.049898483,
0.035301927,
-0.013950429,
-0.004082336,
-0.028796623,
-0.012239666,
-0.040206604,
0.03342229,
0.028444191,
0.041910026,
0.0018108024,
-0.010668407,
0.012540702,
0.0025808294,
0.018106189,
0.020235464,
-0.002283465,
-0.017695019,
0.030955268,
0.0016254085,
-0.0069238185,
-0.002995671,
-0.002169659,
0.012202955,
-0.027651219,
-0.029516172,
-0.04035345,
0.034626435,
0.043701556,
0.023701046,
-0.0035353324,
0.056271628,
-0.031219592,
0.021307444,
0.020529158,
0.032981753,
-0.013686106,
-0.045081913,
0.022922758,
-0.011549487,
0.022159155,
0.0014831509,
-0.0058885496,
-0.02440591,
0.0043283044,
-0.022878705,
-0.023069605,
-0.036711656,
-0.007323975,
-0.035272557,
-0.0046403534,
-0.04311417,
-0.046667855,
-0.041968767,
0.023833208,
0.048430018,
-0.046256687,
0.024655549,
-0.039560482,
0.013421781,
0.022790596,
-0.024640864,
-0.020308888,
-0.0067549446,
-0.039208047,
-0.06925287,
0.032864273,
0.02679951,
-0.038385708,
-0.00009476196,
-0.04781326,
-0.009537688,
0.044700112,
0.002437654,
-0.026065275,
0.02699041,
0.0007599313,
-0.00033981228,
0.0015281227,
-0.024802394,
-0.020837536,
0.018767,
-0.04828317,
0.009721247,
-0.06696206,
-0.010323318,
-0.04484696,
0.013605339,
-0.013208854,
0.0074634794,
0.014023853,
-0.048929296,
0.0035224834,
0.07953213,
-0.02696104,
-0.015844751,
-0.013495205,
0.017092947,
-0.036212377,
0.003656481,
0.008135303,
0.00085813494,
0.03133707,
-0.00074203435,
-0.0078562945,
0.0064612515,
-0.040147867,
0.033304814,
-0.0035133054,
0.007900348,
0.012636152,
-0.04340786,
0.021571768,
-0.010587642,
0.012247008,
-0.026447076,
-0.06255666,
0.01782718,
0.014163357,
-0.02368636,
0.025712844,
0.035948053,
-0.015609796,
0.00063281716,
-0.010536245,
-0.014082591,
-0.01955997,
-0.047284614,
0.0008819975,
0.09039878,
0.03183635,
0.024170954,
-0.01936907,
-0.009376157,
0.036006793,
-0.04649164,
-0.028987523,
-0.033157967,
0.0068760933,
0.010719803,
0.016020967,
-0.03750463,
0.011182371,
0.017283848,
0.0071918136,
0.021468977,
-0.04052967,
-0.019574655,
-0.02088159,
0.011857864,
0.05218929,
-0.024699602,
-0.048106954,
-0.009493634,
-0.013172142,
0.0044274256,
0.00878877,
0.009633139,
-0.020411681,
-0.026916986,
-0.021894831,
0.062732875,
-0.025947798,
-0.008282149,
-0.011094263,
-0.007878321,
-0.007900348,
0.020294202,
0.03820949,
-0.027357526,
-0.0017208589,
-0.038415078,
0.04396588,
-0.07636024,
-0.0154188955,
-0.016123759,
-0.0061381888,
-0.04881182,
-0.014104618,
-0.0061308467,
-0.013810925,
0.004809227,
0.02724005,
0.033304814,
0.0237451,
-0.03348103,
-0.01928096,
-0.0053966134,
0.007445124,
-0.005183686,
0.03659418,
-0.019897718,
0.025565997,
0.0042475387,
0.016623037,
-0.06731449,
-0.011718361,
-0.017929973,
0.0058151265,
0.051572535,
-0.017401325,
0.006556702,
-0.010448137,
0.010220525,
-0.010940073,
0.020073934,
-0.025507258,
0.017239794,
-0.04129327,
-0.04781326,
0.0031572024,
-0.018194297,
-0.030250404,
0.01445705,
0.0070596514,
0.03398031,
-0.019457178,
0.044142094,
0.05054461,
0.011387955,
-0.004350331,
-0.071896106,
0.04302606,
0.025463205,
0.034127153,
-0.038943723,
-0.00847305,
-0.0019255263,
0.0049377177,
-0.04998659,
-0.006501634,
-0.008840167,
-0.016828623,
-0.013803583,
-0.017621595,
0.075420424,
0.006538346,
-0.023701046,
-0.053804602,
0.03870877,
0.017489433,
0.02440591,
0.004904677,
-0.010051651,
0.025815636,
0.006270351,
-0.055508025,
-0.042820476,
-0.035037603,
0.055889826,
0.01411196,
-0.029339956,
0.023143027,
-0.012555386,
-0.04146949,
-0.07624277,
0.0034215264,
-0.00080536195,
-0.025507258,
-0.008840167,
0.0053819288,
-0.037064087,
0.011799126,
0.0014179877,
0.035390038,
-0.061205674,
0.0026157054,
-0.011505433,
-0.008076564,
-0.049222987,
0.02847356,
0.053334694,
-0.03248247,
-0.021938885,
-0.059384774,
0.0005075386,
-0.041410748,
-0.023098974,
0.03348103,
-0.008619897,
0.007782871,
0.0007998552,
0.0026854577,
0.023759784,
0.022232579,
0.021645192,
0.020822851,
-0.052013073,
-0.034127153,
0.010580299,
0.00381067,
-0.0131501155,
0.047460828,
-0.0364767,
0.025756897,
0.023583569,
0.03694661,
-0.0094202105,
-0.059942793,
0.022746542,
-0.033774722,
0.007848952,
0.0006626454,
-0.010661065,
0.015932858,
0.05004533,
0.0037886428,
-0.013913717,
0.03697598,
-0.02627086,
-0.014346915,
-0.030367881,
-0.037093457,
0.035624992,
-0.039854173,
0.00743411,
-0.009155887,
-0.047754522,
-0.004570601,
0.03961922,
0.005033168,
0.017269162,
0.018546728,
0.04437705,
0.01565385,
-0.0037152197,
-0.031014007,
0.029648334,
0.010036967,
0.022071047,
-0.018987268,
0.05735829,
0.028855361,
-0.028179867,
0.019794924,
-0.0056572664,
-0.004295264,
-0.026696716,
0.010785884,
0.028532298,
0.0048055556,
0.022658434,
0.0023862575,
-0.0028102773,
-0.02822392,
-0.016432136,
-0.0033682943,
-0.03218878,
-0.0041704443,
0.04273237,
0.021894831,
0.035478145,
0.03348103,
0.013686106,
0.019031322,
0.042086244,
0.052013073,
-0.00038203067,
0.017592225,
-0.023333928,
-0.024141585,
-0.019574655,
-0.0021017422,
0.056682795,
-0.035272557,
0.011057551,
0.035360668,
0.027093202,
-0.0070155975,
-0.0028433178,
0.0025661448,
0.02475834,
0.035125714,
-0.007702105,
0.026432393,
-0.047960106,
-0.0022283974,
0.005716005,
-0.07330584,
-0.019016638,
0.041586965,
-0.020999067,
0.011189713,
-0.0042989347,
-0.003814341,
-0.01939844,
0.032306258,
0.022922758,
-0.007870979,
-0.0038730798,
0.044230204,
-0.0019971142,
-0.0063290894,
-0.05659469,
-0.015844751,
0.002437654,
-0.044935066,
-0.027489688,
0.014486419,
0.05697649,
0.020984383,
-0.026021222,
-0.048312537,
-0.0063511166,
0.013943087,
0.010249894,
-0.026902301,
0.0107638575,
-0.023862576,
0.0024486675,
-0.02261438,
0.016740516,
-0.0041961423,
0.0050258255,
-0.0021531386,
0.02126339,
-0.008421654,
0.01804745,
0.04781326,
-0.013370385,
0.019310331,
0.0068467236,
0.011277821,
0.0065787286,
0.00979467,
0.020411681,
0.07330584,
0.029442748,
0.049869113,
-0.034920126,
0.053833973,
0.008964987,
-0.03359851,
-0.00888422,
0.054597575,
0.019251592,
-0.026344284,
0.009170571,
-0.03606553,
-0.012716917,
-0.02481708,
-0.02110186,
0.0338922,
-0.012357144,
0.02025015,
-0.017445378,
-0.014882905,
0.03818012,
0.058474325,
-0.029457433,
0.017342586,
-0.0047504883,
0.0263296,
0.015007725,
0.0072138403,
-0.0031572024,
0.062028013,
0.016593669,
0.025933113,
0.015081149,
-0.011395298,
0.027812751,
-0.013649394,
0.041586965,
-0.028635092,
0.0145451585,
-0.050280284,
0.00434666,
-0.028679146,
0.010565614,
-0.0107638575,
-0.03788643,
-0.009765301,
-0.0015317939,
-0.023260506,
-0.07800493,
0.0122102965,
-0.081470504,
0.009045752,
0.0106463805,
0.0049120197,
-0.041381378,
0.05133758,
0.005719676,
0.033804093,
0.036300484,
0.06472999,
0.013274935,
0.037534,
0.015741957,
0.012254351,
0.0022063705,
0.022511587,
-0.03395094,
-0.041998133,
0.008561159,
-0.002498228,
-0.023128344,
-0.028458877,
-0.070603855,
0.029016893,
0.005789428,
0.0289141,
-0.035830576,
0.017548172,
-0.050309654,
-0.02674077,
-0.002309163,
0.090692475,
0.023377983,
0.0078562945,
-0.030749682,
0.018473305,
-0.015786013,
0.00057912635,
-0.015286733,
0.03967796,
-0.009552373,
-0.06549359,
0.03304049,
-0.05489127,
-0.017004838,
0.03480265,
-0.018752314,
-0.0037299043,
0.0077094478,
-0.001790611,
0.038356338,
0.01250399,
-0.03160139,
-0.011733045,
0.048870556,
0.011380614,
0.0044751507,
0.082704015,
0.009155887,
-0.034068417,
-0.012878449,
-0.019501232,
0.04960479,
0.018634837,
0.010367372,
-0.010506876,
-0.005719676,
-0.06784314,
-0.041146424,
-0.025830321,
0.01776844,
-0.00018677054,
-0.04781326,
-0.019046007,
0.004320962,
-0.07001647,
-0.042937953,
-0.012959215,
0.015095833,
0.011387955,
-0.029530857,
0.0038840931,
-0.021013752,
0.2582151,
0.05556676,
0.03339292,
0.040588405,
0.007316633,
0.0626154,
0.019853663,
-0.005345217,
0.0139577715,
-0.037651476,
-0.016432136,
-0.04995722,
-0.027607165,
-0.007294606,
0.015029752,
0.034743913,
-0.015756642,
0.003360952,
-0.012129531,
-0.039002463,
-0.033657245,
0.06472999,
0.011255793,
0.054626945,
-0.00053736684,
-0.026902301,
-0.009045752,
-0.03183635,
0.026828878,
-0.017004838,
0.027195994,
-0.040764622,
0.0070890207,
-0.038973093,
-0.011263136,
0.042438675,
0.029251847,
-0.024479331,
-0.023833208,
-0.0267114,
0.0012592098,
-0.0014179877,
-0.0037629448,
0.00705598,
-0.023642307,
0.04085273,
-0.021850778,
0.021483662,
0.058914866,
-0.07929718,
0.05307037,
-0.034127153,
0.038473815,
-0.03306986,
-0.016358715,
-0.042849846,
-0.035390038,
-0.03433274,
-0.06431882,
0.026197437,
0.041645702,
0.0066264537,
-0.0062409816,
0.046814702,
-0.012070793,
0.05480316,
-0.021292761,
0.030221036,
0.015551058,
-0.026755454,
-0.023980053,
0.011153001,
-0.027827434,
-0.05177812,
0.008766743,
0.027533742,
0.012570071,
0.013788898,
0.03045599,
-0.040118497,
-0.003092957,
0.006611769,
0.016035652,
-0.044465158,
0.07095629,
0.019325016,
-0.019545285,
-0.03348103,
-0.009449581,
0.029516172,
0.029868603,
0.030221036,
0.028620407,
0.013693447,
0.012129531
] | trainer.train()
To be able to use your checkpoint with a pipeline, make sure to save the processor with the checkpoint:
processor.save_pretrained("YOUR_ACCOUNT_NAME/speecht5_finetuned_voxpopuli_nl")
Push the final model to the 🤗 Hub:
trainer.push_to_hub()
Inference
Inference with a pipeline
Great, now that you've fine-tuned a model, you can use it for inference!
First, let's see how you can use it with a corresponding pipeline. Let's create a "text-to-speech" pipeline with your
checkpoint: |
[
0.023834018,
0.008882761,
-0.030479021,
0.021664532,
0.0033831866,
-0.019752955,
-0.040749952,
-0.03082796,
0.0023477494,
0.038322553,
0.001456439,
-0.025017375,
0.028248848,
-0.014260965,
-0.00073675334,
0.008602093,
-0.03525796,
-0.05825756,
-0.056588724,
0.0069256714,
-0.033225015,
-0.020026037,
-0.088782094,
0.008632435,
-0.016263569,
0.0060153967,
0.006390885,
0.003741607,
0.098431006,
0.02568491,
0.003216303,
0.006876365,
-0.01278177,
-0.043602142,
0.008101442,
-0.053372424,
0.009208943,
0.019661928,
-0.02802128,
-0.00350266,
-0.010437814,
-0.006876365,
0.01762898,
-0.029189466,
-0.05322071,
0.016870419,
0.010559184,
-0.0107412385,
-0.012083893,
-0.0011719783,
-0.025624225,
-0.0048813466,
0.014458192,
0.008101442,
-0.027702685,
-0.039778993,
-0.028901212,
0.020845285,
-0.041417487,
-0.043753855,
0.023409223,
0.036987484,
-0.015429151,
-0.028779842,
0.028066793,
0.0018414092,
-0.020101894,
0.027126178,
-0.0074945926,
-0.018645454,
-0.08629402,
0.041023035,
-0.03034248,
-0.043480776,
-0.0024368805,
-0.017704837,
-0.025745595,
0.008124199,
0.03780673,
0.036866114,
0.0042555328,
0.051642902,
-0.007047041,
-0.0018935604,
-0.0379281,
0.0081697125,
0.008685535,
-0.007487007,
-0.032132685,
-0.029068096,
-0.020101894,
0.055830166,
-0.017219357,
0.00025933338,
0.014511291,
0.07160825,
-0.015550521,
0.010672968,
-0.022453435,
-0.0066639674,
0.014996771,
0.066632085,
-0.049852695,
0.049245846,
-0.0050027166,
0.0058598914,
0.001442216,
-0.026382787,
-0.008784148,
-0.019510215,
-0.013608603,
-0.020435661,
0.0572866,
-0.039596938,
-0.0048244544,
0.016658021,
0.037108853,
-0.004816869,
-0.05416133,
-0.015285024,
-0.0029849415,
-0.021057682,
-0.0075742416,
-0.043602142,
0.026443472,
-0.034924194,
0.0037776388,
-0.016673192,
0.0009420392,
-0.0096564945,
-0.012000451,
-0.0011312056,
0.048396256,
0.03635029,
0.007710783,
0.026367616,
0.01738624,
0.01822066,
0.021573504,
0.0013540332,
-0.015034699,
-0.025169088,
0.011226717,
0.06596455,
0.009846135,
0.031222412,
-0.008427624,
-0.04244913,
-0.026868267,
0.02519943,
-0.0021903478,
0.01615737,
0.011423944,
0.032132685,
-0.04954927,
0.00911033,
-0.011894252,
-0.019252304,
-0.015899459,
0.024577409,
0.010020604,
-0.02114871,
-0.067967154,
0.05552674,
-0.017097987,
0.027687514,
0.012880383,
0.018038604,
0.005928162,
-0.029417034,
-0.012895554,
0.00212587,
-0.0014403196,
-0.0026928952,
0.03656269,
-0.02580628,
0.013229322,
0.024182957,
0.027581315,
-0.026822753,
0.04769838,
0.026928952,
-0.02738409,
0.0055602593,
-0.032375425,
-0.026928952,
-0.011112933,
0.022969257,
-0.018615112,
0.032375425,
0.025912479,
0.07009113,
-0.029068096,
0.0073125376,
-0.04794112,
-0.014867815,
-0.0045665433,
0.015853945,
0.005446475,
0.0036183407,
-0.028961897,
0.033376727,
-0.029750802,
0.016218055,
-0.039081115,
0.040294815,
-0.012190091,
0.06742099,
0.011029491,
-0.008586922,
-0.000025571837,
0.051309135,
-0.010832266,
0.022210695,
0.05343311,
-0.0074528717,
-0.021376278,
0.012258362,
0.008078685,
-0.008943446,
0.036137894,
0.0074983854,
0.050095435,
0.017553125,
0.009610981,
0.01762898,
-0.023166483,
0.01920679,
0.019146105,
-0.007449079,
0.020996997,
-0.0041758837,
0.009739936,
0.06511496,
-0.0075363135,
0.0609277,
0.07355017,
0.014549219,
-0.004213812,
-0.018281344,
-0.006394678,
-0.0077221612,
0.024744293,
0.060624275,
0.0037017826,
-0.035197277,
-0.0006011604,
-0.010794338,
-0.0066981027,
0.023894703,
-0.06438674,
0.023060285,
0.003174582,
-0.0059547117,
-0.0585003,
-0.009049645,
-0.011059834,
0.026807582,
-0.030600391,
0.0024103308,
0.04554406,
0.024122272,
-0.04208502,
0.007528728,
0.03598618,
0.0055526737,
-0.021315593,
0.043450434,
0.0074111507,
-0.05112708,
-0.040446527,
-0.08550511,
-0.06402263,
0.024016073,
-0.052492492,
-0.047303926,
0.030494193,
-0.03267885,
-0.0021296628,
0.002508944,
-0.015687061,
-0.01350999,
-0.015148483,
0.02739926,
0.02667104,
-0.018812338,
-0.025229773,
0.032254055,
-0.017720008,
0.013206565,
0.014571976,
0.0005603877,
-0.008397281,
-0.030736933,
0.016551822,
-0.0076121697,
0.0056133587,
-0.02090597,
-0.039354198,
0.031101042,
-0.00253739,
-0.022544462,
0.04220639,
-0.0077752606,
0.016142199,
-0.013949956,
-0.009671666,
-0.012432831,
0.018417886,
0.05370619,
-0.008617264,
0.006406056,
0.033558782,
0.016870419,
0.025457341,
0.026246246,
0.05801482,
0.036046866,
-0.09163429,
-0.008207641,
-0.065054275,
-0.005605773,
-0.014989185,
0.016081514,
0.038717005,
0.030524535,
-0.0126604,
-0.06905948,
0.044724815,
-0.0415692,
-0.058773383,
-0.015732575,
-0.0040014144,
0.043632485,
0.027429603,
0.005211321,
-0.053008314,
0.013502404,
0.00030129135,
0.011166032,
0.007866288,
-0.0011198272,
-0.013547918,
0.02738409,
-0.029781144,
0.003764364,
0.019434359,
-0.06560044,
-0.013980298,
-0.036775086,
0.018933708,
-0.00862485,
0.039202485,
0.016309083,
0.047637694,
0.04205468,
-0.002763062,
0.01761381,
0.0126907425,
0.043632485,
0.04785009,
0.041265775,
0.020754257,
0.0072518527,
-0.009117915,
-0.012766599,
0.022726517,
0.004733427,
0.07124414,
-0.07027318,
0.01944953,
0.017022131,
-0.03486351,
-0.010718482,
-0.008313839,
-0.029659774,
0.05716523,
0.016309083,
0.012546616,
-0.021194223,
-0.031283095,
0.009004131,
0.002598075,
0.040871322,
0.041629884,
-0.02054186,
-0.0005613359,
-0.005351655,
-0.010293687,
-0.037837073,
-0.005332691,
0.0055185384,
0.011492214,
-0.022165181,
-0.018023433,
-0.03195063,
-0.013062438,
0.010870194,
0.022802373,
0.01882751,
0.063355096,
-0.008533822,
0.020890798,
0.008457966,
-0.0093151415,
-0.016976617,
-0.030994844,
0.056012217,
0.00084390026,
0.019343331,
0.04405728,
-0.019707441,
-0.03537933,
0.00006566302,
-0.004331389,
0.012182506,
-0.013540332,
-0.008662778,
0.012546616,
-0.0003015284,
-0.027930254,
-0.010043361,
-0.023697477,
0.027657172,
0.05944092,
-0.038201183,
0.014450606,
-0.018736482,
-0.011719783,
0.015732575,
-0.003193546,
-0.011530142,
-0.0033604298,
-0.056194272,
-0.04011276,
0.046909474,
0.021209395,
-0.010946049,
0.0038098777,
-0.03486351,
-0.018493742,
0.012895554,
0.016036,
-0.023576107,
0.02826402,
-0.004532408,
0.0016697847,
-0.0029109817,
-0.017583467,
-0.023029942,
0.020693572,
-0.026822753,
0.01640011,
-0.02997837,
0.007703197,
-0.017553125,
-0.020466004,
0.0071342755,
0.03610755,
0.018008262,
-0.056133587,
-0.01101432,
0.0058940267,
-0.034954537,
-0.07306469,
-0.0015010046,
0.03389255,
-0.025502855,
0.019950181,
0.015156069,
0.017401412,
0.04639365,
-0.011530142,
0.0019239029,
-0.014655418,
-0.010179902,
0.021846585,
-0.009580638,
-0.042631187,
-0.0055337097,
-0.008617264,
0.035652414,
-0.039323855,
0.014344407,
0.007949729,
-0.059744343,
0.018159974,
-0.0023799883,
-0.04918516,
0.01676422,
0.02802128,
0.007964901,
0.00471067,
-0.03777639,
-0.021315593,
-0.03987002,
-0.050975367,
-0.00022176086,
0.0677851,
0.039111458,
0.034226317,
-0.008154541,
-0.01369963,
0.053069,
-0.016233226,
0.0013739454,
-0.00007123371,
0.032041658,
0.027581315,
-0.0028199542,
0.0017171948,
0.016339425,
0.0075173494,
-0.03058522,
-0.00712669,
-0.021361107,
-0.041872624,
-0.008951032,
0.010346786,
0.040628582,
-0.03695714,
-0.04305598,
-0.0134341335,
-0.018615112,
-0.0172497,
0.035075907,
0.0264283,
-0.020845285,
-0.050216805,
-0.0033869795,
0.07500661,
-0.042267077,
-0.009375826,
-0.022498948,
0.00070688495,
-0.028081965,
0.037108853,
-0.013297592,
-0.03635029,
0.007843531,
-0.022529291,
0.008723463,
-0.05883407,
-0.022726517,
-0.024820149,
0.030812789,
-0.059289206,
0.001193787,
0.00265876,
-0.020602545,
-0.006569147,
-0.02336371,
0.022938915,
0.050732628,
0.013282421,
-0.014556805,
0.026944123,
0.016127028,
0.0183572,
0.014594733,
0.013381034,
0.064690165,
-0.018660625,
0.004733427,
-0.07033387,
-0.05112708,
0.015687061,
0.020071551,
0.054586124,
-0.06693551,
-0.017553125,
-0.0147009315,
-0.018918537,
0.016931104,
-0.040325157,
-0.021755558,
-0.009626152,
-0.026443472,
-0.019191619,
0.0049420316,
-0.03437803,
-0.004213812,
0.017325556,
0.007964901,
0.05667975,
-0.024911176,
0.011173618,
0.040294815,
0.03647166,
0.01241766,
-0.08386662,
0.033589125,
-0.0042441543,
0.010255759,
-0.029189466,
-0.016020829,
0.019828811,
0.040385842,
-0.034104947,
0.006129181,
-0.03559173,
0.007346673,
-0.0049420316,
-0.047152214,
0.02654967,
0.05282626,
-0.038838375,
-0.0758562,
0.01775035,
0.044633787,
0.0008220916,
0.005298556,
0.010877779,
0.034226317,
0.042145707,
-0.05576948,
-0.024926348,
-0.019737784,
0.059896056,
0.013745144,
0.009079987,
0.006311236,
-0.008647607,
-0.032618165,
-0.0528566,
-0.0029166709,
-0.010384714,
-0.036532346,
-0.037108853,
0.022863058,
-0.010104046,
0.0008306254,
0.014389921,
0.030645905,
-0.035318647,
0.0014820405,
0.016976617,
0.03477248,
-0.025866965,
0.04687913,
0.04806249,
-0.060745645,
-0.012948654,
-0.041902967,
-0.00120801,
-0.033740837,
0.006409849,
0.03489385,
0.0028730535,
0.013221736,
0.023909874,
-0.0039141797,
0.028309533,
0.02384919,
0.025396656,
0.038747348,
-0.042388447,
-0.029417034,
-0.0046196426,
0.032496795,
-0.0051847715,
0.04329872,
-0.028324705,
0.010544012,
0.018417886,
0.026352445,
0.022347236,
-0.041417487,
0.023879532,
-0.0253208,
-0.011841153,
-0.021816242,
-0.0001718617,
0.03377118,
-0.007562863,
-0.011788053,
-0.035925496,
0.012819698,
-0.029644603,
-0.0059016123,
-0.00077468145,
-0.023955388,
0.006091253,
-0.025715252,
-0.016415281,
-0.007327709,
-0.02350025,
0.0022699968,
0.04502824,
-0.005272006,
0.007244267,
0.012326633,
0.03732125,
0.01413201,
-0.008215226,
-0.027960597,
0.009117915,
0.012607301,
0.010126803,
-0.017644152,
0.052007012,
0.014124424,
-0.040689267,
0.017401412,
0.015975315,
0.019297818,
0.022589976,
0.011757711,
0.027611658,
0.015732575,
0.04108372,
-0.017431755,
0.0066601746,
-0.03741228,
-0.0109232925,
0.010665382,
0.007589413,
-0.043602142,
0.04709153,
0.030114911,
0.03146515,
0.015231925,
0.0020765634,
0.039293513,
0.034469057,
0.02227138,
-0.017947577,
0.022134839,
-0.008632435,
0.012121821,
-0.01823583,
0.0026151426,
0.045453034,
-0.024744293,
0.0059622973,
-0.0018015847,
-0.008480723,
-0.028476417,
0.0071949605,
0.01664285,
0.034711797,
0.043541458,
-0.07088003,
0.005469232,
-0.017355898,
-0.017446926,
-0.005275799,
-0.063719206,
0.00893586,
0.02066323,
-0.04697016,
0.03853495,
0.009732351,
0.013085195,
-0.023955388,
0.026322102,
0.019859154,
-0.016506309,
0.020708743,
0.019889496,
-0.013259664,
-0.0357131,
-0.016627679,
-0.003694197,
0.02850676,
-0.061837975,
-0.025730424,
0.05015612,
0.030509364,
0.004050721,
-0.026322102,
-0.07804086,
-0.027975766,
0.0056588724,
0.022620318,
-0.023211997,
0.037715703,
-0.0006021086,
0.017097987,
-0.010088875,
-0.0065463902,
-0.004813076,
0.014867815,
0.007934558,
0.045695774,
0.01773518,
0.035925496,
0.028218506,
-0.02888604,
0.015778089,
-0.02275686,
0.013282421,
0.021922441,
-0.0023155105,
-0.006413642,
0.02325751,
0.04502824,
0.022620318,
-0.013798243,
0.031101042,
0.010361957,
-0.016293911,
0.0016072033,
0.063597836,
0.07160825,
-0.0053023486,
0.037503306,
-0.019722613,
-0.011006734,
0.013327935,
-0.025639396,
0.026322102,
-0.014943671,
-0.02102734,
-0.0073352945,
0.002364817,
0.0098764775,
0.0057385215,
-0.009451683,
-0.0073959795,
-0.013760315,
0.03644132,
0.0016830595,
0.017522782,
-0.0066981027,
0.05837893,
-0.006110217,
0.025047718,
-0.015391223,
-0.012099064,
0.022559633,
0.002177073,
0.013290007,
-0.013176222,
-0.018690968,
-0.04241879,
0.01401064,
-0.065418385,
0.03070659,
-0.006754995,
-0.056588724,
0.004354146,
-0.021497648,
-0.015960144,
-0.04781975,
0.010316444,
-0.04217605,
0.0033547406,
-0.0150422845,
0.012167335,
-0.07355017,
0.020526689,
-0.01712833,
0.0332857,
0.023424394,
0.08459484,
-0.0011435322,
0.0494279,
-0.010642625,
0.01858477,
-0.008162127,
0.017477268,
-0.04627228,
-0.004691706,
0.021694874,
-0.025791109,
-0.081742644,
-0.024531895,
-0.08568717,
0.019373674,
0.0031897533,
-0.014116839,
-0.05983537,
-0.027202034,
-0.021330765,
-0.011825982,
0.0011075005,
0.08969237,
0.04281324,
-0.016415281,
-0.050368518,
0.00874622,
-0.009079987,
-0.016248398,
0.0036828185,
0.033619467,
-0.025639396,
-0.03562207,
0.01302451,
-0.038959745,
-0.031252753,
0.007820774,
0.011901838,
-0.0127514275,
0.005469232,
0.007972486,
0.0689988,
0.0039028015,
-0.008071099,
-0.039687965,
-0.0044641374,
-0.0045058583,
0.004335182,
0.11196375,
0.015095384,
0.00044660337,
-0.014632661,
-0.022923743,
0.039596938,
0.011643927,
-0.023211997,
0.029326007,
0.0065046693,
-0.07094072,
-0.03094933,
-0.010301272,
0.016961446,
0.0015341917,
-0.033710495,
-0.028188163,
0.028810184,
-0.05931955,
-0.021603847,
-0.016172541,
-0.009929577,
-0.030645905,
-0.0010136284,
0.011643927,
-0.016566994,
0.27502424,
0.031738233,
0.032709192,
0.029098438,
-0.012281119,
0.049852695,
0.010081289,
-0.029432205,
-0.014124424,
-0.024850491,
0.0069598067,
-0.050459545,
-0.008533822,
-0.00080502394,
-0.016460795,
0.049852695,
-0.031313438,
-0.01872131,
-0.018903365,
-0.05822722,
-0.038868718,
0.02445604,
0.017158672,
0.064144,
0.0138741,
-0.0041758837,
-0.008329011,
-0.0031669964,
-0.0023837811,
-0.051794615,
0.005435097,
-0.048608653,
0.011719783,
-0.027808884,
-0.041265775,
-0.0040772706,
-0.0075742416,
-0.040294815,
0.0069105,
0.009451683,
-0.0033130196,
-0.01627874,
0.03486351,
0.025897307,
-0.052371122,
0.0026322103,
-0.02935635,
0.026640698,
0.05825756,
-0.040416185,
0.022681003,
-0.056619067,
0.050975367,
-0.041023035,
-0.021315593,
-0.030479021,
-0.033437412,
-0.067603044,
0.00046651563,
0.02287823,
0.029674945,
0.013161051,
-0.0031195863,
0.025502855,
-0.03243611,
0.05367585,
-0.052765574,
0.0379281,
0.022984428,
-0.016415281,
-0.039445225,
-0.020117065,
-0.02900741,
-0.064204685,
0.020830113,
0.04736461,
0.005093744,
0.032709192,
0.026944123,
0.010316444,
0.0040620994,
0.014397507,
0.020875627,
-0.03744262,
0.01627874,
0.05516263,
-0.032648508,
-0.0063302,
-0.014503705,
0.039414883,
0.037715703,
0.02997837,
-0.009277213,
-0.0043844883,
-0.008207641
] | from transformers import pipeline
pipe = pipeline("text-to-speech", model="YOUR_ACCOUNT_NAME/speecht5_finetuned_voxpopuli_nl")
Pick a piece of text in Dutch you'd like narrated, e.g.:
text = "hallo allemaal, ik praat nederlands. groetjes aan iedereen!"
To use SpeechT5 with the pipeline, you'll need a speaker embedding. Let's get it from an example in the test dataset:
example = dataset["test"][304]
speaker_embeddings = torch.tensor(example["speaker_embeddings"]).unsqueeze(0) |
[
0.021560112,
0.01278306,
-0.007497355,
0.0622044,
-0.044288643,
-0.04067211,
0.020878533,
-0.0016117921,
0.008408443,
0.06493071,
0.008213707,
0.002329883,
0.042925484,
-0.03444054,
-0.015412002,
0.04053301,
-0.016260497,
-0.037027754,
-0.07088408,
0.0061828834,
0.0019751843,
-0.0026811042,
-0.05875478,
-0.00066853734,
-0.02990596,
0.0063637104,
-0.008923104,
-0.015022529,
0.051299155,
0.039142035,
-0.060813423,
-0.044093903,
-0.007156566,
-0.014869522,
-0.018513877,
-0.026790177,
-0.002119498,
0.019724024,
-0.05202246,
-0.017428916,
0.021615751,
-0.01331163,
0.02884882,
-0.024063867,
-0.051827725,
0.020127406,
-0.033299938,
-0.030351073,
0.003077532,
-0.05271795,
-0.006902713,
0.055694636,
-0.0021768757,
-0.016761247,
-0.034023248,
0.008943968,
-0.017526284,
0.019835303,
-0.031352576,
-0.025844313,
0.023743942,
0.021615751,
-0.0043641836,
-0.06609913,
0.06153673,
0.049602166,
-0.043231502,
-0.028181152,
-0.009743779,
-0.009222164,
-0.05875478,
0.02103154,
-0.023924768,
-0.040644288,
-0.01244227,
0.025246195,
0.030824004,
-0.0047084503,
-0.014271403,
0.03257663,
0.04225782,
0.018541696,
-0.011906745,
-0.015092078,
-0.06337282,
-0.03374505,
0.039086394,
-0.03160295,
-0.0057134293,
-0.05216156,
-0.0012292741,
0.039197672,
0.018750342,
-0.012038888,
-0.028514985,
0.028765362,
-0.03215934,
0.011218213,
0.047070593,
-0.0282507,
-0.00968814,
0.05613975,
0.012018023,
0.03491347,
-0.039698426,
-0.035775874,
-0.0046284692,
-0.037973616,
-0.015412002,
0.00042359534,
0.041673608,
0.008457128,
0.034635276,
0.02104545,
0.0027906434,
0.043732252,
-0.035831515,
0.0030497126,
-0.031018741,
-0.005532603,
0.021393195,
0.0065167174,
0.026511982,
-0.029488668,
0.03327212,
-0.07522392,
0.0025628712,
0.02270071,
-0.02546875,
0.0102375755,
-0.023145823,
-0.01082874,
-0.03268791,
0.02993378,
0.00776164,
-0.0029992897,
0.019557107,
0.008519721,
0.040783383,
-0.024578527,
-0.011134754,
-0.010508816,
-0.0036826062,
0.071829945,
0.0029001827,
0.0051466073,
0.019125905,
-0.043231502,
0.006408917,
0.025274014,
-0.06993822,
0.033411216,
0.015245086,
0.010209756,
-0.008012015,
0.0026167715,
-0.028821,
0.058532223,
-0.0146191465,
0.046402924,
0.03202024,
0.015676288,
-0.02713792,
0.036833014,
0.020475151,
0.062426955,
-0.022839809,
-0.040338274,
-0.006791435,
-0.04106158,
0.049713444,
0.0099802455,
-0.024495069,
-0.0109608825,
0.04431646,
0.031380393,
0.04036609,
0.031463854,
0.020419512,
0.04395481,
-0.04042173,
-0.02217214,
0.0070904945,
0.021615751,
0.016371775,
0.027096191,
-0.022478154,
0.0038390907,
-0.01774884,
0.043454055,
-0.00092152087,
0.028987918,
0.013325539,
0.05057585,
-0.019877031,
-0.04103376,
-0.010891333,
-0.019765753,
0.013666329,
-0.06643296,
-0.001848258,
0.03669392,
-0.01881989,
0.018903349,
-0.025774766,
0.015370273,
0.00030101568,
0.04434428,
-0.0034165822,
-0.039587148,
0.021365374,
0.019793574,
0.020739436,
0.009966335,
0.028904459,
-0.0051014004,
0.016524782,
-0.009639456,
0.03430144,
0.02332665,
0.049602166,
-0.0086379545,
-0.0003138387,
-0.0046806308,
0.03546986,
-0.0018465192,
-0.009743779,
0.011489453,
0.01827741,
0.031296935,
-0.0052717947,
0.020975903,
0.0008424092,
0.061147258,
0.0067427508,
-0.003108829,
0.028904459,
0.074611895,
-0.010015019,
0.021170639,
-0.009806373,
0.017540194,
0.023549205,
-0.016872525,
0.0078659635,
-0.008679683,
-0.01884771,
-0.014591327,
-0.044066086,
0.04439992,
-0.05931117,
0.0035139504,
-0.030684907,
-0.022088682,
-0.032409716,
-0.012094527,
-0.0015005142,
0.03825181,
-0.028960098,
-0.020210866,
0.023424018,
0.034551818,
-0.0017804479,
-0.025107097,
0.06264951,
0.05758636,
-0.02338229,
0.06576529,
0.036332265,
0.0041868347,
0.0010388844,
-0.04929615,
-0.042480376,
-0.009027427,
-0.026873635,
-0.011037386,
0.018110493,
-0.025287924,
-0.012157121,
-0.04142323,
0.011906745,
-0.010647913,
-0.017957486,
0.060757786,
0.0077199107,
-0.0119137,
-0.04267511,
-0.006353278,
-0.0012683952,
0.04492849,
0.0003062318,
-0.039197672,
0.0031835937,
-0.028069874,
0.035024747,
-0.033105202,
0.028542805,
-0.0110095665,
-0.024995819,
0.008964834,
0.01773493,
-0.0068470743,
0.014354861,
0.0011475543,
-0.00747649,
0.011440769,
0.025691306,
-0.030851824,
0.043593153,
0.015606739,
-0.015745835,
0.013680238,
-0.009931561,
0.057864558,
-0.0332443,
0.024189053,
0.03232626,
-0.019139815,
-0.036916476,
-0.049657803,
-0.014577418,
-0.028960098,
-0.0265398,
-0.044622477,
-0.015620648,
0.032493174,
-0.0025733036,
-0.0674901,
0.024216874,
-0.04598563,
-0.032993924,
-0.016775157,
-0.04835029,
0.030684907,
0.0038147487,
0.015217266,
-0.0221165,
0.010355808,
-0.034190163,
0.00030275437,
0.034162343,
-0.015050349,
0.03229844,
0.056863055,
-0.00009019603,
-0.010105433,
0.030851824,
-0.04976908,
0.024508977,
0.008457128,
-0.015801474,
-0.008846601,
0.034885652,
0.0065619242,
0.05202246,
0.0038495231,
-0.04317586,
0.0037417226,
-0.020280415,
0.009458629,
0.04384353,
0.0056751776,
0.024105595,
0.03708339,
-0.0010962621,
-0.0021716596,
0.014758244,
0.014702605,
0.041228496,
-0.042897668,
0.03602625,
-0.019181544,
-0.0049414383,
-0.03149167,
0.0011936304,
0.001996049,
0.04545706,
0.015398093,
0.06849161,
-0.0222556,
-0.013902795,
-0.004590217,
0.021977404,
0.01135731,
0.03989316,
0.0038077938,
0.00804679,
0.04935179,
0.011259942,
0.012936067,
0.0041068536,
-0.002644591,
0.0022846763,
-0.050102916,
-0.019223273,
-0.04701495,
0.035664596,
0.070105135,
0.023201462,
-0.034078885,
0.012449225,
-0.06142545,
0.005097923,
0.010265395,
0.0520781,
-0.042480376,
-0.076392345,
0.049574345,
0.00041924854,
0.006162019,
-0.047738258,
-0.011072161,
-0.022033043,
0.006141154,
-0.025677398,
-0.007712956,
-0.010411447,
0.01081483,
-0.012525729,
0.0056056287,
-0.014507868,
-0.041840527,
-0.05669614,
0.021462742,
0.05029765,
-0.047849536,
0.0068262094,
-0.07833971,
0.012052798,
0.023660483,
-0.00038447417,
-0.0466533,
-0.029683406,
-0.015133807,
-0.059032977,
0.008797917,
0.014535688,
-0.031853326,
0.004367661,
-0.029516488,
0.007142656,
-0.015871024,
0.023271011,
-0.023493566,
0.006878371,
0.036304444,
0.013096029,
-0.02441161,
-0.018249592,
-0.015133807,
0.05057585,
-0.042313457,
0.02985032,
-0.044733755,
0.0005194422,
-0.019084176,
0.0069618295,
0.015620648,
0.030378893,
0.010585319,
-0.032381896,
-0.03154731,
0.017609743,
0.0037486774,
-0.020057859,
0.0113712195,
0.021434924,
-0.031992424,
0.028487166,
0.009632502,
-0.015036439,
0.04225782,
0.031324755,
0.01333945,
0.01329772,
-0.01766538,
0.022422515,
0.0076155877,
0.0051883366,
0.0018326094,
-0.04937961,
0.022436425,
0.015606739,
0.0035921927,
-0.023437927,
-0.07483445,
-0.0068922807,
0.034245804,
-0.040588647,
0.058476586,
0.032381896,
-0.02381349,
-0.0005442189,
0.01030017,
0.0025333131,
0.018416507,
-0.04100594,
0.016802978,
0.05380291,
-0.008679683,
-0.03769542,
-0.027652582,
0.008255436,
0.048127733,
-0.039114214,
-0.005334389,
-0.05046457,
-0.025774766,
-0.008234572,
0.010251485,
-0.07939685,
0.023771761,
-0.0024063867,
0.0023959542,
0.010884379,
-0.016566511,
0.009709005,
-0.01439659,
0.0020551654,
0.04378789,
-0.035052568,
-0.054192383,
-0.03391197,
0.027096191,
0.01723418,
0.01553719,
-0.019668385,
-0.029711224,
-0.020266505,
-0.044121724,
0.04439992,
-0.035024747,
-0.01947365,
-0.012435316,
-0.064485595,
0.0053482987,
-0.0024237738,
0.053524714,
-0.024536798,
0.02162966,
-0.0520781,
0.046514202,
-0.06459688,
0.0062141805,
0.012991706,
0.019863121,
-0.048572846,
0.016649969,
-0.017470645,
0.0031175225,
0.0067636156,
0.083013386,
0.007963331,
0.05310742,
-0.037361585,
-0.067323186,
-0.018903349,
0.027499573,
0.014480049,
-0.0051952912,
-0.032103702,
0.0194041,
-0.0022777214,
0.058532223,
-0.016413504,
0.010425357,
0.012317083,
-0.0009336919,
0.033411216,
0.010870469,
0.009583817,
0.017540194,
0.021838306,
0.022436425,
0.02990596,
-0.005588242,
0.021476652,
-0.034106705,
-0.06943747,
0.0028723632,
-0.016455233,
0.00830412,
0.0058664368,
-0.002390738,
0.02060034,
-0.0026915364,
0.02715183,
0.07650362,
0.0066627697,
-0.0041868347,
-0.016483054,
-0.019306732,
0.028542805,
0.042869847,
0.013673283,
-0.034134526,
-0.020308234,
-0.03168641,
-0.037305947,
-0.046013452,
-0.01881989,
0.027819498,
-0.03046235,
-0.026651079,
0.07477881,
-0.052912686,
-0.026845817,
-0.03942023,
0.00679839,
0.014327042,
0.030045059,
0.0021733984,
-0.015175536,
-0.012421406,
0.015801474,
-0.091359235,
0.0049901227,
0.009486449,
0.04876758,
-0.001517032,
-0.026331155,
0.014507868,
0.016260497,
-0.011746783,
-0.081566766,
0.0016926426,
-0.021546202,
-0.0146191465,
-0.025607849,
-0.006116812,
-0.03154731,
0.015300724,
0.002168182,
0.042508192,
-0.01993267,
0.015328543,
0.0071774307,
-0.025329653,
-0.053163063,
0.007163521,
0.040950302,
-0.015036439,
-0.032242797,
-0.05658486,
-0.011844152,
-0.05110442,
-0.0012788275,
0.045067586,
0.0030062445,
-0.015481551,
0.0011562479,
0.032270618,
0.016469143,
0.015620648,
0.033160843,
0.00800506,
-0.05269013,
-0.025204465,
-0.006075083,
0.00887442,
-0.022464246,
0.049463067,
0.007267844,
0.006012489,
0.0011414688,
0.015217266,
-0.03841873,
-0.058866058,
-0.009625547,
-0.054887872,
0.011461633,
0.022311239,
-0.004955348,
0.0058664368,
0.040254813,
0.014897342,
-0.029961599,
0.016483054,
-0.0049588257,
-0.013895839,
-0.059589367,
-0.023048455,
0.020753346,
-0.067267545,
-0.04092248,
-0.049936,
-0.03432926,
0.00054378423,
0.042174358,
0.040449552,
0.0053726407,
-0.005059671,
0.031157838,
-0.02551048,
0.015620648,
-0.006488898,
-0.019195454,
-0.009062202,
0.036443543,
-0.017081171,
0.0149807995,
0.05269013,
-0.035859335,
0.008547541,
0.026498072,
0.0008384971,
-0.06331718,
0.010654868,
0.037361585,
0.00046293385,
-0.045818713,
0.0006563663,
0.0007328699,
-0.038613465,
0.007358257,
0.00037643258,
-0.054470576,
-0.023632664,
0.039058577,
0.0134855015,
0.054748774,
0.0058316626,
0.0126091875,
0.004381571,
0.04214654,
0.020989811,
0.01051577,
0.008909195,
0.032548815,
-0.04762698,
0.0020064814,
0.048016455,
0.024870632,
-0.029627766,
0.022033043,
-0.0144661395,
-0.0057864557,
0.008373669,
-0.01361069,
-0.015718017,
0.053051785,
-0.00006786436,
0.016900346,
-0.011677234,
-0.037445046,
-0.041228496,
-0.0018256545,
-0.06303898,
-0.044594657,
-0.0079702865,
-0.03457964,
-0.0012449225,
-0.004555443,
-0.023966499,
0.011246032,
-0.0041694473,
-0.0067218863,
-0.0022968473,
-0.0032531426,
0.05060367,
0.015370273,
-0.03661046,
-0.0012223192,
-0.0030201543,
-0.016190948,
-0.025162736,
-0.03661046,
-0.011016522,
0.040588647,
0.0019908329,
-0.016566511,
-0.028904459,
0.002255118,
0.021935675,
-0.001350115,
-0.033661593,
0.0002405952,
-0.040811203,
0.031964604,
-0.004924051,
-0.016190948,
0.011322536,
0.02990596,
0.00061507174,
0.014758244,
0.00040729484,
0.014083621,
0.042869847,
-0.028514985,
0.04103376,
-0.016037941,
0.023257101,
-0.036972113,
0.03107438,
0.025719127,
0.038975116,
0.00040620816,
0.048044275,
-0.01000111,
0.050130736,
0.015036439,
-0.031881146,
0.0029558218,
0.021393195,
0.026317246,
-0.030851824,
-0.01993267,
-0.01781839,
-0.032075882,
-0.029071376,
0.01944583,
0.019654475,
-0.013492457,
0.005177904,
-0.0065167174,
-0.018082675,
0.023590935,
-0.003713903,
-0.0012996922,
0.008102429,
-0.007657317,
0.012205805,
0.007768595,
-0.012949976,
0.0062454776,
0.029711224,
0.04606909,
0.0023629186,
0.0130543,
-0.008025926,
0.019084176,
-0.024745444,
0.032465354,
0.017540194,
0.012240579,
-0.049157053,
-0.015912753,
0.0064471685,
0.036749557,
-0.020822894,
-0.024828902,
0.013749787,
-0.008338895,
-0.011739829,
-0.05597283,
-0.008686638,
-0.09180435,
-0.0057934104,
0.03499693,
0.011440769,
-0.03271573,
0.013603735,
-0.006141154,
0.020725526,
0.06292771,
0.049045775,
-0.0040060077,
0.06582093,
0.021615751,
-0.0061689736,
0.0029245247,
0.008144158,
-0.041645788,
-0.046319466,
-0.010362763,
0.00052509306,
-0.0057934104,
-0.029655585,
-0.056974333,
0.053830728,
0.015745835,
0.011934564,
-0.03597061,
0.023604844,
-0.038001433,
-0.03616535,
-0.028821,
0.09909305,
0.043454055,
0.0074138963,
-0.038863838,
-0.0053482987,
-0.032938287,
0.0074556256,
0.00015691936,
0.05600065,
-0.005184859,
-0.038363088,
0.016928164,
-0.061369814,
-0.008220661,
0.020878533,
-0.056223206,
-0.016733428,
0.043231502,
0.040226996,
0.02937739,
0.040644288,
0.008714458,
-0.02819506,
0.08484947,
0.02887664,
0.021991314,
0.03154731,
0.022923267,
0.029127015,
-0.012164076,
0.010940018,
-0.0023072797,
0.014034937,
0.018555606,
0.030935282,
-0.02381349,
-0.047571342,
-0.013255991,
-0.0008637085,
0.028042054,
-0.045707434,
-0.02217214,
-0.012484,
-0.024620255,
-0.055388622,
-0.021240188,
-0.02832025,
-0.00428768,
-0.019348461,
-0.036944292,
0.0064123943,
-0.032242797,
0.22767478,
0.046319466,
0.0044998038,
-0.007886828,
0.024049956,
0.059032977,
0.008206752,
-0.03827963,
0.016190948,
-0.036749557,
-0.02435597,
-0.05981192,
-0.017025532,
0.0024863677,
0.009799418,
0.04673676,
-0.015634557,
-0.0014466139,
-0.0006176798,
-0.037862338,
-0.026470253,
0.06053523,
0.005852527,
0.03822399,
0.0049727354,
-0.0073860767,
-0.01442441,
-0.053552534,
0.003449618,
-0.02112891,
0.021462742,
-0.020085678,
0.00890224,
-0.058420945,
0.01834696,
0.05600065,
0.0010875685,
-0.023354469,
-0.040171355,
-0.05266231,
0.00039599318,
0.02884882,
-0.003967756,
-0.01772102,
0.016135309,
0.05029765,
-0.0056508356,
0.030935282,
0.053135242,
-0.08112166,
0.047042772,
-0.015258995,
0.025357474,
0.016969893,
-0.017039442,
-0.016316136,
-0.029488668,
-0.0074138963,
0.0008254567,
0.048433747,
0.039670605,
0.0086379545,
0.015509371,
0.044038266,
0.021281917,
0.030267615,
-0.0013448988,
0.005056194,
-0.009750734,
-0.014007118,
0.025009729,
-0.0028271566,
-0.035664596,
-0.030100698,
0.0445112,
0.069103636,
0.019904852,
0.006687112,
0.036193166,
-0.021838306,
-0.029210472,
-0.014911251,
0.029655585,
-0.006297639,
0.014208809,
0.003943414,
-0.024578527,
-0.008651864,
0.0026689332,
0.010369718,
0.0114755435,
0.06532018,
-0.027096191,
0.011399039,
0.018750342
] | And with that, you're ready to start training! Training will take several hours. Depending on your GPU,
it is possible that you will encounter a CUDA "out-of-memory" error when you start training. In this case, you can reduce
the per_device_train_batch_size incrementally by factors of 2 and increase gradient_accumulation_steps by 2x to compensate.
trainer.train()
To be able to use your checkpoint with a pipeline, make sure to save the processor with the checkpoint: |
[
0.01046552,
0.009488738,
-0.04559295,
-0.009246379,
-0.015628511,
-0.0151144145,
-0.04262588,
0.0027228713,
0.012852393,
0.026674224,
0.035869192,
-0.063336596,
0.027026746,
-0.038013708,
-0.01326367,
-0.0122722,
-0.026027933,
-0.046826776,
-0.03777869,
-0.009664999,
-0.009900015,
0.0030313288,
-0.06539298,
0.022488017,
-0.028275264,
0.0005590791,
0.017611451,
0.009760475,
0.070622064,
0.029876307,
0.009664999,
0.0039622094,
-0.022282379,
-0.029846929,
-0.0008661595,
-0.033489663,
0.010149718,
-0.00313782,
-0.05220275,
-0.031257022,
0.0040980773,
0.006246263,
-0.015320052,
-0.03666237,
-0.048266243,
-0.0021316612,
0.016715456,
-0.02414781,
-0.0075939284,
0.0065840976,
-0.035311032,
0.0023630043,
0.01620136,
-0.018874658,
0.0014973038,
-0.01846338,
-0.030111322,
-0.015099726,
-0.03589857,
0.004615845,
0.02558728,
0.003991586,
0.0060957065,
-0.061162703,
0.022429263,
-0.0054126936,
0.00081566797,
-0.042067718,
-0.03581044,
-0.008357728,
-0.06204401,
0.025631344,
-0.044506002,
-0.02501443,
-0.0021206448,
0.004109094,
0.0061177392,
-0.009268411,
0.03137453,
0.061926503,
0.047032416,
0.047208678,
0.0072303894,
0.024412204,
-0.030140698,
-0.011192598,
0.031227643,
-0.054435395,
-0.018140236,
-0.020387568,
-0.01008362,
0.051262688,
-0.03431222,
-0.01912436,
0.0065510483,
0.03375406,
-0.0046342057,
0.042332113,
0.012316265,
0.008343039,
0.023956861,
0.063512854,
-0.019623768,
0.043389678,
-0.010825387,
0.02546977,
0.024221253,
-0.010832732,
-0.028495591,
-0.038395606,
0.023692468,
-0.0034793264,
0.039688192,
-0.010289259,
0.0111779105,
0.027041435,
0.03190331,
0.000359867,
-0.047208678,
-0.025249444,
-0.0011053059,
0.011603875,
0.0031543446,
-0.051615212,
0.010384734,
-0.058019377,
-0.009297788,
-0.009833917,
-0.028363395,
-0.024515022,
-0.031785805,
0.004909614,
0.0005710135,
0.055581093,
0.004700304,
-0.00061232474,
-0.013550094,
0.018977476,
0.011442302,
-0.026644848,
0.030522598,
-0.017273616,
-0.01658326,
0.05399474,
-0.010127686,
0.037837446,
0.005592627,
-0.03951193,
-0.02188579,
0.015628511,
-0.042390864,
0.021738905,
0.008842447,
-0.00077573373,
-0.05143895,
0.021077925,
-0.03475287,
0.008071303,
-0.019491572,
0.03069886,
0.010494897,
0.010494897,
-0.09247848,
0.042214602,
-0.0062021976,
0.013704323,
0.0027651007,
-0.030346336,
0.03901252,
-0.052525897,
-0.0050822035,
0.00008078647,
0.007682059,
0.009488738,
0.038924392,
0.018698396,
0.000050491544,
-0.0003036378,
0.037573054,
-0.033313405,
-0.0039732256,
-0.012624722,
0.013799799,
-0.011258696,
-0.018904034,
0.0067236377,
-0.00937123,
0.021166056,
-0.0041605034,
0.039247535,
0.022488017,
0.06521671,
-0.02529351,
0.034400348,
-0.074617326,
0.003134148,
-0.0053392514,
0.0094079515,
0.0021867428,
-0.011266041,
0.008614776,
0.06480544,
-0.031580165,
0.018345874,
-0.020123176,
0.06339535,
0.017229551,
0.07391228,
-0.02917126,
-0.012455805,
0.04820749,
0.036427356,
-0.03883626,
-0.006268296,
0.061338965,
0.004476305,
-4.5901405e-7,
-0.012117971,
0.030963251,
0.0061581326,
0.04218523,
-0.0008946184,
0.022194248,
0.005067515,
-0.0075645517,
-0.0020013012,
-0.004476305,
0.054876048,
0.0026071998,
0.009606246,
0.0034426053,
0.012837705,
-0.016127918,
0.055727977,
0.02651265,
0.03610421,
0.051262688,
0.01791991,
0.014137632,
-0.006176493,
-0.007223045,
0.00970172,
0.025087873,
0.041245166,
-0.023251815,
-0.022238312,
0.013278359,
0.02112199,
-0.037455548,
0.02757022,
-0.0681544,
0.041333295,
-0.009606246,
0.04594547,
-0.03049322,
-0.030992629,
0.009121527,
0.038336854,
-0.027878677,
-0.013807142,
0.0068154405,
0.023134308,
-0.04250837,
-0.02093104,
0.03163892,
0.0062499354,
-0.026307013,
0.038043085,
-0.012022496,
-0.020402256,
-0.03381281,
-0.05229088,
-0.05663866,
0.0025411018,
-0.035927948,
-0.01649513,
-0.00818881,
-0.05143895,
-0.0028826082,
-0.00895261,
-0.0019425474,
0.0037437186,
-0.02056383,
0.037808068,
0.009833917,
-0.013777765,
-0.047913723,
0.029567849,
-0.0033269338,
0.03998196,
0.0032755241,
-0.021665463,
0.013829175,
-0.02273772,
0.035927948,
-0.006965997,
-0.009819228,
0.027717104,
-0.023574961,
0.023516208,
0.011045714,
0.024221253,
0.05296655,
0.01175076,
-0.030669482,
0.02480879,
-0.004377158,
-0.0045974846,
-0.0042045685,
0.026850486,
-0.034135956,
0.04274339,
-0.009841261,
0.03742617,
0.014629696,
0.023002112,
0.060017005,
-0.007821599,
-0.047913723,
-0.029112507,
-0.07402979,
-0.038219344,
-0.035105396,
-0.04782559,
0.0043955185,
0.03410658,
-0.021827037,
-0.059253205,
0.036897384,
-0.057872493,
-0.033577796,
-0.011706694,
-0.0006646523,
0.0572262,
0.04973509,
-0.010994305,
-0.05637427,
0.019917538,
-0.0034517855,
0.054464772,
0.00084091374,
-0.0072707827,
-0.002908313,
0.032167703,
-0.00824022,
0.010333324,
0.01515848,
-0.05799,
-0.0022308084,
0.0006371115,
-0.00319841,
0.02804025,
0.02661547,
0.054494146,
0.029700045,
0.0068888827,
-0.035751686,
0.026174817,
0.0077334684,
0.027526155,
0.004535059,
0.026953304,
0.014137632,
0.029156573,
0.0023171029,
-0.003793292,
-0.007410323,
0.006954981,
0.059076943,
-0.06633304,
0.029876307,
0.01491612,
-0.023046177,
-0.013799799,
0.012250167,
-0.03457661,
0.03686801,
0.025734164,
0.019638456,
-0.025058495,
-0.01771427,
0.007755501,
0.013388522,
0.04747307,
0.019682523,
0.008805726,
-0.0014440581,
-0.041568313,
0.011743415,
-0.026835797,
-0.03771994,
0.020901663,
0.0032112622,
-0.0065804254,
-0.065040454,
-0.021107301,
0.0045497473,
0.023898108,
0.021489201,
0.01046552,
0.06856568,
-0.041274544,
0.05088079,
0.017317683,
0.0027375598,
-0.005886396,
-0.022341132,
0.056227386,
-0.019080296,
0.016216049,
0.015628511,
-0.008416481,
-0.036016077,
-0.0062389188,
-0.02501443,
0.005328235,
-0.00085193006,
-0.015070349,
-0.019212492,
0.02548446,
-0.019741276,
-0.00242543,
-0.026732977,
0.030581351,
0.038131215,
-0.030963251,
0.015657887,
-0.023516208,
0.016950471,
0.001535861,
-0.031139513,
-0.039952584,
0.00050170236,
-0.055199195,
-0.06110395,
0.050058234,
0.044447247,
0.01771427,
-0.035722308,
-0.036251094,
-0.013535406,
0.024559088,
-0.021856412,
-0.019638456,
0.021959232,
-0.01571664,
-0.0014844515,
0.008717595,
-0.017273616,
-0.03401845,
0.022135494,
-0.027687727,
0.04377158,
-0.04973509,
-0.008526645,
-0.00094373286,
-0.0019994653,
-0.036309846,
0.0022913981,
0.019359376,
-0.061632734,
0.0053539397,
0.0027999857,
-0.025366953,
-0.061926503,
-0.006800752,
-0.008144746,
-0.01808148,
-0.011376204,
0.019462196,
0.015936967,
0.045211047,
-0.0003261295,
-0.021459825,
0.008152089,
-0.012485182,
0.005500824,
-0.01724424,
-0.005063843,
0.023707157,
-0.023442766,
0.014277173,
0.0030350008,
0.009106839,
-0.0038373575,
-0.05246714,
-0.011111812,
-0.017009225,
-0.037014894,
0.05093954,
0.0059010847,
-0.019021543,
0.02965598,
-0.053495333,
-0.020593205,
-0.046386123,
-0.020637272,
-0.015981033,
0.07232592,
0.031257022,
0.01903623,
-0.015040972,
-0.0038447017,
0.042949025,
-0.04142143,
-0.016304178,
-0.04356594,
0.0018773675,
0.028422149,
-0.031257022,
-0.011427614,
-0.010002834,
0.013285702,
0.011324795,
-0.026542028,
-0.012206102,
-0.009540148,
-0.022972735,
0.026967993,
0.03610421,
-0.014431401,
-0.063219085,
0.0017249748,
0.00810068,
-0.010105654,
0.014842678,
0.039923206,
-0.031785805,
-0.01592228,
-0.0363686,
0.08601556,
-0.017934596,
-0.031051382,
-0.010186439,
-0.03913003,
-0.028995,
0.017743647,
0.004410207,
-0.028172446,
0.0062609515,
-0.015569757,
0.03031696,
-0.08184404,
-0.017993351,
-0.0038336853,
-0.009738442,
0.00084917597,
-0.0057321675,
-0.015452249,
-0.030081945,
0.022473328,
0.00028504772,
0.03155079,
0.037191153,
-0.014078879,
-0.022561459,
0.0031084432,
0.010201128,
0.012845049,
0.049705714,
-0.01940344,
0.050469514,
-0.015511002,
0.041362673,
-0.04015822,
-0.015569757,
-0.03287275,
0.0018782854,
0.06668556,
-0.033107765,
-0.009114183,
-0.0031671969,
-0.014218419,
-0.005427382,
-0.0124778375,
-0.03116889,
-0.015187857,
-0.037749317,
-0.031697676,
0.010164407,
-0.01637762,
-0.028201822,
0.010935551,
0.019697212,
0.028936246,
-0.021533268,
0.035017263,
0.038983144,
0.0037675872,
-0.022532081,
-0.06974076,
0.04054012,
0.009664999,
0.04823687,
-0.027746482,
-0.018698396,
0.024661906,
0.0071826517,
-0.036045454,
-0.013285702,
-0.016788898,
-0.021533268,
0.0031249677,
-0.035986703,
0.033078387,
0.020975105,
-0.019476883,
-0.0545529,
-0.0037033253,
0.03534041,
0.01950626,
0.002643921,
0.013256325,
0.020446321,
0.033607174,
-0.054787915,
-0.05428851,
-0.023663092,
0.052173372,
-0.04189146,
-0.03457661,
0.04121579,
-0.00909215,
-0.05693243,
-0.06838942,
0.0075645517,
-0.024838168,
-0.009576869,
-0.03343091,
0.009929392,
-0.003954865,
-0.008827758,
0.0070578,
0.033284027,
-0.06492294,
0.009319821,
0.015643198,
-0.0102231605,
-0.03639798,
0.05246714,
0.02613075,
-0.041157037,
-0.014989562,
-0.024500335,
-0.009217002,
-0.028304642,
-0.00405034,
0.037073646,
-0.04327217,
0.05846003,
0.018301807,
-0.0055889552,
0.013528062,
0.025029117,
0.00857071,
0.008232876,
-0.0249263,
-0.059899498,
0.008981987,
-0.024280006,
0.021063237,
0.052026488,
-0.012117971,
0.037925575,
0.037073646,
0.052878417,
0.029230015,
-0.042097095,
0.011714038,
-0.036838632,
-0.009642967,
0.018022727,
-0.01571664,
0.003855718,
0.012206102,
0.01298459,
-0.020886974,
0.003793292,
-0.040187597,
0.004087061,
-0.01714142,
-0.06274906,
0.0070284232,
-0.028363395,
0.021900479,
0.008423826,
-0.03845436,
0.0028862804,
0.028877491,
-0.0036188667,
0.024838168,
0.0063600987,
0.026160128,
-0.018551512,
-0.004935319,
-0.00485086,
0.041450806,
-0.01274223,
0.04007009,
-0.014453434,
0.08031644,
0.009929392,
-0.03375406,
-0.0008009795,
-0.0025411018,
-0.0005090466,
0.009415296,
0.013439931,
0.041538935,
0.0066465233,
0.03504664,
-0.021592021,
-0.008842447,
-0.042302735,
-0.0087836925,
-0.011273385,
-0.010693192,
0.008776349,
0.05305468,
0.0095989015,
0.028143069,
0.024852857,
0.030434467,
0.012800984,
0.020578519,
0.008805726,
0.00989267,
0.01609854,
-0.03116889,
0.0039989306,
-0.03193269,
0.012661443,
0.045504816,
-0.023369323,
-0.0060222642,
-0.0043514534,
0.016627325,
-0.013439931,
0.01312413,
0.035105396,
0.04403597,
0.018683707,
-0.024470957,
-0.010729913,
-0.056873675,
-0.021621397,
-0.014563598,
-0.09036334,
0.0020049734,
0.037191153,
-0.050175745,
0.023237128,
0.015907591,
-0.0037859478,
-0.008989331,
0.0657455,
0.03401845,
-0.000022678163,
0.019315312,
0.022605523,
-0.0031139513,
0.009400608,
-0.041245166,
-0.011758104,
0.0070284232,
-0.03534041,
-0.04112766,
0.018037416,
0.0471793,
0.038777508,
0.004707648,
-0.06744936,
-0.016891716,
0.039188784,
0.010884141,
-0.040598873,
0.041245166,
0.008702907,
0.026013244,
-0.028804049,
-0.016274802,
0.006529016,
0.012433773,
0.024750037,
0.014769236,
-0.019094985,
0.03716178,
0.002353824,
-0.014387337,
0.013043343,
0.00038694884,
0.011434958,
0.0075718956,
0.005522857,
0.009077461,
0.06304283,
0.04853064,
0.022091428,
-0.03375406,
0.07414729,
0.019755965,
-0.029068442,
-0.00937123,
0.04403597,
0.03193269,
-0.016406998,
0.024074368,
-0.050704528,
0.01255128,
-0.019858783,
-0.026262948,
0.0014348779,
-0.007421339,
-0.004186208,
-0.039717566,
-0.021915166,
0.027805235,
0.025411017,
-0.056051124,
0.0009676016,
-0.0032847044,
0.050704528,
0.0035417525,
0.027790546,
0.009319821,
0.06451167,
0.0010493061,
0.0142992055,
0.0077922223,
-0.020813532,
0.03507602,
-0.01809617,
0.016847651,
-0.02331057,
0.0034205727,
-0.01571664,
0.006172821,
-0.06386538,
0.011207287,
0.0064188526,
-0.023369323,
-0.02464722,
-0.02178297,
-0.0041605034,
-0.031257022,
0.027144255,
-0.0649817,
0.0034426053,
0.0028917885,
0.028583722,
-0.026644848,
0.056844298,
0.0044946657,
0.026042622,
0.042097095,
0.081726536,
0.043800958,
0.08002267,
0.04667989,
0.020754779,
0.018639643,
0.038718753,
-0.015907591,
-0.015834149,
0.014012781,
-0.021195432,
-0.018243054,
-0.0138658965,
-0.07614492,
0.0028495593,
0.012140003,
0.011669973,
-0.03190331,
0.0038006364,
-0.061045196,
-0.014791269,
-0.0037106695,
0.103641696,
0.032050196,
-0.0052731535,
-0.053642217,
0.04406535,
-0.026953304,
-0.009591557,
-0.008453202,
0.030581351,
-0.021533268,
-0.08002267,
0.009775163,
-0.03845436,
-0.026497962,
0.022708343,
0.017391125,
-0.018360563,
0.0046342057,
0.00975313,
0.05114518,
0.0005590791,
-0.033607174,
0.0030919185,
0.010149718,
0.022972735,
0.014857367,
0.097237535,
0.020211307,
-0.011589186,
0.0019664161,
-0.002058219,
0.01715611,
-0.028363395,
-0.016597947,
-0.0029964438,
0.024867546,
-0.07385352,
-0.05511106,
-0.0037216858,
0.026101375,
-0.006235247,
-0.01639231,
-0.06175024,
0.012286888,
-0.07496984,
-0.03951193,
-0.012117971,
0.0060700015,
0.01715611,
-0.008556021,
-0.039335668,
-0.025616655,
0.2580467,
0.037103023,
0.057108693,
0.0340772,
0.031022005,
0.037631806,
0.03078699,
-0.055199195,
0.0008064877,
-0.03883626,
-0.018918723,
-0.040687006,
-0.009811884,
-0.00405034,
-0.007777534,
0.018904034,
0.0029064768,
-0.015936967,
0.014783924,
-0.042067718,
-0.027526155,
0.023677781,
0.0040429956,
0.0498526,
0.011985775,
-0.005985543,
0.012705509,
-0.0075021256,
-0.00086799555,
-0.025925113,
0.008328351,
-0.030228829,
0.025646033,
-0.01990285,
-0.03334278,
0.018786527,
0.0071753077,
-0.0134839965,
0.019050919,
-0.0022785456,
-0.0015459593,
-0.01298459,
0.0092831,
0.025337575,
-0.053671595,
0.029611913,
0.0019168427,
0.037866823,
0.06092769,
-0.07379477,
0.020020356,
-0.04271401,
0.024191877,
-0.04224398,
-0.023721846,
-0.032167703,
-0.07397103,
-0.044770394,
-0.031315774,
0.041333295,
0.016744832,
0.032285213,
0.00048930896,
0.03078699,
0.0059892153,
0.049588207,
-0.01790522,
0.022223623,
-0.031110136,
0.016465751,
-0.025161315,
-0.0016910078,
0.0017580237,
-0.04130392,
0.00829163,
0.055727977,
0.0037639153,
0.035957325,
0.010920862,
-0.020828221,
-0.018492758,
-0.0056734136,
0.0405695,
-0.035663556,
0.02016724,
0.010443487,
-0.023927484,
-0.009679688,
-0.056344893,
0.022943359,
0.017508632,
0.014908777,
0.027408646,
0.011295417,
-0.0045607635
] | You can then listen to the result:
from IPython.display import Audio
Audio(output['audio'], rate=output['sampling_rate'])
Run inference manually
You can achieve the same inference results without using the pipeline, however, more steps will be required.
Load the model from the 🤗 Hub:
model = SpeechT5ForTextToSpeech.from_pretrained("YOUR_ACCOUNT/speecht5_finetuned_voxpopuli_nl")
Pick an example from the test dataset obtain a speaker embedding. |
[
0.03000373,
0.0140295215,
-0.027781231,
-0.0046899104,
0.016361684,
-0.015425894,
-0.036671225,
-0.017399823,
-0.006989173,
0.023570182,
0.026450656,
-0.015776815,
0.031699847,
-0.04582441,
0.0065834206,
0.010001243,
-0.025383273,
-0.06480338,
-0.044069804,
-0.013042557,
-0.04477165,
0.0008654219,
-0.094924085,
-0.0009805678,
-0.03380537,
0.014819094,
0.017633772,
0.03749004,
0.06638252,
0.0165079,
0.0018130909,
0.03447797,
-0.005537969,
-0.043221746,
-0.013612803,
-0.031495143,
0.010966276,
-0.01504573,
-0.04094076,
0.015572111,
-0.00773488,
0.018701155,
0.00816622,
-0.014607079,
-0.041730333,
0.0012839681,
0.015191947,
-0.003154632,
-0.026275197,
0.0076910146,
-0.013261883,
-0.0069599296,
0.054305,
-0.0084221,
-0.00070549705,
-0.04290007,
-0.05123444,
-0.0035329685,
-0.03936162,
-0.020850545,
0.02914105,
0.047081877,
-0.0021694947,
-0.056966145,
-0.0106080435,
-0.012428446,
-0.025558732,
0.016054627,
-0.040589843,
-0.017838474,
-0.055503976,
0.012837853,
-0.023614047,
-0.028102908,
-0.014109941,
-0.024959244,
-0.018964346,
0.010286367,
0.015528246,
0.029916,
0.011770469,
0.03248942,
0.0283661,
-0.005658598,
-0.0218302,
-0.017078146,
0.015031109,
-0.0154843815,
-0.0038637845,
-0.028161395,
-0.017663015,
0.028775508,
-0.045531977,
-0.0034196503,
0.028702399,
0.041935038,
-0.004591214,
0.040794544,
-0.0057390174,
0.023847993,
0.048105396,
0.08082876,
-0.03585241,
0.060650814,
-0.030208433,
0.02200566,
0.0072267754,
0.0013250916,
-0.019914756,
-0.008217396,
-0.019081319,
-0.02242969,
0.06971627,
-0.02355556,
0.020528868,
0.040355895,
0.0011231294,
0.020002486,
-0.04556122,
0.0008494294,
-0.009379821,
-0.014402376,
-0.018642668,
-0.061996013,
-0.0004857146,
-0.054568186,
-0.0025277266,
-0.0034562044,
-0.009430997,
-0.027518041,
0.018204017,
-0.026816199,
0.049976975,
0.027123256,
0.004565626,
0.023482451,
-0.031699847,
0.018028557,
0.026772333,
-0.028000558,
-0.0003433815,
0.013473897,
-0.00911663,
0.06720134,
0.009701499,
0.007120768,
0.0042841583,
-0.05442197,
-0.040736057,
0.024272023,
-0.036408033,
-0.010176703,
-0.024111185,
0.02286834,
-0.03225547,
-0.005132217,
-0.008904615,
-0.025120081,
-0.018189395,
0.00408311,
0.0012775711,
0.0020890755,
-0.05553322,
0.06345818,
0.011390305,
0.014512038,
-0.0053369207,
-0.00082201377,
0.02827837,
-0.036671225,
-0.024052698,
-0.0055818344,
0.015572111,
-0.006557833,
0.009072766,
0.005388097,
0.024096563,
0.01590841,
0.043572668,
-0.045327272,
0.046643224,
0.0019794127,
0.0052747787,
0.017282851,
-0.026494522,
-0.023804128,
-0.0383381,
0.011587698,
-0.0012620356,
0.03550149,
0.032723367,
0.076325275,
-0.00017694542,
-0.00088050053,
-0.053778615,
0.0009878787,
0.012706258,
0.020952897,
-0.02313153,
-0.024798404,
-0.034010075,
0.044157535,
-0.03982951,
0.040736057,
-0.015776815,
0.03000373,
-0.008400167,
0.057492528,
0.023233883,
0.028351478,
0.029389618,
0.01624471,
-0.02501773,
0.022327337,
0.04658474,
-0.022678258,
-0.043806616,
0.0034032008,
0.013561628,
0.001627578,
0.012779366,
0.013598181,
0.036934417,
0.026041249,
0.009876959,
0.007639839,
-0.009891581,
0.05348618,
0.01710739,
-0.003732189,
0.00024651273,
0.0015078629,
-0.0007205757,
0.07041811,
0.020587355,
0.056702957,
0.072582126,
0.018598804,
0.0079468945,
-0.027561907,
-0.0007616992,
0.0037029458,
0.046730954,
0.0704766,
-0.01761915,
-0.00014176196,
0.015338164,
0.007617906,
0.0003433815,
0.02862929,
-0.04795918,
0.035355274,
0.005907167,
0.0047081877,
-0.05907167,
-0.028307613,
0.01109056,
0.04135017,
-0.008210085,
0.009474862,
0.025427138,
0.0058340584,
-0.023497073,
0.009950067,
0.02415505,
0.0038126085,
0.019271402,
0.03903994,
-0.004711843,
-0.044040564,
-0.03515057,
-0.07147087,
-0.09773145,
0.0062288446,
-0.02785434,
-0.03827961,
0.008093111,
-0.017355958,
0.007058626,
-0.025237055,
-0.015791437,
-0.010344854,
-0.03289883,
0.031992283,
0.03248942,
-0.0070366934,
-0.005139528,
0.02741569,
-0.025778059,
0.0055562463,
0.013437343,
0.01418305,
0.015996141,
-0.016858822,
0.0053332653,
-0.016288575,
-0.0041306303,
0.010257123,
-0.02683082,
0.0405606,
-0.013802885,
0.007983449,
0.038864482,
-0.00584868,
-0.027284093,
0.0021969106,
0.0019264091,
0.0039588255,
0.003560384,
0.056118086,
-0.01726823,
0.026611496,
0.04640928,
-0.01633244,
-0.0006310178,
0.034068562,
0.075681925,
0.014643634,
-0.06123568,
-0.030764058,
-0.07170482,
-0.015937654,
-0.011192912,
-0.011097871,
0.021537766,
0.0361156,
-0.0020068283,
-0.049713783,
0.0152942985,
-0.073050015,
-0.04126244,
-0.032284714,
0.022839097,
0.028760886,
0.018847372,
-0.00074616366,
-0.05872075,
0.023862615,
0.011441481,
0.011331818,
0.0072084987,
-0.024111185,
0.0020342441,
0.040823787,
-0.009387132,
0.020017108,
-0.00894117,
-0.026436035,
-0.0180578,
-0.0061703576,
0.04196428,
0.0016111287,
0.04272461,
-0.008729155,
-0.0020817646,
0.03585241,
-0.008356302,
0.03634955,
0.024637565,
0.0036828408,
0.029521214,
0.01813091,
0.034507215,
0.014387754,
-0.016858822,
-0.0037303613,
0.010600733,
0.009335956,
0.031027248,
-0.08141363,
0.009314023,
0.028673155,
-0.034360997,
0.0012556385,
0.0055233473,
-0.032869585,
0.04412829,
0.016113114,
0.027269471,
-0.011719293,
-0.032694124,
0.029184915,
-0.0015380201,
0.04067757,
0.032694124,
0.010820058,
0.00030682725,
-0.023073044,
-0.011448791,
-0.03705139,
-0.0010317437,
0.018701155,
-0.019110562,
-0.0026556663,
-0.049567565,
-0.03550149,
0.009781918,
0.005596456,
0.046818685,
0.023964968,
0.05380786,
0.0017527763,
0.0028859582,
0.023175396,
-0.024359753,
-0.012231053,
-0.05436348,
0.043982077,
0.019008212,
0.028570803,
0.026158223,
-0.026494522,
-0.03953708,
0.017604528,
0.0028731641,
0.008816886,
-0.029214159,
-0.0014009418,
-0.004116009,
0.03093952,
-0.015411273,
-0.014066076,
-0.047842205,
0.027357202,
0.045122568,
-0.04383586,
0.0036426312,
0.00082429836,
0.026947794,
0.004653356,
-0.030968763,
-0.03295731,
-0.007764123,
-0.018876616,
-0.030149948,
0.041818064,
0.009643012,
-0.006883166,
0.010198636,
-0.042256717,
-0.016200844,
0.024783783,
-0.0314659,
-0.025602598,
0.03971254,
-0.012845164,
-0.015572111,
0.00919705,
0.001774709,
-0.012918273,
0.019973243,
-0.012011727,
0.038367342,
-0.034068562,
0.008751088,
-0.02639217,
-0.0004630967,
0.022824476,
0.02475454,
0.0072377417,
-0.082641855,
-0.027825097,
0.019154428,
-0.030559355,
-0.06842956,
0.00382723,
0.016917307,
-0.037636258,
0.017633772,
-0.0003719395,
0.021113737,
0.015367407,
0.017955448,
-0.012150633,
-0.018087044,
-0.034770403,
-0.0021694947,
-0.034331754,
-0.026669983,
0.006155736,
-0.018350234,
0.026860064,
-0.019315267,
-0.02664074,
0.004624113,
-0.047169607,
-0.015835302,
-0.021113737,
-0.047871448,
0.0074936217,
0.039186157,
-0.016113114,
0.0074058915,
-0.041818064,
-0.025237055,
-0.0314659,
-0.051292926,
-0.004996966,
0.06018292,
0.015864545,
0.011631563,
-0.006415271,
-0.03731458,
0.05766799,
-0.024696052,
0.022985313,
0.016040007,
0.0012346199,
0.024257401,
0.008100422,
-0.008648736,
0.004744742,
-0.036758956,
0.008553695,
0.004686255,
-0.023701778,
-0.060416866,
-0.033863857,
-0.0060497285,
0.03567695,
-0.011814334,
-0.033220503,
-0.025207812,
0.00576095,
-0.00037376722,
0.040034216,
0.04813464,
0.00083480775,
-0.042373687,
-0.0073254723,
0.070535086,
-0.0314659,
0.023804128,
-0.05872075,
-0.027210984,
-0.0042366376,
0.038893726,
-0.012903651,
-0.05260888,
0.01530892,
-0.053690884,
0.019198293,
-0.032781854,
-0.016551765,
-0.03289883,
0.02965281,
-0.044157535,
0.025734194,
-0.020134082,
0.014585147,
0.032518663,
-0.025646463,
0.044332996,
0.06345818,
0.0053332653,
0.007464378,
0.024549836,
-0.014936067,
0.030910276,
0.022239607,
-0.0070293825,
0.05819437,
-0.032869585,
0.03131968,
-0.06620706,
-0.03558922,
-0.0039844136,
0.02621671,
0.04412829,
-0.044713162,
-0.014541281,
-0.008904615,
-0.020923654,
0.01608387,
-0.015513624,
0.0050664195,
-0.023336234,
-0.0361156,
-0.046555497,
0.024374375,
-0.019724675,
-0.032226227,
0.018013936,
0.017092768,
0.033395965,
-0.04591214,
0.015338164,
0.06287331,
0.038630534,
0.0019885513,
-0.07275758,
0.034448728,
-0.014088009,
0.020748192,
-0.03351294,
-0.016493278,
-0.018876616,
0.009818472,
-0.04196428,
-0.03205077,
-0.028921723,
0.028877858,
0.0019282368,
-0.036291063,
0.029813647,
0.02621671,
-0.00816622,
-0.042753853,
0.008020003,
0.051117465,
-0.030325407,
-0.005132217,
0.0015562973,
0.038981453,
0.0030248642,
-0.024008833,
-0.054655917,
-0.011375683,
0.050591085,
-0.002174978,
0.0089631025,
0.01359087,
0.018028557,
-0.049011942,
-0.048105396,
-0.0015462448,
-0.017853096,
-0.0148483375,
-0.025237055,
0.025222434,
-0.0045948694,
-0.06883897,
0.021683982,
0.023160774,
-0.0500647,
0.0106080435,
0.016537143,
0.0032971934,
-0.028351478,
0.046116844,
0.02433051,
-0.0280298,
0.016347062,
-0.036934417,
0.0022334647,
-0.011127114,
0.017779987,
0.038572047,
0.009460241,
0.024725296,
0.0196077,
0.0070220716,
0.039098427,
-0.000954066,
-0.020251056,
0.0060899383,
-0.050181676,
-0.057229336,
-0.023190018,
0.022239607,
-0.034594946,
0.050152432,
-0.026611496,
0.014365821,
0.04240293,
0.033074286,
0.013144909,
-0.058311343,
0.023964968,
-0.036320306,
-0.027035525,
-0.026538387,
-0.0065468666,
0.014168428,
0.03000373,
0.0214939,
-0.012932895,
0.02089441,
-0.054655917,
-0.009482173,
0.033249747,
-0.03962481,
0.009876959,
-0.013093733,
-0.013349613,
-0.0018715777,
-0.04187655,
0.010527625,
0.04135017,
0.029550457,
0.028161395,
-0.009006968,
0.013298437,
0.005475827,
0.022108011,
-0.02209339,
0.022912204,
-0.02261977,
0.006557833,
-0.008144287,
0.007530176,
0.03216774,
-0.079366595,
-0.0038966832,
0.030734815,
0.011222156,
0.022371203,
0.003313643,
0.041145466,
-0.007661771,
0.014124563,
-0.012143322,
0.0017226192,
-0.047842205,
-0.016888065,
-0.0148483375,
-0.0007936842,
-0.01856956,
0.058779236,
0.057726476,
0.032313958,
0.024388997,
0.0073035397,
0.02699166,
0.038016424,
-0.0044303755,
0.010703085,
-0.002143907,
-0.011390305,
-0.00084988633,
0.005278434,
0.004978689,
0.014395065,
-0.018101666,
-0.008699912,
-0.017911583,
-0.0045802477,
-0.013035246,
0.016639495,
0.025295543,
0.029521214,
0.009182428,
-0.042929314,
0.001538934,
-0.011660806,
-0.040911518,
-0.0077495016,
-0.073634885,
-0.008619493,
0.024696052,
-0.039420106,
0.03310353,
-0.011258709,
0.003275261,
0.022575906,
0.03017919,
-0.0005962912,
-0.008487897,
0.023935724,
0.018584182,
0.02476916,
-0.026333682,
-0.0070622815,
-0.023657912,
0.012216431,
-0.08252488,
-0.005165116,
0.030705571,
0.060592327,
0.022663636,
-0.01487758,
-0.058925454,
-0.026669983,
0.0115584545,
0.02785434,
-0.027898205,
0.036086358,
-0.006652874,
0.00421105,
-0.022473553,
-0.0005515123,
-0.004551004,
0.03798718,
-0.004781296,
0.030471625,
-0.024169672,
0.0407653,
0.014767918,
-0.02586579,
0.008985035,
0.008670668,
-0.0016175257,
0.015996141,
-0.0027232917,
0.0016284919,
0.06878048,
0.06386759,
0.0016769263,
-0.012647771,
0.029287267,
0.010556868,
-0.030296164,
-0.012267607,
0.05725858,
0.037840962,
0.028249126,
0.03781172,
-0.025821924,
-0.02047038,
0.01642017,
-0.014592458,
0.027678879,
-0.027006282,
-0.017589906,
-0.028877858,
0.0000702527,
0.0007096094,
0.030208433,
-0.027050147,
0.0046277684,
0.025339408,
0.023921102,
0.02862929,
0.02191793,
0.021450035,
0.04842707,
0.0023833371,
0.017736124,
-0.0041489075,
-0.027825097,
0.009855026,
0.02003173,
0.03380537,
-0.054714404,
-0.029696675,
-0.030208433,
0.010615354,
-0.07696863,
0.030676328,
-0.0040429,
-0.039888,
0.0056841862,
-0.036583494,
-0.0013150392,
-0.0295797,
0.007968827,
-0.036934417,
0.03289883,
0.017034281,
-0.018350234,
-0.049011942,
0.05357391,
-0.033659156,
0.01375171,
-0.008063868,
0.07726107,
0.031495143,
0.07521403,
0.0039771027,
0.016025385,
0.011587698,
0.010483759,
-0.011207534,
-0.00588889,
0.026289819,
-0.0038381964,
-0.04170109,
-0.06755226,
-0.07562344,
-0.016654117,
0.023116909,
-0.0065687993,
-0.049830757,
0.03120271,
-0.02820526,
-0.034682672,
0.012333404,
0.091707304,
0.023614047,
-0.0029426173,
-0.020572733,
0.022356581,
-0.03725609,
-0.025997384,
-0.013378856,
0.034565702,
-0.023277748,
-0.042607635,
-0.009738052,
-0.03561846,
-0.03216774,
0.019724675,
0.015893789,
-0.0016796679,
-0.0043718885,
0.036408033,
0.06310726,
0.0047557084,
0.00037765113,
-0.043865103,
0.010812747,
0.026933173,
0.0062288446,
0.10603657,
0.040268164,
-0.018949725,
-0.0018898548,
-0.006930686,
0.01848183,
-0.026012005,
-0.016873443,
-0.0031363547,
0.0064774132,
-0.077144094,
-0.05477289,
-0.007998071,
0.022473553,
0.007983449,
-0.021698603,
-0.046292305,
0.024008833,
-0.06035838,
-0.022020282,
-0.013627425,
0.012428446,
-0.008056557,
0.0051907036,
-0.0094675515,
-0.021610873,
0.25593826,
0.022634393,
0.036495764,
0.02949197,
0.010476449,
0.02433051,
0.03634955,
-0.029594323,
-0.012362648,
-0.0034891034,
0.008699912,
-0.01023519,
-0.00066939974,
-0.010191325,
-0.026187466,
0.060592327,
-0.060065947,
0.0007141787,
0.016025385,
-0.059334863,
-0.037607014,
0.031436656,
0.023731021,
0.06819561,
0.017048903,
-0.0015142598,
0.01272819,
-0.041759577,
-0.015645219,
-0.04462543,
0.0024089252,
-0.029258024,
0.017926205,
-0.0006470103,
-0.011580387,
0.0029462727,
0.011872821,
-0.035179812,
-0.012735501,
-0.01546976,
-0.0032058079,
-0.043982077,
0.039332375,
0.03172909,
-0.043718886,
0.000477033,
0.008926548,
0.042344447,
0.03634955,
-0.04804691,
0.029111806,
-0.08305126,
0.03842583,
-0.03240169,
-0.053398453,
-0.023804128,
-0.060826275,
-0.051526874,
0.030325407,
0.030588597,
-0.00735106,
0.038893726,
-0.004869026,
-0.0073620263,
-0.0017125667,
0.052930556,
-0.043280233,
0.048631776,
0.00563301,
-0.004178151,
-0.0055087255,
-0.04099925,
-0.01565984,
-0.0514099,
0.023862615,
0.042139743,
-0.04468392,
0.031904552,
0.0051358724,
-0.010505692,
-0.0051431833,
-0.006396994,
0.014073387,
-0.011872821,
0.012472311,
0.052550394,
-0.024315888,
0.007058626,
-0.037460797,
0.048076153,
0.02699166,
0.046672467,
-0.00084760174,
-0.0031930138,
-0.0020324164
] | model = SpeechT5ForTextToSpeech.from_pretrained("YOUR_ACCOUNT/speecht5_finetuned_voxpopuli_nl")
Pick an example from the test dataset obtain a speaker embedding.
example = dataset["test"][304]
speaker_embeddings = torch.tensor(example["speaker_embeddings"]).unsqueeze(0)
Define the input text and tokenize it.
text = "hallo allemaal, ik praat nederlands. groetjes aan iedereen!"
inputs = processor(text=text, return_tensors="pt")
Create a spectrogram with your model: |
[
0.030273737,
0.0231059,
-0.04907321,
-0.012225382,
0.01736877,
-0.055139408,
-0.010773215,
-0.007961879,
-0.014435823,
0.03236257,
0.0040167067,
-0.004517454,
0.018284421,
-0.04835786,
-0.012068004,
0.008906145,
-0.011037896,
-0.0936254,
-0.061577585,
0.008040567,
-0.025309188,
-0.009292435,
-0.054652967,
-0.00037488967,
-0.041261557,
0.0067135873,
0.018456107,
-0.002146059,
0.05691348,
0.021288903,
0.0070963013,
0.027655546,
-0.0128692,
-0.05488188,
0.037055284,
-0.047213297,
0.012633134,
-0.04563952,
-0.019886812,
0.005869471,
0.0036107441,
0.010451307,
0.0070819943,
-0.022633769,
-0.050675604,
-0.008469779,
-0.015566081,
0.007926111,
-0.0065025585,
0.03765618,
0.0006509712,
-0.0002427729,
0.0415477,
0.01469335,
-0.022905601,
-0.031790286,
-0.043894056,
0.0016989632,
-0.051219273,
-0.034108028,
0.026496673,
0.026797121,
0.012239689,
-0.05141957,
-0.014650429,
-0.014600354,
-0.01653896,
0.008341015,
-0.04146186,
-0.019543443,
-0.05496772,
0.010973514,
0.012597365,
-0.005930276,
-0.0077973474,
-0.032133654,
-0.012740436,
0.012683208,
0.033392675,
0.017483227,
0.02855689,
0.03874352,
0.020602165,
0.010029249,
-0.020115726,
-0.0117604025,
0.007954725,
-0.02559533,
0.026196225,
-0.021374747,
0.0060161185,
0.03322099,
-0.05725685,
0.0022068638,
0.031990584,
0.052220766,
0.007332368,
0.04426604,
-0.008104949,
0.010973514,
0.013505864,
0.0950561,
-0.038857974,
0.0488443,
-0.006634899,
0.009921946,
0.019142846,
0.0039022504,
-0.021231676,
-0.00080745463,
-0.011424187,
-0.05273582,
0.07794486,
-0.02598162,
0.023620956,
0.06781546,
0.0047964416,
0.0038378686,
-0.030130668,
-0.010186627,
-0.017569069,
-0.0116531,
0.011109431,
-0.02788446,
-0.0032494909,
-0.020874,
0.0010622991,
0.00070372847,
-0.021718116,
0.004703446,
0.009957713,
-0.022977138,
0.029758682,
0.030245123,
0.00873446,
0.023678184,
-0.025480872,
0.008577082,
0.041318785,
-0.033449903,
0.020688009,
-0.00066348986,
0.0114814155,
0.07645693,
0.027870152,
-0.0012169942,
0.012926428,
-0.016810795,
-0.030702949,
0.015723458,
-0.026153304,
-0.027755694,
-0.018613484,
0.038886588,
-0.0395161,
-0.00946412,
-0.0038521758,
-0.051305115,
-0.02987314,
0.017554762,
0.0145002045,
0.011560104,
-0.060318563,
0.03530982,
0.00498601,
0.030330965,
-0.0054223756,
0.013291258,
0.0048715537,
-0.038686287,
-0.025910085,
0.0035803416,
0.011281116,
-0.0007470967,
0.014321366,
-0.000040545983,
0.038114008,
0.021947028,
0.03654023,
-0.03522398,
0.027212027,
-0.01586653,
-0.027212027,
-0.0019815278,
-0.009471273,
-0.012089465,
-0.02014434,
0.000036130914,
-0.031046318,
0.017569069,
0.030559879,
0.060776386,
0.0009263821,
-0.00039724444,
-0.056856252,
0.020688009,
0.022576539,
0.031017704,
-0.025123196,
-0.025895778,
-0.028256442,
0.03842876,
-0.007897497,
0.054710194,
-0.021589352,
0.02028741,
-0.017941052,
0.04675547,
-0.00008584236,
0.040059768,
0.028742881,
0.013992304,
-0.062493235,
0.031504143,
0.05565446,
-0.024651064,
-0.0492449,
0.006520442,
0.03035958,
-0.0029436774,
0.021632273,
0.020745236,
0.019643592,
0.011223888,
-0.0094927335,
-0.022962831,
0.022104407,
0.032047812,
0.023334814,
0.018842397,
0.00655621,
0.011345498,
-0.010351158,
0.05010332,
0.019343143,
0.039916694,
0.07353828,
0.025795627,
-0.012590212,
-0.023907095,
-0.018141352,
-0.011109431,
0.03828569,
0.06346612,
-0.016581882,
0.020487709,
-0.0031046318,
-0.026439445,
-0.017769368,
0.01276905,
-0.028299363,
0.04718468,
0.018427493,
-0.011438494,
-0.05468158,
-0.020487709,
0.01688233,
0.05342256,
-0.02466537,
-0.031303845,
0.009542809,
0.013019424,
-0.021761037,
0.029501157,
0.007740119,
0.014979491,
-0.008670078,
0.0152227115,
-0.042148598,
-0.059517365,
-0.024322001,
-0.044838324,
-0.081721924,
0.022934215,
-0.028485354,
-0.036969442,
0.011946394,
-0.04183384,
0.0037162586,
-0.002661113,
-0.028614119,
0.004485263,
-0.02324897,
0.038772132,
0.022705304,
-0.024264773,
-0.025795627,
0.009256667,
-0.00075693283,
0.034851998,
0.011488569,
0.017282927,
-0.008205098,
0.00449957,
0.025809934,
-0.014092454,
0.0011883801,
0.024837054,
0.0022408431,
0.021059992,
-0.024136009,
0.0037699102,
-0.0114814155,
-0.021961335,
-0.037484497,
-0.019700821,
-0.0003404633,
-0.022919908,
0.025910085,
0.03874352,
-0.024193237,
0.020931227,
0.023978632,
-0.023892788,
-0.00042764694,
0.018813783,
0.05771468,
0.026067462,
-0.045925662,
0.0039165574,
-0.062035408,
-0.013584552,
-0.01009363,
0.0034587316,
0.030187896,
0.041089874,
0.011753249,
-0.056169514,
0.037598953,
-0.0628366,
-0.034880612,
-0.034794766,
0.022261783,
0.04203414,
0.040317293,
-0.002782723,
-0.06861666,
0.023034366,
0.011130892,
0.024107395,
0.011366959,
-0.015365781,
-0.015952371,
0.04781419,
-0.014199756,
0.024507992,
-0.010136551,
-0.007389596,
0.011123738,
-0.0128692,
0.026968807,
0.017740753,
0.021460589,
-0.01570915,
0.0028238557,
0.04023145,
-0.012053697,
0.025466565,
0.0053579938,
0.021446282,
0.034851998,
0.0076828906,
0.054166526,
0.017011093,
-0.006777969,
-0.009471273,
0.0054223756,
0.018227194,
0.035052296,
-0.06495405,
0.008605696,
0.042949792,
-0.033936344,
0.0027898767,
-0.020344637,
-0.023878481,
0.07164975,
-0.0022068638,
0.044781096,
0.00097019743,
0.011617332,
-0.0019672206,
-0.010601531,
0.007911804,
0.044781096,
0.029930368,
-0.005640558,
-0.011603025,
-0.011560104,
-0.018112738,
-0.008212252,
-0.03905827,
-0.00804772,
-0.015537466,
-0.040116996,
-0.024522299,
0.022047179,
-0.014965184,
0.060261335,
0.004535338,
0.025223345,
-0.033736046,
0.0016551479,
0.041433245,
-0.019471908,
0.017983973,
-0.03156137,
0.017683525,
0.011545797,
0.025037354,
0.02018726,
-0.017883824,
-0.038800746,
0.02563825,
0.020874,
0.0029669264,
-0.043121476,
0.03187613,
0.0038736362,
0.008584236,
-0.03187613,
-0.003301354,
-0.006570517,
0.04008838,
0.056741796,
-0.035195366,
0.011502876,
-0.014528818,
0.024794133,
0.012268303,
-0.013133881,
-0.027455246,
-0.029758682,
-0.0033728892,
-0.023864174,
0.019014081,
0.044351883,
-0.009929099,
0.023320507,
-0.048186176,
-0.016410196,
0.020344637,
-0.00570494,
-0.026210533,
0.018899625,
-0.018742248,
-0.016381582,
0.02754109,
-0.034880612,
-0.052707206,
0.013420021,
-0.0109449,
0.037083898,
-0.025795627,
0.0318189,
-0.0019564903,
-0.0043529226,
-0.0043100016,
0.03196197,
0.013584552,
-0.06752932,
-0.024851361,
0.0034336941,
-0.053393945,
-0.06386671,
0.005894508,
0.033936344,
-0.022447776,
0.020344637,
0.021875493,
-0.004460226,
0.01955775,
0.011195274,
-0.0029919639,
0.0041848146,
-0.03459447,
0.0015496333,
-0.054652967,
-0.046183188,
0.006291529,
-0.02004419,
0.016782181,
0.011452801,
-0.053851772,
-0.010708834,
-0.042749494,
0.001140988,
-0.01625282,
-0.03021651,
0.017826596,
0.018084124,
0.007432517,
0.017569069,
-0.058945086,
-0.03779925,
-0.04349346,
-0.026539596,
-0.00003121286,
0.032047812,
0.003970209,
0.008140717,
0.017054014,
-0.032047812,
0.04606873,
-0.052277993,
0.008205098,
0.019300222,
0.017640604,
0.029501157,
-0.0023409927,
-0.010701681,
0.017197086,
-0.058658943,
-0.013555938,
0.04023145,
-0.011345498,
-0.058201116,
-0.048043106,
-0.018127045,
0.038943816,
0.0025341378,
-0.062779374,
-0.012447141,
-0.006062616,
0.015895143,
0.06003242,
0.043207318,
-0.0051612714,
-0.042892564,
-0.045467835,
0.03307792,
-0.014879341,
0.009800335,
-0.045067236,
-0.01834165,
-0.03751311,
0.06266492,
-0.0050861593,
-0.07176421,
0.01688233,
-0.056655955,
-0.00044933107,
-0.01955775,
-0.03187613,
-0.023864174,
0.03196197,
-0.015623309,
0.02286268,
0.0028596234,
-0.0038342918,
0.021288903,
-0.029586999,
0.027169105,
0.036168247,
0.024150316,
-0.0069925752,
0.00008573058,
0.016081134,
0.016653417,
0.008362476,
0.02734079,
0.05754299,
-0.040260065,
0.031790286,
-0.07348105,
-0.032963466,
0.0027952418,
0.019686513,
0.04861539,
-0.06071916,
-0.049502425,
-0.016810795,
0.015623309,
0.01517979,
-0.030416807,
0.008040567,
-0.01809843,
-0.07273709,
-0.023434963,
0.0037842172,
-0.013892154,
-0.032248113,
0.0036018023,
0.019986961,
0.054567125,
-0.03905827,
0.017797982,
0.036368545,
0.06661367,
0.0075398204,
-0.07931834,
0.01990112,
0.014736271,
0.0029901753,
-0.02811337,
0.009771721,
-0.022834066,
0.022991445,
-0.03834292,
-0.05771468,
-0.008097796,
0.023992939,
0.037226968,
-0.021660889,
0.041719384,
-0.0024357769,
-0.031246617,
-0.022962831,
0.005654865,
0.041862454,
-0.033793274,
0.042434737,
0.026840042,
0.045267537,
0.0028614118,
-0.016653417,
-0.050074708,
0.011889166,
0.039630555,
-0.016624803,
0.008820302,
0.01781229,
0.025495179,
-0.048815686,
-0.059517365,
-0.027641239,
-0.0104942275,
-0.0368836,
-0.03362159,
0.032419797,
-0.004882284,
0.017039707,
0.015809301,
0.019657899,
-0.04480971,
0.02772708,
0.014664736,
-0.0062986827,
-0.031160776,
0.052621365,
0.02967284,
-0.039229956,
0.009163671,
-0.044294655,
0.0067493552,
-0.03362159,
0.0030706525,
0.032534253,
0.021904107,
0.04518169,
0.04183384,
-0.0034426362,
0.04272088,
0.0046426407,
-0.015780685,
0.0007274245,
-0.041805226,
-0.03905827,
-0.016753566,
0.016896637,
-0.03633993,
0.033335447,
-0.0040023997,
-0.008462626,
0.021575045,
0.017740753,
0.002371395,
-0.04455218,
0.03244841,
-0.052421067,
-0.021517817,
-0.010129398,
-0.00861285,
0.010451307,
-0.009206593,
0.01422837,
-0.040632047,
0.015022412,
-0.04051759,
-0.019042695,
0.017583376,
-0.056512885,
0.00012596919,
-0.0068960027,
-0.061405897,
-0.011302576,
-0.033249605,
0.015623309,
0.023177436,
0.0132483365,
0.0063237203,
-0.0061234212,
0.028599812,
0.0028739306,
0.0318189,
-0.015895143,
0.019271608,
-0.040317293,
-0.0107302945,
-0.0013636416,
0.04169077,
-0.008698692,
-0.062207095,
0.010351158,
0.03779925,
0.0137490835,
-0.00007840939,
-0.021904107,
0.03765618,
-0.023821253,
0.02563825,
-0.01019378,
-0.0027254948,
-0.027812922,
0.002698669,
-0.0068530813,
0.026925886,
-0.03662607,
0.056655955,
0.045324765,
0.04718468,
0.013033731,
0.020459095,
0.011882013,
0.024879975,
0.012933581,
0.01955775,
-0.012904967,
0.015938064,
0.028771495,
-0.028027529,
0.018842397,
0.03413664,
-0.03322099,
-0.020215875,
-0.033020694,
-0.018599177,
-0.057829134,
-0.020702315,
0.030445423,
0.047213297,
0.032333955,
-0.0581725,
-0.028986102,
0.024093088,
-0.035653193,
-0.009142211,
-0.073652744,
-0.025695479,
0.01055861,
-0.0116531,
0.017383076,
0.001075712,
-0.008355322,
0.026868658,
0.0112310415,
-0.0023928557,
-0.015823608,
0.021188755,
0.02281976,
0.026339296,
-0.03814262,
-0.023177436,
-0.027612625,
0.032419797,
-0.046641015,
-0.007632816,
0.028814418,
0.07250818,
0.023477884,
-0.05210631,
-0.047327753,
-0.025867162,
-0.022934215,
0.004381537,
-0.04898737,
0.034708925,
0.00948558,
0.005808666,
-0.0079904925,
-0.0124686025,
-0.013763391,
0.018227194,
-0.0007099878,
0.015966678,
0.010272468,
0.07067687,
0.034079414,
-0.024980126,
0.0054366826,
0.010000634,
0.016081134,
-0.003109997,
-0.0011517183,
-0.021474896,
0.03920134,
0.06678535,
-0.005368724,
0.0010927017,
0.030788792,
0.026897272,
-0.04037452,
-0.0025931546,
0.025108889,
0.037999548,
0.052421067,
0.02851397,
-0.01240422,
-0.0145002045,
-0.006295106,
-0.008662924,
-0.00017056697,
-0.011037896,
-0.029329471,
-0.026339296,
-0.011645947,
0.006559787,
0.032562867,
-0.028843032,
-0.019114232,
0.0044816863,
0.037742022,
0.024865668,
0.00812641,
0.040403135,
0.048672616,
0.00484294,
0.026038848,
-0.013827773,
-0.014221217,
-0.008419705,
-0.005368724,
0.051162045,
-0.02480844,
-0.03751311,
-0.032076426,
0.02744094,
-0.08155024,
0.016796488,
-0.027526783,
-0.025108889,
-0.003726989,
-0.028199214,
0.019986961,
-0.03808539,
0.02987314,
-0.020945534,
0.03530982,
-0.0032834702,
-0.011273962,
-0.04807172,
0.036969442,
-0.040002536,
0.035538737,
0.03808539,
0.084011056,
-0.00436723,
0.06941785,
0.016166978,
0.00716426,
0.027998915,
0.00960719,
-0.00026848092,
-0.013434329,
0.026654052,
-0.029000409,
-0.037455883,
-0.06472514,
-0.07164975,
-0.024064474,
0.03925857,
-0.0019904696,
-0.02014434,
0.013956537,
-0.041633543,
-0.047642507,
0.0019403949,
0.07090578,
0.022519311,
-0.0087273065,
-0.027283562,
-0.0032906237,
0.004764251,
-0.012647441,
-0.010136551,
0.02754109,
-0.026925886,
-0.038543217,
-0.0056441347,
-0.049359355,
-0.03236257,
0.011738942,
0.0010095419,
-0.020301716,
-0.027955994,
0.034079414,
0.03725558,
0.029586999,
-0.00003722071,
-0.009771721,
0.019686513,
0.029000409,
0.033335447,
0.09791751,
0.021732423,
-0.035538737,
-0.008455472,
-0.0017526147,
0.027555397,
-0.02130321,
-0.0075970483,
-0.021560738,
0.026983114,
-0.075484045,
-0.046383485,
-0.015465931,
0.03765618,
0.014721964,
0.000049180515,
-0.051505413,
0.037541725,
-0.04758528,
-0.00012261597,
0.0013412868,
0.047642507,
-0.01795536,
0.018026894,
-0.011202428,
-0.023291893,
0.24470794,
0.033564363,
0.033564363,
0.03508091,
0.0054545663,
0.040603433,
0.027312176,
-0.04217721,
0.024922898,
0.0028167022,
0.02320605,
-0.004470956,
0.004199122,
0.017282927,
-0.031017704,
0.060890846,
-0.052277993,
-0.0068065836,
0.014850727,
-0.05794359,
-0.028628426,
0.05196324,
0.010208087,
0.030960476,
0.0032369723,
0.01941468,
0.028757188,
-0.049101826,
-0.024493685,
-0.044294655,
0.020130033,
-0.0044494956,
0.027398018,
-0.02174673,
-0.017712139,
0.028471047,
0.0010873365,
-0.04509585,
-0.016767874,
0.0038879435,
0.0031743788,
-0.058115274,
0.03430833,
0.016510347,
-0.06266492,
0.00062369835,
-0.008290941,
0.065354645,
0.036597457,
-0.049645495,
0.035939332,
-0.03064572,
0.029415313,
-0.023492191,
-0.041862454,
0.0039952463,
-0.031389687,
-0.06421008,
-0.0021782499,
0.048329245,
-0.012876353,
0.0032280302,
0.015108255,
0.010000634,
-0.002455449,
0.061405897,
-0.024779826,
0.02987314,
-0.030731563,
0.0014441188,
0.010100784,
-0.01892824,
-0.0021943452,
-0.07119193,
0.011338345,
0.027269255,
-0.046869926,
0.020115726,
0.00919944,
-0.028242135,
-0.0037198353,
0.006019695,
-0.0015380089,
-0.0044781095,
0.02174673,
0.058258343,
-0.024865668,
0.011502876,
-0.03273455,
0.03482338,
0.03353575,
0.027469553,
-0.020416174,
-0.005397338,
-0.015208404
] | text = "hallo allemaal, ik praat nederlands. groetjes aan iedereen!"
inputs = processor(text=text, return_tensors="pt")
Create a spectrogram with your model:
spectrogram = model.generate_speech(inputs["input_ids"], speaker_embeddings)
Visualize the spectrogram, if you'd like to:
plt.figure()
plt.imshow(spectrogram.T)
plt.show()
Finally, use the vocoder to turn the spectrogram into sound. |
[
-0.000027625127,
0.01749766,
-0.023674171,
-0.0077464366,
-0.009507995,
-0.016082516,
-0.046169057,
-0.0032227682,
0.013414381,
0.045903716,
0.022612814,
-0.0035544424,
0.052419275,
-0.035584964,
-0.019856233,
0.015699249,
-0.0149621945,
-0.045048736,
-0.034376193,
-0.024499672,
-0.032253478,
0.011166367,
-0.062148385,
-0.017689293,
-0.034228783,
0.017011205,
0.0138639845,
0.020740697,
0.05233083,
0.011770751,
0.0018453987,
-0.012655215,
-0.01804308,
-0.05359856,
0.022185324,
-0.018942285,
0.033285353,
0.001216139,
-0.039889358,
-0.013886096,
0.0010429313,
0.0034180875,
0.024352262,
-0.012271947,
-0.054659918,
0.01188131,
0.00683986,
0.004193837,
-0.0031269512,
-0.00080661336,
0.0041201315,
-0.0052588796,
0.045225628,
-0.022922376,
0.010569354,
-0.021079741,
-0.01928133,
0.010237679,
-0.036322016,
-0.02460286,
0.025192503,
0.040479,
-0.015433909,
-0.02815546,
0.022082135,
0.019944679,
-0.018927544,
-0.018013598,
-0.030174987,
-0.01558132,
-0.063740425,
0.02105026,
-0.024263814,
-0.04755472,
-0.022804448,
0.014328328,
-0.0009286879,
0.0074737268,
-0.0015514985,
0.04401686,
0.008682495,
0.054895777,
0.025546288,
0.010620947,
-0.020283723,
-0.03402241,
0.015478132,
-0.042719644,
0.012271947,
-0.038149912,
-0.033875,
0.042984985,
-0.014851636,
0.010569354,
0.0112548135,
0.044753913,
-0.012964779,
0.012559399,
0.0103998305,
-0.011674934,
0.05454199,
0.07635879,
-0.02570844,
0.022996083,
-0.009507995,
0.05067983,
0.031015228,
0.017733518,
-0.02595904,
-0.009522737,
-0.005284677,
-0.009242656,
0.039594535,
-0.009942858,
-0.028509246,
0.0418057,
-0.003788457,
0.0029924389,
-0.027241513,
0.011822345,
0.005520534,
0.003954294,
0.0017624801,
-0.05990774,
0.001567161,
-0.048291773,
0.011387483,
0.015566579,
-0.017232321,
-0.027049879,
0.010694652,
-0.013827131,
0.03440568,
0.021934725,
-0.0029132057,
0.005321529,
-0.011107403,
0.0069541037,
0.023394091,
-0.015345463,
0.012006608,
-0.03048455,
-0.023821583,
0.06114599,
-0.0038916448,
0.02557577,
0.011365372,
-0.021580938,
-0.010783099,
0.020947073,
-0.026474977,
0.0049972255,
-0.027256254,
-0.004591846,
-0.042749126,
0.005837467,
0.0024027957,
-0.024897682,
-0.0025778462,
0.025811628,
-0.009205803,
-0.014615779,
-0.041510876,
0.064860746,
-0.005280991,
0.038916446,
0.010812581,
-0.019782526,
0.0014796357,
-0.037088554,
0.03526066,
-0.011630711,
0.026666611,
0.0043559885,
0.01587614,
-0.00021812189,
0.014350439,
0.009964969,
0.038828,
0.0038474214,
0.015743472,
-0.009537478,
0.031545907,
-0.0020655936,
-0.0027510538,
0.0019734618,
-0.018411607,
0.015198052,
-0.020563804,
0.025870593,
0.03773716,
0.0617946,
-0.040832788,
0.01271418,
-0.058551565,
-0.00416804,
-0.011335889,
0.008358192,
-0.016598454,
-0.060084634,
-0.019487705,
0.020416394,
-0.041687768,
0.035054285,
-0.024072181,
0.051741187,
0.009655407,
0.085911006,
0.007576914,
0.02091759,
0.0130090015,
0.023983734,
-0.013613386,
-0.005059875,
0.039682984,
-0.016480526,
-0.015212793,
0.014313587,
0.0077611776,
0.012876332,
0.017659811,
0.009397438,
0.050355524,
0.017866187,
0.01353231,
-0.04086227,
-0.031899694,
0.057224866,
0.038149912,
-0.001018977,
0.003123266,
0.019089697,
-0.02051958,
0.05112206,
-0.00280449,
0.04442961,
0.05342167,
0.029246299,
0.014438886,
0.008188669,
-0.02336461,
-0.008129705,
0.019885715,
0.022760225,
0.0031509055,
-0.0027013025,
0.021212412,
0.012043461,
-0.024440708,
0.04484236,
-0.06456592,
0.019546669,
0.018102044,
0.05141688,
-0.0480854,
-0.032990534,
-0.015227534,
0.03567341,
-0.05746072,
0.008682495,
0.03623357,
0.024529153,
-0.00697253,
-0.008594048,
0.024352262,
0.029334746,
-0.032990534,
0.039653502,
-0.021536715,
-0.0069504185,
-0.052212898,
-0.059937224,
-0.058698975,
-0.0066924496,
-0.029924389,
-0.03567341,
0.032607265,
-0.0067219315,
0.019414,
0.0076727313,
-0.0021521975,
-0.00341993,
-0.017659811,
0.04469495,
0.027993308,
0.0021079741,
-0.052832026,
0.035231177,
-0.02351202,
0.039476607,
-0.019664599,
-0.009655407,
0.0062281056,
-0.053804934,
0.015610802,
-0.0020674362,
-0.02448493,
0.004702404,
-0.012743662,
0.0034217727,
0.0033941332,
0.004348618,
0.008026517,
-0.0079307,
-0.02448493,
0.026194897,
0.01913392,
-0.032253478,
0.0070314943,
0.052596167,
-0.02625386,
0.05342167,
0.038710073,
0.025177762,
-0.0030256063,
0.04183518,
0.043250322,
0.01709965,
-0.052861508,
-0.0273447,
-0.04059693,
-0.022642296,
-0.017158614,
-0.049972255,
-0.033550695,
0.04672922,
-0.0038732183,
-0.050502934,
0.043515664,
-0.06438903,
-0.052537203,
-0.013856614,
-0.02187576,
0.039093338,
0.03416982,
0.012154019,
-0.090746075,
0.02815546,
0.0014989834,
0.04487184,
0.0032780473,
-0.01901599,
0.008542455,
0.041894145,
0.012058202,
0.017821964,
0.021978948,
-0.057726063,
0.012235095,
-0.004046426,
0.03293157,
-0.00062188925,
0.024440708,
0.033933964,
0.039859876,
0.015072753,
-0.04100968,
0.029172594,
0.027167806,
0.04731886,
0.019355036,
0.0035783967,
0.050886203,
-0.023467796,
-0.0047392566,
-0.02090285,
0.0065524094,
0.00901417,
0.044459093,
-0.07494364,
0.0024046383,
-0.0065708356,
-0.045225628,
-0.012662586,
-0.014940083,
-0.0054210317,
0.044989772,
0.009824929,
0.032872606,
-0.056251954,
-0.048704524,
0.0008531399,
0.028627174,
0.032902088,
0.038828,
0.019030731,
0.01873591,
0.006961474,
-0.022863412,
-0.04457702,
0.006198623,
0.0016740337,
-0.0037350208,
-0.02718255,
-0.012404618,
-0.010517759,
0.028184941,
0.028582951,
0.02762478,
0.023305645,
0.0650966,
-0.012544658,
0.024160627,
0.032223996,
-0.014954824,
-0.04236586,
-0.02843554,
0.068929285,
0.008682495,
0.024160627,
0.017438695,
-0.001498062,
-0.026430754,
0.011615969,
-0.0024986127,
0.018411607,
-0.007628508,
0.0047650537,
0.0038511066,
0.007576914,
0.003263306,
-0.049795363,
-0.022981342,
0.02172835,
0.054807328,
-0.052684613,
0.010760987,
-0.024411226,
0.014070359,
-0.0017864344,
-0.053274255,
-0.04118657,
-0.002037954,
-0.037059072,
-0.048586596,
0.006751414,
0.022037912,
0.007768548,
-0.009507995,
-0.026990915,
-0.018957026,
0.010053416,
-0.012780515,
-0.018706428,
0.006710876,
0.00032038812,
0.00929425,
0.008630902,
0.0072784075,
-0.010105009,
0.000924542,
-0.020593286,
0.058993794,
-0.035024803,
0.0071752197,
-0.010333496,
-0.008616161,
0.014615779,
0.010480907,
0.034110855,
-0.08378829,
-0.0021024463,
0.008623531,
-0.039063856,
-0.09575804,
0.00833608,
0.04363359,
-0.0068251193,
0.017615588,
0.023880547,
0.022037912,
0.037177,
0.023453055,
-0.0054099755,
-0.007547432,
-0.012316171,
0.008380303,
-0.03758975,
-0.039682984,
0.011741268,
-0.03758975,
0.045992166,
-0.036852695,
-0.016981723,
0.025192503,
-0.08815165,
-0.016642677,
0.00086649903,
-0.033196907,
0.024853459,
0.010709394,
-0.025900075,
0.022760225,
-0.044046342,
0.004197522,
-0.005631092,
-0.040361073,
-0.019915197,
0.07081614,
0.020416394,
0.010967363,
-0.03496584,
-0.024558637,
0.04233638,
-0.03676425,
0.015124346,
-0.0030882559,
-0.007355798,
0.02830287,
-0.02022476,
-0.01284685,
0.04528459,
-0.023998475,
0.0033978187,
-0.026622387,
-0.026180156,
-0.0185885,
-0.027285736,
-0.009456402,
0.067337245,
-0.02665187,
-0.040803306,
-0.015153828,
0.0104145715,
0.011173737,
0.01463052,
0.023453055,
-0.028465021,
-0.025502065,
-0.020563804,
0.06881136,
-0.035879783,
-0.002916891,
-0.037973017,
-0.045166664,
-0.0026626072,
0.016510008,
0.010974733,
-0.05751969,
0.018780135,
-0.044518057,
-0.01066517,
-0.053274255,
-0.008129705,
-0.02830287,
0.02570844,
-0.04991329,
0.04089175,
-0.01655423,
-0.0110705495,
0.03638098,
-0.003265149,
0.019826751,
0.02557577,
-0.0014934555,
-0.019472964,
-0.00077206397,
0.002850556,
0.04416427,
0.0051851743,
-0.04269016,
0.021566197,
-0.050237596,
0.036115643,
-0.05840415,
-0.0185885,
0.006681394,
-0.01640682,
0.06320974,
-0.033167426,
0.012249836,
0.0034328287,
0.013775538,
0.007960183,
0.011512782,
-0.013488087,
-0.026548682,
-0.017895669,
-0.06698346,
0.048851933,
-0.03490687,
-0.015286498,
0.028125977,
0.018249456,
0.05660574,
-0.0434567,
0.026386531,
0.04755472,
0.025767405,
0.017836705,
-0.081960395,
0.04755472,
-0.002078492,
-0.008100223,
-0.02187576,
-0.022037912,
-0.004145928,
-0.021256635,
-0.032165032,
-0.017438695,
-0.010141862,
-0.015139087,
0.030808853,
-0.018264197,
0.034847908,
0.023556244,
-0.027713228,
-0.034641534,
0.012419359,
0.03676425,
0.02719729,
0.008815165,
0.007396336,
0.029408451,
0.054807328,
-0.038356286,
-0.041333985,
-0.011409595,
0.06568625,
-0.03131005,
-0.04746627,
0.017438695,
0.032843124,
-0.032341927,
-0.048616078,
-0.0110705495,
-0.036970623,
0.01530124,
-0.03269571,
0.0006034629,
-0.003668686,
-0.055898167,
0.0036355185,
0.02625386,
-0.017954633,
0.011380113,
0.032872606,
-0.018514795,
-0.056222472,
0.03240089,
0.048291773,
-0.045019254,
-0.020431135,
-0.04210052,
-0.032223996,
-0.022922376,
0.0037626603,
0.036115643,
-0.014578926,
0.006685079,
0.03935868,
-0.023217198,
0.032872606,
-0.004315451,
0.030543514,
0.012419359,
-0.03605668,
-0.05675315,
0.0021927354,
0.002986911,
-0.027934343,
0.019296072,
-0.0032246108,
0.0015745314,
0.003869533,
0.036705285,
0.016495267,
-0.091099866,
0.0064860745,
-0.033167426,
-0.033285353,
-0.003840051,
-0.03785509,
0.023320386,
0.03605668,
-0.020755438,
-0.023954252,
-0.026298083,
-0.0028616118,
0.01640682,
0.004142243,
-0.03378655,
0.014881118,
-0.015905624,
-0.012463582,
-0.031369016,
-0.008778312,
0.026740316,
-0.0021006037,
0.004429694,
0.0158614,
-0.00765062,
0.016023552,
0.01067254,
0.006957789,
-0.014829525,
0.013886096,
-0.0037092238,
0.027447889,
-0.024381744,
0.033816032,
0.025531547,
-0.051505327,
0.0048203324,
0.013348047,
-0.024691306,
-0.0029500583,
-0.004798221,
0.07824565,
0.009493254,
-0.0051888595,
-0.01202135,
0.038474213,
-0.04251327,
-0.02051958,
-0.03281364,
-0.019708822,
0.00062972045,
0.021079741,
0.00765062,
0.036587358,
0.009876522,
0.034641534,
0.023954252,
0.023423573,
-0.010230308,
0.021212412,
0.014696855,
-0.02283393,
-0.010915768,
0.0060364716,
0.011262184,
0.014696855,
-0.023688912,
0.022686519,
0.000425188,
-0.004905094,
-0.0035802394,
0.02747737,
0.0068251193,
0.06220735,
-0.0066924496,
-0.04472443,
-0.0008522186,
-0.013598645,
-0.02228851,
0.012338283,
-0.05578024,
-0.01188868,
0.02476501,
-0.04472443,
0.022804448,
-0.028347094,
0.020711215,
0.003335169,
0.050001737,
0.0025446787,
0.008542455,
-0.0063755163,
-0.012235095,
0.018617982,
-0.028509246,
0.01230143,
-0.012036091,
0.018942285,
-0.044635985,
-0.038356286,
0.022848671,
0.04124554,
-0.011203219,
-0.012382505,
-0.06568625,
-0.010009192,
0.019753044,
0.00037336387,
-0.02475027,
0.016377337,
-0.007215758,
0.033403285,
-0.028347094,
0.019531928,
-0.026416013,
0.019664599,
0.0020471672,
0.034671016,
-0.004812962,
0.035968233,
-0.014593667,
-0.0063349786,
-0.008859388,
0.019458223,
0.032754675,
0.0015948004,
-0.00076561474,
0.0073189456,
0.055455938,
0.037766643,
-0.018102044,
-0.026371788,
0.06256114,
0.005373123,
0.006648226,
-0.0015091179,
0.045048736,
0.042778607,
-0.020047866,
0.028479762,
-0.078953214,
-0.030572996,
-0.008490861,
-0.004101705,
0.016495267,
0.0091026155,
-0.012802627,
-0.012235095,
-0.015286498,
-0.015846658,
0.010643058,
-0.071287856,
-0.0032485651,
-0.010591465,
0.046139576,
0.017055428,
0.030425586,
0.009876522,
0.053244773,
-0.0101860855,
0.0129942605,
0.013606016,
-0.033049498,
0.04269016,
-0.020180536,
0.030189728,
-0.014379922,
-0.007201017,
-0.042306896,
-0.0300718,
-0.054453544,
0.030956265,
-0.010952621,
-0.0014713439,
-0.015596061,
-0.023585726,
-0.0014759505,
-0.038739555,
0.020858625,
-0.10023933,
-0.011770751,
0.030101283,
-0.016156223,
-0.049588986,
0.048734006,
-0.012198242,
0.012787885,
-0.0038584773,
0.10183137,
0.009205803,
0.0926919,
0.024676565,
0.02227377,
0.015758213,
0.041658286,
-0.03198814,
-0.0016896961,
0.0023733135,
-0.006331293,
0.006231791,
-0.023276163,
-0.042395342,
-0.021905242,
0.012780515,
-0.016524749,
-0.040272627,
0.024941904,
-0.019060215,
-0.04917624,
0.013104819,
0.09510944,
0.037235964,
-0.003698168,
-0.017777741,
-0.00023378429,
-0.047761094,
-0.01394506,
-0.02242118,
0.041658286,
-0.003738706,
-0.07311575,
-0.010458795,
-0.020003643,
-0.02460286,
0.007834883,
-0.006563465,
-0.041894145,
0.032017622,
0.02051958,
0.06627589,
0.017423954,
-0.028892513,
-0.03499532,
0.025251467,
0.013746056,
0.01875065,
0.073646426,
0.03325587,
-0.0062907552,
-0.008999429,
0.0033959758,
0.039800912,
-0.022141099,
-0.012559399,
0.008667754,
-0.012411988,
-0.04714197,
-0.058551565,
-0.024175368,
0.03240089,
0.006003304,
-0.017025946,
-0.037265446,
0.027329959,
-0.07075717,
-0.0074147624,
-0.026622387,
0.029305264,
-0.008424526,
0.014844266,
-0.015610802,
-0.022494886,
0.26062226,
0.056812115,
0.06668864,
0.027875379,
0.017379731,
0.044075824,
0.018426348,
-0.030307656,
-0.033698104,
-0.030027576,
-0.0091026155,
-0.055308525,
0.027108843,
0.00012230489,
-0.01025979,
0.041216057,
-0.021197671,
-0.00040031242,
0.0054873666,
-0.054984223,
-0.02653394,
0.026401272,
0.020991296,
0.030572996,
0.03950609,
0.0066887643,
0.00683986,
-0.01886858,
0.017689293,
-0.04566786,
0.011416965,
-0.026371788,
0.02871562,
-0.018544277,
-0.0050672456,
-0.011402224,
-0.024027959,
-0.0363515,
0.006530298,
-0.010200826,
0.011512782,
-0.008933093,
0.025163021,
0.0015367575,
-0.064683855,
0.0132596,
-0.0016076989,
0.037825607,
0.030838335,
-0.06822171,
0.0129942605,
-0.054984223,
0.02392477,
-0.060202565,
-0.048881415,
-0.028863031,
-0.036292534,
-0.024691306,
0.0028395003,
0.061440814,
0.0012474637,
0.05784399,
0.012751033,
-0.00003768764,
-0.003950609,
0.020873368,
-0.04266068,
0.02270126,
-0.016126739,
-0.012515175,
-0.03307898,
-0.007923329,
0.012117166,
-0.033049498,
0.0031711746,
0.05710694,
0.0063902573,
0.05070931,
-0.0073078894,
-0.030690925,
-0.01011238,
-0.015920365,
0.0011654665,
-0.009264768,
-0.011792863,
0.05247824,
-0.039830394,
-0.002668135,
-0.003294631,
0.022642296,
0.03240089,
0.06167667,
-0.00246176,
0.023836324,
0.0045513078
] | example = dataset["test"][304]
speaker_embeddings = torch.tensor(example["speaker_embeddings"]).unsqueeze(0)
Now you can pass the text and speaker embeddings to the pipeline, and it will take care of the rest:
forward_params = {"speaker_embeddings": speaker_embeddings}
output = pipe(text, forward_params=forward_params)
output
{'audio': array([-6.82714235e-05, -4.26525949e-04, 1.06134125e-04, ,
-1.22392643e-03, -7.76011671e-04, 3.29112721e-04], dtype=float32),
'sampling_rate': 16000} |
[
0.023032779,
-0.0041744225,
-0.037695214,
-0.018532285,
0.015436404,
-0.034398675,
-0.033796698,
-0.023620423,
0.014268283,
0.03551663,
0.021585168,
-0.016812352,
0.030815478,
-0.04979208,
0.022201477,
0.016540028,
0.0010068779,
-0.07711036,
-0.04962009,
-0.0017889101,
-0.03737989,
-0.0043105837,
-0.032764737,
-0.003321622,
-0.05076671,
0.011208234,
-0.009423804,
0.017872978,
0.028206913,
0.031417456,
0.0020442128,
0.0015828764,
-0.0049698916,
-0.044202294,
0.027203618,
-0.029038213,
0.027160618,
-0.025440685,
-0.025541015,
-0.01391713,
-0.009997115,
0.032134093,
0.011953539,
-0.031016137,
-0.06140163,
-0.01030527,
-0.011136571,
-0.011459058,
-0.019377919,
0.044574946,
-0.02660164,
0.008979487,
0.044202294,
-0.008879158,
-0.005686531,
-0.0020585456,
-0.035889283,
-0.01072092,
-0.023190439,
-0.031990767,
0.016411034,
0.0129568335,
-0.007868697,
-0.022029484,
-0.00010083335,
0.02886622,
-0.0032015848,
-0.033854026,
-0.02128418,
-0.012433687,
-0.04248236,
0.046266217,
0.01582339,
0.026142992,
-0.009975615,
0.0013893839,
0.014640936,
0.0070588943,
0.011444725,
0.0414504,
0.041966382,
0.023692086,
0.0012729301,
-0.0022197894,
-0.0104629295,
-0.0045112427,
-0.004536325,
-0.05985369,
0.03170411,
-0.04876012,
0.00925181,
0.04772816,
-0.025741674,
-0.023692086,
0.029138543,
0.05062338,
0.011731381,
0.0319621,
0.01685535,
-0.0008420509,
-0.012118366,
0.07493178,
-0.022000818,
0.03485732,
0.0067399903,
0.0029633024,
0.00527088,
-0.016124379,
-0.04830147,
-0.010298103,
0.00045193048,
-0.055754516,
0.0674214,
-0.02144184,
0.029926846,
0.043227665,
-0.009438136,
-0.012921002,
-0.03273607,
-0.012182863,
0.014547773,
0.0005370314,
-0.0071484745,
-0.055066545,
-0.013773803,
-0.033854026,
-0.010842749,
-0.0061810114,
-0.043284997,
-0.01742866,
0.0015515235,
0.0027984753,
-0.0020406297,
0.04199505,
0.0032159176,
0.006976481,
-0.010556093,
-0.020166222,
0.03700724,
-0.021986486,
0.011308564,
-0.017414328,
-0.016812352,
0.055066545,
0.022803454,
-0.0006615474,
0.019578578,
-0.0066324943,
-0.034140684,
-0.00003392838,
-0.039644472,
0.0019313422,
-0.018474955,
-0.02221581,
-0.04876012,
-0.002649773,
-0.012870837,
-0.003174711,
-0.01484876,
0.035287306,
0.030786812,
0.00708756,
-0.04526292,
0.013329486,
0.01399596,
0.038211193,
-0.008155352,
-0.058649737,
0.028851887,
-0.01115807,
-0.011953539,
-0.01219003,
0.030930141,
-0.023907078,
0.018388957,
-0.013214824,
0.05406325,
0.015594065,
0.001220078,
-0.009266143,
0.0012621805,
-0.029238872,
0.0122903595,
0.0016491655,
-0.034570668,
0.007617873,
-0.0048337304,
0.025612678,
-0.02442306,
0.0068367366,
0.027533272,
0.093851045,
-0.03525864,
0.002764435,
-0.05165534,
0.0051168026,
0.0012541183,
0.03144612,
-0.0008639979,
-0.042740352,
-0.032764737,
0.04824414,
-0.01850362,
0.030729482,
-0.00023940223,
0.031331457,
0.0043070004,
0.04798615,
0.0024222399,
0.013071496,
0.031016137,
0.0061953445,
-0.048702788,
0.0441163,
0.05056605,
-0.028020587,
-0.018360293,
0.0035760289,
0.02964019,
0.002221581,
0.036319267,
0.029267538,
0.007947527,
-0.006868985,
-0.009789289,
-0.00017210534,
0.0026641055,
0.046925522,
0.040189117,
0.04747017,
-0.013264989,
0.025641344,
-0.011437559,
0.031532116,
-0.00760354,
0.048616793,
0.054321237,
0.021069188,
0.009638795,
-0.039415147,
-0.03881317,
0.013272155,
0.04004579,
0.033854026,
-0.016425367,
0.007976192,
-0.028794557,
-0.02438006,
-0.046782196,
0.0241794,
-0.04199505,
0.06856802,
0.009975615,
-0.0061845947,
-0.021312844,
-0.0041242577,
0.012655845,
0.042511027,
-0.04133574,
-0.024724046,
0.0155654,
0.033080056,
-0.018173967,
0.038440518,
0.02138451,
0.032019433,
-0.028751558,
0.012648679,
-0.017772648,
-0.04179439,
-0.04514826,
-0.03947248,
-0.03990246,
0.011143737,
-0.02273179,
0.0060806824,
-0.0057868604,
-0.04417363,
0.018804608,
0.015149749,
0.0022162062,
0.007625039,
-0.02350576,
0.025182696,
0.008922156,
0.024910374,
-0.04113508,
0.027174952,
0.0027680183,
0.03396869,
-0.005414208,
0.017170671,
-0.018016305,
-0.0002311161,
0.03649126,
-0.04036111,
-0.027017292,
0.005546786,
-0.013143159,
0.013644807,
-0.019707574,
-0.0017799522,
0.007739702,
0.0019832985,
-0.029210206,
-0.007625039,
0.0015730227,
-0.025784673,
0.01685535,
0.016884016,
-0.03216276,
0.033567373,
0.027246617,
0.0021033355,
0.012240195,
0.02876589,
0.0337107,
0.008126686,
-0.03253541,
0.014160788,
-0.034656662,
-0.010993243,
-0.035774622,
-0.023133108,
-0.009552798,
0.043886974,
0.0008209996,
-0.051770005,
0.056872472,
-0.07470245,
-0.034885988,
0.002800267,
0.0006360171,
0.06501349,
0.026888296,
0.030328164,
-0.06616011,
0.016898349,
-0.001740537,
0.07017329,
0.008721497,
-0.0074100476,
-0.023692086,
0.045893565,
-0.0075748744,
0.0059230216,
-0.0016007924,
-0.04010312,
0.007653705,
0.0013320528,
-0.011652551,
0.02154217,
0.007897362,
0.03428401,
0.013788135,
0.033338048,
-0.05862107,
0.01618171,
0.0066217445,
0.04933343,
0.0040848423,
0.010427098,
0.04962009,
0.020366881,
-0.005249381,
0.0014225285,
0.014060458,
0.01401746,
0.038440518,
-0.04170839,
0.038841836,
0.031073468,
-0.028407572,
0.0082628485,
0.011430393,
-0.02154217,
0.03345271,
0.0025458601,
0.03623327,
0.009402304,
-0.018704278,
-0.042797685,
0.005779694,
-0.002278912,
0.040418442,
0.033854026,
0.010133276,
-0.0061200974,
0.0040131784,
-0.043199003,
-0.009094149,
-0.036003944,
-0.01461227,
-0.018073637,
-0.040303778,
0.010319602,
0.012655845,
-0.0060699326,
0.025612678,
-0.005123969,
0.051884666,
-0.046008226,
0.025741674,
0.01105774,
-0.020897195,
-0.0045829066,
-0.020037228,
0.016726354,
-0.015966717,
0.04557824,
-0.036720585,
0.0010821249,
-0.035401966,
0.034570668,
0.028722892,
-0.009853787,
-0.028737225,
0.0397018,
-0.042711686,
0.005579035,
-0.056471154,
-0.007990525,
0.030872809,
0.043428324,
0.038010534,
-0.041192412,
0.025326023,
-0.018646948,
-0.0032911648,
0.023061445,
-0.028937884,
-0.01876161,
-0.0060806824,
-0.036462594,
-0.038010534,
0.042195708,
0.051053364,
0.006112931,
-0.021972153,
-0.033882692,
-0.022703124,
0.013279322,
-0.026472647,
-0.023204772,
0.0029794269,
-0.011874708,
-0.015766058,
-0.0059337714,
-0.01983657,
-0.023219105,
0.025784673,
-0.024294063,
0.04170839,
-0.0027465192,
0.04024645,
0.015938053,
-0.020237885,
-0.0056650317,
0.037895873,
0.033682033,
-0.08582469,
-0.009122815,
0.018216964,
-0.033051394,
-0.054206576,
-0.0015085251,
0.015035087,
0.00015015827,
0.018517952,
-0.0089436555,
0.010799751,
0.030557489,
-0.0076322057,
-0.0096101295,
-0.00043961324,
-0.01097891,
-0.0052780467,
-0.072867855,
-0.02376375,
0.034885988,
-0.045606907,
0.020968858,
-0.012620013,
-0.015422072,
0.008528004,
-0.03376803,
-0.02309011,
-0.026486978,
-0.019678907,
-0.010133276,
0.019879567,
-0.006851069,
0.02273179,
-0.085022055,
0.012949667,
-0.021126518,
-0.03282207,
-0.03758055,
0.057560448,
0.008047856,
-0.043571655,
-0.020653537,
-0.016425367,
0.03889917,
-0.043628983,
-0.006482,
-0.0137308035,
-0.017385663,
0.0224738,
-0.0123046925,
-0.018532285,
0.019291922,
-0.020080226,
0.0032159176,
0.034398675,
-0.010398433,
-0.035229973,
-0.027561937,
0.008047856,
0.05417791,
-0.017758315,
-0.06902667,
-0.007123392,
0.02515403,
0.01891927,
0.054693893,
-0.0042890846,
-0.052400645,
-0.008571003,
-0.022717457,
0.06340822,
-0.010477263,
0.011308564,
-0.009208811,
-0.05684381,
-0.04681086,
0.061974943,
0.0075032106,
-0.054235242,
0.0293822,
-0.051053364,
-0.019363586,
-0.018732945,
-0.0067901546,
0.0009280475,
0.005489455,
0.0018489287,
0.03176144,
-0.0046223216,
0.027303947,
0.053919923,
-0.020338215,
0.00198509,
0.007402881,
-0.0015533151,
-0.0010722711,
0.0052422145,
0.057703774,
0.04122108,
0.0028575982,
0.0020191304,
0.01115807,
-0.054321237,
0.06014035,
-0.045750234,
-0.014318448,
-0.02912421,
0.01494909,
0.06719208,
-0.042281702,
-0.054321237,
-0.020280885,
0.029726187,
0.03640526,
0.0013428024,
0.016067047,
-0.032191426,
-0.024351394,
-0.02376375,
0.0059337714,
0.006994397,
-0.02134151,
0.0072523872,
0.04758483,
0.0639242,
-0.038583845,
0.017442994,
0.0088361595,
0.0674214,
-0.017271,
-0.048788786,
0.030184835,
0.023104442,
0.012426521,
-0.01969324,
-0.024165068,
-0.008678499,
0.003966597,
-0.034054685,
-0.033796698,
-0.03158945,
-0.0021087104,
0.023391098,
-0.033940025,
0.01891927,
0.06036967,
-0.023649087,
-0.0016213958,
-0.011889041,
0.043944307,
-0.004135007,
0.014497608,
0.027074622,
0.02876589,
0.002515403,
-0.036978573,
-0.06283491,
0.025956666,
0.054550562,
-0.07103326,
-0.032019433,
0.04566424,
0.004973475,
-0.061516296,
-0.06306423,
-0.016325038,
-0.014820095,
0.02360609,
-0.036663253,
0.0006033205,
-0.0043607485,
0.0250967,
-0.0067686555,
0.009903952,
-0.039816465,
0.009065484,
0.03262141,
-0.015164082,
-0.028335907,
0.03950114,
0.025584014,
-0.037752543,
-0.03571729,
-0.06518549,
-0.015450737,
-0.05973903,
-0.0052386313,
0.031302795,
-0.0017656194,
0.051024698,
0.019607244,
-0.027389944,
0.026257655,
0.011208234,
0.0033986606,
-0.006345839,
-0.028823221,
-0.068682685,
-0.0065070824,
-0.0069693145,
-0.00071216,
0.030872809,
-0.0055539524,
0.008778828,
0.0051884665,
-0.005163384,
0.021986486,
-0.045893565,
0.0120897,
-0.045807566,
-0.018575285,
0.02195782,
-0.016296372,
-0.010255105,
0.011781545,
0.001999423,
-0.037351225,
0.030242167,
-0.029554194,
-0.023018446,
-0.00054778095,
-0.05830575,
0.014640936,
-0.022717457,
-0.029353535,
-0.022086816,
-0.021886157,
0.01995123,
0.026171658,
0.015121084,
-0.007840031,
0.028937884,
0.049706083,
-0.011172403,
0.022545464,
0.0013347402,
0.050336726,
0.004607989,
0.000725597,
0.003780271,
0.07831431,
0.018618282,
-0.02969752,
0.00907265,
0.028307242,
0.0016527488,
-0.0057151965,
-0.002947178,
0.05495188,
-0.01927759,
0.023305101,
-0.011430393,
-0.002596025,
-0.033739366,
0.023950076,
0.008141019,
0.006567997,
-0.0067077414,
0.04256836,
0.011738547,
0.037752543,
0.010907246,
0.030758148,
0.0038196861,
-0.0068546524,
-0.014153621,
0.029281871,
0.00553962,
0.013272155,
0.008241349,
-0.022301806,
0.020424213,
0.009273309,
-0.033338048,
-0.0006060079,
-0.017500326,
-0.018331626,
-0.025225693,
-0.010814083,
0.005894356,
0.05211399,
0.04623755,
-0.04526292,
-0.06770805,
-0.0423677,
-0.007990525,
-0.00907265,
-0.066217445,
-0.0198509,
-0.017844312,
-0.02273179,
0.012354857,
0.00976779,
-0.021642499,
0.036720585,
0.016740687,
0.01484876,
-0.015852055,
0.011960706,
0.005657865,
0.0090368185,
-0.02386408,
-0.006757906,
-0.009753457,
0.012892337,
0.00063064235,
0.007474545,
0.02040988,
0.062089607,
0.03118813,
-0.050852705,
-0.046151552,
-0.040905755,
-0.0019241758,
0.00268023,
-0.033825364,
-0.018016305,
-0.006317173,
0.009875285,
-0.030586153,
0.004260419,
-0.007560542,
-0.00021353604,
-0.01484876,
0.01340115,
-0.019406585,
0.03947248,
0.0242224,
0.0011143737,
0.0016196042,
0.026142992,
0.024466056,
0.01804497,
-0.026228989,
-0.00552887,
0.0501074,
0.07051728,
0.022502465,
-0.019965563,
0.034140684,
0.0024652383,
-0.0022771205,
0.011021908,
0.01494909,
0.016511364,
0.059567038,
-0.002017339,
-0.024079071,
0.015235746,
0.0049268934,
0.014719766,
0.0051311357,
-0.0045506577,
-0.062490925,
-0.03428401,
-0.004661737,
0.013616142,
0.035487965,
-0.054292575,
-0.020997524,
-0.03253541,
0.04747017,
0.0010131485,
0.029339202,
0.05050872,
0.046409544,
0.0141177885,
0.016970012,
0.021671165,
-0.011580886,
0.011989371,
-0.034828655,
0.029238872,
-0.033796698,
-0.0040095956,
-0.01679802,
0.027920257,
-0.07195056,
0.012655845,
0.016411034,
-0.020338215,
-0.0036136524,
-0.056671813,
0.0062168436,
-0.036519926,
0.027733931,
-0.046294883,
0.013752303,
0.0092231445,
0.014863093,
-0.04133574,
0.024079071,
-0.035545297,
0.02185749,
0.0014888176,
0.111795686,
-0.00943097,
0.108642474,
0.034542,
0.026386648,
0.011179569,
0.03313739,
-0.032105427,
-0.011645384,
0.032908063,
0.009008152,
-0.027361277,
-0.06610279,
-0.04526292,
-0.022860786,
0.0501934,
0.0060269344,
-0.015751725,
-0.006883318,
-0.052744634,
-0.060312342,
0.004532742,
0.07212255,
0.02432273,
0.00032024807,
-0.01062059,
-0.028651228,
-0.013845466,
-0.033997357,
0.00050702214,
0.042138375,
-0.018775942,
-0.069313325,
0.02215848,
-0.019764904,
-0.04076243,
-0.011308564,
-0.01407479,
-0.034341343,
-0.024150735,
0.0241794,
0.048731454,
0.0066898256,
-0.009939783,
-0.0023183273,
0.020151889,
0.03267874,
0.054779887,
0.08834726,
0.057331122,
-0.025555348,
-0.0025978165,
-0.0029149293,
-0.006399587,
-0.020581873,
0.0029865932,
-0.0062920908,
0.026501311,
-0.09499767,
-0.054665226,
-0.064669505,
0.0483588,
-0.010118943,
-0.0008890803,
-0.060598996,
0.019048266,
-0.03669192,
-0.019435251,
-0.010885747,
0.017844312,
-0.02154217,
0.026200322,
-0.04016045,
-0.04689686,
0.24423058,
0.057130463,
0.08204084,
0.052916627,
0.005435707,
0.029984178,
0.004074093,
-0.054292575,
-0.008334512,
-0.026157325,
0.0058298586,
0.005525287,
0.015536734,
0.03359604,
-0.027232284,
0.043113004,
-0.014225285,
-0.0123835225,
0.006482,
-0.054980546,
-0.034341343,
0.069084,
0.00023380348,
0.021800159,
0.004020345,
-0.005897939,
0.07722502,
-0.05056605,
-0.0198939,
-0.01983657,
-0.00519205,
0.0015882512,
0.0013705721,
-0.047642164,
-0.02958286,
0.030758148,
0.00070947263,
-0.014605103,
0.0066754925,
0.046266217,
0.017041676,
-0.020868529,
0.024924705,
0.015780391,
-0.06524282,
-0.009445302,
0.024595052,
0.04036111,
0.015594065,
-0.03726523,
0.054407235,
-0.023419764,
0.0013213032,
-0.048616793,
-0.03783854,
0.006664743,
-0.026142992,
-0.038956497,
-0.009165813,
0.05781844,
-0.009954116,
0.039816465,
0.011072073,
-0.013042831,
-0.0060269344,
0.044918936,
-0.012569848,
0.04787149,
-0.043800976,
0.01907693,
0.0039056828,
-0.000992545,
-0.0074960445,
-0.045606907,
-0.0035151145,
0.019134263,
-0.031102134,
0.027977588,
-0.011459058,
-0.037035905,
-0.006585913,
0.009445302,
0.020180555,
0.0006324339,
0.0051490515,
0.044374287,
-0.034456003,
-0.021599501,
-0.028178247,
0.010161942,
0.033223387,
0.021140851,
0.023147441,
-0.018718611,
-0.0030994639
] | Visualize the spectrogram, if you'd like to:
plt.figure()
plt.imshow(spectrogram.T)
plt.show()
Finally, use the vocoder to turn the spectrogram into sound.
with torch.no_grad():
speech = vocoder(spectrogram)
from IPython.display import Audio
Audio(speech.numpy(), rate=16000) |
[
0.033467855,
-0.0013803648,
-0.024061471,
0.01155157,
-0.015569187,
-0.039129376,
-0.0340576,
-0.002546948,
-0.004740051,
0.024665957,
0.025034545,
-0.0010348128,
0.03128581,
-0.03898194,
-0.004799025,
-0.015613418,
-0.0069700126,
-0.032642215,
-0.036622975,
-0.0025690633,
0.000947273,
-0.02235122,
-0.040751167,
0.019166613,
-0.03420503,
-0.011205097,
0.023707626,
-0.007390204,
0.083566435,
0.042992186,
0.03125632,
0.011809582,
-0.0041023926,
-0.04694346,
0.023132628,
-0.07171262,
0.02970825,
0.014389703,
-0.013180733,
-0.015215342,
-0.016129442,
-0.03674092,
0.0065498212,
-0.044201158,
-0.033821702,
0.010349971,
0.020390328,
-0.0006754388,
-0.015436496,
0.0027423,
0.007968888,
-0.013107015,
0.014625601,
-0.012229773,
0.014315985,
-0.027098643,
-0.016999312,
0.009494845,
-0.042903725,
-0.007880427,
0.045174234,
0.03349734,
-0.0056394073,
-0.07118185,
0.017471105,
-0.027157616,
-0.023796087,
0.009163115,
-0.017692259,
-0.039040916,
-0.069117755,
-0.0049096015,
-0.0031809206,
-0.021628786,
-0.019033922,
-0.0141538065,
-0.026936464,
-0.0039254697,
0.011699006,
0.026331978,
0.008484912,
0.015318546,
0.019564688,
-0.012974323,
-0.033055037,
-0.016689697,
0.058561374,
-0.021378145,
-0.003628756,
0.005156556,
0.016557004,
0.050216526,
-0.051454984,
-0.04063322,
-0.010858623,
0.0283371,
0.011359904,
0.02667108,
0.010187792,
-0.0030500717,
0.007084275,
0.04142937,
-0.036976818,
0.07943824,
-0.022365963,
0.009561191,
0.017515335,
-0.03402811,
-0.002218904,
-0.02987043,
-0.0060853995,
0.01292272,
0.03768451,
-0.017633284,
-0.019461485,
0.04145886,
0.04470244,
0.0088682445,
-0.052457545,
-0.00050266285,
-0.011124007,
-0.030194787,
0.0053408504,
-0.037949894,
0.051366523,
-0.016822388,
0.018075591,
-0.02900056,
-0.0013121758,
-0.015687136,
0.031138374,
0.007917286,
0.016276877,
0.04558705,
-0.0021617727,
0.01055638,
-0.013497719,
0.046383202,
-0.0019461483,
0.0011370962,
-0.013630411,
0.037153743,
0.016763415,
0.06675879,
-0.04216655,
-0.00056440145,
0.022454424,
-0.049331915,
-0.030843504,
-0.0031274753,
-0.00037181386,
0.024415316,
0.021304427,
0.028115947,
-0.002189417,
-0.02392878,
-0.011382019,
-0.0347358,
-0.015569187,
0.009561191,
-0.0011822484,
0.045439616,
-0.08427412,
0.05107165,
0.0040065595,
0.02305891,
0.015583931,
0.0429627,
0.01994802,
-0.023737114,
-0.001418145,
-0.001372993,
-0.010040357,
0.024960827,
0.018724307,
0.04511526,
0.020080714,
0.027187103,
0.02472493,
-0.024415316,
0.015348034,
0.0014927842,
-0.012701567,
0.028263383,
-0.0024971885,
-0.033143498,
0.009406384,
-0.009760229,
0.0219384,
0.0033172984,
0.010534265,
0.07242031,
-0.010607983,
0.0059858807,
-0.027865307,
0.014765664,
0.01013619,
0.013011182,
0.0014374959,
-0.04145886,
-0.03340888,
0.05584856,
-0.038421687,
0.038569123,
-0.037537076,
0.0014172236,
-0.008551258,
0.046088334,
-0.0012688666,
0.05384344,
0.0033080836,
0.027688384,
-0.0032491095,
0.0038701815,
0.04437808,
-0.025064033,
-0.0023737112,
-0.019299304,
0.032760166,
0.01935828,
0.013033297,
-0.0006878787,
0.024120444,
-0.012038107,
0.019004434,
0.018429436,
-0.01878328,
0.029280687,
-0.013799962,
-0.020331353,
0.015923033,
0.028263383,
0.0061812326,
0.044230644,
-0.003943899,
0.033143498,
0.051749855,
0.0017830479,
0.007084275,
-0.0141538065,
0.0010643,
0.009133629,
0.052634466,
0.073128,
0.00056071556,
0.011676891,
-0.0022041604,
-0.00015837797,
0.02040507,
0.009030423,
-0.05558318,
0.055199847,
0.013291309,
0.041812703,
-0.052575495,
0.007548697,
0.01823777,
0.04001399,
-0.021083275,
-0.062925465,
-0.022587117,
0.0027607295,
-0.037949894,
-0.011898044,
0.038539637,
-0.017677514,
-0.026331978,
0.026464669,
-0.00444518,
-0.028189665,
-0.059652396,
-0.0861613,
-0.096009985,
-0.014035858,
-0.017500592,
-0.046560127,
0.00079523015,
-0.03992553,
0.040574245,
-0.00067313516,
-0.025019802,
0.011293558,
-0.0028012742,
0.036564,
0.0145666255,
-0.0010910226,
-0.011470481,
0.042402446,
0.0062623224,
0.012996438,
0.03511913,
-0.010563753,
-0.0011859342,
0.004168738,
0.012568875,
-0.012812143,
0.021304427,
0.05466908,
-0.016026238,
0.029605046,
0.016173672,
0.005197101,
0.02854351,
-0.014684575,
-0.01837046,
-0.026390951,
0.005186043,
0.008742924,
0.016144186,
0.07648953,
-0.034706313,
0.012716311,
0.007585556,
0.03901143,
0.0048432555,
0.034676827,
0.047592174,
0.00079891604,
-0.03323196,
-0.015348034,
-0.05974086,
-0.0025064033,
0.0173679,
0.0011499968,
0.03452939,
0.02779159,
-0.003691416,
-0.06310239,
0.016394826,
-0.07318697,
-0.04694346,
-0.008359592,
-0.027393512,
0.0429627,
0.04213706,
0.00009934618,
-0.036092207,
-0.009811832,
-0.016276877,
-0.02148135,
0.019992251,
-0.013534578,
-0.009317922,
0.025329417,
-0.004341975,
0.048948582,
-0.0041060783,
-0.06351521,
-0.02443006,
-0.020065969,
0.04924345,
0.025683261,
0.023545448,
0.0072611975,
0.016586492,
0.039276812,
-0.010209908,
0.022734553,
0.030548632,
-0.0037503901,
0.06404597,
0.0340576,
0.029560816,
0.022823013,
-0.000792005,
0.0023644967,
0.010666957,
0.006103829,
0.073894665,
-0.03606272,
0.011617917,
-0.029678764,
-0.057971634,
0.021628786,
-0.0027404572,
-0.042313986,
0.034558877,
0.0015545229,
0.03789092,
-0.038539637,
-0.020965327,
0.024459546,
-0.007445492,
0.023840318,
-0.0030685011,
0.003361529,
-0.05107165,
-0.05726394,
0.0104679195,
-0.005009121,
-0.024960827,
0.035885796,
0.00313669,
0.009826575,
-0.038863994,
-0.055612665,
-0.0038406944,
0.006623539,
0.022424938,
0.016866619,
0.05413831,
-0.005130755,
0.022336476,
0.018296743,
-0.044142183,
-0.030725555,
-0.029590301,
0.02580121,
-0.02538839,
0.012074966,
0.0024769162,
-0.022955704,
-0.0068078334,
-0.0008219528,
0.0065019047,
0.0047769095,
-0.014920471,
-0.0010661428,
0.018385205,
0.020183917,
0.0012080495,
0.0112198405,
-0.05729343,
0.056231894,
0.04001399,
-0.030460171,
-0.015023676,
-0.010047728,
0.017132003,
0.018576872,
0.021540325,
-0.015200598,
-0.012097081,
-0.048830632,
-0.033055037,
0.017928155,
0.057145994,
-0.008882988,
0.015303804,
-0.04602936,
-0.018930716,
0.0051012677,
-0.034381956,
-0.0032233084,
0.009059911,
-0.015274316,
-0.003814893,
0.022159554,
0.03311401,
-0.024105702,
0.039070405,
-0.031138374,
0.052781902,
-0.03441144,
0.007651902,
-0.017928155,
0.02426788,
-0.00947273,
0.038244765,
0.0016402198,
-0.022248015,
-0.029737737,
0.022306988,
-0.03980758,
-0.029678764,
-0.010268882,
0.0004549767,
-0.028278125,
-0.0009011994,
0.019594176,
0.04744474,
0.025285186,
-0.0052044727,
-0.026980694,
-0.012664708,
-0.021407632,
0.012045479,
-0.027349282,
-0.037920408,
-0.017176233,
-0.0130996425,
0.0084554255,
-0.006037483,
-0.028204408,
-0.019505715,
-0.04042681,
-0.009008308,
-0.009612794,
-0.056202408,
0.04104604,
0.007629786,
0.012251888,
0.028469792,
-0.014913099,
-0.07466133,
-0.02733454,
-0.025521083,
0.016276877,
0.030548632,
0.031197349,
0.06540238,
-0.015126881,
-0.013357655,
0.042844754,
-0.021407632,
0.0026298806,
-0.033998623,
0.0006487161,
0.027305052,
-0.020655712,
-0.021039044,
0.041665267,
-0.02061148,
0.014116948,
0.004153995,
-0.028705688,
-0.0016254762,
-0.04063322,
-0.03603323,
0.05160242,
-0.018680075,
-0.075427994,
-0.039748605,
-0.04001399,
-0.00527819,
0.036888357,
0.047090895,
-0.022808269,
-0.05658574,
-0.047356278,
0.04092809,
-0.015760854,
0.005263447,
-0.037802458,
-0.0246807,
-0.044142183,
0.028853124,
0.016011493,
-0.019549945,
-0.028602485,
-0.020862121,
0.012030736,
-0.07265621,
-0.0134387445,
-0.0010219122,
0.010703816,
-0.035414003,
0.007836196,
0.010209908,
-0.034647338,
0.005104954,
-0.036003746,
0.029428123,
0.05198575,
-0.008824014,
-0.030519145,
0.05384344,
0.00789517,
0.006723058,
-0.00889036,
-0.025639031,
0.052133188,
-0.030872991,
0.036593486,
-0.0511896,
-0.03012107,
-0.02156981,
-0.013527206,
0.045675512,
-0.06829212,
-0.006476104,
-0.027113385,
-0.02783582,
0.03848066,
-0.045174234,
-0.026022363,
0.007180108,
-0.05658574,
-0.0011260385,
-0.011197725,
-0.020493532,
-0.013844192,
-0.007216967,
-0.013453488,
0.03158068,
-0.021820452,
0.04134091,
0.069353655,
0.020154431,
0.001254123,
-0.047415253,
0.013107015,
-0.012052851,
0.008905103,
-0.047149867,
-0.0069036665,
-0.008735552,
-0.010018242,
-0.033880673,
-0.010372086,
-0.022085836,
0.0018890172,
-0.001924033,
-0.041665267,
0.035266567,
0.00594165,
-0.011101892,
-0.07318697,
0.03730118,
0.0153775215,
-0.010807021,
-0.0012633378,
0.016881363,
-0.023191601,
0.006162803,
-0.055288307,
-0.031669144,
-0.003101674,
0.05862035,
0.0063839564,
-0.029811455,
0.015878802,
0.0015738738,
-0.014640343,
-0.058502402,
-0.037212715,
-0.0092073465,
-0.025462108,
-0.00010499019,
0.03606272,
0.0047437367,
0.0002967139,
0.024651213,
0.027113385,
-0.04449603,
-0.014035858,
-0.004013931,
0.033762727,
-0.025830697,
0.050865244,
0.061745983,
-0.03963066,
0.004013931,
-0.03037171,
-0.0018023988,
0.009516961,
-0.0075007803,
0.045026798,
-0.010784905,
0.015480726,
0.006656712,
-0.017426874,
0.042697318,
-0.018842256,
0.005038608,
0.013018553,
-0.012458298,
-0.0637511,
-0.04116399,
0.04437808,
-0.018090334,
0.047975507,
-0.035826825,
0.04998063,
0.035885796,
0.027983256,
0.020935839,
-0.022365963,
0.03281914,
-0.04122296,
-0.0057278685,
-0.0404563,
0.015893545,
-0.00012405314,
-0.014242268,
0.019918535,
-0.04944986,
-0.017515335,
-0.03585631,
0.0013324482,
-0.0015886173,
-0.030843504,
0.011271443,
-0.023088397,
-0.039424248,
0.025167238,
-0.028572997,
-0.0042240266,
0.04408321,
0.036210153,
0.0130627835,
-0.00042894512,
0.01475092,
0.003062972,
-0.00277363,
-0.029221714,
-0.014559254,
-0.0113893915,
-0.016070468,
-0.013799962,
0.04213706,
0.0035347657,
-0.033821702,
0.007080589,
-0.004994377,
0.020788403,
0.023958266,
-0.014979445,
0.015362778,
0.02459224,
0.0035992688,
-0.006074342,
0.023368524,
-0.040957578,
-0.005904791,
0.021363402,
0.0048543136,
-0.002578278,
0.052546006,
0.05649728,
0.043994747,
0.019299304,
0.050540883,
0.02908902,
0.04151783,
0.016276877,
0.008035234,
0.016896106,
-0.015421752,
-0.010563753,
0.0036490283,
0.021215966,
0.026243517,
-0.011920159,
-0.010600612,
0.0024031985,
-0.003851752,
-0.036711436,
0.0026648964,
0.023619164,
0.015171112,
0.023545448,
-0.037655022,
0.0012043637,
-0.0053261067,
-0.030637093,
0.02908902,
-0.08710489,
-0.014161178,
0.013040668,
-0.021083275,
0.039748605,
0.0138147045,
-0.030224275,
0.006951583,
0.02987043,
0.005396139,
-0.00764453,
0.026818514,
0.031669144,
0.034706313,
-0.0070068715,
-0.008964078,
-0.042431932,
0.019019177,
-0.06705366,
-0.0329076,
0.04856525,
0.030872991,
0.006207034,
-0.0347358,
-0.06894083,
0.00017001154,
0.02534416,
-0.011780095,
-0.032258883,
0.034293495,
-0.0044525517,
0.009310551,
0.008440682,
-0.009354781,
0.023663396,
-0.002873149,
0.021702504,
0.010018242,
-0.017942898,
-0.0020290809,
0.030784529,
-0.04196014,
0.0104679195,
-0.0029468667,
0.04756269,
0.01175798,
0.008381708,
-0.0022391765,
0.037743483,
0.0429627,
0.03270119,
0.009303179,
0.028646715,
0.027894793,
-0.011721121,
-0.024931341,
0.075722866,
0.025403135,
-0.024297368,
0.039955016,
-0.017471105,
0.024710188,
-0.008927219,
-0.010099331,
-0.00776985,
-0.025108263,
0.0029874116,
-0.009568563,
-0.025963388,
0.026744798,
0.02737877,
-0.044849876,
-0.020670455,
0.02575698,
0.032347344,
0.0139842555,
-0.006627225,
-0.00567258,
0.04977422,
0.009774973,
0.034087084,
-0.02052302,
-0.036416564,
-0.015171112,
-0.0035808394,
0.03983707,
-0.0147361765,
-0.04470244,
0.0011251171,
-0.001877038,
-0.07200749,
0.024489034,
-0.008440682,
-0.03889348,
0.009332666,
-0.01782495,
0.017972386,
-0.019535203,
0.03800887,
-0.041930653,
-0.029678764,
0.0024658586,
-0.0022023176,
-0.04956781,
0.03685887,
-0.019019177,
0.005322421,
0.013696756,
0.060566496,
0.009568563,
0.10538688,
0.005156556,
0.002288936,
-0.024946084,
0.062807515,
-0.02260186,
-0.0051160115,
0.008123695,
-0.021319171,
-0.038067844,
-0.004139251,
-0.06882288,
-0.00627338,
-0.02356019,
0.026538387,
-0.037212715,
0.01084388,
-0.0024382144,
-0.0310794,
0.00893459,
0.07625363,
0.045469105,
0.007666645,
-0.026184542,
-0.007180108,
-0.037124254,
-0.028941587,
-0.016099954,
0.026022363,
-0.008801898,
-0.04511526,
0.0011195883,
-0.054079335,
-0.06198188,
0.00054136466,
0.03665246,
-0.011794839,
0.03989604,
0.014802523,
0.07902542,
0.012790028,
0.001011776,
-0.018223027,
-0.0031495905,
0.034824263,
-0.023368524,
0.066110075,
0.0026059223,
0.011979133,
0.028720433,
-0.028263383,
0.015760854,
-0.028410818,
-0.017058285,
-0.03270119,
0.007880427,
-0.061628032,
-0.004249828,
0.0017673828,
0.038333226,
-0.014080089,
-0.02235122,
-0.057971634,
0.0044562374,
-0.09477153,
0.009111513,
-0.014802523,
0.018060846,
-0.031020425,
0.011920159,
-0.0030426998,
-0.02733454,
0.25972235,
0.014890984,
0.03800887,
0.020758916,
0.01981533,
0.017294182,
0.040780656,
-0.03898194,
0.01994802,
-0.0035679387,
0.02431211,
-0.018812768,
-0.011212469,
-0.032553755,
-0.031521708,
0.0167929,
-0.036622975,
-0.031020425,
0.020935839,
-0.05334216,
-0.025462108,
0.026228772,
0.013615667,
0.07460236,
0.020921096,
-0.021923658,
0.008123695,
-0.032199908,
-0.026331978,
-0.037212715,
0.018517897,
-0.0404563,
0.01051215,
-0.008108952,
-0.027953768,
0.0043567186,
0.025314672,
-0.023840318,
-0.02239545,
0.004541013,
0.020832634,
-0.003881239,
0.019623663,
-0.0128563745,
-0.057765223,
0.027246078,
-0.01346086,
0.043434493,
0.085158736,
-0.061215214,
0.026936464,
-0.060861368,
0.07006134,
-0.045616537,
-0.021319171,
-0.03918835,
-0.06257162,
-0.04835884,
0.037124254,
0.01337977,
0.00020525783,
-0.0008675657,
-0.019387767,
0.023633908,
-0.030283248,
0.008035234,
-0.03992553,
0.017957643,
0.004942775,
0.0047511086,
-0.0032914972,
-0.027216591,
-0.020788403,
-0.0099224085,
0.0029579245,
0.073894665,
-0.023781344,
0.060684446,
0.01944674,
0.004614731,
-0.03756656,
-0.004109764,
-0.012038107,
0.00061692536,
0.042313986,
0.030312736,
-0.029619789,
0.013033297,
-0.04428962,
0.062689565,
0.037713997,
0.0056541506,
0.0013794432,
0.021363402,
-0.01445605
] |
In our experience, obtaining satisfactory results from this model can be challenging. The quality of the speaker
embeddings appears to be a significant factor. Since SpeechT5 was pre-trained with English x-vectors, it performs best
when using English speaker embeddings. If the synthesized speech sounds poor, try using a different speaker embedding.
Increasing the training duration is also likely to enhance the quality of the results. Even so, the speech clearly is Dutch instead of English, and it does
capture the voice characteristics of the speaker (compare to the original audio in the example).
Another thing to experiment with is the model's configuration. For example, try using config.reduction_factor = 1 to
see if this improves the results.
Finally, it is essential to consider ethical considerations. Although TTS technology has numerous useful applications, it
may also be used for malicious purposes, such as impersonating someone's voice without their knowledge or consent. Please
use TTS judiciously and responsibly. |
[
0.03893049,
0.01042172,
0.0037438627,
-0.020999731,
-0.0033957618,
-0.021923264,
0.045068435,
-0.00927796,
-0.005981656,
0.003218159,
-0.017490305,
-0.0037829354,
0.040720724,
-0.059333477,
-0.010023891,
0.043420285,
-0.002244897,
-0.03836216,
-0.03696976,
-0.00086226064,
0.014542101,
0.019877283,
-0.07541717,
-0.021781184,
-0.029382573,
0.050439138,
0.039214656,
-0.0039960584,
0.07064321,
0.030774979,
-0.017135099,
-0.01026543,
0.026001021,
-0.046205092,
-0.020431403,
-0.020019365,
0.0022928496,
-0.009768143,
-0.05882198,
-0.038646325,
-0.0027794808,
0.007104104,
0.01839963,
-0.039612483,
-0.029382573,
0.010435929,
0.0036355252,
-0.011331046,
0.016921977,
-0.021695934,
-0.009881808,
0.02212218,
-0.0139169395,
0.036032017,
-0.025986813,
-0.025304819,
-0.015089117,
0.0023621146,
-0.047228083,
-0.008041846,
0.057514828,
0.050467554,
-0.006564192,
-0.03233788,
0.00031480062,
0.008389947,
-0.021738559,
-0.011636523,
-0.023003088,
-0.006756003,
-0.0180018,
0.020687152,
0.013355715,
-0.056406587,
-0.015671654,
0.011238692,
-0.011082402,
-0.01197752,
0.0396409,
0.027237134,
0.05424694,
0.049586646,
0.020985523,
0.03250838,
-0.019223705,
-0.04043656,
0.050552804,
-0.0043406077,
0.004525314,
-0.054843683,
-0.008638591,
0.02362825,
-0.04367603,
0.017589761,
0.043192953,
0.01997674,
-0.029354159,
0.031826384,
-0.009142982,
-0.00066423375,
0.028956328,
0.08979587,
-0.0048769675,
0.03407128,
-0.014101647,
-0.002791913,
0.00095106196,
-0.0029837238,
0.010030995,
-0.034525946,
0.013057344,
-0.014435539,
0.020957107,
-0.0017893462,
0.007107656,
0.008262073,
-0.025631607,
0.038333744,
-0.04074914,
-0.04796691,
-0.030320317,
0.028984744,
0.027194511,
-0.058054738,
0.0032483516,
-0.04765433,
-0.0027102157,
0.03696976,
0.03100231,
-0.016666228,
-0.013291779,
0.018328588,
0.041431136,
0.04432961,
-0.04057864,
-0.05748641,
-0.004436513,
-0.007899764,
0.029069994,
-0.039981898,
-0.010769822,
0.008020533,
0.005605138,
0.08394209,
0.026469892,
0.020317737,
0.009114565,
-0.087295234,
-0.01459183,
0.008532029,
-0.026384642,
0.02615731,
0.025432693,
0.0034099699,
-0.0451821,
0.013256258,
-0.02909841,
0.012126706,
-0.016694644,
-0.017262973,
-0.0026160863,
0.0033922098,
-0.03696976,
0.04867732,
0.03688451,
0.0019500765,
-0.025660023,
0.008112887,
0.02560319,
-0.052371453,
-0.029950902,
0.0071431766,
-0.004855655,
0.016751477,
0.029382573,
0.023812957,
0.0302919,
-0.00014951918,
0.011309734,
-0.0061770184,
-0.021497019,
-0.01514595,
0.027734423,
0.0550426,
-0.047313333,
-0.014059022,
0.02624256,
-0.0134835895,
-0.0024242755,
-0.0070046466,
0.006894533,
0.03972615,
-0.04305087,
0.011252901,
-0.008823297,
0.01601265,
-0.045579933,
-0.02188064,
0.024153953,
-0.055610925,
-0.025063278,
0.059106145,
-0.0090009,
0.019763617,
0.042141546,
-0.04637559,
0.011487336,
-0.0068661165,
-0.027365008,
-0.046404008,
0.06291395,
0.01997674,
0.022647884,
-0.03543527,
0.013568839,
-0.020829232,
-0.02084344,
0.039669316,
-0.026839305,
-0.031258058,
-0.0043299515,
0.0033140646,
0.013661192,
0.038902074,
0.009540812,
0.021056565,
-0.021070773,
0.024494952,
0.0033016324,
-0.004635428,
0.022718925,
0.033019874,
0.016509937,
0.060242802,
0.032792546,
0.0321958,
0.044017028,
0.0056406585,
0.023770332,
-0.017305598,
-0.00245802,
-0.016396273,
0.04748383,
0.0106490515,
-0.0033051844,
-0.017461888,
0.009761039,
0.029553073,
0.016708853,
0.029609906,
-0.062345617,
0.024054496,
0.019280538,
0.01673727,
-0.06888139,
-0.02172435,
0.016921977,
0.059447143,
0.0038539765,
-0.03415653,
-0.017334014,
0.02490699,
0.019166872,
0.02021828,
0.04123222,
0.040635474,
-0.020829232,
0.004972873,
-0.020786608,
-0.04862049,
-0.047540665,
-0.0011828333,
-0.074792005,
0.020033574,
-0.0398114,
-0.0023763229,
0.012091185,
-0.05114955,
-0.024764907,
-0.029666739,
0.026839305,
0.0063084443,
-0.011842541,
0.03194005,
0.06365277,
0.01474812,
-0.061322626,
0.009718414,
-0.021312311,
-0.00010373102,
-0.0049444563,
0.005665523,
0.014272145,
-0.03489536,
0.032082133,
-0.002809673,
-0.028913703,
0.0013204754,
-0.028217502,
0.02021828,
-0.021511227,
0.027833879,
0.012758971,
0.01703564,
-0.02871479,
0.021212855,
0.012631097,
-0.005299662,
0.020090407,
0.03432703,
-0.011416296,
0.020957107,
0.003198623,
0.00063270924,
-0.041345887,
0.039527234,
0.073882684,
0.0052890056,
-0.05018339,
-0.02014724,
-0.07490567,
-0.014236624,
0.005931927,
-0.0045111063,
-0.021525435,
0.04631876,
-0.03401445,
-0.053650193,
-0.021440186,
-0.024253411,
-0.046205092,
-0.01982045,
-0.032394715,
0.056406587,
0.0049657687,
0.009633165,
-0.059049312,
-0.002727976,
-0.0023692187,
0.011565481,
0.019067416,
-0.006983334,
0.049984477,
0.019934116,
-0.027137678,
0.00017571557,
0.06751741,
-0.025148528,
0.00048085905,
0.011679147,
0.009491083,
-0.03822008,
0.02054507,
0.013092863,
-0.007171593,
0.040692307,
-0.07308702,
0.014286353,
0.031286474,
0.01530224,
0.011743084,
0.016140524,
0.015486947,
0.010038099,
-0.053252365,
-0.029666739,
0.012957886,
0.004660292,
0.047086,
-0.047767997,
0.046659756,
-0.016495729,
-0.019081624,
0.005889302,
0.02989407,
-0.029723572,
0.030661313,
0.028388,
0.033105124,
-0.013455173,
-0.022576842,
-0.019678367,
0.0077576814,
0.041260637,
0.0068696686,
0.017049849,
-0.02314517,
-0.009547916,
-0.017504513,
-0.034554362,
0.02243476,
0.013391236,
-0.044926353,
-0.0053600464,
-0.014932827,
-0.049842395,
0.009803664,
0.04765433,
0.06780157,
0.0004304643,
0.061663624,
-0.011934895,
-0.0006771099,
0.036941342,
0.017689219,
-0.0014643335,
-0.068938226,
0.0360036,
0.017532928,
-0.011316838,
-0.023670875,
0.003077853,
-0.03148539,
0.026469892,
-0.0078074103,
0.00006177241,
-0.026853513,
0.0051433714,
-0.036856093,
0.001226346,
-0.051121134,
-0.026967179,
-0.036742426,
0.008098679,
0.08223711,
-0.016467312,
0.0023496824,
-0.050609637,
0.004994185,
0.0033797775,
-0.012496119,
-0.05779899,
-0.001507846,
-0.00026351787,
-0.032565214,
0.0041985256,
0.02141177,
-0.016154733,
0.017348222,
-0.049757145,
0.04049339,
-0.0023709948,
0.004099068,
-0.014257937,
0.021866431,
0.00004509441,
-0.0032323673,
0.045864094,
0.035321604,
-0.0056513147,
0.023244629,
0.006287132,
0.0032288153,
-0.020999731,
-0.050552804,
-0.008638591,
0.011082402,
0.022534218,
0.04810899,
0.015202783,
-0.020275112,
0.047796413,
0.017262973,
-0.00931348,
-0.04862049,
0.035747852,
0.049529813,
0.028984744,
0.031712722,
0.010130452,
-0.012034352,
0.06552826,
0.028828455,
0.016112108,
-0.0025770138,
-0.029041577,
-0.010094932,
-0.008588862,
-0.0066814097,
0.0018204267,
-0.0226763,
0.039697733,
-0.017831301,
-0.0073456434,
-0.018115465,
-0.051234797,
0.01642469,
-0.012638201,
-0.00056566426,
0.029041577,
0.015941609,
0.016211566,
-0.012155122,
0.00037962556,
0.0032394715,
-0.0065499838,
-0.039868232,
0.02695297,
0.052684035,
-0.0022715372,
0.025347443,
-0.004116828,
-0.008368635,
0.0011322165,
-0.00082274404,
0.03702659,
-0.045096852,
-0.017390847,
-0.01204856,
-0.04853524,
0.008453884,
-0.015955817,
-0.041516382,
0.00896538,
-0.046034593,
0.0065357755,
-0.017646594,
-0.0041416925,
-0.028018586,
0.04717125,
-0.030178234,
-0.029638322,
-0.018641168,
0.017078266,
0.008468092,
0.025574775,
0.0129365735,
-0.033986032,
-0.02814646,
-0.046887085,
0.031172808,
-0.0753035,
-0.016680436,
-0.030405566,
-0.043789696,
0.0017191932,
0.04100489,
0.014918619,
-0.035634186,
0.0024438119,
-0.027748631,
0.00027794807,
-0.038134832,
-0.031797968,
-0.012197747,
0.0037829354,
-0.03242313,
0.044386443,
-0.02679668,
-0.0065997127,
0.01062774,
0.03060448,
0.019053208,
0.04037973,
-0.029382573,
-0.025319027,
0.030092984,
-0.0029819477,
-0.012730555,
0.065982915,
-0.021511227,
0.0018843636,
0.0050190496,
0.033758704,
-0.033673454,
-0.056946497,
-0.04037973,
0.020502444,
0.06780157,
-0.043249786,
0.0035289638,
0.0061699143,
0.009569228,
0.035463687,
0.0529682,
-0.008873026,
-0.009704206,
-0.046688173,
-0.051234797,
0.026455684,
-0.031599056,
-0.01879746,
-0.016041066,
0.008254969,
0.023969248,
-0.023287253,
0.015430114,
0.035719436,
-0.015501155,
-0.031826384,
-0.057457995,
0.015259615,
-0.0024420358,
-0.010435929,
-0.020573486,
-0.030888645,
-0.041715298,
0.021852223,
-0.034355447,
-0.06137946,
-0.022008514,
0.018300172,
0.04251096,
-0.03696976,
0.05026864,
0.009427146,
-0.029979318,
-0.06513043,
0.016950393,
0.0024740042,
0.025489526,
0.019451037,
0.049501397,
-0.0073172273,
0.024395494,
-0.016552562,
-0.011075298,
-0.013199425,
0.07246186,
-0.019223705,
-0.025617398,
0.0069513656,
0.027919129,
-0.043647617,
-0.0605838,
-0.02601523,
-0.010457241,
-0.023244629,
-0.011885166,
0.03290621,
0.0197352,
-0.049416147,
0.02909841,
0.067290075,
0.007942389,
-0.028885286,
0.011572585,
-0.0025130769,
-0.032991458,
0.022747342,
0.047881663,
0.0008049838,
-0.013163905,
-0.013767754,
0.007835827,
-0.03742442,
-0.034838527,
0.047455415,
-0.048648905,
0.031996883,
0.05978814,
0.012510328,
0.03645826,
0.026910346,
-0.009540812,
-0.0045111063,
-0.018271755,
-0.051916793,
-0.038475826,
0.023500375,
0.019138455,
0.0076866406,
-0.04123222,
0.0054097753,
0.0029109067,
0.0398114,
-0.014719703,
-0.08553341,
0.021937473,
-0.040408146,
-0.034866944,
0.028871078,
0.0034454905,
-0.0055447533,
0.028132252,
-0.0074522053,
-0.02814646,
-0.03338929,
0.02529061,
-0.022150597,
-0.02949624,
-0.045920927,
-0.009959954,
-0.07268919,
-0.039981898,
-0.0057720845,
-0.03466803,
0.059674475,
0.02639885,
-0.025816314,
-0.032053716,
-0.018698001,
0.04003873,
0.0188685,
0.028245918,
-0.019649953,
-0.007949492,
0.014321874,
-0.0014900859,
-0.023656666,
-0.009789456,
0.011245796,
-0.015515363,
0.03472486,
-0.002530837,
0.007171593,
-0.034923777,
0.022477385,
0.022221638,
0.0030902852,
-0.016751477,
-0.024224995,
0.0067311386,
-0.025446901,
-0.016367856,
-0.023486167,
-0.041203804,
-0.040635474,
0.04978556,
-0.004159453,
0.022690509,
-0.00971131,
-0.008553341,
0.0006597937,
0.008730944,
-0.0003765175,
-0.004450721,
-0.005871542,
-0.009938641,
0.02854429,
-0.008354426,
0.015486947,
0.026356226,
-0.038589492,
0.018058632,
0.016907768,
-0.00059940876,
0.027151886,
0.037367586,
0.05194521,
0.07399635,
0.021283897,
-0.027606549,
0.016396273,
-0.030121401,
-0.048790988,
0.007913972,
-0.059106145,
-0.04322137,
0.033446122,
-0.02529061,
-0.0068519083,
-0.02941099,
-0.007516142,
0.029780405,
0.03407128,
-0.012581368,
0.033815537,
0.014407123,
0.0035342919,
0.0069229496,
-0.021866431,
-0.047142833,
-0.024637032,
0.025247985,
-0.007778994,
-0.036259346,
0.007580079,
0.016041066,
0.016239982,
-0.011963312,
-0.0044649295,
-0.036770843,
0.008027637,
0.01601265,
0.009029316,
0.029723572,
-0.05035389,
0.024935406,
-0.0076227034,
0.039441984,
-0.009775247,
0.023273045,
-0.00051771157,
0.015046492,
0.016779894,
0.04211313,
-0.017234556,
-0.01114634,
0.025617398,
0.025944188,
0.04288037,
0.012922365,
0.004710021,
0.012751867,
0.07098421,
0.02315938,
-0.011515752,
0.015074909,
0.0604133,
0.014115855,
0.018698001,
-0.010244118,
0.021610685,
-0.001435917,
0.008091575,
-0.004891176,
-0.021468602,
0.011231588,
0.0266546,
0.010947424,
0.03441228,
0.018499088,
-0.02712347,
-0.021113398,
-0.0456936,
0.016467312,
0.007956596,
-0.04972873,
0.02584473,
0.029126827,
0.060811132,
-0.0059781037,
0.06297078,
0.04978556,
0.027194511,
0.032138966,
-0.014485268,
0.013284675,
-0.019138455,
0.0041985256,
-0.011643627,
0.019792033,
-0.040152397,
-0.01689356,
0.003072525,
-0.017405055,
-0.03742442,
0.052627202,
0.025432693,
0.00055722817,
0.023244629,
-0.04160163,
-0.04478427,
-0.043278202,
0.039697733,
-0.06996122,
-0.029126827,
0.007942389,
0.0027031116,
-0.045920927,
0.036770843,
0.004937352,
0.043874945,
0.0054168794,
0.05248512,
0.03955565,
0.054928932,
0.08564708,
0.011622314,
0.00021057008,
-0.0038184559,
-0.04901832,
0.018442255,
-0.0049480083,
0.009491083,
0.00299438,
-0.07195037,
-0.046176676,
0.018470671,
-0.008787776,
-0.030007735,
-0.016524145,
0.018726418,
0.011316838,
-0.02433866,
0.009682894,
0.06763107,
0.0056974916,
-0.030860228,
-0.0066387854,
0.025006447,
-0.040351313,
-0.051433712,
-0.037538085,
0.009121669,
0.036117263,
-0.04504002,
-0.0018559472,
-0.042056296,
0.0130502395,
0.015970025,
-0.018200714,
0.009661581,
0.021241272,
0.013931148,
-0.007793202,
0.014918619,
-0.07104104,
-0.017902343,
0.060924795,
0.050609637,
-0.00029770637,
0.07797465,
0.034838527,
0.0052286205,
0.0045111063,
0.008709632,
0.018996375,
-0.022065347,
0.008112887,
-0.006841252,
0.0159274,
-0.017873926,
-0.034099698,
-0.0031932949,
0.0147907445,
-0.0007445989,
-0.036259346,
-0.030092984,
-0.01114634,
-0.07041588,
0.005338734,
-0.022789966,
-0.002195168,
0.009391625,
-0.030490814,
-0.012084081,
-0.06723324,
0.23937988,
0.06103846,
0.025105903,
0.002582342,
0.00047730698,
0.026540933,
0.023329878,
0.008823297,
0.019166872,
-0.036912926,
-0.0057685324,
-0.0006766659,
0.018939542,
-0.0022964017,
-0.006415006,
0.05853782,
-0.044727437,
-0.00939873,
0.010499866,
-0.0321958,
-0.07109787,
0.023273045,
0.0074522053,
0.031996883,
0.03503744,
-0.022179013,
-0.014975451,
-0.049416147,
-0.036742426,
-0.05114955,
0.05185996,
-0.014066126,
0.035548937,
-0.042454127,
0.022548426,
0.047938496,
-0.030036151,
-0.027961753,
-0.009221127,
-0.025304819,
0.014634455,
-0.00032678878,
0.04393178,
-0.020488236,
-0.00666365,
0.029751988,
-0.04796691,
0.023187796,
0.011196068,
-0.038305327,
0.009441354,
-0.04458536,
-0.0071467287,
-0.054502685,
-0.035492104,
-0.035577353,
-0.033417705,
-0.07382585,
-0.023287253,
0.01035068,
0.0151175335,
0.02061611,
0.0010487434,
-0.020076199,
-0.04339187,
0.013057344,
0.014201104,
0.05066647,
-0.010130452,
0.006478943,
-0.036941342,
0.0024438119,
-0.004244702,
-0.012240372,
0.027464466,
0.01855592,
0.003960538,
0.025049072,
0.016779894,
-0.030831812,
-0.009263752,
0.015316448,
-0.013448069,
-0.0017920103,
0.0053778067,
0.058424152,
-0.03844741,
-0.004514658,
0.01062774,
0.03503744,
0.033730287,
-0.013774858,
0.010570907,
0.0027830328,
0.003555604
] | Before you begin, make sure you have all the necessary libraries installed:
pip install transformers datasets evaluate
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 MInDS-14 dataset
Start by loading the MInDS-14 dataset from the 🤗 Datasets library: |
[
0.0022789377,
-0.0060574515,
0.009644603,
0.008920911,
-0.019957231,
-0.029504415,
-0.009074,
0.004954515,
-0.0030930927,
0.027375087,
0.03381874,
0.01286643,
0.007069926,
-0.034041416,
-0.043699935,
-0.0052676513,
-0.014571284,
-0.031870335,
-0.054304823,
-0.011753056,
-0.0060017826,
0.009943823,
-0.05057502,
-0.0026633998,
-0.041139174,
0.009595893,
-0.022754585,
-0.0014360787,
0.08422676,
0.023923628,
0.00006240984,
-0.02243449,
-0.0071255947,
-0.032761034,
0.01040309,
-0.021014938,
0.04653904,
0.0016274399,
0.0015126232,
-0.0013082146,
-0.018871693,
-0.01739647,
0.0069585885,
-0.02992193,
-0.04678955,
0.011927021,
-0.017410388,
0.010444841,
-0.027973525,
0.0059043625,
-0.0039942297,
-0.011989648,
0.051103875,
-0.019734558,
-0.010041243,
-0.0345146,
-0.008392057,
0.04467414,
-0.04038765,
-0.0066698072,
0.017438224,
0.026901903,
0.011961814,
-0.034347594,
0.013576206,
0.004244739,
-0.00616183,
-0.03259403,
-0.050268844,
-0.02992193,
-0.043560766,
0.0016596233,
-0.0071951807,
-0.013972846,
-0.029059066,
0.010215208,
-0.019651053,
-0.03688052,
0.014334693,
0.016756281,
0.025023084,
0.063072644,
0.04762458,
0.0007645749,
-0.0046552955,
-0.05269043,
0.015169723,
0.008920911,
0.007459607,
0.009213171,
-0.029309575,
0.05057502,
-0.05299661,
-0.04214121,
0.017020708,
0.021362867,
0.025969453,
0.020500002,
0.020249493,
-0.058730487,
0.04403395,
0.059509847,
-0.047485407,
0.04141752,
-0.0027138495,
0.013144773,
0.034041416,
0.0138406325,
-0.026901903,
-0.00981161,
0.0017222507,
-0.0043943487,
0.03412492,
-0.011760015,
-0.039608285,
0.07281467,
0.0068646474,
0.010194332,
-0.05305228,
-0.017466057,
0.014933131,
-0.008419892,
0.021724714,
-0.043644268,
0.007299559,
-0.054750174,
0.017772235,
0.019943316,
-0.012407163,
0.010041243,
0.009310591,
0.0033157675,
0.0022754585,
-0.0035975904,
-0.008044128,
-0.0112868305,
-0.039608285,
-0.016533606,
0.025301429,
-0.023492195,
0.045286495,
0.01419552,
-0.01592125,
0.053553298,
-0.0053059235,
0.021362867,
0.013965887,
-0.006398422,
-0.027945692,
0.0066141384,
-0.05422132,
0.017173797,
0.015990837,
-0.016644944,
-0.043783437,
-0.04698439,
0.009094875,
-0.030255944,
0.023339106,
0.005594705,
-0.014557367,
0.018370673,
-0.047123563,
0.047123563,
0.031146642,
0.033206385,
0.004363035,
0.00096550415,
0.03326205,
-0.029365243,
0.014334693,
0.0056677703,
-0.005058894,
0.007080364,
0.009818569,
0.023492195,
0.004244739,
0.013047353,
0.018203668,
0.035850648,
-0.0007941489,
-0.0033314242,
0.05152139,
-0.014459947,
-0.019372711,
-0.03267753,
-0.005629498,
0.00990903,
-0.033957914,
0.02154379,
0.053970814,
0.04840394,
-0.012149695,
0.0077866605,
0.017173797,
0.011426003,
-0.049461648,
0.03298371,
0.024702989,
-0.02030516,
-0.05438833,
0.029782759,
-0.042224716,
0.03017244,
-0.010563137,
0.016561441,
0.018718604,
0.066691115,
-0.002134547,
0.039302107,
0.047986425,
0.02381229,
-0.024869995,
0.018843858,
0.010201291,
-0.052467756,
-0.013548372,
-0.012706382,
-0.017660897,
0.00005925673,
0.03802173,
-0.00931755,
0.009978616,
0.031424984,
0.008378141,
0.007877123,
0.020820096,
0.029810593,
0.05166056,
0.061903603,
-0.004446538,
0.025997287,
0.03412492,
0.04845961,
-0.004550917,
0.03106314,
0.06841684,
0.054443996,
0.0026059914,
-0.021084523,
-0.010924984,
0.018106248,
0.040359814,
0.048376106,
-0.010117788,
0.031675495,
0.03189817,
0.014112017,
0.0026146895,
-0.034180585,
-0.028919894,
0.0091853365,
-0.0010690131,
0.0125393765,
-0.03830007,
-0.028070945,
0.033484727,
0.062293284,
-0.043310255,
-0.004728361,
-0.004293449,
0.03835574,
0.009296674,
0.030005435,
-0.00072586775,
0.014404278,
-0.023130348,
-0.018704686,
0.017312968,
-0.011258996,
-0.03988663,
-0.09697489,
-0.057171762,
0.011954855,
-0.03746504,
-0.024605568,
-0.008614733,
-0.042029876,
0.041501023,
0.006962068,
-0.012428039,
-0.039524782,
0.012017482,
0.06117991,
0.041334014,
0.027736934,
-0.024327226,
0.027556011,
-0.0031348441,
0.039107267,
-0.003234004,
-0.034737274,
-0.020193825,
-0.043950446,
0.013889343,
-0.010764937,
0.015712492,
-0.0027816957,
-0.012602004,
0.009442804,
-0.05107604,
0.043560766,
-0.018843858,
-0.002445944,
-0.039135102,
-0.0010037764,
0.07570944,
-0.024953498,
0.024118468,
0.04826477,
-0.024341142,
-0.015030551,
0.027583845,
0.043115415,
-0.009637645,
0.0027869148,
0.035321794,
-0.002459861,
-0.02800136,
-0.023561781,
-0.075542435,
-0.009373219,
0.0022911152,
-0.0054798885,
-0.0075709443,
0.03426409,
-0.036351666,
-0.09330075,
0.038133066,
-0.050797697,
-0.019637138,
-0.027736934,
-0.019998983,
0.026219962,
0.015907334,
0.01729905,
-0.05650374,
-0.032065175,
-0.039997965,
0.035460968,
0.02435506,
-0.014348609,
-0.008649525,
0.03036728,
-0.015684659,
0.0078005777,
0.015030551,
-0.019776309,
-0.016672779,
0.022991177,
0.035266127,
0.01735472,
0.005796504,
0.038745422,
0.039858796,
0.023005094,
-0.030756962,
0.014905296,
0.02352003,
0.050268844,
-0.0025103108,
0.018161915,
0.049489483,
-0.01882994,
-0.001029871,
-0.045175157,
0.03081263,
-0.018175833,
0.05163273,
-0.033206385,
0.03437543,
0.019762391,
-0.05049152,
0.0043560765,
-0.022072643,
0.018760355,
0.06997557,
-0.0015491558,
0.038467076,
-0.052968778,
0.00986032,
0.012636797,
0.020040736,
0.046260696,
0.03610116,
0.057505775,
-0.023561781,
-0.0051354384,
-0.006760269,
0.0043317215,
0.02386796,
-0.015002717,
0.0104378825,
-0.0075152754,
-0.029838428,
-0.048487443,
0.029476581,
0.04706789,
0.020193825,
0.029560084,
0.07030958,
0.015378481,
0.029281741,
0.025217924,
0.0024563817,
-0.0008624301,
-0.01553157,
0.038773254,
0.03326205,
0.03298371,
0.0006314919,
0.003239223,
-0.017883573,
0.020680925,
0.032427024,
0.0222814,
-0.08355873,
-0.024842162,
0.008781739,
-0.012316702,
-0.032176513,
0.0123375775,
-0.03821657,
0.009839444,
0.01720163,
-0.028725054,
-0.016255263,
-0.033484727,
0.042057708,
0.052467756,
0.0064053806,
-0.05447183,
0.006088765,
-0.027764767,
-0.0409165,
0.008440768,
0.038327906,
0.0013812798,
-0.00050536747,
-0.001055096,
-0.0037506793,
-0.023380857,
0.02361745,
0.016603192,
-0.028808556,
-0.008746946,
0.0017318188,
0.033540398,
0.030422948,
-0.0068298546,
0.014682622,
0.0021067127,
0.009428888,
-0.048292603,
0.00095767574,
0.0057617114,
-0.034291923,
-0.013416159,
0.033512563,
-0.01385455,
0.026707062,
0.007271725,
-0.009018331,
-0.027987443,
-0.046260696,
0.020346913,
0.022323152,
-0.022156145,
0.016255263,
0.025941618,
0.0240628,
0.009512391,
0.013694502,
-0.007341311,
0.00936626,
-0.06836117,
0.02534318,
-0.057895456,
-0.050157506,
0.018273253,
-0.029142568,
0.019957231,
0.0077518676,
-0.0050310595,
-0.03938561,
-0.05422132,
-0.043588597,
-0.016631026,
-0.06117991,
0.025217924,
-0.01035438,
-0.0024024528,
0.02026341,
-0.033011544,
0.010514427,
-0.018161915,
0.0024094114,
-0.039469115,
0.030395115,
-0.027138496,
0.061847936,
-0.028404959,
-0.017591313,
0.054945014,
-0.008426851,
-0.013423117,
-0.053163618,
-0.015253226,
0.055334695,
-0.004070774,
-0.026442636,
-0.0007863205,
-0.02573286,
0.011258996,
-0.028725054,
-0.022476241,
-0.00517719,
-0.038717587,
-0.018217584,
0.04754108,
-0.0014091142,
-0.05619756,
-0.010375256,
-0.021362867,
-0.014432113,
-0.0074874414,
0.022476241,
-0.06485405,
-0.045091655,
-0.037743386,
0.05324712,
-0.011746097,
-0.0043699937,
-0.020486085,
-0.02992193,
-0.022072643,
0.03220435,
0.042085543,
-0.00640886,
0.030840464,
-0.05249559,
0.031926002,
-0.035655808,
-0.016088257,
-0.01795316,
0.014849628,
-0.013325697,
0.053998645,
0.0015117533,
-0.0017692212,
0.0051180418,
-0.060456216,
0.01892736,
0.03431976,
-0.031564157,
-0.01828717,
0.011342499,
0.020332996,
-0.014209438,
0.004825781,
-0.030673457,
0.0042830114,
-0.03657434,
0.030339446,
0.0019988546,
0.011606926,
-0.001114244,
-0.04239172,
0.07504142,
-0.04935031,
-0.035655808,
0.0029243468,
0.033401225,
-0.021822134,
0.0029400038,
-0.019943316,
-0.00917142,
-0.05658724,
-0.034737274,
0.0054938057,
-0.04742974,
-0.04314325,
0.01326307,
0.030923968,
0.043560766,
-0.033846576,
0.027695183,
0.02809878,
0.009783776,
-0.035377465,
-0.044395793,
-0.009352343,
0.0054798885,
-0.049823493,
0.0005301575,
-0.008329431,
-0.04639987,
0.028669385,
-0.027375087,
-0.016338766,
-0.052579094,
-0.009526308,
0.09018331,
0.000882436,
0.061680928,
0.015601155,
-0.028015278,
-0.06034488,
0.014696539,
-0.034987785,
0.06290564,
0.0061165993,
-0.0028860746,
0.019414462,
0.038327906,
-0.032761034,
-0.0002494219,
-0.031397153,
0.06474271,
-0.022991177,
-0.034820776,
-0.0012308003,
0.060177874,
-0.04033198,
-0.05889749,
-0.0025851156,
-0.03100747,
-0.01267159,
0.0009080958,
0.045425665,
0.0012481968,
-0.016784115,
0.0014499959,
0.00754311,
-0.03860625,
0.023589615,
0.009331468,
0.01809233,
-0.022114394,
0.0281962,
0.019344876,
-0.025677191,
-0.0035523595,
-0.02642872,
-0.014404278,
-0.007911915,
0.022796337,
0.027653432,
-0.0372702,
0.00041968987,
-0.00059321965,
-0.0066384934,
0.032844536,
0.007911915,
-0.015740328,
-0.0039629163,
-0.023005094,
-0.046956554,
-0.001838807,
0.008607774,
-0.008176342,
-0.007115157,
-0.015072303,
0.0027225479,
-0.011377293,
0.0518554,
0.017479975,
-0.046372034,
0.009943823,
-0.034681607,
-0.045954518,
-0.017340804,
-0.054360494,
-0.025788529,
0.019706722,
0.005702563,
-0.04793076,
-0.02282417,
-0.018064495,
-0.0046761716,
0.00091766386,
-0.029031232,
-0.004401307,
-0.011648677,
-0.02410455,
-0.026456553,
0.00052189414,
0.003628904,
0.0075291926,
0.021279363,
0.013221318,
-0.014515616,
0.03841141,
0.03267753,
0.0018214105,
-0.022587579,
-0.0081345895,
-0.016450103,
0.015475901,
-0.000557122,
0.036713514,
0.061458252,
-0.01991548,
0.033317722,
-0.0013056052,
0.013402241,
-0.03484861,
0.017020708,
0.023798373,
-0.012434998,
-0.006537594,
-0.0133396145,
0.019553633,
-0.048877127,
-0.019790227,
-0.010465717,
0.04470197,
-0.0032148678,
-0.017813986,
0.011001528,
0.0809423,
0.010020368,
0.033345558,
0.0047109644,
0.024118468,
-0.023547864,
0.0053372374,
0.01518364,
0.021432452,
-0.021307198,
0.03081263,
-0.033512563,
0.028697219,
-0.03209301,
-0.011815683,
0.0024041922,
0.0014282503,
-0.037437208,
0.03560014,
-0.0021554227,
0.051938906,
0.04047115,
-0.067414805,
0.012393246,
0.0038272238,
-0.02505092,
-0.0051110834,
-0.045342162,
-0.026776649,
0.0013134336,
-0.057951126,
-0.0050797695,
-0.030144606,
-0.025134422,
-0.02509267,
0.01079277,
0.015475901,
-0.009241005,
0.053998645,
0.024675155,
0.023408692,
-0.0025816364,
-0.023659201,
0.007115157,
-0.0003555404,
-0.017382555,
-0.023060763,
0.037576377,
0.018690769,
0.03785472,
-0.03420842,
-0.041974206,
-0.024382895,
-0.0024233283,
-0.004081212,
0.010465717,
0.0046761716,
-0.027528176,
0.0064297356,
-0.018036662,
-0.02214223,
-0.04214121,
-0.013332656,
0.031118808,
0.010973694,
0.009094875,
0.012163613,
0.019678889,
-0.00090896565,
0.0008667792,
0.03470944,
0.045731843,
-0.028780723,
0.007132553,
0.007250849,
0.040888667,
0.027736934,
-0.018593349,
-0.04609369,
0.040359814,
-0.02377054,
0.03590632,
-0.014682622,
0.05497285,
0.0060191792,
0.0008415543,
-0.005772149,
0.019136118,
-0.047290567,
0.0042586564,
-0.019998983,
-0.0023972339,
0.015559404,
-0.024424646,
-0.0064053806,
-0.018398508,
-0.008245927,
-0.013979805,
-0.04653904,
0.0058243386,
-0.0010559658,
0.020249493,
0.053163618,
0.042280383,
0.004119484,
0.0075987787,
0.0064993217,
0.0024076717,
0.03306721,
-0.010082995,
0.033763073,
-0.046065856,
0.039942298,
-0.02716633,
0.0034097084,
-0.058340807,
-0.008566023,
-0.03437543,
0.01543415,
-0.018704686,
0.009971658,
0.007828412,
-0.034737274,
-0.041528855,
0.0007780572,
0.017132046,
-0.04019281,
-0.011871352,
0.033484727,
-0.018398508,
-0.060511887,
0.036741346,
-0.025078753,
0.01212882,
-0.003435803,
0.05210591,
0.0290869,
0.07081059,
0.023046846,
-0.0028321454,
-0.01729905,
0.038133066,
-0.016074339,
-0.061124243,
-0.035321794,
-0.01059793,
-0.035572305,
0.005298965,
-0.035377465,
0.0006732434,
0.014905296,
-0.007828412,
-0.024146302,
0.02786219,
0.029170403,
-0.0133883245,
0.006774186,
0.053107947,
0.010924984,
0.009401053,
0.047791585,
0.014306858,
-0.07214665,
0.0038098271,
-0.043616433,
0.004265615,
0.037882555,
-0.07815886,
-0.008405975,
-0.041055672,
-0.018621182,
0.027082827,
-0.027041076,
-0.053469796,
0.022003056,
0.022545828,
0.041835032,
0.014793959,
-0.033484727,
0.008566023,
0.06418602,
0.0005131959,
0.019845894,
0.046121527,
-0.018843858,
-0.01671453,
0.03431976,
0.032315686,
0.036268163,
-0.025259675,
0.0102360835,
-0.008447726,
-0.0052885273,
-0.040053636,
-0.0572831,
0.03495995,
0.065076716,
0.008865242,
-0.014362527,
-0.0112868305,
0.015740328,
-0.064297356,
0.007080364,
-0.02464732,
0.022016974,
-0.035711475,
0.0060435343,
-0.025621522,
-0.049628653,
0.22790769,
0.10449017,
0.08161033,
0.008037169,
0.021919554,
0.016728448,
-0.0026112103,
-0.020680925,
-0.019010864,
-0.031564157,
0.006304481,
0.025301429,
-0.015907334,
0.022768501,
-0.0035558387,
0.062348954,
-0.002766039,
0.0012308003,
0.0061861854,
-0.055084188,
-0.040554654,
0.026943656,
0.009442804,
0.042057708,
-0.009776817,
-0.008350306,
0.051744062,
-0.030422948,
-0.014251189,
-0.049489483,
0.035711475,
-0.063183986,
0.014793959,
-0.031174477,
-0.029643588,
0.0046866094,
-0.004182112,
-0.08751121,
0.027152412,
-0.0035836732,
0.01799491,
-0.025997287,
0.0070281746,
-0.017312968,
-0.024215888,
0.03465377,
0.0070142574,
0.05413782,
0.045537002,
-0.09413578,
0.030144606,
-0.007605737,
0.05038018,
-0.05018534,
-0.052467756,
-0.025078753,
-0.024591653,
-0.027917856,
0.0222814,
0.059398513,
-0.017674815,
0.030840464,
-0.0035801937,
0.016756281,
-0.041083507,
-0.0047561955,
0.0065967417,
0.030005435,
0.004397828,
-0.015851665,
0.015587239,
-0.021432452,
-0.028029194,
0.03317855,
0.0020214699,
0.044340126,
0.0076335715,
0.0013604041,
-0.004053378,
-0.01789749,
0.017507808,
-0.035433132,
-0.026957572,
-0.009498473,
0.0055146813,
0.053219285,
-0.06240462,
0.019094367,
0.008719112,
0.036351666,
0.015225392,
-0.0006967287,
0.04314325,
-0.026748814,
0.05308011
] | While the dataset contains a lot of useful information, like lang_id and english_transcription, you'll focus on the audio and intent_class in this guide. Remove the other columns with the [~datasets.Dataset.remove_columns] method:
minds = minds.remove_columns(["path", "transcription", "english_transcription", "lang_id"])
Take a look at an example now: |
[
0.0036351262,
0.014469472,
0.019349456,
-0.012217717,
-0.029606655,
-0.029152043,
0.031396694,
-0.021792999,
-0.0075224205,
0.026779532,
0.0039743097,
0.02356883,
0.049723268,
-0.061997812,
-0.026609052,
0.027617725,
-0.013219287,
-0.008502679,
-0.06807826,
-0.017559417,
-0.014661261,
0.04784799,
-0.066657595,
-0.0028715187,
-0.03912511,
0.030231748,
0.016096132,
0.02525942,
0.065464236,
0.018880635,
0.011443455,
-0.022787465,
0.01551366,
-0.056940246,
-0.02322787,
-0.030629534,
0.04040371,
0.003510818,
-0.03807382,
-0.03903987,
0.008822328,
0.0050398083,
0.010420577,
-0.034436915,
-0.021636724,
0.021622518,
-0.004343683,
-0.02017344,
-0.00624027,
-0.000557167,
-0.0031290143,
0.02275905,
0.032447986,
0.018255543,
-0.009419008,
-0.050035816,
-0.006780123,
0.0019392075,
-0.045489687,
-0.018610708,
0.034749463,
0.016522331,
-0.0069932225,
-0.036965698,
-0.003120135,
0.027745584,
-0.01653654,
-0.039721787,
-0.053246517,
-0.034692634,
-0.06375944,
0.02525942,
-0.0066984347,
-0.04290408,
-0.009774174,
0.009362182,
0.00012342025,
-0.017374732,
0.026637465,
-0.018411817,
0.06506645,
0.06023619,
0.03094208,
0.014235062,
-0.016593365,
-0.03199337,
0.022304438,
-0.017772516,
-0.014774914,
-0.035545032,
-0.026054993,
0.031425107,
-0.06716903,
-0.007934413,
0.026509605,
0.001555628,
0.016110338,
0.020969013,
-0.014774914,
-0.013780449,
0.031311452,
0.08421701,
-0.00088747154,
0.023597242,
-0.028313851,
-0.020869566,
-0.034891527,
0.017388938,
-0.003938793,
-0.04068784,
0.016195579,
-0.0010894723,
0.021054253,
-0.0029230178,
0.034095954,
0.014448161,
-0.009625005,
0.013950929,
-0.036255367,
-0.03423802,
-0.015400006,
0.036255367,
0.01027851,
-0.042648356,
-0.015613106,
-0.05611626,
-0.025245214,
0.04449522,
0.02805813,
-0.035374556,
0.027191525,
0.032817356,
0.016707018,
0.034294847,
-0.011194839,
-0.06483914,
-0.030828428,
-0.02525942,
0.021551486,
-0.040886734,
0.00803386,
0.012913844,
0.0010255424,
0.06034984,
0.018724363,
0.033129904,
-0.003878415,
-0.06040667,
-0.018923255,
-0.008467162,
-0.044523634,
0.016508125,
0.0009704917,
-0.024321781,
-0.062850215,
0.006822743,
-0.026708499,
0.020088201,
-0.009276941,
0.026040787,
0.016607571,
0.0041376865,
-0.038414776,
0.037022527,
0.031254627,
0.011564212,
-0.024108682,
-0.011045669,
0.03869891,
-0.04776275,
-0.0021895997,
0.010100927,
-0.0020670674,
0.04034688,
0.009177495,
0.04611478,
0.0124166105,
-0.0088649485,
0.034323264,
-0.009262735,
-0.008396129,
-0.00807648,
0.062736556,
0.018042443,
-0.038812563,
0.010100927,
0.014362921,
-0.007188564,
-0.028924735,
0.0017119012,
0.032675292,
0.053672716,
-0.03946607,
-0.001019327,
-0.016437093,
-0.01572676,
-0.04705242,
-0.009973067,
0.02793027,
-0.04716607,
-0.030288573,
0.05242253,
-0.020272886,
0.03241957,
0.026878979,
0.0044076126,
0.0075224205,
0.043841716,
-0.01826975,
-0.012750467,
0.07245391,
0.035459794,
-0.005132152,
-0.01895167,
0.028967356,
-0.019889308,
-0.022688018,
-0.011542901,
-0.007234736,
-0.03645426,
0.017644657,
0.018795395,
-0.008126203,
0.016366059,
-0.0076360735,
0.011890965,
0.0061621335,
0.041767545,
0.037533965,
0.020301301,
0.011542901,
0.021281559,
0.0044608875,
0.08239856,
0.031084146,
0.03094208,
0.038386364,
0.0031272385,
0.044608876,
-0.024279162,
-0.00025971528,
0.00015349839,
0.030885253,
0.019178975,
0.0011676089,
0.0006397431,
0.009852311,
0.042989317,
0.01042768,
0.025714034,
-0.051030282,
0.024989495,
0.0029585345,
0.021778792,
-0.044836182,
-0.03213544,
0.022418091,
0.06341848,
-0.014021962,
-0.020542813,
-0.00055894285,
0.02344097,
0.009561074,
0.018781189,
0.04688194,
0.040716253,
-0.0324764,
-0.012466334,
0.0020759464,
-0.013233493,
-0.053644303,
-0.030004442,
-0.075124756,
0.0027152456,
-0.026111819,
-0.00788469,
0.022744844,
-0.058048364,
-0.021111079,
-0.006105307,
0.029294109,
-0.0038819667,
-0.0031964958,
0.040971972,
0.04506349,
0.018710155,
-0.069044314,
-0.0051783235,
-0.0011391956,
0.03361293,
-0.0071281856,
-0.0015476367,
0.020897979,
-0.023497796,
0.016650192,
0.026040787,
-0.017303698,
0.03716459,
-0.023966616,
-0.009248528,
-0.010335336,
0.0148743605,
0.0041838577,
0.03199337,
-0.0508598,
0.054013677,
0.01826975,
0.0037399002,
0.017474178,
0.00987362,
-0.025401488,
0.03773286,
0.024151303,
-0.01632344,
-0.029890789,
-0.0048480188,
0.042563118,
-0.00077603816,
-0.04773434,
-0.03730666,
-0.08319413,
-0.028612189,
0.015812,
-0.009717347,
-0.02848433,
0.026268093,
-0.032618463,
-0.06040667,
0.03170924,
-0.043131385,
-0.04043212,
-0.0065173,
-0.0033492174,
0.06529376,
0.015669933,
-0.0031485485,
-0.06256608,
0.020713294,
-0.01809927,
0.014540505,
0.008026756,
0.009482938,
0.024534881,
0.01006541,
-0.00497943,
-0.012658124,
0.060974933,
-0.029833961,
-0.0045035076,
0.013368456,
0.023114217,
-0.034578983,
0.023199456,
0.002049309,
0.019463109,
0.039750203,
-0.07177199,
0.0016577382,
0.029805548,
0.029890789,
0.003707935,
0.010711812,
0.037874926,
0.01294936,
-0.009454524,
-0.03491994,
0.048671976,
0.017815137,
0.024264956,
-0.080125496,
0.028157577,
-0.00043974016,
-0.019022701,
-0.006073342,
0.041057214,
-0.019647794,
0.048302606,
0.027631931,
0.055178624,
-0.036226954,
-0.011102496,
-0.011400836,
0.015044841,
0.024833221,
0.000044756493,
0.021395212,
-0.026921598,
-0.006094652,
0.0055619027,
-0.019008495,
0.019789862,
0.022446504,
-0.021196319,
-0.017346317,
-0.011677865,
-0.052990798,
0.015982479,
0.049098175,
0.0651801,
0.0027773997,
0.06711221,
-0.026935805,
0.008729985,
0.03301625,
-0.005242253,
0.01882381,
-0.058474563,
0.05066091,
0.017829344,
0.011294286,
-0.010569747,
-0.0024772843,
-0.044893008,
0.0053417,
-0.014391335,
0.016110338,
-0.036653154,
-0.014000652,
-0.042250574,
0.02636754,
-0.046143193,
-0.01290674,
-0.031140974,
-0.008950189,
0.085637674,
0.010420577,
-0.0018965875,
-0.061940987,
0.029265696,
0.02378193,
-0.033726584,
-0.05955427,
-0.021764586,
-0.0311978,
-0.057025485,
0.018340783,
0.029549828,
-0.027191525,
0.016351853,
-0.029691895,
0.048160538,
0.008502679,
0.01292805,
0.019647794,
0.02055702,
-0.008928878,
-0.0020137923,
0.018781189,
0.02865481,
0.0029674137,
0.029521415,
-0.006044929,
0.051286,
-0.036908872,
-0.01780093,
0.016877498,
-0.020287095,
0.031964958,
0.020002961,
0.017147424,
-0.036823634,
0.025159974,
0.02386717,
-0.000047142763,
-0.0205144,
0.024023442,
0.02788765,
0.029095216,
0.025543554,
0.009951757,
-0.007003878,
0.052649837,
0.011976205,
-0.013645486,
-0.0025039217,
-0.06142955,
-0.013105633,
-0.026324918,
0.0016115666,
-0.030828428,
-0.037278246,
0.025586173,
-0.03111256,
-0.017289491,
-0.0018628468,
-0.044353157,
-0.006741055,
-0.021579899,
-0.02145204,
0.039324004,
0.0025998165,
0.009475835,
-0.011748898,
-0.011351112,
-0.013446593,
-0.013588659,
-0.038727324,
-0.001114334,
0.037960164,
0.005526386,
0.026552226,
-0.018468643,
-0.0034664222,
0.025884513,
-0.02805813,
0.03352769,
-0.028370677,
-0.01809927,
-0.004471543,
-0.03449374,
0.01348211,
0.019804068,
-0.023071596,
0.036766805,
-0.025500935,
0.002113239,
-0.03111256,
-0.053303346,
-0.057650577,
0.0463705,
-0.021963479,
0.004816054,
0.008602126,
-0.0016506349,
0.0074584903,
0.024208128,
0.014576022,
-0.037562378,
-0.03560186,
-0.057934713,
0.057338033,
-0.018383402,
-0.014092995,
-0.051342826,
-0.0651801,
-0.012679433,
0.05301921,
-0.00758635,
-0.035772342,
0.045716994,
-0.015059047,
-0.0006921301,
-0.03060112,
-0.024719568,
-0.017886171,
0.019065322,
-0.019079529,
0.019974548,
-0.022474919,
0.00038313554,
0.04540445,
0.02153728,
0.016280819,
0.020230267,
-0.04446681,
-0.03335721,
-0.00044440172,
0.01006541,
-0.009845207,
0.024634328,
-0.021864032,
0.016096132,
-0.021111079,
0.014661261,
-0.02598396,
-0.019051116,
-0.013901206,
0.0016577382,
0.06876018,
-0.036141712,
-0.017900378,
0.020883773,
0.017772516,
0.045432862,
0.039096694,
0.009646314,
-0.02403765,
-0.02538728,
-0.05642881,
0.012814397,
-0.034692634,
-0.02322787,
-0.012139581,
0.021778792,
0.036397435,
-0.037221417,
0.035232488,
0.022531744,
-0.02555776,
-0.014185338,
-0.062736556,
0.0036724187,
-0.006591885,
-0.016778052,
-0.017502591,
-0.03585758,
-0.005476663,
0.013879895,
-0.029322522,
-0.05333176,
-0.03759079,
-0.0037967267,
0.03670998,
-0.049581204,
0.040119573,
0.025714034,
-0.011088289,
-0.0722266,
0.005625833,
0.005977447,
0.02886791,
-0.011436352,
0.054269396,
-0.0105271265,
0.037278246,
-0.051143933,
-0.009994377,
0.013425282,
0.06733951,
-0.020073993,
-0.026708499,
0.013531833,
0.042563118,
-0.03801699,
-0.0713742,
-0.034891527,
-0.0017323232,
0.005856691,
-0.013219287,
0.04199485,
0.021352593,
-0.061145414,
-0.00045350284,
0.0570539,
-0.016664399,
-0.004396958,
0.019321041,
-0.0124166105,
-0.017687278,
0.015499453,
0.024975287,
0.000883032,
-0.009539764,
-0.031368278,
-0.021139493,
-0.023668276,
-0.024691155,
0.05333176,
-0.055718474,
0.017474178,
0.015655726,
0.009902034,
0.03997751,
0.0026406609,
-0.0101861665,
-0.013411076,
-0.028725842,
-0.032959424,
-0.020997426,
0.021878239,
-0.008048066,
0.010697606,
-0.03241957,
0.023256283,
-0.0001114334,
0.03497677,
0.010839673,
-0.07461332,
-0.0005269779,
-0.044893008,
-0.014817534,
0.024407022,
-0.00032608697,
0.024563296,
0.034721047,
-0.0056826593,
-0.031766064,
-0.0064462665,
-0.024364403,
-0.01252316,
-0.012501851,
-0.053303346,
-0.026381746,
-0.058048364,
-0.035317726,
-0.017047977,
-0.016976945,
0.025458314,
0.027276766,
0.006861811,
-0.014661261,
-0.025188388,
0.04600113,
0.010967532,
0.03284577,
-0.023668276,
-0.0077923466,
0.012167994,
-0.006307752,
-0.0064995415,
0.003111256,
0.033726584,
-0.0039991713,
0.05301921,
-0.022574363,
0.001671945,
-0.04801847,
0.026310712,
0.02658064,
0.0133613525,
-0.028896322,
-0.045177143,
0.017104805,
-0.04412585,
-0.024549088,
-0.029052597,
-0.028640604,
-0.005632936,
0.045120314,
0.018511264,
0.064498186,
-0.0068262946,
0.016962739,
0.034692634,
0.016650192,
-0.009816794,
0.020826947,
0.01314115,
0.007241839,
0.01814189,
0.0057785544,
0.007494007,
-0.0043791994,
-0.028413296,
-0.01925001,
-0.008957292,
-0.012210614,
0.03017492,
0.05361589,
0.046739873,
0.03963655,
0.02822861,
-0.02254595,
0.012018825,
-0.018809602,
-0.033669755,
-0.0106834,
-0.037448727,
-0.06711221,
0.017431557,
-0.0410288,
-0.011805724,
-0.026339127,
-0.022773257,
-0.0046029543,
0.03716459,
0.001114334,
0.01290674,
0.028370677,
0.001692367,
0.008282476,
-0.0013425283,
-0.036965698,
0.005803416,
0.034351677,
-0.02594134,
-0.04776275,
-0.0065101967,
0.026481193,
0.036766805,
-0.01615296,
-0.052706666,
-0.043102972,
0.0073945606,
-0.0016275492,
0.017445764,
0.03946607,
-0.03301625,
-0.017999824,
0.004024033,
0.010314027,
0.0028448813,
0.032447986,
0.016493918,
0.031624,
0.0032533226,
0.03980703,
-0.025955547,
0.00033185843,
0.00493681,
0.024421228,
0.023966616,
0.0013531833,
0.02013082,
0.008552402,
0.05006423,
0.018454436,
-0.018710155,
-0.00506467,
0.04773434,
0.029237282,
0.018809602,
-0.017786724,
0.052706666,
-0.00767159,
-0.012004618,
-0.010420577,
-0.030061267,
0.00796993,
0.018667536,
0.003532128,
0.008651849,
-0.0067730197,
-0.01593986,
-0.03335721,
-0.035204075,
-0.0014473023,
0.007451387,
-0.015712554,
0.035005182,
0.024236541,
0.063588955,
0.009070945,
0.05455353,
0.0450919,
0.03514725,
0.0164513,
-0.012281648,
0.01814189,
-0.01775831,
0.040829908,
-0.02581348,
0.04827419,
-0.03850002,
-0.017275285,
-0.017104805,
0.0059525855,
-0.04213692,
0.047819577,
0.030231748,
-0.009717347,
0.017261079,
-0.035289314,
-0.022375472,
-0.010377957,
0.028313851,
-0.040176403,
-0.01771569,
0.009269838,
0.00063929916,
-0.032021787,
0.022957943,
-0.012601297,
0.00009500696,
0.008445852,
0.06898748,
0.054155745,
0.091093026,
0.10853879,
0.01775831,
-0.02378193,
-0.014973807,
-0.03946607,
0.013162459,
0.008502679,
-0.0019143459,
0.006105307,
-0.052962385,
-0.040915146,
0.027916064,
-0.0027472107,
-0.020841153,
-0.018667536,
0.0120401345,
-0.0018379851,
-0.03764762,
0.013794656,
0.09495724,
0.0010628349,
-0.021935064,
-0.0068582594,
-0.0025944891,
-0.052933972,
-0.033499278,
-0.050007403,
0.016664399,
0.004709504,
-0.07234025,
0.009326665,
-0.062622905,
-0.023923995,
0.018539676,
-0.005760796,
-0.021125287,
0.01974724,
0.012388198,
-0.0044608875,
0.03491994,
-0.05540593,
0.011045669,
0.060463496,
0.024776395,
-0.008786812,
0.062736556,
0.011947791,
-0.01797141,
0.015186907,
0.014206648,
0.025571967,
-0.029862374,
-0.022276025,
-0.016593365,
0.019477315,
-0.041682307,
-0.04301773,
0.022602778,
0.018880635,
-0.022560157,
-0.01040637,
-0.028725842,
0.00079601625,
-0.0910362,
0.015314767,
-0.0055654543,
0.0076076603,
-0.015186907,
-0.0127930865,
-0.03170924,
-0.050149467,
0.24026284,
0.054013677,
0.04057419,
0.018766982,
-0.0013904757,
0.039324004,
0.0057252795,
-0.0324764,
0.005338148,
-0.04526238,
0.008666055,
0.009646314,
-0.004865777,
-0.0053985263,
0.025614588,
0.08234173,
-0.04040371,
0.018667536,
0.021821411,
-0.047194485,
-0.06972623,
0.022616984,
0.01314115,
0.021466246,
0.0076147635,
-0.008417439,
-0.0028875014,
-0.038556844,
-0.024648534,
-0.070124015,
0.043387104,
-0.013347146,
0.017829344,
-0.025032114,
0.033726584,
0.026680086,
-0.013922515,
-0.030004442,
-0.008694469,
-0.023114217,
0.01576938,
-0.019306835,
0.025373073,
-0.008353509,
-0.019704621,
0.05094504,
-0.011692071,
0.05742327,
0.02378193,
-0.052536186,
0.02373931,
-0.019576762,
0.026850564,
-0.058304086,
-0.03602806,
-0.031510346,
-0.047080833,
-0.051342826,
-0.0151016675,
0.020628054,
0.005998757,
0.033556104,
-0.016621778,
-0.0075934534,
-0.039352417,
0.010079617,
0.021821411,
0.029578242,
0.0019321041,
0.016437093,
-0.011201942,
-0.0063929916,
-0.005181875,
-0.0070749107,
0.015783586,
0.03068636,
-0.019349456,
0.004599402,
0.021096872,
-0.032107025,
-0.0033119249,
0.015059047,
-0.0072702523,
0.015783586,
-0.000872377,
0.06222512,
-0.03619854,
0.027205732,
-0.030515881,
0.026864773,
0.022957943,
-0.002951431,
0.036425848,
-0.007685797,
0.0009474059
] | from huggingface_hub import notebook_login
notebook_login()
Load MInDS-14 dataset
Start by loading the MInDS-14 dataset from the 🤗 Datasets library:
from datasets import load_dataset, Audio
minds = load_dataset("PolyAI/minds14", name="en-US", split="train")
Split the dataset's train split into a smaller train and test set with the [~datasets.Dataset.train_test_split] method. This'll give you a chance to experiment and make sure everything works before spending more time on the full dataset. |
[
-0.0143641485,
0.0111272605,
-0.0011707111,
-0.016896408,
-0.028933814,
-0.037110444,
0.022856392,
-0.016426656,
0.0036901257,
0.036435172,
0.006719662,
-0.011736471,
0.01685237,
-0.015722027,
-0.0076187975,
0.036493894,
0.013564101,
-0.02671717,
-0.06735075,
-0.047562435,
0.024984958,
0.038754575,
-0.06329914,
0.0014927485,
-0.019347928,
-0.00934367,
-0.0186433,
-0.043452103,
0.04894233,
0.03907753,
0.0012652122,
-0.02485284,
0.021344377,
-0.039517924,
-0.006033383,
-0.031943165,
-0.00097253436,
-0.044920076,
-0.009784062,
-0.02673185,
0.028728297,
-0.012074105,
-0.021946248,
-0.0260419,
-0.044567764,
0.02360506,
-0.0074830097,
0.0017056051,
-0.028434703,
-0.025895104,
-0.032618437,
-0.010804306,
0.058748417,
0.005769147,
0.017571677,
-0.0471514,
0.004293831,
-0.023252746,
-0.045477908,
-0.05775019,
0.0020588369,
0.003163489,
0.012565878,
-0.030357752,
-0.01429809,
-0.001000059,
-0.02610062,
-0.058983292,
-0.048736814,
-0.03561311,
-0.06558918,
0.015237595,
-0.040839102,
-0.041338217,
-0.025131756,
-0.024617964,
0.0038827974,
-0.022034325,
0.011677752,
0.013916416,
-0.012822773,
0.056458373,
0.015428431,
0.004745234,
-0.0028460391,
-0.048178986,
-0.0070389467,
-0.022782993,
-0.02856682,
0.0066132336,
-0.0012808094,
0.05352242,
-0.044332888,
-0.007662837,
0.08285259,
0.013175088,
0.014055874,
0.007523379,
0.029359527,
-0.027465839,
0.019142412,
0.11931712,
0.00373967,
0.032236762,
-0.042336438,
0.00003810431,
0.0044332887,
-0.0033781806,
-0.04970568,
-0.030093515,
0.026335496,
-0.002418491,
0.062007323,
-0.050116714,
0.00808121,
0.05971728,
0.031972524,
-0.017175324,
-0.04911849,
-0.0059820036,
0.010415292,
-0.023091268,
-0.00039130746,
-0.043775056,
-0.016000943,
-0.032236762,
0.023487622,
0.05540143,
-0.018158868,
0.027583277,
0.0050535086,
-0.0051782867,
-0.013542082,
0.0071784044,
0.008903277,
-0.027524557,
-0.039194968,
-0.007699536,
0.015178876,
-0.028082388,
0.032530356,
0.0053324243,
0.017013846,
0.06036319,
-0.017204683,
0.006943528,
0.02303255,
0.0062242197,
-0.009365689,
-0.0072297836,
-0.053786654,
0.045830224,
0.0033176267,
-0.029330168,
-0.019788321,
0.0119566675,
0.011332777,
0.010951104,
-0.01680833,
0.025073037,
0.038108665,
0.012734695,
-0.038226105,
0.06259451,
0.010620809,
0.016265178,
0.0011954833,
-0.030504549,
0.024089493,
-0.05272971,
0.0078610135,
0.0062388997,
0.023340825,
0.064767115,
0.030299032,
0.040809743,
0.029183371,
0.0023579372,
0.053199463,
-0.003471764,
-0.00218545,
-0.026027221,
0.039371125,
0.0056260196,
-0.026805248,
0.011765831,
-0.0032772573,
-0.0042167623,
-0.04665229,
-0.0046314653,
0.038930733,
0.06517815,
-0.008925296,
0.012859473,
-0.04286491,
-0.00050553435,
-0.048208345,
0.052524194,
0.0053727934,
-0.0211095,
-0.043598898,
0.056605168,
-0.046505492,
0.053904094,
-0.04471456,
0.036904927,
0.017953351,
0.050263513,
-0.017498279,
0.03405705,
-0.0017257897,
0.012081445,
-0.016294537,
0.025454711,
0.03978216,
-0.035260793,
-0.014687104,
0.017263403,
0.01554587,
-0.018085469,
0.014393508,
0.026467614,
0.0041800626,
0.027744753,
-0.04151437,
-0.0523774,
0.045742143,
0.02724564,
0.036347095,
0.031209178,
-0.0013927426,
0.035172716,
0.011508935,
0.046945885,
0.03658197,
0.0067600315,
0.05601798,
0.056429014,
0.012954892,
-0.0084922435,
0.015164196,
-0.010752927,
0.052494835,
0.04609446,
0.003671776,
-0.01676429,
0.018452464,
0.048061546,
-0.035202075,
-0.004279151,
-0.040193193,
0.040956542,
-0.01685237,
-0.019142412,
-0.043452103,
-0.047474355,
0.033234984,
0.05155533,
-0.017865272,
-0.0114428755,
-0.006605894,
-0.014224691,
0.027730074,
-0.0049984595,
0.02492624,
-0.0066866325,
-0.01117864,
0.024544565,
-0.02430969,
-0.010995143,
-0.042512596,
-0.041954763,
-0.05889521,
-0.01992044,
-0.04304107,
-0.035583746,
-0.004488338,
-0.018217586,
0.028375983,
-0.0026019881,
0.031326614,
-0.0065765344,
-0.055460148,
0.033675376,
0.008624361,
0.03229548,
-0.04847258,
0.024427127,
-0.0030717405,
0.04054551,
0.011508935,
-0.037697632,
0.026966726,
-0.0647084,
0.007574758,
-0.010907064,
0.0047562434,
-0.01928921,
-0.024074813,
0.026247418,
-0.05337562,
-0.008800519,
-0.051261734,
0.01735148,
-0.06030447,
0.035143353,
0.023340825,
-0.019553445,
0.026496973,
0.050762624,
-0.03217804,
0.031855088,
0.02612998,
0.002055167,
-0.033939615,
0.01180253,
0.023252746,
-0.020184675,
-0.035701185,
-0.03593606,
-0.061889883,
0.00091198034,
-0.023957375,
-0.022562796,
-0.004154373,
0.047444995,
-0.007325202,
-0.038842656,
-0.00023166502,
-0.057985067,
-0.029403567,
-0.031414695,
0.006092102,
0.017733155,
0.031884447,
-0.014371489,
-0.055049114,
-0.0033873555,
0.0062939487,
0.025073037,
0.028713617,
-0.007281163,
0.014165972,
0.022680234,
-0.023296785,
0.0151935555,
0.017938672,
-0.012162184,
-0.011274058,
0.025909783,
0.022489399,
0.011105241,
0.0025120745,
0.01123736,
0.006330648,
0.0061324714,
-0.028684258,
0.0044406285,
0.0075050294,
0.049793757,
-0.0174102,
-0.03857842,
0.014767842,
0.014378829,
0.020727826,
-0.038402263,
0.00806653,
0.033352423,
0.03549567,
-0.05402153,
-0.005159937,
0.0018615775,
0.00931431,
-0.0011982357,
-0.0010312534,
-0.015149516,
0.071050055,
0.0223426,
0.04594766,
-0.0114428755,
-0.004536047,
0.04101526,
0.008991355,
-0.017586358,
0.02542535,
0.051173657,
-0.036816847,
-0.0036295715,
-0.0054351827,
0.013505382,
0.031297255,
-0.0052406755,
-0.0035836974,
-0.056282215,
-0.0055195913,
-0.028625539,
-0.0021377406,
0.037580196,
0.026452934,
0.015266954,
0.03549567,
-0.012573218,
-0.022004966,
0.04723948,
-0.02425097,
-0.006569194,
-0.022225162,
0.035730544,
0.007383921,
0.007699536,
-0.003546998,
-0.004411269,
-0.015501831,
-0.01428341,
-0.0005573723,
0.002735941,
-0.039576642,
-0.016734932,
-0.019024974,
0.0236491,
-0.015780747,
-0.027539236,
-0.05777955,
0.003420385,
0.027627315,
0.0017725815,
0.008220668,
-0.03599478,
0.06036319,
0.026027221,
-0.016573453,
-0.031414695,
-0.012279622,
-0.01742488,
-0.02982928,
0.020610388,
0.008051851,
-0.040809743,
0.04527239,
-0.010723568,
0.04230708,
0.010929084,
-0.04544855,
-0.02184349,
-0.025263874,
-0.017072566,
-0.011648392,
0.0104960315,
-0.032207403,
-0.052993946,
0.02542535,
-0.029799921,
0.013850357,
-0.028552141,
0.020228714,
0.05901265,
-0.006143481,
-0.011252039,
0.0011551139,
-0.0036130568,
0.0060554026,
-0.01802675,
0.031913806,
-0.008976676,
-0.04289427,
0.018584581,
0.050028633,
0.0018276306,
0.02612998,
0.023355504,
-0.00008698907,
-0.0051966365,
-0.033293705,
-0.03857842,
-0.00558198,
-0.053258184,
0.015604589,
-0.024104172,
-0.028390663,
0.047268838,
-0.06288811,
0.035143353,
0.034497444,
-0.037756354,
-0.023781218,
-0.016353257,
-0.021535214,
0.0090941135,
-0.06142013,
0.032089964,
-0.016867049,
0.01670557,
0.02542535,
-0.00048810215,
0.003926837,
-0.032500997,
-0.054315127,
-0.009695984,
0.030621987,
-0.033146907,
0.056106057,
-0.010048298,
-0.037169162,
0.072870344,
-0.02984396,
0.039664723,
-0.0019542435,
0.0015881669,
0.0285081,
-0.027700715,
0.0011459391,
0.052348036,
-0.026408896,
0.0024680353,
0.009138153,
0.010620809,
0.004558067,
-0.048531298,
-0.037609555,
0.034115773,
-0.03176701,
-0.035378233,
-0.0027873202,
0.02477944,
0.00030598132,
0.015032078,
0.05413897,
-0.06611766,
-0.06288811,
-0.017879952,
0.06535431,
-0.028860416,
0.0032552376,
-0.051525973,
-0.061713725,
-0.0025873084,
0.044244807,
-0.02739244,
-0.028537462,
0.007383921,
-0.004161713,
0.011332777,
-0.057867628,
-0.043305304,
0.005956314,
0.022871071,
0.004000236,
0.0007390344,
-0.010789626,
-0.018217586,
0.012734695,
0.028698938,
0.012888833,
0.008448204,
-0.004051615,
-0.0025726287,
-0.016867049,
0.024265649,
-0.017307442,
0.03834354,
0.006771041,
0.012448439,
-0.022871071,
-0.0037983889,
-0.027230961,
0.004873682,
0.023942694,
-0.04354018,
0.04406865,
-0.023913335,
-0.030152235,
-0.019362608,
0.01495868,
-0.025836384,
-0.012257603,
-0.03041647,
-0.04471456,
-0.06576534,
-0.04530175,
0.011604353,
-0.0007344469,
-0.007405941,
0.019685563,
0.0015046758,
0.034908477,
-0.021946248,
0.017468918,
0.029124651,
0.010679528,
-0.016632173,
-0.02361974,
0.008455544,
0.025792345,
-0.009468447,
-0.010363913,
-0.010848345,
0.0006605894,
0.023781218,
0.0013468683,
-0.029887998,
-0.020962702,
0.008595002,
0.06018703,
-0.016265178,
0.06218348,
-0.008506923,
-0.040017035,
-0.03305883,
0.028331945,
0.012198884,
-0.006470106,
-0.010275834,
0.05020479,
0.02733372,
0.0054205027,
-0.015149516,
-0.02544003,
0.0055673006,
0.023957375,
-0.021476494,
0.015868824,
0.036846206,
0.042072203,
-0.015281634,
-0.03473232,
0.011993367,
-0.01116396,
-0.07510167,
-0.027069485,
0.025293233,
0.010084998,
-0.032001887,
0.021021422,
0.021168219,
-0.012793414,
0.02736308,
-0.013204448,
0.019054333,
-0.020111276,
0.034556165,
0.03291203,
-0.0273484,
-0.0025175796,
-0.03047519,
-0.014143952,
-0.029109972,
-0.0041800626,
0.040721666,
0.007336212,
-0.0017790039,
0.02674653,
0.03913625,
0.031414695,
0.031150458,
0.010613469,
-0.004414939,
-0.015487151,
-0.06206604,
0.011310758,
0.026511654,
-0.034497444,
0.026159339,
-0.015032078,
0.03435065,
0.0009569371,
0.038813297,
-0.017454239,
-0.06030447,
0.010870365,
-0.025073037,
-0.021887528,
-0.021637972,
0.00046218318,
0.009101453,
0.017703796,
0.0079197325,
-0.04213092,
0.01607434,
0.01489262,
0.00435622,
0.019685563,
-0.056781325,
0.0060370527,
-0.04342274,
-0.031620212,
-0.045096233,
0.016690891,
-0.0063893674,
0.013373265,
-0.0078610135,
-0.0111272605,
-0.01366686,
0.02428033,
-0.028948493,
-0.0020239723,
0.008301406,
0.00004300712,
-0.0041800626,
0.030093515,
-0.051203016,
0.055460148,
0.02612998,
-0.029799921,
0.049470805,
0.022606837,
0.011780511,
-0.01805611,
0.009798742,
-0.005229666,
-0.010018939,
0.01676429,
0.01867266,
0.0104960315,
-0.054550003,
0.0017441395,
-0.0009973064,
0.0053250846,
0.037433397,
0.0077142157,
0.026908007,
0.050292872,
0.03972344,
0.003662601,
-0.025762986,
0.014459567,
0.030915583,
0.013769618,
-0.0002589602,
0.036993004,
-0.02557215,
0.003293772,
0.009578546,
0.025601508,
-0.07216572,
-0.0047562434,
-0.01429075,
-0.005989344,
-0.039312407,
0.0012551198,
0.016250499,
0.023223387,
0.0078903735,
-0.06435608,
0.010591449,
-0.00017053756,
-0.009505147,
-0.033323064,
-0.07574758,
-0.024706043,
0.054814238,
-0.04180797,
-0.0054792217,
-0.036963645,
-0.011692432,
-0.017879952,
0.02359038,
0.00034658005,
0.021990286,
0.07780275,
0.008829878,
0.019480046,
-0.022929791,
-0.03288267,
0.021491174,
0.0064113867,
-0.006462766,
-0.007883033,
0.0027487858,
0.06611766,
0.03109174,
-0.028082388,
-0.051995724,
-0.014496267,
0.014811882,
-0.0148485815,
-0.016485374,
0.024133531,
-0.045037515,
-0.009461108,
0.0033047819,
-0.0023983065,
-0.00031263308,
0.0025946482,
0.048120264,
0.009659285,
-0.00050415815,
0.026863968,
0.021036102,
0.007020597,
-0.018481823,
0.028346624,
0.03669941,
-0.031238537,
0.008903277,
-0.004238782,
0.046182536,
0.05155533,
0.011208,
-0.0027175914,
0.047415636,
0.006793061,
-0.022577478,
-0.032677155,
0.0446852,
0.020536989,
0.006789391,
0.02479412,
-0.0077876146,
-0.009255591,
-0.022856392,
-0.004847992,
-0.0008105982,
-0.0064957957,
-0.031209178,
0.019421328,
-0.0057471273,
-0.03106238,
0.020801226,
-0.053845372,
0.030269673,
-0.0043635597,
0.027436478,
0.009784062,
0.009431749,
0.0061361413,
0.038989455,
0.038695857,
0.043158505,
0.03229548,
-0.025616188,
0.05410961,
-0.02115354,
0.048766177,
-0.010033619,
0.0033359763,
-0.021637972,
-0.018863497,
-0.015780747,
0.016529415,
0.028273225,
-0.0076921964,
0.023149988,
0.0027396108,
-0.007662837,
-0.042042844,
-0.011208,
-0.02982928,
-0.0017991886,
0.03796187,
-0.03291203,
-0.033910256,
0.04600638,
-0.00931431,
0.0076041175,
0.012631937,
0.061831165,
0.04086846,
0.07474936,
0.06218348,
-0.02056635,
-0.008499583,
0.021579253,
-0.02416289,
-0.02607126,
-0.0037415049,
0.0035726875,
-0.00034749752,
-0.056605168,
-0.053669218,
-0.0043195207,
0.031590853,
0.0032790923,
-0.050645184,
0.016588133,
-0.017689116,
-0.051085576,
0.015868824,
0.07110877,
-0.0042020823,
0.028478742,
0.009732683,
-0.021505853,
-0.063181706,
0.016397296,
-0.062300917,
0.0069692177,
-0.016558774,
-0.041866686,
0.023561021,
-0.046270616,
-0.026790569,
0.059364963,
-0.0005592072,
-0.03297075,
0.012852133,
0.003787379,
0.02724564,
0.034614883,
-0.018555222,
-0.00811791,
0.08978143,
0.041308854,
0.0076701767,
0.06975824,
0.0029047583,
-0.028977854,
0.011450216,
-0.027818153,
0.041573092,
0.016470695,
0.027230961,
0.023928015,
-0.026629092,
-0.025807025,
-0.08015151,
-0.016191779,
0.027803473,
0.008499583,
0.0023157327,
-0.026306137,
0.019538766,
-0.067292035,
-0.025821704,
-0.0035671827,
0.021667331,
-0.03041647,
0.009842781,
0.01924517,
-0.07398601,
0.25812897,
0.04536047,
0.061243974,
0.048824895,
0.0073582316,
0.046270616,
0.013365925,
-0.008984015,
-0.015134837,
-0.034908477,
-0.01302829,
-0.02982928,
-0.0199498,
0.04471456,
0.013806318,
0.04600638,
-0.023326145,
0.011934648,
-0.0026313476,
-0.03813803,
-0.04089782,
0.052582912,
0.008396825,
0.02928613,
-0.021858169,
0.007706876,
0.032500997,
-0.028273225,
0.008264707,
-0.0129328715,
0.051995724,
-0.011941988,
0.040604226,
-0.039606,
0.019113053,
-0.02044891,
0.011428196,
-0.037051722,
0.008895936,
0.0004110334,
0.023751859,
-0.031326614,
0.008528943,
-0.0211095,
-0.00018728168,
0.030181594,
-0.009982239,
0.06335786,
0.034027692,
-0.039987676,
0.039958317,
-0.046799086,
0.030974302,
-0.06969952,
-0.06282939,
0.031326614,
-0.059746638,
-0.0038240785,
-0.030328391,
0.0061214613,
-0.03913625,
0.002244169,
-0.024030773,
-0.023252746,
-0.022621516,
0.022445358,
-0.007075646,
0.05225996,
0.0033836856,
-0.001024831,
-0.0041176737,
-0.024647323,
-0.015854144,
-0.038754575,
0.0128741525,
0.018393744,
-0.012683316,
0.02237196,
-0.0014321945,
-0.045125592,
-0.005468212,
-0.018012071,
-0.02112418,
-0.0035818624,
0.012998931,
0.021549894,
-0.027906232,
-0.0018157032,
-0.027553916,
-0.005214986,
0.04791475,
-0.010451992,
0.029653123,
0.0023781217,
0.025997862
] | To make it easier for the model to get the label name from the label id, create a dictionary that maps the label name to an integer and vice versa:
labels = minds["train"].features["intent_class"].names
label2id, id2label = dict(), dict()
for i, label in enumerate(labels):
label2id[label] = str(i)
id2label[str(i)] = label
Now you can convert the label id to a label name:
id2label[str(2)]
'app_error'
Preprocess
The next step is to load a Wav2Vec2 feature extractor to process the audio signal: |
[
0.013069706,
0.0075553833,
0.0057253474,
-0.018487165,
-0.040959585,
-0.015096929,
0.008987585,
0.0023697058,
-0.01779528,
0.064705074,
0.031245522,
0.018708568,
0.01761539,
-0.031660654,
-0.004251633,
0.019635694,
-0.024063757,
-0.010066926,
-0.030858066,
-0.037002005,
-0.01869473,
0.028284255,
-0.053939346,
0.010814161,
-0.052693956,
0.009340446,
0.005787617,
0.011333074,
0.064705074,
0.0018110088,
-0.020479793,
-0.026540706,
-0.0052998383,
-0.07881953,
-0.005434756,
-0.013837698,
0.06736191,
-0.013284191,
-0.041430067,
-0.057730876,
-0.0026360815,
-0.0030494828,
0.014225153,
-0.014515745,
-0.044474363,
0.0043311995,
-0.02380084,
-0.011056321,
-0.044640414,
-0.0030494828,
0.0010655028,
-0.004978112,
0.05800763,
-0.034815647,
-0.0043692533,
-0.034040738,
-0.014515745,
0.03354258,
-0.047103524,
-0.016923504,
0.02369014,
0.0020306823,
-0.013512513,
-0.046799093,
-0.0058775623,
0.015678111,
0.0043727127,
-0.022347882,
-0.04242638,
-0.06132868,
-0.03830275,
0.023773165,
-0.015401358,
-0.01863938,
-0.035313807,
-0.0108971875,
0.047214225,
-0.012412415,
-0.008551697,
-0.008482509,
0.03949279,
0.04809984,
0.009485742,
0.007818299,
-0.04632861,
-0.047407955,
-0.0062615583,
-0.022555448,
-0.023870029,
-0.018168898,
-0.010060007,
0.039022308,
-0.043976206,
-0.0056423214,
0.028062852,
0.006216586,
0.03467727,
-0.01502774,
-0.00087523443,
-0.026831297,
0.047158875,
0.09520336,
0.018321112,
0.04104261,
-0.04497252,
0.011644423,
0.0036808278,
0.005957129,
-0.03083039,
-0.02422981,
0.00824035,
0.0067354995,
0.038856257,
-0.009451148,
-0.02861636,
0.05025852,
0.0056976723,
-0.0010360976,
-0.045276947,
-0.019400453,
0.0011606369,
0.026762107,
0.02248626,
-0.031660654,
-0.010717297,
-0.05333049,
-0.021406919,
0.029751051,
0.018680893,
-0.027703071,
0.030249208,
0.019165212,
0.018971484,
0.018390302,
0.015733464,
-0.04472344,
-0.014107533,
-0.012882897,
0.018805431,
-0.059280697,
0.015622761,
0.016037893,
-0.0049850307,
0.06619955,
0.018362625,
0.02369014,
0.006036696,
-0.04760168,
-0.011208535,
-0.011789719,
-0.06143938,
-0.004694439,
-0.0015602005,
-0.02512926,
-0.047961462,
-0.04220498,
-0.022956742,
0.016300809,
-0.0128552215,
0.008994504,
0.045443002,
-0.011990366,
-0.053607244,
0.038551826,
0.019967798,
0.04214963,
-0.00841332,
-0.037804592,
0.021683672,
-0.046024185,
0.010696541,
-0.003281264,
0.023842353,
0.008738507,
-0.003011429,
0.044086907,
0.049013127,
-0.0037223408,
0.0058464273,
-0.00060799386,
-0.0103990305,
-0.027979827,
0.033625606,
0.005206434,
-0.018846944,
0.012530035,
0.001364743,
-0.008946071,
-0.03686363,
-0.00083718076,
0.03810902,
0.061217975,
-0.046134885,
-0.007887488,
-0.01725561,
-0.014723311,
-0.03877323,
0.05025852,
-0.007949757,
-0.062601745,
-0.03691898,
0.050645974,
-0.02759237,
0.032629292,
-0.018113546,
0.022652311,
0.0063618817,
0.06464972,
0.0038918527,
0.0164807,
0.041983575,
0.04466809,
-0.0051545426,
0.04226033,
0.039824896,
-0.031549953,
-0.038994633,
-0.02254161,
0.01720026,
-0.023095118,
0.01497239,
0.024921695,
0.019026835,
0.027453993,
0.020548983,
-0.0054728095,
0.045526028,
0.058229033,
0.05717737,
0.061882187,
0.0031878597,
0.032407887,
0.01106324,
0.051808342,
-0.004798222,
0.05861649,
0.036891304,
0.02338571,
0.0030736986,
-0.011443776,
-0.020535145,
0.010689622,
0.030470612,
0.041430067,
0.03083039,
-0.0019096023,
0.0008583697,
0.031356223,
-0.010032332,
0.044142257,
-0.053939346,
0.05355189,
0.016992694,
-0.020687358,
-0.035922665,
-0.042813838,
0.04129169,
0.063155256,
-0.040129326,
-0.011506046,
0.0057080504,
0.019192887,
0.027038863,
0.009990818,
0.0332935,
0.024727967,
-0.006396476,
0.010606595,
0.0044834143,
-0.017698416,
-0.026139412,
-0.06714051,
-0.08933618,
-0.019940123,
-0.0209226,
-0.00058810215,
0.012218688,
-0.04178985,
0.005420918,
-0.031411573,
0.010156871,
-0.025364501,
-0.010572001,
0.047214225,
0.030332234,
0.01280679,
-0.045830455,
0.024492726,
-0.033930037,
0.034954026,
0.0051545426,
-0.03542451,
-0.011658261,
-0.062269643,
0.036282446,
0.02530915,
0.029972455,
0.028837763,
-0.019870935,
0.0104336245,
-0.0062062074,
0.003871096,
-0.012211769,
0.030581312,
-0.05620873,
0.029142192,
0.046937473,
-0.015678111,
0.0056354026,
0.049013127,
-0.0489301,
0.012232525,
0.04887475,
0.013069706,
-0.017573876,
0.023053605,
0.03282302,
-0.0071817655,
-0.03617174,
-0.04021235,
-0.061162625,
-0.004905464,
-0.0014633365,
-0.02038293,
0.0006486421,
0.040129326,
-0.02939127,
-0.08025865,
0.016840478,
-0.029501973,
-0.041319367,
0.00824035,
0.009824766,
0.037417136,
0.0038987715,
-0.02000931,
-0.0869561,
-0.019137537,
-0.002537488,
0.04248173,
0.026845135,
-0.015512059,
-0.006649014,
0.05150391,
-0.008918396,
-0.016439185,
0.035396833,
-0.03005548,
-0.026845135,
0.012543873,
0.034954026,
0.009167475,
0.02759237,
0.0007537221,
0.022375558,
0.011070158,
-0.036476173,
0.02290139,
0.051116455,
0.031190172,
0.0036116391,
-0.014571096,
0.02392538,
0.042813838,
-0.039022308,
-0.030304559,
0.046605367,
0.010025412,
0.025447527,
-0.07046156,
0.0437548,
0.0032276432,
0.0057391855,
0.00019740341,
0.037915293,
-0.019192887,
0.06426227,
-0.011256968,
0.06132868,
-0.067583315,
0.00038572584,
0.005362108,
-0.0012929599,
0.03714038,
0.050590623,
0.026346978,
0.0051891366,
-0.008503266,
-0.010392112,
-0.0014149046,
0.0143496925,
0.011692855,
-0.016895829,
-0.018293437,
-0.024091432,
-0.05214045,
0.009222826,
0.046024185,
0.047463305,
-0.016148593,
0.02602871,
-0.031494603,
-0.0030148884,
0.021310056,
-0.015041578,
0.022098804,
-0.060387716,
0.07134717,
0.028325768,
0.020050824,
-0.026720595,
-0.012786033,
-0.011457614,
-0.013560944,
-0.0053032977,
0.0002925376,
-0.051005755,
-0.012938248,
-0.020908762,
0.00051242724,
-0.0131043,
-0.013422567,
-0.031411573,
0.0078044618,
0.011381507,
-0.0072717103,
0.00067761476,
-0.047878437,
0.026845135,
0.018127384,
-0.018971484,
-0.059280697,
-0.024008406,
-0.0141836405,
-0.03852415,
-0.006863498,
0.033847008,
-0.00805354,
0.013491755,
-0.012661493,
0.017324798,
-0.010073844,
-0.0017764145,
0.015484384,
0.015000065,
0.010260653,
0.023441061,
0.024907857,
0.010807242,
-0.04087656,
0.04599651,
-0.034760296,
0.020369092,
-0.05261093,
-0.0057806983,
0.007977433,
-0.0349817,
0.027910637,
0.020604333,
0.029834077,
-0.009845522,
-0.010364436,
0.0122602,
-0.016992694,
-0.02482483,
0.043948527,
0.042066604,
-0.005694213,
0.020894924,
-0.020659683,
0.031882055,
-0.0013370676,
0.00306505,
0.0012151229,
0.002746783,
-0.03478797,
0.020050824,
-0.056402456,
-0.005458972,
-0.03589499,
-0.02994478,
0.041430067,
-0.004286227,
-0.03343188,
-0.016134756,
-0.025987197,
-0.028837763,
-0.022154154,
-0.031217847,
0.043201294,
0.0022832202,
0.0055592954,
0.012488523,
-0.027661558,
-0.0021794375,
-0.012675332,
-0.016951181,
-0.030138506,
-0.0061128032,
-0.008745425,
0.028035177,
-0.0077352733,
-0.019137537,
0.030525962,
-0.024298998,
0.022084966,
-0.016024055,
0.0006270207,
0.018819269,
0.003035645,
0.0032016975,
0.04876405,
-0.04425296,
0.0037603944,
-0.013810023,
-0.019870935,
-0.029612673,
-0.038219724,
-0.033459555,
0.032380212,
-0.025046233,
-0.012405496,
0.014695635,
0.044944845,
-0.02241707,
0.0104336245,
0.0014962011,
-0.03168833,
-0.055931974,
-0.045221597,
0.051752992,
-0.028035177,
-0.011160104,
-0.04632861,
-0.05717737,
0.010661947,
0.025226124,
-0.000044999546,
-0.01779528,
0.02633314,
-0.047407955,
0.01791982,
-0.036752928,
-0.029668026,
-0.014280505,
0.032546267,
-0.027550858,
0.03174368,
-0.023759328,
0.012038797,
0.014958552,
-0.01851484,
0.006268477,
0.04317362,
-0.04635629,
-0.050037116,
0.014543421,
0.0029197542,
0.023219658,
-0.0014771742,
-0.023579437,
0.007506951,
-0.060498416,
0.004466117,
-0.022347882,
-0.019040672,
-0.015221468,
-0.01280679,
0.043311995,
-0.005296379,
-0.026111737,
0.015152279,
0.024548076,
0.0066628517,
0.021946589,
-0.029834077,
-0.013443324,
-0.019068347,
-0.07101507,
0.01791982,
-0.010343679,
-0.017781442,
-0.006005561,
0.021240866,
0.051919043,
-0.019386616,
0.04845962,
0.049677335,
-0.020396767,
-0.0065002586,
-0.011623667,
0.0075553833,
0.006918849,
-0.03606104,
-0.006157776,
-0.041596122,
-0.023233496,
0.005247947,
-0.036393147,
-0.03738946,
-0.038081344,
-0.0015697139,
0.04201125,
-0.007105658,
0.034538895,
0.015262981,
-0.009983899,
-0.05739877,
0.0068807956,
0.0074031684,
0.036752928,
-0.0041928226,
0.022610798,
0.008724669,
0.036891304,
-0.043865502,
-0.0031411576,
-0.0027571614,
0.06857963,
-0.015664274,
-0.026443841,
0.012619981,
0.04444669,
-0.0262086,
-0.046494666,
0.01352635,
-0.019483479,
0.017338635,
-0.026194762,
0.017144907,
0.02025839,
-0.057011317,
0.011554478,
0.01057892,
-0.037112705,
0.03179903,
-0.0028540252,
-0.0068323635,
-0.03968652,
0.03174368,
0.028228905,
-0.014418881,
-0.0060747494,
-0.038966957,
-0.005497026,
-0.04267546,
-0.0012782573,
0.025032395,
-0.038883932,
-0.0081434855,
0.008489428,
0.010530489,
0.067915425,
0.0073063048,
0.0017184691,
0.02861636,
-0.038994633,
-0.038441125,
0.0074446816,
0.034013063,
-0.008980666,
0.006396476,
-0.05164229,
-0.0005180488,
0.009381959,
0.026720595,
0.020479793,
-0.08092286,
-0.0027069997,
-0.021074815,
-0.0050784354,
0.007839056,
-0.027799936,
0.03882858,
0.05338584,
0.00342656,
-0.052029744,
0.004185904,
0.00094096345,
-0.022873715,
0.0000685939,
-0.060775172,
0.0020185742,
-0.022430908,
-0.0023541383,
-0.026222438,
0.0052375686,
-0.006479502,
0.039022308,
0.002770999,
0.021559134,
0.013007436,
0.049815714,
-0.013872293,
0.018625543,
-0.016951181,
-0.033155125,
0.000094485535,
-0.0039022309,
-0.0016587941,
0.021019464,
0.03478797,
-0.042288005,
0.007569221,
0.015249143,
0.014584933,
-0.03750016,
0.05872719,
0.04107029,
0.023344196,
0.017089557,
-0.025392177,
0.01250236,
-0.054741934,
-0.01785063,
-0.057675526,
0.009388878,
0.039354414,
0.02994478,
0.03174368,
0.09293398,
-0.019151375,
-0.0037050436,
0.0002311328,
0.041540768,
0.007922082,
0.029059166,
0.019109862,
0.0078459745,
-0.011568315,
0.0059848046,
0.017089557,
-0.00751387,
-0.029668026,
-0.012211769,
-0.015470547,
-0.017283285,
0.028339606,
0.043561075,
0.0069050114,
0.037361786,
0.03232486,
-0.029640349,
0.0031307791,
-0.0141490465,
-0.059723504,
-0.011367669,
-0.016024055,
-0.043062918,
0.013443324,
-0.03199276,
-0.0040890398,
-0.0075553833,
-0.060553767,
-0.026582219,
0.03431749,
0.011153185,
0.016909666,
0.045387648,
-0.0017919819,
-0.0002064844,
-0.021794375,
-0.037057355,
-0.007327061,
0.014958552,
-0.036033366,
-0.016453024,
0.027910637,
0.04834892,
0.05656851,
-0.0059190756,
-0.06498183,
-0.020728871,
0.0012773925,
-0.037721567,
0.0067908503,
0.04071051,
-0.020521306,
-0.029584998,
-0.011492209,
-0.021379244,
0.031217847,
-0.0008739371,
0.01214258,
0.02110249,
-0.008690074,
0.026596056,
0.001292095,
-0.022887552,
-0.008648561,
0.022071129,
0.018501002,
-0.01899916,
0.031660654,
0.006628257,
0.055378467,
0.049317557,
-0.009485742,
-0.023468737,
0.026582219,
0.033376526,
-0.0004235633,
-0.030387586,
0.070184804,
0.037693888,
-0.0062719365,
0.006223505,
-0.009250501,
-0.012696088,
0.01995396,
-0.017449338,
-0.0064552864,
0.0028938085,
-0.011921177,
-0.0015195522,
-0.02764772,
0.02723259,
0.013339541,
-0.051559262,
0.0034334788,
0.024063757,
0.026319303,
0.027523182,
0.034843326,
0.015802652,
0.043948527,
0.0039956355,
0.013422567,
0.025834983,
-0.023676302,
0.044197608,
-0.019109862,
0.051669966,
-0.02254161,
-0.021794375,
-0.03816437,
-0.016522212,
-0.058284383,
0.02422981,
-0.0011822584,
-0.023856191,
0.039049983,
-0.06365341,
0.02374549,
-0.034234464,
0.01256463,
-0.033736307,
-0.018501002,
0.009686389,
-0.010488975,
-0.036393147,
0.016881991,
-0.025447527,
-0.0012600954,
0.0025046233,
0.072786294,
0.061051924,
0.061217975,
0.052887682,
0.0077145165,
0.010890269,
-0.005254866,
-0.04104261,
-0.03083039,
-0.0035943422,
0.00076064095,
0.016619075,
-0.036752928,
-0.056125704,
-0.009395797,
0.016300809,
-0.016314646,
-0.055599872,
0.018763918,
0.0016959829,
-0.021794375,
-0.008648561,
0.08645794,
0.022735339,
0.03000013,
-0.004953896,
-0.0037638538,
-0.042703137,
-0.02146227,
-0.02741248,
0.016245458,
0.019967798,
-0.06282315,
0.014225153,
-0.06387481,
-0.018210411,
0.0156089235,
0.0038572582,
-0.040295377,
0.020189201,
0.00925742,
0.025392177,
0.015318332,
-0.03478797,
-0.0156089235,
0.06979735,
0.013989913,
-0.009748658,
0.063155256,
0.026513029,
-0.010004655,
0.03445587,
0.013713159,
0.021019464,
-0.009686389,
-0.0034940187,
-0.0065071774,
0.024644941,
-0.054077726,
-0.056125704,
0.01671594,
0.00860013,
-0.01592719,
0.016203944,
-0.053524215,
0.0019632233,
-0.08385645,
-0.009409634,
-0.02351025,
0.032075785,
-0.035341483,
-0.011173941,
0.005562755,
-0.07367191,
0.22461352,
0.046992823,
0.03445587,
0.018597865,
-0.010378273,
0.02548904,
0.016577562,
-0.024478888,
0.0066317166,
-0.038800906,
-0.0047774655,
0.003601261,
-0.017698416,
0.00029815914,
0.022472423,
0.05883789,
-0.028505659,
0.0028955382,
0.01256463,
-0.046937473,
-0.06143938,
0.048127513,
0.011851989,
0.049262207,
0.012606143,
-0.005375946,
0.03467727,
-0.03354258,
0.0073063048,
-0.05789693,
0.019732557,
-0.040046297,
0.008427158,
-0.030692015,
0.011450695,
0.027149564,
0.013893049,
-0.06686376,
0.0027502426,
-0.009949305,
0.025378339,
0.0031186712,
0.025904171,
-0.028505659,
-0.008703912,
0.048653346,
0.006763175,
0.044280633,
0.044335984,
-0.06498183,
0.02133773,
-0.0025444068,
0.07156857,
-0.039880246,
-0.04760168,
-0.005043841,
-0.029169867,
-0.03661455,
-0.010212221,
0.028837763,
-0.0006023723,
0.03199276,
0.03354258,
0.004677142,
-0.025392177,
0.0043969285,
0.010412868,
0.035396833,
0.02735713,
-0.006240802,
0.018777756,
-0.03617174,
-0.040738184,
-0.01208723,
0.029252894,
0.043505725,
-0.02351025,
0.03600569,
0.045359973,
-0.01989861,
-0.016217783,
-0.024437375,
-0.0006763175,
0.01352635,
0.001376851,
0.0472419,
-0.02753702,
0.030747365,
-0.045443002,
0.0009444229,
0.0117828,
0.01863938,
0.050562948,
-0.017712254,
0.030166183
] | minds = minds.train_test_split(test_size=0.2)
Then take a look at the dataset:
minds
DatasetDict({
train: Dataset({
features: ['path', 'audio', 'transcription', 'english_transcription', 'intent_class', 'lang_id'],
num_rows: 450
})
test: Dataset({
features: ['path', 'audio', 'transcription', 'english_transcription', 'intent_class', 'lang_id'],
num_rows: 113
})
}) |
[
-0.023888154,
0.017610768,
0.020408608,
-0.003742288,
-0.025038535,
-0.044623412,
0.025691837,
-0.01450758,
0.0029380866,
0.01928663,
0.0024623119,
-0.021615798,
0.04141371,
-0.023064425,
-0.009394776,
0.042805526,
-0.007520082,
-0.023206446,
-0.049111318,
-0.050133877,
0.01024691,
0.0035967152,
-0.07345394,
0.0020184922,
-0.039879866,
-0.0006808195,
-0.013832973,
-0.03385812,
0.071920104,
0.047634285,
0.0064868694,
-0.035846435,
-0.016659219,
-0.033460457,
0.0030268508,
-0.026501365,
0.01024691,
-0.02775116,
-0.021970853,
-0.028546486,
0.023305863,
-0.0101332925,
-0.016787037,
-0.05098601,
-0.040845618,
0.005222871,
-0.009877652,
-0.024740288,
-0.032210663,
-0.020990899,
-0.025805455,
-0.02698424,
0.038090385,
-0.010069382,
0.009806641,
-0.056610096,
-0.004665433,
-0.039965082,
-0.040050294,
-0.043231595,
0.020124562,
0.010509651,
0.018732743,
-0.034340996,
-0.019556474,
0.009132035,
-0.03365929,
-0.036641758,
-0.032239065,
-0.022297503,
-0.04587321,
0.026444556,
-0.05070197,
-0.036840588,
-0.018065238,
-0.014266142,
0.013854277,
-0.027012644,
0.0027836375,
0.012533469,
-0.017355127,
0.051696125,
0.040391147,
-0.0006262297,
-0.011816257,
-0.046469703,
0.028347654,
0.01756816,
-0.0070478576,
0.0005481174,
-0.008329609,
0.04854323,
-0.039510608,
-0.026132107,
0.06510303,
0.034852277,
0.019116204,
0.021672606,
-0.01119846,
-0.011283673,
0.03206864,
0.08447488,
0.0016430207,
0.039084543,
-0.060217462,
-0.0014219985,
0.010864708,
-0.020735258,
-0.03831762,
-0.047804713,
0.028035205,
0.014628299,
0.033630885,
-0.03837443,
-0.002476514,
0.037493892,
0.02614631,
-0.00082106655,
-0.038516454,
-0.015182186,
0.0040440853,
0.007726014,
-0.009657518,
-0.04223744,
-0.026870623,
-0.0439133,
0.0343694,
0.06777305,
-0.008656261,
0.025038535,
0.016659219,
0.03377291,
-0.0036570746,
0.015253197,
0.013392705,
-0.024143795,
-0.024214806,
-0.045077883,
0.005205118,
-0.04047636,
0.013321693,
-0.0036428724,
-0.0094231805,
0.06839795,
-0.03169938,
-0.016133735,
0.051752932,
-0.027254082,
-0.0018942227,
-0.0032026032,
-0.032551516,
0.046980985,
0.0089119,
-0.030563204,
-0.03848805,
0.026870623,
0.010062281,
0.000462904,
-0.011368887,
0.010701382,
0.031017674,
0.00069990376,
-0.05746223,
0.05504785,
-0.00795325,
0.012448256,
0.0020060653,
-0.019499665,
0.021232337,
-0.05212219,
0.015949106,
0.025734443,
0.009032619,
0.05925171,
0.02939862,
0.008535542,
0.048344396,
-0.009998371,
0.041385304,
0.0011938751,
-0.01883216,
-0.023817142,
0.042975955,
0.031216506,
-0.033261627,
0.0015436051,
0.0037316363,
-0.018931575,
-0.034340996,
-0.026771206,
0.037124634,
0.044595007,
-0.032182258,
0.0037493892,
-0.05428093,
0.0018764698,
-0.05649648,
0.050503135,
0.017809598,
-0.05192336,
-0.026742803,
0.040646788,
-0.045759592,
0.055445515,
-0.021161325,
0.053741246,
0.0151537815,
0.046441298,
-0.029966708,
0.030648416,
0.0048749163,
0.0038204005,
-0.034625042,
0.021558987,
0.040305935,
-0.050190687,
-0.0050630956,
0.029256597,
0.023888154,
-0.008024261,
0.013761963,
0.010005472,
0.025876466,
0.022638358,
-0.018122047,
-0.027438711,
0.033971738,
0.028134622,
0.018022632,
0.018846361,
-0.015224792,
0.035306748,
0.012874323,
0.047520667,
0.043430425,
0.011652932,
0.04658332,
0.02601849,
0.018647531,
-0.0036677264,
-0.009756933,
0.0009710776,
0.055218276,
0.05970618,
-0.032665133,
-0.011695538,
0.017738588,
0.029796282,
-0.013769064,
-0.023959165,
-0.04632768,
0.040760405,
-0.00091338105,
-0.0012657739,
-0.04970781,
-0.056013603,
0.02831925,
0.0598198,
-0.03570441,
-0.0044701523,
0.012753604,
-0.0042287144,
0.025720242,
-0.0017264588,
0.03175619,
-0.007527183,
-0.01870434,
0.018022632,
-0.029000957,
-0.018590722,
-0.052775495,
-0.037380274,
-0.061694495,
-0.0054962635,
-0.048969295,
-0.03576122,
0.0027055251,
-0.032040235,
0.043799683,
0.013066053,
0.009181743,
-0.011731043,
-0.01921562,
0.02971107,
0.032352682,
0.04090243,
-0.039482206,
0.02768015,
0.02493912,
0.055473916,
-0.0048784665,
-0.01857652,
0.030790439,
-0.069193274,
0.013186772,
-0.018164655,
-0.018051036,
0.00018695906,
-0.024882311,
0.009962865,
-0.03539196,
0.023234852,
-0.05192336,
-0.00008959611,
-0.07515821,
0.024030177,
0.008656261,
-0.00356476,
0.039084543,
0.029000957,
-0.029313406,
0.049594194,
0.014770321,
0.024853906,
-0.038516454,
0.0071756775,
0.039595824,
-0.0022421773,
-0.034142166,
-0.026075298,
-0.062148966,
-0.011958279,
-0.03456823,
-0.0026646936,
-0.013761963,
0.04365766,
0.0065685324,
-0.059081282,
-0.011290775,
-0.05740542,
-0.033176415,
-0.028645901,
-0.005588578,
0.038970925,
0.04561757,
-0.031841405,
-0.06277386,
0.027878981,
-0.02501013,
0.02023818,
0.042152222,
0.0006941341,
0.023788739,
0.02360411,
-0.025748646,
0.014280344,
0.038005173,
-0.034397807,
0.014656703,
0.010992527,
0.00011983133,
0.003863007,
-0.015423624,
-0.0033197717,
0.0048252083,
0.030307563,
-0.031074483,
-0.0045340625,
0.02564923,
0.04854323,
-0.007988756,
0.0013864929,
0.023902357,
0.017511351,
0.010225607,
-0.042805526,
0.015437826,
0.03334684,
0.04257829,
-0.035931647,
-0.024484647,
0.019513866,
-0.026870623,
0.0029771428,
-0.0020522224,
-0.025322579,
0.05746223,
-0.00082728,
0.044964265,
-0.019087799,
-0.02005355,
0.028049408,
0.021999257,
0.032750346,
0.023192244,
0.04357245,
-0.04493586,
0.0031031875,
-0.017852206,
0.0032558616,
0.024726085,
0.0026842218,
0.0070230034,
-0.033204816,
0.014145423,
-0.03831762,
-0.006802869,
0.0040050293,
0.022879796,
0.017525554,
0.05124165,
0.0018959979,
-0.012277829,
0.03402855,
-0.019641686,
0.0062134764,
-0.018320879,
0.024399435,
0.0073851603,
0.008982912,
0.005109253,
0.0054749604,
-0.019542271,
-0.0013989198,
-0.023533098,
-0.0023131885,
-0.039340183,
-0.026501365,
-0.024300018,
0.02011036,
-0.04149892,
-0.03314801,
-0.058910858,
0.009153338,
0.04115807,
-0.020152967,
0.026132107,
-0.049594194,
0.0458164,
0.06283067,
-0.015821286,
-0.027878981,
-0.012590279,
-0.004214512,
-0.01800843,
0.016005915,
0.023746131,
-0.02151638,
0.038857307,
-0.027921587,
0.022737773,
0.03104608,
-0.033744503,
-0.030648416,
-0.023504693,
-0.025606625,
-0.003806198,
0.018292474,
-0.013733558,
-0.033204816,
0.05541711,
-0.042180628,
0.024868108,
-0.030790439,
-0.0013350098,
0.03385812,
0.016758634,
0.0047186916,
0.0022226493,
0.0063874535,
0.010459944,
-0.01011909,
0.0034227378,
-0.00040343215,
-0.07123839,
0.014898141,
0.061069597,
-0.0003439603,
0.019002587,
0.030875651,
-0.0054252525,
0.015224792,
-0.017000072,
-0.018604923,
0.0027321544,
-0.037181444,
0.0054039494,
-0.022567347,
-0.03786315,
0.030279158,
-0.040930834,
0.016417779,
0.013882682,
-0.04803195,
-0.016588207,
-0.03303439,
-0.015452028,
0.0055140164,
-0.06271706,
0.033290032,
-0.015139579,
0.01636097,
0.02367512,
0.0068490263,
-0.02157319,
-0.012760705,
-0.07879398,
-0.014599894,
0.0075697894,
-0.021729415,
0.08152081,
-0.020081956,
-0.035221536,
0.06714815,
-0.012675492,
0.024882311,
-0.00941608,
-0.014557288,
0.035931647,
-0.02246793,
-0.0071898797,
0.03042118,
-0.02557822,
0.012568975,
-0.0033748054,
0.010459944,
0.0053400393,
-0.056894142,
-0.05129846,
0.029370215,
-0.015622455,
-0.015764477,
-0.03823241,
0.017809598,
-0.007356756,
0.007406464,
0.046441298,
-0.07027264,
-0.020209776,
-0.012661289,
0.032040235,
-0.063853234,
0.011468302,
-0.028560689,
-0.05496264,
-0.008982912,
0.046412893,
0.0019048743,
-0.02361831,
0.00023722165,
-0.0044310964,
-0.012320437,
-0.044055324,
-0.031727787,
0.011560617,
0.03914135,
0.0017868183,
0.0075058793,
-0.0054181516,
-0.039993484,
0.018349284,
0.025663434,
0.023305863,
0.021530584,
-0.016716028,
-0.01139019,
-0.027651746,
0.030705225,
-0.0026433903,
0.032665133,
-0.011681336,
0.002590132,
-0.013662547,
0.0082088895,
-0.021487977,
-0.009487091,
0.01768178,
-0.047747903,
0.0540821,
-0.0330912,
-0.0083509125,
-0.0021480876,
0.018065238,
0.0070869136,
0.005276129,
-0.025123749,
-0.029767878,
-0.07958931,
-0.041271687,
0.0044701523,
-0.012632885,
-0.0105167525,
0.019329237,
0.017142095,
0.03956742,
-0.01425194,
0.013477918,
0.040959235,
0.01769598,
-0.0074987784,
-0.035221536,
0.020096159,
0.004321029,
-0.03098927,
-0.019499665,
-0.027964195,
0.03073363,
0.016431982,
-0.00801716,
-0.02621732,
-0.037834745,
-0.012355941,
0.049679406,
-0.017482948,
0.050247498,
0.002691323,
-0.03289237,
-0.056439668,
0.01055936,
0.02641615,
-0.007917744,
0.0006706116,
0.040504765,
0.025592422,
0.043117974,
-0.029540641,
-0.01788061,
-0.007133071,
0.028901542,
-0.027850576,
-0.018974181,
0.048884083,
0.035533983,
-0.010843404,
-0.036670163,
-0.002144537,
-0.014500478,
-0.033630885,
-0.031955022,
0.036386117,
0.025024332,
-0.029739473,
0.018917372,
0.03524994,
0.0024871659,
0.029625855,
-0.014855535,
0.0286317,
-0.006000443,
0.012902727,
0.042095415,
-0.016020117,
0.01285302,
-0.03385812,
-0.003799097,
-0.039595824,
-0.008585249,
0.049111318,
0.020280788,
0.014337153,
0.048628442,
0.033943333,
0.03201183,
0.045958422,
0.02901516,
-0.009018417,
-0.026799612,
-0.060217462,
0.0101332925,
0.03709623,
-0.028290845,
0.029427024,
-0.025166355,
0.03144374,
0.0017397734,
0.057377018,
-0.0076336996,
-0.053116348,
0.018093644,
-0.041669346,
-0.01330039,
-0.0023788738,
0.0011929874,
0.0021214583,
0.037976768,
-0.016389376,
-0.030790439,
0.01037473,
0.0015089872,
-0.008961609,
-0.009941562,
-0.046015233,
-0.01603432,
-0.032210663,
-0.01992573,
-0.038914114,
-0.0027907386,
0.015977511,
0.0073141493,
-0.0060679037,
-0.007527183,
0.011056437,
0.028944148,
-0.044680223,
0.01031082,
0.015508837,
-0.023121234,
0.0066537457,
0.02749552,
-0.048458014,
0.046867363,
0.017667577,
-0.0041754562,
0.03803358,
0.0027268284,
0.0356476,
-0.023263255,
-0.0030659067,
8.182927e-7,
-0.029228194,
0.007285745,
-0.008663361,
0.018647531,
-0.03857326,
-0.0032114796,
-0.0041719056,
0.0024800648,
0.024910714,
0.001864043,
0.011084842,
0.05135527,
0.009451585,
0.007267992,
-0.02329166,
0.03493749,
0.026330939,
0.027197273,
0.010978325,
0.020380203,
-0.007211183,
-0.0038949621,
-0.00052281964,
0.020593235,
-0.05740542,
-0.0023344918,
0.010502551,
0.0037529396,
-0.039340183,
-0.007733115,
0.04294755,
0.033460457,
0.0050559947,
-0.043430425,
0.013158368,
0.012710998,
-0.008429024,
-0.024086986,
-0.06851157,
-0.025606625,
0.043884896,
-0.04894089,
0.013847176,
-0.048600037,
-0.010566461,
-0.0144436695,
0.027878981,
-0.020167168,
0.022098674,
0.0496226,
0.028049408,
0.012306234,
-0.027523926,
-0.011695538,
0.033716097,
0.025379388,
-0.0025404242,
-0.007924845,
0.01628996,
0.05936533,
0.011624527,
-0.03874369,
-0.06464856,
-0.00967172,
-0.009479989,
-0.0110635385,
0.016261555,
0.032494705,
-0.059478946,
0.0073070484,
0.010168798,
0.018931575,
-0.005350691,
0.0114896055,
0.049736217,
0.013421109,
-0.020976696,
0.033943333,
0.003799097,
-0.021132922,
-0.019485462,
0.016332567,
-0.00004540831,
-0.03576122,
0.00078999915,
-0.0054749604,
0.06447813,
0.03150055,
-0.01310866,
0.00045491525,
0.055899985,
0.0066466443,
-0.03164257,
-0.023944963,
0.03189821,
0.011028033,
0.02005355,
0.015253197,
-0.0037458385,
-0.0037138837,
-0.035590794,
0.006731858,
-0.0009941562,
0.002717952,
-0.045106288,
0.005226421,
-0.029114576,
-0.0054394547,
0.025052737,
-0.06260344,
0.01450758,
0.009132035,
0.035676006,
0.0036996815,
0.024271615,
-0.016204746,
0.049963452,
0.025365187,
0.047889926,
0.021772021,
-0.03189821,
0.06141045,
-0.016630813,
0.047435455,
-0.004882017,
-0.015977511,
-0.00090006646,
-0.00782543,
-0.03678378,
0.02614631,
0.027325094,
0.003195502,
0.013825873,
-0.0031813,
-0.012107403,
-0.049310148,
0.009820843,
-0.04493586,
-0.0064194086,
0.024868108,
-0.06720496,
-0.03272194,
0.03868688,
-0.00219602,
0.0050559947,
-0.009295361,
0.064421326,
0.024882311,
0.10100627,
0.05161091,
0.002513795,
-0.018661732,
0.02138856,
-0.04627087,
-0.019400248,
0.0043103774,
0.014358456,
-0.028035205,
-0.056042008,
-0.053144753,
-0.004906871,
0.0056986455,
-0.004938826,
-0.053883266,
0.015949106,
-0.0022918852,
-0.048429612,
0.015863894,
0.089360446,
0.0022599301,
-0.010076484,
-0.012519267,
-0.019613283,
-0.031074483,
-0.01412412,
-0.051270057,
0.0055246684,
-0.021303348,
-0.060728744,
0.023391075,
-0.031585764,
-0.02914298,
0.026387747,
0.00080863957,
-0.009032619,
0.024413636,
0.0087556755,
0.017766992,
0.06419409,
-0.013328794,
0.02106191,
0.06845476,
0.055757962,
0.0020202675,
0.0623762,
-0.00022634807,
-0.02360411,
0.016247353,
-0.005190916,
0.02704105,
0.0075839916,
0.005741252,
0.0022066718,
-0.008812485,
-0.031955022,
-0.057234995,
0.009203047,
0.037579104,
0.019641686,
-0.00027916263,
-0.038715284,
0.025919072,
-0.08242975,
-0.020280788,
0.000549005,
0.030676821,
-0.0071721273,
-0.0071224193,
0.04945217,
-0.07260181,
0.23973367,
0.050559945,
0.05925171,
0.046242468,
-0.02380294,
0.041271687,
0.028120419,
-0.024300018,
-0.027665947,
-0.012568975,
-0.025620826,
-0.03965263,
0.0073922616,
0.02564923,
0.0035967152,
0.05925171,
-0.03314801,
0.010381832,
-0.005652488,
-0.03703942,
-0.04723662,
0.04371447,
0.008123676,
0.05104282,
0.023888154,
0.019655889,
0.007995857,
-0.011496707,
0.013030548,
-0.018803755,
0.058399577,
-0.02539359,
0.05243464,
-0.031528953,
0.030222349,
0.012497964,
0.01616214,
-0.03806198,
-0.0067567118,
-0.00043915963,
0.04894089,
-0.039737843,
0.0024676379,
-0.016020117,
-0.03334684,
0.02768015,
0.015437826,
0.039936677,
0.044680223,
-0.03144374,
0.051071227,
-0.050872393,
0.032040235,
-0.0509008,
-0.027055252,
0.010523854,
-0.0648758,
-0.009579405,
-0.012661289,
0.014521782,
-0.029682664,
0.021402763,
-0.009778237,
-0.034852277,
-0.03456823,
-0.0055069155,
-0.0032949178,
0.049281746,
0.0023362671,
-0.028021004,
-0.010445742,
0.016005915,
-0.0044488492,
-0.051752932,
0.011219763,
0.048628442,
-0.01705688,
0.045674376,
0.002812042,
-0.055956792,
-0.019641686,
-0.014479175,
-0.015693465,
-0.008578148,
0.034596637,
0.019797912,
-0.055757962,
-0.0030659067,
-0.013002143,
0.003983726,
0.049139723,
-0.009458686,
0.025848063,
0.0010190101,
0.01119846
] | Now you can convert the label id to a label name:
id2label[str(2)]
'app_error'
Preprocess
The next step is to load a Wav2Vec2 feature extractor to process the audio signal:
from transformers import AutoFeatureExtractor
feature_extractor = AutoFeatureExtractor.from_pretrained("facebook/wav2vec2-base")
The MInDS-14 dataset has a sampling rate of 8000khz (you can find this information in it's dataset card), which means you'll need to resample the dataset to 16000kHz to use the pretrained Wav2Vec2 model: |
[
0.016897127,
0.02762929,
0.016942346,
0.0056072534,
-0.027795095,
-0.056615174,
-0.007351984,
0.003391484,
-0.006229026,
0.05031455,
0.036055245,
-0.0034310513,
0.050766747,
-0.030041011,
-0.013121274,
0.00910425,
-0.040275756,
-0.01617361,
-0.06547825,
-0.020348905,
0.01471904,
0.013317227,
-0.040999275,
-0.0038248403,
-0.051309384,
0.012088756,
0.00850132,
-0.0032539405,
0.04524993,
0.027704656,
0.000009428149,
-0.024931176,
-0.03858755,
-0.05465565,
0.021087494,
-0.028352806,
0.04467715,
-0.013648839,
-0.030191744,
-0.015133555,
0.0070505184,
0.015781706,
-0.0017824132,
-0.010031256,
-0.052002754,
-0.0016995103,
0.007988829,
0.0027075347,
-0.020424271,
-0.0043637096,
-0.03858755,
-0.012118903,
0.054414477,
-0.030146524,
0.0013518832,
-0.028382953,
0.0014159445,
0.008968591,
-0.036296416,
0.0006349612,
0.011357703,
0.02111764,
-0.023725314,
-0.025669765,
0.0020499637,
0.015510387,
-0.002006628,
-0.041843377,
-0.035693485,
-0.025835572,
-0.058725428,
0.033673666,
-0.031864878,
-0.023062091,
-0.025006542,
-0.0060481466,
0.007009067,
-0.038135353,
0.016083172,
0.0033387276,
0.015736485,
0.052726272,
0.03322147,
0.0085766865,
0.008026512,
-0.03451777,
0.009646888,
-0.015352118,
-0.00642121,
-0.02472015,
0.0042393547,
0.054836527,
-0.038617697,
-0.027614215,
0.04953074,
0.023529362,
0.022655113,
0.012473124,
0.007920999,
-0.013528253,
0.011855121,
0.11262742,
-0.009669498,
0.030176671,
-0.015352118,
0.024418686,
0.00183988,
0.0076157656,
-0.05631371,
-0.008041586,
0.038225792,
-0.003417862,
0.02190145,
-0.0333722,
-0.017273959,
0.04856605,
-0.026046596,
0.013927694,
-0.030930335,
-0.027975975,
0.011206971,
0.017349325,
0.009684571,
-0.06089598,
0.0015365307,
-0.06469444,
0.006473966,
0.015284288,
-0.0075630094,
0.025669765,
0.025142202,
0.0040923906,
0.035783924,
0.034819234,
0.003046683,
0.0076949005,
-0.033794254,
-0.05854455,
0.008049122,
-0.04820429,
0.014055817,
0.0023080932,
-0.023453996,
0.06427239,
-0.021313593,
-0.012767053,
0.002807395,
-0.01199078,
0.0010786803,
0.025112055,
-0.06626206,
-0.0025360764,
0.009111787,
-0.017786449,
-0.04127059,
-0.029468227,
-0.032166343,
0.034487624,
-0.008373197,
0.036296416,
0.028639197,
-0.008297831,
-0.033522934,
0.042506598,
0.023167605,
0.029920425,
-0.0045671985,
-0.064513564,
0.006078293,
-0.045792572,
0.014643674,
0.0039454265,
0.0023702704,
0.012865029,
0.023665022,
0.015359654,
0.028684419,
0.007122116,
-0.008787712,
-0.019610314,
-0.021404032,
-0.018193427,
0.042446308,
-0.009074104,
-0.040848542,
-0.0015158049,
-0.02568484,
-0.010905505,
-0.05185202,
-0.0013028951,
0.056162976,
0.06397092,
-0.019565094,
-0.0012002084,
-0.015352118,
-0.025775278,
-0.04078825,
-0.0031201653,
-0.017816596,
-0.043772753,
-0.04953074,
0.027930755,
-0.01746991,
0.021087494,
-0.030674089,
0.014651211,
0.023348482,
0.060262904,
-0.03035755,
0.02046949,
0.028413098,
0.014153793,
-0.035844218,
0.03295015,
0.01060404,
-0.02568484,
-0.0144100385,
0.0057240715,
0.036748614,
0.008388271,
0.010136769,
0.019896707,
0.035542753,
0.033884693,
-0.0097297905,
0.0033726424,
0.015691265,
0.04561169,
0.048385173,
0.022941506,
0.0038662918,
0.02333341,
0.020032365,
0.056826197,
-0.011885267,
0.055288725,
0.067106165,
0.036628027,
0.007860706,
-0.015291824,
-0.040878687,
0.01411611,
0.03138253,
0.04476759,
0.0058936453,
0.009277592,
0.0035158384,
0.010310112,
-0.036567733,
0.034216303,
-0.04986235,
0.05432404,
0.00993328,
0.020951834,
-0.045430813,
-0.077054515,
0.0136413025,
0.060051877,
-0.018178355,
-0.03825594,
0.014402502,
0.012164122,
0.021554764,
0.014892383,
0.031593557,
0.0018238648,
0.0042205136,
-0.0032878553,
0.0019557558,
-0.029166762,
-0.027433338,
-0.0607151,
-0.07470309,
0.017439764,
-0.020575004,
0.0044842954,
0.014643674,
-0.053901985,
0.012963005,
0.011184361,
0.010136769,
-0.03073438,
-0.008350587,
0.014598454,
0.063247405,
-0.011011018,
-0.05993129,
-0.008908298,
0.009812694,
0.03026711,
-0.016007805,
-0.038889017,
0.030719308,
-0.034246452,
0.008750029,
0.013588546,
0.000060086968,
0.02628777,
0.010181989,
0.009872987,
-0.0297094,
0.026091816,
-0.01413872,
-0.011651631,
-0.0390096,
0.042808063,
0.038527258,
-0.036477294,
0.035452314,
0.033914838,
-0.026438503,
-0.0018182122,
0.013189104,
0.017123226,
-0.011696852,
0.033281762,
0.051671144,
-0.018509965,
-0.041059565,
-0.06891496,
-0.071748726,
-0.049470447,
-0.02315253,
-0.035603046,
-0.026785187,
0.05127924,
-0.0085766865,
-0.0780795,
0.024539271,
-0.046968285,
-0.017153373,
-0.01921841,
0.022429014,
0.029724473,
0.036748614,
-0.0151486285,
-0.05522843,
0.013543326,
-0.006496576,
0.046425648,
0.011704388,
-0.015163702,
0.008772639,
0.034397185,
0.009164544,
0.049078543,
0.05396228,
-0.052846856,
-0.02411722,
0.008101879,
-0.01548024,
0.0053811544,
0.018434599,
0.028292513,
0.027644362,
-0.0023985328,
-0.038225792,
0.02998072,
0.03940151,
0.03313103,
0.036929492,
0.010106622,
0.032317076,
0.006703833,
-0.018223574,
-0.043230116,
-0.0012360075,
-0.0017240044,
0.042174987,
-0.042114694,
0.049048394,
0.0351207,
-0.044858027,
-0.00393789,
0.014613528,
0.01769601,
0.073617816,
0.010460844,
0.030659014,
-0.06807085,
-0.011583802,
0.03219649,
0.044616856,
0.021449253,
0.03807506,
0.04597345,
0.003979341,
-0.015947511,
-0.01908275,
-0.01422916,
0.016324343,
0.023710242,
0.00843349,
-0.04971162,
-0.025338154,
-0.04057722,
0.014960213,
0.038798578,
0.040456634,
-0.0044240025,
0.051460117,
-0.018555185,
0.025609473,
0.040004436,
0.011289873,
-0.012141513,
-0.039763264,
0.0507366,
0.024041854,
0.03894931,
-0.026664602,
-0.00038436818,
-0.026212404,
0.0071484945,
0.014349746,
0.030764528,
-0.045430813,
-0.0054414477,
-0.00044395466,
0.010702016,
-0.0057617542,
-0.009066567,
-0.018494893,
0.010679406,
0.029121542,
-0.040486783,
-0.015110945,
-0.06017246,
0.025051761,
0.036386855,
-0.014312062,
-0.061619494,
-0.012405295,
-0.015427484,
-0.0416022,
0.0015007317,
0.038135353,
0.000012394225,
0.01881143,
-0.03894931,
-0.0054263743,
0.0044390755,
0.0027979743,
0.00022339045,
0.00029651934,
-0.011184361,
-0.0002399946,
0.019414362,
0.027056506,
-0.04338085,
0.048083708,
-0.024478978,
0.032980297,
-0.044285245,
-0.025172347,
-0.009337886,
-0.021826083,
0.007498948,
0.026528941,
0.025127128,
-0.030659014,
-0.019670608,
0.0089610545,
-0.03400528,
-0.039491948,
0.0142819155,
0.002434332,
0.023423849,
0.01834416,
0.00993328,
0.002174318,
0.04259704,
0.018781284,
0.006055683,
-0.0025624547,
-0.057218105,
0.022835992,
-0.03276927,
-0.017379472,
-0.0055846437,
-0.026242549,
0.05115865,
-0.025730059,
-0.031292092,
-0.0049741766,
-0.05013367,
-0.018962163,
-0.007344447,
-0.026996212,
0.033432495,
-0.0029129079,
-0.010362867,
0.008388271,
-0.022609893,
-0.008207391,
-0.019670608,
-0.014447722,
-0.009164544,
0.030583648,
-0.012028463,
0.034728795,
-0.010965798,
-0.014621064,
0.050585866,
-0.043471288,
0.018268794,
-0.04196396,
-0.020755881,
0.0025153507,
-0.014417576,
0.0043184897,
0.01658059,
-0.026694747,
0.020394124,
-0.023966487,
-0.007966219,
-0.0049289567,
-0.0394618,
-0.03349279,
0.042808063,
-0.022202915,
-0.03711037,
-0.019972073,
0.0073745935,
-0.02827744,
0.008403344,
0.022429014,
-0.02698114,
-0.06348858,
-0.059388652,
0.04111986,
-0.04892781,
-0.011696852,
-0.04561169,
-0.061378323,
-0.022655113,
0.026815332,
-0.0107246265,
-0.036145683,
0.0045558936,
-0.04042649,
0.018751139,
-0.05170129,
-0.023273116,
-0.014327136,
0.019836413,
-0.02888037,
0.014523088,
-0.025353227,
0.008734955,
0.03295015,
-0.0031540801,
0.0346685,
0.01395784,
-0.028654272,
-0.031895023,
-0.0022553368,
0.009571522,
0.014937603,
0.028398026,
-0.020665443,
0.035693485,
-0.0377133,
0.01358101,
-0.024267953,
0.010588966,
-0.019369142,
-0.015050652,
0.05854455,
-0.027780022,
-0.0394618,
-0.0013933347,
0.058092352,
0.038798578,
0.021358812,
-0.020077584,
-0.017394545,
-0.05004323,
-0.07590895,
0.022926431,
-0.0020932993,
-0.0041150004,
0.012978079,
0.00771751,
0.041873522,
-0.03304059,
-0.00013448176,
0.046847697,
-0.004589808,
-0.024539271,
-0.041330885,
-0.008207391,
0.008132025,
-0.02458449,
-0.0031352385,
-0.0019727133,
0.0063081603,
0.012827346,
-0.019836413,
-0.04606389,
-0.017289031,
-0.00051767234,
0.048264585,
-0.008787712,
0.05254539,
-0.0013518832,
-0.02901603,
-0.04145147,
-0.009993573,
0.012925322,
-0.0016712479,
0.0060029267,
0.03279942,
0.015872145,
0.015585753,
-0.021524617,
-0.01570634,
0.00023799267,
0.0703017,
-0.030252038,
-0.042265426,
0.00917208,
0.03138253,
-0.041240446,
-0.054233596,
-0.023137458,
-0.021599984,
0.0048799687,
-0.033854548,
0.039672825,
0.0031955317,
-0.052696124,
0.024478978,
0.050374843,
-0.037864033,
0.0051889704,
0.00370237,
-0.01205861,
-0.035844218,
0.0013952188,
0.030176671,
-0.041903667,
-0.00076967845,
-0.032226633,
-0.00492142,
-0.037562568,
-0.015977658,
0.06354887,
0.015012969,
0.04208455,
0.04024561,
0.036929492,
0.038979456,
0.01603795,
-0.008667125,
-0.008644516,
-0.014485405,
-0.047239605,
0.02051471,
0.018268794,
0.018148208,
0.009805157,
-0.047420483,
0.008938445,
-0.005015628,
0.04953074,
0.02874471,
-0.07337664,
0.011131604,
-0.04006473,
-0.035693485,
-0.006556869,
-0.030101305,
-0.01411611,
0.047902826,
-0.02185623,
-0.094780676,
-0.012767053,
0.0021912756,
-0.02402678,
-0.017967328,
-0.047299895,
-0.020906614,
-0.04883737,
-0.011063774,
-0.025051761,
-0.03418616,
0.018087914,
0.022474233,
0.018540112,
-0.0071371896,
-0.016294196,
0.02286614,
-0.009692107,
0.0041489154,
0.0050796894,
0.00023128037,
-0.021042274,
0.004179062,
-0.027192164,
0.02874471,
0.037773594,
-0.04009488,
-0.011787291,
0.015028043,
0.0084485635,
-0.032588392,
0.027222311,
0.037502278,
0.012571101,
-0.0066209305,
-0.022489307,
0.006470198,
-0.054233596,
-0.034487624,
-0.048867516,
-0.0013810877,
0.05091748,
0.01885665,
0.03340235,
0.05761001,
0.002769712,
0.0112748,
0.021147788,
0.021057347,
0.016942346,
0.02619733,
0.0035007652,
-0.028940663,
0.013528253,
-0.018796358,
0.026348062,
-0.004593577,
-0.02037905,
0.01060404,
-0.030041011,
-0.0063458434,
-0.017967328,
-0.0013151421,
0.01769601,
0.038798578,
0.014628601,
-0.073135465,
0.014583381,
-0.0035535216,
-0.035603046,
-0.008704809,
-0.026739966,
-0.037954476,
0.03955224,
-0.03493982,
0.011056238,
-0.012435441,
0.013143885,
-0.016505223,
0.032286927,
-0.012736906,
0.019550022,
0.045400664,
0.0102422815,
0.010664333,
-0.00393789,
-0.0012086872,
0.008177245,
0.024946248,
-0.02481059,
-0.0113652395,
0.037411835,
0.051188797,
0.05830338,
-0.024539271,
-0.06487532,
-0.027177092,
0.044044074,
-0.0014338441,
-0.0147642605,
0.0039002066,
-0.022790773,
0.024403611,
-0.02217277,
-0.034758944,
0.030598722,
0.027312752,
0.012970543,
-0.0020217013,
-0.0028168159,
0.032588392,
-0.010784919,
-0.024087073,
0.0076383757,
0.0346685,
0.02545874,
-0.038557403,
0.02319775,
0.013038372,
0.05335935,
0.05218363,
0.005241727,
-0.017967328,
0.018585332,
0.008667125,
0.03590451,
-0.023785608,
0.048716784,
0.015201385,
-0.0031974157,
-0.024102146,
-0.034969967,
-0.032377366,
0.010483454,
-0.00009232373,
0.03276927,
0.014093501,
-0.023710242,
-0.011470753,
-0.027689582,
0.024599563,
0.020906614,
-0.07355752,
0.009624278,
0.027252458,
0.013189104,
0.019670608,
0.040999275,
-0.0023005567,
0.02472015,
0.01536719,
-0.0010918694,
0.02943808,
0.0052266535,
0.045551397,
-0.008018975,
0.045762423,
-0.019143043,
-0.005863499,
-0.0148547,
-0.00993328,
-0.041330885,
0.033010446,
0.012691687,
0.0073293736,
0.0034216305,
-0.029498374,
-0.0008313846,
-0.021750716,
0.026815332,
-0.05040499,
-0.003223794,
0.03096048,
-0.008252611,
-0.01733425,
0.050284404,
-0.014327136,
0.017771376,
-0.009134397,
0.072834,
0.023876047,
0.09906148,
0.033432495,
0.006805578,
-0.017590497,
0.0074612647,
-0.04440583,
-0.04829473,
-0.02398156,
0.005230422,
-0.0092172995,
-0.054263745,
-0.030056085,
-0.022353647,
0.0056185583,
0.0010042561,
-0.014869773,
0.037261102,
0.0031616166,
-0.037532423,
0.012020927,
0.09315276,
0.005192739,
0.012329929,
-0.0065644057,
0.0056298636,
-0.044255096,
-0.02324297,
-0.028940663,
0.026890699,
-0.010264891,
-0.059901144,
-0.0026962298,
-0.02004744,
-0.043923486,
0.01340013,
0.010174452,
-0.032166343,
0.05456521,
0.028699491,
0.0054527526,
0.02476537,
-0.05082704,
-0.00494403,
0.04374261,
0.059026893,
0.00355729,
0.0641518,
0.009775011,
-0.025669765,
0.011380313,
0.009948353,
0.009616741,
-0.009466008,
0.010385478,
-0.020997055,
0.019429434,
-0.046033744,
-0.05465565,
0.015043115,
0.00854654,
-0.0026830407,
-0.008003903,
-0.04066766,
0.004465454,
-0.079707414,
0.009978499,
0.0027188396,
0.016746394,
-0.025021615,
0.02120808,
-0.014892383,
-0.048355024,
0.27252457,
0.055107847,
0.04326026,
0.03400528,
-0.003986878,
0.017982401,
0.025187422,
-0.058665138,
0.011222044,
-0.03234722,
0.0028469623,
-0.0061084395,
-0.0036854127,
0.020363977,
0.013905085,
0.06596059,
-0.018193427,
-0.0036628027,
0.011387849,
-0.044707295,
-0.06089598,
0.029905353,
-0.003020305,
0.054022573,
0.024403611,
0.019248556,
0.048716784,
-0.04633521,
-0.009880523,
-0.010566357,
0.0122620985,
-0.032136194,
0.040999275,
-0.007438655,
0.021735644,
0.016655955,
-0.004454149,
-0.03409572,
0.0052115805,
-0.009481082,
0.014914993,
-0.01912797,
-0.00010321652,
-0.029558668,
-0.059810705,
0.040456634,
0.0051211407,
0.047119018,
0.05212334,
-0.073858984,
0.021268373,
-0.03714052,
0.025790352,
-0.008900762,
-0.036748614,
-0.0038662918,
-0.02568484,
-0.016987566,
0.006278014,
0.041059565,
0.0057843644,
0.045581546,
0.026272696,
0.0147944065,
-0.021072421,
-0.0053208615,
-0.0054263743,
0.038286086,
-0.01469643,
-0.001611897,
-0.009021347,
-0.008018975,
-0.0005567686,
-0.025383374,
0.00785317,
0.05019396,
-0.00039755728,
0.022609893,
0.01816328,
-0.05091748,
-0.017062932,
-0.008463637,
0.0028921822,
-0.0033142336,
0.01480948,
0.028126707,
-0.02286614,
0.016324343,
-0.013445349,
-0.0026943455,
0.031623702,
0.025519032,
0.028910518,
-0.016143464,
-0.0027715962
] | minds = minds.cast_column("audio", Audio(sampling_rate=16_000))
minds["train"][0]
{'audio': {'array': array([ 2.2098757e-05, 4.6582241e-05, -2.2803260e-05, ,
-2.8419291e-04, -2.3305941e-04, -1.1425107e-04], dtype=float32),
'path': '/root/.cache/huggingface/datasets/downloads/extracted/f14948e0e84be638dd7943ac36518a4cf3324e8b7aa331c5ab11541518e9368c/en-US~APP_ERROR/602b9a5fbb1e6d0fbce91f52.wav',
'sampling_rate': 16000},
'intent_class': 2}
Now create a preprocessing function that: |
[
-0.004927293,
0.016581213,
-0.027513882,
-0.011266722,
0.0045059295,
-0.03264616,
-0.004976642,
-0.022032363,
0.0008436755,
0.044763204,
0.05265902,
-0.0019113189,
0.027058354,
-0.017932612,
-0.017446717,
0.028880466,
-0.008002106,
-0.033860903,
-0.033769798,
-0.026375063,
0.020893544,
0.025706954,
-0.048620004,
0.0006035744,
-0.056212135,
-0.0058231642,
-0.014030257,
-0.038689498,
0.04828595,
0.037930284,
0.017051926,
-0.012063895,
-0.0013960031,
-0.06911876,
0.019071432,
-0.059674148,
0.030687392,
-0.06681075,
-0.02219939,
-0.038719866,
0.0072884457,
-0.01841851,
-0.018084455,
-0.026299141,
-0.04670679,
0.01340011,
-0.005580216,
-0.004300942,
-0.043882515,
-0.0031905929,
-0.001282121,
-0.027604988,
0.012048711,
-0.013749349,
0.0075617624,
-0.052324966,
-0.044702467,
-0.013749349,
-0.027589804,
-0.03698886,
0.008708174,
0.017112663,
0.0072353007,
-0.037383653,
0.020362094,
0.027893487,
-0.025099585,
-0.02743796,
-0.05341823,
-0.04710158,
-0.06760033,
0.013331781,
-0.019511776,
-0.025615849,
-0.020635411,
-0.010089941,
-0.004281962,
-0.02280676,
0.019754725,
0.013544361,
-0.00080381683,
0.050654694,
0.0136202825,
-0.008700582,
0.0031431422,
-0.044064727,
0.004076974,
-0.05305381,
-0.018054087,
-0.021895705,
-0.0141821,
0.040845662,
-0.03531859,
0.005568828,
0.06504937,
0.0063204486,
0.021227598,
0.037140705,
0.049227376,
-0.011228762,
0.01809964,
0.11843724,
-0.0052044056,
0.026359878,
-0.03862876,
0.024537766,
0.0030918953,
0.020103961,
-0.041787088,
-0.045218732,
0.018357772,
0.016004212,
0.041817456,
-0.06996907,
0.0064684954,
0.073734775,
0.01849443,
0.038051758,
-0.03389127,
-0.010909892,
-0.003420255,
-0.005975007,
0.007835079,
-0.055786975,
-0.001567775,
-0.041847825,
0.016414186,
0.050897643,
-0.0061306455,
0.027817568,
0.008290607,
0.006616542,
-0.015791632,
0.0055498476,
-0.018874036,
-0.020377278,
-0.015685342,
0.016201606,
0.021424992,
-0.033192795,
0.032949846,
-0.0051930174,
0.01706711,
0.055392187,
-0.025782876,
0.0106897205,
0.0035265447,
-0.010507509,
-0.028060514,
0.0011464118,
-0.013870823,
0.046160154,
-0.013445663,
-0.010014021,
0.0077439733,
-0.0005077237,
0.0036252425,
-0.005811776,
-0.008951122,
0.016611582,
-0.0031545304,
-0.021424992,
-0.052294597,
0.07604278,
-0.009095373,
0.03389127,
0.011820948,
-0.039964978,
0.023490053,
-0.023945581,
0.019375117,
0.0025338735,
0.027604988,
0.03185658,
0.0054967026,
0.01079601,
0.011038958,
-0.0012261291,
0.039236132,
-0.0086626215,
-0.004885536,
-0.02847049,
0.02929044,
-0.013954336,
-0.022897866,
-0.014242837,
0.0031241619,
0.012823109,
-0.002040385,
-0.008958714,
0.036776282,
0.06589969,
-0.029518204,
0.0058345525,
-0.012633305,
0.012549792,
-0.052082017,
0.030049654,
-0.009702743,
-0.017841507,
-0.02611693,
0.009960876,
-0.022578998,
0.047040842,
-0.05821646,
0.02476553,
0.028014962,
0.05739651,
-0.02455295,
0.039448712,
0.019253643,
0.023565974,
-0.051019117,
0.020908728,
0.031188473,
-0.013946744,
0.015328512,
0.021956442,
0.01756819,
0.01357473,
0.022381602,
0.019329565,
0.029761152,
0.023383763,
-0.019025879,
-0.016292712,
0.016672319,
0.051231697,
0.02219939,
0.017613743,
-0.011236354,
0.01756819,
-0.01863109,
0.026602825,
-0.012208146,
0.041878194,
0.0491059,
0.040754557,
0.009391466,
-0.008647437,
0.00007793797,
0.017021557,
0.061405152,
0.027620172,
-0.013028096,
-0.019815462,
0.02423408,
0.032524686,
-0.014121363,
0.027923856,
-0.043092933,
0.049925853,
0.002034691,
0.015351288,
-0.030338155,
-0.0818128,
0.012891438,
0.032919478,
-0.042515934,
-0.033769798,
-0.0019606678,
0.010196231,
0.006552009,
-0.02500848,
0.0072277086,
-0.006745608,
-0.00028541667,
0.029578941,
-0.039752398,
-0.01104655,
-0.041847825,
-0.0594312,
-0.056667663,
0.018023718,
0.008290607,
-0.011638736,
-0.004828595,
-0.0550885,
0.04892369,
0.013476032,
0.014280798,
0.012359989,
-0.026709115,
0.043032195,
-0.008366528,
0.0043313107,
-0.060828153,
0.021015018,
0.02005841,
0.04291072,
0.047617845,
-0.058945302,
0.02444666,
-0.018023718,
-0.0068670823,
0.005527071,
0.010143086,
0.028531227,
-0.007444084,
0.014888168,
0.0013295719,
0.005234774,
-0.030884787,
0.020544305,
-0.061283678,
0.040754557,
0.0040238295,
-0.034468275,
0.0031754086,
0.06316653,
-0.040633082,
0.03431643,
0.02979152,
0.01642937,
-0.031583264,
-0.0010078554,
0.0066545024,
-0.0071593793,
-0.033344638,
-0.037140705,
-0.06186068,
-0.02579806,
-0.03726218,
-0.015169078,
-0.009831809,
0.041787088,
-0.022381602,
-0.059097145,
0.013164755,
-0.07452436,
-0.056242503,
-0.063227266,
-0.0024503602,
-0.0060129673,
0.039782766,
0.0041642836,
-0.036108173,
0.01863109,
-0.0011359726,
0.022730839,
0.015685342,
0.02434037,
0.013104018,
0.03011039,
-0.0014083403,
0.025767691,
0.006438127,
-0.020438015,
-0.013810086,
0.017021557,
0.01860072,
0.01841851,
0.009186478,
0.008624661,
0.01642937,
0.020802438,
-0.024780715,
0.024385924,
0.0006272998,
0.029427098,
0.016566029,
-0.022988971,
0.0105834305,
0.029411914,
0.032008424,
0.0034012746,
-0.006274896,
0.013331781,
0.064320534,
-0.05669803,
0.028288279,
-0.025767691,
-0.018403325,
0.017659295,
-0.009968468,
-0.05077617,
0.06772181,
-0.016414186,
0.051049486,
-0.040207922,
-0.012602937,
0.024416292,
0.046403103,
0.012519424,
0.023034524,
0.047587477,
-0.031340316,
-0.0056447494,
-0.008905569,
0.017553005,
0.017583374,
0.0014728734,
0.012314436,
-0.050685063,
-0.031613633,
-0.034073483,
0.020999834,
0.038689498,
0.012709226,
0.00045102002,
0.04400399,
-0.011251538,
0.03777844,
0.033830535,
-0.018448878,
-0.00018363466,
-0.031947687,
0.037717704,
0.0035569132,
0.010864339,
-0.008806871,
0.00816154,
-0.017689664,
-0.003023566,
0.019238459,
0.0122309225,
-0.031401053,
0.01329382,
-0.020544305,
0.030095207,
-0.01738598,
-0.032585423,
-0.028743807,
0.027878303,
0.031978056,
-0.0043085343,
-0.006794957,
-0.04154414,
0.046554945,
0.039995346,
-0.038598392,
-0.05320565,
0.006206567,
-0.043730672,
-0.032190636,
0.010925076,
0.037869547,
0.00039977313,
0.033466112,
-0.020863175,
0.022852313,
0.014986866,
-0.035470434,
-0.037079968,
-0.02579806,
-0.0027540454,
-0.014083402,
-0.010082349,
-0.003993461,
-0.06316653,
0.019800277,
-0.03723181,
0.031066999,
-0.037565865,
0.015897922,
0.06383464,
0.033253532,
-0.0034677058,
-0.0024807288,
0.009687559,
-0.0118057635,
-0.041817456,
-0.0009907731,
-0.02939673,
-0.036138542,
0.0141821,
0.01685453,
-0.0042591854,
0.013597506,
0.020893544,
0.01115284,
-0.0012859171,
-0.001282121,
-0.028333832,
0.0141821,
-0.038112495,
0.003718246,
-0.007668052,
-0.031735107,
0.031127736,
-0.040329397,
0.051687226,
0.017811138,
-0.020407647,
-0.019967305,
-0.050624326,
-0.005694098,
-0.009338321,
-0.02066578,
0.05056359,
-0.0080248825,
0.0021941257,
0.0028793155,
-0.024613688,
-0.008153948,
-0.053964864,
-0.039205763,
-0.008366528,
0.050654694,
-0.019405486,
0.08005143,
-0.032160267,
-0.045704626,
0.05177833,
-0.029867442,
0.016049765,
-0.00055137847,
-0.016991189,
0.015434802,
-0.03474159,
0.011881685,
0.02910823,
-0.016839346,
0.022108285,
0.017917428,
-0.019648435,
0.039387975,
-0.0583683,
-0.024006316,
0.030869603,
0.0016958922,
-0.02704317,
-0.009755888,
0.0075807427,
-0.019906567,
0.0026572458,
0.052355334,
-0.034893434,
-0.06747886,
-0.047648214,
0.06905802,
-0.009057412,
-0.011054142,
-0.060554836,
-0.057426877,
-0.004824799,
0.031735107,
-0.0034164588,
0.01125913,
0.011767803,
-0.023155998,
0.0030121778,
-0.059917096,
-0.04257667,
-0.0011160432,
0.023247104,
-0.008336159,
-0.0036404268,
0.009892547,
-0.013802494,
0.010416403,
0.0253729,
0.03641186,
0.025236243,
-0.016793793,
-0.00011874567,
-0.030338155,
0.018509615,
0.0007734483,
0.004281962,
-0.01563979,
0.047405265,
0.017720032,
-0.003604364,
-0.015624605,
-0.004373067,
0.00894353,
-0.054815184,
0.046342365,
-0.020028042,
-0.049682904,
-0.023414131,
0.043669935,
-0.010826378,
-0.017628927,
-0.041695982,
-0.025069216,
-0.03950945,
-0.03267653,
0.012952175,
-0.00801729,
0.0016674217,
0.011183209,
0.007444084,
0.04130119,
-0.035470434,
0.022852313,
0.020331725,
-0.022472708,
-0.024841452,
-0.039752398,
0.010553062,
0.016490107,
-0.015169078,
-0.019496592,
-0.017507453,
-0.010742865,
-0.023247104,
-0.009171294,
-0.06274137,
-0.015191854,
-0.0034620117,
0.054177444,
-0.0008488951,
0.029017124,
-0.0016114297,
-0.013126794,
-0.03969166,
0.053539705,
-0.014986866,
-0.0068822666,
0.007948961,
0.019329565,
0.009900139,
0.017218953,
-0.036654808,
-0.010530286,
-0.0033576197,
0.024704793,
-0.017613743,
-0.009824217,
0.030641839,
0.047860794,
-0.04291072,
-0.0058839014,
-0.0062369355,
-0.025965087,
-0.038780604,
-0.04291072,
0.025054032,
0.009535716,
-0.04376104,
0.015017235,
0.017522637,
-0.044702467,
-0.0041111386,
0.016733056,
0.007724993,
-0.033405375,
0.024735162,
0.03641186,
-0.05265902,
-0.007664256,
-0.01475151,
0.001970158,
-0.017917428,
-0.0065216403,
0.029320808,
-0.029442282,
0.006605154,
0.010279745,
-0.00020380126,
0.03720144,
-0.001108451,
0.030975893,
-0.026208036,
-0.028561596,
-0.05824683,
-0.0007203034,
0.032403212,
-0.017704848,
-0.00536384,
-0.029032309,
0.043244775,
0.0015905513,
0.053782653,
0.037626598,
-0.06292358,
0.0033500276,
-0.04649421,
-0.01250424,
-0.011069327,
-0.009186478,
0.02465924,
0.031158105,
0.0036537128,
-0.028743807,
-0.0024617484,
-0.003665101,
0.0016816569,
0.0094066495,
-0.044975784,
0.004426212,
-0.031370685,
-0.03474159,
-0.025615849,
-0.0025376696,
0.0013779717,
-0.014356719,
0.00024816778,
-0.017264506,
-0.029852258,
0.021743862,
-0.013415295,
0.020407647,
-0.004536298,
-0.002725575,
0.022897866,
0.014235245,
-0.035379328,
0.05001696,
0.03759623,
-0.020012857,
-0.0025813244,
-0.0015516417,
-0.0026515517,
0.005268939,
0.0121246325,
0.034832697,
0.030672207,
-0.0023744388,
0.014303574,
0.028713439,
-0.08175206,
-0.018114824,
0.010287337,
0.017811138,
0.019572513,
0.008146356,
0.023991132,
0.03267653,
0.00719734,
0.034984536,
0.0013067955,
0.021819783,
0.009558492,
0.042546302,
0.013711388,
0.0171734,
-0.0062938766,
-0.011851316,
-0.005416985,
0.011471709,
-0.059522305,
0.0031241619,
-0.012853477,
-0.0038150456,
-0.06814697,
0.019967305,
0.043852147,
0.020741701,
0.00302926,
-0.050077695,
0.013035689,
-0.0012963563,
-0.013369742,
-0.029700415,
-0.06292358,
-0.032980215,
0.036260016,
-0.02262455,
-0.021926073,
-0.043700304,
0.010575838,
-0.017917428,
0.043001827,
-0.019602882,
0.025570296,
0.05833793,
-0.022320865,
0.03124921,
-0.028014962,
-0.0055384594,
0.0008014443,
0.032555055,
-0.009907731,
0.0013219798,
0.012359989,
0.048012633,
0.010932668,
-0.031826213,
-0.05162649,
-0.008920753,
0.03437717,
-0.005629565,
-0.03595633,
0.014022665,
-0.020999834,
-0.023262288,
-0.0027673317,
-0.016687503,
0.012352397,
-0.0042022443,
0.0419693,
0.013012912,
0.015510723,
0.011084511,
0.010446772,
0.00014235245,
-0.02169831,
0.02333821,
0.051322803,
-0.02169831,
-0.007668052,
-0.019132169,
0.042637408,
0.07962627,
-0.0080780275,
0.010773233,
0.039023552,
-0.0026496537,
-0.012192962,
-0.016307896,
0.07063718,
0.049075533,
-0.012861069,
0.02979152,
0.0080780275,
-0.0072277086,
-0.006354613,
-0.0040390138,
-0.007736381,
-0.00930036,
-0.008670214,
0.019041063,
-0.032160267,
-0.0009936201,
-0.003127958,
-0.07914037,
0.0055384594,
0.006696259,
0.028667886,
0.012428318,
0.0047564697,
-0.002034691,
0.050290275,
0.043092933,
0.033132058,
0.017932612,
-0.012299252,
0.037171073,
-0.0040390138,
0.034650486,
0.0043313107,
-0.028394569,
-0.012967359,
-0.0073529785,
-0.020574674,
0.010287337,
0.041787088,
-0.015351288,
0.026709115,
-0.033344638,
0.01632308,
-0.04108861,
0.019359933,
-0.030975893,
-0.007819895,
0.016095318,
-0.03823397,
-0.017583374,
0.07671089,
-0.03495417,
0.002670532,
0.028303463,
0.056667663,
0.026876142,
0.09025525,
0.008920753,
-0.022609366,
-0.01863109,
0.053570073,
-0.048407424,
-0.042546302,
0.0033405374,
0.005572624,
-0.0088220555,
-0.036442228,
-0.05141391,
-0.0042705736,
0.026208036,
0.007250485,
-0.042303354,
0.020923913,
0.008647437,
-0.041665614,
-0.00027165594,
0.054207813,
-0.00372394,
0.01368102,
-0.007094846,
0.012314436,
-0.06517085,
-0.0014671793,
-0.058307566,
0.025175506,
-0.03167437,
-0.07306667,
0.04260704,
-0.04400399,
-0.02711909,
0.05092801,
0.026208036,
-0.029123414,
0.007827487,
0.030489996,
0.033466112,
0.030869603,
-0.051292434,
0.008677806,
0.03373943,
0.057032086,
-0.00013392993,
0.064502746,
-0.0028147826,
-0.01525259,
0.018570352,
-0.0003741497,
0.022988971,
0.0059560267,
0.013749349,
-0.0044072317,
0.014220061,
-0.03331427,
-0.06875434,
0.010264561,
0.023626711,
-0.0062483237,
-0.016550845,
-0.029943364,
0.034863066,
-0.053964864,
0.015138709,
-0.028379384,
0.039114658,
-0.024628872,
0.028728623,
-0.016611582,
-0.05177833,
0.27647504,
0.030793682,
0.07956553,
0.026754668,
0.024704793,
0.06043336,
0.04664605,
-0.014941313,
-0.014637628,
-0.03908429,
0.00069325644,
-0.0247959,
-0.01033289,
0.034498643,
-0.0010647963,
0.036472596,
-0.029594125,
-0.006153422,
-0.0062711,
-0.034468275,
-0.06845065,
0.0147363255,
-0.02654209,
0.052294597,
-0.0065975618,
0.019602882,
0.01799335,
-0.0061382377,
0.026299141,
-0.014759102,
0.02098465,
-0.056819506,
0.036533333,
-0.017416349,
-0.016095318,
-0.00063062133,
-0.006643114,
-0.07883669,
0.0011473608,
0.00797933,
0.021500913,
-0.015275367,
-0.009900139,
-0.021257967,
-0.019754725,
0.025494374,
-0.008806871,
0.064988635,
0.04937922,
-0.058459405,
0.053478967,
-0.0550885,
0.017902244,
-0.04154414,
-0.06046373,
0.0044641728,
-0.028379384,
-0.012192962,
-0.033010583,
0.013954336,
-0.02680022,
0.03683702,
-0.0300041,
0.014698365,
-0.010340482,
0.004593239,
0.006384982,
0.027620172,
-0.0066241343,
0.019815462,
0.023900028,
-0.026602825,
0.0020593654,
-0.023596343,
-0.008457634,
0.0392665,
-0.00043797103,
0.06298432,
0.016414186,
-0.047466002,
-0.014918537,
0.0075731506,
-0.013271045,
-0.013088834,
0.012261291,
0.051656857,
-0.04315367,
0.010507509,
-0.03246395,
0.011335052,
0.01617124,
-0.0023535604,
0.05633361,
0.00441862,
0.008055251
] | There are two fields:
audio: a 1-dimensional array of the speech signal that must be called to load and resample the audio file.
intent_class: represents the class id of the speaker's intent.
To make it easier for the model to get the label name from the label id, create a dictionary that maps the label name to an integer and vice versa: |
[
-0.010099905,
0.005782646,
0.021522416,
-0.013113343,
-0.05822475,
-0.038445767,
0.0018495827,
0.00683472,
0.0035075375,
0.06540891,
0.02493414,
0.026001243,
0.010475645,
-0.031892855,
-0.042082936,
0.0014550551,
-0.034718424,
-0.020094601,
-0.055759892,
-0.005602291,
0.005722528,
0.014120328,
-0.051641773,
-0.00070639217,
-0.048605792,
0.028616397,
-0.015037135,
-0.0061020255,
0.0497781,
0.023641592,
-0.007443419,
-0.037333578,
-0.018095663,
-0.058284868,
0.017344182,
-0.044487674,
0.034718424,
-0.010610912,
-0.0118734,
-0.00415569,
-0.0005899126,
-0.0037367393,
-0.017795071,
-0.012286714,
-0.039287426,
-0.008003273,
-0.008852446,
0.014841749,
-0.037123162,
0.0039189733,
-0.010257715,
-0.012617366,
0.057022378,
-0.03676245,
-0.01346654,
-0.04073027,
-0.0037555264,
0.037333578,
-0.044187084,
-0.0029664712,
0.008935109,
0.025805857,
-0.014518613,
-0.03084078,
0.004433738,
-0.00007186037,
-0.0019115797,
-0.039167188,
-0.042774297,
-0.014413405,
-0.05609054,
0.0150747085,
-0.023596503,
-0.029638411,
-0.031922914,
0.022875082,
-0.007958184,
-0.020770935,
0.020064542,
0.018847143,
0.028916989,
0.058555398,
0.020455312,
0.025565384,
0.003366635,
-0.042052876,
0.0026038818,
0.01423305,
-0.01738927,
-0.014969502,
-0.013308728,
0.050890293,
-0.051611714,
-0.005305456,
0.032103267,
0.012497129,
0.013008136,
0.018832114,
-0.001256852,
-0.06378571,
0.046170995,
0.081400424,
-0.03796482,
0.031051194,
-0.007375786,
0.0052566095,
0.015142342,
0.041241277,
-0.044968624,
-0.02371674,
0.018065603,
0.013917428,
0.021251883,
0.02726373,
-0.026301835,
0.06282381,
-0.011783222,
-0.0009013075,
-0.04187252,
-0.0237468,
0.013008136,
0.011159493,
0.021777919,
-0.056421194,
0.0023277125,
-0.06105032,
0.02093626,
0.025655562,
0.0020177264,
0.010866416,
0.026031302,
0.009228187,
0.012279199,
0.0058953683,
-0.004332288,
-0.01385731,
-0.040429678,
-0.032764573,
0.00828132,
-0.031472024,
0.021928215,
-0.013511629,
-0.022499342,
0.053926278,
-0.030570246,
-0.0014851143,
0.009649016,
-0.0067032105,
-0.018321106,
0.010175053,
-0.04869597,
-0.00968659,
0.0019933034,
-0.028285746,
-0.0452091,
-0.030299714,
-0.026587399,
0.01366944,
0.010964108,
0.0055233855,
-0.0030359833,
-0.006996288,
-0.036912747,
0.05251349,
0.017509507,
0.05311468,
-0.01127973,
-0.035379726,
0.029848825,
-0.027353909,
0.029443026,
-0.0165927,
0.008777298,
0.024618518,
0.030645395,
0.03450801,
0.011971093,
0.0128052365,
0.0010548915,
0.0008172356,
0.0039941217,
-0.008251261,
0.046922475,
-0.0010614669,
-0.019283002,
-0.0039678197,
-0.00912298,
-0.0104906745,
-0.029232612,
0.0008341439,
0.044487674,
0.04983822,
-0.040219262,
-0.011460085,
0.003669106,
-0.0075561414,
-0.060058363,
0.05028911,
0.011001682,
-0.040519856,
-0.042173114,
0.045599867,
-0.031141372,
0.019343121,
-0.03246398,
0.023130585,
0.033365756,
0.07815403,
-0.007060164,
0.034718424,
0.04818496,
0.011430026,
-0.028977107,
0.024723725,
0.0044525247,
-0.026392013,
-0.001379907,
-0.023776859,
-0.0031242822,
0.019568564,
0.032704454,
0.013526658,
0.011693045,
0.0403395,
0.0061020255,
-0.014398376,
0.02772965,
0.026422072,
0.060809843,
0.04866591,
0.0019078224,
0.01824596,
0.0054632667,
0.0618018,
-0.022424193,
0.04388649,
0.05744321,
0.058765814,
0.0025381271,
-0.029638411,
-0.03760411,
0.03204315,
0.0147816315,
0.019658742,
0.011099375,
0.034087177,
0.012106359,
0.016773056,
-0.030209536,
0.023220763,
-0.051220946,
0.03372647,
0.000014721395,
0.012354348,
-0.04229335,
-0.048064724,
0.013165947,
0.05533906,
-0.06390595,
-0.01543542,
0.010813812,
0.010370438,
0.013023166,
0.023912126,
0.014856779,
0.015307668,
-0.01693838,
-0.022619579,
0.010941563,
-0.033485994,
-0.034658305,
-0.077312365,
-0.071300514,
0.016788086,
-0.034958895,
-0.03246398,
0.0027447843,
-0.039287426,
0.04391655,
-0.011039256,
0.007439662,
-0.051311124,
0.020320047,
0.019568564,
0.05227302,
0.01384228,
-0.05542924,
0.009897005,
-0.017028559,
0.04905668,
-0.025189644,
-0.03640174,
0.011715589,
-0.030314744,
0.00812351,
0.017254004,
0.023416148,
0.02809036,
-0.0032125814,
-0.001644804,
-0.034207415,
0.017810099,
-0.009859431,
0.0055647166,
-0.03676245,
0.036251444,
0.05338521,
-0.038055,
0.032674395,
0.047613837,
-0.038205296,
-0.012256655,
0.02254443,
0.031111313,
-0.011986122,
0.025610473,
0.044006728,
-0.012797722,
-0.039347544,
-0.057022378,
-0.07081957,
-0.015089738,
-0.0025437633,
-0.020079572,
-0.021372119,
0.034898777,
-0.0174043,
-0.07827426,
0.05095041,
-0.063004166,
-0.028661486,
-0.011384937,
0.0033365756,
0.025850946,
0.018726906,
0.0111670075,
-0.059216704,
-0.024573429,
-0.017795071,
0.044427555,
0.023521356,
-0.011399967,
-0.0120763,
0.019914247,
-0.0059855464,
0.024964198,
0.03682257,
-0.046441525,
-0.008228717,
0.014653879,
0.007995758,
0.021732831,
0.0020853598,
0.028000182,
0.04238353,
0.015570686,
-0.029337818,
0.024287866,
0.02409248,
0.04824508,
0.0076500764,
0.016262049,
0.03396694,
-0.009055346,
-0.0063875886,
-0.04707277,
0.0023690439,
0.017449388,
0.03607109,
-0.05263373,
0.05095041,
0.030359833,
-0.050499525,
0.0034849932,
0.0011957941,
0.023987273,
0.07087969,
0.003802494,
0.04517904,
-0.063425,
0.0161869,
0.025580414,
0.042503767,
0.0300893,
0.03640174,
0.038956776,
-0.0059517296,
-0.02292017,
-0.016667848,
-0.003802494,
0.025881005,
0.006492796,
-0.013699499,
-0.028255686,
-0.01584122,
-0.05260367,
0.011009197,
0.05621078,
0.02888693,
0.01977898,
0.06835471,
-0.004978562,
0.005872824,
0.04039962,
0.010543278,
-0.016923353,
-0.029082315,
0.04307489,
0.035650257,
0.018306077,
-0.02373177,
0.00082381105,
-0.005312971,
0.020019453,
0.035770494,
0.029232612,
-0.06871542,
-0.035800554,
0.008424102,
-0.017749982,
-0.008529309,
-0.000875945,
-0.03649192,
0.008191143,
0.013150917,
-0.04550969,
-0.010753693,
-0.048545673,
0.013308728,
0.03721334,
0.004907171,
-0.05747327,
-0.0038381892,
-0.022033423,
-0.041692168,
0.006883566,
0.037874643,
-0.008454162,
0.0044938563,
-0.031141372,
-0.0006086996,
-0.008611972,
0.031742558,
0.009453631,
-0.008672091,
0.0073720287,
0.00036611216,
0.031922914,
0.008777298,
-0.019869158,
0.037754405,
-0.020710817,
0.017644774,
-0.052964382,
0.00046192599,
0.0020515432,
-0.033365756,
0.010791267,
0.031081254,
-0.0022394133,
-0.004892141,
0.0047719046,
-0.007672621,
-0.043435603,
-0.04463797,
0.02772965,
0.011151978,
0.008003273,
0.026091421,
0.020004425,
0.00849925,
0.02610645,
0.003971577,
-0.00321446,
0.017704893,
-0.06011848,
0.02254443,
-0.065529145,
-0.03123155,
0.004685484,
-0.023461238,
0.0450588,
-0.017118737,
-0.0033440904,
-0.0013226066,
-0.046351347,
-0.03607109,
-0.022664666,
-0.048906382,
0.021236854,
-0.012151448,
-0.00311301,
0.022349045,
-0.01543542,
-0.0027072104,
-0.017254004,
-0.013188492,
-0.025475206,
0.023055438,
-0.030344803,
0.034898777,
-0.005455752,
-0.025865976,
0.064567246,
-0.025129525,
0.0087547535,
-0.04079039,
-0.025745738,
0.008627002,
0.0048958985,
-0.009280791,
0.007852976,
-0.0155556565,
0.015705952,
-0.030284684,
-0.022769874,
-0.01185837,
-0.023055438,
-0.022349045,
0.07003803,
-0.029623382,
-0.029443026,
-0.01109186,
-0.018035544,
-0.014811691,
-0.003543233,
0.027894976,
-0.056300957,
-0.04902662,
-0.036341622,
0.047373362,
-0.029322788,
-0.010550793,
-0.038566004,
-0.06282381,
-0.008566883,
0.0348086,
0.00632747,
-0.025279822,
0.016307138,
-0.04671206,
0.01423305,
-0.037784465,
-0.013872339,
-0.011865885,
0.013128373,
-0.029593322,
0.051611714,
-0.02529485,
-0.005391876,
0.03246398,
-0.04241359,
0.004490099,
0.038896658,
-0.032704454,
-0.038896658,
-0.0073194248,
0.011610381,
0.002323955,
0.0024066179,
-0.033035103,
0.02490408,
-0.031802677,
0.029923974,
-0.021552475,
0.018260987,
-0.009573868,
-0.03949784,
0.07045886,
-0.045239158,
-0.034057118,
-0.011452571,
0.038566004,
0.009370968,
0.011700559,
-0.026797812,
-0.02012466,
-0.06384583,
-0.05098047,
0.02135709,
-0.024423132,
-0.016337197,
0.012745118,
0.032524098,
0.05413669,
-0.0452091,
0.024783844,
0.030765632,
0.017299093,
-0.022108572,
-0.030961018,
-0.0035451117,
0.01696844,
-0.043315366,
0.0034624487,
-0.011580322,
-0.01977898,
0.018832114,
-0.013909914,
-0.025760768,
-0.039287426,
-0.009821856,
0.08416587,
-0.010858901,
0.05413669,
-0.0055233855,
-0.029623382,
-0.062222626,
0.021537445,
-0.010430557,
0.047042713,
0.018336136,
-0.0015414754,
0.02092123,
0.021477327,
-0.017554596,
-0.0075561414,
-0.01224914,
0.07442668,
-0.036912747,
-0.024347985,
0.009355938,
0.053685803,
-0.030209536,
-0.049116798,
-0.013346302,
0.004200779,
0.010310319,
-0.022123601,
0.040519856,
-0.004516401,
-0.051311124,
0.017584655,
0.036221385,
-0.024242777,
0.015495539,
0.019478388,
0.010610912,
-0.031111313,
0.017810099,
0.0288719,
-0.014112813,
-0.008461677,
-0.035379726,
-0.030930959,
-0.013421451,
-0.0065266127,
0.061350908,
-0.027955092,
0.015751041,
0.012369378,
0.021417208,
0.049327213,
0.014255594,
-0.021492356,
-0.00910795,
-0.014841749,
-0.056331016,
0.014413405,
0.02216869,
-0.008303865,
0.0013648773,
-0.035590142,
0.003005924,
-0.0072405194,
0.0702785,
0.017629744,
-0.062342864,
-0.0077778283,
-0.04469809,
-0.041271336,
-0.031201491,
-0.047253124,
-0.014774117,
0.024212718,
-0.00474936,
-0.08079924,
-0.004260897,
-0.0047456026,
-0.032313682,
-0.021206794,
-0.029127404,
-0.014849264,
-0.02218372,
-0.0020214838,
-0.032013092,
0.012790207,
0.00831138,
0.011257186,
0.026467161,
0.004200779,
-0.008912564,
0.048485555,
-0.017223945,
0.01285784,
0.0011901581,
-0.0060456647,
-0.013767132,
-0.0038701273,
-0.029518174,
0.013376362,
0.06685175,
-0.012316774,
0.011031741,
0.0032182173,
0.0082738055,
-0.032163385,
0.034057118,
0.02529485,
0.005279154,
-0.012895414,
-0.008829902,
0.01623199,
-0.05888605,
-0.03366635,
-0.028345864,
0.03393688,
0.03595085,
-0.013271155,
0.035349667,
0.082001604,
0.0052941837,
0.012166478,
0.023160644,
0.018666789,
-0.0040767845,
0.015134827,
0.008341439,
-0.028977107,
0.0044036787,
0.01401512,
-0.006973744,
0.0043172585,
-0.040910624,
0.0045126434,
-0.00790558,
-0.004798206,
-0.021537445,
0.027940063,
0.006763329,
0.052934323,
0.024768814,
-0.07538857,
0.022108572,
-0.0018843386,
-0.0280603,
-0.015307668,
-0.035800554,
-0.023010349,
0.015390331,
-0.047042713,
-0.009776768,
-0.038205296,
-0.007217975,
-0.02019981,
0.014811691,
0.011798251,
0.015525597,
0.039437722,
0.00692114,
0.0041970215,
-0.012932988,
-0.014503583,
0.031141372,
0.004892141,
-0.019192824,
-0.013744587,
0.047132887,
0.04112104,
0.031472024,
-0.04677218,
-0.0546477,
-0.040940683,
0.01502962,
-0.0015226884,
-0.0076012304,
-0.00093324546,
-0.028556278,
0.0076688635,
-0.028240656,
-0.027113434,
-0.0009416996,
0.00068290834,
0.03396694,
0.02842101,
0.00042740483,
0.007503538,
-0.003926488,
-0.004369862,
0.011956063,
0.030720543,
0.04538945,
-0.032013092,
0.019869158,
0.010272745,
0.055038467,
0.05251349,
-0.008807357,
-0.036852628,
0.041752286,
0.0011901581,
0.023160644,
-0.024302896,
0.04908674,
0.013173462,
-0.0072330046,
-0.025550354,
-0.021131646,
-0.042894535,
0.014466009,
-0.014443465,
0.01660773,
0.015360272,
-0.027894976,
-0.0009656531,
-0.020455312,
-0.0047380878,
-0.003422996,
-0.05182213,
0.013962517,
0.011377422,
0.035049073,
0.0237468,
0.03084078,
0.006759572,
0.035409786,
0.0050161355,
0.0011676137,
0.030675454,
0.0024573428,
0.052333135,
-0.051972426,
0.02885687,
-0.014548672,
0.007484751,
-0.0309009,
-0.016727967,
-0.0458704,
0.024317926,
-0.0011225247,
-0.007015075,
0.0063237124,
-0.04241359,
-0.020350106,
-0.023491297,
0.019718861,
-0.03312528,
-0.016818145,
0.025775798,
-0.012850326,
-0.04623111,
0.020034483,
-0.014263109,
0.0209062,
-0.0052566095,
0.05452746,
0.05182213,
0.08122007,
0.022664666,
-0.007067679,
-0.011723104,
0.020004425,
-0.030404922,
-0.039828494,
-0.018471403,
0.017930336,
-0.02335603,
-0.020244898,
-0.026392013,
-0.017825129,
0.0036597124,
-0.024302896,
-0.01307577,
0.046110876,
0.02296526,
-0.020831054,
0.011219611,
0.07827426,
-0.005902883,
0.02016975,
0.02732385,
0.015961457,
-0.06721246,
-0.010573338,
-0.036101148,
0.011016712,
0.021011408,
-0.06576962,
-0.00022391786,
-0.03679251,
-0.028225627,
0.019252943,
-0.0108288415,
-0.043345425,
0.027819827,
0.040940683,
0.023235792,
0.012158963,
-0.030705513,
0.011399967,
0.05894617,
0.022063483,
0.01067103,
0.05182213,
-0.0021304486,
-0.031051194,
0.021296972,
0.022243837,
0.03513925,
-0.009776768,
0.015209976,
-0.018260987,
-0.002816175,
-0.03949784,
-0.045028742,
0.025550354,
0.025279822,
0.013038196,
-0.0037705558,
-0.020710817,
-0.007860491,
-0.06793388,
0.012181507,
-0.023010349,
0.042022817,
-0.019824069,
0.01662276,
-0.016051633,
-0.05095041,
0.2710141,
0.08795334,
0.060809843,
0.017629744,
-0.005286669,
0.0057187704,
0.012542218,
-0.020350106,
-0.006688181,
-0.034057118,
0.0036672272,
0.012842811,
-0.017734952,
0.031051194,
0.025971184,
0.058555398,
-0.008168599,
0.020665728,
0.005147645,
-0.039858554,
-0.04980816,
0.022860052,
0.004843295,
0.052814085,
0.027098404,
-0.0056511373,
0.028330835,
-0.05107065,
-0.0014428436,
-0.019162765,
0.022288926,
-0.03288481,
0.009934579,
-0.023190703,
0.00040955713,
-0.0013254246,
-0.0037912217,
-0.059246764,
-0.003447419,
0.0047456026,
0.038566004,
-0.037874643,
0.0102502005,
-0.030690484,
-0.031892855,
0.045239158,
-0.0022337772,
0.06601009,
0.053685803,
-0.08272303,
0.023160644,
-0.017870218,
0.0411511,
-0.032644335,
-0.058375046,
-0.012835296,
-0.01624702,
-0.02093626,
0.01701353,
0.047223065,
-0.013676954,
0.05188225,
0.021086557,
0.020725846,
-0.011182037,
0.02446822,
0.009047831,
0.044517733,
-0.0025475207,
-0.017569626,
0.006417648,
-0.01306074,
-0.027744679,
-0.0054632667,
0.014894353,
0.039708257,
0.0076688635,
0.012745118,
0.0046140933,
-0.023671651,
-0.010047301,
-0.016292108,
-0.020695787,
-0.0059667593,
0.02176289,
0.046862356,
-0.050499525,
0.021477327,
0.016863234,
0.010528249,
0.012376892,
0.025369998,
0.02095129,
-0.024798874,
0.025339939
] | minds = minds.remove_columns(["path", "transcription", "english_transcription", "lang_id"])
Take a look at an example now:
minds["train"][0]
{'audio': {'array': array([ 0. , 0. , 0. , , -0.00048828,
-0.00024414, -0.00024414], dtype=float32),
'path': '/root/.cache/huggingface/datasets/downloads/extracted/f14948e0e84be638dd7943ac36518a4cf3324e8b7aa331c5ab11541518e9368c/en-US~APP_ERROR/602b9a5fbb1e6d0fbce91f52.wav',
'sampling_rate': 8000},
'intent_class': 2} |
[
0.00940716,
0.04360144,
0.011979536,
-0.022452297,
-0.03640693,
-0.044361614,
-0.045746215,
0.012359623,
0.0035225945,
0.05155612,
0.06054247,
0.00047383647,
0.005178689,
-0.047890995,
-0.017524738,
0.06689536,
-0.042189687,
-0.06760123,
-0.038008727,
-0.038524557,
0.015841493,
-0.027434155,
-0.044171568,
-0.032280266,
-0.019696664,
0.0033495189,
0.022710213,
0.003152688,
0.080035515,
0.040370695,
-0.022357276,
-0.008389069,
-0.026022403,
-0.043438543,
0.0067703044,
-0.018135592,
0.05397239,
-0.020103902,
-0.027434155,
-0.03754719,
-0.0068890816,
0.017063202,
0.020022454,
-0.033936363,
-0.07080483,
-0.01460621,
0.040370695,
0.01570575,
-0.022153657,
0.0046594627,
-0.03344768,
-0.0036990636,
0.03551101,
0.000076144715,
0.018502105,
-0.016506646,
0.003946799,
-0.023063151,
-0.029999744,
-0.011212574,
0.018325636,
0.0507145,
-0.030949963,
-0.04740231,
0.00094003725,
0.027488453,
-0.02864229,
-0.030189788,
-0.024108391,
-0.02431201,
-0.04924845,
0.0155971525,
-0.021434207,
-0.027379857,
-0.015583578,
-0.002192289,
0.02520793,
-0.046452094,
-0.010438825,
0.04300416,
0.026456788,
0.026931897,
0.007330254,
0.0034207853,
-0.013180883,
-0.009481819,
0.02699977,
-0.020796202,
0.0030576664,
-0.036569823,
-0.037438594,
0.062497206,
-0.05218055,
0.0063562808,
0.054515373,
0.031221453,
0.006111939,
0.005643617,
0.007072338,
-0.004085938,
0.050578754,
0.09361006,
-0.033963513,
0.016737415,
-0.027488453,
0.03515807,
0.010805338,
0.019262278,
-0.03637978,
-0.01303835,
0.040967975,
-0.0004670492,
0.029456763,
-0.015637876,
-0.025017885,
0.01403608,
-0.024420606,
0.0033698808,
-0.032388866,
-0.029782552,
-0.008002195,
0.024203414,
0.0023823327,
-0.032958996,
-0.007649256,
-0.044823147,
-0.031275753,
0.026633257,
-0.012753285,
0.044578806,
-0.004544079,
0.03551101,
0.04943849,
0.033176187,
0.022479447,
0.004235258,
-0.04390008,
-0.02523508,
-0.012447857,
-0.02192289,
0.007907173,
0.01669669,
-0.034777984,
0.08758296,
-0.0040078843,
-0.014741956,
0.0062205354,
-0.006417366,
0.0008865875,
0.0127668595,
-0.039447628,
-0.006726187,
-0.028533693,
-0.020945523,
0.010723891,
-0.021515654,
-0.014741956,
0.017904826,
0.04734801,
0.034533642,
0.010337016,
-0.008450154,
-0.03404496,
0.0260767,
-0.0035768927,
0.02568304,
-0.027461305,
-0.028235054,
0.038035873,
-0.03200878,
-0.006447909,
-0.00006527447,
0.031791583,
-0.021352759,
0.028126458,
0.017226098,
0.042135388,
-0.007194509,
-0.00026173418,
-0.0062748333,
-0.011911663,
0.010662805,
0.046940777,
-0.022207955,
-0.013818887,
0.011409405,
-0.016642392,
0.051203184,
-0.019710239,
0.005969406,
0.06624378,
0.06705825,
-0.007126636,
-0.03822592,
-0.06722115,
-0.0133166285,
-0.0058166925,
0.033963513,
-0.027352707,
-0.030705621,
-0.025289377,
0.009508968,
-0.022954555,
0.008104003,
0.0034818707,
0.019058662,
0.009522543,
0.047592353,
-0.039773416,
0.029130973,
0.03347483,
0.02398622,
-0.03847026,
0.030189788,
-0.004235258,
-0.045420427,
0.016900308,
-0.0026470362,
0.0507145,
0.040207803,
0.014402593,
-0.0034920517,
0.020375391,
-0.003967161,
-0.011443341,
-0.01520349,
0.023022428,
0.058261946,
0.02284596,
0.032904696,
-0.0010562693,
-0.006617591,
-0.0017782653,
-0.0040893317,
0.01821704,
0.031492945,
0.055655636,
0.025302952,
0.023171749,
0.0115858745,
-0.02550657,
0.032470312,
0.02329392,
0.04199964,
-0.032904696,
0.030895663,
0.01565145,
-0.0054569673,
-0.036542676,
0.00049971294,
-0.043737184,
0.07265096,
-0.020293945,
0.030216938,
-0.027094793,
-0.04153811,
0.029755402,
0.03287755,
-0.004700186,
0.008904901,
0.022859534,
0.022655915,
-0.0044524507,
0.00888454,
0.013968207,
0.027651347,
0.032633208,
0.0037431808,
0.013941058,
0.0062171416,
-0.021732846,
-0.06211712,
-0.05486831,
0.016045112,
-0.0034072108,
-0.0045203236,
-0.026144573,
-0.037085656,
0.01953377,
0.01351346,
-0.002816718,
-0.02177357,
-0.019452322,
0.019316578,
0.044605955,
-0.02386405,
-0.046370644,
0.0044253017,
0.038008727,
0.061248347,
0.021379909,
-0.013798525,
0.0028116277,
-0.027474878,
0.012705774,
0.0029728254,
0.006037279,
0.04297701,
-0.023836901,
0.008423005,
-0.037520044,
0.00037033056,
-0.040832233,
-0.019913858,
-0.03217167,
0.02921242,
0.03075992,
-0.009576841,
0.016072262,
0.029456763,
-0.023483962,
0.017090352,
0.030189788,
0.0019343727,
-0.02804501,
0.0313572,
0.05424388,
-0.009665076,
-0.020769054,
-0.0432485,
-0.030949963,
-0.029701104,
-0.04322135,
-0.020402541,
-0.026931897,
0.10935654,
-0.015189916,
-0.06879579,
-0.000042738608,
-0.05484116,
-0.0104524,
-0.043058455,
-0.010370952,
0.016900308,
0.024149116,
-0.0055248397,
-0.05462397,
0.03276895,
-0.039311882,
0.026063126,
-0.0070655504,
-0.07308535,
0.0017935367,
0.039148986,
0.022913832,
0.04151096,
0.0065361434,
-0.044361614,
-0.015963664,
0.00530086,
0.012644689,
0.010662805,
-0.0041266615,
0.043058455,
0.026185296,
0.0053314026,
-0.055411294,
0.009094945,
0.023497537,
0.044931743,
0.012413922,
-0.015067745,
0.018841468,
0.006882294,
0.005494297,
-0.020769054,
-0.027529176,
0.019601643,
0.034397896,
-0.05543844,
0.0053314026,
0.040642187,
-0.05068735,
0.0022330126,
-0.0074184886,
-0.0031849276,
0.054162435,
0.0052906787,
0.050280113,
-0.048841212,
-0.048135336,
-0.006278227,
-0.019669516,
0.02433916,
0.025588017,
0.014674083,
0.0061967797,
-0.016330177,
-0.013479523,
-0.01789125,
0.00097651884,
0.017036054,
-0.00020022453,
-0.056470107,
-0.022655915,
-0.013275905,
-0.021855017,
0.025560869,
0.035320967,
0.011674109,
0.0045203236,
-0.017036054,
0.025995253,
0.035212368,
-0.017836953,
-0.013479523,
-0.037927277,
0.04528468,
0.0372757,
0.02045684,
0.0041945344,
-0.007370978,
0.0000013455237,
0.04118517,
-0.005277104,
0.011640172,
-0.03996346,
-0.015325661,
-0.009712587,
0.012081345,
-0.026239594,
-0.026755428,
-0.04653354,
0.007594958,
0.010119823,
-0.04566477,
0.0010919025,
-0.088397436,
0.022045061,
0.017416142,
-0.010689954,
-0.03133005,
-0.018257763,
-0.009658289,
-0.030081192,
0.028968079,
0.019764537,
-0.011769131,
0.021719271,
-0.053809498,
-0.015502131,
0.018474955,
-0.01600439,
0.017090352,
-0.006688857,
0.0018071113,
0.00268776,
0.025818784,
0.046669286,
-0.0104524,
0.02801786,
-0.022058636,
0.049737133,
-0.043981526,
-0.029130973,
-0.042786967,
-0.001086812,
-0.0123189,
-0.004418514,
0.03904039,
-0.03200878,
-0.0099094175,
0.012230665,
-0.0073370417,
-0.09279559,
-0.005925289,
0.0019207981,
-0.03700421,
0.037357148,
0.035673905,
0.028859483,
0.00518887,
0.026972622,
0.00024943225,
-0.030868515,
-0.048814062,
0.0031238422,
0.022655915,
-0.044958893,
0.026483938,
-0.024040518,
0.009366436,
0.023511112,
-0.039230436,
-0.014674083,
-0.051094588,
-0.047918145,
0.009142456,
-0.028316502,
0.02264234,
0.021447781,
-0.01699533,
0.013180883,
-0.05283213,
-0.005382307,
-0.012359623,
-0.013818887,
-0.0215971,
0.0715107,
0.0035327752,
0.04862402,
-0.028180756,
0.014144676,
0.036814164,
0.0012658263,
0.007174147,
-0.020443264,
-0.005392488,
0.025112908,
-0.020076752,
-0.030026894,
0.015013447,
-0.006288408,
0.026429638,
-0.0054094563,
-0.008429793,
-0.0010579661,
-0.03969197,
-0.042162538,
0.019913858,
-0.027176239,
-0.046859328,
-0.050361563,
0.045800515,
-0.038334515,
0.019221555,
0.026660407,
0.012644689,
-0.03548386,
-0.048949808,
0.05728458,
-0.036026843,
-0.010425251,
-0.07422561,
-0.044334464,
0.007771427,
0.013567758,
0.0016594881,
-0.05275068,
-0.024692098,
-0.05424388,
-0.0039128624,
-0.038687453,
-0.0223437,
0.027583476,
0.020592585,
-0.0072284453,
0.012821157,
-0.026741853,
-0.028995227,
0.02189574,
0.03399066,
0.053293664,
-0.0055994997,
-0.048542574,
0.0023653645,
-0.023280345,
-0.0059117144,
0.02490929,
0.019058662,
-0.030977111,
0.045447577,
-0.06819852,
0.03849741,
-0.025411548,
0.010384527,
-0.00080938224,
-0.016031537,
0.028126458,
-0.014823403,
-0.032551758,
0.012549667,
0.049167003,
0.016438775,
0.024502054,
0.016194433,
-0.030678472,
-0.07780929,
-0.044117272,
0.037302848,
0.013051925,
0.005867597,
0.007594958,
0.016262304,
0.04588196,
-0.044795997,
0.03200878,
0.054406777,
0.025832359,
0.012556454,
-0.021230588,
0.0032324386,
0.012013473,
-0.011938812,
0.0022516777,
0.026524661,
-0.0201582,
-0.007099487,
-0.016330177,
-0.043411396,
-0.0040418208,
-0.028452246,
0.06081396,
-0.009956929,
0.0061255135,
0.015027021,
-0.07113062,
-0.035049476,
0.014891276,
0.02266949,
-0.009434309,
-0.003967161,
-0.009284989,
0.036596972,
0.026348192,
-0.045583323,
-0.04737516,
0.0045576533,
0.06542931,
-0.04414442,
-0.04990003,
-0.023348218,
0.03556531,
-0.049981475,
-0.04362859,
-0.01759261,
-0.015135618,
-0.014701232,
-0.052642085,
0.03347483,
0.015189916,
-0.058533438,
0.04199964,
0.026063126,
-0.061574135,
0.008993136,
0.018583553,
-0.00045559567,
-0.040750783,
0.034452196,
0.045990556,
-0.01732112,
0.0017494195,
0.005738639,
-0.012400347,
-0.03339338,
0.006807634,
0.02473282,
0.021515654,
0.024407031,
0.05815335,
0.017931974,
0.050524455,
0.0034072108,
0.025723763,
0.015637876,
-0.02237085,
-0.046424944,
0.037384298,
0.010934296,
-0.0038110535,
0.034587942,
-0.0155971525,
-0.010113036,
0.03287755,
0.06765553,
0.012963691,
-0.041239467,
0.029782552,
-0.029891148,
-0.039176136,
0.002528259,
-0.02072833,
0.012773647,
0.018990789,
-0.00477824,
-0.044605955,
0.0001035059,
-0.0051956573,
-0.026022403,
0.021284886,
-0.03485943,
0.007045189,
-0.027379857,
-0.027854966,
-0.032307416,
-0.013350565,
-0.028696587,
-0.020185348,
0.000786051,
0.0062951953,
0.033529125,
0.0019445536,
-0.019927433,
-0.013153734,
0.015094894,
-0.0100791,
-0.020741904,
-0.0032901303,
-0.03312189,
0.05345656,
0.011850578,
0.000005455005,
-0.0060780025,
0.020497562,
0.03225312,
-0.0042963433,
0.020511137,
0.05101314,
-0.025669465,
-0.0109953815,
-0.0238912,
0.0064784517,
-0.033827767,
0.012393559,
-0.015094894,
-0.011789492,
0.033339083,
0.01774193,
0.04949279,
0.07085913,
-0.00048104793,
0.0029643413,
0.00044286952,
-0.010085887,
0.02774637,
0.006193386,
0.027379857,
-0.02177357,
-0.012753285,
-0.03043413,
0.016927458,
-0.020592585,
-0.028968079,
-0.015162767,
-0.020687606,
0.01774193,
-0.04512179,
0.010269144,
0.06390896,
0.0627687,
-0.0069637415,
-0.05399954,
-0.0017205735,
0.017972697,
-0.024244137,
-0.001337941,
-0.063637465,
-0.033773467,
0.018122017,
-0.063691765,
0.03162869,
-0.0005145601,
0.022710213,
-0.0012327384,
0.015610727,
-0.0044558444,
0.0145111885,
0.025275802,
0.018447807,
-0.00003611041,
-0.027461305,
-0.02117629,
-0.0007007859,
0.030678472,
-0.036841314,
0.0029796127,
0.02416269,
0.06108545,
0.04153811,
-0.02921242,
-0.044524506,
-0.002453599,
0.014891276,
0.03157439,
-0.007126636,
-0.0070859124,
-0.015488556,
0.005847235,
-0.04506749,
0.009149243,
-0.021013396,
0.015122043,
0.019343726,
-0.007927534,
-0.009787247,
0.052642085,
0.0013073983,
0.00130655,
-0.040642187,
0.027678497,
-0.004415121,
-0.026185296,
-0.0027641167,
0.024135541,
0.03399066,
0.021284886,
-0.0133030545,
-0.02550657,
0.023022428,
0.0276242,
-0.011728407,
0.0038042662,
0.027990712,
0.02162425,
-0.018284911,
-0.037465744,
-0.019968156,
-0.012848306,
0.00056504045,
-0.024407031,
0.035076626,
-0.0009883966,
-0.041320916,
-0.0019021331,
-0.019493047,
-0.000091469105,
-0.005344977,
-0.08405358,
0.0060033426,
0.019194407,
0.02714909,
0.030271236,
0.04202679,
-0.018610701,
0.08481376,
0.018922916,
0.05429818,
0.032931846,
0.0010367559,
0.034126405,
-0.006634559,
0.040099207,
-0.025601592,
0.0033800616,
-0.004177566,
0.007981832,
-0.018434232,
-0.002304279,
0.011484065,
0.007174147,
-0.001030817,
-0.012413922,
0.023334643,
-0.026877599,
0.03757434,
-0.050252967,
0.0041063,
0.049574237,
-0.021678548,
-0.046180602,
0.048488274,
0.005063305,
-0.0054060626,
0.008911689,
0.08459657,
-0.0015220458,
0.10094032,
0.056470107,
-0.010839274,
-0.0031866245,
0.052696384,
-0.030189788,
-0.07303105,
0.00030203362,
0.0063834297,
-0.000019950869,
-0.032931846,
-0.019031512,
0.020049604,
0.0077578523,
-0.0049207727,
-0.023741879,
0.0062918016,
-0.01336414,
-0.026497511,
0.009787247,
0.07259667,
-0.027515603,
0.015583578,
-0.0038925007,
-0.008056493,
-0.04050644,
-0.0042861626,
-0.05009007,
0.027461305,
-0.042922713,
-0.0260767,
-0.039746266,
-0.009189967,
-0.041293766,
-0.0071334234,
-0.011755556,
-0.0072488068,
0.046370644,
0.019031512,
0.02951106,
0.030216938,
-0.043465693,
0.0050802734,
0.031438645,
0.032633208,
0.014972723,
0.07031614,
0.0283708,
-0.010357378,
-0.0115858745,
0.0071605723,
-0.020090327,
-0.04656069,
0.00918318,
0.0029168304,
0.028126458,
-0.038008727,
-0.042759817,
-0.038035873,
0.033366233,
-0.023728305,
-0.012583603,
-0.012081345,
0.025601592,
-0.081664465,
-0.013751014,
-0.021447781,
0.018610701,
-0.007275956,
0.025479421,
-0.017836953,
-0.042135388,
0.2116543,
0.0714021,
0.028452246,
0.024026945,
0.012875455,
0.03906754,
-0.00089592,
-0.05133893,
-0.0008038676,
-0.03222597,
-0.0028336863,
-0.024094818,
0.018203465,
0.046913628,
0.003916256,
0.03700421,
-0.031167155,
-0.0133437775,
0.0030729377,
-0.029701104,
-0.045610473,
0.03219882,
0.0060237045,
0.003088209,
0.000979064,
0.026972622,
0.035619605,
0.011735194,
0.006071215,
-0.05788186,
0.037112806,
-0.017361842,
0.03192733,
-0.001744329,
0.0011538364,
0.03760149,
-0.0012997626,
-0.02714909,
-0.002137991,
-0.025425123,
0.024977162,
0.0003264254,
-0.028723737,
-0.015474982,
-0.028886631,
0.02598168,
0.00073684327,
0.05630721,
0.09029787,
-0.061954223,
0.0098279705,
-0.06591799,
-0.009671863,
-0.014239698,
-0.035999693,
0.014375443,
-0.05074165,
-0.026565384,
0.0024434181,
0.04832538,
-0.03040698,
0.017280396,
0.007852875,
0.0238912,
-0.028397948,
0.005161721,
0.0060304916,
0.030244086,
-0.019574493,
0.0013260634,
0.007370978,
-0.020293945,
0.0144568905,
-0.022058636,
0.009325712,
0.06092256,
-0.0078121508,
0.033230487,
0.007303105,
-0.061899927,
0.0045983773,
0.011443341,
0.004252226,
-0.012101707,
0.019303003,
0.028832333,
-0.044795997,
0.057175983,
-0.022981705,
0.002957554,
0.0357282,
0.03494088,
0.010269144,
-0.025601592,
0.01672384
] | def preprocess_function(examples):
audio_arrays = [x["array"] for x in examples["audio"]]
inputs = feature_extractor(
audio_arrays, sampling_rate=feature_extractor.sampling_rate, max_length=16000, truncation=True
)
return inputs |
[
-0.011224226,
-0.0020339915,
0.009286077,
0.009413866,
0.0021475828,
-0.051911157,
0.0007445545,
-0.000018954968,
-0.01450417,
0.02721928,
0.036178783,
-0.0014527243,
0.027403865,
-0.025685798,
-0.025856186,
0.018075192,
-0.030612815,
-0.011848977,
-0.07514054,
-0.021071158,
0.033339,
0.017989999,
-0.05878342,
-0.013133977,
-0.036434364,
-0.016243534,
0.0042667678,
-0.0025877485,
0.06946099,
0.04827624,
-0.009406767,
-0.00873232,
0.007010704,
-0.01938149,
-0.0033349653,
-0.023172595,
0.0359516,
-0.015860165,
-0.013190772,
-0.032629058,
0.044868506,
0.009030497,
-0.006137472,
-0.0028788256,
-0.051513586,
0.003540849,
0.009917927,
0.018245578,
-0.039955687,
0.009250579,
-0.024351103,
-0.0075822095,
0.029221324,
0.026779113,
0.01578917,
-0.0256574,
-0.0070568505,
0.0031273065,
-0.037825853,
-0.029505301,
0.031777125,
0.022902817,
-0.0019079763,
-0.0564832,
0.028099611,
0.009790137,
-0.030328838,
-0.0616232,
-0.044215355,
-0.030612815,
-0.027148286,
0.012409833,
-0.02453569,
-0.026779113,
-0.0321179,
0.01040069,
0.011210027,
-0.02913613,
0.019438285,
-0.026154364,
-0.0018476311,
0.03129436,
0.040637236,
-0.010429088,
-0.003207175,
-0.06111204,
0.009442264,
-0.009506159,
0.0040253866,
-0.0070604,
-0.036434364,
0.04299425,
-0.044612925,
-0.0153206065,
0.034986075,
0.028710164,
0.0218379,
0.028326793,
0.0552337,
-0.011777982,
0.022831822,
0.09854032,
-0.0069255107,
0.04310784,
-0.032827843,
0.012040662,
0.01245953,
0.02964729,
-0.04867381,
-0.016030552,
0.023129998,
-0.0011394613,
0.030726407,
-0.03737149,
-0.019154308,
0.046771158,
0.016868286,
0.05020729,
-0.053444635,
-0.006382403,
0.004774378,
-0.003505352,
0.015618783,
-0.040381655,
-0.012438231,
-0.05364342,
0.002104986,
0.04415856,
-0.0048808698,
0.01502243,
0.032203093,
-0.0015973756,
0.015448397,
0.02118475,
-0.0006007907,
0.012544723,
-0.039671708,
-0.00018314355,
0.022150274,
-0.04702674,
0.023953535,
0.036263976,
-0.015987955,
0.050888836,
-0.0034237083,
0.0033544886,
0.008277955,
-0.031777125,
-0.01615834,
0.003413059,
-0.057505522,
0.039046958,
0.0016923307,
-0.009974723,
-0.0346453,
-0.059124194,
-0.0052109943,
0.0005462137,
-0.00010593706,
0.023683755,
0.021880496,
-0.0035160012,
-0.027872428,
0.05980574,
0.025501214,
0.038166627,
-0.024620881,
-0.014355082,
0.0021262844,
-0.045266073,
0.0018813534,
-0.010109613,
-0.0059919334,
0.04722552,
0.0295337,
0.038819775,
0.028482981,
0.01642812,
0.04824784,
0.003505352,
0.0010950897,
-0.029704086,
0.069233805,
0.00076540915,
-0.04503889,
-0.03771226,
-0.00066557317,
0.005945787,
-0.029036738,
0.020985965,
0.050491266,
0.036377568,
-0.005431077,
0.0003170347,
-0.01630033,
-0.019168507,
-0.05494972,
0.036263976,
0.005558867,
-0.027389666,
-0.03328221,
0.015860165,
-0.057988282,
0.03609359,
-0.032032706,
0.015434198,
0.0017047547,
0.06008972,
-0.029363312,
0.053757012,
0.045521654,
-0.002465283,
-0.033537786,
0.018643148,
0.014440275,
-0.043931376,
-0.010081215,
0.00873232,
0.008043674,
-0.021340938,
0.04094961,
-0.0013906042,
0.024677677,
-0.012928093,
-0.009783038,
0.009392568,
0.020006241,
0.058613036,
0.047963865,
0.038507402,
-0.015675578,
0.026267953,
0.023669556,
0.059124194,
0.016470717,
0.013680634,
0.056398008,
0.025770992,
-0.0046785357,
-0.015675578,
-0.0067196265,
0.020957567,
0.052706294,
0.057988282,
-0.020134032,
0.025345026,
0.021752706,
0.020687789,
-0.03172033,
-0.028411986,
-0.030357236,
0.030272042,
0.005871243,
0.014049806,
-0.036604747,
-0.044101764,
0.039103754,
0.06060088,
-0.013851021,
-0.030357236,
-0.0018076967,
0.03825182,
0.030953588,
-0.01745044,
0.025572209,
0.047594693,
-0.003876298,
0.01257312,
-0.012296242,
-0.00423837,
-0.01835917,
-0.07286873,
-0.03183392,
-0.0041034804,
-0.008519337,
0.00157164,
-0.02271823,
-0.04094961,
0.03799624,
0.026921103,
0.01489464,
-0.014724253,
-0.022874419,
0.07423182,
0.057675906,
0.020048838,
-0.055659663,
0.0218379,
0.01965127,
0.033850163,
0.0060629277,
-0.044470936,
0.0066308836,
-0.055631265,
-0.008064971,
0.004919917,
0.027446462,
-0.01052848,
-0.025629004,
0.026282152,
-0.018983921,
0.030357236,
-0.053103864,
0.0018707042,
-0.045919225,
0.01914011,
0.055773254,
-0.0024546338,
0.036405966,
0.03623558,
-0.02452149,
0.011181629,
0.007717099,
0.04466972,
-0.03862099,
-0.011657292,
0.023215191,
-0.022235468,
-0.029221324,
-0.040381655,
-0.06412221,
-0.04583403,
-0.02618276,
-0.025316628,
-0.030186849,
0.039700106,
-0.021284143,
-0.078661874,
0.014433175,
-0.045209277,
-0.03373657,
-0.024237512,
-0.029079335,
0.027645247,
0.042738672,
-0.0124737285,
-0.03694552,
0.022505246,
-0.020687789,
0.03234508,
0.017507236,
-0.020048838,
0.049355354,
0.0038940466,
0.000080201564,
0.035979997,
0.055006515,
-0.03299823,
-0.034986075,
0.01912591,
0.032259885,
-0.006087776,
0.006740925,
0.025983976,
0.025785191,
0.004454903,
-0.053189058,
0.03438972,
0.040154472,
0.04131878,
0.012345938,
-0.001040069,
0.014134999,
0.01271511,
-0.032373477,
-0.025870385,
0.032004308,
-0.003349164,
0.046259996,
-0.038365413,
-0.0028131558,
0.021085357,
-0.03041403,
0.01001022,
-0.014028507,
0.00007276933,
0.07497016,
-0.0024635082,
0.02606917,
-0.046004415,
-0.008909806,
0.020730386,
0.04688475,
0.0041780244,
0.04586243,
0.046231598,
-0.022391656,
0.012424032,
0.006329157,
-0.0139717115,
0.03260066,
0.031493146,
-0.011018341,
-0.039813697,
-0.036917124,
-0.044925302,
0.035270054,
0.04711193,
0.038308617,
0.0007272496,
0.048446625,
-0.011948369,
0.029192926,
0.035497233,
0.016129943,
0.0029214225,
-0.045890827,
0.046941545,
0.020957567,
0.045351267,
0.0029054487,
-0.00086080795,
-0.013538646,
0.023996131,
0.0072556348,
0.005612113,
-0.049582537,
-0.025004253,
0.0019949446,
0.053387843,
-0.038990162,
-0.006815469,
-0.0076816017,
-0.0037911048,
0.009094392,
-0.027318671,
0.0033154418,
-0.05492132,
0.04276707,
0.04645878,
-0.0017296028,
-0.047168724,
-0.005942237,
0.0020641643,
-0.03376497,
0.011572098,
0.02284602,
-0.017152265,
0.020929169,
-0.022136075,
0.007333729,
0.024095522,
-0.021198949,
-0.0007055075,
-0.00988953,
-0.025359225,
-0.00040000948,
0.019310495,
0.02888055,
-0.028852152,
0.026764914,
-0.0068758144,
0.027304472,
-0.042170715,
-0.005246491,
-0.0063362564,
-0.0016151242,
-0.01052138,
0.00018447469,
0.009151187,
-0.014681656,
-0.017549833,
0.02030442,
-0.026665524,
-0.049468946,
0.01091895,
0.032827843,
-0.0029586945,
0.026906904,
0.0075538117,
-0.01270801,
0.01564718,
0.0077596954,
-0.028908947,
0.0120832585,
-0.05727834,
0.02156812,
-0.0016364225,
-0.040892813,
0.021227347,
-0.013772927,
0.03580961,
0.00091937836,
-0.033992153,
-0.015008231,
-0.0320895,
-0.036888726,
0.00551627,
-0.043306626,
0.043874584,
0.012374336,
-0.024450496,
-0.009009198,
-0.015448397,
0.020190828,
-0.023030605,
-0.012807403,
-0.013084281,
0.033821765,
-0.010443286,
0.074402206,
-0.0256574,
-0.032629058,
0.05174077,
-0.04299425,
0.005842845,
-0.050462868,
-0.028298395,
0.020091435,
-0.0075325132,
-0.022434253,
-0.000008416727,
-0.039813697,
0.017521435,
0.015306408,
0.0028149306,
0.0039863396,
-0.072755136,
-0.042823866,
0.027403865,
-0.01463906,
-0.04148917,
-0.02169591,
0.008867209,
-0.027531656,
-0.006815469,
0.016612707,
-0.05469414,
-0.06639403,
-0.047736682,
0.05202475,
-0.017691823,
0.002964019,
-0.036775135,
-0.070426516,
-0.002296671,
0.038564198,
0.017251655,
-0.030215247,
0.020190828,
-0.026253754,
0.008228259,
-0.062361542,
-0.018770937,
0.0029569196,
0.010542679,
-0.0013542195,
0.013368258,
-0.0060487287,
0.009406767,
0.0064498475,
0.014752651,
0.025373423,
0.016527513,
-0.033395797,
-0.0282558,
-0.03609359,
-0.0036224928,
0.0046039913,
0.011976767,
-0.0072343363,
0.020616794,
-0.03004486,
0.025401821,
-0.022263866,
0.011891574,
-0.0038159527,
-0.0410632,
0.049440548,
-0.031180771,
-0.012849999,
-0.008029475,
0.056426406,
0.0008621391,
0.008931104,
-0.007081698,
-0.01066337,
-0.06770033,
-0.07298231,
0.02990287,
-0.038195025,
-0.02464928,
-0.0038798477,
0.015945358,
0.035752814,
-0.03711591,
0.021227347,
0.0333674,
-0.014752651,
-0.035128064,
-0.031919114,
-0.019182706,
0.0021529072,
-0.033992153,
-0.018131988,
-0.001464261,
-0.014461573,
0.028397787,
-0.04327823,
-0.04890099,
-0.036377568,
-0.0058996403,
0.058045078,
-0.0155903855,
0.03799624,
0.004547196,
-0.0179758,
-0.08286475,
-0.011976767,
-0.024237512,
-0.00007299119,
0.003968591,
0.036121987,
-0.003247997,
0.020489004,
-0.0036420163,
-0.04276707,
-0.020602595,
0.056028835,
-0.006868715,
-0.05352983,
-0.002552251,
0.047594693,
-0.012296242,
-0.066905186,
0.02543022,
-0.028681766,
-0.024194915,
-0.021539722,
0.03186232,
0.004454903,
-0.05188276,
0.011870275,
0.043959774,
-0.033197016,
0.0024404349,
0.015462596,
0.017280053,
-0.0179758,
-0.010258701,
0.019338893,
-0.02964729,
0.003876298,
-0.0037946545,
-0.0107201645,
-0.015349004,
-0.0071065463,
0.032969832,
0.027531656,
0.0067586736,
0.012189751,
0.011352016,
0.033395797,
-0.0031095578,
0.010812458,
-0.028809557,
-0.030584417,
-0.07258475,
0.0035124514,
0.008874308,
-0.002708439,
-0.014191794,
-0.03154994,
0.023981933,
0.015462596,
0.03697392,
-0.019111712,
-0.08456861,
0.02913613,
-0.04481171,
-0.028184805,
-0.011316518,
-0.04762309,
-0.011905773,
0.026097568,
-0.0025611254,
-0.059635356,
-0.008235359,
0.02220707,
-0.0019452485,
-0.014752651,
-0.01142301,
-0.013716131,
-0.030215247,
-0.030896794,
-0.013446352,
-0.0126228165,
0.00963395,
0.015760772,
0.0138226235,
0.015902761,
-0.017535634,
0.009846933,
-0.0052109943,
-0.0021404834,
-0.029079335,
-0.021142153,
-0.022562042,
0.011635994,
-0.029022539,
0.042397898,
0.057931487,
-0.047708284,
0.013077182,
0.020276021,
0.033821765,
-0.021624915,
0.04353381,
0.01615834,
-0.0023658907,
-0.017649226,
-0.005676008,
0.0060806763,
-0.04736751,
-0.030754805,
-0.026793312,
-0.0035994197,
-0.0002522522,
0.0056085633,
0.03231668,
0.05330265,
0.02002044,
0.011231326,
0.01810359,
0.0153348055,
0.008647126,
0.013304364,
0.012956491,
0.0051435493,
-0.021979887,
-0.009463563,
-0.037683863,
0.010471684,
-0.021156352,
0.0061197234,
-0.016087348,
-0.024791269,
-0.03106718,
0.008526436,
0.036917124,
0.056823973,
0.021099556,
-0.05378541,
0.022704031,
-0.02104276,
-0.0035976449,
-0.010123812,
-0.04427215,
-0.02476287,
0.015434198,
-0.044925302,
0.0021032111,
-0.0004024499,
0.000118361095,
-0.023257788,
0.011139032,
0.005534019,
0.005044157,
0.06707557,
0.04006928,
0.030584417,
-0.0061339224,
-0.019537678,
0.009037596,
0.013055883,
-0.01655591,
-0.017138066,
0.023996131,
0.027815633,
0.040353257,
0.0021742056,
-0.061907176,
-0.007433121,
0.044783313,
-0.0029728934,
0.013574143,
0.021198949,
-0.03842221,
0.023002207,
-0.01989265,
-0.023059003,
-0.01783381,
-0.0070178034,
0.033395797,
0.00037959855,
0.00693616,
0.040978007,
0.017791213,
-0.011309419,
-0.021766905,
0.022022484,
0.031464748,
-0.03751348,
0.0100315185,
0.010876353,
0.05991933,
0.029562097,
-0.002323294,
-0.013070082,
0.038308617,
-0.008022375,
0.044243753,
0.00047610665,
0.026793312,
0.0058960905,
0.015632981,
-0.013616739,
0.020971766,
-0.035838008,
-0.02029022,
-0.0006979644,
0.009179585,
0.0025770993,
-0.002259399,
-0.0108550545,
-0.041119996,
0.00564761,
0.004738881,
-0.07417502,
0.010613673,
0.0051116017,
-0.0012290918,
0.009136988,
0.017067071,
-0.018146187,
0.024351103,
0.027531656,
0.02195149,
0.026125966,
0.011912872,
0.04824784,
-0.01577497,
0.05827226,
0.016499115,
-0.015803369,
0.0011403486,
0.00034188275,
-0.02257624,
0.03490088,
-0.00833475,
-0.020985965,
-0.0055127204,
-0.008647126,
-0.044499334,
-0.0070036044,
0.010997043,
-0.04515248,
0.027403865,
0.06309988,
-0.024436297,
-0.04077922,
0.044357345,
-0.007262734,
-0.002529178,
-0.009662347,
0.0474811,
0.020347016,
0.07082409,
0.048617013,
-0.0017686497,
-0.00081199926,
0.013716131,
-0.023797346,
-0.06440619,
-0.03186232,
0.004007638,
-0.018827733,
-0.011472707,
-0.021766905,
0.0017047547,
0.020134032,
0.0019328245,
-0.03402055,
0.039472926,
0.008512237,
-0.035610825,
-0.0073976237,
0.09195204,
0.00081909867,
0.017620828,
0.028383588,
-0.016527513,
-0.06701878,
0.016456518,
-0.07599248,
-0.0022753729,
0.0031148824,
-0.073323086,
-0.019722264,
-0.061679997,
-0.03876298,
-0.007095897,
-0.019764861,
-0.030442428,
0.044584528,
0.04631679,
0.005857044,
0.036320772,
-0.027915025,
-0.0052535906,
0.062191155,
0.040495247,
-0.008391546,
0.07968419,
0.012764806,
-0.027389666,
0.013297264,
0.012637015,
0.030442428,
-0.029164528,
-0.0019168507,
0.019097513,
0.0042596683,
-0.04276707,
-0.05086044,
0.013048784,
0.023939336,
-0.03376497,
-0.005857044,
-0.015561988,
0.012821601,
-0.053416237,
-0.00937837,
-0.005569516,
0.0011651968,
-0.013687734,
0.031748727,
-0.0021085357,
-0.052422315,
0.23945014,
0.07099447,
0.065258116,
0.032401875,
0.032685854,
0.03129436,
0.018202983,
-0.039330937,
-0.0018636049,
-0.037144307,
-0.010620773,
-0.0067764223,
-0.004376809,
-0.0017420268,
-0.013396656,
0.046004415,
0.0036491158,
0.027375467,
-0.013709032,
-0.02503265,
-0.0603169,
0.026253754,
-0.001513957,
0.051371597,
-0.020119833,
0.0052855383,
0.057647508,
-0.033793367,
-0.028298395,
-0.01823138,
0.0693474,
-0.046288393,
0.060657676,
-0.018415965,
-0.00731953,
0.0037165605,
-0.021965688,
-0.047679886,
0.023925137,
-0.029079335,
0.009584254,
-0.023399778,
0.015235413,
-0.037939444,
-0.019409887,
0.053473033,
-0.008640027,
0.05054806,
0.051030826,
-0.07497016,
0.04597602,
-0.05625602,
0.038479004,
-0.027361268,
-0.05753392,
-0.028468782,
-0.025132041,
-0.016328728,
0.01271511,
0.04929856,
-0.014937236,
0.029988063,
-0.0050512566,
0.010620773,
-0.03552563,
-0.016342927,
0.008838812,
0.018572154,
0.012700911,
-0.02067359,
0.012651214,
-0.004160276,
0.016371325,
-0.013666435,
0.0067480244,
0.035781212,
0.008043674,
0.04094961,
-0.0025646752,
-0.041148394,
0.014979833,
-0.038819775,
-0.02835519,
-0.026466738,
-0.004043135,
0.037655465,
-0.056426406,
0.0143763805,
-0.01091895,
0.02104276,
0.054836128,
-0.008072071,
0.036491156,
-0.0282416,
0.04765149
] | To apply the preprocessing function over the entire dataset, use 🤗 Datasets [~datasets.Dataset.map] function. You can speed up map by setting batched=True to process multiple elements of the dataset at once. Remove the columns you don't need, and rename intent_class to label because that's the name the model expects:
encoded_minds = minds.map(preprocess_function, remove_columns="audio", batched=True)
encoded_minds = encoded_minds.rename_column("intent_class", "label") |
[
0.014157512,
0.05663005,
0.03259405,
0.0192062,
-0.0034528794,
-0.018952,
-0.038977288,
-0.01081761,
-0.0052852356,
0.06806903,
0.037395604,
-0.017497413,
0.029119989,
-0.06829499,
0.0029603676,
0.05663005,
-0.040474243,
-0.059369754,
-0.051178876,
-0.014058656,
-0.015760383,
-0.013274874,
-0.050529253,
-0.008416835,
-0.027227614,
0.010019706,
-0.012985368,
-0.011848531,
0.07191028,
0.05180025,
0.0091017615,
0.009814933,
-0.011827348,
-0.010288027,
-0.019050857,
-0.06287206,
0.023795918,
-0.007400036,
-0.0495407,
-0.051291853,
0.006700987,
-0.0034581753,
0.026577992,
-0.025900126,
-0.028795179,
-0.012229831,
0.01004795,
0.004741531,
-0.009235923,
-0.0037212013,
-0.009052334,
-0.007859007,
0.004233131,
-0.037932247,
0.0016522981,
-0.028512735,
0.009221801,
-0.01978521,
-0.010316271,
0.023329886,
0.009807873,
0.006676273,
0.001562269,
-0.0495407,
0.012215708,
0.027199369,
-0.025787149,
-0.05109414,
-0.025617681,
-0.008487446,
-0.02471386,
0.0021836462,
-0.033836808,
-0.012173342,
0.013140713,
-0.0053099496,
0.017003136,
-0.046433814,
0.03118183,
0.040361267,
0.0003402569,
0.036887202,
0.036068115,
-0.019573377,
-0.016438248,
-0.028526857,
0.047422368,
-0.040446,
0.03589865,
-0.0118202865,
-0.03366734,
0.067447655,
-0.026775703,
-0.008134391,
0.019177957,
0.015280227,
0.03982462,
0.04377884,
0.061233886,
-0.00678572,
0.005401744,
0.087105766,
0.008480385,
0.024530273,
-0.040107064,
-0.0068951673,
0.0067045176,
-0.01728558,
-0.058917843,
-0.04762008,
0.02623906,
0.0003316512,
0.0195875,
-0.048100233,
-0.0009956155,
0.029854344,
0.0060654874,
0.020350099,
-0.04589717,
-0.035842158,
0.013988045,
0.04310097,
-0.017638635,
-0.022906218,
0.0063020345,
-0.047422368,
-0.02522226,
0.0035888057,
-0.029232968,
0.0290635,
0.00017123175,
-0.006732762,
0.005062811,
0.06377588,
0.021027965,
0.02131041,
-0.029854344,
-0.003609989,
0.010951771,
-0.03660476,
0.02150812,
0.021479875,
-0.023202784,
0.054737672,
-0.04482388,
0.00057856913,
0.023697061,
-0.022327209,
-0.0012268666,
0.018485969,
-0.06157282,
0.016791303,
-0.020844376,
-0.005465294,
-0.009821994,
-0.0040848483,
-0.006164343,
-0.010591655,
0.0063267485,
0.028131435,
0.001977109,
0.016522981,
-0.05874838,
0.017822225,
-0.024629127,
0.009038212,
0.006030182,
-0.0029374189,
0.022863852,
-0.041801732,
-0.017172603,
0.0031210077,
-0.009009968,
0.050839942,
0.044513196,
0.027820745,
0.0049957302,
0.0028191453,
0.015463816,
-0.019319179,
-0.04098264,
-0.010824671,
0.051884986,
-0.006291443,
-0.04685748,
0.0063444013,
-0.014687095,
0.018669557,
-0.021070331,
0.025292872,
0.015830994,
0.053805605,
0.006196118,
0.006422073,
-0.067504145,
-0.010634021,
-0.040220045,
-0.006888106,
-0.013416096,
-0.037536826,
-0.046066638,
0.033102453,
-0.03361085,
0.025645927,
-0.01638176,
0.026450893,
0.012872391,
0.03680247,
-0.007964924,
0.03330016,
0.040022332,
0.032339852,
-0.016494736,
0.017200848,
0.015280227,
0.004233131,
-0.016424125,
0.01261113,
0.021804687,
0.027340591,
0.028470367,
0.000756862,
0.034655895,
0.009207678,
-0.016395882,
0.0015296114,
0.027679523,
0.04968192,
0.058014024,
0.017681003,
-0.015816871,
0.040446,
-0.008501568,
0.04640557,
0.03877958,
0.014588239,
0.06727819,
0.046433814,
-0.007336486,
0.010980016,
-0.011488414,
0.019982921,
0.018344745,
0.055189583,
-0.007964924,
-0.012109792,
0.001654946,
-0.019884067,
-0.007844886,
-0.011043565,
-0.039005533,
0.06049953,
0.001481949,
0.053155985,
-0.017398559,
-0.03457116,
0.0023019195,
0.03666125,
-0.010478677,
-0.059652198,
0.0030486314,
0.013543196,
-0.02451615,
-0.029826099,
0.025674172,
0.0053664385,
0.0057583298,
0.020547811,
0.02311805,
0.00029038786,
-0.01107181,
-0.042281885,
-0.07642938,
0.0059101433,
-0.015350838,
-0.0013936852,
0.001952395,
-0.035107806,
0.0077954577,
0.032283362,
-0.02797609,
-0.036378805,
-0.04812848,
0.028851667,
0.026479136,
-0.003908321,
-0.04897581,
0.020237122,
0.025829514,
0.03877958,
0.009779627,
-0.044569682,
0.004046012,
-0.02400775,
0.0009338309,
-0.030165033,
-0.0065244595,
0.027665403,
0.00068139646,
0.016113438,
-0.038242936,
-0.0032657601,
-0.047704812,
-0.01919208,
-0.041434553,
0.038299423,
0.0030309786,
-0.0401918,
0.012265136,
0.037423845,
-0.022129497,
0.030645188,
0.025886005,
0.04872161,
-0.035926893,
0.010492799,
0.04923001,
-0.0067115785,
-0.03770629,
-0.026083715,
-0.035446737,
-0.047987256,
-0.023188662,
-0.012971247,
-0.047902524,
0.07202325,
-0.037084915,
-0.101679884,
0.0009152955,
-0.03603987,
-0.037536826,
-0.039994087,
0.014023351,
0.037593313,
0.050839942,
0.002547293,
-0.013846823,
0.03047572,
-0.02823029,
0.03711316,
0.0009744322,
-0.0042543146,
0.013755029,
0.030249765,
-0.024431417,
0.01797757,
0.0072446917,
-0.051941473,
-0.0022736753,
0.021677587,
0.030927632,
0.032339852,
0.014644728,
0.04352464,
0.0044237813,
0.024219584,
-0.05408805,
0.05767509,
0.039852865,
0.0055076606,
0.03321543,
0.014390528,
0.029007012,
0.01632527,
0.014171634,
-0.017426802,
0.0090311505,
0.026874559,
0.03838416,
-0.056997225,
0.00030583402,
0.0194604,
-0.030927632,
0.013769151,
-0.0029197661,
0.014390528,
0.06191175,
0.0107187545,
0.03250932,
-0.063210994,
-0.013197201,
0.0040177675,
0.004942772,
0.049851388,
0.009447756,
0.04863688,
-0.024431417,
-0.013726785,
-0.004600309,
0.017638635,
-0.0014139859,
0.011403682,
-0.0053593772,
-0.046349082,
-0.038242936,
-0.054314006,
-0.0039965846,
0.029402433,
0.03098412,
0.016014582,
0.024558516,
-0.0051581357,
0.058296468,
0.040756688,
-0.033074208,
-0.033497874,
-0.03437345,
0.03711316,
-0.002015945,
0.033949785,
-0.015887482,
-0.012808841,
-0.043185707,
0.025702415,
-0.02656387,
0.022863852,
-0.024742106,
0.009363023,
-0.03259405,
0.011220093,
-0.043948308,
-0.020180633,
-0.030560454,
0.023894774,
0.058409445,
-0.05459645,
0.0035023072,
-0.08411186,
0.036124602,
0.05555676,
-0.042536084,
-0.050726965,
-0.019107345,
-0.037536826,
-0.026140204,
0.04225364,
0.048241455,
0.0033910947,
0.0063655847,
-0.03750858,
-0.005094586,
-0.00060460693,
-0.034147494,
-0.008946418,
-0.018344745,
0.010351577,
-0.00033782964,
0.0070081446,
0.013387851,
-0.036181092,
0.036124602,
-0.03330016,
0.025970737,
-0.015167249,
0.013959801,
0.019093223,
0.009927911,
-0.017313825,
0.019446278,
0.0321139,
-0.03564445,
-0.013006552,
0.01683367,
-0.022736752,
-0.049794897,
0.0030027342,
-0.00053223065,
-0.016410004,
0.050331544,
0.016847791,
0.005013383,
0.039146755,
0.01638176,
-0.043807086,
0.018132912,
-0.03140779,
0.0091723725,
-0.011601392,
-0.031916186,
0.021056209,
-0.022073008,
0.017596269,
-0.0012180402,
-0.03507956,
-0.004377884,
-0.051348343,
-0.026083715,
-0.018344745,
-0.040220045,
0.05420103,
0.022242475,
-0.014574117,
0.0005472355,
-0.037028424,
-0.00864279,
0.01075406,
-0.007830763,
0.027764257,
0.058804866,
0.003322249,
0.0116790645,
-0.03245283,
0.00014364932,
0.031294808,
-0.029091746,
0.0051157693,
-0.034825362,
-0.008882868,
0.003795343,
-0.018415356,
0.0061925873,
0.00004633849,
-0.015661526,
0.03225512,
-0.0020000574,
-0.018514212,
0.03205741,
-0.05550027,
-0.02484096,
0.025942493,
0.001316013,
-0.047139924,
0.0027891358,
0.02534936,
-0.021734076,
0.029684877,
0.020759644,
-0.029741367,
-0.06558353,
-0.041773487,
0.034797117,
-0.02049132,
-0.012067425,
-0.06428428,
-0.06247664,
-0.041321576,
0.0371414,
-0.013663234,
-0.052195676,
0.011806165,
-0.056940734,
0.020406589,
-0.07552556,
-0.028089069,
-0.007188203,
0.028978767,
0.019728722,
0.004723878,
-0.015209616,
0.007993169,
-0.0036223459,
0.00876989,
0.053155985,
0.016508859,
-0.005857185,
-0.028258534,
-0.004459087,
0.0016522981,
0.012342808,
-0.008882868,
-0.018895512,
0.061798774,
-0.026705092,
0.027354714,
-0.018288257,
0.010210355,
0.015590915,
-0.021169188,
0.043129217,
-0.06275909,
-0.010450433,
-0.021606976,
0.02681807,
0.044371974,
0.02873869,
0.0022560225,
0.019926433,
-0.055782713,
-0.056121647,
0.01824589,
-0.0037070792,
-0.011636698,
0.0032039755,
0.019121468,
0.0482697,
-0.0069869617,
0.027594792,
0.034966584,
-0.013338424,
-0.009786689,
-0.017582146,
-0.0017979334,
0.01574626,
0.0035429085,
0.016042827,
0.011594331,
-0.013430218,
0.004921589,
-0.030814653,
-0.054314006,
-0.01786459,
-0.0090311505,
0.02636616,
-0.0028650425,
0.017327948,
0.012498152,
-0.012837086,
-0.044456705,
-0.017313825,
0.013543196,
-0.015336716,
-0.00607961,
0.022298964,
0.002893287,
0.038694844,
-0.043157462,
-0.03423223,
0.0037353237,
0.053777363,
-0.016028704,
-0.012893574,
0.029035255,
0.021790564,
-0.050077345,
-0.084959194,
-0.03877958,
-0.04609488,
-0.01357144,
-0.032226875,
0.042338375,
-0.010972954,
-0.0321139,
0.028442124,
0.035051316,
-0.025674172,
0.021847052,
0.0027679524,
0.010824671,
-0.031266566,
0.0063973595,
0.030503966,
-0.055839203,
0.011043565,
-0.033384897,
-0.0087981345,
-0.03205741,
0.012533458,
0.04295975,
0.0031969144,
0.02400775,
0.053692628,
0.03346963,
0.023471108,
0.0113048265,
0.026959293,
-0.0010494564,
-0.03423223,
-0.045614727,
0.017144358,
0.0147718275,
0.014969539,
0.036181092,
-0.015181372,
0.019135589,
-0.01753978,
0.06049953,
0.028837545,
-0.05095292,
0.0055464967,
-0.022284841,
-0.006732762,
0.010351577,
0.017610392,
0.01504015,
0.039175,
-0.0017396793,
-0.04722466,
-0.007943741,
0.00079746335,
-0.0068386784,
-0.026535627,
-0.05569798,
0.011354254,
-0.03877958,
-0.021719953,
0.0012021528,
-0.014489383,
0.022256598,
0.0029515412,
0.02707227,
0.0025861291,
-0.02777838,
0.0052852356,
0.0061466903,
0.01203212,
0.018189402,
0.031661987,
0.0014572352,
-0.006489154,
-0.049314745,
0.062250685,
0.029628389,
-0.019686356,
-0.0108599765,
0.03149252,
0.021395143,
-0.030193277,
-0.0015172545,
0.024615005,
-0.0031068854,
-0.01753978,
-0.0017079043,
-0.0305887,
-0.06388886,
-0.019615745,
-0.0025367013,
-0.020943232,
0.024290195,
0.034486428,
-0.0061925873,
0.06665681,
-0.018711923,
0.047761302,
-0.013959801,
0.009221801,
0.00851569,
0.024572639,
0.03315894,
-0.004716817,
-0.018627191,
-0.034034517,
0.021522243,
-0.0011597862,
-0.03807347,
-0.017214969,
-0.04115211,
-0.015364961,
-0.021832932,
-0.02259553,
0.025208138,
0.02311805,
0.0034722975,
-0.029995566,
-0.009377145,
-0.006778659,
-0.0500491,
-0.02477035,
-0.07320952,
-0.046433814,
0.02292034,
-0.03635056,
0.004166051,
-0.0016876037,
-0.009694895,
-0.00040866135,
0.052054454,
-0.0409544,
0.010196233,
0.021861175,
0.0013433748,
0.00048589215,
0.014439956,
-0.013190141,
0.0005816584,
0.01728558,
-0.043044485,
0.0067821895,
0.013154835,
0.052195676,
0.041321576,
-0.022482552,
-0.02553295,
-0.0009735496,
-0.008529813,
0.017568024,
-0.019135589,
0.013303119,
-0.016311148,
0.0022295434,
-0.005211094,
-0.043891817,
-0.00082570774,
0.010090317,
0.0062879124,
0.0024360805,
-0.009370084,
0.0487781,
-0.0042084176,
-0.024148973,
-0.0061890567,
0.032226875,
0.01665008,
-0.022496674,
0.01927681,
0.012010937,
0.042987995,
0.04084142,
0.039316222,
-0.00934184,
0.025081038,
0.021719953,
0.022242475,
-0.020448955,
0.045275792,
0.01184147,
-0.01875429,
0.009002906,
-0.019248568,
-0.0077107246,
-0.011318948,
0.012272197,
0.013536135,
0.016226415,
-0.01708787,
-0.008148513,
-0.054059807,
0.036124602,
0.039598666,
-0.07789809,
-0.00761893,
0.032311607,
0.0045932475,
-0.0029197661,
0.013995106,
-0.0038447706,
0.03909027,
0.050839942,
0.025900126,
0.021493997,
-0.004939242,
0.032424584,
0.009419512,
0.030871144,
-0.016748937,
-0.034429938,
-0.033723827,
0.009652528,
-0.023541719,
0.024050117,
0.0034599404,
-0.011403682,
-0.024092484,
-0.0044767396,
0.02413485,
-0.0088687455,
-0.0036753041,
-0.090551585,
0.026196692,
0.039994087,
0.031153588,
-0.018429479,
0.073887385,
-0.032226875,
-0.023781795,
0.018401235,
0.0788584,
0.021931786,
0.09501421,
0.032481074,
0.007760152,
0.0061149155,
0.053607896,
-0.04493686,
-0.059991132,
-0.013691479,
-0.01286533,
-0.031125342,
-0.03680247,
-0.058917843,
0.00039520112,
0.014644728,
-0.016000459,
-0.03635056,
0.004723878,
-0.01395274,
-0.06100793,
0.017229091,
0.07767213,
0.014729461,
-0.023216907,
-0.042197153,
-0.016861914,
-0.022637896,
-0.008169697,
-0.03603987,
0.05281705,
-0.025109284,
-0.03745209,
0.0060584266,
0.004504984,
-0.03053221,
0.017582146,
0.011488414,
-0.024939816,
0.04301624,
0.00934184,
0.045642972,
0.030899387,
-0.04417426,
0.02553295,
0.045360528,
0.037480336,
0.01766688,
0.07422632,
0.02534936,
-0.020533688,
-0.0063832374,
0.004910997,
-0.0066021313,
-0.015153128,
-0.012300442,
-0.008452141,
0.023075685,
-0.044654418,
-0.041434553,
-0.0073506082,
0.036124602,
-0.04050249,
-0.024911571,
-0.04239486,
0.027114635,
-0.06919881,
-0.0014898927,
0.00033518174,
0.009440695,
-0.005023975,
-0.00300803,
-0.01708787,
-0.013084224,
0.23589733,
0.027538301,
0.055274315,
0.00633734,
0.025787149,
0.06784308,
0.01779398,
-0.061855264,
0.008021413,
-0.043157462,
-0.008861684,
-0.049653675,
0.001991231,
0.01407984,
-0.02355584,
0.038186446,
-0.033893295,
0.0055853324,
0.014369345,
-0.03711316,
-0.073774405,
0.018711923,
-0.013500829,
0.048467413,
0.0032286893,
0.042027686,
0.028131435,
-0.018613068,
0.011431926,
-0.027058147,
0.031097097,
-0.019926433,
0.0472529,
-0.018937878,
0.0021924726,
0.028272657,
-0.0043390477,
-0.0080002295,
-0.0048651,
-0.0066550896,
0.0053028883,
-0.007957864,
-0.014383467,
0.015802749,
-0.045642972,
0.031633742,
0.031633742,
0.063380465,
0.03838416,
-0.06535757,
0.036717735,
-0.029402433,
0.011474293,
-0.008120269,
-0.03711316,
0.016141681,
-0.061629307,
-0.01196857,
0.00838859,
0.04166051,
-0.028978767,
0.028922278,
-0.020194756,
0.018203523,
-0.023414617,
-0.016353514,
-0.0041060313,
0.013310179,
-0.044852126,
-0.0026655665,
0.01715848,
-0.003738854,
0.012844146,
-0.018867267,
-0.02362645,
0.07835,
-0.018161157,
0.018909635,
-0.032876495,
-0.039994087,
-0.005899552,
-0.00953955,
0.050981164,
-0.023259273,
0.021027965,
0.012039181,
-0.04499335,
0.00928535,
-0.015506183,
0.002342521,
0.037480336,
0.028540978,
0.0487781,
0.007449464,
-0.033949785
] | Now create a preprocessing function that:
Calls the audio column to load, and if necessary, resample the audio file.
Checks if the sampling rate of the audio file matches the sampling rate of the audio data a model was pretrained with. You can find this information in the Wav2Vec2 model card.
Set a maximum input length to batch longer inputs without truncating them. |
[
-0.0019412274,
0.024545852,
-0.0270481,
0.0064178,
-0.03902976,
-0.0021911212,
0.01707883,
0.00321221,
0.018998543,
0.027405564,
0.027273169,
0.023407264,
0.008837301,
0.0010905957,
0.022718815,
0.04427256,
-0.02016361,
-0.01707883,
-0.06492603,
-0.03386639,
0.02483712,
0.027855704,
-0.08849217,
-0.018058546,
-0.047132272,
-0.03677906,
0.012663488,
0.0048820297,
0.051819023,
0.04188947,
0.017131787,
-0.012451658,
-0.02216276,
-0.022070084,
0.0021828464,
-0.017595166,
0.0018535163,
0.008691668,
-0.038155958,
-0.03746751,
0.030477105,
0.03942694,
-0.029868092,
-0.008982935,
-0.067944616,
-0.02970922,
0.00885716,
-0.014219118,
-0.0025121765,
-0.009856735,
-0.014563343,
0.035958216,
0.027352605,
-0.007897303,
-0.02970922,
0.012272926,
-0.044828616,
-0.012319264,
-0.050945222,
-0.02257318,
0.04766185,
-0.005918013,
-0.022546703,
-0.042948622,
0.010492226,
0.0027868943,
-0.0018932346,
-0.022679096,
-0.035163853,
-0.027167253,
-0.024757683,
0.0028431616,
-0.0020355582,
-0.013034192,
-0.04782072,
0.010392931,
0.0007227886,
-0.0093073,
-0.032621887,
0.021408115,
0.006917588,
0.05163367,
0.0031840764,
0.025750637,
0.0054645636,
-0.043319326,
0.026386129,
-0.04901227,
-0.015490101,
-0.04101567,
-0.004680129,
0.024016276,
-0.0028712954,
-0.0054413946,
0.04106863,
-0.010174481,
-0.025101908,
0.04956832,
0.033760477,
0.00420682,
0.02571092,
0.08547358,
0.02592275,
0.04014187,
-0.04077736,
0.054811127,
0.0040049194,
-0.021566987,
-0.029947529,
-0.020944735,
0.044060733,
0.01703911,
0.023870643,
-0.020243047,
0.034263574,
0.056982387,
-0.006176181,
-0.0020190089,
-0.016986154,
0.016575731,
0.014523624,
-0.024029516,
-0.0014099964,
-0.003146013,
0.020865299,
-0.053513665,
-0.012577432,
0.051871978,
-0.008691668,
-0.01129321,
-0.027432041,
-0.02751148,
0.0044418196,
0.015092919,
-0.0045973826,
0.0035316106,
-0.035799343,
-0.015106158,
-0.01462954,
-0.05804154,
0.04787368,
-0.004408721,
0.0042829467,
0.087644845,
0.0014993623,
0.026240496,
-0.01396757,
-0.008704907,
-0.015556298,
0.01240532,
-0.051713105,
0.04077736,
-0.02282473,
0.008830681,
0.0046470305,
0.0046668896,
-0.015887283,
0.0012941516,
-0.012756164,
0.019554598,
0.047767766,
0.026545001,
-0.038712014,
0.011604336,
0.008234909,
0.025459372,
-0.04143933,
-0.045490585,
0.012987854,
-0.05650577,
0.018018827,
-0.018071784,
0.010770254,
-0.0029854854,
0.03725568,
0.045940727,
0.05936548,
-0.008744625,
0.050177336,
-0.007003644,
-0.030900765,
-0.050627474,
0.022480505,
0.048403256,
0.016496295,
0.03834131,
0.0032502734,
0.024717964,
-0.03015936,
-0.022904167,
0.03325738,
0.0664618,
-0.036964413,
0.026094863,
-0.040009473,
-0.018786712,
-0.005474493,
0.04186299,
-0.00003146944,
-0.03561399,
-0.0110946195,
0.022732055,
-0.031748086,
0.006020618,
0.00886378,
0.030953724,
0.0059047737,
0.0012056131,
-0.04760889,
0.025949229,
0.03211879,
0.00775829,
-0.010657719,
0.016575731,
0.04101567,
-0.0056598447,
-0.036884975,
0.026055144,
0.029497389,
-0.017343618,
0.044934534,
-0.011697012,
0.0016143797,
0.04456383,
0.026637677,
-0.07710628,
-0.01286208,
0.07843022,
-0.015225313,
0.025843313,
0.01150504,
0.015556298,
0.023791207,
0.05361958,
0.053010568,
0.029391473,
0.06540265,
0.040644966,
0.004494777,
0.001482813,
0.037758775,
0.019435443,
0.03926807,
0.0203622,
-0.047132272,
0.009949411,
0.021540508,
0.028861897,
-0.052851696,
0.065031946,
-0.042021863,
0.04874748,
0.025605004,
0.020732904,
-0.056982387,
-0.027961617,
0.029868092,
0.03587878,
-0.03744103,
0.009830256,
-0.014060246,
0.020799102,
0.008837301,
-0.0046602697,
0.0239236,
0.053487185,
-0.002920943,
0.000897797,
0.018243896,
0.0036275962,
-0.03280724,
-0.04165116,
-0.05115705,
-0.030768372,
-0.0257374,
0.0004253158,
-0.0043259747,
-0.02968274,
-0.020653468,
-0.019077979,
0.04721171,
0.014205879,
-0.003700413,
0.06286068,
0.042048343,
0.017356856,
-0.034051742,
0.0039056237,
-0.013246022,
0.030026965,
0.004766185,
-0.009148427,
0.004498087,
0.004918438,
0.050044943,
-0.0011824442,
0.02947091,
-0.020229807,
-0.028544152,
0.009472792,
-0.05910069,
0.034687236,
-0.007288291,
0.0001288773,
-0.016046155,
0.012915038,
0.027537957,
-0.01619179,
0.0031840764,
0.03015936,
-0.037917648,
0.034634277,
0.018733755,
-0.06720321,
-0.054493383,
0.03826187,
0.042895664,
-0.025141625,
-0.03079485,
-0.060530547,
-0.038155958,
-0.018257136,
-0.002417846,
-0.044060733,
-0.031324428,
0.033813436,
-0.026875988,
-0.028014576,
-0.016986154,
-0.06672659,
-0.011127718,
-0.040697925,
-0.0045311856,
0.022176,
0.009545609,
-0.033416253,
-0.0460996,
0.030424148,
0.035375684,
0.020560792,
0.03503146,
-0.030688936,
0.04477566,
0.03505794,
0.012458278,
0.023301348,
0.01151166,
0.005954421,
0.007407446,
0.043848902,
-0.0019213683,
0.0026627749,
0.01241194,
0.020269524,
0.016112354,
0.022348111,
-0.010776874,
0.00015452865,
0.027537957,
0.008433499,
-0.0026892535,
0.0005709492,
0.026094863,
0.007989979,
-0.016006438,
-0.0069705453,
-0.0081157535,
0.0125178555,
0.004852241,
-0.07715924,
0.027074577,
-0.019170655,
0.012259686,
-0.023248391,
0.009651524,
-0.01327912,
0.038606096,
0.034290053,
0.03990356,
-0.006606462,
-0.023089519,
0.024770923,
0.012471518,
0.013464472,
0.009790538,
0.025803596,
-0.0071029393,
0.006672659,
-0.0021431283,
-0.0031807665,
-0.025379935,
0.012325884,
-0.02262614,
-0.033363294,
-0.03807652,
-0.055128872,
0.0029358375,
0.0354816,
0.00066072895,
-0.03166865,
0.0002728558,
-0.005411606,
-0.011551378,
0.01329898,
0.037308637,
0.0026098173,
-0.03752047,
0.008618851,
0.0239236,
0.031218512,
-0.019792907,
-0.0349785,
0.016986154,
-0.04006243,
-0.0016689922,
0.0008646985,
-0.009115329,
0.023804445,
-0.034475405,
0.03458132,
0.016946435,
-0.007010264,
-0.04525228,
0.017992347,
0.015569537,
-0.049330015,
0.011154196,
-0.042472005,
0.038870886,
0.040247783,
-0.022506984,
-0.030212317,
-0.042895664,
-0.008023078,
-0.036858495,
-0.013649824,
0.072763756,
-0.04874748,
0.034051742,
-0.057088304,
0.004120764,
0.014775173,
-0.0056168167,
-0.04186299,
-0.008340823,
-0.0009201385,
0.041783553,
0.03103316,
-0.03037119,
-0.024519373,
0.020560792,
-0.051977895,
0.029126685,
-0.038023565,
0.010015608,
-0.013610106,
0.034184135,
-0.025194583,
0.049462408,
-0.00023458566,
-0.01396757,
0.003945342,
0.005921323,
-0.019316288,
-0.042869184,
0.03238358,
-0.0049713957,
0.004590763,
0.028067533,
-0.030900765,
-0.028729504,
0.021911211,
0.023314588,
-0.024678247,
0.014907567,
-0.028623588,
0.0051501277,
-0.03079485,
-0.022202479,
-0.009194765,
-0.036143567,
0.024519373,
0.019011782,
-0.034501884,
0.031801045,
-0.058359288,
0.0029176334,
-0.00619935,
-0.06836827,
0.057723794,
-0.01793939,
-0.028703025,
-0.010260537,
-0.03037119,
-0.0052361838,
-0.03476667,
-0.0019379176,
-0.0019643963,
0.023142476,
0.0011543104,
-0.0155430585,
-0.04702636,
-0.052454513,
0.013649824,
-0.052216202,
0.003127809,
-0.00089448714,
-0.052189726,
0.0024741134,
-0.00620928,
-0.028994292,
0.022771772,
-0.01796587,
0.017436294,
-0.018985303,
-0.0030930554,
0.0040446375,
-0.024254585,
-0.013444614,
0.049197618,
-0.000093865296,
-0.056029152,
-0.056240983,
0.0049283677,
0.017661363,
0.048138466,
0.027299648,
-0.043584112,
-0.0049978746,
-0.03834131,
0.010591522,
-0.009764059,
-0.039373983,
-0.040247783,
-0.055923235,
-0.01062462,
0.026002187,
0.031801045,
-0.04525228,
0.007831107,
-0.03455484,
0.006666039,
-0.018680796,
0.011418984,
0.0146163,
0.002570099,
-0.034952022,
0.00775167,
-0.005603577,
0.014934046,
-0.038050044,
0.03278076,
0.04427256,
-0.01574165,
-0.06365505,
-0.046788048,
0.01750249,
-0.011154196,
-0.0029126685,
0.019382486,
0.001361176,
0.03325738,
-0.02301008,
0.043133974,
-0.029815134,
0.012246448,
-0.04080384,
-0.033972308,
0.016416859,
-0.019686991,
-0.015556298,
-0.035799343,
0.02478416,
-0.025194583,
0.004124074,
-0.028676545,
-0.04080384,
-0.053460706,
-0.0748291,
0.01306729,
-0.011471942,
-0.00509055,
0.005951111,
0.0021778818,
0.024175148,
0.003258548,
0.04363707,
0.057459008,
-0.010948986,
0.029153164,
-0.04970072,
-0.006298646,
-0.007473643,
0.010935746,
-0.0004952364,
-0.034528363,
-0.005557239,
0.018641079,
0.017118547,
-0.04371651,
-0.027193733,
0.03831483,
0.0363554,
0.008334204,
0.034210615,
0.029047249,
-0.03296611,
-0.015900522,
0.028014576,
0.039638773,
-0.010730536,
0.026253736,
0.059312522,
0.01662869,
-0.018694036,
-0.009492652,
-0.024069233,
0.022639379,
0.034872588,
-0.015662214,
-0.044246085,
0.013371796,
0.037123285,
-0.023738248,
-0.025499089,
0.02213628,
0.00686463,
-0.023844164,
-0.039771166,
0.018998543,
0.0138086965,
-0.023221912,
0.021897972,
0.039373983,
-0.0495948,
0.003036788,
-0.03058302,
-0.027670352,
-0.042048343,
0.028067533,
0.050945222,
-0.014907567,
-0.027855704,
-0.055976193,
0.028464716,
-0.017317139,
-0.013332078,
0.040274262,
0.0144309485,
-0.008519555,
0.051951416,
0.046443824,
0.006397941,
-0.017886432,
-0.002656155,
0.0041108346,
-0.0074140653,
-0.0709632,
-0.024929795,
0.04564946,
-0.016231507,
0.032860197,
0.01441771,
0.028755981,
0.044034254,
0.040406656,
0.000010013591,
-0.08722118,
0.011703632,
-0.03296611,
-0.012683348,
0.016668407,
-0.020957975,
-0.044908054,
0.012716446,
0.03058302,
-0.059630267,
-0.00953237,
0.034448925,
0.028305843,
-0.01995178,
-0.055340704,
0.027723309,
-0.044034254,
-0.027961617,
-0.036699623,
-0.023102757,
0.023367545,
0.055552535,
-0.009830256,
-0.008400401,
0.004474918,
0.0050872406,
-0.027564436,
0.015265031,
-0.054811127,
-0.04901227,
-0.016536014,
0.007400826,
-0.02351318,
0.015132637,
0.030212317,
-0.051713105,
0.006603152,
0.005226254,
0.022321632,
0.018257136,
0.005401676,
0.012782644,
-0.03124499,
-0.0011741695,
0.019408964,
0.007817867,
-0.01838953,
0.003855976,
-0.035243288,
-0.022334872,
0.021302199,
0.012590672,
0.028755981,
0.027749788,
-0.010227438,
-0.022679096,
-0.011637434,
0.01595348,
0.018641079,
0.0133056,
0.017012632,
0.02814697,
0.008910118,
-0.01198166,
0.04165116,
0.030503584,
-0.022493744,
0.009598567,
-0.030688936,
-0.011220394,
-0.016125591,
-0.028570632,
-0.038764972,
0.02168614,
0.0042134398,
-0.007572938,
-0.01462954,
-0.035137374,
-0.01705235,
0.00973758,
-0.063284345,
-0.031774566,
0.040830318,
-0.047688328,
-0.020322483,
0.05655873,
-0.030238796,
-0.010353213,
0.010922507,
-0.020653468,
-0.018429248,
0.027167253,
0.009830256,
0.021818535,
-0.020640228,
-0.05385789,
0.00074554386,
-0.0047926637,
-0.04101567,
-0.005222944,
-0.019673752,
0.058677033,
0.052480992,
-0.011432224,
-0.04252496,
-0.02171262,
0.044404957,
-0.007195615,
-0.023764728,
0.049118184,
-0.017833475,
-0.009949411,
-0.029073728,
0.015450383,
-0.009155047,
0.038500182,
0.007182376,
-0.0055969576,
0.018998543,
0.0247974,
-0.007109559,
-0.04093623,
-0.014682498,
0.015463622,
0.051951416,
-0.018495446,
-0.005378507,
0.031139074,
0.040697925,
0.036249485,
0.05587028,
-0.026359651,
0.018230658,
0.0021464382,
-0.024082473,
-0.046496782,
-0.010796733,
-0.006483997,
0.045331713,
0.006083505,
-0.06010689,
-0.04008891,
-0.017237702,
-0.0009110364,
0.00820181,
-0.0006189421,
0.009916312,
0.028491193,
-0.014523624,
0.045728896,
0.0097177215,
-0.043028057,
0.039824124,
-0.03542864,
0.057459008,
-0.0020041144,
-0.0022242197,
0.012934896,
-0.010909268,
0.050653953,
-0.011491802,
0.030053444,
-0.004676819,
0.03474019,
-0.0024774233,
0.016006438,
-0.01019434,
0.020905016,
-0.024717964,
-0.037838213,
-0.009909693,
0.032860197,
0.043107495,
-0.023804445,
0.016906718,
-0.022679096,
0.013848415,
-0.03346921,
0.029841613,
-0.05314296,
0.02970922,
0.008314345,
-0.017462771,
-0.03505794,
0.041359894,
-0.003190696,
0.015979959,
0.0075464593,
0.06836827,
0.038235396,
0.08616203,
0.029338516,
0.006937447,
-0.008261387,
0.008552654,
-0.020626988,
-0.029656261,
-0.014748694,
0.038764972,
0.045517065,
-0.08023078,
-0.057088304,
0.0123987,
0.008056177,
-0.009956031,
-0.031933438,
0.013484332,
-0.015688691,
-0.012577432,
-0.01995178,
0.07175756,
0.023433743,
0.046496782,
-0.006811673,
0.03413118,
-0.038182437,
0.016138831,
-0.031774566,
0.017250942,
-0.03328386,
-0.02017685,
-0.000087659326,
-0.042048343,
0.017820235,
0.020335723,
-0.009803778,
-0.023248391,
0.012531094,
0.028014576,
0.015635734,
0.00041848925,
-0.023619095,
-0.02126248,
0.06879193,
0.059047736,
0.019223612,
0.06286068,
0.052136768,
-0.022308392,
-0.017436294,
-0.005345409,
-0.009380117,
-0.008089275,
0.030450625,
0.0010459129,
-0.0015639045,
-0.01198166,
-0.04257792,
-0.025644723,
0.046231993,
-0.043292847,
0.032489493,
-0.048456214,
-0.027723309,
-0.090716384,
-0.022890927,
-0.03325738,
0.03143034,
-0.009823637,
-0.021805296,
-0.011928702,
-0.07705332,
0.19943836,
0.04676157,
0.036832016,
0.036381878,
0.022679096,
0.035349205,
0.04564946,
-0.033098508,
0.011789688,
-0.004852241,
0.022943884,
-0.03209231,
-0.029285558,
0.018071784,
0.016668407,
0.029550346,
-0.010068566,
-0.05851816,
0.022083323,
-0.045570023,
-0.054202113,
0.06317843,
0.03505794,
0.05136888,
0.020070935,
-0.020574031,
0.0077847685,
-0.04538467,
0.02571092,
-0.017873194,
0.013914612,
0.020335723,
0.041253977,
0.009174906,
0.050230294,
0.047979593,
0.024612049,
0.020507835,
-0.018707275,
-0.00620597,
0.032012876,
-0.044669744,
-0.026306693,
-0.011246872,
-0.011008563,
0.031774566,
-0.034687236,
0.01882643,
0.0389768,
-0.059736185,
0.055499576,
-0.085844286,
0.037546944,
-0.022017127,
-0.03900328,
0.010386311,
-0.02680979,
-0.03206583,
-0.011372646,
0.05655873,
0.020057695,
-0.0063251248,
-0.017899672,
0.0025634794,
-0.024214868,
0.008923357,
0.00068844896,
0.03143034,
0.014589822,
0.0014439223,
0.0024327403,
0.002414536,
-0.022957124,
-0.059524354,
-0.022334872,
0.062807724,
-0.013418134,
0.02351318,
0.007427305,
-0.0567176,
0.022176,
-0.005411606,
0.019620795,
-0.018310094,
0.041412853,
0.06677955,
-0.013100388,
-0.01198166,
0.0079833595,
0.038447224,
0.04543763,
-0.0006441797,
-0.002412881,
0.0072551924,
-0.008168711
] | import evaluate
accuracy = evaluate.load("accuracy")
Then create a function that passes your predictions and labels to [~evaluate.EvaluationModule.compute] to calculate the accuracy:
import numpy as np
def compute_metrics(eval_pred):
predictions = np.argmax(eval_pred.predictions, axis=1)
return accuracy.compute(predictions=predictions, references=eval_pred.label_ids)
Your compute_metrics function is ready to go now, and you'll return to it when you setup your training.
Train |
[
-0.0056520924,
0.029915258,
-0.01919849,
0.006089073,
-0.029485442,
-0.016877478,
-0.0064472537,
0.0011488649,
-0.016146788,
0.030173149,
0.03968643,
-0.011211058,
0.029972566,
-0.041663587,
0.0097568445,
0.06389945,
-0.023826186,
-0.035617497,
-0.08166522,
-0.034385353,
0.0075504505,
0.021605464,
-0.0648737,
-0.013360143,
-0.04424249,
-0.018811654,
0.015946208,
-0.015845917,
0.04739448,
0.06074746,
0.02587498,
-0.0087037925,
0.007564778,
-0.012729744,
-0.04567521,
-0.039199304,
0.014814356,
-0.00006161829,
-0.025001017,
-0.042666495,
0.021304592,
-0.010401569,
-0.027651556,
-0.022006627,
-0.029886603,
0.00041325108,
0.017207004,
-0.015301483,
-0.01753653,
-0.039457195,
-0.018697036,
0.020932084,
0.01624708,
-0.03848294,
-0.003019464,
-0.0033221266,
-0.040345483,
-0.005333312,
-0.012428873,
-0.008746775,
0.029342169,
0.0317778,
-0.011225386,
-0.057910666,
0.009993244,
-0.0025251745,
-0.0031519907,
-0.030201802,
-0.02530189,
-0.029041298,
-0.039514504,
0.017378932,
-0.03088951,
-0.022952223,
-0.008954519,
0.008839902,
-0.0011819965,
-0.00794445,
0.020144086,
0.034127463,
0.005831183,
0.025602762,
0.0046563502,
-0.005945801,
-0.008660811,
-0.0622948,
0.011719675,
-0.053583845,
-0.011776984,
-0.026319124,
0.00056279154,
0.04407056,
-0.027107121,
-0.0004795145,
0.07209463,
0.0077438685,
0.0029281278,
0.046764083,
0.05515984,
0.0017264313,
0.033038594,
0.08453066,
0.021791719,
0.028554171,
-0.050833017,
-0.0025126382,
-0.0035656895,
-0.019098198,
-0.037594654,
-0.033411104,
0.009592081,
0.024127057,
0.023811858,
-0.022106918,
-0.000122005324,
0.056220055,
0.011698184,
-0.00016084555,
-0.03647713,
-0.01836751,
0.020760158,
0.015344464,
-0.034786515,
-0.03653444,
0.008352776,
-0.07266772,
-0.0062466725,
0.029915258,
-0.01810962,
0.02048794,
-0.018811654,
0.00068591617,
-0.008689466,
0.03813909,
0.00014304844,
0.007994595,
-0.031491254,
0.02044496,
-0.0034546535,
-0.026061233,
0.037709273,
0.027880792,
0.028582826,
0.07564778,
-0.038511597,
0.022450771,
-0.0015204774,
-0.010817059,
-0.03699291,
0.021619791,
-0.03398419,
0.058426447,
-0.017665476,
0.013854432,
-0.034012847,
0.0012196056,
0.005068258,
0.013044944,
-0.00980699,
0.023224441,
0.007679396,
0.012342909,
-0.062065564,
0.014284249,
0.0007069593,
0.0248864,
-0.02007245,
-0.007131379,
0.046448883,
-0.06303982,
0.0048354403,
-0.0037967162,
0.011920257,
0.026863558,
0.03321052,
0.032264926,
0.03441401,
0.011583567,
0.051320143,
0.0009393291,
-0.0183102,
-0.061549783,
0.031634524,
0.04507347,
-0.02886937,
0.03088951,
-0.017751439,
0.029628713,
-0.027536938,
0.0069343797,
0.011834293,
0.0529821,
-0.02540218,
0.0047029136,
-0.042867076,
-0.0135320695,
-0.023998111,
0.041147806,
0.007736705,
-0.038712177,
-0.014026359,
0.049171057,
-0.059429355,
0.038511597,
-0.0039399886,
0.07289695,
0.009434481,
0.026433742,
-0.008682302,
0.037795234,
0.029041298,
0.010372915,
-0.020215724,
0.016461989,
0.040632028,
-0.033898227,
-0.013424615,
0.029284861,
0.01898358,
0.008610666,
0.014004868,
0.021677101,
0.028568499,
0.018381838,
0.01381145,
-0.03833967,
0.0087037925,
0.052552283,
0.0025001017,
0.005061094,
-0.020817466,
0.032952633,
-0.011232549,
0.08424412,
0.05567562,
0.018911945,
0.06315444,
0.05728027,
0.001156924,
-0.01955667,
0.023124151,
0.029485442,
0.033439755,
0.05323999,
-0.021662774,
-0.020774486,
0.006275327,
0.012901671,
-0.027909447,
-0.0005551802,
-0.028339263,
0.038454287,
0.016934788,
0.013231197,
-0.04630561,
-0.0404601,
0.0051470576,
0.058569722,
-0.016848823,
-0.027293375,
0.013474761,
0.011819965,
0.024442255,
-0.023066841,
0.02266568,
0.037164837,
-0.013331489,
0.0052545117,
0.0032236269,
-0.0055446383,
-0.040058937,
-0.03232223,
-0.06378483,
-0.024614183,
-0.010981822,
-0.009513281,
-0.004083261,
-0.023138478,
0.00010986076,
-0.0011103604,
0.001212442,
-0.028525516,
-0.021748737,
0.06601988,
0.029829295,
-0.008753938,
-0.031061437,
0.0035262897,
-0.010781242,
0.025731707,
0.017923366,
-0.06911456,
0.0038110435,
-0.007063325,
0.016390352,
-0.0054192753,
0.0059099826,
-0.02349666,
-0.03962912,
0.019356089,
-0.02912726,
0.0016574815,
0.0035638986,
0.023310404,
-0.040660683,
0.025230253,
0.009549099,
-0.018568091,
0.029112933,
0.03687829,
-0.04951491,
0.053411916,
0.033898227,
0.014248431,
-0.04854066,
0.012980471,
0.062122874,
-0.042150714,
-0.04859797,
-0.03808178,
-0.038568906,
-0.026347777,
-0.001900149,
-0.040803954,
-0.020659868,
0.057136998,
-0.037279453,
-0.06647835,
-0.015502064,
-0.050460506,
-0.044099215,
-0.03398419,
-0.025373526,
0.018639727,
0.02219288,
-0.004094006,
-0.04129108,
0.039199304,
0.0038110435,
0.028210318,
0.02296655,
-0.009556263,
0.041950133,
0.04407056,
-0.020058123,
0.0015222683,
0.0014873457,
-0.0004045204,
0.016017845,
0.03928527,
-0.0022834025,
0.014871665,
-0.010329934,
0.012973308,
0.0008385907,
0.029284861,
-0.048024878,
0.013202543,
0.006149964,
0.01598919,
-0.008983173,
-0.014828684,
0.031290673,
0.011232549,
-0.011569239,
-0.019427726,
-0.002514429,
0.027107121,
0.04553194,
-0.0497728,
-0.0006326368,
-0.030860856,
-0.013875923,
-0.004996622,
-0.01676286,
-0.010981822,
0.02353964,
0.02064554,
0.03922796,
-0.029714677,
-0.012464691,
0.00794445,
0.0063612903,
0.04527405,
0.020975066,
0.051520724,
-0.043354202,
-0.01361087,
-0.007679396,
0.01034426,
0.0055732927,
0.0122282915,
-0.00903332,
-0.03962912,
-0.026247486,
-0.06177902,
0.02106103,
0.045703866,
-0.0010029061,
-0.00003455885,
0.0068627438,
0.0033919718,
0.0062108547,
0.0366204,
0.017350277,
-0.0049285674,
-0.032952633,
0.013761305,
0.015172537,
0.01888329,
-0.020530922,
-0.027508283,
-0.019642634,
-0.0024499565,
-0.00038750682,
0.009484627,
-0.019599652,
0.017722785,
-0.041147806,
0.02302386,
-0.031691834,
-0.023711568,
-0.061549783,
0.0245712,
0.020573903,
-0.0504032,
0.015401773,
-0.05086167,
0.035617497,
0.052122466,
-0.0529821,
-0.04501616,
-0.030746238,
-0.010809896,
-0.026104216,
0.024843419,
0.046362918,
-0.040632028,
0.043296892,
-0.052466318,
0.013417452,
0.021304592,
-0.046506193,
-0.043698054,
-0.0027365012,
-0.016834496,
0.0061822003,
0.0061714547,
-0.00071277976,
-0.0282533,
0.036448475,
-0.041806858,
0.017737111,
0.0014488412,
0.022106918,
0.010946005,
0.030688928,
-0.0044056233,
0.02333906,
0.009842807,
-0.0102296425,
-0.008725284,
0.035846733,
-0.015860245,
-0.035789423,
0.008775429,
0.015401773,
0.0018052311,
0.065446794,
-0.015759954,
-0.018052312,
0.013252689,
0.011110768,
-0.032580122,
0.0095634265,
-0.03243685,
-0.0050181127,
-0.016275734,
-0.023453677,
0.03140529,
-0.046334267,
0.031090092,
0.024055421,
-0.03928527,
0.020144086,
-0.046907354,
-0.014255594,
-0.0055267294,
-0.06636374,
0.068254925,
-0.0028350009,
-0.013138071,
0.0021544574,
-0.018682709,
-0.010824223,
0.00015793534,
-0.031491254,
0.024413602,
0.062065564,
0.0077940137,
0.009620735,
-0.04899913,
-0.03120471,
0.057710085,
-0.04662081,
-0.00037967163,
-0.03988701,
0.005050349,
-0.011375821,
-0.0017980675,
0.0073713604,
-0.01997216,
-0.005340475,
0.024542546,
-0.0026272559,
0.0077008866,
0.019542344,
-0.0459331,
-0.024184367,
0.05444348,
-0.008832738,
-0.04874124,
-0.040230863,
0.0066764895,
0.005379875,
0.02044496,
0.04103319,
-0.036448475,
-0.03321052,
-0.025044,
0.047423135,
0.014885993,
-0.008145031,
-0.05338326,
-0.0558762,
-0.013481924,
0.043812674,
-0.0016082317,
-0.030402385,
0.010186661,
-0.021018047,
0.018740019,
-0.047996223,
-0.030918164,
-0.0279381,
0.042953037,
-0.023195786,
-0.009370009,
0.0070919795,
-0.011891602,
-0.011368657,
0.048512004,
0.02193499,
0.0065153083,
-0.0404601,
-0.021533828,
-0.0019144763,
0.0070848158,
0.00554822,
0.043526128,
-0.02296655,
0.03796716,
-0.014269922,
0.025101308,
-0.0404601,
-0.0032164634,
-0.009097791,
-0.058741648,
0.058225866,
-0.035416916,
-0.005293912,
-0.013797123,
0.012493345,
-0.0028905189,
0.010752587,
-0.052752864,
-0.02514429,
-0.05318268,
-0.0706619,
0.0077796862,
-0.0058956556,
-0.031749144,
-0.021433538,
-0.00084262027,
0.031691834,
0.0020452123,
0.024728801,
0.037250802,
-0.011991892,
0.0025932288,
-0.042408604,
0.007894305,
0.00095365633,
0.033095904,
-0.0003373615,
-0.01686315,
0.0055303113,
0.004624114,
-0.010172334,
-0.052494973,
-0.024556873,
0.025516799,
0.016891805,
-0.017937694,
0.020401977,
0.03157722,
-0.0317778,
-0.019800233,
0.017393257,
0.021877682,
-0.03922796,
-0.010774078,
0.04599041,
0.0073319604,
0.03968643,
-0.031176055,
-0.020975066,
0.011325676,
0.058569722,
-0.009176591,
-0.03332514,
0.026089888,
0.028281953,
-0.028052717,
-0.05639198,
-0.0017747857,
-0.007815504,
-0.0366204,
-0.03031642,
0.024685819,
-0.00980699,
-0.02561709,
0.01727864,
0.03501575,
-0.014119486,
0.0076650684,
0.024728801,
0.0022995207,
-0.058455102,
0.016590934,
0.04693601,
-0.01603217,
-0.027694538,
-0.054815985,
0.022880588,
-0.017321622,
-0.026276141,
0.056678526,
-0.0032021361,
0.0024481656,
0.044156525,
0.021290265,
0.0048533496,
0.011490439,
0.018138275,
0.00007773642,
-0.014828684,
-0.049486257,
0.0017864266,
0.029284861,
-0.005236603,
0.055847548,
-0.017249987,
0.050976288,
0.0024463746,
0.04424249,
-0.0044808416,
-0.049600873,
0.020459285,
-0.027465302,
-0.0026917285,
0.012149492,
-0.004770968,
0.002344293,
0.034843825,
-0.00093037455,
-0.045761175,
0.00558762,
0.014026359,
-0.006629926,
-0.008911538,
-0.06951573,
0.028110027,
-0.060518224,
-0.025172945,
-0.0063004,
-0.011583567,
0.030287767,
0.033611685,
-0.0017380723,
-0.005218694,
0.017221332,
0.04450038,
-0.01650497,
0.016891805,
-0.03186376,
0.019055218,
-0.01820991,
-0.0046599316,
-0.02835359,
0.022422116,
0.046391573,
-0.050833017,
0.016734205,
0.0155593725,
0.004731568,
-0.026419414,
-0.0021759481,
0.011683857,
-0.0124217095,
-0.021333247,
0.009169428,
0.00830263,
-0.033411104,
-0.0011023013,
-0.005236603,
-0.029972566,
0.008890047,
0.027737519,
0.054930605,
0.04071799,
0.0102009885,
0.0090906285,
-0.03378361,
0.017164022,
0.034471318,
0.004194297,
0.042293984,
0.0036570258,
0.002346084,
-0.01884031,
0.025531126,
0.030860856,
-0.05948666,
0.004563223,
-0.018768672,
-0.009642227,
-0.015874572,
-0.040374137,
0.005365548,
0.055646963,
0.012393055,
-0.0137254875,
-0.02379753,
-0.011519094,
-0.052666903,
-0.0036856802,
-0.077424355,
-0.06636374,
0.025387853,
-0.046534847,
-0.022536734,
0.0053512207,
-0.008739611,
-0.0041047516,
0.032923978,
-0.035875387,
0.0023729475,
0.03659175,
0.026261814,
-0.010329934,
0.004505914,
-0.060403604,
0.0028797735,
-0.001276019,
-0.022995206,
0.0040008794,
0.011404476,
0.055016566,
0.033439755,
0.005738056,
-0.041634932,
-0.006149964,
0.010394406,
0.034757864,
-0.031090092,
0.028697444,
-0.044557687,
-0.0024087657,
-0.017121041,
0.006311145,
-0.023897821,
0.020015141,
-0.0012930325,
0.021447865,
0.02250808,
0.029829295,
0.01490032,
-0.0094703,
0.012765563,
0.024442255,
0.032838013,
-0.014943302,
0.0046670954,
0.026562687,
0.06791107,
0.035674807,
0.060460914,
-0.012178146,
0.047423135,
0.023138478,
-0.008109213,
-0.023840513,
0.05369846,
0.0067875255,
0.016347371,
0.017135369,
-0.027350685,
-0.029456787,
-0.015845917,
0.025545454,
-0.013625196,
0.011039131,
-0.024026766,
0.033611685,
-0.017765766,
0.029829295,
0.033611685,
-0.07633549,
0.008503212,
0.003671353,
0.03321052,
0.007507469,
0.028582826,
0.002940664,
0.024284657,
0.053985007,
0.02722174,
0.019485034,
-0.005867001,
0.050059345,
-0.008367103,
0.023468005,
-0.0021759481,
-0.02379753,
-0.031090092,
-0.003560317,
0.0011076741,
0.009857135,
0.046133682,
-0.041061845,
0.012135165,
0.0049894582,
0.0015124183,
-0.059773207,
-0.009842807,
-0.056306016,
0.027092794,
0.044614997,
-0.0021938572,
-0.020115431,
0.057051033,
-0.03679233,
-0.0008927656,
0.018754344,
0.054357514,
0.039027378,
0.07243848,
0.035932694,
0.010351424,
-0.029943913,
0.03607597,
-0.04278111,
-0.02571738,
0.007579105,
0.01733595,
-0.033697646,
-0.060288988,
-0.060976695,
0.042408604,
0.015702644,
0.011905929,
-0.03481517,
0.009334191,
-0.017751439,
-0.06418599,
-0.033038594,
0.10814194,
-0.0012437827,
0.0067911074,
-0.03667771,
0.022637025,
-0.047738332,
-0.017665476,
-0.031233363,
0.03802447,
-0.041692242,
-0.02276597,
0.00340809,
-0.026619995,
0.0056843287,
0.028955333,
0.0018159766,
-0.033812266,
0.002514429,
0.009921608,
0.02058823,
0.03673502,
-0.033153214,
-0.015444755,
0.074902765,
0.05484464,
0.025287563,
0.065274864,
0.009699536,
-0.0038647705,
0.0009563427,
0.021175647,
0.0016386771,
-0.0037573164,
0.040488753,
0.0030105093,
-0.0151152285,
-0.042752456,
-0.037737925,
-0.029972566,
0.031376638,
-0.025258908,
0.00028273894,
-0.037852544,
0.019499362,
-0.08802651,
-0.015502064,
-0.011103604,
0.024456583,
0.012385891,
-0.004233697,
-0.0219923,
-0.03538826,
0.24390678,
0.035846733,
0.059314735,
0.04702197,
0.033239175,
0.046592154,
0.044901542,
-0.00398297,
0.004803204,
-0.047681026,
-0.0031412453,
-0.03607597,
-0.04123377,
0.017909039,
-0.009584918,
0.024700146,
-0.009599245,
-0.02639076,
0.0049894582,
-0.03633386,
-0.061950948,
0.05739489,
0.017608168,
0.04129108,
-0.023611277,
-0.02363993,
0.025688725,
-0.037995815,
0.03338245,
-0.00045018847,
0.014656757,
-0.028998315,
0.005515984,
-0.0027472465,
-0.0007879977,
0.035244986,
0.015860245,
-0.014176795,
-0.027236067,
-0.018926272,
0.01319538,
-0.023897821,
0.016519297,
0.002514429,
-0.012264109,
0.03942854,
0.016017845,
0.016619587,
0.04527405,
-0.034757864,
0.038798142,
-0.05624871,
0.024069749,
-0.048569314,
-0.04604772,
-0.012787053,
-0.048769895,
-0.023711568,
-0.041978788,
0.032608777,
-0.062753275,
0.020158414,
-0.030001221,
0.015430428,
-0.02886937,
-0.013739814,
-0.023253096,
0.005179294,
0.00025475607,
-0.012944653,
-0.012665272,
0.0059708734,
-0.020616885,
-0.043296892,
-0.03011584,
0.06407138,
-0.018281547,
0.04137704,
-0.0014273503,
-0.046706773,
-0.0016162908,
-0.0021186392,
0.040546063,
-0.031835105,
0.0622948,
0.014212613,
-0.037995815,
0.011991892,
-0.014663921,
0.02282328,
0.016376024,
-0.008732447,
0.0055446383,
0.015745627,
-0.00685558
] | 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 Wav2Vec2 with [AutoModelForAudioClassification] along with the number of expected labels, and the label mappings: |
[
-0.0028373501,
0.05363345,
-0.0012267684,
-0.0144629525,
0.0018024886,
-0.018107388,
0.0071453876,
-0.0062593883,
-0.0092043495,
0.03147988,
0.017820423,
-0.0305329,
0.04683242,
-0.032139894,
0.02106311,
0.056646567,
-0.02787849,
-0.029557224,
-0.054035198,
-0.061123192,
-0.0072601726,
0.010337855,
-0.076906174,
-0.02106311,
-0.045856744,
0.003942159,
-0.0060513397,
-0.026515413,
0.061926693,
0.048496805,
0.015051228,
-0.021823563,
0.0016877032,
-0.02819415,
-0.04402018,
-0.038740054,
-0.0028104472,
-0.010911781,
-0.033000786,
-0.038338304,
0.026687592,
-0.011370922,
-0.015438628,
-0.025195383,
-0.02865329,
0.000031722902,
0.008795426,
-0.013989463,
-0.025152337,
-0.027849793,
-0.02364578,
0.0103952475,
0.036186077,
-0.02990158,
0.0021809214,
-0.042872325,
-0.04338886,
-0.025238426,
-0.014735568,
-0.012403991,
0.020776147,
0.031537272,
0.005484587,
-0.03655913,
0.0028140345,
0.0111557,
-0.009139783,
-0.02904069,
-0.032828607,
-0.016012555,
-0.047176775,
0.037075665,
-0.037534807,
-0.031565968,
-0.0064710234,
0.007288869,
0.0010456227,
-0.023846654,
0.008544333,
0.029557224,
-0.02090528,
0.03116422,
0.04008878,
0.0033126331,
-0.0018329785,
-0.063878044,
0.019441767,
-0.014183164,
-0.025410604,
-0.017892165,
-0.01723215,
0.04407757,
-0.04080619,
0.007690618,
0.07151127,
0.014168816,
0.01573994,
0.042872325,
0.039428763,
0.0005846878,
0.02302881,
0.09957628,
0.017748684,
0.034636475,
-0.03742002,
-0.014821657,
-0.030418115,
-0.018351307,
-0.04499585,
-0.055412624,
0.012217465,
-0.0039134626,
0.035526063,
-0.028122408,
0.016729964,
0.0118300645,
0.02067571,
0.028237194,
-0.05254299,
-0.020575272,
0.0051653404,
0.026357584,
-0.024391884,
-0.06336151,
0.010273288,
-0.061869297,
-0.00955588,
0.044278447,
-0.015912117,
0.032512948,
0.011614841,
0.012525951,
-0.017920861,
0.042700145,
-0.0056998096,
-0.023043158,
-0.037678286,
-0.00538415,
0.0019943954,
-0.011743975,
0.026687592,
0.017332586,
-0.009577402,
0.071396485,
-0.03500953,
-0.0038166125,
0.011700931,
-0.042413183,
-0.019427419,
0.012253335,
-0.052342117,
0.03107813,
-0.025037553,
-0.010337855,
-0.055785675,
0.015639503,
-0.004394126,
0.011005045,
-0.011227441,
0.0044945637,
0.015496021,
-0.01068221,
-0.078857526,
0.01691649,
-0.02614236,
0.026501065,
-0.01099787,
-0.023602735,
0.05509696,
-0.063074544,
-0.02208183,
0.007080821,
0.009713709,
0.028093712,
0.035698242,
-0.012023765,
0.053145614,
0.0011873109,
0.038108733,
-0.007834099,
0.0033718194,
-0.04275754,
0.04361843,
0.033775587,
-0.029930277,
0.019083062,
-0.03328775,
0.0087236855,
-0.026343236,
0.02575496,
0.019197848,
0.06146755,
-0.012203117,
-0.0026705526,
-0.054236073,
0.003992378,
-0.05300213,
0.034320816,
0.017504765,
-0.0203457,
-0.0035368232,
0.04158099,
-0.066805065,
0.041007064,
-0.007719314,
0.07116691,
0.0066109183,
0.026917161,
-0.025654523,
0.018136084,
0.015051228,
0.011952024,
-0.0199583,
0.0195709,
0.05753615,
-0.031881627,
-0.039113104,
0.019226544,
0.023674477,
-0.004695438,
0.015409932,
0.023617083,
0.025568435,
0.038367,
-0.0032516534,
-0.030045062,
0.01723215,
0.03908441,
0.004455106,
0.02967201,
-0.003646228,
0.024937116,
0.0027871316,
0.06783813,
0.041121848,
0.022813587,
0.05765094,
0.047808096,
0.04135142,
0.000039513507,
0.016313866,
0.008874342,
0.046947204,
0.050103802,
-0.051882975,
-0.022985764,
0.0052119717,
0.0002360722,
-0.026759332,
-0.011772672,
-0.04892725,
0.030762471,
-0.016342564,
0.012597691,
-0.025697568,
-0.02990158,
0.02137877,
0.07030602,
-0.0297581,
-0.011959198,
0.034579083,
0.0022114113,
0.022670105,
-0.02364578,
0.028983299,
0.023731869,
-0.015481673,
0.0036587827,
-0.028136756,
-0.019441767,
-0.043561038,
-0.029844189,
-0.07765228,
-0.002988006,
-0.046717633,
-0.016457347,
0.0068117925,
-0.02081919,
0.00037619102,
0.010043717,
0.020360049,
-0.009003475,
-0.016887793,
0.025424954,
0.01863827,
0.016141688,
-0.037764378,
0.019843515,
-0.010187199,
0.026199754,
-0.008171282,
-0.03899832,
-0.002946755,
-0.04046183,
0.010287636,
-0.018351307,
-0.01495079,
-0.022870978,
-0.025310168,
0.020403095,
-0.029786795,
0.0034202444,
0.0069481,
0.018049994,
-0.05443695,
0.027950231,
0.004092815,
-0.020159176,
0.020747451,
0.030504204,
-0.03483735,
0.052743863,
0.03279991,
0.012705302,
-0.03787916,
0.016715616,
0.064222395,
-0.0010007847,
-0.048554197,
-0.025726264,
-0.04829593,
-0.022440534,
-0.020603968,
-0.01807869,
-0.006173299,
0.068010315,
-0.0030113216,
-0.06284498,
-0.02020222,
-0.041007064,
-0.05785181,
-0.07093734,
0.0028427306,
0.018996974,
0.043044504,
-0.005298061,
-0.06491111,
0.03242686,
-0.009706535,
0.030905953,
0.022670105,
-0.006847663,
0.03899832,
0.041437507,
-0.027964579,
-0.008551508,
0.0018204238,
-0.01589777,
0.021120502,
0.024851026,
0.03515301,
0.01526645,
-0.010689385,
-0.005219146,
0.013415537,
0.018236522,
-0.03202511,
0.028911557,
0.022540972,
0.04040444,
-0.016242126,
0.00080573926,
0.017906513,
0.016744312,
0.007116691,
-0.027907185,
0.002362067,
0.037075665,
0.028624594,
-0.055240445,
-0.01061047,
0.0075686583,
-0.024377536,
0.0071489746,
-0.003694653,
-0.022684453,
0.03673131,
0.02387535,
0.040289655,
-0.0139679415,
-0.017174756,
0.014061204,
0.015022531,
0.047176775,
0.036530435,
0.03483735,
-0.027907185,
-0.010746777,
-0.019786123,
-0.013465756,
0.011464186,
-0.01893958,
-0.0036408475,
-0.01698823,
-0.0099289315,
-0.053977806,
-0.007547136,
0.005653178,
0.0030489855,
0.0070126667,
0.03162336,
0.0075184396,
-0.0035439974,
0.014290775,
-0.014118597,
0.02262706,
-0.028151104,
0.017045623,
0.027993275,
0.0120739825,
-0.010194373,
0.0013935658,
-0.028940253,
0.012447035,
-0.029184172,
-0.0007640399,
-0.029011995,
-0.009405224,
-0.053920414,
0.025654523,
-0.03142249,
-0.022727497,
-0.06129537,
0.031279005,
0.038080037,
-0.041494902,
0.013838807,
-0.06370586,
0.030877257,
0.054609127,
-0.043962784,
-0.036128685,
-0.01825087,
-0.0015549826,
-0.018968277,
0.030733775,
0.03615738,
-0.03239816,
0.032541644,
-0.043331467,
0.025496693,
0.0014043269,
-0.025611479,
-0.047664613,
0.002197063,
-0.025424954,
0.0027171841,
0.0013935658,
-0.0051653404,
-0.048037663,
0.039514855,
-0.036760006,
0.01256182,
0.0016105818,
0.023043158,
0.015438628,
0.034320816,
0.0069732093,
0.006080036,
0.009032171,
-0.010136981,
0.0027405,
0.008702164,
-0.013107051,
-0.076619215,
0.0058612265,
0.026443673,
-0.0006008295,
0.037305236,
-0.004132272,
-0.014821657,
0.0075543104,
0.0036103576,
-0.035353884,
0.0035924225,
-0.039027017,
0.0089604305,
0.0064781974,
-0.025740612,
0.06250062,
-0.04275754,
0.02013048,
0.00028270372,
-0.031221613,
0.014979487,
-0.04947248,
-0.02090528,
-0.02724717,
-0.07036341,
0.038854837,
0.0149220945,
0.019771775,
-0.013408363,
0.0019118934,
0.013243359,
0.004896312,
-0.0579379,
0.007941711,
0.05455173,
0.00010979711,
0.061869297,
-0.053834323,
-0.02536756,
0.039658334,
-0.017734336,
0.036042597,
0.0009792624,
-0.0027548482,
0.0071453876,
0.00089227664,
0.01150723,
0.0026795203,
-0.039514855,
0.014599261,
-0.006255801,
-0.012812913,
-0.00016477973,
-0.059688378,
-0.040232264,
0.039887905,
-0.0031888802,
-0.04057662,
-0.026716288,
0.021579644,
0.0049214214,
0.0223114,
0.06330411,
-0.055527408,
-0.0375922,
-0.005785899,
0.049501177,
-0.02882547,
0.007963233,
-0.030217241,
-0.039170496,
0.007812577,
0.040748797,
-0.020058738,
-0.028136756,
0.017404327,
-0.0057894858,
-0.017992603,
-0.040605314,
-0.02677368,
-0.0077623585,
0.03239816,
-0.007798229,
-0.009505661,
0.020618316,
-0.023157943,
0.003934985,
0.020144828,
0.028983299,
0.0006192131,
-0.020446138,
-0.006191234,
-0.014577738,
0.0168304,
-0.0015307701,
0.03202511,
-0.010438292,
0.04666024,
-0.006854837,
0.013236185,
-0.045856744,
-0.039027017,
0.0203457,
-0.050476853,
0.047492433,
-0.03383298,
-0.0013343795,
-0.018695662,
-0.00042865152,
0.007475395,
0.007783881,
-0.059057057,
-0.0125402985,
-0.041925345,
-0.058511827,
0.031910326,
-0.010897433,
-0.022440534,
-0.014319471,
0.013602063,
0.05521175,
0.013989463,
0.035038225,
0.03896962,
-0.0021038,
0.011485708,
-0.038625266,
0.027003251,
-0.002093039,
0.035813026,
-0.007913014,
-0.042700145,
0.025094945,
0.02763457,
-0.0006331129,
-0.027806748,
-0.028983299,
-0.002571909,
0.023473602,
-0.0029180585,
0.021479206,
-0.0030167021,
-0.028151104,
-0.044134963,
-0.0036803049,
0.050075106,
-0.024707545,
-0.013315099,
0.05317431,
0.025826702,
0.054293465,
-0.0399166,
-0.021938348,
0.0054630646,
0.04338886,
-0.012805739,
-0.032455556,
0.010990696,
0.048812468,
-0.025267122,
-0.03225468,
-0.0019639055,
-0.003418451,
-0.04456541,
-0.024176663,
0.023071853,
0.018451743,
-0.029528528,
0.011162874,
0.021622688,
0.0031296941,
0.022713149,
0.025353212,
0.0036211188,
-0.04594283,
0.009634795,
0.042700145,
-0.009175654,
-0.01178702,
-0.0344643,
0.009390876,
-0.039973993,
-0.0068727722,
0.048984643,
0.009821321,
0.022584016,
0.046143707,
0.020575272,
0.039973993,
0.02568322,
0.019255241,
-0.020374399,
-0.01542428,
-0.06330411,
0.010761126,
0.026601503,
-0.010079588,
0.037075665,
-0.027577179,
0.037678286,
0.0059580766,
0.03750611,
-0.0009828495,
-0.058511827,
0.030705078,
-0.023990136,
0.0076762694,
0.005036207,
0.018953929,
0.015711244,
0.042154916,
-0.004347495,
-0.024607107,
0.02067571,
0.010144155,
-0.030561596,
-0.007891492,
-0.05354736,
0.024807982,
-0.057966597,
-0.045627173,
-0.019427419,
-0.00013798902,
0.020216567,
0.022928372,
-0.009412398,
0.005240668,
0.034033854,
0.03142249,
-0.026328888,
0.014735568,
-0.012934873,
0.024420582,
0.01245421,
0.007913014,
-0.045139335,
0.032541644,
0.020259613,
-0.03595651,
0.017260846,
0.03638695,
0.018896537,
-0.043876696,
0.005631656,
0.013458581,
-0.0040677055,
-0.0068010315,
-0.0006393902,
0.02176617,
-0.029327655,
0.00334671,
-0.019398723,
-0.0025091358,
-0.008859994,
0.020833539,
0.021020066,
0.064968504,
0.016141688,
0.007848447,
-0.030332027,
0.024291448,
0.023602735,
0.002568322,
0.032886,
0.010208721,
0.002227553,
-0.0064746104,
0.026343236,
0.03922789,
-0.06634593,
0.012590517,
-0.015079924,
-0.0000635579,
0.0053590406,
-0.017346935,
0.036358256,
0.06640332,
0.0011272279,
-0.04528282,
-0.011464186,
-0.0042398833,
-0.020403095,
-0.03084856,
-0.07713575,
-0.050763816,
0.0391418,
-0.065772,
0.009003475,
-0.023043158,
-0.008824123,
-0.013243359,
0.05934402,
-0.017676942,
0.015295147,
0.035296492,
0.0017666181,
-0.008752382,
-0.008551508,
-0.03061899,
0.013394014,
0.015998207,
-0.006532003,
0.02592714,
0.024951464,
0.046918508,
0.014283601,
-0.0038166125,
-0.04556978,
-0.014520345,
-0.015452976,
0.0077551845,
-0.027907185,
0.03555476,
-0.057335276,
-0.0075686583,
-0.005402085,
-0.00092456007,
-0.013838807,
0.020962672,
0.012447035,
0.04181056,
-0.0026849008,
0.034005158,
-0.0025737025,
-0.00014863805,
-0.0019674925,
0.015094272,
0.017103016,
-0.02873938,
0.017016927,
-0.0055204574,
0.079603635,
0.029786795,
0.023057505,
-0.009520009,
0.05018989,
0.0040103127,
-0.023760565,
-0.02536756,
0.055957854,
0.013437059,
0.020273961,
0.012956395,
-0.029844189,
-0.02724717,
-0.008228674,
0.021866607,
-0.009355005,
-0.0031332811,
-0.044852372,
0.025424954,
-0.012619213,
0.016902141,
0.013142921,
-0.067608565,
-0.0024015245,
-0.0017056384,
0.027577179,
0.009685013,
0.027448045,
-0.029700708,
0.046373278,
0.015151665,
0.020216567,
0.019513508,
-0.019197848,
0.0595162,
-0.005552741,
0.021809215,
-0.023473602,
-0.026285842,
-0.043704517,
-0.016658222,
-0.019972648,
0.024147965,
0.059401415,
-0.029643314,
0.024162315,
-0.0022329336,
0.002654411,
-0.049730748,
-0.014749916,
-0.041437507,
0.021077458,
0.030389419,
-0.02498016,
-0.031939022,
0.07260173,
-0.01825087,
-0.0050218585,
0.0111270035,
0.048554197,
0.0477507,
0.063131936,
0.022454882,
0.0042362963,
-0.009792624,
0.028954603,
-0.057450064,
-0.019642642,
-0.0023190225,
-0.0018311848,
-0.054867394,
-0.072831295,
-0.065772,
0.01926959,
0.008250196,
-0.0011110862,
-0.029083736,
0.018996974,
-0.038481787,
-0.057679635,
0.009670665,
0.09917454,
-0.008049322,
-0.027361955,
-0.028337631,
0.026128013,
-0.046688937,
-0.019527856,
-0.060090125,
0.051969063,
-0.017002579,
-0.025037553,
0.024779284,
-0.037735682,
0.0006510481,
0.045971528,
-0.0044694543,
-0.027907185,
-0.005491761,
0.013142921,
0.034177333,
0.052514292,
-0.019986996,
-0.00066853495,
0.082932405,
0.038022645,
0.017031275,
0.065427646,
0.009936106,
-0.001737025,
0.008486941,
0.01848044,
0.025582783,
0.000698128,
0.030762471,
0.018423047,
0.012447035,
-0.034636475,
-0.05340388,
0.0051581664,
0.02341621,
-0.006944513,
-0.008537159,
-0.034866046,
0.042413183,
-0.08706468,
-0.040375743,
0.0033054592,
0.03452169,
0.0039744424,
-0.01934133,
-0.000735792,
-0.03638695,
0.24472235,
0.031336397,
0.05684744,
0.05228472,
0.011629189,
0.052083846,
0.041294027,
-0.0042147744,
-0.011987894,
-0.0058612265,
-0.039801817,
-0.043187983,
0.006166125,
0.015309495,
-0.01558211,
0.033546016,
-0.031939022,
0.0025629415,
-0.013874678,
-0.035526063,
-0.06663289,
0.04361843,
0.014484475,
0.03538258,
0.018107388,
-0.011693756,
0.016299518,
-0.032886,
0.040232264,
-0.006578635,
0.022598363,
-0.016816052,
0.02520973,
-0.005976012,
0.013214663,
0.0056998096,
0.0038883535,
-0.026300192,
-0.030905953,
-0.0024356013,
0.036788702,
-0.025410604,
0.040433135,
-0.0014088107,
-0.013379666,
0.019212196,
0.009792624,
0.01863827,
0.02568322,
-0.017519113,
0.032139894,
-0.050763816,
0.029413743,
-0.066518106,
-0.028308934,
0.0037341106,
-0.061524943,
-0.03650174,
-0.026759332,
0.010330681,
-0.032455556,
0.023932744,
-0.002044614,
-0.011076786,
-0.0111126555,
-0.017849121,
-0.01651474,
0.0360139,
0.003422038,
-0.025109293,
0.00015132834,
0.0053159962,
-0.02614236,
-0.048181146,
-0.014140119,
0.05050555,
-0.019700034,
0.03139379,
-0.0027189776,
-0.059401415,
-0.009362179,
-0.001471584,
0.039715726,
-0.021235287,
0.030905953,
0.0017549603,
-0.032771215,
0.01786347,
-0.029585922,
0.022124873,
0.033431232,
-0.008651945,
0.02889721,
0.010029369,
-0.0017719987
] | You're ready to start training your model now! Load Wav2Vec2 with [AutoModelForAudioClassification] along with the number of expected labels, and the label mappings:
from transformers import AutoModelForAudioClassification, TrainingArguments, Trainer
num_labels = len(id2label)
model = AutoModelForAudioClassification.from_pretrained(
"facebook/wav2vec2-base", num_labels=num_labels, label2id=label2id, id2label=id2label
)
At this point, only three steps remain: |
[
0.04426768,
0.02668692,
-0.014951725,
0.017404513,
-0.03266467,
-0.009025378,
0.008401166,
-0.012528311,
0.017595448,
0.023778824,
0.014386262,
0.021737281,
-0.005856582,
-0.030285321,
0.0026694264,
0.031548433,
0.010831922,
-0.025776304,
-0.07678548,
0.00057051185,
0.0055187726,
-0.023485078,
-0.07555174,
-0.041477084,
-0.057045676,
0.00026529032,
0.0036167605,
0.0015072896,
0.050935738,
0.024101947,
-0.03871586,
0.013233305,
-0.013549083,
-0.023206018,
-0.0347209,
-0.027685659,
-0.006605637,
-0.0046669063,
-0.055488817,
-0.03190093,
0.010780517,
0.026951293,
0.002311422,
-0.060159396,
-0.038304616,
0.010494114,
-0.0040280065,
0.0021884155,
0.036483385,
-0.018873248,
0.0045090173,
0.043063316,
0.02257446,
0.0042630043,
-0.012528311,
0.029477516,
-0.03184218,
0.020547606,
-0.042035203,
0.0071784435,
0.031254686,
0.04212333,
-0.012175815,
-0.05554757,
0.006513841,
-0.01034724,
0.00249685,
-0.015524532,
-0.06297937,
-0.02175197,
-0.040654592,
-0.0070976634,
0.00021744167,
-0.03856899,
-0.039802726,
0.015025162,
0.030314695,
-0.008107418,
-0.0051846355,
0.049702,
0.021957593,
0.05381446,
0.03378091,
0.0013264515,
-0.011720507,
-0.056575682,
0.060511895,
-0.010457395,
-0.01847669,
-0.046118286,
-0.0006485384,
0.021091038,
-0.022427587,
0.04244645,
0.027524099,
0.013651894,
-0.03445653,
0.04403268,
0.0262463,
-0.012844089,
0.034603402,
0.06574059,
0.035425894,
0.030079698,
-0.035044022,
0.0069581335,
0.01312315,
-0.009686309,
-0.023881635,
0.011309261,
0.00912819,
0.023132581,
0.017668886,
-0.013497677,
0.0148562575,
0.031137187,
-0.0026272002,
0.004318082,
-0.031930305,
0.012219877,
0.019739801,
0.000024627134,
0.021487597,
-0.024278194,
0.03084344,
-0.07173303,
-0.004560423,
0.033810284,
-0.014041109,
-0.03401591,
-0.027450662,
-0.04294582,
-0.015069224,
0.0225304,
0.01564203,
0.0030384462,
0.014694696,
0.009333813,
0.0449433,
-0.03633651,
0.017668886,
0.017933257,
0.010868641,
0.07143928,
0.0062568123,
0.00071325456,
-0.022266027,
-0.036307137,
-0.017566074,
-0.0046815937,
-0.0445908,
0.037276503,
-0.0087096,
-0.0030971954,
-0.023455702,
-0.018227005,
-0.039420854,
0.020386046,
-0.005768458,
0.028170342,
0.0005709708,
0.037599623,
-0.046147663,
0.03710025,
0.023029769,
0.031577807,
-0.03801087,
0.0007306958,
-0.01758076,
-0.040801466,
0.003921523,
-0.004332769,
0.03207718,
-0.01935793,
0.014643291,
0.049790125,
0.03845149,
0.015656717,
0.03527902,
0.011015515,
-0.01340221,
-0.019592928,
0.039479602,
0.014613916,
-0.0002586351,
-0.012792684,
-0.0082396045,
0.010949422,
-0.006576262,
0.018638251,
0.002584974,
0.052345727,
-0.030696567,
-0.0033450446,
-0.0325178,
-0.017522011,
-0.027480036,
-0.0034515278,
0.022339463,
-0.020209797,
-0.0013815291,
0.030872814,
-0.035866514,
0.016317649,
0.010817235,
0.004810108,
-0.0011814139,
0.005761114,
-0.010332553,
-0.0007440062,
0.036659632,
-0.017727634,
0.0041822237,
0.011779257,
0.007762266,
0.008335073,
-0.036689006,
0.0077549224,
0.017404513,
0.014966412,
-0.003789337,
-0.01763951,
0.008173511,
0.025541306,
0.032811545,
-0.056399435,
-0.03589589,
0.0198573,
0.00067699514,
0.028449401,
0.025658805,
0.004608157,
0.021252599,
0.05193448,
0.038980234,
0.011962849,
0.056840055,
0.056281935,
0.021428848,
0.029697826,
0.0049092476,
0.0011144029,
0.04755765,
0.03257655,
-0.0040573813,
-0.015803592,
0.022266027,
0.020488856,
-0.015348284,
0.05686943,
-0.057985667,
0.040566467,
-0.00603283,
0.028199717,
-0.075022995,
-0.023441015,
0.035572767,
0.03257655,
-0.043562688,
-0.031989053,
0.0347209,
0.048762012,
0.034074657,
-0.018227005,
0.0088564735,
0.03651276,
-0.0018203137,
0.036248386,
0.015127974,
-0.0348384,
-0.00890788,
-0.042035203,
-0.053726334,
-0.03140156,
-0.018109506,
0.0064404043,
0.0025041937,
-0.020767916,
0.007152741,
-0.02003355,
0.0023903667,
-0.011904099,
-0.013211274,
0.042417075,
0.057163175,
0.008437884,
-0.04332769,
0.0032514127,
-0.03616026,
0.026598796,
0.006216422,
-0.057427548,
0.002654739,
0.01791857,
-0.015774217,
-0.0028952444,
0.016743582,
-0.01803607,
-0.03633651,
0.021516971,
0.016435148,
0.020268546,
0.014973756,
-0.008716944,
-0.019945424,
0.0286844,
0.004200583,
-0.030755317,
0.008592102,
0.061216887,
-0.001883653,
0.033751536,
0.022104466,
0.009245688,
-0.05554757,
0.053902585,
0.05369696,
-0.038422115,
-0.0447083,
-0.056840055,
-0.05337384,
0.02007761,
0.013057057,
-0.027876595,
-0.0002517504,
0.0651531,
-0.017933257,
-0.057280675,
-0.019886676,
-0.0450608,
-0.013035025,
-0.015230785,
-0.021046976,
0.048292015,
0.007960545,
0.0038003526,
-0.029286582,
-0.015553907,
-0.00140815,
0.02540912,
0.033986535,
-0.018917311,
0.044120807,
0.03301717,
0.0087610055,
0.024718814,
0.043680187,
0.002335289,
0.013079087,
0.021296661,
0.004248317,
-0.01220519,
0.018770436,
0.009715684,
0.048438888,
0.009818495,
-0.028610963,
0.016493898,
0.011625039,
0.0069764927,
-0.0058235354,
0.01592109,
0.0000069277257,
0.013681269,
-0.055224445,
0.015127974,
-0.023176642,
0.020944165,
0.01314518,
-0.07431801,
0.03266467,
-0.040654592,
-0.021649158,
-0.010215053,
-0.014988444,
-0.018506065,
0.034544654,
0.028860647,
0.0449433,
-0.002452788,
0.020048236,
0.017154828,
-0.006601965,
0.024175383,
0.03184218,
-0.013681269,
-0.0072739115,
0.002383023,
-0.023720074,
0.022266027,
-0.0029852043,
-0.03078469,
-0.01542172,
-0.020224484,
-0.005621584,
-0.06474185,
0.043151442,
0.063331865,
0.040977713,
-0.0043511284,
0.025482558,
-0.027670972,
-0.009113503,
0.021046976,
0.051787604,
0.0096642785,
-0.05951315,
0.023793511,
0.010082868,
0.017066704,
-0.035044022,
-0.011213793,
-0.012939557,
0.014232045,
0.013982359,
-0.0025445838,
-0.027891282,
-0.0064293887,
-0.014452355,
0.016479209,
-0.01570078,
-0.036248386,
-0.055694442,
0.033927783,
0.03078469,
-0.03563152,
-0.00385543,
-0.03445653,
0.023367578,
0.008702257,
-0.031049063,
-0.057515673,
-0.025071312,
0.014085171,
-0.04755765,
-0.0034129736,
0.021061664,
-0.03827524,
0.02890471,
-0.06297937,
0.016802331,
0.011896756,
-0.02025386,
0.008459915,
0.0026198565,
0.011676446,
-0.021428848,
-0.012087692,
-0.00912819,
-0.027171602,
0.012359407,
-0.014959069,
0.030579068,
-0.038803987,
-0.0129248705,
-0.03583714,
0.0286844,
0.04294582,
0.0063926703,
0.007420785,
-0.02175197,
0.0014402785,
0.041594584,
-0.023514451,
-0.019034809,
0.011918787,
0.030696567,
-0.021281974,
0.042240825,
-0.010332553,
-0.014790164,
0.012330033,
0.015891716,
-0.021781344,
-0.007082976,
-0.039861474,
0.0112945745,
0.0022361495,
-0.013791424,
0.0035304723,
-0.049437627,
0.039420854,
0.0071564126,
-0.029918138,
-0.011309261,
-0.05792692,
0.018799812,
0.022824146,
-0.031225313,
0.035778392,
0.0068810247,
-0.026275674,
-0.026481297,
0.012689873,
-0.027098166,
-0.012352063,
-0.023308828,
0.027524099,
0.037599623,
0.019827927,
0.029169083,
-0.046118286,
-0.035102773,
0.03413341,
-0.079370454,
-0.014672665,
-0.003174304,
-0.00010206563,
0.025115373,
-0.0109934835,
-0.046470784,
0.0035451597,
-0.0397146,
0.014158608,
-0.013108462,
-0.02518881,
-0.011529571,
-0.01120645,
0.027156916,
0.055253822,
-0.008900535,
-0.058279414,
-0.017566074,
-0.009913963,
0.038686488,
0.02607005,
0.013600488,
-0.0009574318,
-0.030138448,
-0.015186722,
0.04582454,
-0.008327729,
-0.0286844,
-0.03366341,
-0.03895086,
0.00015123383,
0.041183338,
0.029712515,
-0.061628133,
0.024087258,
-0.050965115,
0.026863167,
-0.08230793,
-0.026819106,
-0.0038480863,
0.027435975,
-0.043680187,
0.045560166,
-0.008459915,
-0.02069448,
0.013864861,
0.041947078,
0.043122068,
0.01581828,
-0.052286975,
-0.016435148,
0.007821015,
0.0048725293,
-0.009855214,
0.019563554,
-0.00044521037,
0.025379745,
0.025952552,
0.049643252,
-0.039978974,
-0.02169322,
-0.04520767,
-0.010420676,
0.036365885,
-0.040595844,
0.04177083,
-0.023940384,
0.0022728678,
-0.02718629,
0.032165304,
-0.03939148,
0.012741279,
-0.02457194,
-0.044855174,
0.010310521,
-0.024851,
-0.01841794,
0.010640987,
-0.048791386,
0.0056840056,
-0.026584107,
0.047587022,
0.08083919,
-0.008371791,
0.0349559,
-0.072849266,
0.05026012,
0.03451528,
0.013585801,
-0.0011832499,
-0.01564203,
-0.047675148,
-0.020591669,
-0.024733502,
-0.029932825,
-0.00028502644,
0.0039288667,
-0.023705387,
-0.005643615,
0.052404474,
0.00003711999,
-0.01841794,
-0.04350394,
0.039890848,
-0.004971669,
-0.0021774,
0.026099425,
0.015407033,
0.037717123,
0.02231009,
-0.023426328,
-0.010332553,
-0.0087610055,
0.083071664,
0.005915331,
-0.04344519,
-0.0028879007,
0.015157348,
-0.028170342,
-0.049672626,
-0.03395716,
-0.0001508896,
-0.008327729,
-0.021032289,
0.00006729791,
-0.017316388,
-0.057427548,
0.013784081,
0.0026510672,
-0.04832139,
0.011221138,
-0.032370925,
-0.03413341,
-0.066386834,
0.005948378,
0.061099388,
-0.009150221,
-0.019166995,
-0.053990707,
0.015157348,
-0.015017818,
-0.022780083,
0.034368407,
-0.005210338,
0.0033321932,
0.024278194,
0.010251773,
0.034691527,
0.0052323695,
0.008158824,
0.0022747037,
-0.0036608228,
-0.031342812,
-0.019431368,
0.033810284,
-0.001995644,
0.029051583,
-0.0088417865,
0.009032722,
0.017052017,
0.056898803,
0.0007013211,
-0.07267302,
0.040918965,
-0.0109934835,
-0.016097339,
0.013380178,
0.010442708,
-0.00007739547,
0.05425508,
0.01669952,
-0.024939125,
0.004758702,
0.010332553,
-0.00020080365,
-0.019607617,
-0.040860213,
0.018608876,
-0.06732682,
-0.0143422,
-0.040478345,
-0.041741457,
0.016508585,
0.0448258,
0.011595665,
-0.007982576,
-0.015304222,
0.03765837,
-0.009693652,
0.021986967,
-0.028067531,
-0.019078871,
0.00790914,
-0.0010051657,
-0.059483778,
0.021267287,
0.017786384,
-0.04232895,
0.0059997835,
0.00078531436,
-0.0073253172,
-0.022060404,
-0.0035084414,
0.029830012,
0.010178335,
-0.03689463,
0.0148562575,
0.011191763,
-0.03645401,
-0.009018035,
-0.042064577,
-0.0348384,
0.0006164098,
0.027303789,
0.026598796,
0.030314695,
0.003427661,
0.013578458,
-0.020151047,
0.013027682,
0.031577807,
0.017066704,
-0.017125454,
-0.0060695484,
0.00063247414,
0.02203103,
0.03046157,
0.042505197,
-0.021898843,
0.008232261,
-0.02474819,
0.01941668,
0.01320393,
-0.01328471,
0.001496274,
0.015127974,
-0.0017496309,
-0.010016775,
0.03627776,
-0.038686488,
-0.033722162,
0.027054103,
-0.06080564,
-0.06203938,
0.034662154,
-0.02912502,
-0.006543216,
0.014474386,
-0.04905576,
0.00077980664,
0.020547606,
-0.021516971,
0.021179162,
0.012131753,
0.032194678,
0.00007538743,
-0.038803987,
-0.05155261,
-0.014356887,
-0.01462126,
-0.032165304,
0.0045457357,
-0.006400014,
0.03821649,
0.013505021,
-0.028948773,
-0.0028621978,
0.0061760317,
0.03084344,
0.016376399,
-0.035425894,
0.012241908,
-0.024146007,
-0.014437668,
-0.032811545,
0.037247125,
-0.02041542,
-0.0029852043,
0.0053021344,
0.013306742,
0.032253426,
0.0106923925,
0.019651677,
-0.023073832,
0.0010161812,
0.05305072,
0.042240825,
-0.013328773,
0.0036479712,
0.034045283,
0.06668058,
0.016537959,
0.049584504,
-0.029800639,
0.030197198,
0.005695021,
-0.041418333,
-0.047498897,
0.048673887,
0.021575721,
-0.0023261094,
0.012190503,
-0.05848504,
-0.03789337,
-0.02257446,
0.016376399,
0.010222398,
0.007508909,
0.009583497,
-0.018829186,
-0.032694045,
0.05325634,
0.003837071,
-0.056281935,
0.0400671,
-0.0043621436,
0.048997007,
0.03451528,
0.014151264,
0.017096078,
0.01564203,
0.031460308,
0.0036167605,
0.023250079,
0.01420267,
0.04200583,
-0.027215665,
0.026451923,
-0.040125847,
-0.0020488857,
-0.027597535,
-0.009532092,
-0.012256595,
0.018931998,
0.020430107,
-0.043856435,
0.009010691,
-0.00848929,
-0.023132581,
-0.07149803,
0.03933273,
-0.09053284,
0.0011630547,
0.0225304,
-0.023338204,
-0.0058455663,
0.07431801,
0.000036919184,
0.015612656,
0.042358324,
0.052551348,
0.05951315,
0.03689463,
0.040742718,
-0.031225313,
0.025174122,
0.0012640302,
-0.03257655,
-0.033604663,
-0.012183159,
0.008526009,
-0.0029796967,
-0.034985274,
-0.0573688,
0.0142540755,
-0.0017615644,
0.004483314,
-0.03845149,
0.060159396,
-0.02319133,
-0.068971805,
-0.001991972,
0.07208553,
0.01763951,
0.019666364,
0.002678606,
0.020400733,
-0.05443133,
-0.025453182,
-0.033369664,
0.016537959,
-0.00024027591,
-0.061393134,
-0.02678973,
-0.049085133,
0.015583281,
0.034603402,
-0.0087463185,
0.013328773,
0.043474562,
0.014261419,
0.037247125,
0.0022067747,
-0.027538786,
-0.012219877,
0.072379276,
0.04902638,
0.012330033,
0.067444324,
0.045354545,
-0.0066607143,
-0.026334424,
-0.004641203,
0.02834659,
-0.02169322,
0.0027391913,
-0.00046012722,
-0.014981099,
-0.053638212,
-0.05305072,
-0.041095212,
0.012219877,
-0.034485903,
-0.03178343,
-0.006366967,
-0.0057354113,
-0.0751405,
-0.040213972,
-0.002840167,
0.036747757,
0.0071160225,
-0.05675193,
-0.012594405,
-0.053785086,
0.25755742,
0.03833399,
0.021208538,
0.0015045357,
0.017845133,
0.058661286,
0.030725941,
0.018021382,
0.008731632,
-0.03645401,
-0.0051552607,
-0.067209326,
-0.010222398,
-0.013240648,
0.015832966,
0.028934084,
-0.02457194,
-0.037599623,
0.011353323,
-0.055371318,
-0.059895024,
0.029712515,
0.018329816,
0.05020137,
0.04188833,
-0.033810284,
0.0003403335,
-0.041712083,
0.028655024,
-0.012462218,
0.014533135,
0.008562727,
0.009084128,
-0.02207509,
0.015003131,
0.055576943,
0.009054753,
-0.0224129,
-0.05081824,
-0.027641598,
0.03034407,
-0.016596708,
-0.007578674,
-0.010148961,
-0.016743582,
0.036248386,
-0.0066790734,
0.041506458,
0.035367146,
-0.05243385,
0.035367146,
-0.052727595,
0.029918138,
-0.018858561,
-0.05792692,
-0.026451923,
-0.032870296,
-0.024204757,
-0.043856435,
0.039802726,
0.008871161,
0.017404513,
-0.020929478,
0.03389841,
-0.0103766145,
0.024645377,
-0.021928217,
0.042740196,
-0.022236653,
-0.006220094,
-0.031548433,
-0.01781576,
-0.026260987,
-0.028478777,
0.014878288,
0.03234155,
-0.01975449,
0.019225745,
0.00086838973,
-0.06374311,
0.027156916,
0.0026180206,
0.034427155,
-0.018535439,
0.06644558,
0.044179555,
-0.030931564,
-0.008379134,
0.0028254795,
0.036571506,
0.018946685,
0.028273154,
0.026877856,
0.02247165,
0.023103205
] |
Define your training hyperparameters in [TrainingArguments]. 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 accuracy and save the training checkpoint.
Pass the training arguments to [Trainer] along with the model, dataset, tokenizer, data collator, and compute_metrics function.
Call [~Trainer.train] to finetune your model. |
[
0.009253654,
-0.003981398,
-0.011415091,
-0.0065405997,
-0.061961208,
-0.023370542,
0.008728305,
-0.008953454,
-0.018041998,
0.028984277,
0.027348187,
0.03311202,
0.023535652,
-0.014244474,
0.010409422,
0.009306189,
-0.02464639,
-0.023445591,
-0.07571035,
-0.00198507,
0.026447589,
0.056587633,
-0.07553023,
0.01816208,
-0.07270835,
-0.040166713,
0.022034654,
-0.0024972858,
0.05010332,
0.02538188,
0.007238564,
-0.00025470063,
-0.0107171275,
-0.04469973,
0.01724647,
-0.033262122,
0.020518646,
-0.0014494014,
-0.03365238,
-0.048692383,
0.013576529,
0.0017158285,
-0.044609666,
-0.014702277,
-0.079793066,
-0.04289853,
0.01287106,
-0.0041840323,
-0.03479314,
0.013103714,
-0.021074016,
-0.010559523,
0.018312179,
0.012998644,
-0.0005319163,
-0.005467386,
-0.0026455093,
0.00036563378,
-0.046801124,
-0.023355532,
0.048362162,
-0.006352975,
-0.028503956,
-0.055476893,
0.015790502,
-0.009268664,
-0.005534931,
-0.03404264,
-0.052985236,
-0.02443625,
-0.05838883,
0.0050846315,
-0.019993296,
-0.009088544,
-0.028699085,
0.0013274453,
0.0030939325,
-0.04316871,
-0.015107547,
-0.0026849105,
0.0038425555,
0.0497731,
0.0017092617,
0.009718964,
-0.011107387,
-0.049743082,
0.026162399,
-0.041427553,
-0.010491977,
-0.027768467,
-0.024271142,
0.02467641,
-0.014979962,
0.00422531,
0.027753457,
-0.007565031,
0.009779003,
0.028729105,
0.029809825,
-0.02619242,
0.029344516,
0.106630914,
0.022019643,
0.04358899,
-0.035303477,
0.020128386,
0.022049664,
0.02580216,
-0.03341222,
-0.023865871,
0.0351834,
0.010244313,
0.0123156905,
-0.05004328,
-0.024271142,
0.056557614,
0.012225631,
0.018717447,
-0.071447514,
0.010957287,
0.00222523,
-0.035243437,
-0.020128386,
-0.02608735,
0.026177408,
-0.06784512,
0.0051221563,
0.037975255,
-0.004679362,
-0.019828187,
-0.0012477047,
-0.02472144,
0.03191122,
0.03575378,
-0.02553198,
0.023190422,
-0.011700281,
-0.018942598,
-0.018417249,
-0.047041286,
0.03155098,
0.009283674,
0.007208544,
0.06322204,
-0.0030601602,
0.023715772,
-0.0014925551,
-0.03311202,
-0.026072338,
-0.015760481,
-0.02523178,
0.034522958,
0.008968464,
0.012856049,
-0.030049985,
-0.027513297,
-0.038005274,
0.01657102,
0.011715291,
0.017681759,
0.008593215,
0.023700763,
-0.03971641,
0.04322875,
0.010582037,
0.04349893,
-0.039055973,
-0.04175777,
0.027002959,
-0.04184783,
0.013839204,
-0.007088464,
0.007700121,
0.028909225,
0.048242085,
0.062081285,
0.03161102,
0.019092698,
0.038215414,
-0.009471299,
-0.023715772,
-0.0243612,
0.0497731,
0.04256831,
-0.018597368,
0.0071147317,
0.007925271,
0.019723117,
-0.02547194,
0.007737646,
0.022710104,
0.07613063,
-0.05910931,
-0.0069008395,
0.010747148,
0.00054270466,
-0.03500328,
0.043468907,
0.02512671,
-0.017996969,
-0.032211423,
0.0499232,
-0.048242085,
0.028879207,
-0.02500663,
0.01237573,
0.019783156,
0.04983314,
-0.008788344,
0.043949228,
0.04950292,
-0.00075706595,
-0.024376212,
0.03437286,
0.06874572,
0.0029419565,
-0.01670611,
-0.011340042,
-0.0053060288,
0.023385553,
0.029659726,
0.0037675055,
-0.018537328,
0.018222118,
0.024286151,
-0.052985236,
0.003641797,
0.0834555,
0.015550341,
0.01691625,
0.0063267075,
-0.012293176,
0.03971641,
0.033202082,
-0.0022740122,
0.04118739,
0.057698373,
0.027213098,
-0.012060521,
-0.04271841,
0.01730651,
0.05094388,
0.07486979,
0.028143717,
-0.015250142,
0.021464275,
0.018762479,
0.049022604,
-0.023925912,
0.021434255,
-0.052895177,
0.03197126,
0.031190744,
0.02404599,
-0.0506737,
-0.03182116,
0.036444236,
0.048031945,
-0.038365513,
-0.025997289,
-0.0018968865,
0.044609666,
0.023220442,
-0.008945949,
0.03269174,
0.030215094,
-0.01696128,
-0.015505312,
-0.00212016,
-0.014417088,
-0.016420921,
-0.05064368,
-0.043528948,
-0.0027693417,
-0.014529663,
-0.002726188,
-0.030410225,
-0.06508328,
0.0073173665,
-0.022560004,
0.03521342,
-0.012158086,
-0.007313614,
0.06670436,
0.0667644,
0.022590023,
-0.0670646,
0.0009568864,
0.0013640322,
0.022469943,
0.012653415,
-0.06772504,
0.011850381,
-0.02512671,
0.022785153,
0.0067582447,
0.0260123,
0.0029194416,
-0.00837557,
0.003065789,
-0.027032979,
0.034583,
-0.011069862,
0.009733973,
-0.024000961,
0.028909225,
0.0497731,
-0.01777182,
0.044789787,
0.030365193,
-0.019317847,
0.020533655,
0.0048332145,
0.008803355,
-0.048962563,
0.004476727,
0.020368546,
-0.008037846,
-0.04400927,
-0.038695734,
-0.048122004,
-0.03260168,
-0.0011229343,
-0.020563675,
-0.062921844,
0.031100683,
-0.027138049,
-0.05766835,
0.008720799,
-0.05208464,
-0.0047206394,
-0.014927427,
-0.023100363,
0.027153058,
0.01694627,
-0.007985311,
-0.024481282,
0.018387228,
0.007910261,
0.030290144,
0.014979962,
-0.008953454,
0.029749785,
0.037014615,
0.011242476,
0.039626352,
0.027948586,
-0.0007261079,
-0.0012758485,
0.03296192,
-0.0051897014,
-0.0058801607,
0.005170939,
0.03359234,
0.011640241,
0.027408227,
-0.062201366,
0.024901561,
0.022274815,
0.04205797,
-0.0016070062,
0.0069008395,
0.036744438,
0.010124233,
-0.031490944,
-0.007895251,
-0.007118484,
0.01588056,
0.018552339,
-0.054606315,
0.02506667,
-0.023040323,
-0.03335218,
0.026447589,
0.010739642,
-0.0126309,
0.069886476,
0.038845833,
0.037645034,
-0.031490944,
0.0027693417,
0.045270108,
0.045990586,
-0.00222523,
0.029029306,
0.013966789,
-0.01646595,
0.007058444,
0.018927587,
0.013711619,
0.004529262,
0.035453577,
-0.010161758,
-0.027603358,
-0.053615656,
-0.0476717,
0.021539325,
0.04893254,
0.024421241,
-0.027168067,
0.039206073,
-0.012788505,
-0.010582037,
-0.0012805391,
0.026987948,
-0.021119045,
-0.049172703,
0.027498288,
0.0027017968,
0.032421563,
-0.023505632,
-0.011144912,
0.007193534,
-0.03356232,
0.03506332,
0.0061165676,
-0.028849186,
-0.0064768074,
-0.0052797613,
0.021344194,
-0.0353335,
-0.0036736932,
-0.008953454,
0.0017599204,
0.029254455,
-0.043979246,
0.0012636529,
-0.046530943,
0.022665074,
0.048152022,
0.012428265,
-0.031280804,
-0.028293816,
-0.04244823,
-0.053825796,
-0.019708106,
0.069886476,
-0.018372219,
0.031130703,
-0.02640256,
0.026072338,
0.0020019563,
0.0015150701,
-0.018882558,
-0.009696448,
-0.021299165,
0.017861878,
0.0073586437,
0.008090381,
-0.011872896,
0.047761764,
-0.01616575,
-0.009493814,
-0.06604392,
0.024661401,
0.01787689,
0.029749785,
-0.021119045,
0.018507307,
0.006874572,
-0.008262996,
0.010469463,
-0.0015347707,
-0.013659084,
-0.012323195,
0.03506332,
-0.0025967269,
-0.0005154991,
0.03497326,
-0.013328864,
-0.00869078,
0.013493974,
-0.005459881,
-0.02547194,
0.02485653,
-0.047311462,
0.021629384,
-0.028744116,
-0.021689424,
-0.02542691,
-0.00430036,
0.030800484,
0.0023903397,
-0.0104394425,
0.025817169,
-0.038635693,
-0.01255585,
-0.017651739,
-0.062321447,
0.047221404,
-0.03362236,
-0.017921919,
0.018041998,
-0.009568864,
-0.0013649702,
-0.049052622,
-0.0046080644,
-0.008593215,
0.028458927,
-0.009306189,
0.0016107587,
-0.04190787,
-0.022725113,
0.011077367,
-0.049262762,
-0.005951458,
-0.031430904,
-0.023160402,
0.015227627,
0.00860072,
-0.0012580241,
0.02415106,
-0.021764474,
0.047131345,
0.014191939,
-0.02608735,
0.0017167667,
-0.05988983,
-0.029629705,
0.062381487,
-0.003422276,
-0.05883913,
-0.030710423,
-0.023520643,
-0.0013584034,
0.037945233,
0.026717769,
-0.06910596,
-0.05301526,
-0.044759765,
0.0499232,
0.008728305,
-0.020533655,
-0.05244488,
-0.05916935,
-0.017921919,
0.022049664,
0.038335495,
-0.031430904,
0.009328704,
-0.031370863,
-0.010552018,
-0.022635054,
-0.026372539,
0.0110998815,
-0.00026525452,
-0.01732152,
0.01787689,
0.01288607,
-0.001294611,
-0.01724647,
0.0038725755,
0.030034974,
-0.019918246,
-0.02464639,
-0.06103059,
0.024871541,
0.0048106993,
-0.0010253694,
0.036204077,
-0.01227066,
0.038725752,
-0.01297613,
0.01634587,
-0.044819806,
-0.0029269466,
-0.01227066,
-0.047131345,
0.031160723,
-0.022755133,
-0.03161102,
-0.029239446,
0.027708428,
-0.01577549,
0.020938925,
-0.030410225,
-0.0073661488,
-0.047341485,
-0.07054692,
0.01748663,
-0.00866076,
-0.008187945,
0.022514973,
0.007065949,
0.056647673,
-0.027708428,
0.022665074,
0.04232815,
-0.018282158,
-0.015835531,
-0.021179086,
0.0028293817,
0.0054861484,
-0.0006102496,
-0.013719124,
-0.022334853,
-0.004082715,
0.01648096,
0.000021034497,
-0.040466912,
-0.045570306,
0.038155373,
0.07414931,
-0.03212136,
0.039085995,
0.010244313,
-0.019663077,
-0.0500733,
0.0172915,
-0.0007368963,
-0.0036211582,
0.027903557,
0.04935282,
-0.0058538932,
-0.018597368,
-0.014049344,
-0.02629749,
0.007080959,
0.030860523,
-0.013824194,
-0.043979246,
0.019693097,
0.036053978,
-0.012653415,
-0.03347226,
-0.010296848,
0.011940441,
-0.023055334,
-0.009688944,
0.015715452,
0.0035010783,
-0.028248787,
0.01681118,
0.040857174,
-0.024286151,
-0.010154253,
0.009005989,
0.0103343725,
-0.05079378,
0.0028237528,
0.05085382,
-0.022289824,
-0.004142755,
-0.027573338,
0.007842716,
-0.017891899,
-0.022575013,
0.06748488,
-0.029689744,
-0.00213517,
0.04307865,
0.00876583,
0.03497326,
-0.031671062,
0.00839058,
-0.007827706,
-0.028864196,
-0.08471634,
-0.008848385,
0.031070663,
-0.005208464,
0.031941243,
-0.026072338,
0.024106031,
0.010912257,
0.06003993,
0.011437606,
-0.06031011,
0.015790502,
-0.0353335,
-0.014372058,
0.014672258,
-0.02653765,
-0.023805832,
0.021989623,
0.019317847,
-0.0688658,
-0.0035461083,
0.056287434,
0.01320128,
-0.03569374,
-0.046861164,
-0.008848385,
-0.03464304,
-0.022725113,
-0.027017968,
-0.0168412,
0.015610382,
0.02446627,
-0.0038950904,
0.0050170864,
-0.010371897,
0.020923914,
-0.024196092,
0.0030019965,
-0.039896533,
-0.014357048,
-0.023130383,
-0.010972297,
-0.05145422,
0.01703633,
0.044729747,
-0.0128035145,
0.02563705,
0.012443275,
0.039626352,
-0.003688703,
0.032631703,
0.0133588845,
0.014206948,
-0.018747468,
0.02520176,
0.004446707,
-0.030830504,
-0.020308506,
-0.039656375,
-0.012443275,
0.021284156,
0.008262996,
0.037915215,
0.060640328,
0.010814692,
-0.005163434,
0.00011884857,
0.03392256,
0.009906588,
0.0260123,
0.03311202,
0.0032815575,
-0.00795529,
-0.014214453,
0.005418604,
0.009441279,
-0.040016614,
0.0038950904,
-0.019542998,
-0.013148745,
-0.013343874,
0.0129311,
-0.012188106,
0.029689744,
0.018507307,
-0.030260123,
-0.00022843317,
-0.015730461,
0.0052797613,
-0.014949942,
-0.049052622,
-0.026177408,
0.03182116,
-0.044039287,
-0.02569709,
0.018252138,
-0.001802136,
-0.008833375,
0.005163434,
-0.004938284,
0.004596807,
0.03161102,
-0.008262996,
0.0166911,
-0.0029138129,
-0.052835137,
0.004394172,
-0.007313614,
-0.028939245,
-0.011174932,
0.01622579,
0.045270108,
0.043258768,
-0.012540841,
-0.032271463,
-0.020548666,
0.027243117,
-0.0043041124,
-0.014312018,
0.034673057,
-0.019182757,
-0.008893414,
-0.030004954,
0.011647746,
-0.006037765,
0.01272096,
0.007865231,
-0.011054852,
0.022439923,
0.025997289,
0.027438248,
-0.009876568,
-0.0035855095,
0.022890223,
0.04950292,
-0.008353055,
0.019993296,
0.012000481,
0.045210067,
0.054095976,
0.039025955,
-0.016525991,
0.039055973,
-0.010739642,
-0.031641044,
-0.019182757,
0.020428587,
0.0075087436,
0.027753457,
-0.011182437,
-0.056017254,
-0.022334853,
-0.0029175654,
0.0060903,
0.027948586,
0.0031483439,
0.005670021,
0.037044637,
-0.049112663,
0.009103554,
-0.0011032337,
-0.08183442,
0.029929904,
-0.005058364,
0.044099327,
-0.021329185,
-0.0075612785,
0.009193614,
-0.004277845,
0.051574297,
-0.008923435,
0.0121430755,
-0.010364393,
0.026447589,
0.006739482,
0.026207428,
0.033082,
0.005065869,
-0.008157926,
-0.012113055,
0.0009545411,
0.046741083,
0.024076011,
-0.021929584,
-0.006199123,
-0.039776452,
-0.009666429,
-0.020653736,
0.041367512,
-0.0849565,
-0.010987307,
0.027168067,
-0.007812696,
-0.046110667,
0.019813176,
-0.036234096,
0.0075162486,
-0.020668745,
0.047491584,
0.03311202,
0.06490316,
0.030335175,
0.0045330147,
-0.0032665473,
0.0019269065,
-0.053375497,
-0.019452937,
-0.0013058685,
0.0323315,
-0.0006754492,
-0.04256831,
-0.037194736,
0.01661605,
-0.012225631,
0.005670021,
-0.044669706,
0.055626996,
0.009538843,
-0.0011182437,
-0.009711458,
0.05970971,
-0.00437541,
0.03290188,
0.0024053496,
0.008293015,
-0.03410268,
-0.017681759,
-0.05847889,
0.00424032,
-0.004078963,
-0.06550356,
-0.0082705,
-0.046921205,
-0.0020169665,
0.022034654,
-0.022334853,
-0.03314204,
0.023220442,
0.024901561,
0.012293176,
-0.0077751707,
-0.02488655,
-0.014837367,
0.071567595,
0.044579647,
0.0033828747,
0.062261406,
0.018117048,
-0.047641683,
-0.0022402399,
-0.0008813674,
0.015415252,
-0.013403914,
0.027858527,
0.009568864,
-0.0020413576,
-0.028473936,
-0.029704755,
-0.02640256,
0.023190422,
-0.036264118,
0.011520161,
-0.031160723,
-0.027423238,
-0.052474897,
0.011219962,
-0.030830504,
0.03455298,
-0.01567042,
-0.008713295,
0.0066756895,
-0.08057358,
0.2694592,
0.06772504,
0.055296775,
0.031190744,
0.018762479,
0.027032979,
0.04184783,
-0.028248787,
0.0018077648,
-0.030200085,
0.0030151303,
-0.0011238725,
-0.045089986,
0.0082479855,
0.039806474,
0.03617406,
0.013156249,
-0.009088544,
0.0056362483,
-0.028443916,
-0.050583642,
0.032151382,
-0.004484232,
0.056647673,
0.00073783443,
-0.018822517,
0.044399526,
-0.03575378,
0.015400242,
-0.037675057,
0.02485653,
0.0064693023,
0.032361522,
-0.035633698,
-0.010529502,
0.0073398813,
-0.0045705396,
-0.045720406,
0.00615034,
-0.030515295,
0.036204077,
-0.05031346,
-0.019302838,
-0.013936768,
-0.03506332,
0.045990586,
-0.002611737,
0.05079378,
0.03554364,
-0.08111394,
0.051994577,
-0.05085382,
0.031671062,
-0.026807828,
-0.05949957,
-0.018041998,
-0.023820842,
-0.0169913,
0.015227627,
0.049022604,
-0.014994972,
0.0169913,
-0.013058685,
0.028819166,
-0.009561359,
0.012713455,
0.028023636,
0.023910902,
0.004337885,
-0.013141239,
0.0058651506,
-0.0014278246,
-0.014409583,
-0.04244823,
-0.014327028,
0.039776452,
0.029434575,
0.0032702999,
0.011580201,
-0.046500925,
-0.012938605,
-0.017231459,
-0.011962956,
-0.01687122,
0.014034334,
0.077151306,
-0.04190787,
0.01290108,
-0.011340042,
0.04034683,
0.053825796,
-0.017651739,
0.03266172,
-0.00806036,
0.004078963
] | encoded_minds = minds.map(preprocess_function, remove_columns="audio", batched=True)
encoded_minds = encoded_minds.rename_column("intent_class", "label")
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 accuracy metric (see the 🤗 Evaluate quick tour to learn more about how to load and compute a metric):
import evaluate
accuracy = evaluate.load("accuracy") |
[
0.026220327,
0.021426745,
-0.04117862,
0.0018896395,
-0.017485032,
-0.020675942,
-0.012590378,
-0.013882624,
0.017239576,
0.019477546,
0.043171134,
0.012077811,
0.011500271,
-0.04678076,
0.0054216594,
0.042911243,
-0.0037070867,
-0.03063851,
-0.064337984,
-0.01217888,
-0.0050354293,
0.020517118,
-0.06352943,
-0.043171134,
-0.053220335,
0.015290379,
-0.024314445,
-0.022220861,
0.049726218,
0.03985028,
-0.0688428,
-0.007020724,
0.012287169,
0.0039381026,
-0.036211774,
-0.06451125,
-0.0042268727,
-0.027779687,
-0.063991465,
-0.04943745,
0.0007341078,
0.011182623,
0.019593054,
-0.055761512,
-0.03808878,
0.036385037,
0.037280224,
-0.00763797,
0.014279683,
-0.027231023,
-0.019780755,
0.053162582,
0.00039593093,
0.015651342,
0.01671979,
0.016070059,
-0.027823003,
0.00043202718,
-0.022004284,
0.014647865,
0.049668465,
0.045798942,
-0.02389573,
-0.04077434,
0.023072734,
0.011760164,
-0.015636902,
-0.035951883,
-0.046289854,
-0.0072373017,
-0.050448142,
0.010034762,
-0.010821661,
-0.043373276,
0.0074791466,
0.0010016714,
0.009363372,
0.0009926474,
0.023780221,
0.045279156,
0.034045998,
0.04331552,
0.013694923,
0.010482356,
-0.02157113,
-0.03355509,
0.056974348,
-0.046954025,
-0.04706953,
-0.036327284,
-0.027938511,
0.03393049,
-0.01749947,
0.031013912,
0.05867809,
0.0266968,
0.016329952,
0.030580757,
0.0037828886,
-0.0068330234,
0.05394226,
0.086169004,
-0.005046258,
-0.0023859632,
-0.042391457,
-0.02301498,
0.00579706,
0.011514709,
-0.02620589,
-0.035720866,
0.0022181156,
0.016878614,
0.030436372,
-0.0056923814,
0.023087172,
0.039619263,
-0.01622888,
0.029858831,
-0.021816583,
0.0028245328,
0.030898405,
-0.0062590926,
-0.010489576,
-0.053797875,
0.018293587,
-0.011464174,
0.025281826,
0.030234233,
0.0095510725,
-0.013817651,
0.009688238,
0.010164709,
-0.0059414455,
0.04680964,
0.0074502695,
-0.012027276,
0.010648399,
0.023332627,
0.025469527,
-0.044528354,
0.005793451,
0.04351766,
0.0033966587,
0.053769,
0.015261502,
-0.0075946543,
-0.022769526,
-0.047589317,
-0.022885034,
-0.012648132,
-0.008886901,
0.026148135,
-0.007551339,
-0.004475937,
-0.045365788,
-0.0140919825,
-0.009110698,
0.03904172,
0.011233158,
0.022134231,
-0.022119792,
0.019636368,
-0.037944395,
0.038897336,
-0.007753478,
0.03800215,
-0.0068294136,
-0.024386637,
0.019694123,
-0.026566852,
-0.029945463,
0.009096259,
0.025599472,
-0.00055091927,
0.05567488,
0.0109516075,
0.048109103,
0.042680226,
0.04146739,
-0.0056526754,
0.013774335,
-0.0065370337,
0.0584182,
0.019203214,
-0.018149203,
0.009493318,
-0.012980217,
0.025267387,
-0.0039489316,
0.039677016,
0.026768992,
0.061508037,
-0.03837755,
0.013781555,
-0.061739054,
-0.022610702,
-0.0051762047,
0.028270597,
0.007840109,
-0.032659903,
-0.007435831,
0.050823543,
-0.052613918,
0.023996798,
-0.005183424,
0.013218453,
-0.005291713,
0.025455087,
-0.0038045465,
0.016329952,
0.02737541,
0.01150749,
-0.010821661,
-0.016214443,
0.027938511,
-0.0014898734,
-0.010973265,
0.021729952,
0.022812841,
0.0013725605,
0.027129954,
-0.010236901,
0.054606434,
-0.013427812,
0.016979683,
-0.048368998,
-0.016012304,
0.0041258032,
0.013160699,
0.01644546,
0.012525405,
0.011406421,
0.0071614995,
0.06474227,
0.02271177,
0.021397866,
0.04438397,
0.04340215,
0.05633905,
-0.031389315,
0.00026192353,
-0.0048513385,
0.021874338,
0.028126212,
-0.012258292,
-0.0016721595,
0.03277541,
0.011464174,
-0.05443317,
0.015247063,
-0.03878183,
0.0516321,
0.0012029081,
0.020040648,
-0.045798942,
-0.0076885046,
0.030060971,
0.020185033,
-0.020733695,
-0.03222675,
0.03904172,
0.019477546,
0.006053344,
0.006750002,
0.0415829,
0.032688778,
0.005046258,
0.033526212,
-0.016329952,
-0.055530496,
-0.038637444,
-0.054952957,
-0.054577556,
-0.0369337,
-0.04805135,
-0.00995535,
0.021137973,
-0.04940857,
0.04900429,
0.00754412,
-0.0010350605,
0.0028678484,
-0.00879305,
0.0738674,
0.05798504,
0.017860433,
-0.087208584,
0.0048116324,
-0.027765248,
0.03935937,
0.005291713,
-0.055472743,
0.020719256,
0.004273798,
0.011572463,
0.03393049,
-0.016315512,
-0.01838022,
-0.050881296,
0.023289312,
-0.012200538,
0.024632093,
-0.011789041,
0.035663113,
-0.022466317,
0.024227815,
-0.012806956,
-0.050246004,
0.034450278,
0.053595737,
-0.004024734,
0.04533691,
0.02610482,
0.020704819,
-0.030003216,
0.03681819,
0.063760445,
-0.01604118,
-0.059890926,
-0.022278616,
-0.06179681,
0.013882624,
-0.030320864,
-0.036385037,
-0.002331819,
0.07144173,
-0.03286204,
-0.08022034,
0.005779012,
-0.0702289,
-0.06624387,
-0.017932625,
-0.010381286,
0.054866325,
0.0042413115,
0.036096267,
-0.032833163,
-0.0046058837,
-0.02542621,
0.028313912,
0.016676474,
-0.016994122,
0.030118724,
0.051574346,
-0.0027090248,
-0.024242252,
0.032168992,
-0.03956151,
0.0050967927,
-0.003643918,
-0.013232891,
-0.03034974,
-0.010619522,
0.01952086,
0.026133697,
0.03482568,
-0.08195297,
0.0014321194,
0.023967922,
0.023621397,
-0.0061905095,
0.003180081,
-0.0035608967,
0.023967922,
-0.036991455,
0.0062193866,
-0.0038478621,
0.00580067,
0.029743323,
-0.057667397,
0.017831556,
-0.0477337,
-0.03084065,
0.032659903,
-0.04302675,
-0.02262514,
0.04022568,
-0.004010295,
0.033208564,
-0.014691181,
-0.04678076,
0.0127925165,
0.0016703547,
0.026826745,
-0.0029219927,
0.0057573547,
-0.027808564,
0.033988245,
-0.0067860982,
0.0063457238,
0.020444926,
-0.026537975,
0.017022999,
-0.024588777,
-0.017918186,
-0.048195735,
0.040629957,
0.050419264,
0.042333703,
0.011442517,
0.060930498,
-0.01644546,
0.002871458,
0.009146794,
0.008345457,
-0.012424335,
-0.053018197,
0.005833157,
0.036327284,
-0.022755086,
-0.012677009,
-0.010208025,
-0.030811774,
0.04631873,
0.004786365,
-0.009233425,
-0.031273805,
-0.008619788,
-0.018827813,
0.03413263,
-0.0516321,
-0.02775081,
-0.06687916,
0.01749947,
0.044614986,
-0.014178613,
0.021643322,
-0.0415829,
-0.014871662,
0.029945463,
-0.03289092,
-0.022870595,
-0.0063854298,
0.0021116317,
-0.028068457,
0.03626953,
0.04187167,
-0.021585567,
-0.012850271,
-0.06751446,
-0.0021008027,
0.030898405,
-0.026306959,
0.027115516,
-0.0035572872,
-0.0071578897,
-0.048311245,
0.0076885046,
-0.01826471,
-0.008778612,
0.031158298,
-0.05463531,
0.032168992,
-0.02349145,
0.00976043,
-0.04146739,
0.025801612,
0.01992514,
-0.002319185,
0.03791552,
-0.02271177,
0.00023868657,
0.0398214,
-0.0369337,
-0.06711018,
0.0038911775,
0.019419791,
-0.029772202,
0.05327809,
0.034565784,
-0.0218599,
0.005887301,
-0.0035338246,
-0.010020324,
0.0012371995,
-0.017066315,
-0.00811444,
0.0050679157,
-0.0060677826,
0.045221403,
-0.073809646,
0.043604292,
-0.03104279,
-0.00064206234,
-0.02040161,
-0.06901606,
-0.022076476,
0.008959093,
-0.0077029434,
0.044614986,
0.021498937,
0.0033136373,
-0.0127925165,
0.021874338,
0.009825404,
0.004634761,
-0.036962576,
0.026797868,
0.06936259,
0.048397873,
0.065608576,
-0.0473583,
-0.022682894,
0.029064715,
-0.014063106,
-0.00063258706,
-0.00010174635,
-0.0006907923,
0.024184499,
-0.0050679157,
-0.010294655,
0.0050715255,
-0.027216585,
0.019751877,
0.02505081,
-0.022841718,
-0.044614986,
-0.030407496,
-0.02919466,
0.04178504,
-0.03179359,
-0.0494952,
-0.009644923,
-0.0008960898,
0.03956151,
0.015896795,
0.03606739,
-0.027144393,
-0.038897336,
-0.012005619,
0.03791552,
-0.02775081,
0.007854547,
-0.03375723,
-0.0129513405,
0.008208291,
0.039388247,
-0.0033804155,
-0.045567926,
0.030205356,
-0.045770068,
-0.00937781,
-0.075484514,
-0.017095191,
-0.0008775905,
0.045019265,
-0.027981825,
0.02194653,
0.015218186,
-0.043344397,
0.03017648,
0.029281292,
0.02291391,
0.00473944,
-0.04022568,
-0.010742249,
-0.00023214411,
0.0024383029,
-0.0114713935,
0.02929573,
-0.012106688,
0.016575405,
0.00802781,
0.020863643,
-0.04525028,
-0.0065586916,
-0.022986103,
-0.016301073,
0.0398214,
-0.042016055,
0.022148669,
-0.01933316,
0.00309345,
0.012121126,
0.018813374,
-0.031562574,
0.0063096276,
-0.026581291,
-0.08385885,
0.012287169,
-0.0052736644,
-0.006602007,
-0.024790917,
0.010735029,
0.039677016,
-0.04643424,
0.02019947,
0.04784921,
0.01671979,
0.00090827234,
-0.04845563,
0.071903765,
0.052180763,
0.016705353,
-0.030234233,
0.0039958567,
-0.003073597,
-0.001981685,
-0.012619255,
-0.03993691,
-0.003180081,
-0.0037215252,
0.02001177,
-0.023534765,
0.036125142,
0.020545995,
-0.04042782,
-0.045683436,
0.023765782,
-0.002678343,
-0.0062049483,
0.011319789,
0.02262514,
-0.003375001,
0.04011017,
-0.01644546,
-0.047820333,
0.0012092249,
0.07323211,
-0.0032612977,
-0.030580757,
-0.0060280766,
0.03777113,
-0.02899252,
-0.056541193,
-0.051805362,
0.034392525,
-0.039590385,
-0.013940378,
0.0021531424,
-0.026639044,
-0.024328884,
0.020430487,
0.019102145,
-0.011832356,
0.008345457,
0.015449203,
-0.009659361,
-0.068958305,
-0.013745459,
0.038348675,
-0.013774335,
-0.020993588,
-0.018004818,
0.025830489,
-0.023736905,
-0.035056695,
0.035951883,
-0.03471017,
0.020863643,
0.025108563,
0.0018363976,
0.03904172,
-0.004013905,
0.043546535,
-0.0028389713,
-0.021701075,
-0.044614986,
0.000517079,
0.009399468,
-0.026537975,
0.044152953,
-0.048397873,
0.0053494666,
-0.0010242315,
0.015145994,
-0.01690749,
-0.057089854,
0.012106688,
-0.037597872,
-0.018322464,
0.033035304,
0.0029959902,
0.023549205,
0.031100543,
0.010763907,
-0.02349145,
0.0013130017,
0.0010449869,
-0.026768992,
-0.009673799,
-0.040601082,
0.010944388,
-0.036327284,
-0.03251552,
-0.031187175,
-0.010944388,
-0.0016784765,
0.0012344923,
-0.015117116,
-0.0063096276,
0.0015656756,
0.027202146,
0.010272997,
0.03141819,
-0.025642788,
0.010857757,
0.008460965,
0.016589845,
-0.03491231,
0.036240652,
0.0153914485,
-0.026422467,
0.030291988,
0.005252007,
-0.010092516,
-0.02948343,
-0.008468185,
0.03424814,
-0.0048982636,
-0.020979151,
0.0023516717,
0.003470656,
-0.058158305,
0.010236901,
-0.015478079,
-0.009948131,
-0.029050276,
0.03935937,
0.029151345,
0.030898405,
-0.0035951883,
0.017008562,
-0.0266968,
0.04507702,
0.012980217,
0.015622464,
0.029512309,
-0.008417649,
-0.016503213,
-0.026537975,
-0.00029057494,
0.03017648,
-0.021137973,
0.009623265,
-0.0035645063,
0.002591712,
0.013904282,
0.013629951,
0.04282461,
0.043084502,
0.0030050143,
-0.023606958,
0.006941312,
-0.045221403,
-0.02552728,
-0.00060461246,
-0.04513477,
-0.013723801,
0.016618721,
-0.015896795,
-0.015203748,
0.009009629,
-0.005493852,
0.017643856,
0.013305084,
0.0020917787,
0.011038238,
0.004003076,
0.018004818,
0.026942253,
-0.011074334,
-0.039705895,
-0.041005358,
0.05908237,
-0.016358828,
-0.018235834,
0.0041221934,
0.035807498,
0.008655884,
-0.027274339,
0.00754412,
0.0013698533,
0.008013371,
0.0154925175,
-0.028270597,
0.014460164,
-0.016156688,
0.012965779,
-0.01460455,
0.004613103,
-0.0703444,
0.016358828,
-0.0027018057,
0.006923264,
0.021831023,
0.04614547,
0.013954816,
-0.000943015,
-0.0035410437,
0.023087172,
0.024949739,
0.0037864984,
-0.010518452,
0.0056382366,
0.0469829,
0.028285034,
0.0036529421,
-0.001460094,
0.048224613,
0.023000542,
-0.01392594,
-0.0035049475,
0.049639586,
0.0084320875,
0.017903749,
0.04340215,
-0.032544393,
0.01131257,
-0.0033930491,
0.019174337,
0.029945463,
-0.018741181,
-0.0049054828,
-0.018900005,
-0.012330485,
0.022639578,
0.013810432,
-0.0775059,
0.021614445,
0.0011424469,
0.04166953,
0.0029472602,
0.030956158,
-0.022076476,
0.032746535,
0.037684504,
0.014135298,
-0.006731954,
0.0012787102,
0.058909107,
-0.024993055,
0.01663316,
-0.030118724,
-0.00919011,
-0.0072192536,
-0.017658293,
-0.01741284,
0.036500543,
0.05810055,
-0.034190383,
-0.0012254682,
-0.017355084,
-0.006555082,
-0.06878505,
-0.0003510362,
-0.080393605,
-0.013810432,
0.018308027,
-0.034017123,
-0.04871552,
0.056974348,
-0.025123002,
0.0018733962,
0.007067649,
0.044297338,
0.028443858,
0.042333703,
0.058216058,
-0.015737973,
0.004244921,
0.044701617,
-0.04854226,
-0.018322464,
0.018048134,
-0.018524604,
-0.03574974,
-0.025642788,
-0.054548677,
0.022740647,
-0.0031493993,
0.028386105,
-0.036702685,
0.028155088,
-0.017932625,
-0.059602156,
-0.0033479286,
0.1111765,
-0.008814708,
0.022812841,
-0.008518719,
-0.004999333,
-0.056570068,
0.00084690866,
-0.03315081,
0.061508037,
-0.015073801,
-0.054548677,
0.0007702041,
-0.03499894,
0.0035139716,
0.007811232,
-0.0076451893,
0.01838022,
0.01644546,
-0.0040175146,
0.047906965,
0.016329952,
-0.03387274,
-0.025830489,
0.03315081,
0.036327284,
0.011493051,
0.061334778,
0.03277541,
-0.012828614,
-0.032024607,
0.0018111302,
0.00763797,
0.0005567849,
0.0006488304,
-0.009688238,
-0.0006307823,
-0.03800215,
-0.07444494,
-0.023289312,
-0.0068438523,
-0.037626747,
-0.0018345928,
-0.021166852,
0.009587169,
-0.055443864,
-0.04525028,
-0.02853049,
0.03240001,
-0.021831023,
-0.036240652,
0.0048982636,
-0.049726218,
0.24903536,
0.018235834,
0.040860973,
0.007804013,
0.008085564,
0.053133704,
0.029165784,
0.009904816,
0.010641179,
-0.02591712,
-0.013897062,
-0.030465249,
0.008648666,
0.011745725,
0.0012173466,
0.034045998,
-0.03739573,
-0.0076451893,
-0.0120922495,
-0.06693692,
-0.059602156,
0.029772202,
0.004078878,
0.04377755,
0.010229682,
-0.045510173,
-0.0061760712,
-0.03817541,
-0.0026530756,
-0.02079145,
0.030667389,
-0.0022506022,
0.020834764,
0.0035663112,
-0.0138320895,
0.028082896,
-0.0032215917,
-0.035316586,
-0.019867385,
-0.006392649,
0.019939577,
-0.03112942,
0.036702685,
0.0060208575,
-0.031244928,
0.014842785,
0.011406421,
0.013427812,
0.009175671,
-0.034594662,
0.055443864,
-0.049581833,
0.01411364,
-0.028386105,
-0.047647074,
0.010641179,
-0.033035304,
-0.048397873,
-0.06052622,
0.022971664,
0.014785031,
0.01460455,
-0.025902681,
0.02715883,
-0.002050268,
-0.019867385,
-0.04068771,
0.031475946,
0.016387705,
0.0007341078,
-0.044701617,
0.0136516085,
-0.01836578,
-0.04937969,
0.011969522,
-0.0019004685,
-0.001808423,
0.031360436,
0.00013919623,
-0.041265253,
0.01150749,
0.00811444,
0.017138507,
-0.03684707,
0.05812943,
0.041409638,
-0.053711247,
-0.007038772,
0.003046525,
0.008959093,
0.025989313,
0.032631025,
0.0293968,
0.006179681,
0.024444392
] | 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()
For a more in-depth example of how to finetune a model for audio classification, take a look at the corresponding PyTorch notebook. |
[
0.030788261,
0.008601758,
-0.032339163,
-0.018194368,
-0.028347028,
0.009542351,
-0.039031014,
-0.009678773,
0.003222069,
0.050346848,
0.0626679,
-0.01535105,
0.010727067,
-0.047216326,
0.007768866,
0.04606751,
-0.01386477,
-0.026049396,
-0.034751676,
-0.0093484875,
0.005560986,
0.020822285,
-0.05557396,
-0.039117176,
-0.041299924,
0.004017265,
0.009298227,
-0.017921526,
0.05856088,
0.037422672,
-0.019989394,
0.002705102,
-0.0077832267,
-0.024182571,
-0.019888872,
-0.04529206,
0.012062565,
-0.005420974,
-0.05922145,
-0.055114433,
0.0060133324,
0.006347207,
0.016399344,
-0.05835984,
-0.04529206,
0.017117355,
-0.008903322,
-0.018036406,
-0.01240721,
-0.0100449575,
-0.013735528,
0.031190347,
0.01909906,
-0.0005084407,
0.009642872,
0.027873142,
-0.024958022,
-0.010619366,
-0.008903322,
0.023019396,
0.045665424,
0.007732966,
-0.00012138853,
-0.03429215,
0.01604034,
0.008364814,
-0.022531148,
-0.042305138,
-0.052299835,
-0.008436616,
-0.04382732,
-0.019185223,
-0.042793386,
-0.033803903,
-0.00089347345,
-0.006429778,
-0.0039777746,
-0.01677271,
0.013721168,
0.06910127,
0.04089784,
0.038571488,
0.011251214,
0.023665603,
-0.0042111278,
-0.03236788,
0.050949976,
-0.047905616,
-0.03423471,
-0.029337881,
-0.0066990317,
0.047388647,
-0.02332096,
0.012385669,
0.036072813,
0.014877164,
0.023766125,
0.044200685,
0.02181314,
-0.025029823,
0.036647223,
0.088688575,
0.0046742437,
0.026724325,
-0.050634053,
-0.010138298,
0.016916312,
0.013749888,
-0.036848266,
-0.039145894,
0.0038198123,
0.02925172,
0.007833487,
-0.0050260685,
0.008393534,
0.046153672,
-0.012629793,
0.015150007,
0.0074026813,
-0.008486876,
0.01759124,
0.0038341724,
-0.0034841427,
-0.04391348,
0.002039148,
-0.01971655,
-0.014992045,
0.0145756,
-0.03139139,
-0.006221555,
-0.026724325,
0.02771518,
-0.012636973,
0.061519083,
0.021482853,
-0.02050636,
0.0072590793,
0.031764753,
-0.010353702,
-0.043712437,
0.018653896,
0.013821689,
-0.021626456,
0.049973484,
-0.008142231,
0.0023927677,
0.0027374125,
-0.037652437,
-0.028792193,
0.0021665946,
-0.032396603,
0.031649873,
0.007251899,
0.0071262475,
-0.04744609,
-0.031305227,
0.016327543,
0.016241383,
-0.0036833903,
0.0064620883,
-0.02263167,
0.013283182,
-0.041213766,
0.026566364,
-0.031219067,
0.037882198,
-0.005647147,
-0.008917682,
0.024283092,
-0.033286937,
0.0019206763,
0.025259586,
0.024555936,
0.02847627,
0.02706897,
0.0336603,
0.029639445,
0.0066918517,
0.033258215,
-0.033861343,
-0.01535105,
-0.007438582,
0.06352951,
0.012163087,
-0.01671527,
0.022847073,
-0.0070723966,
0.033516698,
-0.021655176,
0.045062296,
0.019860152,
0.061174437,
-0.03156371,
0.015666975,
-0.07289236,
-0.015150007,
-0.01825181,
0.011962044,
-0.009628512,
-0.05333377,
-0.003588254,
0.056636617,
-0.047991775,
0.027959302,
0.012227708,
0.0642188,
0.0029815359,
0.037594993,
-0.008529956,
0.00026723428,
0.036273856,
0.03423471,
-0.031965796,
-0.0048752865,
0.03704931,
0.008989483,
0.018653896,
-0.007977089,
0.019343184,
0.023450201,
0.031219067,
-0.003794682,
0.041357365,
-0.031736035,
-0.0031771935,
-0.038485326,
0.0033531059,
0.033832625,
0.03960542,
0.019127782,
-0.006882124,
0.038571488,
-0.015379771,
0.052443437,
0.031965796,
-0.00872382,
0.03785348,
0.02859115,
0.052184954,
-0.005679458,
0.00437627,
-0.006278996,
0.01680143,
0.050117087,
-0.012744674,
-0.023881007,
0.02402461,
0.007589364,
-0.04256362,
0.0071190675,
-0.043425236,
0.052098792,
0.007969909,
0.043224193,
-0.037681155,
-0.01965911,
0.03348798,
0.008989483,
-0.008551497,
-0.021339253,
0.0204202,
0.029524565,
-0.009312588,
-0.0021073588,
0.04974372,
0.042420022,
0.00076782174,
0.02841883,
0.0024520035,
-0.039950065,
-0.050289407,
-0.06335719,
-0.05184031,
-0.023148637,
-0.048422582,
-0.004821436,
-0.0068282736,
-0.057354625,
0.036101535,
0.013326262,
-0.0044983313,
0.010138298,
-0.029840488,
0.06002562,
0.033861343,
0.0076611647,
-0.06663131,
-0.000042295265,
-0.01240721,
0.043511394,
-0.007934009,
-0.06565482,
0.003652875,
0.0073344703,
0.029897928,
0.00586614,
-0.0011901013,
-0.0030282065,
-0.007919649,
0.016428065,
-0.005693818,
0.002198905,
-0.0061174436,
0.025015462,
-0.04250618,
0.018754417,
0.012479011,
-0.056694057,
-0.004896827,
0.037796035,
-0.019673469,
0.04891083,
0.013757069,
0.036216415,
-0.019702189,
0.020334039,
0.057440788,
-0.04885339,
-0.028232146,
-0.035613287,
-0.040725518,
-0.010030597,
-0.04664192,
-0.019472426,
-0.014151974,
0.07599416,
-0.046412155,
-0.070767045,
0.010052137,
-0.058675762,
-0.04454533,
-0.028332667,
0.0028199835,
0.05120846,
0.009420289,
0.028849635,
-0.042046655,
0.0003897447,
-0.014410458,
0.06582714,
-0.020779204,
-0.015537732,
0.023622524,
0.042534903,
0.015911099,
0.0057333084,
0.03216684,
-0.056004766,
0.01683015,
0.016557306,
0.015954178,
-0.010281901,
-0.016528586,
0.031621154,
0.029108118,
0.038456608,
-0.07335188,
0.004038805,
0.01236413,
0.023478922,
-0.0045593623,
0.031850915,
0.0058553703,
0.019558588,
0.002775108,
0.029869208,
-0.000119369135,
0.0022204453,
0.013950931,
-0.05031813,
0.027226932,
-0.05129462,
-0.010296261,
0.010554745,
-0.008436616,
-0.04331035,
0.033258215,
0.014187874,
0.045004856,
-0.016873231,
-0.01458996,
-0.00063992623,
-0.007869388,
0.050892536,
0.015753135,
0.032769967,
-0.0060061524,
0.01688759,
0.014159154,
-0.002121719,
0.015566453,
0.006067183,
0.016298823,
-0.025948875,
-0.05792903,
-0.050231967,
0.034493193,
0.033918783,
0.022990674,
0.008853061,
0.062438134,
-0.017921526,
0.049054433,
-0.001970937,
0.0043295994,
-0.03219556,
-0.0074888426,
0.016198302,
-0.00031973876,
0.009176166,
-0.019989394,
-0.019443706,
-0.044688933,
0.036360018,
-0.0031646283,
0.0011227878,
-0.03653234,
-0.001315753,
-0.037824757,
0.012069745,
-0.048365142,
-0.03423471,
-0.04374116,
0.027169492,
0.04965756,
-0.024627738,
0.023206078,
-0.053534813,
0.00950645,
0.019529868,
-0.044918694,
-0.04152969,
0.00293307,
-0.020621242,
-0.04089784,
0.007876568,
0.042678505,
-0.0016765529,
0.006415418,
-0.04902571,
-0.027557217,
0.051610544,
-0.009233606,
0.025417548,
0.0029546104,
-0.0067672427,
-0.030845702,
0.017174795,
-0.015394131,
-0.006296946,
0.013821689,
-0.055372916,
0.052385997,
-0.045550544,
0.010073678,
0.018122569,
0.011839982,
-0.007847847,
-0.0029833307,
0.046440877,
-0.030759541,
0.0015500037,
0.06312742,
-0.023679964,
-0.044143245,
0.0013678087,
0.0050655594,
-0.023938447,
0.060485147,
0.010095218,
0.0038485327,
0.009370028,
0.004975808,
-0.040696796,
0.007445762,
-0.01385759,
0.008932042,
-0.025790913,
0.0115312375,
0.03894485,
-0.083116814,
0.031190347,
-0.011839982,
-0.0020247877,
-0.009082824,
-0.043482676,
-0.027112052,
-0.006070773,
-0.0126226125,
0.056493014,
0.0076539847,
-0.0034679875,
-0.0062466855,
-0.028117266,
-0.017964605,
0.0005995382,
-0.03219556,
0.016930671,
0.07863644,
0.040811677,
0.03569945,
-0.059680976,
-0.020851005,
0.034119826,
-0.037623715,
-0.005535856,
-0.019055981,
0.007115477,
0.030156413,
-0.010490123,
-0.020750483,
-0.003516453,
0.034033667,
0.04078296,
0.013082139,
-0.026681244,
-0.00021226166,
-0.037020586,
-0.04012239,
0.055056993,
-0.018653896,
-0.041443527,
0.006131804,
0.0061748843,
0.016686548,
0.01829489,
0.019529868,
-0.009987516,
-0.033947505,
-0.020305317,
0.06513785,
-0.0019296514,
-0.012127186,
-0.027298734,
-0.03279869,
0.00032602134,
0.042707223,
0.0015589788,
-0.010475763,
0.048566185,
-0.0452059,
0.024771338,
-0.061059557,
-0.009391569,
-0.026738686,
0.025230866,
0.0069934158,
-0.00016211315,
0.0039957245,
-0.03452191,
0.03437831,
0.019285744,
0.047216326,
0.005639967,
-0.059566095,
-0.0001717614,
-0.0058446,
0.0013731938,
-0.011323015,
0.01025318,
-0.012967258,
0.021482853,
-0.004519872,
0.04313803,
-0.048480023,
-0.018409772,
-0.014891524,
-0.01971655,
0.056722775,
-0.053908177,
0.0061928346,
-0.00878126,
0.0042613884,
0.015264889,
0.008494056,
-0.026092477,
0.016700909,
-0.028964516,
-0.060312826,
0.005647147,
-0.00872382,
-0.0278875,
-0.020908447,
0.020592522,
0.05824496,
-0.038370445,
0.011301475,
0.03888741,
0.003949054,
-0.0046383436,
-0.04092656,
0.072030745,
0.03808324,
0.008867421,
-0.03656106,
0.010605006,
-0.013721168,
-0.021540295,
-0.01171792,
-0.04023727,
-0.027657738,
-0.018783137,
0.030098971,
-0.018682616,
0.035354804,
0.025173424,
-0.018639535,
-0.047101445,
0.023220439,
0.0023981528,
0.017461998,
-0.0015446186,
0.0015975719,
-0.0046311636,
0.039117176,
-0.023177357,
-0.06433368,
-0.0052450616,
0.056665335,
-0.029438403,
-0.03650362,
0.019903231,
0.0078047668,
-0.05321889,
-0.07300724,
-0.03592921,
0.00875254,
-0.011502517,
-0.011387636,
0.026221719,
-0.02859115,
-0.012737494,
-0.00012374451,
0.028907076,
-0.0511223,
0.017203515,
0.035900492,
-0.009563891,
-0.08219776,
-0.0043654996,
0.013261641,
-0.015695695,
-0.017433278,
-0.015006405,
0.016973753,
-0.02276091,
-0.026049396,
0.03733651,
-0.055143155,
0.022545509,
0.027427975,
0.011983584,
0.0116676595,
-0.0025309846,
0.030845702,
0.0037803217,
-0.028806554,
-0.048738506,
-0.0022922463,
-0.007740146,
-0.020003753,
0.02332096,
-0.02992665,
0.016643468,
0.002548935,
0.058790643,
-0.007991449,
-0.0481641,
-0.0017232236,
-0.041816894,
-0.02195674,
0.045607984,
-0.008838701,
0.007962729,
0.027485415,
-0.003719291,
-0.04756097,
0.010705527,
0.005625607,
-0.020075554,
-0.01826617,
-0.08024478,
0.017821005,
-0.036388736,
-0.0054927752,
-0.016356263,
-0.028806554,
0.022847073,
-0.011768181,
0.0014449948,
0.0063795173,
-0.012112826,
0.030414896,
-0.0027410025,
0.031736035,
-0.014948964,
0.029840488,
0.0150638465,
0.008300194,
-0.038313005,
0.054396424,
0.014417637,
-0.02704025,
0.015135647,
-0.008867421,
-0.037135467,
-0.0143817365,
-0.0062754056,
0.043769877,
-0.010734247,
0.0043367795,
-0.014467898,
-0.00057261286,
-0.06846942,
-0.006505169,
-0.022961954,
-0.010612185,
0.011301475,
0.039863907,
0.022243945,
0.037566274,
0.002850499,
0.054511305,
-0.0056543276,
0.02043456,
0.009018203,
0.02481442,
0.032396603,
-0.001750149,
-0.029467123,
-0.038054522,
0.0107127065,
0.011172233,
-0.04761841,
0.0050727394,
-0.0031861686,
0.008716639,
0.016241383,
0.0146545805,
0.033172052,
0.041500967,
0.017246597,
-0.0233784,
0.009592611,
-0.057555668,
-0.026566364,
0.0067277523,
-0.066803634,
-0.011581498,
0.036158975,
-0.025776552,
-0.017777923,
-0.0016846305,
-0.027284373,
0.0045234617,
0.05629197,
0.009599791,
-0.020894086,
0.010877849,
0.0064261877,
0.01671527,
0.012873916,
-0.052385997,
-0.037508834,
0.024326174,
-0.017706122,
-0.0045019216,
0.005173261,
0.057584386,
0.024211291,
-0.021798778,
-0.010202919,
0.0066056903,
-0.0057943393,
0.019831432,
-0.0366185,
0.008228392,
0.0026494563,
0.023780486,
-0.015997259,
-0.0022222404,
-0.055631403,
0.027600298,
0.011567138,
-0.00006591106,
-0.0038377624,
0.038485326,
-0.009054104,
-0.0097721135,
-0.0076611647,
0.03294229,
0.019113421,
-0.000031693402,
0.0033297706,
0.019817071,
0.040581916,
0.057325903,
0.0054712347,
-0.021971101,
0.032396603,
0.034608074,
-0.028433189,
-0.009729033,
0.06640155,
-0.0019835022,
0.014597139,
0.035297364,
-0.039691582,
0.005460465,
-0.014747921,
0.004760405,
0.0140945325,
-0.0046455236,
-0.008960763,
-0.02198546,
-0.00043641534,
0.04040959,
0.025388828,
-0.0657697,
0.014238135,
0.034923997,
0.039662864,
-0.011969224,
0.021511575,
0.006214375,
0.06065747,
0.036704663,
0.011071712,
0.009736213,
-0.0140945325,
0.051007416,
-0.026896648,
0.017203515,
-0.023866646,
-0.011093251,
0.0007242924,
0.0046275733,
-0.02408205,
0.015753135,
0.05247216,
-0.029108118,
-0.023852287,
-0.024599016,
0.001137148,
-0.061461642,
0.013642186,
-0.07226051,
0.013505765,
0.0140945325,
-0.009219246,
-0.031793475,
0.05037557,
-0.030357456,
0.0084222555,
0.013261641,
0.081968,
0.05049045,
0.09092876,
0.071456335,
-0.0022473708,
0.0026548414,
0.047216326,
-0.025460629,
-0.01907034,
0.0131324,
-0.009980337,
-0.023234798,
-0.023220439,
-0.042621065,
0.013218561,
-0.00877408,
0.01671527,
-0.048077937,
0.020003753,
-0.026192999,
-0.05330505,
-0.009729033,
0.11890243,
0.00049138797,
0.017763563,
-0.02050636,
-0.015092567,
-0.045091018,
0.012794935,
-0.030443616,
0.045981348,
-0.036991864,
-0.05614837,
0.009836734,
-0.03297101,
0.0026530463,
0.010131119,
0.012220527,
0.014065812,
-0.006085133,
-0.014891524,
0.016471146,
0.016916312,
-0.049255475,
-0.0058769104,
0.009965977,
0.03931822,
0.020290958,
0.060312826,
0.023895366,
-0.01828053,
-0.010303441,
-0.010626545,
0.008716639,
-0.011179413,
-0.017146075,
-0.038255565,
0.031879637,
-0.03446447,
-0.037422672,
-0.020535082,
0.0066954414,
-0.033516698,
-0.0031664234,
-0.04601007,
0.006505169,
-0.06220837,
-0.01601162,
-0.02850499,
0.033229496,
0.00017894151,
-0.023277879,
-0.02416821,
-0.019242663,
0.24584657,
0.01836669,
0.06502297,
0.022057261,
0.017074274,
0.035843052,
0.034923997,
-0.009133085,
0.021382332,
-0.046555758,
-0.015623894,
-0.055200595,
-0.0017088634,
0.019300103,
-0.00803453,
0.04244874,
-0.02554679,
0.014238135,
-0.00584819,
-0.04175945,
-0.034550633,
0.014805363,
0.00062960485,
0.04523462,
0.004821436,
-0.033344377,
0.0153223295,
-0.03001281,
0.012787755,
-0.013218561,
0.015422851,
-0.018050767,
0.020132996,
0.018696975,
-0.00075346156,
0.016729629,
-0.010540384,
-0.024713898,
-0.027944943,
-0.0011613809,
0.006160524,
-0.042305138,
0.006340027,
0.023823567,
-0.054396424,
0.03343054,
0.018969819,
0.023794845,
0.016614748,
-0.05792903,
0.0571823,
-0.047819454,
-0.0076827053,
-0.04730249,
-0.036762103,
-0.012658513,
-0.053649694,
-0.027313095,
-0.06674619,
0.029897928,
-0.008587398,
0.026638165,
-0.051524386,
0.006806733,
-0.0045844926,
-0.0146115,
-0.01965911,
0.005248652,
0.005923581,
0.008364814,
-0.035297364,
0.013225741,
-0.010727067,
-0.036963146,
0.0005183133,
0.040265992,
-0.015968539,
0.027413616,
-0.002493289,
-0.05626325,
0.0027912632,
0.023206078,
0.03503888,
-0.03282741,
0.045091018,
0.008436616,
-0.06559738,
-0.0009055899,
-0.013225741,
-0.0101813795,
0.02412513,
0.02043456,
0.038370445,
-0.0017977171,
0.009958796
] | trainer.push_to_hub()
For a more in-depth example of how to finetune a model for audio classification, take a look at the corresponding PyTorch notebook.
Inference
Great, now that you've finetuned a model, you can use it for inference!
Load an audio file you'd like to run inference on. Remember to resample the sampling rate of the audio file to match the sampling rate of the model if you need to! |
[
0.00441206,
0.04182661,
-0.0044894647,
-0.019140037,
-0.03256621,
-0.013517651,
-0.025613872,
-0.014228365,
-0.0011118109,
0.04036296,
0.05077739,
-0.01725418,
0.03782972,
-0.027767127,
-0.00923929,
0.03695716,
-0.033185445,
-0.031130707,
-0.0682849,
-0.039518546,
0.000047470767,
0.027626392,
-0.06963596,
-0.010618499,
-0.042558435,
0.005562573,
0.039518546,
0.00548165,
0.081964396,
0.037013453,
0.031440325,
0.0038843015,
-0.005087591,
-0.051706247,
-0.01642384,
-0.010709977,
0.051312186,
-0.0056821983,
-0.041376255,
-0.042164374,
0.02286953,
0.022559911,
0.027485656,
-0.045429442,
-0.032312885,
0.009056333,
-0.012806936,
-0.020477025,
-0.024600577,
-0.0067764176,
-0.00460909,
0.013756901,
0.046273854,
-0.0012217606,
0.003463854,
0.0021937157,
-0.023319883,
0.0051685134,
-0.033101004,
0.010991448,
0.032538064,
0.0053796167,
0.004355766,
-0.045992382,
0.01452391,
0.03284768,
-0.0076911985,
-0.044894647,
-0.053986162,
-0.020519245,
-0.037773427,
0.01982964,
-0.030539617,
-0.018422285,
-0.020195553,
0.0028762831,
-0.004654829,
-0.016733458,
0.039349664,
0.022785088,
0.027879715,
0.048018973,
0.035465363,
0.03723863,
-0.008000817,
-0.02496649,
0.047315296,
-0.029695204,
-0.0060164453,
-0.012251031,
-0.010512947,
0.06547018,
-0.02089923,
0.0021321438,
0.02441762,
0.01598756,
0.022996191,
0.046076823,
0.0051122196,
-0.015171294,
0.014376138,
0.10453838,
0.005446466,
0.021757718,
-0.009745938,
0.01618459,
0.0017055392,
0.011568463,
-0.043374702,
-0.021124408,
0.018703757,
0.009682607,
0.021194777,
-0.015903119,
-0.0018313215,
0.037323073,
0.013362842,
0.031637356,
-0.023643576,
-0.0041939197,
0.0062416224,
0.030173706,
0.008324509,
-0.043487288,
-0.0076911985,
-0.061304413,
-0.023925046,
0.0067799357,
-0.010147034,
-0.007705272,
-0.014537984,
0.017394915,
0.018731903,
0.049876682,
0.013742828,
-0.020674054,
-0.006340137,
-0.0028428584,
-0.0027003638,
-0.04106664,
0.0214481,
0.019900009,
-0.04649903,
0.060797766,
-0.018844493,
0.018492654,
0.017141592,
-0.038589694,
-0.012947672,
0.010470726,
-0.045513883,
0.033213593,
-0.0058897836,
0.003446262,
-0.03870228,
-0.008718568,
-0.0068397485,
-0.010132961,
-0.020603687,
0.026711611,
0.012954709,
-0.008570796,
-0.040137783,
0.024656871,
0.012673237,
0.005291657,
-0.009119664,
-0.01277879,
0.024656871,
-0.046302002,
0.025796829,
0.028273774,
0.020519245,
0.039602987,
-0.007233808,
0.020688128,
0.020392584,
-0.0053796167,
0.043740615,
-0.03822378,
-0.017817123,
-0.022982119,
0.06547018,
-0.0018805789,
-0.033016562,
0.008324509,
-0.013334694,
0.02706345,
-0.07267585,
0.032031413,
0.037660837,
0.06699013,
-0.034958713,
-0.00052116136,
-0.065357596,
-0.027921936,
-0.0032932123,
0.0019773347,
-0.0013466635,
-0.050242595,
-0.025670167,
0.033551358,
-0.035409067,
0.030567765,
-0.008655237,
0.057194933,
0.010625535,
0.040447403,
-0.0341143,
-0.0123917665,
0.03566239,
0.032228444,
-0.019773347,
-0.00065046217,
0.047343444,
-0.012215847,
-0.005770158,
-0.015466838,
0.023657648,
-0.0041904016,
0.021293292,
-0.008275251,
0.021912528,
-0.0071388115,
0.0029994268,
-0.007015668,
0.0013158775,
0.07222549,
0.048666358,
0.01792971,
-0.013897637,
0.04416282,
0.003011741,
0.06659607,
0.048441183,
0.010674792,
0.035465363,
0.009584092,
0.023728017,
-0.0037013453,
-0.005552018,
0.007015668,
0.037548248,
0.05713864,
-0.023235442,
-0.0126099065,
0.022588057,
0.0143831745,
-0.021082187,
0.010104814,
-0.045176115,
0.043825056,
0.0069734473,
0.040700726,
-0.041094784,
-0.035155743,
0.044979088,
0.025388695,
0.005235363,
-0.021518467,
0.005397209,
0.022756942,
-0.009633349,
-0.0014891581,
0.02955447,
0.035549805,
-0.013003966,
0.018703757,
0.0076349042,
-0.0039546695,
-0.033692095,
-0.074420966,
-0.093561,
0.00012512271,
-0.026711611,
-0.003463854,
0.0008136275,
-0.07380173,
0.000009881725,
0.013904674,
-0.011125146,
-0.013165812,
-0.019843714,
0.05004557,
0.04329026,
0.022193998,
-0.05468984,
-0.007733419,
-0.010055556,
0.02955447,
-0.002286953,
-0.032538064,
0.026500506,
-0.017085297,
0.013398026,
-0.007705272,
-0.006519575,
0.0038315258,
-0.008648201,
0.016691238,
-0.018745977,
0.0029871124,
-0.0041622543,
0.008120442,
-0.053085454,
0.012652127,
0.03780157,
0.005471095,
-0.0012991652,
0.04396579,
-0.017873418,
0.04472576,
0.028301923,
0.018731903,
-0.013398026,
0.01074516,
0.05984076,
-0.037351217,
-0.032538064,
-0.043599878,
-0.057420112,
-0.046358295,
-0.036422364,
-0.0248539,
-0.02742936,
0.04106664,
-0.033776537,
-0.06248659,
-0.006519575,
-0.049088564,
-0.027724907,
-0.006523093,
0.0041341074,
0.03881487,
0.03383283,
0.0038737464,
-0.05001742,
0.0031260888,
-0.0052212896,
0.065582775,
-0.013623202,
-0.015523133,
-0.026289403,
0.040025193,
0.01911189,
0.011856971,
0.02378431,
-0.04756862,
0.0070649255,
0.02457243,
0.027147891,
-0.005207216,
0.007195106,
0.0243754,
0.031721797,
0.02310878,
-0.041291814,
-0.002070572,
0.044134673,
0.034733538,
0.022742867,
0.029272998,
0.019534096,
0.020322215,
-0.0021286255,
-0.007740456,
0.012089185,
-0.011927339,
0.02310878,
-0.06862266,
0.012764716,
0.0045914976,
-0.020153333,
-0.0058721914,
0.027316773,
-0.02924485,
0.0584897,
0.013151739,
0.038083043,
-0.044500586,
-0.008197847,
0.019379288,
0.013025076,
0.036422364,
0.009957042,
0.030961825,
-0.011385507,
-0.01847858,
0.00037272935,
-0.024164297,
-0.012806936,
0.049989272,
-0.005615349,
-0.014235402,
-0.04312138,
-0.053085454,
0.03380468,
0.022447323,
0.028822644,
0.013841343,
0.05595646,
-0.022123631,
0.04320582,
0.030286293,
-0.0075363894,
0.00076041184,
-0.014749087,
0.041348107,
0.011082926,
0.028766349,
-0.013968005,
-0.019182257,
-0.047033824,
-0.0020477024,
0.006213475,
0.02089923,
-0.022686573,
-0.017746754,
-0.026261257,
0.018380065,
-0.022573985,
0.0009253363,
-0.028428584,
0.025937565,
0.051509216,
-0.018563021,
0.02710567,
-0.06524501,
0.03031444,
0.020913305,
-0.03695716,
-0.05274769,
-0.0099500045,
-0.019280773,
-0.049257446,
0.01028777,
0.048103414,
-0.0068854876,
0.007325286,
-0.023728017,
-0.0060727396,
0.036253482,
-0.008366729,
0.012039928,
0.03158106,
-0.029216703,
-0.011906229,
0.011505133,
0.01155439,
-0.020716276,
0.004186883,
-0.028400438,
0.044697616,
-0.040391106,
-0.032453623,
0.03909634,
-0.0021690868,
-0.015804604,
-0.0067060497,
0.03791416,
-0.031721797,
-0.014622425,
0.042445846,
-0.025810903,
-0.06721531,
0.003046925,
0.0065617957,
-0.0025455544,
0.03487427,
-0.0028235072,
0.0042889165,
0.025585726,
0.0054007275,
-0.027753053,
0.010062593,
-0.047427885,
0.0048237117,
-0.033495065,
0.0022887122,
0.004943337,
-0.0541269,
0.034480214,
0.0031718279,
-0.020631833,
-0.007831934,
-0.054661695,
-0.023882825,
-0.01151217,
-0.03889931,
0.056012753,
0.000082792096,
-0.02837229,
-0.008535612,
-0.034452066,
-0.013918747,
-0.011568463,
-0.01959039,
-0.0024188925,
0.0467805,
0.008613016,
0.021265144,
-0.043402847,
-0.017211959,
0.045851648,
-0.049201153,
0.015002411,
-0.036337923,
0.00030807895,
0.01452391,
-0.040813316,
-0.0028639687,
-0.0037752315,
0.0075223157,
0.039265223,
-0.0055836835,
-0.015480912,
-0.0019843716,
-0.046583474,
-0.04368432,
0.027373068,
-0.0336358,
-0.030652206,
0.0077474928,
0.021321438,
0.006308472,
0.012708422,
0.018197108,
-0.015565353,
-0.03501501,
-0.053986162,
0.07104331,
-0.0033248777,
-0.021082187,
-0.014847602,
-0.043036934,
-0.005720901,
0.03256621,
0.0075434265,
-0.035268333,
0.03003297,
-0.024755387,
0.022193998,
-0.064288005,
-0.020097038,
-0.039546695,
0.03566239,
-0.012490282,
0.0066392003,
-0.019365214,
-0.0008738799,
0.01911189,
0.012785826,
0.04278361,
0.031609207,
-0.042952493,
-0.019083742,
-0.023179147,
-0.007124738,
0.0016800308,
0.014467616,
-0.016649017,
0.014861676,
-0.039800018,
0.031749945,
-0.044500586,
-0.0045422404,
0.0010106573,
-0.016240884,
0.07453355,
-0.030229999,
-0.0022939898,
-0.005815897,
0.018886713,
0.017718608,
-0.0040004086,
-0.036309775,
-0.009161885,
-0.033129152,
-0.06192365,
0.008711532,
-0.016944561,
-0.026261257,
-0.006164218,
0.018548947,
0.039518546,
-0.037604544,
0.012602869,
0.029948529,
-0.012659164,
-0.010787381,
-0.07565944,
0.028076746,
0.00921818,
-0.009788158,
-0.03628163,
-0.008922635,
-0.011040705,
-0.017465284,
-0.008634127,
-0.042586584,
-0.02904782,
-0.0025613874,
0.03771713,
-0.01653643,
0.03988446,
0.0057842317,
-0.011526243,
-0.06648348,
0.002035388,
0.024952415,
0.018098593,
-0.006076258,
0.022827309,
0.007124738,
0.04571091,
-0.030595912,
-0.04281176,
-0.015692016,
0.041319963,
-0.012455097,
-0.021814013,
0.010646646,
0.0031700686,
-0.062430296,
-0.060009643,
-0.013982078,
-0.014706867,
0.005288139,
-0.029301144,
0.04405023,
0.005696272,
-0.022348808,
-0.006519575,
0.04250214,
-0.055224635,
0.04320582,
0.027753053,
-0.011737346,
-0.046330146,
0.01994223,
-0.009316694,
-0.029582616,
-0.024065781,
-0.037435662,
-0.0068503036,
-0.03600016,
-0.007670088,
0.04680865,
-0.03566239,
0.028484879,
0.025979785,
0.0014117536,
0.015635721,
0.015537206,
0.023418399,
0.008113406,
-0.04472576,
-0.044444293,
-0.01072405,
0.010041483,
-0.006881969,
0.015860898,
-0.02524796,
0.035240185,
0.036028303,
0.0702552,
0.028400438,
-0.06682125,
0.004549277,
-0.043430995,
-0.035268333,
0.037773427,
-0.027401214,
0.024093928,
0.03794231,
-0.0017284086,
-0.052241042,
0.008000817,
-0.031609207,
-0.01201178,
-0.01994223,
-0.08168292,
-0.012673237,
-0.038477104,
-0.02330581,
-0.0039018935,
-0.022602132,
0.029104115,
0.028555246,
0.0071282564,
-0.006357729,
-0.015100926,
0.02457243,
0.0059003388,
0.017535651,
-0.017127518,
0.026894566,
0.011441802,
0.0046302,
-0.026993081,
0.0546054,
0.034592804,
-0.043459143,
-0.0018876158,
-0.0057138638,
-0.018028226,
-0.019956304,
0.01472094,
0.041376255,
-0.00005008207,
-0.000055167242,
-0.021616982,
0.012194737,
-0.05381728,
-0.027809348,
-0.03597201,
-0.025824975,
0.020237774,
0.049173005,
-0.0014689275,
0.044247262,
0.0025754608,
0.05184698,
0.012061038,
-0.010118887,
0.014552058,
0.024290958,
0.031158853,
0.009105591,
-0.010843676,
-0.029357439,
0.02841451,
0.018647462,
-0.012849157,
-0.026697537,
-0.022855455,
-0.010597388,
0.006843267,
-0.012504355,
0.011955487,
0.02588127,
0.0219266,
-0.015593501,
0.009738901,
-0.04593609,
-0.025459064,
-0.0029185037,
-0.07340767,
-0.05283213,
0.0428962,
-0.041348107,
-0.0041728094,
-0.022827309,
-0.01994223,
-0.013426173,
0.05860229,
-0.008507465,
-0.0046055713,
0.037097894,
0.0049750023,
0.0009939449,
0.012842121,
-0.04320582,
-0.007585647,
0.010970337,
-0.039940752,
-0.011075889,
-0.008795973,
0.047709357,
0.055337224,
-0.017746754,
-0.05286028,
-0.012715458,
0.003328396,
0.02310878,
-0.032988418,
0.011441802,
0.013193959,
0.018014152,
-0.01638162,
-0.01070294,
-0.0026247182,
0.027330847,
0.027527876,
-0.0037717132,
0.0012604629,
0.031187002,
-0.02057554,
-0.020294068,
0.0015524892,
0.020871084,
0.024685018,
0.0027021228,
0.010041483,
0.020491099,
0.048891537,
0.060685176,
0.0074026906,
-0.0341143,
0.024656871,
0.022841383,
0.0011469949,
-0.0075926837,
0.06304953,
0.013208033,
-0.004943337,
0.022250293,
-0.04174217,
-0.018253403,
-0.005650533,
-0.009344841,
-0.011364397,
0.00082330307,
0.0060973684,
-0.012933599,
-0.0031982157,
0.018900786,
0.022827309,
-0.038955603,
0.025740534,
0.05013001,
0.04649903,
0.014376138,
0.04106664,
0.008648201,
0.041601434,
0.032988418,
0.0038033787,
0.025304254,
-0.017465284,
0.0448665,
-0.0013985597,
0.03605645,
-0.02149032,
-0.01998445,
-0.022179926,
0.0061536627,
-0.044669468,
0.01662087,
0.02334803,
-0.023854678,
-0.02251769,
-0.021518467,
-0.0016747533,
-0.023235442,
0.017155666,
-0.06997372,
0.025810903,
0.021546615,
-0.004348729,
-0.009204106,
0.051509216,
-0.017577872,
0.011301066,
0.020153333,
0.08703087,
0.05156551,
0.0877064,
0.078530446,
0.014094667,
-0.006934745,
0.03186253,
-0.027851569,
-0.010337027,
-0.007529353,
-0.0057455297,
0.010217402,
-0.03822378,
-0.045119822,
0.009450393,
0.00024628724,
-0.008000817,
-0.041882902,
0.03493057,
-0.031806238,
-0.03636607,
0.002304545,
0.115740925,
0.022588057,
-0.0033055267,
-0.02983594,
0.00043452106,
-0.057504553,
0.0036520879,
-0.04202364,
0.040475547,
-0.023151001,
-0.061642177,
-0.0003857034,
-0.06355618,
-0.025613872,
0.011265882,
0.012785826,
-0.0107592335,
0.013461357,
-0.010428505,
0.022672499,
0.00989371,
-0.049257446,
0.014889822,
0.032425474,
0.032200295,
0.011526243,
0.05381728,
0.011406617,
-0.033326183,
-0.010273696,
0.018450433,
0.0054007275,
-0.031074412,
-0.029892234,
-0.026528655,
0.040531844,
-0.04689309,
-0.056406815,
-0.0054007275,
0.017549725,
-0.01426355,
0.0040355925,
-0.045992382,
0.037294924,
-0.07689791,
-0.010583314,
-0.02398134,
0.004151699,
0.0073463963,
-0.006600498,
-0.04776565,
-0.0043874313,
0.23485951,
0.03177809,
0.06518871,
0.06102294,
0.0214481,
0.03715419,
0.032425474,
-0.045288704,
-0.007332323,
-0.03566239,
-0.020153333,
-0.03431133,
-0.021574762,
0.0026810125,
-0.009133738,
0.040785167,
-0.010182218,
0.03228474,
0.012673237,
-0.0482723,
-0.03774528,
0.028513025,
0.0041235522,
0.053198043,
0.011385507,
-0.004369839,
0.0082471045,
-0.024685018,
0.023671722,
-0.027274553,
0.016353473,
-0.02588127,
0.037294924,
0.018408213,
0.028766349,
-0.005228326,
-0.0005383135,
-0.02160291,
0.00027069607,
-0.017197886,
0.0053127673,
-0.025585726,
-0.010660719,
0.0047603804,
-0.07273214,
0.04903227,
0.015874973,
0.033523213,
0.04250214,
-0.06760936,
0.025740534,
-0.032453623,
0.020012597,
-0.043262113,
-0.04405023,
-0.012666201,
-0.0818518,
-0.033607654,
-0.034395773,
0.056885317,
-0.02251769,
0.045992382,
-0.015185367,
0.011448838,
-0.016297178,
0.019097816,
-0.0039370772,
-0.0021039967,
-0.0011452356,
0.004704086,
-0.01598756,
-0.018816344,
-0.01173031,
-0.051537365,
-0.0058545996,
0.063612476,
-0.011230698,
0.038392663,
-0.0066356817,
-0.056181636,
0.0013422654,
-0.0143831745,
0.043374702,
-0.003662643,
0.04064443,
0.016198663,
-0.04680865,
0.035324626,
-0.057983052,
0.0010396839,
0.013208033,
0.013756901,
0.051368482,
-0.01365135,
0.004978521
] | from datasets import load_dataset, Audio
dataset = load_dataset("PolyAI/minds14", name="en-US", split="train")
dataset = dataset.cast_column("audio", Audio(sampling_rate=16000))
sampling_rate = dataset.features["audio"].sampling_rate
audio_file = dataset[0]["audio"]["path"]
The simplest way to try out your finetuned model for inference is to use it in a [pipeline]. Instantiate a pipeline for audio classification with your model, and pass your audio file to it: |
[
-0.0012397105,
0.040490497,
-0.01948404,
-0.004461128,
-0.024592927,
-0.034781426,
0.012215951,
-0.004969821,
0.0010677064,
0.054924205,
0.025690826,
-0.014697202,
0.051586594,
-0.046872947,
-0.019571872,
0.015224193,
-0.042832684,
-0.048131872,
-0.05875953,
-0.036830835,
0.008095172,
-0.0010786853,
-0.066049576,
-0.0038792416,
-0.043213286,
0.044501487,
0.027989093,
-0.018752107,
0.06329751,
0.047692712,
0.001915833,
-0.026788725,
-0.0033193133,
-0.048073318,
-0.000112305876,
-0.02652523,
0.033259008,
0.008936894,
-0.026129985,
-0.057822656,
0.014404429,
-0.007846315,
-0.008527013,
-0.029086992,
-0.04576041,
-0.013379724,
0.00059240777,
-0.011754834,
-0.003645023,
-0.04230569,
-0.024197685,
0.00020539852,
0.054602154,
0.015458412,
-0.012084204,
-0.011945136,
-0.027198607,
0.0016148258,
-0.050181285,
-0.02510528,
0.01797626,
0.034488652,
0.001201284,
-0.030184891,
0.009376054,
0.03712361,
-0.021035736,
-0.0047648796,
-0.020142779,
-0.02738891,
-0.041544482,
0.06862598,
-0.019850006,
-0.038909525,
-0.04025628,
0.0037511534,
-0.018781384,
-0.006744757,
0.01894241,
0.040109895,
0.015648713,
0.056153852,
0.007846315,
0.04101749,
-0.016263537,
-0.025617633,
0.021269955,
-0.0103275655,
-0.046258125,
-0.039436515,
-0.022894844,
0.06241919,
-0.02412449,
0.029145546,
0.057646994,
0.03729927,
0.0012214121,
0.012457489,
-0.0044172117,
-0.032761294,
0.046960782,
0.096263744,
-0.009236987,
0.021035736,
-0.011813388,
0.017829873,
0.02651059,
0.024519734,
-0.015502327,
-0.024153769,
0.029174823,
-0.008702676,
0.03615746,
-0.013533429,
-0.026276372,
0.044237994,
0.014711841,
0.032292858,
-0.041076045,
-0.043447506,
0.015092446,
0.015458412,
0.027315715,
-0.06569825,
0.0040732035,
-0.04599463,
0.02271918,
0.041310262,
0.01970362,
0.030331278,
0.025881128,
0.013379724,
0.013906715,
0.022206828,
-0.019952476,
-0.010583742,
0.008592886,
-0.011718237,
0.02997995,
-0.0067593954,
0.009676146,
-0.0101592215,
-0.026056793,
0.10124089,
-0.0114547415,
0.0054272786,
0.02652523,
-0.046697285,
-0.0017996387,
-0.004559939,
-0.046697285,
0.02381708,
0.0106057,
0.021767668,
-0.05832037,
0.006689862,
-0.028852774,
0.01319674,
0.00068481424,
0.0017081471,
0.007125362,
-0.009376054,
-0.017463906,
0.058583867,
-0.01699547,
0.039231576,
-0.010978986,
-0.023231534,
0.006883824,
-0.036098905,
0.00898081,
0.0036065967,
-0.004841733,
0.023085147,
0.04523342,
0.0008742017,
0.053636003,
0.009434608,
0.02738891,
-0.015399857,
0.00714366,
-0.004120779,
-0.01645384,
0.020318443,
-0.024944255,
0.016439201,
-0.000681612,
0.0022049462,
-0.031033933,
0.002977135,
0.03905591,
0.06376595,
-0.05463143,
-0.0018353204,
-0.037679877,
-0.033171173,
-0.024944255,
0.03981712,
-0.0021957972,
-0.041251708,
-0.029174823,
0.02391955,
-0.015238832,
0.026876556,
-0.0212114,
0.022353215,
0.016600227,
0.060369782,
-0.054807097,
0.0057090726,
0.018239755,
0.03299551,
-0.01633673,
0.0043330397,
0.033463947,
-0.013284572,
-0.0092003895,
0.0029295592,
0.02923338,
-0.0042891237,
-0.002188478,
0.02510528,
0.02954079,
0.028940605,
0.0015160149,
-0.023187617,
-0.007912189,
0.044413656,
0.018269032,
-0.0041903127,
0.02358286,
0.02023061,
0.0046001947,
0.051030323,
-0.00811713,
0.047692712,
0.05000562,
0.05076683,
0.006722799,
-0.04133954,
-0.032263577,
0.007860954,
0.018254394,
0.05559758,
-0.024871062,
-0.019132713,
0.00079185935,
-0.017668847,
-0.041163877,
0.043271843,
-0.033903107,
0.036538064,
0.008753912,
0.019879283,
-0.04684367,
-0.008409902,
-0.00034606678,
0.044940647,
-0.032205023,
-0.008365987,
0.01460937,
0.016351368,
0.0144703025,
0.0055590263,
0.039787844,
0.029775009,
-0.032702737,
0.018693553,
-0.030916823,
-0.054894928,
-0.047897656,
-0.0701484,
-0.08010268,
0.010078709,
-0.031970806,
-0.014711841,
0.020684408,
-0.037152886,
0.024300154,
0.016907638,
-0.0007049424,
-0.00822692,
0.006843568,
0.04936152,
0.031297427,
0.012494085,
-0.07284191,
0.018810662,
-0.03451793,
0.029628621,
-0.0054089804,
-0.026803363,
-0.016614866,
-0.037152886,
0.00129918,
0.001331202,
0.020552661,
-0.018971687,
-0.01395795,
0.0218555,
-0.021035736,
-0.015839016,
-0.013818883,
0.018356863,
-0.033903107,
0.0075315842,
0.043681722,
-0.03744566,
0.007956105,
0.057734825,
-0.029950673,
0.037182163,
0.014748437,
0.013613942,
-0.0036761304,
0.016658781,
0.040109895,
0.014960698,
-0.06212642,
-0.030477664,
-0.041193154,
-0.011630406,
-0.02781343,
-0.019967115,
0.020245248,
0.044735707,
-0.0018481292,
-0.06628379,
0.008790508,
-0.0701484,
-0.04271557,
-0.034693595,
-0.03431299,
0.015077807,
0.025295584,
-0.008761231,
-0.066518016,
-0.009119878,
0.016951554,
0.05679795,
0.0008842658,
-0.011271759,
0.005540728,
0.060604,
-0.024168408,
0.025441969,
0.030360555,
-0.02987748,
-0.0073229834,
-0.007348601,
-0.030887546,
-0.03211719,
-0.006700841,
0.032409966,
0.024212323,
0.03800193,
-0.033054065,
-0.0055443877,
0.012933245,
0.05507059,
-0.002292778,
0.020903988,
0.025632272,
0.008871021,
-0.015751185,
-0.026261734,
-0.021928694,
-0.0036633215,
0.03258563,
-0.05398733,
0.03179514,
-0.015399857,
-0.036450233,
0.028633194,
-0.021035736,
-0.035249863,
0.077292055,
-0.012538002,
0.043711,
-0.019425485,
-0.014953379,
-0.005760308,
0.017244326,
0.021372424,
0.019000964,
0.025529802,
-0.0135407485,
-0.017229687,
-0.034049492,
-0.0296579,
0.0032552693,
0.00941265,
0.010986305,
-0.036011074,
-0.0044721067,
-0.047341384,
-0.0009222348,
0.021665199,
0.025310222,
-0.004944203,
0.0392023,
-0.021840861,
-0.0033815275,
0.023831718,
-0.011440103,
0.02327545,
-0.04101749,
0.013226018,
0.024402626,
0.00008640233,
-0.009815213,
-0.020552661,
-0.029174823,
0.0014135444,
0.006744757,
0.014953379,
-0.021372424,
-0.009178432,
-0.01763957,
-0.031560924,
-0.030009227,
-0.0350742,
-0.053313952,
0.02393419,
0.0318537,
-0.04640451,
0.0033431011,
-0.038792416,
-0.0124135725,
0.038206868,
-0.02109429,
-0.015970765,
-0.006188488,
-0.032732017,
-0.03202936,
-0.01569263,
0.044764984,
0.020157417,
0.011183927,
-0.04742922,
0.021079652,
0.031531647,
0.0046477704,
-0.01904488,
0.020538023,
-0.019132713,
0.004314741,
0.027462102,
-0.035015646,
-0.041720144,
0.014580092,
-0.06493704,
-0.004720964,
-0.017273603,
-0.0077877603,
0.009266264,
0.007956105,
0.014638647,
0.0015919529,
0.006462963,
-0.032351412,
-0.00421959,
-0.0050832704,
-0.03170731,
-0.10334885,
0.03407877,
0.048073318,
0.01948404,
0.0417787,
0.005452896,
-0.03721144,
0.03387383,
0.0066605844,
0.013643219,
0.03808976,
-0.03993423,
0.014375152,
-0.02879422,
-0.00919307,
0.01698083,
-0.049332242,
0.06862598,
0.003127181,
-0.011432784,
0.003063137,
-0.07172937,
0.0057529886,
-0.033844553,
-0.036216013,
0.03852892,
-0.004490405,
-0.0003881529,
0.0010503229,
-0.0052552745,
0.035981797,
-0.03788482,
-0.05076683,
0.012845413,
0.05398733,
-0.0076560127,
0.03126815,
-0.038441088,
-0.0020860073,
0.03753349,
-0.027286438,
0.020903988,
-0.0144703025,
-0.010217776,
-0.010803321,
0.0075828196,
0.0021079653,
0.031151041,
-0.009903045,
-0.011374229,
-0.0016935085,
-0.00021729243,
-0.023524307,
-0.014836269,
-0.029672539,
0.042481355,
-0.027330354,
-0.029775009,
-0.030887546,
0.022572795,
0.017493183,
0.014236084,
0.023612138,
-0.029936034,
-0.04663873,
-0.039875675,
0.030448386,
-0.029043077,
0.014316597,
-0.050883938,
-0.023524307,
-0.009873767,
0.023656053,
-0.00811713,
-0.053840946,
0.011857305,
-0.02769632,
-0.027535295,
-0.037855543,
-0.02888205,
-0.030360555,
0.060369782,
-0.037269995,
0.008204962,
-0.02088935,
-0.010371482,
-0.009566356,
0.013262615,
0.038119037,
0.03311262,
-0.034371544,
-0.0076486934,
-0.013489514,
0.006733778,
-0.007773122,
0.038060483,
-0.018547166,
0.008519692,
-0.03800193,
-0.021504173,
-0.061716538,
-0.022382492,
0.0058810767,
-0.0073851976,
0.06435149,
-0.007216853,
-0.010378801,
0.0025837212,
0.038821694,
0.020977182,
-0.010539826,
-0.03896808,
-0.021943333,
-0.03961218,
-0.06224353,
0.035571914,
-0.015560882,
0.00017074609,
0.01569263,
0.014360513,
0.056680843,
-0.013452917,
0.031531647,
0.046609454,
0.029892119,
0.018708192,
-0.031033933,
0.03211719,
0.011967095,
-0.022880206,
-0.020186694,
-0.021987248,
0.026656976,
0.0023110765,
-0.019513316,
-0.030360555,
-0.018883856,
-0.02954079,
0.042130027,
-0.0051381653,
0.028516086,
-0.0047465814,
-0.03214647,
-0.03299551,
0.02349503,
0.028223312,
0.0034492314,
0.06481993,
0.033698168,
0.015458412,
0.03832398,
-0.015751185,
-0.006616669,
-0.043271843,
0.04415016,
-0.011271759,
0.0058847363,
0.002953347,
0.043125454,
-0.034342267,
-0.038060483,
-0.023363281,
-0.0065288367,
-0.043096177,
-0.046375234,
0.024417264,
0.002616658,
-0.031473093,
0.043242563,
0.041427374,
-0.027462102,
0.028384337,
0.029306572,
-0.022821652,
-0.0599599,
-0.00041857382,
0.044413656,
-0.04751705,
-0.027579213,
-0.04078327,
0.023026593,
-0.028618556,
-0.040080618,
0.042071473,
0.00092269224,
0.014792353,
0.029613983,
0.0013074141,
0.04684367,
0.023860995,
0.02986284,
0.005021056,
-0.0056102616,
-0.06798188,
-0.0068582064,
-0.0064446647,
-0.0024611226,
0.034576487,
-0.052435637,
0.019645065,
-0.0010155562,
0.027140053,
0.031882975,
-0.068977304,
0.02921874,
-0.05346034,
-0.023656053,
0.0056871143,
-0.008731953,
-0.0057273707,
0.04081255,
-0.0020036648,
-0.038704585,
0.0074840086,
0.017390713,
-0.030243445,
-0.012523362,
-0.059813514,
-0.0054162997,
-0.032205023,
-0.02498817,
-0.022733819,
-0.0030045824,
0.016409924,
0.02165056,
-0.017595654,
-0.019074157,
0.020201333,
0.031560924,
-0.046668008,
0.00898081,
0.01482895,
0.013709093,
0.018049452,
0.010913111,
-0.03961218,
0.047019336,
0.030828992,
-0.021152845,
0.016483117,
-0.0028783241,
0.009127197,
-0.019937837,
0.0060128244,
0.039524347,
0.0031784163,
0.01395795,
-0.010459313,
0.019732896,
-0.04060761,
-0.013943312,
-0.027154692,
0.0038975398,
-0.0027319374,
0.0016825296,
-0.011952455,
0.04198364,
-0.021723753,
-0.0003106138,
-0.011344952,
0.03580613,
0.030799715,
-0.0051015685,
0.027871985,
-0.024168408,
0.0020731983,
-0.02369997,
0.0118792625,
0.034576487,
-0.01655631,
0.003549872,
-0.00008462968,
-0.03800193,
-0.012691707,
-0.031648755,
0.011235162,
0.061775092,
0.013328488,
-0.046345957,
0.028384337,
-0.007619416,
-0.02923338,
0.022704542,
-0.03756277,
-0.03322973,
0.022118997,
-0.033024788,
0.010305608,
-0.017258964,
0.013343127,
0.00011053323,
0.056505177,
0.009354096,
0.0150338905,
0.022177551,
-0.005815203,
-0.010144583,
-0.02813548,
-0.039260853,
-0.003648683,
0.035454802,
-0.0069021224,
-0.033581056,
0.0392023,
0.029204102,
0.0010448335,
-0.050152007,
-0.043711,
-0.022807013,
0.020933265,
0.0144995805,
-0.014521538,
-0.0022360533,
-0.045321252,
0.035776854,
-0.024827145,
0.026759448,
-0.00061528065,
0.03366889,
0.017010108,
0.020640492,
-0.008124449,
0.011747515,
0.013284572,
-0.010225095,
-0.0042488673,
0.014821631,
0.024080575,
-0.0052003795,
-0.014236084,
-0.026378842,
0.08156654,
0.02369997,
0.021782307,
-0.018459335,
0.017068664,
0.016951554,
-0.009946961,
-0.014148253,
0.05375311,
0.02640812,
0.009288222,
0.02640812,
-0.015004613,
-0.02337792,
0.047341384,
-0.02705222,
0.02804765,
-0.0039634136,
-0.023831718,
0.034459375,
0.0045087035,
-0.008058575,
-0.01698083,
-0.0593158,
0.012706346,
0.0045087035,
0.055480473,
-0.0041280985,
0.027257161,
-0.055568304,
0.03246852,
0.013731051,
0.011601128,
0.027037581,
0.012311103,
0.042364247,
-0.022148274,
0.0253395,
0.010656935,
-0.00692408,
-0.017244326,
-0.028633194,
-0.06938719,
0.022675265,
0.04394522,
-0.013767648,
0.037914097,
-0.0449992,
0.00094602257,
-0.053431064,
0.015531605,
-0.03150237,
0.011279078,
0.023656053,
-0.042159304,
-0.048336815,
0.03399094,
-0.0040000104,
0.0122452285,
0.018678915,
0.078170374,
0.022353215,
0.07694073,
0.006828929,
-0.0015498667,
0.022338577,
0.03343467,
-0.06845032,
-0.01860572,
0.009910365,
0.00068755896,
-0.030858269,
-0.052904073,
-0.066166684,
-0.004486745,
-0.0031674374,
-0.014258043,
-0.05249419,
0.02608607,
-0.010796002,
-0.033083342,
0.038148314,
0.08197643,
0.024314793,
-0.007626735,
-0.016146429,
0.013108909,
-0.033786,
-0.006236064,
-0.020420913,
0.042276412,
-0.028984522,
-0.028384337,
0.0175371,
-0.015824378,
-0.038206868,
0.021796945,
0.017610293,
-0.016629504,
0.029570067,
0.03788482,
0.022733819,
0.0007406241,
-0.030272722,
-0.016395286,
0.034488652,
0.040988214,
-0.017288243,
0.08256197,
0.0026697232,
-0.045496915,
-0.013452917,
0.0021171144,
0.033493225,
0.0077950796,
0.01384816,
0.006623988,
0.019366931,
-0.018708192,
-0.043711,
0.0030887546,
0.009990877,
-0.0073229834,
-0.0030283702,
-0.03729927,
0.024065936,
-0.0714366,
-0.0038829013,
-0.054660708,
0.048366092,
-0.0006033867,
0.0036523426,
0.0049625016,
-0.05887664,
0.25670332,
0.03817759,
0.04860031,
0.05530481,
0.015224193,
0.019337652,
0.03238069,
-0.043915942,
0.002098816,
-0.008043936,
-0.026803363,
-0.06493704,
-0.01796162,
0.037182163,
-0.0034071452,
0.064527154,
-0.037767712,
0.011886582,
-0.013606623,
-0.048278257,
-0.06640091,
0.02510528,
0.012186674,
0.023348643,
0.03885097,
0.007125362,
-0.0083001135,
-0.020157417,
0.01623426,
-0.024534373,
0.029189464,
-0.034664318,
0.04002206,
-0.0064776014,
0.01591221,
0.007641374,
-0.00084675424,
-0.0008691697,
-0.015502327,
0.0034602103,
0.01190854,
-0.034547206,
0.047985487,
-0.053840946,
-0.048980914,
0.016278176,
-0.037826266,
0.029350488,
0.0417787,
-0.04133954,
0.018547166,
-0.021577366,
0.025076004,
-0.01794698,
-0.03009706,
0.015663352,
-0.03366889,
-0.028911328,
-0.033932384,
0.027549934,
0.026774086,
0.0046733883,
0.0077511636,
0.024753952,
-0.030067781,
0.04230569,
0.00035590213,
0.047780544,
0.048336815,
-0.020977182,
-0.019147351,
0.008358668,
-0.013518791,
-0.055919632,
0.014675244,
0.034869257,
0.0015462071,
0.061482318,
0.023670692,
-0.032702737,
-0.011410826,
0.02749138,
0.010678893,
-0.030243445,
0.040753994,
0.03647951,
-0.017654208,
0.0027959817,
-0.012150077,
0.016204983,
0.043271843,
0.020742964,
0.0037255357,
-0.011491338,
0.019732896
] | from transformers import pipeline
classifier = pipeline("audio-classification", model="stevhliu/my_awesome_minds_model")
classifier(audio_file)
[
{'score': 0.09766869246959686, 'label': 'cash_deposit'},
{'score': 0.07998877018690109, 'label': 'app_error'},
{'score': 0.0781070664525032, 'label': 'joint_account'},
{'score': 0.07667109370231628, 'label': 'pay_bill'},
{'score': 0.0755252093076706, 'label': 'balance'}
] |
[
0.030490108,
0.036383152,
-0.0064446293,
0.020056285,
-0.047457524,
-0.032169767,
0.022148743,
0.016113352,
-0.021807117,
0.029408293,
0.02411309,
0.03530134,
0.013401697,
-0.050589096,
-0.020696834,
0.016796604,
-0.027344303,
-0.013337643,
-0.07453138,
0.005764936,
0.017380215,
0.016241463,
-0.07390506,
-0.013956839,
-0.04586327,
0.006601208,
0.0011369735,
0.013508456,
0.04250395,
-0.000048902984,
-0.02294587,
-0.016995886,
-0.0019696865,
-0.056339797,
-0.02032674,
0.0020977962,
0.020953052,
-0.0020888997,
-0.06405485,
-0.039315443,
0.025066797,
0.009259484,
0.010099314,
-0.021009991,
-0.05676683,
-0.0224619,
-0.00094569864,
-0.02617708,
-0.026362129,
-0.021693243,
0.011437349,
0.03550062,
0.045977145,
-0.013807379,
-0.0010613533,
-0.019629253,
-0.02281776,
-0.013024486,
-0.04199151,
0.026048971,
0.015743257,
0.035187464,
-0.020227097,
-0.07151368,
-0.009295071,
-0.008441006,
0.004676004,
-0.01790689,
-0.05875965,
-0.035215933,
-0.05676683,
0.02426967,
0.011174012,
-0.052724257,
-0.04196304,
0.009814627,
0.039002284,
-0.006095886,
-0.021195037,
0.025123734,
0.027102318,
0.033877898,
0.0027703722,
-0.027543584,
-0.0038219392,
-0.055827357,
0.047685277,
-0.012768267,
-0.0316858,
-0.029892262,
-0.010298596,
0.033877898,
-0.051870193,
0.01370062,
0.029522168,
0.0007179481,
0.009665165,
0.017764544,
0.02039791,
-0.03723722,
0.056197453,
0.07635338,
0.034304928,
0.023742996,
-0.03575684,
-0.011252302,
0.0072702253,
0.011601045,
-0.02256154,
-0.0028397648,
0.013173947,
0.02133738,
0.055115636,
0.0025817663,
-0.008903624,
0.03185661,
-0.014326935,
-0.023928044,
-0.053435978,
0.00008045778,
-0.00832713,
-0.015771726,
-0.0013584966,
-0.03726569,
0.043073326,
-0.04392739,
-0.01945844,
0.05167091,
-0.012042311,
-0.013999543,
-0.014191708,
0.005380607,
0.0089890305,
0.013302057,
-0.002569311,
0.013736206,
-0.017166698,
0.009280835,
0.008583349,
-0.03726569,
0.027002677,
0.017123995,
0.00011954681,
0.062232845,
-0.006053183,
0.018760953,
-0.026461769,
-0.017252106,
-0.02895279,
-0.0095512895,
-0.06929311,
0.00064188294,
0.0016271711,
0.0029678745,
-0.040169507,
-0.033621676,
-0.04014104,
0.0753285,
-0.00080113043,
0.03402024,
0.03384943,
0.020611426,
-0.053435978,
0.053265166,
0.008611819,
0.050816845,
-0.04685968,
-0.010319947,
-0.004676004,
-0.043414954,
0.02653294,
-0.0032792524,
0.025052562,
0.0000072979155,
0.026774926,
0.06416872,
0.031087954,
0.027130786,
0.03336546,
0.003779236,
-0.011060137,
-0.0259778,
0.013408815,
0.027016912,
0.0030337088,
0.023116684,
0.00977904,
0.002585325,
-0.03985635,
0.028568462,
0.020098988,
0.0444683,
-0.043443423,
-0.016896246,
0.0001966128,
-0.021152334,
-0.025166439,
0.029237479,
0.017123995,
-0.059613712,
-0.015430101,
0.050275937,
-0.005910839,
0.014376755,
0.026219785,
-0.028283773,
-0.018533202,
0.03675325,
-0.011800326,
0.020284034,
0.012839438,
0.02778557,
0.012255828,
0.0036795952,
0.027913678,
0.0014857166,
-0.053720664,
-0.020098988,
0.016739666,
0.010369768,
0.018476265,
-0.01826275,
0.0007628754,
0.03530134,
0.050873782,
-0.061435718,
-0.00061252445,
0.028483056,
0.005846784,
0.05579889,
0.02340137,
0.0155724455,
0.04395586,
0.0546032,
-0.0035283545,
0.0125405155,
0.048396997,
0.032226704,
0.038746066,
-0.006939275,
-0.027016912,
0.009295071,
0.05702305,
0.0066118836,
-0.02249037,
0.027771335,
-0.011572576,
0.014704146,
-0.02920901,
0.045265425,
-0.044325955,
0.035130527,
-0.0073022526,
-0.008832452,
-0.0670156,
-0.019629253,
0.026319426,
0.043158732,
-0.021323146,
-0.036354683,
-0.01871825,
0.032312114,
0.019700425,
0.023344433,
0.034418806,
0.052923538,
-0.003754326,
0.026376363,
0.042874046,
-0.014632974,
-0.0056546195,
-0.03572837,
-0.08250264,
-0.016810838,
-0.010120666,
-0.011707802,
-0.004021221,
0.005562096,
-0.017536795,
-0.040482663,
0.037778124,
0.0013104554,
-0.005259615,
0.035215933,
0.048909433,
0.029180542,
-0.052240286,
-0.0020568722,
-0.058531895,
0.0010070845,
-0.0071812603,
-0.060695525,
-0.0054588965,
-0.029806856,
0.0010355534,
0.021764414,
0.03991329,
-0.0029856677,
-0.0141418865,
0.023828404,
0.0035977473,
0.010604636,
0.011871498,
0.019600783,
-0.04207692,
0.040055633,
0.050873782,
0.007227522,
0.049820438,
0.051357754,
-0.03814822,
0.038062815,
0.006836076,
0.020255566,
-0.061207965,
0.026732223,
0.025750048,
-0.009878681,
-0.037521906,
-0.050788376,
-0.03456115,
0.024611296,
0.01856167,
-0.053037412,
0.00537349,
0.020227097,
-0.033450864,
-0.06086634,
-0.02194946,
-0.0510446,
-0.03285302,
-0.036354683,
-0.02829801,
0.014689912,
-0.023330199,
-0.002999902,
-0.07515769,
-0.022177212,
0.0007250653,
0.017778778,
0.012839438,
-0.010725629,
0.044752985,
0.035415214,
-0.010497877,
0.024682468,
0.039884817,
0.0059143975,
-0.013280706,
0.013159713,
0.0021013548,
-0.009259484,
0.03456115,
-0.007629644,
0.04102357,
-0.0005564765,
-0.038005877,
0.015159647,
0.055855826,
0.02439778,
0.01375044,
0.008903624,
0.029080901,
0.000794458,
-0.042532418,
-0.02814143,
0.009487235,
0.022703884,
0.0071954946,
-0.062232845,
0.03695253,
-0.01171492,
-0.019472674,
0.0032080803,
0.016967418,
-0.02007052,
0.06747111,
0.04204845,
0.04372811,
-0.014746849,
0.00022385835,
0.024767874,
0.008611819,
0.026661051,
0.040169507,
0.0023077538,
0.0073022526,
0.0037045053,
0.007565589,
0.016312635,
0.00025822112,
0.034931242,
-0.030490108,
-0.026134377,
-0.028511524,
-0.04369964,
0.028212601,
0.031970486,
0.03091714,
-0.0069606267,
-0.0023949395,
-0.0670156,
-0.017835716,
0.008668756,
-0.0015132958,
0.0047044726,
-0.055969704,
0.063086905,
0.013124127,
0.04421208,
-0.024639765,
-0.0046866797,
-0.027230427,
0.02788521,
0.021109631,
-0.011907085,
-0.026134377,
-0.0058716945,
-0.0211381,
-0.00440555,
0.020497551,
-0.042333137,
-0.019857002,
0.048909433,
0.017693372,
-0.023572184,
-0.016810838,
-0.0691223,
0.01049076,
-0.0156151485,
-0.019728893,
-0.04518002,
-0.026618348,
-0.009565524,
-0.051357754,
-0.0013309174,
0.028639635,
-0.023600653,
0.017252106,
-0.012725563,
0.025806986,
-0.007836043,
-0.0054660137,
0.0019447764,
-0.0067044073,
-0.0033255143,
-0.01171492,
-0.022988573,
0.023372902,
-0.032995366,
0.012262945,
-0.04014104,
0.010932027,
-0.048653215,
-0.013067189,
-0.03712334,
0.0037187398,
0.07219693,
0.0124551095,
0.032682206,
-0.02740124,
0.0035052237,
0.040368788,
-0.024895985,
-0.015771726,
0.019970879,
-0.0012659729,
0.00827731,
0.018746719,
-0.025565002,
0.017337512,
0.010953379,
0.027372772,
-0.02946523,
-0.0035568234,
-0.043158732,
0.026661051,
-0.004708031,
0.010718511,
0.004163565,
-0.035443682,
0.0129889,
-0.015558211,
-0.035870716,
-0.004693797,
-0.04347189,
0.01329494,
0.009451648,
-0.040055633,
0.03453268,
0.0023415606,
-0.040966634,
0.0035870716,
-0.0015737921,
0.00031871736,
-0.026148612,
-0.025764283,
0.01044094,
0.033707086,
0.0029981227,
-0.010412471,
-0.025479594,
-0.023116684,
0.039998695,
-0.0577063,
0.011351942,
0.011423115,
-0.008725693,
0.023287496,
0.014092066,
-0.037778124,
0.040226445,
-0.03868913,
0.014832255,
-0.014369638,
-0.022732355,
-0.027116552,
-0.018917533,
-0.032966893,
0.05101613,
-0.0066047665,
-0.03766425,
-0.001449241,
0.023928044,
0.028070258,
0.038575254,
0.024910219,
-0.021266209,
-0.039970227,
-0.043984327,
0.053122822,
-0.014832255,
0.00006778026,
-0.04515155,
-0.064908914,
-0.005213353,
0.017422918,
0.015714789,
-0.04831159,
0.005074567,
-0.046546523,
0.012284297,
-0.0396286,
-0.018931767,
-0.007871629,
0.0045443354,
-0.05309435,
0.04122285,
-0.00022185664,
0.0051421807,
0.012049428,
0.038973816,
-0.009722102,
0.027671695,
-0.0453793,
-0.004341495,
-0.015245054,
-0.012668625,
-0.013003134,
0.019116813,
-0.0059606596,
-0.0014652547,
-0.019017173,
0.02788521,
-0.030803265,
0.014355403,
-0.019629253,
-0.00062987267,
0.03552909,
-0.0016485227,
0.0013887447,
-0.030717859,
0.027913678,
0.0036689194,
0.03817669,
-0.06616154,
0.022447666,
-0.045009207,
-0.09195429,
0.0067577865,
-0.031628862,
-0.017664904,
0.0053592557,
-0.001446572,
0.020768005,
-0.029579105,
0.05534339,
0.07384812,
-0.0065158014,
0.034902774,
-0.04640418,
0.012291414,
0.020540254,
0.00797127,
-0.010305713,
-0.0251095,
-0.021650538,
0.014319818,
0.0032454457,
-0.060012273,
-0.012640157,
-0.011380412,
-0.0020177278,
0.0005075457,
0.044155143,
-0.0065407115,
-0.023330199,
-0.07863089,
0.03285302,
0.037892003,
0.014675678,
0.030774796,
0.033906367,
-0.0026992,
0.017195169,
-0.012341234,
-0.02572158,
-0.01933033,
0.07413281,
0.008362716,
-0.031201828,
0.018632844,
0.037521906,
-0.019586548,
-0.05651061,
0.00082648546,
-0.009643814,
0.0029020405,
-0.024568593,
-0.011287888,
0.023928044,
-0.08312896,
0.012953314,
0.0074873,
-0.023116684,
0.013031603,
-0.0008166993,
-0.028312244,
-0.07567013,
0.0045194253,
0.022177212,
-0.0007837822,
-0.009387594,
-0.061435718,
0.0034963272,
-0.014383872,
-0.025308782,
0.043158732,
-0.01219889,
-0.022775058,
-0.007241756,
0.011722038,
0.06302997,
-0.011003199,
0.0077150506,
-0.002934068,
-0.028127195,
-0.060752466,
0.006665263,
0.0021351615,
-0.019671956,
0.022760823,
-0.006537153,
0.016995886,
0.0153589295,
0.055257984,
-0.0058894875,
-0.05875965,
0.0130173685,
-0.03330852,
0.000033584314,
0.017508324,
-0.005964218,
-0.0034820926,
0.06280222,
0.01897447,
-0.03547215,
0.047372118,
0.024696702,
-0.02078224,
-0.01273268,
-0.06371322,
0.0277571,
-0.05727927,
-0.007522886,
-0.033422396,
0.012341234,
0.00766523,
0.01784995,
0.009843095,
0.033991773,
0.006981978,
0.05457473,
-0.017451387,
-0.016568854,
-0.014889194,
-0.002645821,
0.018319687,
0.0043841987,
-0.04079582,
-0.014675678,
0.019145282,
-0.012177538,
-0.0051350635,
0.009515704,
0.0026885243,
-0.05625439,
0.027771335,
0.03621234,
0.031514984,
-0.01775031,
-0.019543845,
0.032710675,
-0.03979941,
-0.0018068805,
-0.051357754,
-0.028269539,
-0.0060353903,
0.037806593,
0.022988573,
0.0670156,
0.020412145,
-0.027856741,
-0.004764969,
0.060638588,
0.026419066,
0.0052987593,
-0.014988834,
-0.009679399,
-0.026148612,
-0.018604375,
0.054944824,
0.029892262,
-0.025992034,
-0.0060852105,
-0.01523082,
-0.029322885,
0.0019341005,
-0.010967613,
0.012085015,
0.030774796,
-0.0039820764,
-0.009743454,
0.016526151,
0.0072595496,
-0.033877898,
0.02259001,
-0.045977145,
-0.039457787,
0.010384003,
-0.022219915,
-0.007964153,
-0.008846686,
-0.027315835,
0.0006583415,
0.023871107,
0.014647208,
0.00700333,
0.0009510366,
0.0072666667,
0.021821352,
-0.02875351,
-0.043358013,
0.023885341,
-0.013736206,
-0.029066667,
-0.021650538,
0.009793274,
0.07077349,
0.037294157,
-0.0066937315,
-0.031828143,
-0.016938949,
0.040482663,
0.009287953,
-0.03211283,
0.029294416,
-0.0299492,
-0.011245185,
-0.016483447,
0.03188508,
-0.0013051175,
-0.009202546,
0.01303872,
-0.0009919605,
0.0022686091,
0.027244663,
0.026134377,
-0.045066144,
0.007957036,
0.012704211,
0.031628862,
0.014561802,
0.02342984,
0.006893013,
0.070887364,
0.0065620635,
0.052240286,
-0.017892655,
0.031600393,
0.02658988,
-0.047742214,
-0.048083838,
0.033934835,
-0.002297078,
-0.009807509,
0.02572158,
-0.052268755,
-0.027956383,
-0.020369442,
0.015415867,
0.0383475,
-0.006601208,
-0.006572739,
-0.011209599,
-0.044126675,
0.031828143,
0.020853411,
-0.05696611,
0.039144628,
0.0034287137,
0.03242599,
-0.013800262,
0.044525236,
-0.007836043,
-0.008312896,
0.051898662,
0.002893144,
0.018376624,
0.0012704212,
0.05773477,
-0.034333397,
0.03550062,
-0.012718446,
0.0060104798,
-0.016469212,
-0.047884557,
-0.0255223,
0.030888671,
0.006900131,
-0.03740803,
0.02417003,
-0.028354947,
0.025863925,
-0.045236956,
0.009942736,
-0.05001972,
-0.022305321,
0.021878289,
-0.010476526,
-0.039315443,
0.036867123,
-0.038575254,
-0.0047044726,
0.019259157,
0.051357754,
0.041934572,
0.06604767,
0.054774012,
-0.018604375,
0.010739863,
0.011337708,
-0.013907019,
-0.018860593,
0.002014169,
0.022091806,
-0.012149069,
-0.06422566,
-0.059499837,
0.00827731,
-0.014163239,
-0.010483643,
-0.029180542,
0.02694574,
-0.016141823,
-0.018533202,
0.021536663,
0.08682991,
-0.002585325,
0.043101795,
-0.017479856,
0.00911714,
-0.043044858,
-0.012946197,
-0.025693111,
0.0577063,
-0.015017304,
-0.033593208,
-0.03621234,
-0.051101536,
0.0068218415,
0.011608162,
-0.005088802,
-0.014106301,
0.030831734,
0.03982788,
0.006949951,
0.0071563497,
-0.00845524,
-0.03547215,
0.046005614,
0.037863534,
-0.017437153,
0.059044335,
0.043301076,
0.013807379,
-0.0052062357,
-0.008006856,
0.028767744,
0.0014777097,
-0.0011013875,
0.0028326476,
0.0029678745,
-0.037493438,
-0.04122285,
-0.021123866,
0.009693634,
-0.015657851,
0.019885471,
-0.030774796,
-0.016768135,
-0.087740906,
0.0061385897,
-0.008384068,
0.050617564,
-0.010255893,
-0.046318773,
-0.015145413,
-0.060524713,
0.2409601,
0.04546471,
0.013551159,
0.0140991835,
0.0062916097,
0.036069997,
0.04754293,
-0.019287627,
0.025792751,
-0.028924322,
-0.0013718413,
-0.057620894,
-0.015672086,
-0.016099118,
0.021266209,
0.05727927,
-0.030831734,
-0.024796342,
0.022504603,
-0.0028593373,
-0.055087168,
0.013743323,
0.0034215965,
0.08204714,
0.013252236,
-0.019771596,
-0.0146187395,
-0.05431851,
0.023116684,
-0.014832255,
-0.00028246408,
0.0043735225,
0.017095527,
-0.011700685,
0.025636174,
0.034134116,
0.018661313,
-0.022291087,
-0.022177212,
-0.021735946,
0.035642963,
-0.04065348,
-0.023216324,
-0.027130786,
0.0038183806,
0.01968619,
-0.0032579007,
0.049934313,
0.052724257,
-0.06160653,
0.05431851,
-0.050446752,
0.022903167,
-0.019956645,
-0.03723722,
-0.008341365,
-0.023159387,
-0.04082429,
-0.01545857,
0.041906103,
0.023643356,
0.0030176952,
0.034162585,
0.029237479,
-0.015985243,
0.03905922,
0.026803395,
0.028340712,
-0.015287757,
0.014931897,
0.013864316,
-0.025294548,
-0.04617643,
-0.051898662,
0.030347763,
0.045521647,
0.006619001,
0.005231146,
0.011750506,
-0.029436762,
-0.009430297,
0.0030016813,
0.010704277,
0.0060425075,
0.0405396,
0.041934572,
-0.02526608,
0.037009466,
-0.015202351,
0.01784995,
0.015857134,
0.024782108,
0.028910087,
-0.004818348,
0.036838654
] |
training_args = TrainingArguments(
output_dir="my_awesome_mind_model",
evaluation_strategy="epoch",
save_strategy="epoch",
learning_rate=3e-5,
per_device_train_batch_size=32,
gradient_accumulation_steps=4,
per_device_eval_batch_size=32,
num_train_epochs=10,
warmup_ratio=0.1,
logging_steps=10,
load_best_model_at_end=True,
metric_for_best_model="accuracy",
push_to_hub=True,
)
trainer = Trainer(
model=model,
args=training_args,
train_dataset=encoded_minds["train"],
eval_dataset=encoded_minds["test"],
tokenizer=feature_extractor,
compute_metrics=compute_metrics,
)
trainer.train() |
[
0.022093438,
0.024082419,
-0.031651996,
0.008335121,
-0.019431923,
-0.012828217,
-0.039178647,
0.025041137,
0.027545251,
0.031251337,
0.028575515,
-0.0041103237,
0.0370895,
-0.071030974,
-0.009851899,
0.032281604,
-0.010066537,
-0.032453313,
-0.047277667,
-0.024955282,
0.009379694,
-0.009293839,
-0.046934247,
-0.02093439,
-0.036173712,
0.0036667378,
0.0064141084,
-0.024855116,
0.063475706,
0.04370036,
0.0053731124,
-0.014344994,
-0.02462617,
-0.04135365,
0.0032374612,
-0.02057666,
0.03548687,
-0.01891679,
-0.053974383,
-0.038005292,
0.018873863,
0.0125563415,
-0.0061350786,
-0.055233594,
-0.034571078,
0.014738497,
0.0069542816,
0.020805607,
0.017027972,
0.0006452564,
-0.016441295,
0.0050583095,
0.03431351,
0.005938327,
-0.00629248,
-0.038291477,
-0.01294269,
-0.024912354,
-0.02537025,
-0.015010373,
0.04830793,
0.019331757,
-0.01854475,
-0.012563496,
0.025441796,
0.012184301,
-0.025914,
-0.023281103,
-0.036459897,
-0.0042713024,
-0.05091221,
0.019045573,
-0.03162338,
-0.024826499,
-0.02096301,
0.009673034,
-0.0022930526,
-0.023910709,
0.012177147,
0.034113184,
0.0110181,
0.042755954,
0.02608571,
0.023624524,
-0.010409959,
-0.019045573,
0.025427487,
-0.04501681,
-0.00036622662,
-0.046934247,
-0.02919081,
0.053201683,
-0.018172711,
0.03265364,
0.057952344,
0.023495741,
0.0036703153,
0.017671889,
0.010717606,
-0.016097873,
0.019317448,
0.113500744,
0.00030675394,
0.013600915,
-0.023266794,
-0.009766043,
0.01655577,
-0.012914072,
-0.012635042,
-0.015296557,
0.009315303,
0.0007999749,
0.04192602,
0.009894826,
-0.003001359,
0.028203474,
0.015267939,
-0.0011545753,
-0.015525505,
-0.040294766,
0.0024397222,
0.00054598623,
-0.0054231947,
-0.06759676,
0.012964155,
-0.06862702,
0.0069757453,
0.009394004,
-0.010181011,
-0.008700007,
-0.02185018,
0.005623524,
0.057637542,
0.032768115,
0.019932745,
-0.02588538,
-0.020319095,
0.0010204263,
-0.00009882306,
-0.021563996,
0.00022324621,
0.0015614937,
-0.009487013,
0.07984545,
-0.011697789,
0.020419259,
0.019002646,
-0.039579306,
0.004267725,
0.0030120912,
-0.0067789936,
-0.0018906059,
-0.008506832,
0.001405881,
-0.022694424,
-0.0125921145,
-0.024940973,
0.014445159,
0.013250339,
0.043156613,
0.03726121,
0.00021005489,
-0.06473491,
0.036688842,
0.0069793225,
0.051370103,
0.013865635,
-0.03176647,
0.036345422,
-0.059927016,
0.012599269,
0.004206911,
0.013922872,
0.005437504,
0.056492805,
0.016312512,
0.044988193,
0.003537955,
0.029820416,
-0.011941045,
-0.012520568,
-0.033025682,
0.01433784,
0.013736852,
-0.015625669,
0.005895399,
-0.012735207,
0.011096801,
-0.0015749086,
0.011053873,
0.05717965,
0.06009873,
-0.044587534,
-0.0008339593,
-0.07995993,
-0.023180937,
-0.0006349717,
0.034456603,
-0.027688343,
-0.039006937,
-0.006621592,
0.044730626,
-0.037948053,
0.018988336,
-0.023910709,
0.07297703,
0.009622951,
0.081448086,
-0.006668097,
0.019861199,
0.043872073,
0.03803391,
-0.021993272,
-0.0268441,
0.020920081,
-0.0034574654,
0.008020318,
-0.004550332,
0.02827502,
-0.0128568355,
0.008234956,
-0.010638906,
0.030020745,
-0.023481432,
0.0037454385,
-0.013014236,
-0.012112755,
0.03565858,
0.039665163,
-0.0062710163,
0.0073764035,
0.025126992,
0.0012019746,
0.023266794,
-0.0072833938,
0.033311866,
0.059583597,
0.024339985,
0.008771553,
-0.024010872,
-0.017729124,
0.013751161,
0.02645775,
0.07028689,
-0.010395649,
-0.009880518,
-0.003820562,
0.022680115,
-0.02976318,
-0.00054688053,
-0.06519281,
0.049996417,
-0.017900836,
0.033827,
-0.049996417,
-0.04607569,
0.03153752,
0.036402658,
-0.0025702938,
-0.0102310935,
-0.007719825,
0.015167775,
0.0022465477,
-0.00034275057,
0.050940827,
0.013436358,
-0.021048864,
0.029992128,
-0.022694424,
-0.017299848,
-0.042698715,
-0.060384914,
-0.08127638,
-0.0018619874,
-0.021635542,
-0.017228302,
0.024082419,
-0.03548687,
0.010624597,
-0.00049098517,
0.010560205,
-0.03502897,
-0.02152107,
0.048422404,
0.049853325,
-0.003867067,
-0.06685268,
0.022093438,
-0.022522714,
0.040895753,
0.013987264,
-0.017371394,
0.026600841,
-0.02771696,
0.01561136,
0.008621306,
0.009529942,
-0.007286971,
-0.019932745,
0.029877653,
-0.001362059,
0.0104242675,
-0.0045539094,
0.01672748,
-0.044272732,
0.016813334,
0.018802317,
-0.03399871,
0.013379122,
0.05732274,
-0.02941976,
0.035715815,
0.01368677,
0.043500032,
-0.0116047785,
0.019517777,
0.0602132,
-0.010030764,
-0.05700794,
-0.01561136,
-0.05715103,
-0.014344994,
-0.03671746,
-0.02627173,
-0.0012046576,
0.04501681,
-0.010867854,
-0.053945765,
-0.0045968373,
-0.074121766,
-0.03674608,
-0.032768115,
-0.014387921,
0.048651353,
0.038291477,
0.009057737,
-0.093410596,
0.021578306,
-0.016269585,
0.03179509,
-0.0036363308,
-0.01818702,
0.01855906,
0.035544105,
-0.036975026,
0.015110537,
0.028017456,
-0.054976027,
0.0029530656,
-0.018816626,
0.0036112897,
-0.013679615,
0.0002765704,
0.01727123,
0.015325176,
0.016426986,
-0.020462187,
0.024211202,
0.04040924,
0.05199971,
0.015682906,
0.01322172,
0.04945267,
0.03857766,
-0.003162338,
-0.010002146,
-0.010073692,
0.005001073,
0.052629314,
-0.052285895,
0.0032481933,
-0.004324962,
-0.037003648,
-0.0035755166,
-0.013951491,
-0.023567287,
0.05551978,
-0.0054231947,
0.039264504,
-0.03694641,
-0.016570078,
0.000257566,
0.013357658,
0.005834585,
0.0057344204,
0.020905772,
-0.017729124,
-0.014552478,
-0.0030460753,
-0.009715961,
-0.01433784,
0.005691493,
-0.022579951,
-0.033483576,
-0.028489659,
-0.048250694,
0.025556268,
0.040724043,
0.029362522,
0.0071617654,
0.03308292,
-0.022880444,
0.026858408,
0.039836872,
-0.017242612,
-0.009522786,
-0.026858408,
0.045131285,
0.0054410812,
0.009365385,
0.020648206,
0.009658724,
-0.0268441,
0.0128926085,
0.017500177,
0.008578378,
-0.021764325,
0.027058737,
-0.0411247,
-0.011425913,
-0.023738997,
-0.03508621,
-0.06473491,
0.027473705,
0.018773697,
-0.03562996,
0.015668597,
-0.05657866,
0.0004234635,
0.024268439,
-0.032939825,
-0.054060236,
-0.014910208,
0.0037776344,
-0.04447306,
0.003182013,
0.025842452,
-0.01928883,
0.004053087,
-0.0068827355,
-0.0028922514,
-0.016484223,
-0.057952344,
-0.025112683,
0.015511196,
-0.000934571,
-0.023767617,
0.02738785,
-0.0076840515,
-0.007905845,
0.030621734,
-0.041410886,
0.018888172,
-0.026944263,
-0.009079201,
-0.011704943,
-0.013064319,
0.0033090073,
-0.0010526221,
0.02076268,
-0.058896754,
0.020476496,
0.010968018,
-0.014309221,
-0.08980467,
-0.0034735634,
0.0341418,
-0.016226657,
0.025255775,
0.030593114,
0.013271803,
0.01258496,
0.0014988909,
-0.004689847,
0.0044895182,
-0.04135365,
-0.0020408526,
-0.022665806,
-0.017772052,
0.03711812,
-0.016255274,
0.032596406,
0.019002646,
-0.0053480715,
-0.019117119,
-0.058095437,
-0.029648706,
0.015668597,
-0.025513342,
0.025785217,
0.032596406,
-0.02149245,
0.00081830856,
-0.03213851,
-0.027488014,
-0.017485868,
-0.014666951,
0.012670815,
0.08259282,
0.018330112,
0.004654074,
-0.032224365,
-0.04447306,
0.04518852,
-0.007848607,
0.0125921145,
0.0016768619,
-0.015697215,
0.027845744,
-0.016756099,
-0.021950345,
0.015911855,
0.0057022246,
0.004790012,
-0.010638906,
-0.017686198,
-0.007455104,
-0.025742289,
-0.04281319,
0.031194102,
-0.043156613,
-0.05139872,
-0.022694424,
0.02919081,
-0.0008701795,
0.0035361662,
0.043328322,
-0.018601988,
-0.049595762,
-0.045274377,
0.06462044,
-0.029534232,
-0.0000169922,
-0.029262356,
-0.067367814,
0.002291264,
0.027087355,
0.0043213847,
-0.060155965,
-0.010896472,
-0.013915718,
-0.01506761,
-0.06290334,
-0.034599695,
-0.00780568,
0.016770408,
-0.025284395,
0.018287184,
-0.016641624,
-0.01782929,
0.008957572,
0.0073084347,
0.035458248,
0.021964654,
-0.03525792,
-0.009272375,
0.007676897,
-0.0025649278,
-0.026100019,
0.046877008,
0.007312012,
0.019002646,
-0.029233739,
0.028790154,
-0.06450597,
0.010817771,
-0.012084138,
0.016341131,
0.04186878,
-0.024883736,
-0.015411031,
0.010502968,
0.023409886,
0.0075767324,
0.017943764,
0.0024844385,
-0.024797881,
-0.04979609,
-0.05986978,
0.008227802,
-0.014538169,
-0.014101737,
0.0027777776,
0.023238175,
0.047306284,
-0.03780496,
0.0437576,
0.038634896,
0.02461186,
-0.019989982,
-0.039722398,
-0.0040638186,
0.0044716317,
0.024869427,
-0.022322385,
0.01294269,
-0.0066967155,
0.016226657,
-0.003588037,
-0.029534232,
-0.0021928882,
-0.019989982,
0.02152107,
-0.006138656,
0.02830364,
0.00816341,
-0.024111038,
-0.042899046,
0.0009077412,
0.014910208,
0.011247048,
0.0026489946,
0.01672748,
0.0058882446,
0.046733916,
-0.010359876,
-0.037347067,
-0.03233884,
0.056693133,
-0.008778707,
-0.020662514,
0.0055340915,
0.024282748,
-0.027974527,
-0.043872073,
-0.011919581,
-0.014781426,
-0.04830793,
-0.02592831,
0.03265364,
0.0032839663,
-0.012205766,
0.026386203,
0.03637404,
-0.046762533,
0.02478357,
0.010753379,
-0.04040924,
-0.07973098,
0.023910709,
0.04224082,
-0.043843452,
-0.0012144952,
-0.04644773,
0.00053570146,
-0.043414176,
-0.006288903,
0.020233238,
-0.013994418,
0.008943263,
0.053344775,
0.007970236,
0.051513195,
0.032396078,
0.042755954,
-0.021692779,
-0.023810543,
-0.06530728,
-0.0113758305,
-0.0092437565,
-0.01727123,
0.045646414,
-0.041496743,
0.027530942,
0.020032909,
0.046504967,
0.010417113,
-0.07623953,
0.01423052,
-0.020290475,
-0.021893108,
0.0411247,
-0.0066144373,
-0.007848607,
0.019918436,
0.020691134,
-0.052314512,
-0.015411031,
-0.00845675,
0.009458395,
-0.012964155,
-0.056292474,
0.0028958286,
-0.030907918,
-0.0017439363,
-0.021578306,
0.008986191,
0.006879158,
0.01616942,
-0.004310653,
0.006396222,
0.013236029,
0.034742787,
-0.03397009,
0.0090005,
0.014395077,
0.012463331,
0.009436931,
0.008048937,
-0.055691488,
0.04281319,
0.030278312,
-0.03213851,
0.038062528,
-0.0026167987,
0.008664234,
0.00093278236,
0.008678542,
0.053487867,
0.001449703,
0.00367747,
0.0023717533,
0.022064818,
-0.011840881,
-0.011898117,
-0.020090146,
-0.008843099,
0.008542605,
0.034828644,
-0.0027115974,
0.04756385,
-0.0034413678,
0.022179293,
-0.005931172,
0.04908063,
0.0012082348,
0.02242255,
0.03013522,
-0.015725834,
-0.0047291974,
-0.03153752,
0.02738785,
0.008342276,
-0.05895399,
0.018330112,
-0.019746725,
-0.019761035,
-0.018272875,
0.016097873,
0.05454675,
0.07005794,
-0.014681261,
-0.016455604,
-0.016641624,
-0.0072333114,
-0.04060957,
0.0046218783,
-0.06152965,
-0.014795735,
0.024869427,
-0.04372898,
0.01250626,
0.007312012,
0.01873077,
0.017857907,
0.06084281,
0.0128210625,
0.016584387,
0.056149382,
0.015911855,
0.011983973,
-0.026901336,
-0.028489659,
-0.023996564,
0.028375186,
-0.033397723,
-0.0370895,
0.027244758,
0.04902339,
0.038148385,
-0.032024037,
-0.023495741,
-0.030965155,
0.019603632,
-0.0017475137,
-0.019889817,
0.02939114,
0.008921799,
0.02810331,
-0.018172711,
0.01450955,
-0.02330972,
0.015296557,
0.029333903,
0.015267939,
-0.007855763,
0.037604634,
-0.012105601,
-0.02720183,
0.0015561278,
0.0034216924,
0.027702652,
0.007998855,
0.014087428,
-0.00040199968,
0.04095299,
0.040294766,
0.0014076696,
-0.032968447,
0.06696715,
0.026572224,
0.00068728975,
-0.0075194957,
0.050482932,
0.044158258,
-0.015940472,
0.005426772,
-0.023925018,
-0.011719252,
0.0002902089,
-0.0053444942,
-0.011404449,
0.004124633,
-0.027301993,
-0.0031855903,
-0.036288183,
-0.006077842,
0.012484795,
-0.0477928,
0.0054231947,
0.029734561,
0.027860053,
0.0012520568,
0.02333834,
0.0017197895,
0.055004645,
0.024339985,
0.0026507832,
0.000509766,
-0.020061528,
0.04707734,
-0.001972884,
0.03050726,
-0.0006376547,
-0.017285539,
-0.04043786,
-0.02020462,
-0.0448451,
0.027101664,
0.017142447,
-0.03311154,
0.011626242,
-0.00817772,
0.017256921,
-0.050540168,
0.0005057415,
-0.087000065,
-0.0075051864,
0.0047363522,
-0.008313658,
-0.047506616,
0.024754953,
-0.0038849534,
0.035057593,
0.019231593,
0.08516848,
0.019961363,
0.1252343,
0.05918294,
-0.021406595,
-0.0033912854,
0.044272732,
-0.033941474,
-0.026658079,
0.0015892179,
-0.0059132855,
-0.025098374,
-0.030793443,
-0.053917143,
0.030421404,
-0.01368677,
-0.0075910417,
-0.04444444,
0.0070472914,
-0.011819417,
-0.047363523,
0.010610287,
0.11951061,
0.022336693,
-0.0036148669,
-0.024411531,
0.0062280884,
-0.05826715,
0.006045646,
-0.028031765,
0.065707944,
-0.02810331,
-0.0682836,
0.0006591185,
-0.02096301,
-0.027430777,
-0.0058775125,
0.017013663,
0.00077269797,
0.019174356,
0.015110537,
0.061071757,
0.018287184,
-0.045388848,
-0.027087355,
0.019961363,
0.034256276,
0.0108821625,
0.0918652,
0.03897832,
-0.0007610717,
-0.013887099,
-0.0116405515,
0.003162338,
-0.014767116,
-0.0030997351,
0.0008437969,
-0.00468627,
-0.041725688,
-0.059240177,
-0.0073334756,
0.023481432,
-0.013357658,
0.0037454385,
-0.033912852,
0.024468768,
-0.07229018,
-0.033340484,
-0.026543606,
0.020590968,
0.026057092,
-0.024712024,
-0.020075837,
-0.021936037,
0.24382913,
0.047535233,
0.03766187,
0.022680115,
0.016426986,
0.03671746,
0.022522714,
-0.032682262,
-0.0050189593,
-0.017514486,
-0.012148528,
-0.04226944,
0.007326321,
0.027173212,
-0.008943263,
0.049509905,
-0.026314657,
-0.016384058,
0.0023806966,
-0.07904414,
-0.03397009,
0.0370895,
0.01891679,
0.035515487,
0.02850397,
0.0012824639,
-0.002754525,
-0.005716534,
0.01599771,
-0.04430135,
0.035057593,
-0.022565642,
0.018773697,
-0.019732416,
0.019346068,
0.035916146,
-0.003639908,
-0.022565642,
-0.00909351,
-0.0035415322,
0.008378049,
-0.0062066247,
0.00089879794,
-0.017156756,
-0.051141158,
0.040180292,
0.003182013,
0.047277667,
0.06376189,
-0.07022966,
0.010538741,
-0.05895399,
0.004546755,
-0.037203975,
-0.04707734,
0.00089387916,
-0.08327967,
-0.04312799,
-0.032396078,
0.05365958,
-0.0064463043,
0.026128639,
0.0029441223,
0.027216138,
-0.029333903,
0.006113615,
-0.043414176,
0.025098374,
-0.008335121,
0.0033394145,
-0.0029691635,
-0.011418759,
-0.009229448,
-0.059984256,
-0.005426772,
0.074694134,
0.0036738925,
0.035601344,
-0.004865135,
-0.034199037,
-0.010502968,
-0.006718179,
0.030450022,
-0.0249839,
0.012520568,
0.038005292,
-0.02060528,
0.006006296,
-0.02130643,
0.018830935,
0.018659225,
0.034027327,
-0.005555555,
0.026729625,
0.013021391
] | You can also manually replicate the results of the pipeline if you'd like:
Load a feature extractor to preprocess the audio file and return the input as PyTorch tensors:
from transformers import AutoFeatureExtractor
feature_extractor = AutoFeatureExtractor.from_pretrained("stevhliu/my_awesome_minds_model")
inputs = feature_extractor(dataset[0]["audio"]["array"], sampling_rate=sampling_rate, return_tensors="pt")
Pass your inputs to the model and return the logits: |
[
0.010296146,
-0.02194431,
-0.00976871,
0.012391033,
-0.00021438696,
-0.026579805,
0.029863281,
0.011997313,
-0.0019723137,
0.049593847,
0.051971022,
-0.009166988,
0.025361503,
-0.010325861,
-0.0054600774,
0.038539976,
0.0072801034,
-0.011544163,
-0.0059095123,
-0.031467874,
0.0010381576,
0.045106925,
-0.07696109,
-0.05731967,
-0.016640237,
0.010563578,
0.007814968,
-0.048553832,
0.054318484,
0.07327647,
-0.018185401,
-0.018631121,
0.020934012,
-0.038688548,
-0.020934012,
0.005519507,
0.020102,
-0.031646162,
-0.03137873,
-0.022776322,
0.01981971,
0.0057460815,
-0.0064480915,
-0.013208187,
-0.032091882,
0.00763668,
-0.0373811,
-0.028600406,
-0.020889439,
-0.04412634,
-0.03446906,
0.006410948,
0.04350233,
0.012873896,
-0.008379548,
-0.0075029638,
-0.0292987,
-0.00494007,
-0.018081399,
-0.02234546,
0.04278918,
-0.011811596,
0.03963942,
-0.018735122,
0.01886884,
0.039282843,
-0.010697295,
-0.0048546405,
-0.03729196,
-0.0068640974,
-0.01903227,
0.022880325,
-0.011373304,
-0.009976713,
-0.04350233,
-0.0061323727,
0.0065706647,
0.027575249,
-0.036251944,
0.04576065,
0.00066533085,
0.016357947,
0.02655009,
-0.010481863,
-0.0143967755,
-0.02761982,
0.0015795224,
0.0014012342,
-0.011217302,
-0.016714523,
-0.022880325,
0.03149759,
0.016239088,
0.005270646,
0.067452386,
0.01330476,
0.038599405,
0.025673507,
0.025346646,
0.027976397,
0.03289418,
0.10804267,
-0.004590922,
0.015377361,
-0.035865653,
0.011165301,
0.029818708,
-0.013572193,
-0.012064171,
-0.010860725,
0.012168173,
-0.001251732,
0.0383914,
-0.06727409,
0.0033837622,
0.0462658,
-0.025807222,
0.016328232,
-0.021156872,
0.010459577,
-0.006143516,
-0.030665578,
0.00814183,
-0.047365244,
0.007510392,
-0.03476621,
0.014901926,
0.0636489,
-0.041897736,
0.006043229,
0.0039483416,
-0.003346619,
-0.027708964,
0.03042786,
-0.0013891626,
-0.016536234,
-0.010994442,
0.029774137,
-0.013104185,
-0.021127157,
0.0351525,
-0.0030123284,
-0.018408261,
0.053575616,
-0.047751535,
-0.016328232,
0.010103,
-0.008119544,
-0.029833566,
0.010511578,
-0.059577987,
0.024633491,
-0.013163615,
0.0034636206,
-0.00007457695,
0.021439161,
0.021350017,
0.006180659,
-0.005991228,
0.011165301,
0.02105287,
-0.013468191,
-0.047454387,
0.065253496,
-0.006158373,
0.03699481,
0.0008928341,
-0.019864282,
-0.009122415,
-0.034825638,
0.031854168,
0.004795211,
0.024202628,
0.02880841,
0.048018966,
0.027634678,
0.06376776,
-0.02256832,
0.051495586,
0.012591607,
-0.013943627,
-0.0038554831,
0.02767925,
0.03957999,
0.0069532413,
0.00065511646,
-0.00948642,
-0.014069914,
-0.007651537,
0.011091014,
0.043264613,
0.06899755,
-0.022256315,
0.038747977,
-0.035509076,
-0.016684808,
-0.061509445,
0.05877569,
-0.0035527647,
-0.043650907,
-0.012168173,
0.03776739,
-0.041006297,
0.047959536,
-0.021974025,
0.038777694,
0.013208187,
0.021260872,
-0.07000785,
-0.010585864,
0.008639551,
-0.009248703,
-0.016655093,
0.0016881668,
0.03194331,
-0.011967598,
-0.04644409,
0.022152314,
0.007814968,
-0.027218672,
0.0080824,
0.0134087615,
0.043710332,
0.042818893,
-0.010481863,
-0.036459945,
-0.0004039343,
0.059132267,
0.0122350305,
0.0069940994,
0.012643608,
0.04608751,
-0.018497406,
0.033221044,
-0.0035639077,
-0.0010400148,
0.03218103,
0.011217302,
-0.016773952,
0.024900924,
0.017947683,
-0.01701167,
0.044988066,
0.01903227,
-0.030398145,
-0.008832697,
-0.010660151,
0.0434429,
-0.023712337,
0.0495047,
-0.050782435,
0.04317547,
-0.019908853,
0.009761281,
-0.022494033,
-0.0067860964,
0.043026894,
0.027976397,
-0.040738862,
0.031408444,
-0.019997997,
0.008320118,
-0.021320302,
-0.039253127,
0.029476989,
0.03800511,
-0.0021376018,
-0.012279603,
-0.020934012,
-0.021112299,
-0.051614445,
-0.04293775,
-0.05503164,
-0.022716893,
-0.011239588,
-0.006102658,
0.0020651722,
-0.033993624,
0.008825268,
-0.026876952,
0.00858755,
0.03194331,
-0.044898923,
0.04079829,
0.032923896,
0.027812965,
-0.062222596,
0.0064778063,
-0.0351525,
0.01516193,
-0.01757625,
0.0000432082,
-0.005500935,
-0.00612123,
0.026119228,
-0.028704407,
-0.002228603,
-0.051971022,
-0.020057427,
-0.010897869,
-0.029536419,
0.015912225,
0.004925213,
-0.004197202,
-0.03975828,
0.020666579,
0.033696476,
-0.042878322,
-0.0057943678,
0.04335376,
-0.006904955,
0.028318116,
0.027411817,
-0.008765839,
-0.033191327,
0.02307347,
-0.021602591,
-0.023756908,
-0.030606149,
-0.007473249,
-0.028436976,
0.012717894,
-0.03188388,
-0.004171202,
0.0033949052,
0.058300257,
0.014270488,
-0.0523276,
0.024603777,
-0.056101367,
-0.04513664,
-0.061152868,
-0.015808225,
0.026371803,
0.019463133,
0.01802197,
-0.054377913,
-0.019299703,
0.018437976,
0.028332973,
0.020027712,
-0.020889439,
0.043591477,
0.014500777,
0.006726667,
-0.0059095123,
0.0042417743,
-0.034825638,
-0.0161648,
-0.0069940994,
0.03729196,
0.01083844,
0.03604394,
-0.008045257,
0.012420747,
0.058953978,
-0.0065706647,
0.018289402,
0.018378546,
0.04885098,
-0.0057200813,
-0.0037236242,
0.0065038064,
0.019225415,
0.028734121,
-0.029150128,
0.012695609,
0.035717078,
0.052624747,
-0.061212298,
0.0022137456,
-0.022954611,
-0.016907668,
0.00094158476,
0.009530992,
-0.055536788,
0.008854982,
0.022612892,
0.041006297,
-0.011781882,
-0.03782682,
0.011195016,
0.0323296,
-0.007837254,
0.008223545,
0.05479392,
0.012413319,
0.0030346145,
-0.024009483,
-0.04935613,
0.024559205,
-0.011046442,
0.005991228,
-0.052803036,
-0.053902477,
-0.028897552,
0.0062140883,
0.013891625,
0.0030123284,
0.00993957,
0.06058829,
-0.050931007,
-0.0079486845,
-0.01038529,
-0.0061658015,
0.023028897,
-0.029476989,
0.03289418,
-0.0078001106,
-0.007343247,
-0.035003927,
0.019923711,
-0.0035639077,
0.004732067,
0.007168673,
-0.01802197,
-0.006440663,
0.044780064,
-0.02408377,
0.05497221,
0.016075656,
-0.027188957,
-0.020859724,
0.015555649,
0.04653323,
-0.036697663,
-0.00029343273,
-0.004375491,
0.019284844,
0.038807407,
-0.010511578,
-0.04968299,
-0.0024458917,
-0.025762651,
-0.067690104,
0.0048472118,
0.07511878,
-0.06941356,
0.035330787,
-0.013171044,
-0.0058797975,
0.0050217854,
-0.046622377,
-0.03188388,
-0.0016333803,
-0.008892126,
-0.005270646,
0.020102,
-0.019552277,
-0.023088327,
0.023251759,
-0.067452386,
0.022033455,
-0.019908853,
0.011484735,
0.022939755,
0.0016844524,
-0.019002555,
0.028451832,
-0.0137504805,
-0.005627223,
-0.0056680804,
0.04329433,
-0.014976213,
-0.033726193,
0.022300888,
0.026995812,
0.00003682418,
0.0733359,
-0.020666579,
0.0024551777,
-0.0012220173,
-0.008238402,
-0.042878322,
0.02772382,
0.0033521904,
0.036400516,
-0.024024341,
-0.027382102,
0.051049866,
-0.051852163,
0.050960723,
0.0036939096,
-0.01751682,
0.0022676035,
-0.05479392,
0.0017085957,
-0.0007953327,
-0.074524485,
0.005159216,
0.014693922,
-0.020354575,
-0.009189273,
-0.03744053,
0.033666763,
0.00755125,
-0.044215485,
-0.0072541027,
0.035449646,
-0.0012099458,
0.0262678,
-0.025212929,
-0.064064905,
0.041838307,
-0.01638766,
0.021483732,
-0.011655594,
-0.0009095486,
0.0036177656,
-0.017546535,
-0.03440963,
0.02341519,
0.016655093,
-0.020993441,
-0.0034190484,
-0.041570876,
0.0018924554,
-0.03521193,
-0.022390032,
0.06495635,
-0.026668949,
-0.06035057,
-0.004304918,
0.03238903,
0.011685309,
0.0028823265,
0.046800666,
-0.04867269,
-0.02874898,
-0.033815335,
0.03289418,
-0.041273728,
0.047810964,
-0.042818893,
-0.065372355,
0.020220859,
0.041719448,
0.011804167,
-0.019492848,
-0.006641237,
-0.024618635,
-0.0061880876,
-0.020859724,
-0.027352387,
-0.009040699,
0.01150702,
-0.048316114,
0.009226416,
-0.003911198,
0.02016143,
0.006871526,
0.014872211,
0.015808225,
0.0056235082,
-0.023652907,
0.022300888,
-0.0028934695,
0.009560707,
-0.023504334,
0.012524749,
-0.007822396,
0.029120414,
-0.010652723,
0.028199257,
-0.074524485,
-0.037024524,
0.006615237,
-0.0094269905,
0.04338347,
-0.0373811,
-0.014864782,
-0.03749996,
0.0034747636,
-0.009367561,
-0.002098601,
-0.03767825,
-0.033874765,
-0.018987698,
-0.064480916,
0.079575986,
-0.0039743423,
0.022924896,
0.013007613,
0.007005242,
0.06501578,
-0.013965912,
0.044393774,
0.04400748,
-0.018200258,
0.019418562,
-0.03732167,
0.007837254,
0.014367061,
-0.027545534,
-0.01291104,
-0.030071283,
-0.015629936,
0.013579621,
-0.021112299,
-0.030234715,
-0.012658466,
0.018185401,
0.036281656,
0.0020763152,
0.043591477,
-0.036162797,
-0.053011037,
-0.042373173,
0.031259872,
0.0017466677,
0.027144386,
0.023088327,
0.009181844,
0.0170711,
0.0015414504,
0.0191957,
-0.02571808,
-0.02408377,
0.015147072,
0.0093527045,
-0.007829825,
0.061152868,
0.07446506,
-0.017858539,
-0.025643792,
0.011923026,
-0.040293142,
-0.018066542,
-0.015570506,
-0.017264245,
0.002018743,
-0.05485335,
0.03206217,
0.01571908,
-0.04154116,
0.015132215,
-0.046741236,
-0.01913627,
-0.072444454,
-0.028778695,
0.02285061,
-0.0064703776,
-0.00797097,
-0.042818893,
-0.011581307,
-0.019834567,
-0.01588251,
0.050515004,
0.030457575,
-0.03806454,
0.041065726,
0.022508891,
0.059459127,
0.008483549,
0.036341086,
-0.01869055,
-0.051852163,
-0.06186602,
-0.020815153,
0.00988014,
-0.00095644215,
-0.0039780564,
0.0040226285,
0.04400748,
0.02903127,
0.021350017,
-0.01398077,
-0.06733353,
0.03087358,
-0.020443719,
-0.0583894,
-0.040501148,
0.00017445783,
-0.0003475228,
0.027694108,
-0.013393904,
-0.055269357,
0.01745739,
0.036281656,
-0.02733753,
0.006782382,
-0.010013856,
-0.028362688,
-0.023266615,
0.011640737,
-0.060618002,
0.019165985,
0.036014225,
0.034171913,
-0.017041385,
0.014077342,
0.018660836,
0.026951239,
-0.0030383288,
-0.026564948,
-0.006288375,
-0.042640604,
0.0043532047,
-0.018987698,
-0.041333158,
0.057171095,
0.039490845,
-0.04834583,
0.015704222,
0.008691552,
-0.023400333,
0.0011170873,
0.019700851,
0.037202813,
-0.0007823325,
0.011306446,
0.020636864,
0.008728695,
-0.050663576,
-0.012643608,
-0.013832197,
-0.014010484,
0.013067042,
-0.008097257,
0.022776322,
0.0147756385,
0.024782065,
0.018215116,
0.009456705,
0.024351202,
0.03464735,
-0.00035936225,
-0.002678038,
0.023920339,
-0.020206,
-0.021647165,
-0.017605964,
0.017754538,
-0.016045941,
-0.004293775,
0.0145082055,
0.01016243,
-0.013312189,
0.011692737,
-0.012940755,
0.0232369,
0.0004255239,
-0.03749996,
-0.0014894496,
-0.03167588,
-0.008424119,
-0.0016324518,
-0.07654508,
0.01167788,
0.03206217,
-0.016135085,
0.0064963778,
-0.033726193,
-0.015169358,
-0.0024031769,
0.045225784,
0.0075586787,
0.0076886807,
0.072741605,
-0.01358705,
0.017932827,
0.0067006666,
-0.02060715,
-0.009330418,
0.0373811,
0.006518664,
-0.01953742,
-0.020681435,
0.027916968,
0.00084594055,
0.016491663,
-0.035746794,
-0.02604494,
0.0048806407,
-0.006674666,
-0.032805037,
0.0018515977,
-0.068343826,
0.012547035,
-0.00915213,
0.006158373,
-0.02941756,
0.035627935,
0.03161645,
-0.0073358184,
-0.014612207,
-0.011365876,
0.0072503886,
-0.020295145,
0.022152314,
0.02296947,
0.039461132,
-0.03206217,
-0.017085956,
-0.03479592,
0.057468243,
0.028986696,
0.036192514,
0.0043123467,
-0.009508707,
0.010771581,
-0.030190142,
-0.02885298,
0.028823266,
0.014760781,
0.032597035,
0.023875767,
-0.0007456534,
0.0011152301,
-0.041184586,
-0.0087064095,
0.014530492,
-0.011477306,
-0.016045941,
0.014790496,
0.012175601,
-0.017115671,
-0.039877135,
-0.029060984,
-0.008773267,
-0.036103368,
0.026624378,
0.0109424405,
-0.01650652,
-0.0038034825,
0.022820896,
0.013676194,
0.034439344,
0.026980953,
-0.0030699007,
0.053427044,
-0.0147756385,
0.055893365,
-0.031586733,
0.005356076,
-0.023430046,
-0.040055424,
-0.003797911,
0.035895366,
0.05523964,
0.0040412,
0.016892811,
-0.036816522,
0.013943627,
-0.033488475,
-0.026297515,
-0.029655278,
0.013995627,
0.041392587,
-0.04834583,
-0.018883696,
0.015095071,
0.0010335146,
0.021142013,
0.018333975,
0.06097458,
0.048524115,
0.07904112,
0.052743606,
-0.047959536,
0.028719265,
0.021186586,
-0.016818523,
0.014255631,
-0.00044850635,
0.0087435525,
-0.0034209057,
-0.03042786,
-0.068462685,
0.008349833,
0.0119304545,
0.010734438,
-0.06673923,
0.0067080953,
-0.010400147,
-0.019225415,
0.016417375,
0.08349833,
0.008929269,
0.026847238,
-0.0014569493,
-0.014560207,
-0.009887569,
0.033429045,
-0.051673874,
0.0058760834,
-0.03238903,
-0.061390586,
0.021231158,
-0.03054672,
-0.01172988,
0.01285904,
-0.010192145,
-0.052951608,
0.004691209,
0.039193697,
0.043472618,
0.002566608,
-0.02149859,
-0.02610437,
0.016907668,
0.026238086,
-0.025227787,
0.052921895,
0.03996628,
-0.012509892,
0.011484735,
-0.027040383,
0.048494402,
0.024618635,
0.03779711,
0.05720081,
0.012012171,
-0.038926266,
-0.050812148,
-0.023534048,
0.027263245,
0.0072503886,
-0.01695224,
0.005081215,
0.030962724,
-0.06311404,
-0.0147756385,
-0.017665394,
0.036846235,
-0.0061843735,
0.0231329,
-0.008936699,
-0.06519407,
0.26481748,
0.014627065,
0.080467425,
0.00434949,
0.028184399,
0.04014457,
0.022092884,
-0.00078836834,
-0.0026798951,
-0.0022694608,
-0.015332789,
-0.004564922,
-0.012569321,
0.04160059,
0.01172988,
0.006202945,
-0.08777724,
0.020235715,
0.031200442,
-0.06852212,
-0.040560577,
0.04097658,
0.030606149,
0.02291004,
0.028273543,
0.02487121,
0.04038229,
-0.08005142,
0.017546535,
-0.015808225,
0.025688365,
-0.05491278,
0.015823081,
-0.038955983,
0.008639551,
0.025554648,
-0.014277916,
-0.035746794,
0.00696067,
0.021810595,
0.030309001,
-0.023756908,
0.015421933,
-0.026535233,
-0.04451263,
-0.0076663946,
-0.056368798,
0.040293142,
0.0047543533,
-0.030100998,
0.009798424,
-0.06578836,
0.037856538,
-0.029625563,
-0.07743653,
0.03666795,
-0.03170559,
-0.042373173,
-0.01695224,
0.028020969,
0.0097315665,
0.016090514,
-0.018378546,
-0.03277532,
0.00061936595,
0.02048829,
-0.01224246,
0.0067563816,
-0.011811596,
-0.00088076247,
0.014619636,
0.0014086629,
-0.021587735,
-0.028927267,
0.0033429046,
0.028674692,
-0.03227017,
0.03218103,
-0.007651537,
-0.0495047,
0.008795553,
0.008000685,
-0.02178088,
-0.01622423,
-0.034677062,
0.05761682,
-0.032091882,
-0.010333289,
-0.013015042,
0.029268986,
0.023742052,
0.04406691,
0.035806224,
0.013824767,
-0.017561391
] | Get the class with the highest probability, and use the model's id2label mapping to convert it to a label:
import torch
predicted_class_ids = torch.argmax(logits).item()
predicted_label = model.config.id2label[predicted_class_ids]
predicted_label
'cash_deposit' |
[
0.048298404,
0.01401338,
-0.013093886,
-0.018675003,
0.00052122504,
-0.014398284,
0.043736573,
0.007648198,
0.005859104,
0.013635603,
-0.02859699,
0.004590344,
0.01971567,
-0.053630047,
-0.009986137,
0.03800577,
-0.0011645147,
-0.05209043,
-0.023778554,
0.012081729,
0.021126987,
0.00764107,
-0.08045933,
-0.03546825,
-0.0202859,
0.06489207,
0.044820007,
-0.008738761,
0.061242606,
0.02461964,
-0.0368368,
0.00857482,
0.017563056,
-0.031134509,
-0.017292198,
-0.03079237,
-0.0093731405,
-0.018660747,
-0.07099352,
-0.039117716,
0.0009105846,
0.006222625,
0.027242696,
-0.04396466,
-0.04196886,
0.013607092,
0.0072953687,
0.0070530213,
0.03680829,
-0.034755465,
-0.002353977,
0.026430119,
-0.012837282,
0.043080807,
-0.05334493,
-0.0032609976,
-0.020970175,
-0.00061566924,
-0.039716456,
0.00074976217,
0.05334493,
0.05394367,
-0.0027317537,
-0.029851492,
0.0030631993,
-0.0025767228,
-0.017220918,
-0.0011707516,
-0.02772739,
-0.0028048144,
-0.013158036,
0.023407904,
0.01702134,
-0.0552552,
-0.0248905,
0.0067750346,
-0.0051926486,
-0.0063010314,
0.024391549,
0.06774322,
0.039859015,
0.04807031,
0.014277111,
0.026073726,
-0.033016264,
-0.038376417,
0.049353328,
-0.00847503,
-0.016066205,
-0.055654358,
0.008382368,
0.023008743,
-0.025646053,
0.015467464,
0.049609933,
0.034783974,
-0.03606699,
0.04467745,
-0.003560368,
0.013264954,
0.045361724,
0.07686688,
-0.0006958577,
0.04060031,
-0.018361377,
0.010584878,
0.011418838,
-0.02352195,
-0.0013409293,
-0.031818785,
0.015809601,
-0.011561395,
0.007869162,
0.0013578581,
0.0069175917,
0.00847503,
-0.030279165,
0.03766363,
-0.040087104,
-0.051434666,
-0.020770594,
0.014205832,
0.030763859,
-0.07008115,
0.025047313,
-0.028810825,
0.005117806,
0.024234736,
0.01791945,
-0.010150078,
-0.011639802,
0.011433094,
0.023735786,
0.05097848,
-0.027413763,
-0.049438864,
-0.016165994,
0.005285311,
0.046872832,
-0.023678763,
-0.011390327,
0.011718208,
0.01804775,
0.093118414,
0.034955043,
0.0022417132,
0.010563494,
-0.07897673,
0.0037421284,
0.011946299,
-0.033928633,
0.029338287,
0.009123665,
0.01677899,
-0.04370806,
0.019045651,
-0.023536205,
0.013963485,
-0.004975249,
-0.018104773,
0.001933433,
0.031191532,
-0.029509356,
0.0370934,
0.02528966,
0.016536644,
-0.026430119,
0.00068516587,
0.039630923,
-0.048127335,
-0.044506382,
-0.004237515,
-0.012673342,
0.0111622345,
0.03917474,
0.022481281,
0.033615004,
-0.000836633,
0.013200804,
-0.0071884505,
-0.024363037,
-0.005994533,
0.014825957,
0.048726074,
-0.03532569,
-0.012766004,
0.013086758,
-0.005841284,
0.002729972,
-0.001203718,
0.016465366,
0.027285462,
-0.04487703,
0.008824295,
-0.02025739,
0.0024412933,
-0.03486951,
-0.013471662,
0.021911053,
-0.061983902,
-0.019644393,
0.0562531,
-0.014041891,
0.016308552,
0.03994455,
-0.058904666,
0.013949229,
-0.0029580635,
-0.030279165,
-0.032617103,
0.06432184,
-0.0048398194,
0.016921548,
-0.04117054,
0.009907731,
-0.025018802,
-0.003551458,
0.04547577,
-0.02222468,
-0.0025125719,
-0.009850708,
0.012587807,
0.017848171,
0.021868287,
-0.0050465274,
0.018161796,
-0.02362174,
0.0071920143,
-0.001410426,
-0.020143343,
0.031419624,
0.036779776,
0.015168094,
0.06306734,
0.034955043,
0.014669144,
0.03293073,
0.020642294,
0.021925308,
-0.006219061,
-0.002353977,
-0.021640195,
0.037464052,
0.014982769,
0.014312751,
-0.039488364,
0.0066788085,
0.015367674,
-0.004982377,
0.027955482,
-0.06460696,
0.048184358,
0.015538743,
0.012081729,
-0.058733597,
-0.006632477,
0.017506033,
0.04661623,
-0.0060052252,
-0.01921672,
-0.019202465,
0.023194069,
0.0019690723,
0.013457406,
0.037178937,
0.040229663,
-0.008688866,
0.0006709102,
-0.02548924,
-0.056680772,
-0.036295082,
-0.00950857,
-0.06289627,
0.01027838,
-0.042453557,
-0.0026497834,
0.024733687,
-0.054342832,
-0.009929114,
-0.030421723,
0.015538743,
0.007049457,
-0.022410003,
0.030706836,
0.064378865,
0.017220918,
-0.047585618,
0.016721968,
-0.022338726,
0.011297664,
-0.0101073105,
0.0022007278,
0.024961779,
-0.014925746,
0.021911053,
-0.008753017,
-0.021412103,
-0.016522389,
-0.039317295,
0.020414202,
-0.030393211,
0.030279165,
0.014925746,
0.0007430798,
-0.027684623,
0.014106043,
-0.00087628176,
-0.026401607,
0.009401652,
0.036865313,
-0.008132893,
0.016664945,
-0.017220918,
-0.005124934,
-0.03315882,
0.04781371,
0.07470001,
0.015638532,
-0.045190655,
-0.005196213,
-0.05702291,
-0.0040593185,
-0.0025927604,
0.00231121,
-0.0053993566,
0.06249711,
-0.020727828,
-0.05174829,
-0.0028012504,
-0.03313031,
-0.037350006,
-0.03680829,
-0.013457406,
0.046673253,
0.013072502,
0.0144410515,
-0.039060693,
-0.0149114905,
0.002040351,
0.017377732,
0.01665069,
-0.017477522,
0.05861955,
0.024762198,
-0.037150424,
-0.0034587958,
0.05836295,
-0.046673253,
0.010292635,
0.011924916,
0.004347997,
-0.035724852,
0.016023438,
0.02165445,
-0.016422598,
0.050892945,
-0.07447192,
0.024163458,
0.012887178,
-0.0002468023,
-0.0032574337,
0.028967638,
0.010620517,
0.013507302,
-0.051976383,
-0.025503496,
-0.0072454736,
0.013685498,
0.04784222,
-0.028283363,
0.051121037,
-0.015210861,
-0.022509793,
-0.00064997206,
0.0021864723,
-0.02252405,
0.029765958,
0.026016703,
0.029737446,
-0.0016492094,
-0.024149202,
-0.015895136,
-0.008082997,
0.046787295,
0.018660747,
0.008339601,
-0.03415672,
-0.013485918,
-0.021226779,
-0.03352947,
0.0067251395,
-0.004597472,
-0.03469844,
-0.0071456833,
-0.018033495,
-0.04017264,
0.027983993,
0.038461953,
0.0579923,
0.0074557452,
0.06295329,
-0.0058234646,
0.006219061,
0.029452333,
0.021169756,
-0.008033102,
-0.06711596,
0.03156218,
0.0043765083,
-0.010770202,
-0.045789395,
0.0016385177,
-0.05562585,
0.03920325,
-0.016322808,
0.009758045,
-0.02548924,
0.007102916,
-0.027442275,
0.00044103657,
-0.060045123,
-0.027370997,
-0.050721876,
0.012231414,
0.07344551,
-0.036152523,
-0.0026230537,
-0.038091302,
-0.0052960026,
-0.011753847,
-0.015153838,
-0.06626062,
-0.016337063,
0.0031273502,
-0.02902466,
0.011425965,
0.009629744,
-0.013115269,
0.021312313,
-0.0634665,
0.044078708,
0.0025000982,
0.0023646688,
-0.014405413,
0.0121244965,
0.007904801,
-0.013749649,
0.048925657,
0.015210861,
-0.029067429,
0.015909392,
0.0018603724,
-0.015310652,
-0.023379393,
-0.036608707,
-0.034783974,
0.014284239,
0.024248993,
0.0627252,
0.0061442186,
-0.017905194,
0.063751616,
0.020913152,
-0.0038383545,
-0.04664474,
0.025004545,
0.055568825,
0.015225117,
0.034926534,
0.0185467,
-0.019701416,
0.060273215,
0.035753366,
0.023108535,
-0.005171265,
-0.012937073,
-0.010306891,
-0.014597865,
-0.0045155017,
0.024776455,
-0.029338287,
0.03506909,
-0.0023397212,
0.002517918,
-0.017534545,
-0.06534825,
0.016664945,
-0.013307721,
0.0057985173,
0.02615926,
0.009722406,
0.024177713,
-0.002924206,
-0.0022791345,
-0.002614144,
-0.0074129784,
-0.039516877,
0.020072063,
0.05861955,
0.0040913937,
0.039916035,
-0.00020793315,
-0.018290099,
0.008154276,
-0.0019762001,
0.041655235,
-0.050094627,
-0.0050251437,
-0.012038962,
-0.05194787,
-0.0074058506,
-0.019900996,
-0.036295082,
-0.018903095,
-0.028867848,
0.002560685,
-0.009351757,
0.023336627,
-0.024733687,
0.046103023,
-0.031590693,
-0.049267795,
-0.010271251,
0.02705737,
-0.0009711714,
0.03589592,
0.013756777,
-0.035154622,
-0.027171416,
-0.018760538,
0.026601188,
-0.07509917,
-0.01921672,
-0.033814587,
-0.023008743,
-0.007983208,
0.030478746,
0.007266857,
-0.05804932,
-0.0013471663,
-0.042881228,
0.0034391943,
-0.03213241,
-0.024762198,
-0.007648198,
0.013464535,
-0.02802676,
0.04194035,
-0.013820928,
-0.021212522,
0.004016551,
0.030051073,
0.015624277,
0.031334087,
-0.012922817,
-0.01685027,
0.03256008,
0.0033803894,
-0.017434755,
0.06751513,
-0.017591568,
0.006735831,
0.005545478,
0.049524397,
-0.012851538,
-0.049039703,
-0.042482067,
0.03173325,
0.04941035,
-0.038889624,
-0.00039270075,
-0.010028904,
-0.013364744,
0.044962563,
0.05075039,
-0.01244525,
0.011967683,
-0.047500085,
-0.045333214,
0.031248555,
-0.013934974,
-0.022766396,
-0.028539967,
-0.0047863605,
0.024177713,
-0.008745889,
0.009095154,
0.0545139,
0.008282578,
-0.018874584,
-0.05371558,
0.037036378,
0.010891376,
-0.00070164906,
-0.025931168,
-0.011155107,
-0.051121037,
0.023379393,
-0.026971836,
-0.051406153,
-0.018204564,
0.017662846,
0.024562618,
-0.023279604,
0.05157722,
0.0018265151,
-0.055198178,
-0.045675352,
0.014669144,
0.0026087982,
0.022067865,
0.025902657,
0.026900558,
0.012872922,
0.031476647,
-0.018332865,
-0.00240209,
-0.01067754,
0.075498335,
-0.0148544675,
-0.024248993,
0.002778085,
0.03372905,
-0.052575123,
-0.062269017,
-0.029480845,
-0.019145442,
-0.037977256,
-0.009893475,
0.016465366,
0.01478319,
-0.050892945,
0.04607451,
0.05782123,
-0.0026996783,
-0.012259926,
-0.007013818,
-0.0018024585,
-0.04111352,
0.03532569,
0.05015165,
-0.01744901,
-0.021369336,
-0.023493439,
0.01628004,
-0.043422945,
-0.029737446,
0.05958894,
-0.021098476,
0.040087104,
0.07122161,
0.015766835,
0.04590344,
0.027884202,
-0.0044762986,
-0.012808771,
-0.013699754,
-0.049952067,
-0.046701763,
0.007270421,
0.0088456785,
0.016023438,
-0.036323592,
-0.011304792,
-0.002507226,
0.037292983,
-0.024063667,
-0.08102956,
0.027570577,
-0.04253909,
-0.024106435,
0.023051511,
-0.0017427626,
-0.0018389889,
0.012267053,
0.0025303916,
-0.021469126,
-0.017976472,
0.0125949355,
-0.024220482,
-0.03330138,
-0.04490554,
0.0060444283,
-0.065006115,
-0.03940283,
-0.01794796,
-0.030535769,
0.055312224,
0.026130749,
-0.03230348,
-0.022324469,
-0.014205832,
0.039545387,
-0.0034677056,
0.020670805,
-0.011140851,
-0.0013836966,
0.0110695725,
-0.007519896,
-0.028953383,
-0.00019390017,
-0.007320316,
-0.008959725,
0.028639756,
0.004654495,
-0.00930899,
-0.022581073,
0.012887178,
0.021155499,
-0.0085249245,
-0.007911929,
-0.025375195,
-0.00017786247,
-0.021397848,
-0.010449449,
-0.026030958,
-0.041398633,
-0.0313626,
0.0515202,
0.00091325754,
0.018689258,
-0.00064997206,
-0.005267491,
-0.020000786,
0.018347122,
0.008581948,
-0.01147586,
0.0025802867,
-0.005349462,
0.03666573,
-0.004650931,
0.018090518,
0.03315882,
-0.04097096,
0.03179027,
0.0123312045,
0.0013667679,
0.017805403,
0.03139111,
0.048269894,
0.07663879,
0.028297618,
-0.047899242,
0.004326613,
-0.028611245,
-0.039374318,
0.0070209457,
-0.07686688,
-0.03176176,
0.036181036,
-0.022381492,
0.006226189,
-0.03216092,
-0.0076909647,
0.029822981,
0.031676225,
-0.008446518,
0.01548172,
0.0019762001,
0.030307677,
0.0051284977,
-0.03193283,
-0.03196134,
-0.03139111,
0.03019363,
-0.00026840862,
-0.037749168,
0.018404145,
0.013336233,
0.011197873,
-0.0075056404,
0.0010665066,
-0.028782314,
0.012666213,
0.0036227368,
-0.0059339465,
0.013150908,
-0.056709282,
0.04798478,
-0.002147269,
0.05548329,
-0.024662409,
0.030735347,
-0.016422598,
0.011518627,
0.016622178,
0.040856916,
-0.00784065,
-0.011796614,
0.039630923,
0.025318172,
0.047899242,
0.008660355,
-0.015168094,
0.00814002,
0.066773824,
0.02712865,
0.0069282837,
0.023963878,
0.06517719,
0.019273743,
-0.0015298177,
-0.017363476,
0.021939564,
-0.0033287124,
0.0010593787,
0.012081729,
-0.006486356,
0.01794796,
0.026758,
0.008018847,
0.037977256,
0.013428895,
-0.037036378,
-0.031847294,
-0.03412821,
0.034384813,
0.01067754,
-0.051121037,
0.022210423,
0.00075065315,
0.05662375,
-0.0067180116,
0.045333214,
0.044192754,
0.04761413,
0.010235612,
-0.00722409,
0.011953427,
-0.023778554,
-0.011347559,
-0.017363476,
0.0039987317,
-0.04444936,
-0.011383198,
-0.0020581707,
-0.010506471,
-0.031647716,
0.042253975,
0.027028859,
0.0036957974,
0.032645617,
-0.047557108,
-0.04137012,
-0.059874054,
0.031191532,
-0.06700192,
-0.030991951,
0.0104280645,
-0.0063331067,
-0.049296305,
0.034955043,
0.010100183,
0.047157947,
0.010349658,
0.043194853,
0.030678324,
0.038290884,
0.07190589,
0.008104381,
0.012673342,
-0.011254896,
-0.035268668,
0.0015431825,
-0.0054100486,
0.013158036,
-0.00710648,
-0.06586146,
-0.047585618,
0.016465366,
-0.0017873119,
-0.026872046,
-0.018090518,
0.015766835,
0.001413099,
-0.025988191,
0.005285311,
0.058904666,
0.011960555,
-0.016593667,
0.0069389753,
0.02909594,
-0.036580198,
-0.050522298,
-0.039146226,
0.021882541,
0.04901119,
-0.045988977,
-0.018475423,
-0.048754588,
0.018233076,
0.002822634,
-0.022410003,
0.015253629,
0.024334526,
0.02018611,
0.017463267,
0.003556804,
-0.06403673,
-0.016037693,
0.042653136,
0.05291726,
0.002569595,
0.08775826,
0.04507661,
0.0013418203,
0.0060337367,
-0.012395355,
0.012872922,
-0.008924086,
0.022766396,
-0.000058971935,
-0.00044972365,
-0.011646929,
-0.035724852,
-0.01518235,
0.018903095,
0.0027531374,
-0.051092528,
-0.026743745,
-0.026487142,
-0.07703795,
-0.022410003,
-0.03566783,
-0.011190746,
0.0024466391,
-0.02382132,
-0.01677899,
-0.055597335,
0.24132095,
0.062668175,
0.020057809,
0.0030435978,
0.012965584,
0.03352947,
0.01878905,
0.00088162767,
0.024961779,
-0.03489802,
-0.02068506,
0.001931651,
0.029908516,
0.025703076,
-0.01628004,
0.045846418,
-0.06192688,
-0.009800812,
-0.003599571,
-0.036779776,
-0.07481406,
0.015567254,
0.023664508,
0.019402046,
0.044335313,
-0.010114439,
-0.01317942,
-0.0303647,
-0.044791494,
-0.032446034,
0.05445688,
-0.0011386762,
0.03903218,
-0.047015388,
0.020171855,
0.038861115,
-0.035211645,
-0.030393211,
-0.018675003,
-0.0025339555,
0.011290536,
-0.00130529,
0.036893822,
-0.015039792,
0.015567254,
0.021169756,
-0.045817908,
0.023308115,
0.010941271,
-0.047557108,
0.007199142,
-0.047443062,
-0.010791586,
-0.03917474,
-0.029452333,
-0.033415426,
-0.032075386,
-0.05981703,
-0.01824733,
0.0021116296,
0.01441254,
0.009223456,
-0.0014790318,
-0.029366799,
-0.032189433,
0.03156218,
-0.0014220088,
0.06363757,
-0.025916912,
-0.0054670717,
-0.050237183,
-0.0036102629,
-0.010100183,
-0.008560564,
0.03079237,
0.024248993,
0.007049457,
0.022082122,
0.018204564,
-0.035753366,
0.011119467,
0.028155062,
-0.01988674,
-0.006967487,
0.0025909785,
0.04884012,
-0.034185234,
-0.010520726,
0.033615004,
0.034755465,
0.05209043,
-0.021882541,
-0.013991997,
0.0037884596,
-0.007919056
] | Before you begin, make sure you have all the necessary libraries installed:
pip install transformers datasets evaluate jiwer
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() |
[
0.015779693,
0.014816103,
-0.023372492,
-0.005444646,
-0.024169447,
-0.021445312,
0.011765942,
0.015069679,
-0.0054482687,
0.035355784,
0.048802577,
-0.0020630246,
0.021966955,
-0.052859798,
-0.013838023,
0.05146875,
0.009215688,
-0.01046908,
-0.037239496,
-0.038949326,
0.013591691,
0.025546003,
-0.06335061,
-0.041035894,
-0.054801468,
-0.006875541,
0.013635161,
-0.05370022,
0.045035157,
0.07865213,
0.006824826,
-0.035384767,
0.01255565,
-0.04387595,
-0.029907517,
-0.027777476,
0.008454959,
-0.040775076,
-0.035326805,
-0.027226852,
0.018069124,
-0.009954683,
-0.028081767,
-0.029081583,
-0.014736407,
0.0041477843,
-0.0075493297,
-0.014316195,
-0.021546744,
0.000055554723,
-0.036138248,
0.010034378,
0.05184549,
0.019749973,
-0.01051255,
-0.021894505,
-0.023314532,
-0.01140369,
-0.019735483,
-0.031327546,
0.04790419,
0.018474847,
0.008853436,
-0.031791225,
0.021952465,
0.031327546,
-0.011244299,
0.0012769379,
-0.026560308,
-0.0015604,
-0.037036635,
0.023300042,
-0.0033055486,
-0.013113519,
-0.02863239,
-0.0007919732,
0.015982553,
-0.0027042103,
0.0040825787,
0.039065246,
0.0041369167,
0.036862753,
0.031008763,
0.00524903,
-0.010360404,
-0.04178938,
0.01232381,
-0.008063727,
-0.018677708,
-0.040688135,
-0.0132439295,
0.044600453,
-0.02085122,
0.03834074,
0.08972255,
0.0058250106,
0.03271859,
0.025748866,
0.03074794,
-0.0021264188,
0.014692937,
0.12299176,
-0.0030845748,
0.017880755,
-0.036978673,
-0.00240173,
-0.0014861384,
0.008607105,
-0.009143238,
-0.025647435,
0.021677153,
0.014852328,
0.033414114,
-0.04007955,
0.0049266256,
0.039557908,
0.0024633128,
0.029675676,
-0.030892842,
-0.017359111,
-0.0075058592,
-0.013396075,
0.006393746,
-0.05497535,
0.016127454,
-0.044281673,
0.01885159,
0.039239127,
-0.012338299,
0.011084908,
0.0064335936,
0.010954497,
0.022445127,
0.024140466,
0.008339039,
-0.027893396,
-0.031037742,
0.018011164,
-0.0066364547,
-0.0018239383,
0.02302473,
0.015156619,
-0.0003470826,
0.06416205,
-0.029574245,
-0.011237054,
0.0039956383,
-0.017822793,
-0.008918642,
-0.0030954424,
-0.035500687,
0.009795291,
-0.02302473,
-0.0017442429,
-0.022691458,
0.0067741107,
0.008433225,
0.013526486,
-0.006205375,
0.019648543,
0.028893212,
-0.014395891,
-0.06300285,
0.0343125,
-0.002658929,
0.043441247,
-0.0002404447,
-0.017721362,
0.03074794,
-0.0531496,
0.0037040256,
0.0041151815,
0.023517393,
0.023213102,
0.035008024,
0.020170186,
0.06694415,
-0.0170838,
0.035529666,
-0.002052157,
-0.003405168,
-0.030255279,
0.0126353465,
0.018170556,
-0.0043506455,
0.0013539165,
0.007672495,
-0.00478897,
-0.012338299,
0.012722286,
0.054453705,
0.0767974,
-0.022691458,
-0.008288324,
-0.058771748,
-0.014446606,
-0.023155142,
0.09754719,
-0.024198426,
-0.01436691,
-0.01521458,
0.043035526,
-0.037181534,
0.04381799,
-0.018561788,
0.043151446,
-0.00851292,
0.044368614,
-0.058337044,
0.017547483,
0.020300597,
0.012874433,
-0.005647507,
-0.003253022,
0.031675305,
-0.019561602,
-0.027632575,
0.009280894,
0.010983477,
-0.0013140688,
0.0156203015,
0.0044846786,
0.04196326,
0.023256572,
-0.013693122,
-0.020561418,
0.008976602,
0.043267366,
0.014388645,
0.0052780104,
0.012099213,
0.021068571,
0.003999261,
0.022691458,
0.0067052827,
0.004423096,
0.05155569,
0.013671387,
0.020633869,
-0.0050280564,
0.008780986,
0.012403505,
0.063640416,
0.0461364,
-0.04581762,
-0.024430268,
-0.0073790713,
0.0382538,
-0.037239496,
0.02302473,
-0.041383658,
0.050077703,
-0.019518131,
0.014750897,
-0.036833774,
-0.032081027,
0.06694415,
0.02863239,
-0.012142683,
-0.000743522,
-0.008252098,
0.0019326139,
0.0043470226,
-0.02489395,
0.025531514,
0.029704656,
0.0019000112,
0.013693122,
-0.050309543,
-0.039007284,
-0.057873365,
-0.047063768,
-0.08757802,
-0.0077304556,
-0.01875016,
-0.015866634,
-0.0041369167,
-0.03993465,
0.012562896,
-0.02653133,
-0.018706689,
-0.0006398274,
-0.04442657,
0.04341227,
0.03202307,
0.015504382,
-0.084737964,
0.013997413,
-0.041818358,
0.022488598,
0.023415962,
-0.03063202,
-0.013946698,
-0.014156804,
0.018329946,
-0.007056667,
0.014895798,
-0.0026335714,
-0.022590028,
0.0075783096,
-0.018358925,
0.025328653,
-0.0011782243,
0.020619377,
-0.037963998,
0.005864858,
0.013193214,
-0.04022445,
0.005549699,
0.05506229,
-0.015678262,
0.042832665,
0.03042916,
0.016460726,
-0.01922833,
0.0150117185,
0.024444759,
-0.033674937,
-0.039499946,
-0.0073790713,
-0.045904562,
0.008933132,
-0.050628327,
-0.0011166414,
0.0113384845,
0.07726108,
-0.009657635,
-0.054337785,
-0.0037855324,
-0.069030724,
-0.058366027,
-0.04413677,
-0.014714672,
0.039065246,
0.05703294,
0.0067016603,
-0.07372551,
0.001793147,
-0.0019362364,
0.035442725,
0.006357521,
-0.025806826,
0.03213899,
0.05164263,
-0.029965477,
0.014939268,
0.017764833,
-0.023053711,
0.0065676267,
-0.0016256054,
0.018431377,
0.022155326,
0.0026208926,
-0.025966216,
0.0037927774,
0.03964485,
-0.0038145124,
0.021488782,
0.027183382,
0.04370207,
-0.0017614499,
-0.0011700736,
0.01885159,
0.05529413,
0.004622334,
-0.024169447,
-0.010490815,
0.033124313,
0.05155569,
-0.07152302,
-0.0033309062,
-0.00017456013,
-0.029733635,
0.008578125,
-0.014685692,
-0.04544088,
0.03842768,
0.023155142,
0.04781725,
-0.025299672,
-0.028139727,
0.015663773,
-0.015460911,
-0.0027820945,
-0.0006570344,
0.035413746,
-0.016808487,
-0.015098659,
-0.023923116,
-0.025574984,
0.006477064,
-0.02473456,
-0.02669072,
-0.05001974,
-0.036746833,
-0.041818358,
0.02096714,
0.01133124,
0.015489891,
0.009715596,
0.03964485,
-0.028386058,
-0.0066509447,
0.0267197,
-0.012019518,
0.025183752,
-0.031327546,
0.016214395,
0.013367095,
0.0035826713,
0.0010686431,
0.0042745722,
-0.0101502985,
0.0038978304,
0.026053157,
-0.011128378,
-0.014417626,
0.043122467,
-0.038572583,
0.023734745,
-0.013511996,
-0.02270595,
-0.04575966,
0.031501424,
0.020503458,
-0.04358615,
-0.00057779177,
-0.02851647,
0.019474663,
0.048136033,
-0.011823902,
-0.055989653,
-0.010077848,
-0.01149063,
-0.04946912,
-0.0043180427,
0.07071157,
-0.044484533,
0.031037742,
-0.010019887,
0.01441038,
-0.0027295682,
-0.063872255,
-0.042861644,
0.00021112493,
-0.017648913,
-0.017880755,
0.030197319,
-0.01540295,
-0.041238755,
0.02870484,
-0.07129117,
0.0023220347,
-0.037645217,
-0.0058684805,
-0.0074986145,
0.011410935,
-0.009932947,
0.004028241,
-0.0010487193,
-0.026313977,
-0.018503826,
0.039297085,
-0.013533731,
-0.05909053,
0.012164419,
0.033790857,
-0.0022858095,
0.0610322,
-0.01890955,
-0.0062633352,
0.0040318635,
-0.0064517064,
-0.033616975,
-0.0026915316,
-0.02285085,
-0.013693122,
-0.027183382,
-0.039181165,
0.050744247,
-0.04573068,
0.039007284,
0.027197873,
-0.021720624,
-0.015156619,
-0.04410779,
-0.003908698,
0.0062162424,
-0.058047242,
0.02272044,
0.020010795,
0.00238724,
-0.033356156,
-0.007897091,
-0.012222379,
-0.007839131,
-0.035181906,
0.005683732,
0.065379225,
0.026154587,
0.04958504,
-0.013113519,
-0.04422371,
0.03063202,
-0.00950549,
-0.0025104056,
0.016547667,
-0.0026553064,
0.009592431,
-0.0030121244,
-0.015576832,
0.025473554,
0.00043130617,
0.0096359,
0.0045679966,
-0.04390493,
0.009034562,
-0.044484533,
-0.04790419,
0.051265888,
-0.025806826,
-0.0457017,
-0.015605812,
0.017837284,
0.015055189,
0.000956345,
0.059930954,
-0.037732158,
-0.041267738,
-0.040630173,
0.056308433,
-0.024922932,
0.035616606,
-0.06056852,
-0.05143977,
0.009961927,
0.048773594,
0.012417995,
-0.029661186,
0.00428544,
-0.008802721,
-0.012751267,
-0.048280932,
-0.03822482,
-0.008831701,
0.028081767,
-0.033616975,
-0.0038652278,
0.004209367,
-0.013128009,
0.0013348983,
0.0012760323,
0.027183382,
-0.002925184,
-0.018590767,
0.015634792,
-0.0026227038,
0.0028780913,
-0.04210816,
0.046773966,
-0.0035138435,
0.030052418,
-0.013323625,
0.022459617,
-0.073087946,
-0.019967325,
-0.003155214,
-0.0032983036,
0.05338144,
-0.02473456,
-0.022633499,
-0.014345176,
0.020286106,
0.0010776994,
-0.004140539,
-0.046860907,
-0.039702807,
-0.016547667,
-0.05874277,
0.048599716,
-0.0068320706,
0.014678447,
0.004738255,
0.022039406,
0.054308806,
-0.02469109,
0.03599335,
0.029559756,
0.009056297,
0.0008182365,
-0.041296717,
-0.0025393858,
0.008802721,
0.0056293947,
-0.024024546,
-0.016214395,
0.017808303,
0.019735483,
-0.011454405,
-0.052164275,
-0.013620672,
0.00717621,
0.036457032,
0.011671756,
0.024285367,
-0.01042561,
-0.041006915,
-0.044774335,
0.022372678,
0.0053577055,
-0.0019326139,
0.016315825,
0.020488968,
-0.0017116403,
0.021474293,
0.009882232,
-0.042919606,
-0.019634053,
0.034892105,
0.015055189,
-0.02296677,
0.03608029,
0.06485758,
-0.027965847,
-0.028125238,
-0.013113519,
-0.017634422,
-0.048165012,
-0.010345914,
0.01906894,
0.011541345,
-0.027328283,
0.027531145,
0.018663218,
-0.0457017,
0.02079326,
0.0009798914,
-0.014098844,
-0.09192504,
0.0020177432,
0.02840055,
-0.0059155733,
0.0022151703,
-0.029907517,
0.020590398,
-0.031037742,
-0.009990907,
0.03793502,
-0.006114812,
-0.008425979,
0.052396115,
0.015794182,
0.036775813,
0.025879275,
0.015533362,
-0.02863239,
-0.028284628,
-0.0801591,
-0.011570326,
0.005926441,
-0.0005198315,
0.030371198,
-0.03225491,
0.029936496,
0.044078812,
0.048454814,
-0.010824087,
-0.046889886,
0.036775813,
-0.009585185,
-0.035037003,
-0.01717074,
0.0047925925,
0.010766126,
0.036022328,
0.024575168,
-0.06485758,
0.04604946,
0.005578679,
-0.0029034489,
-0.015678262,
-0.04532496,
-0.0101213185,
-0.033559017,
-0.019923855,
-0.035152923,
0.028067278,
0.019634053,
0.045093115,
-0.019909365,
0.0074768793,
0.03813788,
0.050744247,
-0.035616606,
-0.0022821869,
-0.010758881,
-0.00017410732,
0.017257681,
-0.022111855,
-0.056627218,
0.058713786,
0.02863239,
-0.0455568,
0.028342588,
-0.006444461,
0.018141575,
-0.0062343553,
0.0056764875,
0.036022328,
-0.0043868707,
0.0028382437,
0.029168522,
0.009860497,
-0.044600453,
0.00064390275,
-0.0070675346,
-0.017040329,
-0.009954683,
0.01711278,
0.01895302,
0.035152923,
0.011997783,
0.012512181,
-0.006064097,
0.03964485,
0.02670521,
0.0025303296,
0.027545635,
0.0065784943,
-0.013041069,
-0.02298126,
-0.015475401,
0.023618823,
-0.04738255,
0.0056909774,
0.0023310909,
0.00022108686,
-0.01906894,
-0.0018429565,
0.025502535,
0.03657295,
-0.0014173106,
-0.036022328,
-0.000010690676,
-0.018358925,
-0.016649097,
-0.0016482462,
-0.069262564,
-0.009331609,
0.024285367,
-0.015721733,
0.0056293947,
-0.017576462,
0.0049773413,
-0.009237424,
0.050570365,
0.015997045,
0.01711278,
0.08091258,
0.001954349,
0.01159206,
-0.007357336,
-0.041383658,
-0.007614535,
0.0337329,
0.009201198,
-0.018706689,
0.023227591,
0.046194363,
0.024125976,
-0.028907701,
-0.022300227,
-0.019242821,
0.012983108,
-0.0001794279,
-0.021474293,
0.008063727,
-0.030979782,
0.003685913,
-0.016112965,
0.0075058592,
-0.03413862,
0.016953388,
0.012265849,
-0.0041767643,
-0.003941301,
0.0074116737,
0.022676969,
-0.022314716,
-0.0021445313,
0.01875016,
0.027081951,
-0.014243744,
0.0015368537,
-0.021604704,
0.06856704,
0.046687026,
0.014316195,
-0.0027096441,
0.01719972,
0.023329021,
-0.041615497,
-0.013156989,
0.049266256,
0.011765942,
0.0064335936,
0.009034562,
-0.019793443,
0.007585555,
-0.0191269,
-0.01417854,
0.02082224,
-0.015678262,
-0.03567457,
0.027197873,
-0.019677524,
0.009911212,
-0.0025774222,
-0.05926441,
-0.00047409718,
0.011099398,
0.03413862,
0.010316934,
0.011939823,
-0.027531145,
0.029820576,
0.019663032,
0.026444389,
0.0044448306,
0.010896537,
0.059872992,
-0.009382324,
0.06120608,
-0.015837653,
-0.021372862,
-0.03434148,
-0.031791225,
-0.020474477,
0.023531884,
0.05958319,
-0.023676785,
0.023923116,
-0.033993717,
0.0067958455,
-0.049440138,
-0.013113519,
-0.042977564,
-0.0015658338,
0.015881123,
-0.029096073,
-0.0417604,
0.026198057,
-0.009331609,
0.02092367,
0.01235279,
0.054569624,
0.04955606,
0.09325813,
0.05914849,
-0.039499946,
0.010940007,
0.044397593,
-0.03863054,
-0.005527964,
-0.0011392822,
-0.011374709,
-0.023937605,
-0.05691702,
-0.059641153,
0.019706503,
-0.009360589,
0.0071472297,
-0.035008024,
0.0034776183,
-0.015895613,
-0.03242879,
0.012642591,
0.09522878,
-0.00013516525,
0.011352975,
-0.00041477842,
0.008636085,
-0.038688503,
0.018779138,
-0.060742397,
0.024401288,
-0.039470967,
-0.05135283,
0.013033823,
-0.024299858,
-0.019720994,
0.011860128,
0.022256756,
-0.02677766,
0.0150117185,
0.030052418,
0.046629064,
0.033674937,
-0.015823163,
-0.017895244,
0.035587627,
0.033674937,
0.006560382,
0.07581208,
0.018402396,
-0.0067451303,
-0.008933132,
-0.005567812,
0.024401288,
-0.004886778,
0.02285085,
0.024720069,
0.0014145937,
-0.04625232,
-0.06665435,
-0.021807564,
0.0054591363,
0.018315457,
0.0053758183,
-0.007802906,
0.03428352,
-0.081724025,
-0.017721362,
-0.023473922,
0.046976827,
-0.007183455,
0.0037782872,
-0.027183382,
-0.054627586,
0.25062037,
0.03608029,
0.068161316,
0.028197687,
0.011642776,
0.044455554,
0.018634237,
-0.002352826,
-0.0014970059,
0.0042129895,
-0.016026024,
-0.027994826,
-0.015185599,
0.04239796,
-0.0032222306,
0.018764649,
-0.05500433,
0.0038652278,
0.0027368132,
-0.07239242,
-0.06491554,
0.056308433,
0.015446421,
0.016851958,
0.027139911,
0.0059699113,
0.030313239,
-0.044571474,
0.016591137,
-0.03619621,
0.046513144,
-0.037268475,
0.013591691,
-0.025980705,
0.023995565,
0.022474108,
-0.009643146,
-0.029342404,
-0.021227961,
0.022372678,
0.040688135,
-0.037761137,
0.01905445,
-0.02892219,
-0.045151077,
0.014142314,
-0.04010853,
0.03045814,
0.03442842,
-0.03660193,
0.02658929,
-0.056859057,
0.031617347,
-0.032776553,
-0.059525233,
0.03793502,
-0.06717599,
-0.050251585,
-0.058510926,
0.03283451,
-0.014301705,
0.010048868,
-0.0172287,
0.006415481,
-0.013309135,
0.001709829,
-0.0383987,
0.024096996,
-0.009679371,
0.023952095,
-0.002260452,
0.009932947,
-0.029110562,
-0.048049092,
-0.0075565744,
0.052772857,
-0.02666174,
0.04028241,
-0.0059916466,
-0.04810705,
-0.0020123094,
0.02286534,
0.010164788,
-0.016228884,
0.0053432155,
0.051584672,
-0.028052786,
0.011005213,
-0.016315825,
0.018271986,
0.013903228,
0.006393746,
0.044252694,
0.011744207,
-0.022430638
] | Pass your inputs to the model and return the logits:
from transformers import AutoModelForAudioClassification
model = AutoModelForAudioClassification.from_pretrained("stevhliu/my_awesome_minds_model")
with torch.no_grad():
logits = model(**inputs).logits
Get the class with the highest probability, and use the model's id2label mapping to convert it to a label: |
[
0.012101884,
0.015586284,
0.031477366,
-0.017054858,
-0.041120082,
-0.03513495,
0.009885168,
-0.009940585,
-0.010432419,
0.050430287,
0.024854928,
0.0284848,
0.042394694,
-0.03217009,
-0.014976687,
0.027390296,
-0.0067402017,
-0.007329017,
-0.05220366,
-0.029870247,
-0.033638664,
0.0517049,
-0.048906296,
0.0232201,
-0.046467908,
0.0013967042,
0.009601151,
0.03510724,
0.063231826,
-0.0045719766,
0.0030046892,
-0.021294327,
0.00095509284,
-0.061569285,
-0.0074606347,
-0.024383875,
0.058742974,
-0.0111182155,
-0.038986493,
-0.037351664,
0.005832734,
0.02238883,
0.015226068,
-0.022277996,
-0.016860895,
0.019617936,
-0.013549676,
-0.013937602,
-0.036021635,
0.007055391,
0.018509578,
0.040510483,
0.053395145,
-0.00825034,
0.001480697,
-0.05225908,
-0.019714918,
0.0061548506,
-0.051039886,
-0.021973196,
0.026351212,
-0.004398796,
-0.0043572322,
-0.041424878,
-0.006324568,
0.029454613,
-0.006050942,
-0.03169904,
-0.048961714,
-0.043641597,
-0.0591309,
0.019423973,
-0.0042844964,
-0.016542243,
-0.014200836,
0.010363147,
0.038847946,
-0.0056734076,
0.0035709909,
-0.02981483,
0.05117843,
0.05214824,
0.016819332,
0.007176618,
-0.017761437,
-0.03372179,
0.009393333,
-0.020518476,
-0.027085498,
-0.016445262,
-0.03192071,
0.034940984,
-0.0718216,
0.0034272508,
0.033112194,
-0.014948978,
0.02926065,
-0.0006602523,
-0.012960861,
-0.019437827,
0.04982069,
0.10673487,
-0.0074398527,
0.02204247,
-0.023303226,
0.0017318093,
-0.0073913625,
0.013986092,
-0.03169904,
-0.03164362,
0.012919297,
0.006438867,
0.042754907,
-0.0017214185,
0.022125596,
0.02238883,
-0.0031484293,
-0.0018738176,
-0.048629206,
-0.027833639,
-0.018190926,
0.032308634,
0.0023916287,
-0.03665894,
-0.007800069,
-0.06494978,
-0.03111715,
0.040288813,
0.019645644,
-0.03956838,
0.025201289,
0.027750513,
0.021529853,
0.014450217,
0.025187435,
-0.046190817,
-0.034442224,
-0.019243866,
0.029426904,
-0.027390296,
0.017096423,
0.018939067,
-0.012025684,
0.06494978,
0.025492234,
0.016556097,
0.0065150666,
-0.05248075,
-0.013411132,
0.0044403593,
-0.059407987,
-0.0035986998,
-0.0036645085,
-0.03236405,
-0.059186317,
-0.020393787,
-0.044555992,
0.023511043,
-0.015530867,
0.031976126,
0.032585725,
-0.013300296,
-0.028955853,
0.026960807,
0.02585245,
0.020379933,
-0.02975941,
-0.013307223,
0.02093411,
-0.03302907,
0.013528895,
0.004648176,
0.008368103,
0.018786667,
-0.010647164,
0.041591134,
0.03593851,
-0.005732289,
0.009615005,
-0.008818373,
-0.014027656,
-0.019216156,
0.06539312,
0.0007187009,
-0.027182478,
0.011138998,
0.008866863,
-0.0051019103,
-0.054032452,
-0.0045165587,
0.05148323,
0.045193296,
-0.044140358,
-0.0062449044,
-0.022097887,
-0.018024672,
-0.040510483,
0.015309194,
0.021419019,
-0.05514081,
-0.03690832,
0.038293768,
-0.019271575,
0.024536274,
-0.0006394706,
0.016209735,
0.0024643647,
0.051233847,
-0.014422508,
-0.0007420803,
0.0569696,
0.044722244,
0.017221112,
0.009199372,
0.03535662,
-0.016486825,
-0.04483308,
-0.023912823,
0.006161778,
-0.031837583,
0.029232942,
0.015627848,
-0.017359657,
0.00995444,
0.021682253,
-0.0014296086,
0.02951003,
0.073373295,
0.0548083,
0.047354594,
-0.008271121,
0.04134175,
0.0036471905,
0.06888445,
0.025132017,
0.043918684,
0.03319532,
0.0120395385,
0.015724828,
-0.012877734,
-0.0146441795,
0.004513095,
0.035993926,
0.013805984,
0.017858418,
0.0053339726,
0.00812565,
0.018869795,
0.0026825727,
0.032530308,
-0.06035009,
0.031089442,
0.02123891,
-0.00797325,
-0.038653985,
-0.04477766,
0.04269949,
0.049211092,
-0.012704553,
-0.016653078,
0.004443823,
0.014124637,
0.02198705,
0.013833693,
0.042865746,
0.04641249,
-0.008665974,
-0.008693683,
-0.00033748633,
0.0062587587,
-0.023885114,
-0.041120082,
-0.07874884,
-0.025395252,
-0.01789998,
-0.0018616951,
0.0058639063,
-0.061846375,
-0.008014814,
-0.03006421,
0.017082566,
-0.016417552,
-0.021460582,
0.05220366,
0.031006314,
0.01792769,
-0.07004822,
0.002007167,
-0.00995444,
0.033638664,
-0.0014659766,
0.00051910983,
0.010924254,
-0.0408707,
0.021543708,
0.026572883,
0.0046204673,
0.044057228,
-0.012032611,
-0.0099960035,
-0.013134042,
0.00849972,
-0.012088029,
0.049266513,
-0.025187435,
0.051843446,
0.04851837,
0.015655557,
0.015544721,
0.0076338155,
-0.020310659,
0.005236991,
0.051898863,
-0.009393333,
-0.033666372,
0.0005650028,
0.03397117,
0.000057203826,
-0.042311564,
-0.03059068,
-0.0780284,
-0.028235419,
0.009261716,
-0.0081117945,
-0.032114673,
0.018564995,
-0.044749953,
-0.0622343,
0.020172115,
-0.042394694,
-0.027224043,
0.017387366,
-0.0054794447,
0.057634614,
0.016957877,
-0.011291397,
-0.06639064,
0.023330936,
-0.008991554,
0.01584952,
0.02003357,
-0.013591239,
-0.011222124,
0.040704448,
0.0042567872,
-0.034691606,
0.04250553,
-0.032059256,
-0.0024470466,
0.004031652,
0.03724083,
-0.015475448,
0.0315882,
0.007966323,
0.010203821,
0.03236405,
-0.054004744,
0.012704553,
0.043392215,
0.024951909,
0.0070727095,
-0.013819839,
0.03347241,
0.017290384,
-0.021294327,
-0.03821064,
0.051594064,
0.01870354,
0.015129087,
-0.08611941,
0.020144407,
0.021834653,
0.006092505,
-0.0000027499239,
0.06262223,
-0.022735193,
0.044223484,
0.018994484,
0.056360003,
-0.0557227,
-0.016957877,
-0.006643221,
0.0142839635,
0.021474436,
0.021044947,
0.034248263,
-0.006338422,
-0.0032211654,
-0.01100738,
-0.017872272,
0.025921723,
0.013528895,
-0.0109588895,
-0.009358698,
-0.021862362,
-0.051538646,
0.021557562,
0.045664348,
0.059241734,
-0.0050534196,
0.053949323,
-0.042366985,
0.010841127,
0.021460582,
-0.007405217,
0.024162203,
-0.040233396,
0.054697465,
0.026766846,
0.0074952706,
-0.01582181,
-0.012524446,
-0.022804465,
-0.016666934,
0.0021387846,
0.010183039,
-0.026143394,
-0.005805025,
-0.031976126,
0.024245331,
-0.031006314,
-0.022028614,
-0.014214691,
-0.00025825607,
0.057302106,
-0.0019656036,
0.002625423,
-0.05691418,
0.043946393,
0.022610502,
-0.03718541,
-0.06578105,
-0.025644632,
-0.026489755,
-0.04558122,
0.007280526,
0.04951589,
-0.027764367,
-0.0025890549,
-0.021626836,
0.03693603,
0.0018114726,
0.010931181,
0.021626836,
0.0045650494,
-0.020324515,
0.01767831,
-0.002079903,
0.013556603,
-0.015059814,
0.019756481,
-0.029787121,
0.039180454,
-0.030369008,
-0.018371033,
0.009642715,
-0.024660965,
0.023233954,
0.017082566,
0.032807395,
-0.02331708,
0.0070796367,
0.022749048,
-0.011270615,
-0.027002372,
0.033610955,
0.02254123,
0.017054858,
0.035716835,
-0.004007407,
0.006224123,
0.03272427,
-0.012157301,
-0.016362134,
0.0048629204,
-0.045969147,
0.00582927,
-0.024508566,
0.006819865,
-0.05774545,
-0.02953774,
0.024868783,
-0.012531373,
-0.033112194,
-0.009448752,
-0.05115072,
-0.015835665,
-0.033306155,
-0.01740122,
0.050568834,
0.01283617,
-0.0027033545,
-0.012822316,
-0.03084006,
-0.005368609,
-0.00020770889,
-0.008548211,
-0.027695095,
0.021322036,
0.0001429825,
0.0050014653,
-0.016154317,
-0.0016616711,
0.013134042,
-0.039152745,
0.015988063,
-0.012178083,
-0.016569952,
0.0146441795,
-0.004097461,
0.014145419,
0.01767831,
-0.040316522,
0.043087415,
-0.010536328,
-0.021460582,
-0.036187887,
-0.05148323,
-0.045692056,
0.05331202,
-0.024314603,
0.004592758,
0.023566462,
0.011402233,
0.009545733,
0.023441771,
0.018412597,
-0.049211092,
-0.036880612,
-0.06616897,
0.06605814,
-0.015433885,
-0.004887166,
-0.052868675,
-0.071932435,
0.0045165587,
0.05328431,
-0.013418059,
-0.02068473,
0.04857379,
-0.016334426,
-0.005739216,
-0.026697572,
-0.02402366,
-0.021058802,
0.021709962,
-0.0021924707,
0.020643167,
-0.02845709,
0.020726293,
0.04247782,
0.012676844,
0.005493299,
0.021502145,
-0.04189593,
-0.047493137,
-0.010460128,
0.0025752005,
0.0049702926,
0.014256255,
-0.019077612,
0.0073913625,
-0.036880612,
0.011963339,
-0.027473424,
-0.022804465,
-0.008818373,
-0.014962832,
0.055778116,
-0.03380492,
-0.006705566,
0.025159726,
0.028221564,
0.046190817,
0.034913275,
-0.0045719766,
-0.012101884,
0.0032298244,
-0.07874884,
0.013023206,
-0.025242852,
-0.027667386,
-0.024411585,
0.02951003,
0.034663897,
-0.032447178,
0.053201184,
0.038182933,
-0.012718407,
-0.010273093,
-0.029426904,
-0.020560041,
-0.0037303173,
-0.017428929,
-0.008402739,
-0.039125036,
-0.014367091,
0.008465084,
-0.028124584,
-0.054170996,
-0.035716835,
-0.009441825,
0.031505074,
-0.028706472,
0.022000905,
-0.00092305435,
-0.0024660965,
-0.06583647,
0.00083429914,
0.021252764,
0.034940984,
-0.014020728,
0.052840967,
-0.019326992,
0.041286334,
-0.052120533,
-0.014935124,
0.01339035,
0.048906296,
-0.017525911,
-0.027127061,
0.004523486,
0.03449764,
-0.036187887,
-0.05347827,
-0.021100365,
-0.0077654333,
0.01789998,
-0.018925212,
0.005133083,
0.01978419,
-0.060017586,
0.005638771,
0.045359552,
-0.02412064,
0.010723364,
0.023427917,
-0.0064527215,
-0.01363973,
0.021100365,
0.011679322,
-0.010106839,
-0.022125596,
-0.060017586,
-0.033278447,
-0.04508246,
-0.013376495,
0.04951589,
-0.04718834,
0.0064146216,
-0.0028003356,
0.024647111,
0.048407536,
-0.011831721,
-0.0028176538,
0.018842086,
-0.051289264,
-0.03507953,
-0.00152659,
0.038847946,
-0.02098953,
0.01165854,
-0.037684172,
0.01740122,
-0.000029630175,
0.0359108,
0.017872272,
-0.07897051,
-0.0024193376,
-0.035495166,
-0.009781259,
0.029205233,
-0.021515999,
0.027085498,
0.04200677,
-0.00041498482,
-0.031172568,
-0.0025544188,
-0.029981082,
-0.01675006,
-0.009850532,
-0.056526255,
-0.02176538,
-0.033139903,
-0.029399196,
-0.030507553,
-0.011125144,
0.014671889,
0.050402578,
0.0028574853,
0.0013282978,
-0.0071142726,
0.037490208,
0.012088029,
0.018551141,
-0.033112194,
-0.027390296,
-0.0073705805,
-0.010009858,
-0.016126608,
0.012074174,
0.05112301,
-0.042921163,
0.032086965,
0.008326539,
0.013452695,
-0.045359552,
0.060793433,
0.02743186,
0.022277996,
-0.00041801546,
-0.03854315,
0.016237445,
-0.04854608,
-0.026836118,
-0.043641597,
-0.018149361,
0.019174593,
0.029787121,
0.010744145,
0.08168598,
-0.02093411,
0.01133296,
0.032530308,
0.020213678,
-0.006161778,
0.037351664,
0.019825753,
0.00092305435,
-0.015904937,
0.012669917,
0.018246343,
-0.010550182,
-0.012427464,
-0.0303413,
-0.0033926144,
-0.034913275,
0.041812804,
0.047881063,
-0.001426145,
0.04134175,
0.0445837,
-0.0058985427,
-0.0027449178,
-0.025187435,
-0.035772253,
-0.016057337,
-0.027002372,
-0.064894356,
0.0055798898,
-0.026614446,
-0.013445768,
-0.013272586,
-0.039180454,
-0.015101378,
0.01569712,
-0.016763914,
0.012108811,
0.037351664,
-0.016611515,
-0.00051564624,
-0.001317041,
-0.04641249,
0.01913303,
0.025630778,
-0.04353076,
-0.037379373,
-0.014976687,
0.036464978,
0.040455066,
-0.014436362,
-0.06633522,
-0.052674714,
0.00095509284,
-0.0065012123,
0.015239922,
0.034054298,
-0.0063211042,
-0.021100365,
-0.007557616,
-0.008859936,
0.023455625,
0.016292863,
0.016209735,
0.024979617,
-0.0046551037,
0.049405057,
-0.01120827,
-0.0026894999,
0.0064908215,
0.025990995,
0.0067471294,
0.004713985,
0.022915302,
0.012676844,
0.05195428,
0.036381852,
-0.016514534,
-0.012683772,
0.014976687,
0.02953774,
0.012746117,
-0.018911358,
0.056110624,
-0.006158314,
0.006293395,
0.0022305704,
-0.040953826,
-0.009808968,
0.023053845,
-0.0073636533,
0.011783231,
-0.01898063,
-0.007024219,
-0.015904937,
-0.027528841,
0.01306477,
0.004724376,
-0.016680788,
0.025145872,
0.03006421,
0.040150266,
0.01805238,
0.05087363,
0.0071973996,
0.03347241,
0.018010817,
-0.006186023,
0.035522874,
-0.00842352,
0.049682148,
-0.019562518,
0.078416325,
-0.038598567,
-0.027875204,
-0.038016677,
-0.0065600937,
-0.041120082,
0.033306155,
0.019867316,
-0.019243866,
0.03084006,
-0.050430287,
0.005406709,
0.0018339861,
0.032280926,
-0.038653985,
-0.0023015747,
0.008167213,
-0.0067159566,
-0.015752537,
0.019077612,
-0.016085045,
-0.011748594,
-0.007280526,
0.07686462,
0.066667736,
0.07359497,
0.098422185,
0.0174982,
-0.016472971,
-0.014810434,
-0.03987318,
-0.006158314,
-0.0009680814,
-0.019645644,
0.017719872,
-0.06478352,
-0.042893454,
0.016472971,
0.0140830735,
-0.012316628,
-0.018384889,
0.032613434,
0.0011057602,
-0.0325026,
0.0026462045,
0.07619961,
0.007710015,
-0.0013057842,
-0.017609037,
-0.014464072,
-0.051788025,
-0.017844563,
-0.051594064,
0.02158527,
0.009414116,
-0.055805825,
0.014477926,
-0.049405057,
-0.029122105,
0.00623105,
-0.007076173,
-0.035993926,
0.01727653,
0.0142424,
0.008056377,
0.03984547,
-0.02981483,
0.017387366,
0.065725625,
0.013279514,
-0.007294381,
0.062677644,
0.032447178,
-0.02705779,
0.014533344,
0.022610502,
0.004606613,
-0.007869341,
-0.037517916,
-0.011222124,
0.02755655,
-0.06644606,
-0.047687102,
0.020767858,
0.02213945,
-0.039512962,
0.011831721,
-0.028124584,
0.014935124,
-0.08118722,
0.007218181,
-0.008333467,
0.017567474,
-0.036575813,
-0.010259238,
-0.022000905,
-0.061513867,
0.22544001,
0.04774252,
0.031782165,
0.018177072,
-0.017082566,
0.048435245,
-0.0023171608,
-0.04430661,
-0.0077792876,
-0.04721605,
0.017844563,
0.017110277,
-0.024536274,
-0.005922788,
0.021031093,
0.073151626,
-0.025741614,
0.03613247,
0.013979165,
-0.045054752,
-0.05962966,
0.05411558,
0.004149415,
0.026808409,
-0.0004115212,
-0.011000453,
0.01529534,
-0.04330909,
-0.006674393,
-0.065725625,
0.026863826,
-0.017290384,
0.0073913625,
-0.024065223,
0.028595636,
0.023552608,
0.00267045,
-0.04483308,
0.009594223,
-0.024938054,
-0.007903978,
-0.014096928,
0.015974209,
-0.0142839635,
-0.017692164,
0.048490662,
0.013043988,
0.047576267,
0.027736658,
-0.043835558,
0.030258173,
0.00023379426,
0.053533692,
-0.057856288,
-0.04039965,
-0.013674366,
-0.051067594,
-0.041480295,
-0.0015187968,
0.033306155,
0.013341859,
0.04067674,
0.0036125542,
-0.0007923028,
-0.020213678,
0.009268643,
0.030230464,
0.02585245,
0.0035363548,
0.018218635,
0.008077159,
-0.026462046,
-0.019493246,
-0.024092931,
0.0013153092,
0.026295792,
-0.03402659,
0.013875256,
0.03427597,
-0.030784642,
0.018412597,
-0.011249834,
0.0028228492,
0.015156795,
-0.0085551385,
0.074758746,
-0.031283405,
0.046883542,
-0.02926065,
0.0122404285,
0.011395305,
0.011997975,
0.047326885,
-0.012870807,
0.009289425
] | from datasets import load_dataset, Audio
minds = load_dataset("PolyAI/minds14", name="en-US", split="train[:100]")
Split the dataset's train split into a train and test set with the [~Dataset.train_test_split] method:
minds = minds.train_test_split(test_size=0.2)
Then take a look at the dataset: |
[
0.013887978,
0.008332787,
0.0038001928,
-0.020120295,
-0.041290823,
-0.0148553,
0.00742765,
0.004235488,
-0.015283685,
0.06511458,
0.030926662,
0.017259786,
0.018047461,
-0.030705558,
-0.0040074764,
0.017315062,
-0.024597613,
-0.009756132,
-0.031230677,
-0.03590146,
-0.01781254,
0.02871564,
-0.054308213,
0.009424479,
-0.054031834,
0.009825226,
0.008222235,
0.009811407,
0.06539096,
0.0017549982,
-0.0200512,
-0.025468202,
-0.0037587362,
-0.07871236,
-0.007890582,
-0.0141919935,
0.06743615,
-0.01213298,
-0.040820982,
-0.05497152,
-0.0040385686,
-0.0015684433,
0.013680695,
-0.015242228,
-0.04283854,
0.0041905763,
-0.021778561,
-0.013300675,
-0.04441389,
0.000071739436,
0.002252478,
-0.0039003799,
0.05881317,
-0.03518288,
-0.004940251,
-0.037836105,
-0.01596081,
0.034823585,
-0.044939008,
-0.018282384,
0.024777258,
0.0014354365,
-0.014095261,
-0.044386253,
-0.008754263,
0.01670703,
0.0036550947,
-0.021612734,
-0.043142553,
-0.06063726,
-0.044469167,
0.02240041,
-0.015076402,
-0.019111516,
-0.03440902,
-0.009265562,
0.049388688,
-0.012644278,
-0.0069750813,
-0.008097866,
0.04231342,
0.047205307,
0.0076902085,
0.00730328,
-0.046320897,
-0.047979165,
-0.0038174666,
-0.021750923,
-0.023367733,
-0.01929116,
-0.008712806,
0.039273266,
-0.0452983,
-0.0070752683,
0.02734757,
0.0062910467,
0.03515524,
-0.014440733,
-0.0015373508,
-0.025592573,
0.045104835,
0.094244786,
0.01781254,
0.040074762,
-0.043004364,
0.008201507,
0.0013490685,
0.006083763,
-0.029765874,
-0.025482021,
0.007051085,
0.006481056,
0.038444135,
-0.009244833,
-0.030760834,
0.051185146,
0.00612522,
-0.0016081725,
-0.045989245,
-0.020009743,
-0.001964009,
0.02709883,
0.02351974,
-0.030788472,
-0.00866444,
-0.05394892,
-0.020134114,
0.029351309,
0.016057543,
-0.027250838,
0.029793512,
0.020825058,
0.018088918,
0.019028602,
0.01573971,
-0.046514362,
-0.015034945,
-0.009196467,
0.019774823,
-0.05886844,
0.01471711,
0.016513566,
-0.0040420233,
0.06572261,
0.019526083,
0.022607693,
0.0067988904,
-0.04853192,
-0.011531858,
-0.010571446,
-0.062074423,
-0.0049817073,
0.00086627126,
-0.022704426,
-0.049057037,
-0.04457972,
-0.024556156,
0.01782636,
-0.016098998,
0.008581527,
0.046818376,
-0.014344001,
-0.052815773,
0.03860996,
0.020078838,
0.04057224,
-0.008187689,
-0.035707995,
0.021958206,
-0.04629326,
0.012658097,
-0.003224982,
0.023201905,
0.007710937,
-0.0039003799,
0.044137515,
0.050798215,
-0.0028190522,
0.0020641957,
-0.000047826292,
-0.00840879,
-0.028149065,
0.033690438,
0.006408507,
-0.016403014,
0.009700856,
0.0002368643,
-0.009617943,
-0.037089884,
-0.002295662,
0.03673059,
0.058923718,
-0.047951527,
-0.0068541663,
-0.017494706,
-0.013618509,
-0.040047124,
0.048200265,
-0.0075658388,
-0.058205135,
-0.036951695,
0.049830895,
-0.025647847,
0.03153469,
-0.018171832,
0.023215724,
0.004035114,
0.06262718,
0.004632781,
0.01706632,
0.040019486,
0.04504956,
-0.005689925,
0.04170539,
0.041401375,
-0.031396504,
-0.040130038,
-0.024929266,
0.019097697,
-0.023174267,
0.015490969,
0.024169227,
0.017163053,
0.024915447,
0.017038682,
-0.004605143,
0.04576814,
0.058978993,
0.055137344,
0.061963875,
0.0020020108,
0.030981937,
0.0136116,
0.049554516,
-0.0050818943,
0.05732073,
0.037255708,
0.025675485,
0.0042285784,
-0.012298807,
-0.018158013,
0.010675088,
0.030125165,
0.041042082,
0.030484457,
-0.0012143344,
0.002960696,
0.027637767,
-0.0107027255,
0.04347421,
-0.05557955,
0.0544464,
0.015283685,
-0.021433089,
-0.034491934,
-0.042258147,
0.04491137,
0.061576944,
-0.037338622,
-0.012727192,
0.008802629,
0.019166792,
0.027140288,
0.01064054,
0.03277839,
0.02450088,
-0.0077800313,
0.009852864,
0.0034098094,
-0.014620379,
-0.027941782,
-0.06942607,
-0.08888306,
-0.017397974,
-0.020037381,
-0.0019208248,
0.012056976,
-0.041760664,
0.0060733994,
-0.033496972,
0.010599083,
-0.028411625,
-0.009376112,
0.045712866,
0.030843748,
0.0125820935,
-0.047122393,
0.024556156,
-0.03266784,
0.036481854,
0.005717563,
-0.03565272,
-0.010156879,
-0.06041616,
0.038969252,
0.024791077,
0.029544773,
0.029461859,
-0.019982105,
0.010509261,
-0.0026186784,
0.0062046787,
-0.011607862,
0.030705558,
-0.054501675,
0.029489497,
0.047205307,
-0.015297504,
0.0067056133,
0.045077197,
-0.049084675,
0.011462764,
0.048476644,
0.012706463,
-0.019360255,
0.023865212,
0.031258315,
-0.0077178464,
-0.035265792,
-0.039107442,
-0.06251663,
-0.004802062,
-0.00011227843,
-0.0188075,
-0.00017079276,
0.039052166,
-0.031866346,
-0.081641965,
0.018323839,
-0.025523478,
-0.04037878,
0.006916351,
0.009693947,
0.038499407,
0.0060319426,
-0.018835139,
-0.086837865,
-0.017715808,
-0.004194031,
0.043557122,
0.024818715,
-0.014592741,
-0.008747353,
0.05273286,
-0.00964558,
-0.017895455,
0.034934137,
-0.031728156,
-0.025178006,
0.015560063,
0.03529343,
0.009866683,
0.026186785,
-0.0018845502,
0.022110213,
0.009521211,
-0.03675823,
0.019830098,
0.050549477,
0.031424142,
0.0027050464,
-0.012181345,
0.023436826,
0.042534523,
-0.038913976,
-0.029240757,
0.047343496,
0.010377982,
0.026753359,
-0.06826528,
0.043032,
0.0041283914,
0.0046085976,
0.0015788075,
0.037891377,
-0.019498445,
0.06334576,
-0.0077316654,
0.05991868,
-0.067657255,
-0.0012091523,
0.0070890873,
0.00036663224,
0.036067285,
0.05060475,
0.02611769,
0.005596648,
-0.009355384,
-0.008118594,
0.000009325047,
0.014744748,
0.012506089,
-0.01743943,
-0.017771084,
-0.023077535,
-0.051102232,
0.0102467025,
0.047951527,
0.04853192,
-0.016651755,
0.026615169,
-0.029986978,
-0.00025932,
0.022165488,
-0.01706632,
0.023492102,
-0.060803086,
0.070531584,
0.028881466,
0.020023562,
-0.026753359,
-0.01249918,
-0.012146799,
-0.013307584,
-0.006494875,
-0.0025271282,
-0.051157508,
-0.011987882,
-0.01857258,
0.0007807669,
-0.013376679,
-0.015670614,
-0.030899024,
0.0077178464,
0.012485361,
-0.006052671,
0.0014993489,
-0.048780657,
0.026836272,
0.018669311,
-0.01757762,
-0.058592066,
-0.020134114,
-0.017245967,
-0.03858232,
-0.009991053,
0.034105003,
-0.0072963703,
0.012181345,
-0.012471543,
0.016762305,
-0.011573315,
-0.0019830097,
0.016002268,
0.015573882,
0.0063048657,
0.025012178,
0.022317497,
0.011538767,
-0.040295865,
0.047840975,
-0.033552248,
0.023298638,
-0.050936405,
-0.004936796,
0.007738575,
-0.033579886,
0.027292294,
0.02090797,
0.030125165,
-0.009555758,
-0.009576486,
0.0121122515,
-0.017853998,
-0.02426596,
0.042368695,
0.042147595,
-0.0050646206,
0.01659648,
-0.020065019,
0.032640204,
-0.0030107892,
0.0016617207,
0.0018810955,
0.002190293,
-0.0359291,
0.020341396,
-0.053119786,
-0.005921392,
-0.03330351,
-0.031755794,
0.042506885,
-0.0056657423,
-0.035431616,
-0.016002268,
-0.026891546,
-0.027679224,
-0.021433089,
-0.030512094,
0.042119958,
0.0028674183,
0.005133715,
0.011096563,
-0.027237019,
-0.0059455745,
-0.013666876,
-0.01743943,
-0.029019656,
-0.0069405343,
-0.0077178464,
0.028121429,
-0.006567424,
-0.020769782,
0.03131359,
-0.025178006,
0.02436269,
-0.018227108,
0.0018551851,
0.017342698,
0.0017826359,
0.0035151786,
0.050825853,
-0.04629326,
0.0037725552,
-0.010675088,
-0.017909274,
-0.03391154,
-0.036924057,
-0.038803425,
0.032723118,
-0.024929266,
-0.0118980585,
0.012969022,
0.045740504,
-0.024445605,
0.012195164,
0.00035454074,
-0.03131359,
-0.056325767,
-0.046790738,
0.052511755,
-0.02748576,
-0.011131111,
-0.045243025,
-0.057818208,
0.012291897,
0.028038515,
0.000027151948,
-0.016845219,
0.023450645,
-0.04761987,
0.017853998,
-0.037559725,
-0.031037211,
-0.012817014,
0.0349065,
-0.02686391,
0.029848788,
-0.020355215,
0.011372941,
0.01795073,
-0.016485928,
0.0048746113,
0.041926492,
-0.046182707,
-0.047371134,
0.012962112,
0.0041145724,
0.022566237,
-0.00097595865,
-0.02302226,
0.006387779,
-0.05903427,
0.0059490292,
-0.023201905,
-0.021267261,
-0.014067624,
-0.014620379,
0.043999325,
-0.007137453,
-0.029268395,
0.014247268,
0.02588277,
0.008933908,
0.020963246,
-0.030650284,
-0.015117859,
-0.017480887,
-0.06937079,
0.015905535,
-0.011573315,
-0.01857258,
-0.008450247,
0.020852694,
0.051102232,
-0.016651755,
0.04814499,
0.05038365,
-0.0200512,
-0.0071305437,
-0.012554456,
0.0074691065,
0.0064879656,
-0.033745714,
-0.006481056,
-0.04209232,
-0.022704426,
0.004909158,
-0.038637597,
-0.039770745,
-0.03949437,
-0.002300844,
0.041235548,
-0.008616074,
0.032806028,
0.014247268,
-0.006802345,
-0.05765238,
0.0045602317,
0.0067781624,
0.036094923,
-0.005171717,
0.023948126,
0.0062357713,
0.03764264,
-0.046210345,
-0.004010931,
-0.0015183499,
0.07008938,
-0.014537466,
-0.02734757,
0.0120984325,
0.043253105,
-0.026850091,
-0.04825554,
0.015145496,
-0.018890414,
0.01980246,
-0.023975763,
0.016126636,
0.01596081,
-0.055911202,
0.0111587485,
0.013625419,
-0.03714516,
0.032225635,
-0.0015053946,
-0.009016821,
-0.040130038,
0.03288894,
0.02537147,
-0.015242228,
-0.0067919814,
-0.037421536,
-0.003824376,
-0.042285785,
-0.0041525746,
0.0247358,
-0.036233112,
-0.005779748,
0.008008043,
0.012043157,
0.06931552,
0.0028017787,
0.000034061388,
0.026090052,
-0.039273266,
-0.03811248,
0.006905987,
0.03363516,
-0.010564537,
0.0045395033,
-0.05085349,
0.00066373823,
0.010447076,
0.027651586,
0.021446908,
-0.080536455,
-0.0029796967,
-0.022206945,
-0.0060561257,
0.007835307,
-0.026518438,
0.041373737,
0.053175062,
0.0060077594,
-0.04974798,
0.0056242854,
0.0011832418,
-0.023616472,
-0.0006948307,
-0.060968913,
0.0044911373,
-0.023796117,
-0.0032180725,
-0.027554853,
0.005406638,
-0.008021862,
0.038057204,
0.00019152109,
0.022054939,
0.013950163,
0.051820815,
-0.012478452,
0.01768817,
-0.0182962,
-0.032750756,
-0.00078551716,
-0.0027758682,
-0.001423345,
0.022607693,
0.033745714,
-0.041290823,
0.008526251,
0.013639238,
0.01659648,
-0.03800193,
0.058647342,
0.038692873,
0.023547377,
0.017176872,
-0.026559893,
0.012326444,
-0.053368527,
-0.015573882,
-0.05486097,
0.00879572,
0.037808467,
0.030705558,
0.02957241,
0.092365414,
-0.019995924,
-0.0020866515,
0.0023181178,
0.044220425,
0.004501501,
0.03020808,
0.020949427,
0.0073240083,
-0.012160618,
0.007317099,
0.016154274,
-0.007994224,
-0.03147942,
-0.00965249,
-0.016126636,
-0.016762305,
0.027237019,
0.044109877,
0.0062841373,
0.03960492,
0.035542168,
-0.03042918,
0.0050922586,
-0.013010479,
-0.0594212,
-0.012506089,
-0.016029906,
-0.04593397,
0.014261087,
-0.031728156,
-0.0035721813,
-0.008754263,
-0.060305607,
-0.02783123,
0.035569806,
0.014648017,
0.014882937,
0.04380586,
-0.0010597357,
-0.0007984724,
-0.021820016,
-0.037808467,
-0.0073309178,
0.017121596,
-0.039383817,
-0.018088918,
0.028494537,
0.04728822,
0.056519233,
-0.008567708,
-0.06539096,
-0.020700688,
-0.0010778729,
-0.0361502,
0.00401784,
0.041788302,
-0.021502182,
-0.028881466,
-0.009707766,
-0.021350175,
0.03269548,
-0.0006641701,
0.010910008,
0.023671748,
-0.009555758,
0.026628988,
0.0012290169,
-0.023077535,
-0.0069094417,
0.021723285,
0.020382853,
-0.01991301,
0.03208745,
0.008146232,
0.05345144,
0.04750932,
-0.008892451,
-0.024721982,
0.026324973,
0.031203039,
-0.00012361423,
-0.03153469,
0.07213457,
0.040295865,
-0.0043874956,
0.005966303,
-0.011027469,
-0.012671916,
0.019857736,
-0.017522344,
-0.0071305437,
0.003451266,
-0.01225735,
-0.003516906,
-0.02896438,
0.030650284,
0.0148553,
-0.050162546,
0.00047934253,
0.024169227,
0.025067454,
0.027333751,
0.03501705,
0.015518606,
0.04579578,
0.0026670445,
0.013100302,
0.025302375,
-0.022455685,
0.04024059,
-0.019733366,
0.051378608,
-0.02241423,
-0.018918052,
-0.040295865,
-0.015408055,
-0.060360882,
0.025592573,
-0.0034909954,
-0.026131509,
0.03800193,
-0.062350802,
0.022234583,
-0.03416028,
0.013618509,
-0.032806028,
-0.01818565,
0.0069232606,
-0.010882371,
-0.03626075,
0.019277342,
-0.026919184,
-0.0018223652,
0.0044496804,
0.07406922,
0.06052671,
0.05991868,
0.052124828,
0.008111685,
0.012195164,
-0.004297673,
-0.04106972,
-0.029600048,
-0.0037725552,
0.00015222364,
0.01768817,
-0.037062246,
-0.057099625,
-0.009251743,
0.0146618355,
-0.018033642,
-0.055026792,
0.01918061,
0.0012272896,
-0.021225804,
-0.007883673,
0.08777755,
0.021985844,
0.030595008,
-0.004736422,
-0.003589455,
-0.04333602,
-0.02128108,
-0.02820434,
0.01608518,
0.022593874,
-0.06317993,
0.016568841,
-0.06649647,
-0.017301243,
0.015421874,
0.003724189,
-0.041401375,
0.01918061,
0.0114282165,
0.025053635,
0.016416833,
-0.03476831,
-0.01572589,
0.06926025,
0.01114493,
-0.009141192,
0.062848285,
0.026628988,
-0.009887411,
0.036564767,
0.0141919935,
0.023796117,
-0.011055106,
-0.0050162547,
-0.004840064,
0.024929266,
-0.05433585,
-0.055634826,
0.01757762,
0.0069750813,
-0.01768817,
0.015076402,
-0.055082068,
0.0024787623,
-0.08678259,
-0.007351646,
-0.018793682,
0.032253273,
-0.03598437,
-0.012471543,
0.0046846014,
-0.07141599,
0.22386591,
0.046735466,
0.034436658,
0.014896756,
-0.0091481,
0.024625251,
0.01757762,
-0.021543639,
0.008077137,
-0.03932854,
-0.004729513,
0.0009725039,
-0.015504787,
-0.00071858196,
0.021999663,
0.06113474,
-0.028052334,
0.0038554685,
0.011580224,
-0.045602314,
-0.06306938,
0.047343496,
0.013031207,
0.050300736,
0.012678825,
-0.0044496804,
0.035099965,
-0.031755794,
0.0061459485,
-0.0567127,
0.020769782,
-0.040655155,
0.008802629,
-0.032640204,
0.011124201,
0.027071193,
0.012803195,
-0.06727032,
0.002147109,
-0.008215326,
0.027085012,
0.002616951,
0.027181745,
-0.028936742,
-0.0074207406,
0.048227903,
0.0072341855,
0.043391295,
0.04430334,
-0.06760198,
0.021557458,
-0.0034426292,
0.0718582,
-0.040655155,
-0.046818376,
-0.0056242854,
-0.028936742,
-0.03775319,
-0.01064054,
0.029765874,
0.00051216234,
0.03194926,
0.032584928,
0.0070096287,
-0.025164187,
0.0038796514,
0.012533727,
0.03147942,
0.029019656,
-0.0063083204,
0.016665574,
-0.034105003,
-0.038333584,
-0.011006741,
0.02943422,
0.04626562,
-0.020521041,
0.036177836,
0.046320897,
-0.021391632,
-0.019470807,
-0.023271,
-0.00039448595,
0.012526818,
0.0032474375,
0.04643145,
-0.025647847,
0.03042918,
-0.046928927,
0.0016194005,
0.013832702,
0.017190691,
0.053921282,
-0.017093958,
0.032225635
] | minds = minds.train_test_split(test_size=0.2)
Then take a look at the dataset:
minds
DatasetDict({
train: Dataset({
features: ['path', 'audio', 'transcription', 'english_transcription', 'intent_class', 'lang_id'],
num_rows: 16
})
test: Dataset({
features: ['path', 'audio', 'transcription', 'english_transcription', 'intent_class', 'lang_id'],
num_rows: 4
})
}) |
[
-0.0064981533,
0.009198497,
-0.007971068,
0.014079331,
-0.03520555,
-0.04447625,
0.043783113,
-0.020086514,
0.034858983,
0.056144044,
0.021674952,
0.0072310003,
0.031191135,
-0.045660354,
-0.0553065,
-0.018526956,
-0.026050374,
-0.007415115,
-0.040028624,
-0.018050425,
-0.02207928,
0.021415025,
-0.04620909,
-0.00722739,
-0.0602451,
0.059725247,
-0.006826671,
0.010750833,
0.044274084,
0.033299424,
-0.008664204,
-0.023552194,
0.0034656816,
-0.041414894,
0.014360919,
-0.036216374,
0.033674873,
0.006194906,
-0.0109096775,
-0.046613418,
-0.0013610021,
-0.0072707115,
0.00847648,
-0.017646097,
-0.04837514,
-0.02041864,
-0.03653406,
-0.014628065,
-0.036562942,
-0.036274135,
0.012173207,
0.020895172,
0.047219913,
-0.017978223,
-0.009133515,
-0.012649738,
-0.021140657,
-0.020303119,
-0.048750587,
0.010245421,
0.004750872,
0.01402879,
0.02846191,
-0.03685175,
0.010989099,
0.010794154,
-0.01692408,
-0.026007053,
-0.04459177,
-0.023205627,
-0.0542668,
0.040866163,
-0.024736302,
-0.066021234,
-0.0035541288,
0.025660485,
-0.006924143,
-0.015364522,
-0.014505322,
-0.005566751,
0.011739996,
0.032375243,
0.017371729,
0.024086488,
-0.02509731,
-0.033877037,
0.000541964,
-0.021487227,
-0.04710439,
-0.028288627,
-0.007768903,
0.05686606,
-0.062035702,
-0.006869992,
0.054613367,
0.031537704,
-0.020043192,
0.008628103,
-0.028952882,
-0.027638812,
0.04750872,
0.051667538,
-0.00083392963,
0.02977598,
-0.020230917,
0.02249805,
0.015147917,
0.00007536053,
-0.042627886,
-0.037949216,
0.00072968844,
0.0109096775,
0.033732634,
0.009617266,
-0.01617318,
0.06353749,
-0.022425849,
0.009732789,
-0.023479993,
-0.024360854,
-0.016433107,
0.026396941,
0.026483584,
-0.05221627,
0.0043609827,
-0.039624292,
0.010714732,
0.04658454,
-0.008310416,
0.009508964,
-0.016808556,
0.015566687,
0.020750768,
0.028808478,
-0.02710452,
-0.030873448,
-0.002629947,
-0.035754282,
0.013104609,
-0.01829591,
0.01276526,
-0.0007621792,
-0.018758003,
0.077111416,
-0.017934904,
-0.004880835,
0.017068483,
-0.035754282,
0.0028176713,
0.021920437,
-0.035840925,
0.021299502,
0.023566635,
0.006064943,
-0.039248846,
-0.008664204,
-0.0484329,
0.032490764,
-0.006956634,
0.028317507,
-0.0039386027,
0.02888068,
-0.01315515,
0.047422078,
0.012512554,
0.04213691,
-0.003992754,
-0.03451241,
0.017963784,
-0.045140505,
-0.0063465293,
0.031595465,
-0.01484467,
0.030007027,
0.034656815,
0.03260629,
0.02332115,
0.021054016,
0.019451138,
-0.009249038,
0.016245382,
-0.011451189,
0.03766041,
0.027364444,
-0.035552118,
0.00010367713,
0.0012156961,
-0.046613418,
-0.03904668,
-0.010765274,
-0.0011037835,
0.038671233,
-0.032028675,
0.02251249,
-0.0051010503,
-0.02457746,
-0.038353544,
-0.019335616,
0.035812043,
-0.07514753,
-0.05305381,
0.045227144,
-0.007501757,
0.047768645,
-0.009111854,
-0.014736367,
0.040519595,
0.05394911,
0.004147988,
0.01566777,
0.026988996,
0.028158663,
-0.035494357,
0.0036155002,
0.008628103,
-0.026035933,
-0.0028555773,
0.012252629,
0.01820927,
-0.0056967144,
-0.007393454,
0.04508274,
0.026454704,
0.040577356,
-0.026079254,
0.01904681,
0.01823815,
0.0059566405,
0.005393467,
0.023927644,
0.015739972,
0.030757925,
0.0076533803,
0.07503201,
-0.0009368171,
0.079248585,
0.052042987,
0.015581127,
0.028736277,
-0.015927695,
-0.030064788,
0.01487355,
0.04412968,
0.015812173,
0.005231013,
-0.004548707,
-0.00679779,
0.0103031825,
-0.035754282,
0.026873473,
-0.06434616,
0.028606314,
0.019364497,
0.043985277,
-0.048750587,
-0.027364444,
0.03945101,
0.030642401,
-0.03659182,
-0.027552169,
0.026902353,
0.00360828,
0.015841054,
0.01870024,
0.053862467,
-0.0025144243,
-0.01529232,
-0.0055270405,
-0.003395285,
-0.06163137,
-0.034136966,
-0.06752303,
-0.06307541,
-0.00032107194,
-0.04083728,
-0.008440379,
0.04118385,
-0.053429257,
0.04528491,
-0.03488786,
0.014137093,
-0.009804991,
0.0078772055,
0.027292242,
0.048981633,
0.00636819,
-0.068504974,
-0.0034115303,
0.017025162,
0.025371678,
-0.013602801,
-0.028317507,
0.023537755,
-0.01228873,
0.012541436,
0.0020017922,
0.010375384,
0.011277906,
-0.012808582,
-0.002758105,
-0.039364368,
-0.027205601,
-0.045689236,
-0.016028777,
-0.029082846,
0.049876936,
0.024721863,
-0.021386145,
0.020014312,
0.012815802,
-0.0072851516,
0.021747153,
-0.0064367815,
0.02203596,
-0.019176772,
0.041674823,
0.0594942,
0.012786921,
-0.037804812,
-0.032635167,
-0.05550867,
-0.03145106,
-0.009841092,
-0.02297458,
0.0012328441,
0.051205445,
-0.0066100657,
-0.08109695,
0.043927517,
-0.07000677,
-0.039364368,
-0.026859032,
0.0015406038,
0.028996203,
0.029414972,
0.016635273,
-0.020837411,
-0.015841054,
0.017862702,
0.02722004,
0.032808453,
0.004328492,
0.003689507,
0.018122626,
-0.03994198,
0.023176746,
0.04967477,
-0.036822867,
-0.0084836995,
0.005714765,
-0.019205652,
-0.020447522,
0.0052129626,
0.005700324,
0.0062201764,
0.037978094,
-0.03982646,
0.019465579,
0.009523405,
0.057039343,
0.000001138728,
-0.0047328216,
0.046440136,
-0.008671424,
-0.027205601,
-0.051552016,
-0.0046895007,
0.024563018,
0.03728496,
-0.05039679,
0.05345814,
-0.016216502,
-0.04127049,
-0.015855493,
-0.0023176747,
0.01870024,
0.06942916,
0.004794193,
0.04805745,
-0.051552016,
0.018281471,
0.0028519672,
0.03740048,
0.025256155,
0.020230917,
0.018902406,
-0.02036088,
-0.0033266933,
-0.035725404,
-0.007819444,
0.022786858,
0.010974659,
-0.006129924,
-0.044389606,
-0.013516159,
-0.058367856,
0.025140632,
0.039739817,
0.043436542,
0.00043591778,
0.042367958,
-0.03815138,
-0.004083006,
0.01829591,
-0.0067364187,
-0.021978198,
-0.031191135,
0.0177905,
0.03514779,
0.008649764,
-0.030238073,
0.0110613005,
-0.04791305,
0.024851825,
-0.012295949,
0.021963758,
-0.052014105,
-0.01651975,
-0.008353737,
-0.007985508,
-0.025617164,
-0.035523236,
-0.037804812,
0.014541423,
0.0568083,
-0.025169512,
0.0033682093,
-0.03384816,
0.005389857,
0.012620857,
-0.01186274,
-0.027552169,
-0.020014312,
-0.029631577,
-0.05045455,
0.0063465293,
0.04805745,
-0.022685774,
0.031075612,
-0.042656764,
0.04456289,
0.037747048,
0.017545013,
0.006678657,
-0.0032346363,
-0.013480058,
-0.013869947,
0.0032328311,
0.020317558,
-0.028115343,
0.02417313,
-0.033010617,
0.019797707,
-0.054468963,
-0.039595414,
-0.0028790429,
0.009877193,
0.044678412,
0.036216374,
0.0013438541,
0.009631707,
0.005129931,
0.009104635,
-0.00978333,
-0.0118844,
0.024952907,
0.013971029,
0.011176824,
0.042223554,
0.013017966,
-0.007480096,
0.044014156,
-0.007443995,
-0.014288717,
0.027248923,
-0.02762437,
0.029068405,
-0.048259616,
-0.0147002665,
0.0091912765,
-0.041934747,
0.051840823,
-0.023017902,
-0.0135667,
-0.019248974,
-0.060476147,
-0.018469196,
-0.013205691,
-0.039277725,
0.05057007,
0.01608654,
0.006916923,
0.008974671,
0.010144339,
0.012945765,
-0.005610072,
-0.05178306,
-0.010736393,
0.039537653,
-0.035378832,
0.02719116,
-0.011068521,
-0.026209218,
0.04750872,
-0.030209191,
0.025487201,
-0.06376854,
-0.0140937725,
-0.008678645,
-0.0020469183,
0.0020613587,
0.023624396,
-0.00509383,
0.02297458,
-0.00720573,
0.0135883605,
-0.006700318,
0.0038339102,
-0.035783164,
0.06295989,
0.0071948995,
-0.01272194,
-0.019884348,
0.010447586,
0.0006258985,
0.037053913,
-0.008267094,
-0.021718271,
-0.03734272,
-0.032086436,
0.019248974,
-0.06151585,
-0.02163163,
-0.048115212,
-0.035349954,
-0.009480083,
0.04034631,
0.0047400417,
-0.019017927,
0.035061147,
-0.031220015,
0.02335003,
-0.037053913,
-0.010086577,
-0.015884373,
0.015003514,
-0.050252385,
0.034627937,
-0.019032368,
-0.0028718226,
0.029501615,
0.0081299115,
0.03058464,
0.033819277,
-0.020606365,
-0.027609931,
0.006079383,
0.020519724,
0.022815738,
0.026454704,
-0.019321175,
0.013675002,
-0.04158818,
0.016895197,
-0.033183903,
-0.0041299374,
-0.0048736148,
-0.0008754456,
0.04369647,
-0.058656663,
-0.016794115,
-0.003095648,
0.039970864,
0.041414894,
0.039537653,
-0.0340792,
-0.02203596,
-0.06116928,
-0.060938235,
0.006711148,
-0.0131334895,
-0.02038976,
-0.0120721245,
-0.007249051,
0.02291682,
-0.010570329,
0.0091912765,
0.057876885,
-0.008404278,
-0.008743626,
-0.033674873,
0.008707525,
0.028534112,
-0.022815738,
-0.018021544,
-0.018093746,
-0.010122678,
0.010332064,
-0.023942085,
-0.060533907,
-0.04127049,
-0.018079305,
0.043927517,
0.005223793,
0.05420904,
0.009566725,
-0.037198316,
-0.037169434,
0.015176797,
-0.0004905203,
0.026642427,
0.017458372,
0.04037519,
0.0108085945,
0.013003526,
-0.032808453,
0.0057472554,
0.002249083,
0.06642556,
-0.029487174,
-0.027711013,
0.023682158,
0.04976141,
-0.04915492,
-0.06428839,
-0.03569652,
0.00763894,
0.0036118901,
-0.03875787,
0.018830204,
0.007375404,
-0.05438232,
0.04233908,
0.01952334,
-0.009119075,
0.0036245254,
-0.0012319415,
0.015090155,
-0.03234636,
-0.0106569715,
0.034599055,
-0.015465604,
-0.021992639,
-0.06573243,
-0.010859136,
-0.033934798,
-0.028245306,
0.08375397,
-0.026223658,
0.020028751,
0.048490662,
0.018916845,
0.049472604,
0.04034631,
0.012678619,
0.023118984,
-0.011501731,
-0.04366759,
-0.009682248,
0.016389785,
-0.008656984,
0.015826613,
-0.076476045,
0.012808582,
-0.000090139314,
0.039335486,
0.008353737,
-0.059032112,
-0.006761689,
-0.05394911,
-0.019783266,
-0.031970914,
-0.0023393352,
-0.014570303,
0.03517667,
-0.025573842,
-0.07843993,
-0.013971029,
0.03436801,
-0.026266979,
-0.0022093721,
-0.057501435,
0.0052346233,
-0.054353442,
-0.024433056,
-0.032317482,
0.0038772314,
0.010916897,
0.029472735,
0.015364522,
0.0026389721,
-0.04620909,
0.02844747,
-0.016375346,
0.0067291986,
0.01020932,
0.02297458,
0.03341495,
-0.019841028,
-0.023277828,
0.046295732,
0.035032265,
-0.013602801,
-0.0005992741,
-0.012476454,
-0.0025577452,
-0.04877947,
0.036707345,
0.02082297,
0.025198394,
-0.017472811,
-0.020461962,
0.02968934,
-0.06451944,
0.00023059419,
-0.057992406,
0.016591951,
0.023176746,
0.0066389465,
0.016779676,
0.038902275,
-0.022223683,
0.006202126,
-0.0046028583,
-0.0037833692,
0.012591977,
0.007675041,
0.00049458165,
-0.018758003,
0.03179763,
-0.03402144,
0.038353544,
0.008758066,
-0.03480122,
0.03254853,
-0.02381212,
-0.020072073,
-0.0037436583,
-0.0046209088,
0.00974001,
0.042281315,
0.052880526,
-0.0144475605,
0.023248948,
-0.006447612,
-0.034223605,
-0.01780494,
-0.050801117,
-0.037487123,
0.032750692,
-0.0015821197,
-0.013292333,
-0.061804656,
-0.017068483,
-0.0096966885,
0.023220068,
-0.022685774,
-0.003054132,
0.028620753,
-0.009703909,
0.019234532,
-0.01826703,
0.013949369,
0.011610034,
0.03012255,
-0.037631527,
-0.035754282,
0.024822945,
0.03982646,
0.014505322,
-0.029270569,
-0.05597076,
-0.031999793,
0.04040407,
0.0002879043,
-0.016505308,
0.023364471,
-0.049934696,
0.030007027,
-0.012043244,
0.010945778,
0.024331974,
0.022324765,
0.016202062,
0.026555786,
-0.0070180055,
0.02121286,
0.011292346,
-0.017674977,
0.026064815,
0.01316237,
0.029155048,
-0.023090104,
-0.0017671366,
-0.0014819399,
0.10137119,
0.054237917,
0.02971822,
-0.016202062,
0.03745824,
0.0073717935,
0.0079277465,
-0.024548579,
0.06157361,
0.020129833,
0.005649783,
-0.009328459,
-0.033126142,
-0.012462013,
0.015003514,
-0.018815763,
-0.02291682,
-0.00061190943,
-0.008945791,
0.019884348,
-0.007342913,
0.015032394,
0.003355574,
-0.037920333,
-0.0024692982,
0.0008425036,
0.04464953,
0.021588309,
0.00097291794,
-0.008144352,
0.072894834,
0.028996203,
0.022671334,
0.024404176,
0.016433107,
0.008093811,
-0.01735729,
0.03526331,
-0.011386208,
-0.01907569,
-0.011111842,
-0.015090155,
-0.042685647,
0.047710884,
0.014512542,
-0.018223708,
0.0015198458,
-0.055017695,
0.0011317617,
-0.045631476,
0.019306734,
-0.014815789,
-0.024418615,
0.009819431,
-0.015812173,
-0.037516005,
0.033501588,
-0.026021494,
0.025198394,
0.004296001,
0.058656663,
0.014729147,
0.07520529,
0.031682108,
-0.006166025,
-0.018772442,
0.020721888,
-0.041674823,
-0.02765325,
-0.014591964,
-0.01823815,
-0.025790447,
-0.04915492,
-0.07139304,
-0.014057672,
0.009472863,
-0.023595516,
-0.03852683,
0.022295885,
0.0140937725,
-0.027783215,
0.04496722,
0.07202841,
0.015783291,
0.004584808,
-0.026584666,
-0.010685852,
-0.036331896,
-0.0011001735,
-0.015884373,
0.022151481,
-0.0055053798,
-0.04257012,
-0.018093746,
-0.025299476,
-0.050050218,
0.041386016,
-0.016851878,
-0.038671233,
0.046295732,
0.020779649,
0.0068158405,
0.01741505,
-0.057963524,
-0.008981892,
0.056577254,
0.048663948,
-0.029891504,
0.041386016,
-0.007480096,
-0.01916233,
0.02163163,
0.018931286,
0.028895121,
0.012086565,
0.007267101,
-0.008844708,
0.0017915047,
-0.071855135,
-0.038064737,
0.022613572,
0.02463522,
-0.008671424,
-0.003395285,
-0.021097338,
-0.020317558,
-0.06960244,
0.03783369,
-0.026035933,
0.03913332,
-0.02291682,
0.0025559403,
0.016216502,
-0.07277931,
0.24999116,
0.06642556,
0.067118704,
0.026353622,
0.008288755,
0.017285088,
0.021025136,
-0.031277776,
0.016288703,
-0.020693008,
0.022685774,
-0.0036209153,
0.0020505283,
0.044331845,
0.044447366,
0.055450905,
-0.02553052,
0.020693008,
0.016447548,
-0.042310197,
-0.04837514,
0.029140607,
-0.0041082767,
0.04028855,
0.046353493,
0.026425822,
-0.00067824475,
-0.059147634,
-0.033443827,
-0.014815789,
0.0348301,
-0.04164594,
0.012693059,
-0.0036840918,
-0.00032265135,
0.02928501,
-0.007346523,
-0.013812185,
-0.019277854,
-0.020880733,
0.016707474,
-0.02288794,
0.019436698,
-0.02163163,
-0.036822867,
0.0104042655,
-0.00763172,
0.052071866,
0.028837359,
-0.053198215,
0.021357263,
-0.005898879,
0.031999793,
-0.031653225,
-0.008137132,
-0.034108084,
0.012938545,
-0.043465424,
-0.0073212525,
0.010620871,
0.015956575,
0.044765055,
0.011999923,
0.03861347,
-0.02248361,
0.021458346,
-0.004415134,
0.045053862,
0.0021353653,
-0.019032368,
-0.026960116,
0.0057472554,
-0.029270569,
-0.0138410665,
0.014151533,
0.035812043,
-0.0022779636,
0.027378885,
0.03347271,
-0.03364599,
-0.025256155,
0.020288678,
0.0059783007,
0.002633557,
0.050281264,
0.056317326,
-0.03693839,
0.0070324456,
-0.008960231,
0.031710986,
0.048663948,
0.031162255,
0.0012851902,
-0.030642401,
-0.0030396916
] |
minds["train"][0]
{'audio': {'array': array([-0.00024414, 0. , 0. , , 0.00024414,
0.00024414, 0.00024414], dtype=float32),
'path': '/root/.cache/huggingface/datasets/downloads/extracted/f14948e0e84be638dd7943ac36518a4cf3324e8b7aa331c5ab11541518e9368c/en-US~APP_ERROR/602ba9e2963e11ccd901cd4f.wav',
'sampling_rate': 8000},
'path': '/root/.cache/huggingface/datasets/downloads/extracted/f14948e0e84be638dd7943ac36518a4cf3324e8b7aa331c5ab11541518e9368c/en-US~APP_ERROR/602ba9e2963e11ccd901cd4f.wav',
'transcription': "hi I'm trying to use the banking app on my phone and currently my checking and savings account balance is not refreshing"} |
[
0.008691369,
0.031650394,
-0.006524036,
0.00047708853,
0.0044999686,
-0.0250235,
-0.044933565,
-0.021305975,
0.003526506,
0.03238508,
0.017970487,
-0.03226753,
0.049988225,
-0.037380964,
-0.0007415765,
0.039908294,
-0.069413394,
-0.04872456,
-0.03326671,
-0.027888786,
-0.026727978,
-0.024773706,
-0.04740212,
-0.00221325,
-0.061419982,
0.004834252,
-0.02268719,
-0.03097448,
0.078758635,
0.04537438,
0.0016962127,
-0.013371335,
-0.022334538,
-0.03849769,
0.0039195647,
-0.08099209,
0.034001395,
-0.02331902,
-0.039761357,
-0.027227566,
0.0029938568,
0.000964279,
0.014297044,
-0.031885494,
-0.07111787,
0.017852938,
-0.010116665,
-0.020644754,
-0.038321365,
0.007721579,
-0.018411301,
-0.01484806,
-0.011593388,
-0.013371335,
0.0065754647,
-0.058275513,
-0.03141529,
-0.0010910128,
0.004004054,
0.01340807,
0.017808856,
0.015972134,
-0.0024152894,
-0.01548724,
-0.011571349,
0.026228389,
-0.024039017,
-0.030386727,
-0.026918996,
-0.028755719,
-0.053015143,
0.028785106,
-0.032914057,
-0.00652771,
-0.00025117173,
-0.01118931,
-0.024421055,
-0.049047824,
0.0038534426,
0.018073345,
0.0103370715,
0.03200304,
0.04237685,
0.0078464765,
0.009881564,
-0.06300691,
0.02287821,
-0.021688012,
0.0016411111,
-0.029196532,
-0.020968018,
0.0557188,
-0.054308195,
-0.017676612,
0.054925334,
0.04258256,
0.0068252585,
0.045638867,
0.012056243,
0.0055505736,
0.018925583,
0.09762544,
-0.0149288755,
0.040025845,
-0.035000574,
-0.015443158,
0.022936983,
-0.0092350375,
-0.051163726,
-0.032238144,
0.015795808,
-0.0069060745,
0.024670849,
-0.03949687,
0.00041119612,
0.029725507,
0.0068068914,
0.023186777,
-0.030269178,
-0.014620307,
-0.014216227,
0.016941924,
-0.022863515,
-0.034412824,
-0.0019763128,
-0.047813546,
-0.027212873,
0.020997405,
-0.022936983,
0.03276712,
0.019043133,
0.03097448,
0.005712205,
0.03767484,
0.0039526257,
-0.013268479,
-0.008147699,
-0.030298565,
-0.00055469,
-0.025405537,
0.017294575,
-0.015281526,
-0.0019965167,
0.057452664,
-0.008485655,
0.015119895,
0.02790348,
-0.033178546,
-0.008603206,
0.054543294,
-0.02674267,
0.02658104,
-0.01697131,
-0.021394137,
-0.031150805,
-0.0017944773,
-0.0033207932,
-0.006347711,
-0.014987651,
0.028667556,
0.009279119,
-0.0019175377,
-0.083401866,
0.03899728,
-0.016368866,
0.043111537,
-0.006843626,
-0.015707646,
0.025934514,
-0.018778645,
-0.0071301544,
0.014862753,
-0.005892204,
0.019851292,
0.01716233,
-0.0062999562,
0.022716576,
0.009977073,
-0.005796694,
-0.042053584,
-0.025552476,
-0.008860347,
0.041348286,
0.012408894,
-0.04487479,
0.0039709928,
0.0032785486,
0.029652039,
-0.0031830391,
0.0064983224,
0.0024814114,
0.061243657,
-0.025405537,
-0.013532967,
-0.051898416,
0.01711825,
-0.03770423,
-0.009764014,
-0.0067738304,
-0.007934638,
-0.033795685,
0.022466782,
-0.020527204,
0.046961308,
-0.032473244,
0.05001761,
0.039937682,
0.05410248,
-0.008897081,
0.04199481,
0.030886317,
0.033531196,
-0.07017747,
0.036910765,
0.019542722,
-0.029490408,
0.001740294,
0.035911586,
0.026007982,
0.019043133,
0.033207934,
0.02112965,
0.07029502,
0.023642285,
-0.004048135,
0.012695422,
0.014098678,
0.034060173,
0.046608657,
0.049635574,
-0.008390145,
0.03694015,
-0.015619484,
0.010990944,
-0.007475458,
0.036793213,
0.055483695,
0.04584458,
0.028344292,
-0.01895497,
-0.026639815,
0.010711762,
0.077171706,
0.031767942,
-0.019101908,
-0.0010992781,
0.0036440564,
-0.03276712,
-0.015354996,
0.0077730073,
-0.05257433,
0.040995635,
0.014840714,
-0.0035063021,
-0.020468429,
-0.061361205,
0.0022316172,
0.057540826,
-0.029446326,
-0.03708709,
0.03420711,
0.014150105,
0.019410478,
-0.0043236436,
0.034118947,
0.005256698,
-0.0015483566,
0.011086454,
-0.011387676,
-0.025978595,
-0.028285518,
-0.047725383,
-0.04222991,
0.02514105,
-0.021555768,
-0.00033818642,
0.006795871,
-0.051075563,
0.03552955,
0.03849769,
-0.015663564,
-0.015590096,
-0.003752423,
0.036029138,
0.012621953,
-0.003269365,
-0.033443034,
0.014216227,
0.04137767,
0.04872456,
0.010322377,
-0.033178546,
0.010719109,
-0.036587503,
-0.005223637,
-0.021305975,
-0.0014032555,
0.023847997,
-0.01007993,
0.010763191,
-0.006961176,
-0.004775477,
-0.04954741,
0.009404017,
-0.054925334,
0.030034076,
-0.017573755,
-0.033149157,
0.01755906,
0.029255306,
-0.021452913,
0.042758886,
-0.0071962764,
0.04945925,
-0.018925583,
0.023583509,
0.04081931,
0.0060097543,
-0.03982013,
-0.032326307,
-0.052780043,
-0.056424096,
-0.04428704,
-0.028285518,
0.008434227,
0.06806157,
-0.020468429,
-0.058628164,
-0.003633036,
-0.046226617,
-0.038585853,
-0.06800279,
0.02268719,
0.05997999,
0.042465013,
0.0053154733,
-0.032796506,
0.06600444,
-0.016045602,
0.015575402,
0.011174616,
0.0011047883,
0.022981064,
0.03638179,
-0.02580227,
0.017177023,
0.045932744,
-0.043287862,
0.032532018,
0.014047249,
-0.007185256,
0.011879917,
0.0055469004,
-0.003058142,
-0.0006883115,
0.028594088,
-0.05172209,
0.03382507,
0.003058142,
0.03793933,
-0.0011204004,
0.0026063083,
0.02190842,
0.03491241,
0.002536513,
0.003487935,
-0.0050693527,
0.00200019,
0.042523786,
-0.03385446,
0.00630363,
0.016868453,
-0.05125189,
-0.008897081,
-0.021496994,
-0.009734626,
0.04322909,
-0.03538261,
0.038086265,
-0.042670723,
-0.02273127,
-0.008243208,
0.040907472,
0.06153753,
0.02568472,
0.038145043,
-0.019439865,
0.030709991,
0.01352562,
0.032326307,
0.014223575,
-0.0009390241,
0.032208756,
-0.023186777,
-0.018499464,
-0.053808607,
0.014598266,
0.022231683,
0.008617899,
-0.015501933,
0.053837992,
0.005304453,
0.043464188,
0.03885034,
-0.02129128,
-0.00048168033,
-0.02346596,
0.021203117,
-0.015075814,
0.03479486,
-0.0009243303,
0.003864463,
-0.011336247,
0.0066526067,
-0.010733803,
0.00055560836,
-0.028961431,
0.007993414,
-0.023862692,
-0.0021232506,
-0.06841422,
-0.023377797,
-0.048989046,
0.036176074,
0.044698466,
-0.027374504,
0.018881502,
-0.06788524,
0.041495223,
0.048283745,
-0.050605364,
-0.032678958,
0.0064285267,
-0.025581863,
-0.006729749,
0.053984933,
0.02825613,
0.0028616127,
0.013569701,
-0.052104127,
-0.016677435,
0.026918996,
-0.012475016,
-0.0349418,
-0.030181015,
-0.0032914057,
0.011982774,
0.005473431,
0.014532144,
0.00043208883,
0.011167269,
-0.062007733,
0.03167978,
-0.033648744,
0.004782824,
0.01607499,
0.01716233,
0.013378683,
-0.0009844829,
0.015354996,
-0.03094509,
-0.027036548,
0.012350119,
-0.038468305,
-0.062477935,
-0.000054326792,
0.038380142,
-0.028887963,
0.006068529,
0.044698466,
0.024318198,
0.011233391,
0.012680728,
-0.023965549,
0.023598203,
-0.04572703,
0.015457852,
-0.00078152516,
-0.032120593,
0.014627653,
-0.015002345,
0.006678321,
0.0015327445,
-0.0210121,
0.008720756,
-0.061361205,
-0.00077280076,
-0.011453798,
-0.013650517,
0.01852885,
0.027536135,
0.017412124,
0.0020534552,
-0.028902655,
-0.027418585,
-0.019248845,
-0.03579404,
-0.0021783523,
0.05607145,
-0.012864401,
0.0691783,
-0.04881272,
0.0027624299,
0.0022646782,
-0.017823549,
0.019954147,
-0.0055138394,
-0.030768765,
0.023583509,
-0.023377797,
0.012967257,
0.001508867,
0.00027022773,
0.015105201,
0.0126660345,
-0.02237862,
0.024891255,
-0.040114008,
0.00025714107,
0.029093675,
-0.007897904,
-0.04725518,
-0.038233202,
0.011417064,
-0.049606185,
0.012137058,
0.042318072,
-0.04102502,
-0.03004877,
-0.017177023,
0.022290457,
-0.01867579,
0.002734879,
-0.032120593,
-0.0363524,
-0.036293626,
0.025405537,
0.02634594,
-0.011835836,
0.0041069104,
-0.03514751,
-0.014914182,
-0.037145864,
-0.022246376,
-0.0005312718,
0.008933815,
0.0075819883,
-0.008066882,
0.002159985,
-0.02599329,
-0.0045550703,
0.0011800939,
0.06277181,
0.0358822,
-0.038380142,
-0.0210121,
-0.014319085,
0.008485655,
0.022305151,
-0.00036114544,
-0.013665211,
0.04848946,
0.0116301235,
0.032561406,
-0.03491241,
-0.036558114,
-0.010270949,
-0.0179411,
0.046755593,
-0.049988225,
-0.020453736,
-0.005436697,
0.028711637,
0.026375327,
0.04102502,
-0.020248022,
0.0018284566,
-0.04919476,
-0.04725518,
0.01052809,
-0.011674205,
-0.013746027,
0.0067150556,
0.025640639,
0.055630635,
-0.037175253,
0.022319846,
0.045638867,
-0.0017237635,
-0.006777504,
-0.040731147,
0.018999051,
-0.0029075309,
-0.0096244225,
-0.026536958,
0.004404459,
0.008287289,
-0.0027440626,
-0.031385906,
-0.044051938,
-0.016868453,
-0.027345115,
0.05533676,
-0.01650111,
0.00056525116,
0.026007982,
-0.006479955,
-0.042435624,
0.018822726,
0.035852812,
0.0036146687,
-0.01883742,
0.017661918,
0.015634177,
0.046285395,
-0.056100834,
-0.030563053,
-0.002424473,
0.03646995,
-0.02988714,
-0.026478183,
0.024200648,
0.023260247,
-0.03667566,
-0.05410248,
-0.014818673,
-0.024935337,
-0.024876561,
-0.03035734,
0.018220281,
0.03743974,
-0.012702769,
0.008485655,
0.036998928,
-0.03394262,
-0.004360378,
0.029343469,
0.008125658,
-0.012673382,
0.007133828,
0.058275513,
-0.029299388,
0.012739504,
-0.029563876,
0.016721517,
-0.047225796,
-0.0051685357,
0.022408007,
-0.0035430365,
0.027932867,
0.05207474,
0.008272596,
0.03206182,
-0.0019065173,
0.017044779,
-0.014275003,
-0.017250493,
-0.045521315,
0.017647224,
0.019057827,
0.0032069164,
0.018352525,
-0.03614669,
0.017764775,
-0.0015327445,
0.04137767,
0.0250235,
-0.06682729,
0.041936036,
-0.04175971,
-0.0043567047,
-0.010550131,
0.007831782,
0.011887264,
0.044257652,
-0.034853637,
-0.022408007,
-0.011923999,
-0.029534489,
-0.01739743,
-0.03670505,
-0.042200524,
0.024009628,
-0.035441387,
-0.018572932,
-0.0037303823,
-0.042200524,
0.014958263,
-0.010124011,
0.01973374,
-0.013430111,
0.008698715,
0.003798341,
0.009389322,
0.022099439,
0.001297644,
0.01883742,
0.023010453,
0.019190071,
-0.03608791,
0.040025845,
0.01010197,
-0.016956616,
-0.018014569,
0.02136475,
0.007387296,
-0.023892079,
0.012695422,
0.03323732,
-0.0040922165,
0.010307684,
-0.031209579,
0.025640639,
-0.04605029,
-0.026419409,
-0.006843626,
0.00807423,
0.013665211,
0.042553175,
-0.00070851546,
0.07070645,
-0.026713284,
0.03911483,
0.00044012448,
0.019116601,
-0.0069905636,
0.018852115,
0.023230858,
0.0027918173,
0.013606437,
-0.009580341,
0.012548484,
0.011218698,
-0.021673318,
0.011461145,
-0.0060281213,
-0.005646083,
-0.025523089,
-0.017603142,
0.073175006,
0.039379317,
0.02658104,
-0.05912775,
-0.0021783523,
0.0072109704,
-0.027447972,
-0.02183495,
-0.051457603,
-0.041730322,
0.04704947,
-0.037145864,
0.030092852,
-0.009734626,
-0.00014188678,
-0.024700237,
0.039761357,
-0.016839067,
0.003170182,
0.008515043,
-0.008933815,
0.010190133,
-0.03238508,
-0.024876561,
-0.011042372,
0.03297283,
-0.0062779156,
0.031885494,
0.049018435,
0.043258473,
0.014201534,
-0.039967068,
-0.061419982,
-0.0012985624,
0.0026705938,
-0.0014556021,
-0.029064288,
0.03191488,
-0.013180316,
0.0018771298,
-0.027198179,
0.007133828,
0.015046426,
0.0052750655,
0.009646463,
0.033443034,
-0.00797872,
0.01961619,
0.008228514,
-0.022158213,
-0.02981367,
0.016457029,
-0.014715816,
-0.017177023,
0.026492877,
0.0030618154,
0.034354046,
0.04846007,
-0.005230984,
-0.002226107,
0.04607968,
-0.0007264235,
0.013224398,
-0.011336247,
0.032473244,
0.027991643,
0.0015107038,
0.008287289,
0.003712015,
-0.029123062,
-0.031591617,
0.007956679,
-0.012401546,
0.011262779,
-0.009888911,
0.015854584,
-0.031944267,
0.018734563,
0.025008805,
-0.056953073,
-0.012526443,
0.027021853,
0.00986687,
0.017074168,
0.028035725,
-0.036176074,
0.08516512,
0.032326307,
0.03300222,
0.0074093365,
-0.0019597823,
0.02705124,
0.021188425,
0.015119895,
-0.012849706,
-0.025772883,
-0.008632593,
0.020865161,
-0.05013516,
0.017573755,
0.030151628,
-0.024538605,
0.017603142,
-0.030533666,
0.0053815953,
-0.040936857,
0.036558114,
-0.058040414,
0.016266009,
0.019204764,
-0.0573645,
-0.037234027,
0.065828115,
-0.012879094,
0.021496994,
-0.0013582559,
0.08681083,
0.005932612,
0.09615607,
0.005561594,
0.016280703,
-0.03743974,
0.05504288,
-0.062007733,
-0.062066507,
-0.00454405,
-0.007100767,
-0.053955544,
-0.05698246,
-0.056365322,
-0.016545191,
0.0031224273,
-0.033766296,
-0.054895945,
0.028285518,
-0.0038828303,
-0.031503454,
0.021217812,
0.06588689,
0.0009201977,
-0.033501808,
-0.017412124,
0.017573755,
-0.039144218,
-0.031532843,
-0.030034076,
0.02634594,
-0.026081452,
-0.05039965,
0.03370752,
-0.045433152,
-0.04352296,
0.009293813,
0.0022022296,
0.0022812088,
0.024141872,
0.017573755,
0.033531196,
0.031944267,
-0.05063475,
0.020571286,
0.024567993,
0.04137767,
0.009271773,
0.08046311,
0.009690545,
-0.016794985,
-0.0031995696,
0.0070236246,
0.012056243,
-0.016266009,
-0.0062926095,
-0.033913232,
0.026904304,
-0.051222503,
-0.054014318,
0.027374504,
0.04569764,
-0.02082108,
-0.018308444,
-0.059304077,
0.053808607,
-0.04954741,
-0.026669202,
-0.0058040414,
0.03203243,
-0.008933815,
0.0027899807,
0.0025879412,
-0.04643233,
0.25719985,
0.037116475,
0.04881272,
0.024670849,
0.0015272343,
0.047343343,
0.018852115,
-0.03394262,
-0.026639815,
-0.0063109766,
0.014855407,
-0.030739378,
0.018690482,
0.029328777,
-0.02611084,
0.05580696,
-0.029945914,
-0.0023069228,
-0.023965549,
-0.03455976,
-0.056717973,
0.021041486,
-0.04081931,
0.0351769,
0.018264363,
0.02957857,
0.0052824123,
-0.0071962764,
0.023172084,
-0.025096968,
0.017823549,
-0.028373681,
0.030621829,
-0.0126660345,
-0.0070970934,
0.018999051,
-0.0017154983,
-0.049018435,
-0.031209579,
0.0067848507,
0.010866047,
-0.010146052,
0.0023675347,
0.01541377,
-0.05660042,
0.019337008,
-0.012555831,
0.04487479,
0.05757021,
-0.045051116,
0.0710591,
-0.04751967,
-0.008889734,
-0.027932867,
-0.000042015014,
-0.016280703,
-0.03335487,
-0.027447972,
-0.027036548,
0.040114008,
-0.0064432207,
0.042700112,
-0.008015455,
0.006593832,
-0.028006336,
-0.001859681,
-0.02051251,
0.03132713,
-0.032561406,
-0.0025989616,
0.013128889,
0.00035861996,
0.00786117,
-0.039878905,
-0.010888088,
0.084988795,
-0.0013426438,
0.04117196,
0.0037836472,
-0.062184058,
-0.008992591,
-0.0038754833,
0.022408007,
-0.02860878,
0.051516376,
0.049253535,
-0.038203817,
0.012651341,
-0.018073345,
0.030533666,
0.04164216,
0.015266833,
0.033678133,
0.008199126,
-0.012952563
] | There are two fields:
audio: a 1-dimensional array of the speech signal that must be called to load and resample the audio file.
transcription: the target text.
Preprocess
The next step is to load a Wav2Vec2 processor to process the audio signal:
from transformers import AutoProcessor
processor = AutoProcessor.from_pretrained("facebook/wav2vec2-base") |
[
0.009975169,
0.01939852,
0.012076321,
-0.011227371,
-0.023162201,
-0.033561844,
0.032910984,
-0.026034484,
-0.01579048,
0.021690685,
0.0067809923,
0.023912106,
0.04771102,
-0.054134745,
-0.023303691,
0.026869284,
-0.012359304,
-0.012741333,
-0.07295315,
-0.009402127,
-0.019341923,
0.047767617,
-0.06848201,
-0.009734632,
-0.03231672,
0.032005437,
0.019271176,
0.023374438,
0.06961394,
0.027859727,
0.008602698,
-0.01261399,
0.021577492,
-0.054021552,
-0.03160926,
-0.02934539,
0.029232197,
0.008673444,
-0.040438343,
-0.037495315,
0.011970202,
0.00437917,
0.018436376,
-0.037042543,
-0.03534464,
0.019115536,
-0.007796196,
-0.025949588,
-0.0026582764,
-0.003226012,
-0.0055500143,
0.016512088,
0.024294134,
0.024478074,
-0.00866637,
-0.04340967,
-0.0026105228,
-0.0008449711,
-0.035712518,
-0.018592017,
0.030760307,
0.019271176,
-0.007789121,
-0.042702213,
-0.004853167,
0.02971327,
-0.020021083,
-0.046098012,
-0.045107573,
-0.028609633,
-0.05136151,
0.022058565,
0.00089803047,
-0.047399737,
0.0013185263,
0.009628514,
-0.006713784,
-0.019271176,
0.026317466,
-0.016087612,
0.06423726,
0.06469003,
0.036957648,
0.028227605,
-0.007930613,
-0.03862725,
0.025199682,
-0.02194537,
-0.01003884,
-0.041938156,
-0.027477698,
0.033561844,
-0.062256373,
-0.0073504965,
0.029203897,
0.008645146,
0.0144604575,
0.033901423,
-0.014177474,
-0.016540386,
0.03211863,
0.07832984,
0.005871908,
0.02522798,
-0.026812688,
-0.022001969,
-0.03503336,
0.02248304,
-0.008899831,
-0.044485006,
0.01975225,
-0.005946191,
0.023827212,
-0.0061053694,
0.040919416,
0.017601574,
-0.01613006,
0.01888915,
-0.03554273,
-0.03194884,
-0.015139618,
0.036108695,
0.015903674,
-0.04012706,
-0.012889899,
-0.046465892,
-0.037495315,
0.04278711,
0.02077099,
-0.027223013,
0.011743816,
0.029090704,
0.01594612,
0.034552287,
-0.02194537,
-0.060275488,
-0.03308077,
-0.019356072,
0.012415902,
-0.04083452,
0.009876125,
0.0023257707,
-0.00049831625,
0.058634184,
0.013420493,
0.034184407,
-0.0057764007,
-0.0583512,
-0.02453467,
-0.0034753913,
-0.042758808,
0.022185907,
-0.0043968563,
-0.018620314,
-0.06044528,
0.016398894,
-0.021987818,
0.020205023,
-0.0041846186,
0.014969828,
0.013993534,
0.003827352,
-0.045616943,
0.03924981,
0.03483527,
0.009338456,
-0.020615349,
-0.0071524084,
0.0394479,
-0.050880436,
0.00012833744,
0.0075061377,
-0.009600216,
0.0395045,
0.012656437,
0.04380585,
0.009890274,
-0.011757965,
0.036787856,
-0.0050158827,
-0.0062397863,
-0.00858855,
0.05475731,
0.021393554,
-0.039023425,
0.0011098259,
0.015068872,
0.002003877,
-0.023770615,
0.004237678,
0.019440968,
0.06214318,
-0.03395802,
-0.00040347257,
-0.0057940874,
-0.010626031,
-0.04666398,
-0.016752623,
0.027053224,
-0.049239133,
-0.021336956,
0.054106448,
-0.0125007965,
0.035769116,
0.036816154,
0.0014812418,
0.010272302,
0.041485384,
-0.016554534,
-0.016441341,
0.06780285,
0.022794321,
-0.009239412,
-0.022086862,
0.02695418,
-0.01716295,
-0.021153018,
-0.0024584192,
-0.016214956,
-0.029317092,
0.018082647,
0.02092663,
-0.014729292,
0.024930848,
-0.008319715,
0.008807862,
0.0053024036,
0.030760307,
0.0248884,
0.026275018,
0.010661404,
0.022242503,
-0.0018305496,
0.08444228,
0.02851059,
0.028086113,
0.051616192,
0.0062291743,
0.047145054,
-0.023784764,
0.00011993637,
0.0005557973,
0.03721233,
0.017318591,
-0.0018906835,
0.0039193216,
0.008454133,
0.045956522,
0.005702118,
0.015465049,
-0.05651181,
0.023431035,
-0.005224583,
0.024110194,
-0.04889955,
-0.020728542,
0.014071355,
0.06406747,
-0.013710551,
-0.03206203,
-0.0045560347,
0.027421102,
0.005178598,
0.019186283,
0.046975262,
0.043551162,
-0.033703335,
-0.006667799,
-0.0005049487,
-0.009600216,
-0.056483507,
-0.02607693,
-0.07238718,
0.009762931,
-0.02351593,
-0.003898098,
0.029062407,
-0.05116342,
-0.02386966,
-0.005726879,
0.025482666,
0.009069622,
-0.011545727,
0.042702213,
0.048927847,
0.016780922,
-0.060615066,
-0.0028581335,
0.0059638773,
0.019865442,
-0.0069154096,
-0.0026122916,
0.014425084,
-0.017997751,
0.02145015,
0.015691435,
-0.015252811,
0.022865068,
-0.020148426,
-0.0021029213,
-0.018450525,
0.01236638,
0.009027174,
0.019893741,
-0.055125188,
0.0445982,
0.017955303,
-0.008277267,
0.01457365,
0.0068305144,
-0.027590891,
0.050003186,
0.015366005,
-0.00038866018,
-0.032910984,
-0.0054828054,
0.041938156,
0.0027431713,
-0.043720953,
-0.041570276,
-0.07261357,
-0.02507234,
0.012062172,
-0.013307299,
-0.024166793,
0.03449569,
-0.032656297,
-0.061350826,
0.036872752,
-0.04445671,
-0.039928973,
-0.018775957,
0.0010063602,
0.054502625,
0.012422976,
0.010321824,
-0.052719828,
0.022525487,
-0.0257232,
0.018945746,
0.0052458066,
0.0140218325,
0.037834894,
0.007881091,
-0.008199447,
-0.005143225,
0.06191679,
-0.028001219,
0.005910818,
0.02075684,
0.02573735,
-0.030788606,
0.02763334,
-0.0014697456,
0.024393179,
0.032882683,
-0.072726764,
0.0096214395,
0.024138493,
0.031156484,
0.0014706299,
0.010328898,
0.03975918,
0.0041987677,
-0.00806503,
-0.029769866,
0.051248312,
0.012988943,
0.032033734,
-0.07136844,
0.043324776,
-0.0023646809,
-0.022978261,
-0.009840752,
0.03531634,
-0.0073363474,
0.051785983,
0.03344865,
0.05506859,
-0.04015536,
-0.001678446,
-0.0051326132,
0.017997751,
0.020176724,
-0.007056901,
0.023926256,
-0.026940031,
-0.00669256,
0.008553176,
-0.014198697,
0.017261995,
0.023926256,
-0.024209239,
-0.021818029,
-0.0051962845,
-0.053257495,
0.017785514,
0.047116753,
0.05953973,
-0.0044640647,
0.06485982,
-0.033901423,
0.0066465754,
0.031977136,
0.006908335,
0.00324193,
-0.060162295,
0.043664355,
0.0131941065,
0.006724396,
-0.016851667,
-0.007223154,
-0.05195577,
0.015479198,
-0.017417636,
0.01613006,
-0.036787856,
-0.020176724,
-0.047116753,
0.019780548,
-0.047626127,
-0.010088362,
-0.035146553,
0.0014122645,
0.0858006,
0.005652596,
-0.0023929793,
-0.06638793,
0.023572527,
0.017205397,
-0.031269677,
-0.049861696,
-0.022780173,
-0.025765648,
-0.060501873,
0.019766398,
0.02882187,
-0.0248601,
0.025100637,
-0.032373313,
0.04822039,
0.0031782587,
0.014085504,
0.0058117737,
0.018054347,
-0.003231318,
-0.0054721935,
0.020813437,
0.032741193,
0.0084682815,
0.030052848,
0.0029589464,
0.044683095,
-0.03313737,
-0.017827962,
0.023049006,
-0.014488756,
0.032854386,
0.014099654,
0.013844968,
-0.036419977,
0.034693778,
0.026671195,
0.0036080398,
-0.015733883,
0.013010167,
0.025270427,
0.030675413,
0.03022264,
0.013498314,
-0.014248219,
0.0480223,
0.022497188,
-0.020997377,
-0.0034152572,
-0.06463344,
-0.010392569,
-0.028595483,
-0.0010337741,
-0.0145878,
-0.038881935,
0.027689936,
-0.032231823,
-0.016356448,
-0.00030686025,
-0.047654424,
-0.0039759185,
-0.016045164,
-0.032882683,
0.0395045,
-0.0025875305,
0.0031128186,
-0.011970202,
-0.01511132,
-0.0054934174,
-0.021662388,
-0.04063643,
0.012373454,
0.056879684,
0.006763306,
0.030052848,
-0.01580463,
0.0013848506,
0.027039075,
-0.03313737,
0.03245821,
-0.035089955,
-0.017969454,
-0.012996018,
-0.03808958,
0.006922484,
0.013144584,
-0.017431784,
0.03823107,
-0.024152642,
0.00682344,
-0.018691061,
-0.048842955,
-0.042985193,
0.047399737,
-0.024336582,
-0.006041698,
0.0033232877,
-0.0020604737,
0.0098053785,
0.021308659,
0.004803645,
-0.03791979,
-0.045249064,
-0.05472901,
0.053172603,
-0.019313624,
-0.020105978,
-0.04822039,
-0.054247938,
-0.017261995,
0.045249064,
0.00424829,
-0.039730884,
0.050257873,
-0.016526237,
0.007272676,
-0.03398632,
-0.029373689,
-0.018068498,
0.0069649317,
-0.026175974,
0.027548445,
-0.006126593,
0.00091085315,
0.04154198,
0.022766024,
0.025256278,
0.022284951,
-0.044569902,
-0.028383246,
0.00094092014,
0.005641984,
-0.0118570095,
0.022949962,
-0.027152268,
0.011092953,
-0.015238662,
0.019483415,
-0.026317466,
-0.022214206,
-0.017403485,
0.00548988,
0.07844303,
-0.034778673,
-0.017035607,
0.015196214,
0.0111424755,
0.045164168,
0.037184034,
0.00030221755,
-0.034241006,
-0.034071214,
-0.052408546,
0.012217813,
-0.038344264,
-0.0171488,
-0.016342297,
0.018337332,
0.034608882,
-0.041287296,
0.02814271,
0.023926256,
-0.031637557,
-0.019327775,
-0.07385869,
0.013293151,
-0.0044499156,
-0.016384745,
-0.020870034,
-0.032656297,
-0.0034382497,
0.0068446635,
-0.03497676,
-0.046975262,
-0.046918668,
-0.0007512328,
0.043862443,
-0.060615066,
0.045532048,
0.01853542,
-0.005146763,
-0.06757646,
0.0144604575,
-0.000016539612,
0.022086862,
-0.011276893,
0.04601312,
-0.012925272,
0.031354573,
-0.05611563,
-0.0013132204,
0.019129686,
0.07482084,
-0.024676163,
-0.021690685,
0.026657047,
0.04222114,
-0.03141117,
-0.07119865,
-0.030449025,
-0.002569844,
0.0016722557,
-0.00977708,
0.047597826,
0.021421852,
-0.051050223,
0.0030597593,
0.056200527,
-0.013767147,
-0.0074070934,
0.023289543,
-0.010944387,
-0.030109445,
0.018931597,
0.027406953,
0.0007530014,
-0.01579048,
-0.02593544,
-0.011630623,
-0.023473483,
-0.022185907,
0.06440705,
-0.054615818,
0.010484539,
0.019922039,
0.0063176067,
0.032854386,
-0.0042907377,
-0.012253186,
-0.020898333,
-0.036278486,
-0.028864319,
-0.013236553,
0.02266698,
-0.0037707554,
0.013349747,
-0.026473107,
0.01802605,
0.005910818,
0.042702213,
0.0052741054,
-0.07510383,
0.011545727,
-0.043551162,
-0.019426817,
0.022115162,
0.0026565078,
0.013915714,
0.038146175,
-0.0047222874,
-0.03158096,
-0.011545727,
-0.022879217,
-0.02197367,
-0.023643272,
-0.05048426,
-0.020898333,
-0.0721042,
-0.032486506,
-0.01648379,
-0.022143459,
0.030816903,
0.016766774,
0.015167916,
-0.011637697,
-0.028906766,
0.044852886,
0.017276144,
0.034608882,
-0.026869284,
0.003496615,
0.022383995,
-0.0030650652,
-0.009883199,
0.007219617,
0.028029516,
-0.00080340786,
0.0445982,
-0.026784388,
-0.003887486,
-0.04717335,
0.012048023,
0.020035233,
0.0127554815,
-0.03364674,
-0.040777925,
0.021718984,
-0.047399737,
-0.029628374,
-0.023190498,
-0.030788606,
-0.014439234,
0.046437595,
0.023940405,
0.06140742,
-0.0071205725,
0.015493347,
0.03395802,
0.009352605,
-0.006215025,
0.014120877,
0.014700993,
0.012904048,
0.020318216,
-0.0023434572,
0.008326789,
0.0077466737,
-0.03245821,
-0.0114183845,
-0.012698885,
-0.0013680484,
0.019596608,
0.043975636,
0.05385176,
0.034580585,
0.024789356,
-0.031014992,
0.0020003398,
-0.017219547,
-0.0291473,
-0.005178598,
-0.049182534,
-0.06763306,
0.022355698,
-0.04391904,
-0.022030266,
-0.036504872,
-0.02812856,
0.00010816381,
0.035401236,
-0.005680894,
0.011199072,
0.021818029,
-0.0017147032,
-0.00030796565,
-0.00080385,
-0.03675956,
0.0010965611,
0.033703335,
-0.018775957,
-0.048107196,
-0.009140368,
0.012840377,
0.03633508,
-0.02195952,
-0.050880436,
-0.030760307,
0.009713409,
0.0028369096,
-0.002315159,
0.03574082,
-0.03517485,
-0.014297741,
0.011941904,
0.00806503,
-0.006717321,
0.03794809,
0.012394678,
0.03194884,
0.0058683706,
0.02593544,
-0.026289169,
0.00073354633,
0.011772114,
0.030505622,
0.028977511,
-0.0016333455,
0.018280735,
0.01615836,
0.049550414,
0.022850918,
-0.016115911,
-0.008340939,
0.05891717,
0.03245821,
0.016144209,
-0.018606165,
0.049663607,
-0.014410935,
-0.0180119,
-0.017063906,
-0.03160926,
0.008199447,
0.018266585,
0.012260261,
0.0050760168,
-0.0052634934,
-0.0068305144,
-0.028411545,
-0.037155736,
0.00678453,
0.004032515,
-0.013873267,
0.03808958,
0.0135619845,
0.06293553,
0.012585691,
0.057389054,
0.05478561,
0.03452399,
0.01767232,
-0.014453383,
0.020134278,
-0.021393554,
0.040919416,
-0.022468891,
0.029741567,
-0.037608508,
-0.008913981,
-0.00883616,
0.0057374905,
-0.03707084,
0.047456335,
0.037382122,
-0.006508621,
0.017134652,
-0.035910606,
-0.033222266,
-0.010024691,
0.02314805,
-0.04408883,
-0.020785138,
0.018492972,
0.01141131,
-0.03625019,
0.030335832,
-0.0122248875,
0.0055924617,
0.007569809,
0.07080247,
0.052634932,
0.091177285,
0.10928823,
0.023317842,
-0.025977885,
-0.006947245,
-0.036957648,
0.008581475,
0.009770006,
0.007810345,
-0.014170399,
-0.05436113,
-0.042673912,
0.017530829,
-0.00575164,
-0.02231325,
-0.016271552,
0.011941904,
-0.0023222335,
-0.02573735,
0.00908377,
0.09898763,
-0.015295259,
-0.030052848,
-0.008560251,
0.012323932,
-0.05702118,
-0.02641651,
-0.051701088,
0.013590283,
-0.007265602,
-0.070293106,
0.008546102,
-0.06469003,
-0.021478448,
0.0394762,
-0.0072160796,
-0.026388213,
0.01870521,
0.01594612,
-0.0012672355,
0.022030266,
-0.057389054,
0.0037035467,
0.06831222,
0.02660045,
-0.013979386,
0.0668973,
0.005649058,
-0.0098973485,
0.016356448,
0.019356072,
0.031665854,
-0.0291473,
-0.009387978,
-0.013307299,
0.017884558,
-0.037891492,
-0.045192465,
0.03138287,
0.021563344,
-0.019596608,
-0.017827962,
-0.030562218,
-0.004304887,
-0.085744,
0.027194716,
-0.0017527291,
0.010725075,
-0.014283593,
-0.010279376,
-0.030052848,
-0.054672413,
0.2383853,
0.055408172,
0.04822039,
0.023643272,
0.010371346,
0.036816154,
0.013314374,
-0.025992036,
0.0030137743,
-0.05303111,
0.015719734,
0.0019348997,
0.0023576063,
-0.0071205725,
0.029883059,
0.079857945,
-0.040919416,
0.013788371,
0.023530079,
-0.042107947,
-0.06508621,
0.01939852,
0.00678453,
0.023261245,
0.0058117737,
-0.015436751,
-0.00858855,
-0.046098012,
-0.02556756,
-0.06276574,
0.04496608,
-0.015167916,
0.021124719,
-0.018139243,
0.038315967,
0.029119004,
-0.015931971,
-0.034552287,
-0.0128616,
-0.018818403,
0.013767147,
-0.018959895,
0.022242503,
-0.0108877905,
-0.016314,
0.034212705,
-0.017120503,
0.055153485,
0.016766774,
-0.055153485,
0.030449025,
-0.022596233,
0.013243629,
-0.051531296,
-0.036165293,
-0.03449569,
-0.03653317,
-0.054700714,
-0.02164824,
0.030958395,
0.002690112,
0.034212705,
-0.02507234,
-0.008383387,
-0.03503336,
0.014226996,
0.017389337,
0.033901423,
-0.005079554,
0.020205023,
-0.010201556,
-0.007591033,
-0.007219617,
0.00078970083,
0.028609633,
0.027081521,
-0.0046515414,
0.006766843,
0.017346889,
-0.037438717,
-0.008057956,
0.01389449,
-0.017813811,
0.0135619845,
-0.0117650395,
0.05920015,
-0.037608508,
0.023204647,
-0.028920915,
0.03211863,
0.020502156,
-0.0056136856,
0.029798163,
-0.0044322293,
-0.0023876734
] | from huggingface_hub import notebook_login
notebook_login()
Load MInDS-14 dataset
Start by loading a smaller subset of the MInDS-14 dataset from the 🤗 Datasets library. This'll give you a chance to experiment and make sure everything works before spending more time training on the full dataset.
from datasets import load_dataset, Audio
minds = load_dataset("PolyAI/minds14", name="en-US", split="train[:100]") |
[
0.0010648704,
-0.0150302285,
0.0106297955,
0.010368519,
-0.014576433,
-0.031270575,
-0.011399872,
0.0046307677,
0.0005543514,
0.019953212,
0.03179313,
0.010808563,
0.0040463354,
-0.037871227,
-0.042629194,
-0.00833332,
-0.015704045,
-0.03721116,
-0.055060416,
-0.014177645,
-0.0068894275,
0.011778033,
-0.052997712,
-0.00042070544,
-0.042051636,
0.0054352223,
-0.01982945,
-0.0023892976,
0.09240909,
0.024642423,
-0.0044726273,
-0.024119873,
-0.004094465,
-0.03448839,
0.008305817,
-0.01787676,
0.043041732,
0.0020506703,
-0.0015874217,
-0.00069401355,
-0.022896001,
-0.015896564,
0.0075219898,
-0.02755771,
-0.044581886,
0.020888304,
-0.019856952,
0.0077626384,
-0.026251333,
-0.0014713947,
0.00052899733,
-0.0067622275,
0.048542276,
-0.019774444,
-0.013435071,
-0.03242569,
-0.009660325,
0.038668804,
-0.044774406,
-0.0084089525,
0.019018121,
0.02501371,
0.012142444,
-0.036661107,
0.012582487,
-0.0019836326,
-0.011324239,
-0.034075852,
-0.04394932,
-0.030693019,
-0.042739205,
-0.0021331785,
-0.007432606,
-0.019526921,
-0.030032953,
0.00060763786,
-0.017161688,
-0.030693019,
0.014260152,
0.014521428,
0.028822836,
0.06617151,
0.04840476,
0.0020712975,
-0.005332087,
-0.047799703,
0.014397666,
0.0043076114,
0.008429579,
0.0086977305,
-0.035533495,
0.050192438,
-0.05602301,
-0.03954889,
0.02114958,
0.018591829,
0.03283823,
0.018151786,
0.0238861,
-0.053822793,
0.052502666,
0.05858076,
-0.050164934,
0.03773371,
-0.00322813,
0.010705428,
0.02857531,
0.012740628,
-0.012568736,
-0.0076938816,
-0.0038572543,
-0.00060548924,
0.032150663,
-0.013173795,
-0.038998835,
0.0783277,
0.0015461677,
0.012843763,
-0.049532373,
-0.011310487,
0.011833039,
-0.0008616082,
0.006624714,
-0.039438877,
0.019884456,
-0.044691894,
0.019595677,
0.020255743,
-0.013435071,
0.011014833,
0.0073157195,
0.0039191353,
-0.0007825379,
0.001243638,
-0.008484584,
-0.014273904,
-0.0386413,
-0.012616866,
0.023404801,
-0.026815137,
0.047414664,
0.009385298,
-0.011413623,
0.055170428,
-0.0039810166,
0.019238142,
0.013043158,
-0.01265812,
-0.021575872,
0.0098047145,
-0.054125324,
0.006119352,
0.015607785,
-0.005923395,
-0.047717195,
-0.052090123,
0.0071644546,
-0.02978543,
0.022744738,
0.0011869136,
-0.017752996,
0.0142051475,
-0.048157237,
0.044994425,
0.028025256,
0.027172673,
0.009454055,
0.00083969196,
0.033305775,
-0.031765625,
0.01032039,
0.001993946,
-0.007329471,
0.015167742,
0.007748887,
0.019994467,
0.0022225624,
0.009282163,
0.024821192,
0.03652359,
0.00227413,
-0.0021331785,
0.04430686,
-0.013221925,
-0.012231828,
-0.031463094,
-0.0029049732,
0.008642725,
-0.021892153,
0.021190835,
0.05682059,
0.04961488,
-0.009357795,
0.00442106,
0.015208996,
0.0051361304,
-0.04931235,
0.041116543,
0.024752434,
-0.019939462,
-0.05093501,
0.035561,
-0.043371767,
0.035230964,
-0.009667201,
0.011193601,
0.010237882,
0.06732662,
-0.007432606,
0.045681994,
0.049064826,
0.029097863,
-0.023349797,
0.01871559,
0.009742834,
-0.050494965,
-0.020805797,
-0.015374012,
-0.019155635,
0.00068112166,
0.041721605,
-0.010609169,
0.010533536,
0.02857531,
0.009089644,
0.008690855,
0.01992571,
0.038696308,
0.050467465,
0.06353125,
-0.0015900001,
0.025274986,
0.030830532,
0.050990015,
0.003888195,
0.019348154,
0.07475235,
0.056765582,
0.009866595,
-0.022015916,
-0.010671049,
0.0162541,
0.036853626,
0.05101752,
-0.014047006,
0.024023613,
0.026746381,
0.014356412,
0.0020317624,
-0.033305775,
-0.022277191,
0.013221925,
-0.00082808925,
0.0172717,
-0.041556586,
-0.032563202,
0.03426837,
0.06776667,
-0.044609386,
-0.0010528379,
-0.011647396,
0.04015395,
0.0060368436,
0.028547809,
0.000018921539,
0.0074257306,
-0.024642423,
-0.013854488,
0.023322294,
-0.019939462,
-0.04309674,
-0.10291512,
-0.05764567,
0.011853666,
-0.032040652,
-0.026182575,
-0.014975223,
-0.049367357,
0.043261755,
0.008264563,
-0.011324239,
-0.03536848,
0.0039397627,
0.06655654,
0.0447469,
0.020970812,
-0.020063223,
0.025453754,
-0.0011276109,
0.033690814,
0.0017876758,
-0.02876783,
-0.011681774,
-0.043151744,
0.019348154,
-0.0036269191,
0.014163893,
-0.00011699393,
-0.01179866,
0.0069616223,
-0.05255767,
0.045792002,
-0.019884456,
-0.00036075813,
-0.034955937,
0.0020730165,
0.069196805,
-0.02510997,
0.015236499,
0.04158409,
-0.028685322,
-0.01179866,
0.026361343,
0.043041732,
-0.0092477845,
-0.008484584,
0.032893237,
-0.0015814055,
-0.030830532,
-0.01951317,
-0.07992286,
-0.006435633,
-0.0010296325,
-0.00777639,
-0.007748887,
0.03426837,
-0.038173754,
-0.091474,
0.043591786,
-0.053245235,
-0.022620974,
-0.02765397,
-0.031903137,
0.022524716,
0.01128986,
0.018358056,
-0.05550046,
-0.034845926,
-0.04053899,
0.030005451,
0.018523071,
-0.008759611,
-0.0021624002,
0.030335484,
-0.019499417,
0.010176001,
0.012266207,
-0.02124584,
-0.017409213,
0.021108326,
0.041859116,
0.019966964,
0.006373752,
0.038036242,
0.044031832,
0.02816277,
-0.030528003,
0.014301406,
0.029812932,
0.049697388,
0.0027915246,
0.017656736,
0.05448286,
-0.014796455,
-0.00015889258,
-0.03913635,
0.03723866,
-0.007205709,
0.053740285,
-0.035450988,
0.039191354,
0.02256597,
-0.049752392,
0.0029135677,
-0.02644385,
0.021617126,
0.06633653,
0.0041322815,
0.044581886,
-0.057205625,
0.015222747,
0.012479353,
0.015181493,
0.037458684,
0.031270575,
0.057700675,
-0.024161126,
-0.0067209736,
-0.009790963,
0.0030717084,
0.020998316,
-0.01316692,
0.003252195,
-0.01210119,
-0.025563763,
-0.050467465,
0.024532413,
0.039823916,
0.021850899,
0.026485104,
0.07046193,
0.017024174,
0.02929038,
0.026911397,
-0.000035479563,
-0.005720563,
-0.01291252,
0.039878923,
0.03212316,
0.028795332,
0.0046376437,
0.00087278115,
-0.014273904,
0.012121817,
0.02561877,
0.019031871,
-0.082233086,
-0.021273343,
0.00050536223,
-0.009502185,
-0.03448839,
0.013070661,
-0.03525847,
0.009467807,
0.011674899,
-0.022909753,
-0.0109048225,
-0.03723866,
0.045599487,
0.05379529,
0.0050880006,
-0.054757886,
0.004187287,
-0.03536848,
-0.037376177,
0.007927654,
0.04331676,
0.0046823355,
0.008759611,
0.00035495678,
-0.001612346,
-0.027090164,
0.021575872,
0.0254125,
-0.025357494,
-0.0150302285,
0.008161427,
0.032095656,
0.03608355,
-0.007748887,
0.01270625,
0.0015521839,
0.01159239,
-0.045874514,
0.0024357084,
-0.00026815137,
-0.029345386,
-0.010203504,
0.03110556,
-0.007666379,
0.023872348,
0.008904001,
-0.003166249,
-0.021823397,
-0.050192438,
0.019389408,
0.023322294,
-0.026223829,
0.015126488,
0.023707332,
0.024422402,
0.007735136,
0.012926271,
-0.004991741,
0.008835244,
-0.061771076,
0.026993904,
-0.05043996,
-0.04757968,
0.013022531,
-0.030693019,
0.014906466,
0.016680392,
-0.006370314,
-0.03751369,
-0.04950487,
-0.048239745,
-0.010499158,
-0.061771076,
0.0325357,
-0.011716153,
-0.0009840812,
0.019155635,
-0.031160565,
0.002674638,
-0.019059375,
0.011723028,
-0.03811875,
0.02978543,
-0.033003245,
0.06413631,
-0.02937289,
-0.013373191,
0.050990015,
-0.011626769,
-0.020255743,
-0.04821224,
-0.024669927,
0.05101752,
-0.0040016435,
-0.029922944,
0.0059096436,
-0.029867938,
0.010946076,
-0.026801387,
-0.03182063,
-0.0021538057,
-0.041639097,
-0.020090725,
0.049367357,
-0.0075219898,
-0.050797496,
-0.00803079,
-0.019018121,
-0.011853666,
-0.0086839795,
0.02348731,
-0.061991096,
-0.045104437,
-0.03954889,
0.045379464,
-0.0087114815,
-0.006205298,
-0.021383353,
-0.02114958,
-0.025164975,
0.039933927,
0.03894383,
-0.0074876114,
0.036853626,
-0.057095617,
0.030032953,
-0.039686404,
-0.01688666,
-0.011276109,
0.010595418,
-0.01474145,
0.047304653,
0.0016321137,
0.00075460545,
0.0046582706,
-0.066116504,
0.021067072,
0.034323376,
-0.031023052,
-0.022497213,
0.0144801745,
0.028547809,
-0.015470272,
0.004183849,
-0.035973538,
0.017863007,
-0.045571983,
0.030665517,
0.0067622275,
0.010677925,
-0.0038160004,
-0.044911917,
0.0762375,
-0.04647957,
-0.032013148,
-0.00027201895,
0.030280478,
-0.017601732,
0.004892044,
-0.02449116,
-0.007178206,
-0.053107724,
-0.027337689,
0.0062603033,
-0.04700212,
-0.040924024,
0.009839092,
0.037541192,
0.041144047,
-0.035808522,
0.02277224,
0.024023613,
0.006390941,
-0.038861323,
-0.038201258,
-0.0072400873,
0.0042010383,
-0.041116543,
-0.002234595,
-0.0070406925,
-0.04598452,
0.034928434,
-0.028039008,
-0.018495569,
-0.049339853,
-0.0075082383,
0.084928356,
-0.0024786813,
0.05907581,
0.021328349,
-0.036881126,
-0.05775568,
0.015497774,
-0.03261821,
0.06452134,
0.0071163247,
-0.0008345352,
0.013923245,
0.031270575,
-0.02501371,
0.0032573517,
-0.027640218,
0.06254115,
-0.02398236,
-0.037568696,
0.0008594595,
0.061661065,
-0.041721605,
-0.060230926,
-0.00078038924,
-0.029840436,
-0.022098424,
0.0026041623,
0.044884413,
-0.0061606057,
-0.024408652,
0.006923806,
0.010973579,
-0.039301366,
0.016845407,
0.006879114,
0.019430662,
-0.023569819,
0.031573106,
0.015731547,
-0.02714517,
-0.0016793839,
-0.024078619,
-0.012231828,
-0.006676282,
0.019788196,
0.025137473,
-0.033003245,
0.0023291353,
0.0017911136,
-0.009873471,
0.035643507,
-0.0013218487,
-0.012259331,
-0.0030287353,
-0.02318478,
-0.047414664,
-0.004816411,
0.0034154921,
-0.007260714,
-0.00645626,
-0.013077537,
-0.00040330138,
-0.0047029625,
0.05308022,
0.02043451,
-0.03671611,
0.012341839,
-0.03182063,
-0.04128156,
-0.01779425,
-0.04260169,
-0.025756283,
0.018371807,
0.011420499,
-0.05448286,
-0.025550013,
-0.015401515,
-0.00240133,
0.005844325,
-0.018949363,
-0.0012934866,
-0.008718357,
-0.026320089,
-0.023954855,
0.00454826,
-0.0039982055,
0.010973579,
0.022084672,
0.015442769,
-0.008979633,
0.038998835,
0.029317884,
0.0027296434,
-0.030060457,
-0.011111093,
-0.010677925,
0.013352564,
-0.006923806,
0.047414664,
0.055912998,
-0.02124584,
0.03627607,
-0.0023703894,
0.007391352,
-0.03721116,
0.016047828,
0.028960349,
-0.010581666,
-0.0089727575,
-0.021672131,
0.017450467,
-0.04972489,
-0.0133938175,
-0.014823958,
0.047854707,
-0.0001851061,
-0.024821192,
0.014865212,
0.08151802,
0.012224953,
0.042134143,
0.011111093,
0.020984564,
-0.020035721,
0.008532714,
0.023033515,
0.014865212,
-0.025756283,
0.02989544,
-0.030885538,
0.023556067,
-0.03446089,
-0.0077695143,
0.004331676,
-0.0030888976,
-0.036633603,
0.03619356,
0.0037850598,
0.052447658,
0.04260169,
-0.06287118,
0.011014833,
0.0017249353,
-0.025838792,
-0.003142184,
-0.042684197,
-0.022607224,
0.0026179138,
-0.0630362,
-0.007852023,
-0.030885538,
-0.025577515,
-0.020131981,
0.014053882,
0.00818893,
-0.0103410175,
0.053025216,
0.021878403,
0.020957062,
0.00019047772,
-0.024944954,
0.0037644329,
-0.000690146,
-0.015511526,
-0.027956499,
0.035561,
0.019471915,
0.03679862,
-0.02652636,
-0.043536782,
-0.01575905,
0.0018873732,
0.0063393735,
0.005847763,
0.0021022381,
-0.031243073,
0.0068275467,
-0.01657038,
-0.017340455,
-0.042546686,
-0.013771979,
0.03415836,
0.0075151143,
0.0038194382,
0.0131119145,
0.027255181,
-0.0010863568,
0.010609169,
0.040704004,
0.040814016,
-0.029262878,
0.006198422,
0.0039569517,
0.040621497,
0.023652326,
-0.015910314,
-0.041749105,
0.032810725,
-0.02246971,
0.030885538,
-0.012885017,
0.04312424,
0.005332087,
0.0012556703,
-0.0022878812,
0.020200737,
-0.04433436,
0.0022225624,
-0.019554423,
0.0012539515,
0.008072044,
-0.01809678,
-0.00446919,
-0.026993904,
-0.008642725,
-0.0145076765,
-0.04807473,
0.01098733,
0.004094465,
0.021589624,
0.04623205,
0.03894383,
-0.004589514,
0.0072882166,
-0.00033153652,
0.0071163247,
0.03547849,
-0.005019244,
0.030968046,
-0.051705085,
0.045186944,
-0.028437797,
0.0071919574,
-0.057095617,
-0.0068653626,
-0.035973538,
0.017670488,
-0.019073127,
0.013868239,
0.004335114,
-0.030252976,
-0.04240917,
0.00007321521,
0.0073982277,
-0.040896524,
-0.009055265,
0.03773371,
-0.021080824,
-0.059405845,
0.026223829,
-0.025976306,
0.008518963,
-0.0033415786,
0.053740285,
0.03129808,
0.07530241,
0.027598964,
-0.0038572543,
-0.022593472,
0.03935637,
-0.010004109,
-0.06435633,
-0.04037397,
-0.013448822,
-0.026897645,
0.011138596,
-0.037871227,
0.0092615355,
0.015937818,
0.0008719217,
-0.024367396,
0.036963634,
0.027131418,
-0.014617688,
0.0076182494,
0.052310146,
0.012190574,
0.0059852763,
0.047524676,
0.005572736,
-0.077117585,
0.0009436866,
-0.043894317,
0.010437276,
0.03327827,
-0.08267313,
-0.008085796,
-0.034185864,
-0.016721645,
0.023707332,
-0.031985644,
-0.062651165,
0.023226034,
0.025948802,
0.045516975,
0.010684801,
-0.031023052,
0.01321505,
0.064686365,
0.0005504838,
0.01275438,
0.054042816,
-0.010994206,
-0.012788758,
0.03671611,
0.021410856,
0.04048398,
-0.0249037,
0.009694704,
-0.008910877,
-0.0065662707,
-0.04150158,
-0.05376779,
0.03575352,
0.07227711,
-0.0003115541,
-0.007556368,
-0.005974963,
0.014658942,
-0.06760165,
0.0056655575,
-0.023542315,
0.030032953,
-0.037871227,
0.010134747,
-0.019678185,
-0.05396031,
0.22123176,
0.106600486,
0.07788766,
0.005397406,
0.02378984,
0.021342099,
0.0036612975,
-0.022909753,
-0.0031301517,
-0.031875636,
0.0064459466,
0.020984564,
-0.01113172,
0.021823397,
-0.0086977305,
0.060065906,
-0.0017962704,
-0.0024993084,
0.0024150813,
-0.046507075,
-0.040731505,
0.023239786,
0.009295914,
0.043069236,
-0.010671049,
-0.010031612,
0.056600567,
-0.02937289,
-0.0103410175,
-0.049972415,
0.03927386,
-0.06452134,
0.010334142,
-0.031023052,
-0.04125406,
0.011234855,
-0.0046204543,
-0.09136399,
0.02959291,
-0.008608347,
0.004847352,
-0.021067072,
0.011062963,
-0.012795634,
-0.022208434,
0.04119905,
0.010554163,
0.057700675,
0.04524195,
-0.09108896,
0.02703516,
-0.013792607,
0.04603953,
-0.054317843,
-0.052117627,
-0.023102272,
-0.02876783,
-0.0355885,
0.02277224,
0.054537863,
-0.01871559,
0.024546165,
-0.009729082,
0.015387763,
-0.04922984,
-0.014452672,
0.008092671,
0.032288175,
-0.0013338812,
-0.012080563,
0.019485667,
-0.017560476,
-0.02724143,
0.04097903,
-0.0029479463,
0.040263962,
0.0009024325,
-0.0032367245,
-0.008463957,
-0.022813493,
0.013036282,
-0.0325082,
-0.027172673,
-0.022442207,
0.0087114815,
0.05764567,
-0.06386128,
0.023817342,
0.0070406925,
0.039576393,
0.019031871,
-0.005122379,
0.045434467,
-0.026003808,
0.052805193
] | While the dataset contains a lot of useful information, like lang_id and english_transcription, you'll focus on the audio and transcription in this guide. Remove the other columns with the [~datasets.Dataset.remove_columns] method:
minds = minds.remove_columns(["english_transcription", "intent_class", "lang_id"])
Take a look at the example again: |
[
0.003221757,
0.009904602,
0.0038624264,
0.010007697,
-0.033992298,
-0.05275581,
0.03517054,
-0.022283511,
0.022946274,
0.060502753,
0.03440468,
0.000682092,
0.039824598,
-0.040943928,
-0.03614259,
-0.022092048,
-0.039235476,
-0.01894025,
-0.049044345,
-0.02565623,
-0.013498241,
0.020177403,
-0.046275474,
-0.00845389,
-0.064980075,
0.05838192,
-0.010280166,
0.014146274,
0.036348782,
0.03584803,
0.0014543931,
-0.029691711,
-0.010199162,
-0.049338907,
0.025302758,
-0.03254895,
0.033550456,
0.007441338,
-0.01571481,
-0.035258908,
0.0023656902,
-0.0057476144,
0.0011543095,
-0.010199162,
-0.045745265,
-0.0107440995,
-0.029176231,
-0.01190025,
-0.02827782,
-0.029205687,
0.0020803344,
0.0010005856,
0.045892548,
-0.02004485,
-0.013844349,
-0.014750124,
-0.011009203,
-0.0054199155,
-0.05693857,
0.00021597277,
0.01276184,
0.011546777,
0.02371213,
-0.032166023,
-0.002776234,
0.0095290365,
-0.0115688685,
-0.032814056,
-0.03958895,
-0.012518827,
-0.054965016,
0.049633466,
-0.02042778,
-0.057115305,
-0.015611714,
0.013336233,
0.002735732,
-0.027202675,
-0.0084907105,
0.006944267,
0.012938576,
0.051194638,
0.027747612,
0.012835479,
-0.008181422,
-0.0327846,
0.009720501,
-0.025788784,
-0.031105602,
-0.020825436,
-0.0065834303,
0.05475882,
-0.055495225,
-0.004709288,
0.044036813,
0.025936063,
0.0020361503,
0.016318658,
0.0009830961,
-0.023152465,
0.034227945,
0.072344095,
-0.017629454,
0.02708485,
-0.013181589,
0.020530876,
0.009838325,
0.01223163,
-0.055907607,
-0.027880164,
0.01043481,
0.021105269,
0.03749757,
-0.012563011,
-0.021959495,
0.06598158,
-0.018999161,
0.026451545,
-0.027526692,
-0.016333386,
0.007850041,
0.033196982,
0.022563344,
-0.054287523,
0.011951798,
-0.047689367,
0.020619243,
0.030928867,
-0.013925354,
0.014264098,
-0.0033432632,
0.014124182,
0.020103764,
0.028484013,
-0.0140284505,
-0.004539916,
-0.010847195,
-0.040354807,
0.015596986,
-0.02004485,
0.019691378,
-0.008637991,
-0.02902895,
0.07257974,
-0.0154644335,
-0.01623029,
0.015567529,
-0.01811548,
0.0024393303,
0.020692885,
-0.057792798,
0.013306777,
0.017246526,
0.0045693717,
-0.04309422,
-0.01736435,
-0.050399326,
0.03284351,
-0.013395145,
0.03552401,
0.006874309,
0.005456736,
-0.025273303,
0.04309422,
0.0087116305,
0.0342574,
-0.0015335563,
-0.052461248,
0.011738242,
-0.04106175,
0.0012472802,
0.030575393,
-0.006495062,
0.025479496,
0.021900583,
0.029750625,
0.02754142,
0.0087042665,
0.013299412,
-0.015979914,
0.00029202926,
-0.0048786607,
0.036024764,
0.008321337,
-0.023741586,
0.009992969,
-0.0076291203,
-0.032961335,
-0.04047263,
-0.010942928,
0.020530876,
0.042888027,
-0.033491544,
0.018822424,
-0.001171799,
-0.028336734,
-0.04377171,
-0.010059246,
0.02154711,
-0.06492116,
-0.04813121,
0.045450706,
-0.005626108,
0.043653887,
-0.012334727,
-0.0066828444,
0.04017807,
0.05581924,
-0.013903262,
0.019735562,
0.025980247,
0.028248364,
-0.045539074,
0.02446326,
0.012739748,
-0.010641003,
-0.009860417,
0.005055397,
0.02079598,
0.003249372,
0.0013954809,
0.033432633,
0.023903595,
0.04571581,
-0.020560332,
0.00014751044,
0.023447026,
0.024198156,
0.03060485,
0.03823397,
0.012607195,
0.024772549,
0.019264266,
0.0772338,
0.00013623429,
0.05634945,
0.054817732,
0.02461054,
0.019809203,
-0.016937237,
-0.05057606,
0.012319999,
0.036672797,
0.016731044,
0.0037151459,
0.0040686186,
-0.01600937,
0.0020379913,
-0.044714306,
0.02746778,
-0.04689405,
0.045745265,
0.008424434,
0.040207528,
-0.05305037,
-0.043359324,
0.040737737,
0.03770376,
-0.05145974,
-0.034463596,
0.02400669,
0.01721707,
0.0054309615,
0.01923481,
0.05334493,
-0.008984099,
-0.019927027,
0.00377774,
0.006951631,
-0.042593468,
-0.033521,
-0.0714015,
-0.063566186,
0.0095364,
-0.040119156,
-0.016583763,
0.033432633,
-0.05791062,
0.041179575,
-0.022195144,
0.009344936,
-0.022946274,
-0.0018437655,
0.021282006,
0.052814722,
-0.0006282426,
-0.064626604,
-0.006222593,
0.012261086,
0.02902895,
-0.01492686,
-0.027261587,
0.020810708,
-0.013711797,
0.016038826,
0.0015133052,
0.00008296024,
0.0148164,
0.015346609,
-0.0033524681,
-0.038410705,
0.002396987,
-0.033638824,
-0.015950458,
-0.03502326,
0.04624602,
0.03240167,
-0.028248364,
0.020972718,
0.027423594,
-0.020177403,
0.012835479,
-0.0034702925,
0.019485185,
-0.01290912,
0.02955916,
0.052844178,
0.009160835,
-0.04026644,
-0.047925014,
-0.054081332,
-0.038940914,
-0.019190624,
-0.025862424,
-0.019131713,
0.048985433,
-0.01811548,
-0.07605556,
0.04356552,
-0.06933957,
-0.03717355,
-0.015140416,
0.0021447695,
0.02693757,
0.027349954,
0.005725522,
-0.023918323,
-0.011230124,
0.009337572,
0.038263425,
0.027644515,
-0.00035255225,
-0.011826609,
0.017172884,
-0.028631294,
0.02992736,
0.05252016,
-0.044007357,
-0.010589454,
0.0039360663,
-0.022651713,
-0.012143262,
0.0099266935,
0.02304937,
0.02461054,
0.030987779,
-0.032755144,
0.023697402,
0.028940583,
0.060502753,
0.015538073,
0.00826979,
0.039854053,
-0.0016486191,
-0.015758993,
-0.05484719,
-0.0027467778,
0.020545604,
0.04047263,
-0.041768696,
0.07004652,
-0.00043447694,
-0.039471123,
-0.009367028,
0.009654225,
0.018100752,
0.07882442,
0.012489371,
0.033845015,
-0.048985433,
0.021385102,
0.017703094,
0.033786103,
0.018645689,
0.020560332,
0.03584803,
-0.006649706,
-0.021340918,
-0.032313302,
-0.010677823,
0.019823931,
0.017997654,
-0.01043481,
-0.041297402,
-0.015670625,
-0.047483172,
0.022651713,
0.028056901,
0.042534556,
-0.0034997484,
0.052343424,
-0.031164516,
0.010368534,
0.024183428,
-0.005018577,
-0.026436817,
-0.035965852,
0.034905434,
0.017599998,
0.02671665,
-0.042740747,
0.004359497,
-0.051489197,
0.015611714,
0.0048676142,
0.024669454,
-0.06344836,
-0.017025605,
-0.010044518,
-0.004517824,
-0.015744265,
-0.018763512,
-0.013115312,
0.016200835,
0.04309422,
-0.03405121,
0.002389623,
-0.03852853,
0.005622426,
0.028012715,
-0.008799999,
-0.04159196,
-0.0047313804,
-0.030001,
-0.04966292,
0.004186443,
0.053227108,
-0.008107781,
0.031930372,
-0.039117653,
0.026156984,
0.024257068,
0.016775228,
0.007636484,
0.00026602508,
-0.012540919,
-0.000019287392,
-0.001386276,
0.018454224,
-0.030074641,
0.033786103,
-0.031076146,
0.022489704,
-0.055701416,
-0.02873439,
0.0044220914,
-0.011878157,
0.025612047,
0.037792128,
0.012010709,
0.0036138908,
-0.010199162,
0.006623932,
-0.015346609,
-0.024139244,
0.02154711,
0.0043447693,
0.02319665,
0.033432633,
0.011009203,
-0.010405354,
0.05163648,
-0.006535564,
-0.0011846861,
0.012835479,
-0.02634845,
0.026996482,
-0.052107777,
-0.004536234,
0.0043484513,
-0.036319327,
0.061386436,
-0.022180416,
-0.018351126,
-0.012916484,
-0.06604049,
-0.021664934,
-0.013395145,
-0.04483213,
0.045656897,
0.0049117985,
-0.008579078,
0.009492217,
-0.0063293716,
0.0057476144,
-0.011392132,
-0.033874474,
-0.0052579073,
0.038557988,
-0.03702627,
0.0222246,
0.0014203346,
-0.015420249,
0.050222587,
-0.04138577,
0.020295227,
-0.061386436,
-0.024581084,
0.0013347279,
-0.0010364852,
-0.0060090367,
0.021709118,
-0.014971044,
0.022430792,
-0.016510123,
-0.0010917153,
-0.00027499997,
-0.0064324676,
-0.03284351,
0.058116812,
-0.0109502915,
-0.01125958,
-0.011156484,
0.012710291,
-0.012275814,
0.033992298,
-0.00746343,
-0.028012715,
-0.045332883,
-0.043477148,
0.029205687,
-0.052962,
-0.023815228,
-0.046805684,
-0.04159196,
-0.027570875,
0.04070828,
0.0043815896,
-0.02655464,
0.040767193,
-0.032372214,
0.034286857,
-0.04727698,
-0.0050848527,
-0.013380417,
0.022430792,
-0.046776228,
0.027968531,
-0.018719329,
-0.00057439326,
0.02618644,
-0.0154497055,
0.042181082,
0.027497236,
-0.021826943,
-0.029441334,
0.0039544767,
0.030840497,
0.019706106,
0.012739748,
-0.021016901,
0.022018407,
-0.042004347,
0.013697069,
-0.0144408345,
-0.008409706,
-0.015066776,
-0.0132036805,
0.065745935,
-0.044184096,
-0.0327846,
-0.008520166,
0.047247525,
0.041709784,
0.039264932,
-0.03434577,
-0.022666441,
-0.045863092,
-0.063860744,
0.0076585766,
-0.008277154,
-0.017143428,
0.00557456,
-0.001861255,
0.034699243,
-0.014352467,
0.00077920494,
0.049810205,
-0.012283178,
-0.008483347,
-0.03979514,
0.0021502925,
0.01923481,
-0.02910259,
-0.015832635,
-0.026053889,
-0.007975229,
0.009374392,
-0.0130564,
-0.049103256,
-0.026863929,
-0.010294894,
0.05328602,
0.0062999157,
0.05216669,
0.0087116305,
-0.040649366,
-0.042564012,
0.004260083,
0.0072609195,
0.030398658,
0.021664934,
0.03207765,
0.0062999157,
0.013851713,
-0.028322006,
-0.0021521337,
0.0034500414,
0.059530705,
-0.03575966,
-0.033933386,
0.03702627,
0.04624602,
-0.055023927,
-0.06409639,
-0.027718155,
-0.0095364,
-0.0072130533,
-0.04138577,
0.015376065,
-0.0015851044,
-0.058823757,
0.022710625,
0.015022593,
-0.027025938,
0.0026823427,
-0.008969371,
0.0013724684,
-0.041650873,
-0.005460418,
0.026996482,
-0.036702253,
-0.012312635,
-0.056909114,
-0.011679329,
-0.03440468,
-0.017968198,
0.08230024,
-0.0190728,
0.027894892,
0.033609368,
0.024271796,
0.049721833,
0.032755144,
0.003764853,
0.016922507,
-0.013866441,
-0.053020913,
-0.0026731377,
0.0152582405,
0.016024098,
0.015552801,
-0.06986978,
0.01193707,
-0.0072093713,
0.047601,
0.020928534,
-0.06262359,
-0.00038016733,
-0.049279995,
-0.02356485,
-0.016186107,
-0.015199329,
-0.016407028,
0.041827608,
-0.034021754,
-0.09691045,
-0.017099245,
0.017143428,
-0.021664934,
-0.024669454,
-0.049898572,
-0.0049044346,
-0.054258067,
-0.013800166,
-0.040354807,
-0.006211547,
0.009050376,
0.02827782,
0.0012021756,
-0.0021042675,
-0.045215055,
0.034551963,
-0.023447026,
0.0054420074,
0.011289036,
0.022548616,
0.024595812,
-0.011377404,
-0.041297402,
0.045156144,
0.04212217,
-0.018645689,
-0.004944937,
-0.006642342,
-0.004628284,
-0.045244515,
0.031959828,
0.032755144,
0.017570542,
-0.014345103,
-0.02086962,
0.030192465,
-0.067218736,
-0.016745772,
-0.059943087,
0.015420249,
0.026274808,
0.0034353135,
0.020368868,
0.04736535,
-0.014116818,
0.01474276,
0.0030984096,
-0.0020729704,
0.0036083676,
0.020692885,
0.008247698,
-0.025921335,
0.025670959,
-0.033638824,
0.039530035,
0.0032015059,
-0.028484013,
0.03331481,
-0.026952298,
-0.022254055,
-0.006796987,
-0.0058433465,
0.002807531,
0.03897037,
0.049928028,
-0.044537567,
0.01824803,
-0.029294055,
-0.03128234,
-0.016186107,
-0.044478655,
-0.041091207,
0.028778573,
-0.014948952,
0.0013890375,
-0.049633466,
-0.009580584,
-0.013549789,
0.03201874,
-0.022401337,
0.0067638485,
0.04173924,
-0.0152582405,
0.0121874465,
-0.0006139748,
0.012540919,
0.020324683,
0.024139244,
-0.029308783,
-0.019985938,
0.021812215,
0.04191598,
0.038351793,
-0.027423594,
-0.067925684,
-0.027335227,
0.037085183,
-0.0045693717,
-0.006579748,
0.004646694,
-0.031576898,
0.022504432,
-0.03128234,
-0.008188786,
0.03735029,
0.013196317,
0.011782425,
0.022828449,
-0.0074302917,
0.028542925,
0.008542258,
-0.020619243,
0.035052717,
0.022312967,
0.032902423,
-0.03755648,
0.000020567466,
-0.0075186603,
0.08082744,
0.052107777,
0.025332214,
-0.020383596,
0.022651713,
-0.0011257739,
0.0068153967,
-0.029132046,
0.04866142,
0.019102257,
0.012938576,
-0.011502593,
-0.039559495,
-0.02215096,
0.009764685,
-0.018763512,
0.004720334,
0.020103764,
-0.011627781,
0.009558492,
-0.02626008,
0.014551295,
0.006977405,
-0.052844178,
-0.0031278657,
0.0009794141,
0.041120663,
0.014050542,
0.018734057,
-0.020825436,
0.045922004,
0.012202174,
0.024433805,
0.030722674,
0.02033941,
0.023373386,
-0.021385102,
0.0296328,
-0.0070142252,
-0.0045620077,
-0.0150005,
-0.020884348,
-0.049162168,
0.045597985,
0.012202174,
-0.0058654384,
-0.00018237445,
-0.054287523,
0.0024614222,
-0.033344265,
0.027335227,
-0.031517986,
-0.014720667,
0.011944434,
-0.009860417,
-0.03676117,
0.039824598,
-0.026274808,
0.031193972,
-0.00465774,
0.074170366,
0.028056901,
0.086600825,
0.02438962,
0.000810502,
-0.0132036805,
0.020015394,
-0.03643715,
-0.03994242,
-0.021311462,
-0.012570375,
-0.010699915,
-0.042770203,
-0.06397857,
-0.0241687,
0.0068080327,
-0.0075775725,
-0.03846962,
0.022651713,
0.005589288,
-0.02730577,
0.04356552,
0.08053288,
0.017629454,
0.019544099,
-0.0167605,
-0.009551128,
-0.043860078,
0.0052321334,
-0.006877991,
0.02932351,
-0.006531882,
-0.05231397,
-0.014934224,
-0.025980247,
-0.041032296,
0.035877485,
-0.0076070284,
-0.04026644,
0.054464262,
0.023903595,
0.0041496227,
0.009779413,
-0.05252016,
-0.00081556477,
0.053934053,
0.048307944,
-0.015538073,
0.05087062,
-0.0075849365,
-0.019249538,
0.012614559,
0.015169873,
0.030516481,
0.0048528863,
0.012916484,
-0.012857571,
0.0036451877,
-0.064685516,
-0.03882309,
0.02730577,
0.026775561,
-0.0016108785,
0.000065528235,
-0.021974223,
-0.013446693,
-0.0772338,
0.030089369,
-0.015199329,
0.027997987,
-0.028749118,
0.021502927,
0.0032917152,
-0.06857371,
0.26015595,
0.067984596,
0.070164345,
0.024934558,
-0.008188786,
0.01885188,
0.030987779,
-0.0451856,
0.014713303,
-0.025980247,
-0.005110627,
-0.010316987,
-0.0035678656,
0.040973384,
0.027408866,
0.05207832,
-0.022769537,
0.013903262,
0.01114912,
-0.043212045,
-0.037527025,
0.021296734,
-0.013034308,
0.055259574,
0.04206326,
0.01952937,
0.021841671,
-0.06203447,
-0.023491211,
-0.005692384,
0.024595812,
-0.039647862,
0.025081838,
0.0057770703,
0.0043521333,
0.010191798,
-0.014919496,
-0.024080332,
-0.000955481,
-0.00819615,
0.021016901,
-0.024860917,
0.008277154,
-0.013358325,
-0.056143258,
0.015015229,
0.008785271,
0.06209338,
0.039323844,
-0.061327524,
0.025405854,
-0.00991933,
0.031252883,
-0.03045757,
-0.020810708,
-0.024816733,
0.0010282007,
-0.048602503,
-0.0050001666,
0.028866941,
0.021414557,
0.04648167,
0.02701121,
0.031370707,
-0.013748618,
0.021532383,
-0.0073198318,
0.03172418,
-0.018380584,
-0.0115688685,
-0.012474643,
0.0059059407,
-0.024905102,
-0.008321337,
0.014602844,
0.044625934,
-0.0025221754,
0.026598824,
0.01975029,
-0.03419849,
-0.021193637,
0.015155145,
0.008998827,
0.0020416733,
0.044625934,
0.057704426,
-0.042534556,
0.0150520485,
-0.009514309,
0.014941588,
0.040531542,
0.03269623,
0.025037654,
-0.021370374,
-0.0030284515
] |
minds = minds.cast_column("audio", Audio(sampling_rate=16_000))
minds["train"][0]
{'audio': {'array': array([-2.38064706e-04, -1.58618059e-04, -5.43987835e-06, ,
2.78103951e-04, 2.38446111e-04, 1.18740834e-04], dtype=float32),
'path': '/root/.cache/huggingface/datasets/downloads/extracted/f14948e0e84be638dd7943ac36518a4cf3324e8b7aa331c5ab11541518e9368c/en-US~APP_ERROR/602ba9e2963e11ccd901cd4f.wav',
'sampling_rate': 16000},
'path': '/root/.cache/huggingface/datasets/downloads/extracted/f14948e0e84be638dd7943ac36518a4cf3324e8b7aa331c5ab11541518e9368c/en-US~APP_ERROR/602ba9e2963e11ccd901cd4f.wav',
'transcription': "hi I'm trying to use the banking app on my phone and currently my checking and savings account balance is not refreshing"} |
[
0.0018955217,
0.022374803,
0.028390946,
-0.007523819,
-0.0089950785,
-0.050867718,
-0.0027404036,
0.0072834645,
-0.03781575,
0.06782362,
0.03268819,
-0.027822835,
0.023787795,
-0.04000079,
-0.04002992,
0.021078346,
-0.031464566,
-0.038864568,
-0.028303543,
-0.019155512,
-0.014661614,
0.0007579355,
-0.07720473,
-0.037,
0.00517126,
0.035077166,
0.02514252,
-0.02310315,
0.08268189,
0.03452362,
0.03600945,
-0.00010771561,
-0.030648818,
-0.033766143,
-0.016591731,
-0.08052599,
0.026555512,
0.034989763,
-0.024064567,
-0.023219686,
-0.00481437,
-0.011537008,
0.00573937,
-0.048886616,
-0.05506299,
-0.012993701,
-0.028463779,
0.006718996,
-0.016548032,
-0.012702363,
-0.01835433,
-0.024676379,
0.029760236,
-0.026497245,
-0.036446456,
0.008325,
0.011238386,
0.003714567,
-0.028230708,
-0.006274705,
-0.0012554872,
0.04384646,
-0.0020448326,
-0.032600787,
-0.032746457,
0.0058012796,
-0.006176378,
-0.015105906,
-0.045740157,
-0.024151968,
-0.048944883,
0.02552126,
-0.052674014,
-0.015499213,
-0.02571063,
-0.047517322,
-0.012185236,
-0.034465354,
0.013037401,
0.05398504,
0.008172047,
0.029483465,
0.049440157,
-0.009395669,
-0.020291733,
-0.04687638,
0.024559842,
-0.03367874,
0.05284882,
0.022141732,
-0.019505119,
0.040758267,
-0.055237796,
-0.019330315,
0.030328346,
0.06380315,
0.015440945,
0.022753544,
-0.004067815,
0.0040059057,
0.02358386,
0.0980063,
-0.010801378,
0.048303936,
-0.051625196,
0.011413189,
0.0064130905,
-0.01551378,
-0.04273937,
0.014530512,
0.003918504,
0.0026857776,
0.04984803,
-0.044778742,
-0.02533189,
0.052586615,
0.021981496,
-0.00059815455,
-0.052674014,
-0.024880314,
0.0057612206,
0.014858268,
-0.023001181,
-0.014545078,
0.021020079,
-0.046322834,
-0.011187402,
0.025535828,
-0.02726929,
0.0221563,
0.03504803,
0.031668503,
-0.025040552,
0.031901576,
-0.012848032,
0.033329133,
-0.028857086,
-0.00029293183,
-0.02775,
-0.010575591,
-0.0074946852,
0.0015195129,
0.015164173,
0.061880317,
-0.018543702,
0.008193898,
0.03790315,
0.005743012,
-0.023467323,
0.009541338,
-0.037174802,
0.010378937,
0.0053533465,
-0.006544193,
-0.056985825,
-0.0025492127,
0.020393701,
-0.025914567,
-0.013991536,
-0.010801378,
0.03496063,
0.009723425,
-0.05497559,
0.013678347,
-0.0023033957,
0.02566693,
-0.008397834,
-0.001673376,
0.01221437,
-0.04871181,
-0.018966142,
0.031435434,
0.011682677,
0.042418897,
0.021384252,
0.032775592,
0.029949605,
0.012578543,
0.00182906,
-0.0035670768,
-0.002394439,
-0.034290552,
0.033766143,
0.02726929,
-0.029323228,
-0.019912992,
0.005834055,
-0.00040673598,
-0.027385827,
-0.009140748,
-0.0052076774,
0.03836929,
-0.008172047,
0.021209449,
-0.04667244,
0.004118799,
-0.02490945,
0.032134645,
0.018179528,
-0.024559842,
-0.02020433,
0.058762994,
-0.04000079,
0.043817323,
-0.036417324,
0.012607677,
0.028259842,
0.04002992,
0.023700394,
0.030765355,
0.034640156,
0.0077933073,
-0.00026402558,
0.04040866,
0.028973622,
-0.04748819,
-0.03472756,
0.0029825787,
-0.022360235,
0.009672441,
-0.0064822836,
0.056577954,
0.03504803,
0.015324409,
-0.011180118,
-0.009308267,
0.044370867,
0.020524804,
0.03600945,
0.021427954,
0.019301182,
0.031231496,
-0.02352559,
0.06316221,
0.022462204,
0.01238189,
0.07936063,
0.08967402,
-0.028871654,
-0.026438976,
-0.03286299,
0.03466929,
0.05005197,
0.054043308,
-0.013459843,
-0.019767324,
-0.031435434,
-0.02016063,
-0.040233858,
-0.008113779,
-0.04137008,
0.03965118,
0.011245669,
0.035776377,
-0.049935434,
-0.04539055,
0.0144576775,
0.017582284,
-0.03723307,
-0.06123937,
0.021282284,
0.018296063,
0.004002264,
0.010167717,
-0.0005480807,
0.01053189,
-0.012614961,
0.00666437,
0.019694488,
-0.030240946,
-0.02560866,
-0.03941811,
-0.07271811,
-0.005415256,
-0.030823622,
-0.003088189,
-0.0095267715,
-0.026832284,
0.024588976,
0.013430709,
-0.013059252,
-0.02268071,
-0.03618425,
0.019854724,
0.024647243,
0.02295748,
-0.038427558,
0.0296874,
0.008223032,
0.035106298,
-0.012658661,
-0.048507873,
-0.035514172,
-0.044574805,
0.023889763,
-0.011507874,
-0.001986565,
0.008754725,
-0.04515748,
0.00729439,
-0.03656299,
-0.022462204,
-0.030765355,
-0.021122048,
-0.052120473,
0.02035,
0.022855511,
-0.0426811,
0.021661025,
0.057772443,
-0.030794488,
0.010801378,
0.004450197,
0.07633071,
-0.028157875,
0.060365353,
0.042418897,
-0.0137730315,
-0.04183622,
-0.03187244,
-0.032425985,
0.0021941436,
0.013955118,
-0.044079527,
0.015207874,
0.056898426,
-0.02310315,
-0.084837794,
0.02509882,
-0.021282284,
-0.04206929,
-0.029294094,
-0.021996062,
0.0481,
0.033940945,
-0.030328346,
-0.049411025,
0.012403741,
-0.03315433,
0.048886616,
0.00068601134,
-0.03315433,
-0.0088421265,
0.014261024,
-0.022112599,
0.04492441,
0.0030772637,
-0.013314174,
-0.011340355,
0.00020120571,
0.03994252,
0.03254252,
0.008907678,
0.0204374,
0.004719685,
-0.013736614,
-0.052353542,
0.02234567,
0.013488976,
0.035892915,
-0.00470876,
0.050401576,
0.027211023,
0.010772244,
-0.019577952,
-0.027968504,
0.018208662,
0.030211812,
0.028012205,
-0.0025346456,
-0.020670472,
0.018703938,
-0.042477164,
0.004679626,
-0.021704724,
0.0052877953,
0.052644882,
0.0071377954,
0.01368563,
-0.040729135,
-0.013277756,
-0.0090679135,
-0.007552953,
0.03557244,
0.025404725,
0.049731497,
-0.02600197,
0.035659842,
0.0071778544,
0.013918701,
0.0091480315,
-0.0040750983,
0.0076622046,
-0.031988975,
0.004515748,
-0.03434882,
0.020641338,
0.028201574,
0.006340256,
0.038573228,
0.047808662,
0.029090157,
0.030794488,
0.03367874,
-0.021413386,
-0.037786614,
-0.040758267,
0.024865748,
-0.012658661,
0.011493308,
-0.026788583,
-0.016387796,
-0.016766535,
0.029483465,
0.0073526576,
0.021792127,
-0.039825983,
0.0010023868,
0.031056693,
0.03420315,
-0.051683463,
-0.003794685,
-0.05820945,
0.016635433,
0.053781103,
-0.056956694,
0.01665,
-0.05887953,
0.040933073,
0.016562598,
-0.015834251,
-0.026118504,
0.02495315,
-0.011740945,
-0.017247245,
0.02485118,
0.027050788,
0.0017034203,
0.039767716,
-0.024632677,
0.00269124,
-0.008441536,
-0.023263386,
-0.0017371064,
-0.01750945,
-0.03662126,
0.013059252,
0.0124110235,
-0.019752756,
-0.030940158,
0.05672362,
-0.035135433,
0.015615748,
-0.021092914,
0.00019665355,
-0.0121051185,
-0.0031937992,
-0.018485432,
0.009169882,
0.006897441,
-0.0072688977,
-0.016518898,
0.029235827,
-0.013132087,
-0.046118896,
-0.0013310532,
0.013387008,
-0.0063985237,
0.024749212,
-0.002776821,
0.019854724,
-0.013940551,
-0.015120473,
0.01982559,
-0.004493898,
-0.050984252,
0.006992126,
-0.02442874,
-0.040583465,
0.023423621,
-0.016300393,
0.021092914,
0.017771654,
-0.063919686,
0.004559449,
-0.052295275,
0.0018217766,
-0.00026174952,
-0.067182675,
0.04131181,
-0.0031774114,
0.008914961,
0.029498031,
-0.052644882,
-0.014355709,
-0.0009063361,
-0.02035,
-0.012491141,
0.04349685,
0.009089764,
0.046293702,
-0.01646063,
0.0044684056,
0.026133072,
-0.007385433,
0.0015322588,
-0.04530315,
0.0007060408,
0.028536614,
-0.023307087,
-0.016154725,
0.04652677,
0.008849409,
0.007414567,
-0.025055118,
0.032192912,
0.04530315,
-0.030386614,
-0.033737008,
0.041282676,
-0.018427165,
-0.04591496,
-0.0009158957,
0.002310679,
-0.020524804,
0.0124110235,
0.035834644,
-0.029672835,
-0.058762994,
-0.040583465,
0.040525198,
-0.036912598,
0.013255905,
-0.041195277,
-0.00906063,
-0.019709054,
0.037466142,
-0.04938189,
-0.039243307,
0.017815355,
-0.045944095,
0.0092208665,
-0.03239685,
-0.051596064,
-0.016941339,
0.005153051,
-0.04419606,
0.021966929,
0.0047124014,
-0.005917815,
0.013190354,
-0.023802362,
0.017378347,
0.05022677,
-0.034698427,
-0.0028241633,
0.03239685,
0.008623622,
0.018820472,
-0.028347244,
0.002705807,
0.039388977,
-0.047109447,
0.03956378,
-0.010582874,
-0.014129921,
0.01740748,
-0.029337795,
0.05013937,
-0.07271811,
-0.032425985,
-0.034844093,
0.023598425,
0.007837008,
0.00022931534,
-0.02808504,
-0.042185828,
-0.06531811,
-0.032804724,
0.030037008,
0.016883072,
0.0006090797,
-0.017582284,
-0.0031355314,
0.05867559,
-0.04046693,
0.018004725,
0.036592126,
0.0045740157,
-0.004879921,
-0.037553545,
0.027983071,
-0.011296653,
-0.016111024,
-0.031988975,
-0.015324409,
-0.04084567,
0.025739763,
-0.031464566,
-0.034115747,
-0.02941063,
0.033416536,
0.06759055,
-0.03516457,
0.027983071,
0.022258269,
0.009177165,
-0.040903937,
0.00023090858,
0.018776773,
-0.029862205,
-0.00089905265,
0.011617126,
0.022695275,
0.02608937,
-0.028143307,
-0.014261024,
0.0014257382,
0.058180314,
-0.038922835,
-0.014071654,
0.02665748,
0.0047269687,
-0.045274016,
-0.061414175,
-0.015470079,
-0.021049213,
-0.026307873,
-0.024443308,
0.031814173,
0.0313189,
-0.03822362,
-0.007917126,
0.02533189,
-0.009169882,
0.033795275,
-0.01635866,
0.02091811,
-0.028667716,
0.031377167,
0.022170866,
-0.040437795,
0.018194094,
-0.05322756,
0.0077277557,
-0.028565748,
0.01055374,
0.050634645,
-0.010801378,
-0.0105100395,
0.04107874,
0.007895276,
0.03126063,
0.017538583,
0.018062992,
0.0062783463,
-0.026861418,
-0.038077954,
0.024516141,
0.009737992,
-0.010233268,
0.015455511,
-0.03254252,
-0.0054188976,
-0.017334646,
0.055907875,
0.016533464,
-0.04719685,
0.029498031,
0.007851575,
-0.023977166,
-0.023423621,
-0.015761418,
0.009162598,
0.011595275,
-0.026686614,
-0.036504723,
-0.006161811,
0.0063038385,
-0.005892323,
-0.0045667323,
-0.022272835,
0.0314063,
-0.050984252,
0.0028751476,
-0.009293701,
-0.011631693,
0.02808504,
-0.006882874,
0.02049567,
0.012491141,
-0.013132087,
0.018616535,
-0.0067736222,
0.005793996,
0.04253543,
0.006657087,
0.016256694,
0.028551182,
-0.033737008,
0.04553622,
0.030066142,
-0.006704429,
0.009672441,
0.010983464,
-0.009366536,
-0.017116142,
0.0059068897,
0.015775984,
-0.040641733,
0.0037163878,
-0.022811811,
-0.009708858,
-0.045594487,
-0.034232285,
-0.0070795277,
0.014617913,
0.038485825,
0.0185,
0.037611812,
0.078253545,
-0.01959252,
0.028827952,
-0.022039764,
-0.00022169045,
0.024137402,
0.03941811,
0.016999606,
0.02836181,
0.00361624,
0.016212992,
-0.0044283466,
0.04606063,
-0.02518622,
0.018631103,
0.00082212104,
-0.034407087,
-0.054800786,
-0.010036614,
0.057888977,
0.01646063,
0.016737401,
-0.062404726,
-0.006718996,
0.012345472,
-0.03851496,
0.018470867,
-0.049644094,
-0.058180314,
0.014246456,
-0.043234646,
0.022389371,
-0.03452362,
-0.05366457,
0.0042353347,
0.026351575,
0.0016742864,
-0.0065223426,
0.04486614,
0.03647559,
0.007552953,
-0.014151772,
0.012272638,
-0.0022269194,
0.014901969,
0.0013702018,
0.011049015,
0.015164173,
0.074,
0.006354823,
0.00068464567,
-0.056519683,
0.022840945,
-0.017116142,
-0.005564567,
-0.012724212,
-0.004322736,
-0.05631575,
0.023846064,
-0.04550709,
-0.035251968,
-0.019490551,
-0.016387796,
0.045186613,
0.021296851,
-0.021996062,
0.045740157,
0.03216378,
-0.01242559,
0.011158268,
0.026963387,
-0.0024763779,
-0.025652362,
0.013758465,
0.007713189,
0.027021654,
0.029279528,
0.041195277,
-0.0012090551,
0.041865356,
0.027502362,
-0.0027276576,
0.0013829478,
0.03979685,
0.028157875,
0.016140157,
0.01826693,
-0.0033503936,
-0.0037764765,
0.005917815,
0.01053189,
0.0018754922,
0.016344095,
-0.01973819,
0.0028587598,
-0.02903189,
-0.013729331,
0.021049213,
-0.03586378,
-0.00851437,
0.0017607776,
-0.0015468257,
0.03283386,
0.05838425,
-0.00047205956,
0.055441733,
0.033096064,
0.03988425,
0.004788878,
-0.01940315,
0.02552126,
-0.0045485236,
0.032425985,
-0.037116535,
-0.017465748,
-0.00027836493,
0.035659842,
-0.041049607,
0.016781103,
-0.008274016,
-0.014960236,
-0.007225197,
0.0022014272,
-0.008521654,
-0.027735433,
0.029046457,
-0.039447244,
0.004013189,
0.02295748,
-0.028070472,
-0.048070867,
0.06782362,
0.008834843,
0.028522048,
0.030444883,
0.05896693,
0.026380708,
0.08227401,
0.037961416,
0.021296851,
0.026977953,
0.017684253,
-0.038777165,
-0.033999212,
0.006161811,
0.020029528,
-0.024035433,
-0.037728347,
-0.044429135,
-0.008237598,
0.024297638,
-0.01280433,
-0.058238585,
0.007083169,
-0.02209803,
-0.051450394,
0.040612597,
0.08355591,
0.016373228,
-0.014829134,
-0.024792913,
0.0166063,
-0.063628346,
-0.0032684547,
-0.0333874,
0.021719292,
-0.006001575,
-0.056898426,
-0.02405,
-0.023802362,
-0.023263386,
0.024690945,
-0.0070503936,
-0.04530315,
0.04183622,
0.0056920275,
0.027924804,
0.010189567,
-0.024734646,
0.007265256,
0.042273227,
0.020262599,
0.0059287404,
0.060423624,
0.01292815,
-0.019228347,
0.033940945,
-0.015280709,
0.032600787,
-0.008805709,
0.03624252,
-0.008674607,
0.007989961,
-0.063628346,
-0.051683463,
-0.0045230314,
0.020189764,
-0.0022870079,
-0.036504723,
-0.03216378,
0.03187244,
-0.03752441,
-0.021719292,
0.01565945,
0.00075839076,
-0.012338189,
0.020801574,
-0.00037851254,
-0.03866063,
0.25334802,
0.060656693,
0.062288187,
0.045769293,
0.0042681103,
0.0444874,
-0.005167618,
-0.027546063,
0.0013529035,
-0.031755906,
-0.006788189,
-0.026744882,
-0.018062992,
0.022258269,
-0.023700394,
0.034465354,
-0.02537559,
-0.018339764,
-0.0050984253,
-0.049352758,
-0.049644094,
0.032892127,
-0.015819686,
0.04483701,
0.038077954,
0.010073031,
0.048944883,
-0.012177953,
-0.037466142,
-0.03292126,
0.0028478347,
-0.033940945,
0.022855511,
-0.0065478347,
-0.013765748,
0.019242913,
0.0075383857,
-0.0368252,
0.009046063,
0.0029862204,
0.024268504,
-0.00729439,
0.052207872,
-0.0067117126,
-0.07207716,
0.024020866,
0.017844489,
0.046293702,
0.03950551,
-0.052149605,
0.0147563,
-0.009381102,
0.034144882,
-0.05013937,
-0.020131497,
0.017057873,
-0.043962993,
-0.022360235,
0.0010023868,
0.02167559,
-0.037640944,
0.025215354,
0.008929527,
-0.015630314,
-0.023394488,
0.018558268,
0.0086163385,
0.017946457,
-0.034465354,
-0.03618425,
-0.0045266734,
-0.028857086,
-0.008674607,
-0.003264813,
0.004450197,
0.067474015,
-0.012651378,
0.03027008,
-0.0077933073,
-0.036300786,
0.016373228,
-0.029104725,
-0.0149165355,
-0.052790552,
0.01053189,
0.009934646,
-0.032659054,
0.019505119,
-0.026133072,
0.025972834,
0.055820473,
0.010429922,
0.04265197,
0.021719292,
-0.03315433
] | As you can see in the transcription above, the text contains a mix of upper and lowercase characters. The Wav2Vec2 tokenizer is only trained on uppercase characters so you'll need to make sure the text matches the tokenizer's vocabulary:
def uppercase(example):
return {"transcription": example["transcription"].upper()}
minds = minds.map(uppercase)
Now create a preprocessing function that: |
[
0.008029066,
0.028008703,
-0.0030341567,
0.02709273,
0.011127627,
-0.019478714,
-0.04576997,
-0.01959321,
-0.002837366,
0.033776462,
0.021081666,
-0.029654589,
0.02639144,
-0.01833375,
-0.032545626,
0.03154378,
-0.043107927,
-0.07568218,
-0.033776462,
-0.010025598,
-0.031629656,
0.0057570264,
-0.034892805,
-0.030513313,
-0.042420946,
0.012794982,
-0.02410151,
0.0082294345,
0.06738118,
0.007413647,
-0.00036786468,
-0.0065298774,
-0.012014975,
-0.027121354,
0.033862334,
-0.050378453,
0.043938026,
-0.018519806,
-0.03208764,
-0.008615861,
-0.018305125,
-0.0028785132,
0.036095016,
-0.012086535,
-0.05993891,
-0.0065048314,
-0.02410151,
0.009732201,
-0.022512872,
0.0027479157,
-0.013181408,
-0.019879453,
0.034205824,
-0.0002971989,
0.019951012,
-0.031715527,
-0.03495005,
0.001418683,
-0.042764436,
0.008909258,
-0.021067353,
0.013188564,
0.0017022407,
-0.03729723,
0.0046192175,
0.024201695,
-0.01173589,
-0.058307335,
-0.04210608,
-0.0382132,
-0.022169381,
0.034119952,
-0.029010547,
0.00611125,
-0.027035482,
0.0044188485,
-0.006365289,
-0.038728435,
0.0036048503,
0.036266763,
0.00910247,
0.029268164,
0.033805087,
-0.005188122,
0.013016819,
-0.034635186,
0.033461597,
-0.040245514,
0.034635186,
-0.011900478,
-0.01923541,
0.057133745,
-0.04516886,
-0.01215094,
0.01701704,
0.0076497965,
-0.001427628,
0.037411727,
0.03709686,
0.00018460322,
0.038098704,
0.082666464,
-0.023915453,
0.019135226,
0.021725709,
0.018591367,
0.039959274,
-0.0043472885,
-0.06411803,
0.000011887117,
0.016988415,
-0.029210916,
0.035923272,
-0.06497675,
-0.02465968,
0.051866908,
0.011778826,
0.030914051,
-0.027350347,
-0.017131537,
-0.00045932768,
0.009181187,
0.022455623,
-0.047201175,
-0.016444558,
-0.051838282,
-0.0066694203,
-0.02534666,
-0.03884293,
-0.00840118,
0.013510585,
0.011714421,
0.019850828,
0.051552042,
0.027565029,
0.008751825,
-0.01757521,
-0.014913167,
0.029196603,
-0.011707266,
0.034148578,
0.007342087,
-0.031830024,
0.062400583,
-0.016344374,
-0.016344374,
0.021410843,
-0.0024419953,
-0.008658797,
0.03612364,
-0.07339225,
0.012115159,
-0.021081666,
-0.0033794353,
-0.03077093,
-0.01716016,
0.007513832,
-0.017002728,
-0.03194452,
0.023600588,
0.0069198813,
-0.012988195,
-0.05203865,
0.0090380665,
0.026205383,
0.02687805,
-0.0036316854,
-0.019564588,
0.016344374,
-0.016759424,
0.026806489,
-0.005223902,
0.01232984,
0.022469936,
0.0105336765,
0.00513803,
0.021553963,
-0.019135226,
-0.006844743,
0.003332921,
-0.028781554,
-0.00035802514,
0.040674876,
-0.03506455,
-0.021167537,
0.008787605,
-0.0024902986,
0.038442194,
-0.029826334,
0.019535962,
0.05481519,
0.06617897,
0.0031182403,
0.018247876,
-0.038613938,
-0.00026365498,
-0.014512429,
-0.026534561,
-0.030541938,
-0.002150387,
-0.031830024,
0.013875543,
-0.0103834,
0.008265215,
-0.006125562,
0.03188727,
0.04780228,
0.035465285,
-0.013696642,
0.035894647,
0.033118106,
0.039558534,
-0.04488262,
0.056418143,
0.0137181105,
-0.0016199463,
0.007578236,
0.0072454805,
0.01660199,
0.024731241,
0.02631988,
0.007857321,
0.048861373,
0.007392179,
-0.015471337,
-0.0028749353,
0.022541495,
0.06812541,
0.055158682,
0.053641602,
-0.0031057172,
0.03695374,
0.009660641,
0.05069332,
0.016415933,
0.03340435,
0.05833596,
0.052210398,
0.01180745,
-0.011471117,
-0.023028105,
0.0067266687,
0.03160103,
0.027536405,
-0.0057856506,
0.03331848,
0.0191066,
-0.00522748,
-0.018691551,
-0.00075540843,
-0.04202021,
0.04333692,
0.0071846545,
0.009395868,
-0.026033638,
-0.064060785,
0.031028546,
0.036553003,
-0.021496715,
-0.031372037,
0.045655474,
0.024545183,
0.004189856,
0.01896348,
0.021110289,
0.0038606783,
-0.0043329764,
0.014941791,
0.009159719,
0.020967169,
-0.02063799,
-0.077342376,
-0.048575133,
0.010211655,
-0.011134783,
-0.0026423642,
-0.023071041,
-0.030856803,
0.012143783,
0.0132171875,
-0.019493027,
-0.022283878,
-0.04814577,
0.028523937,
0.037554845,
-0.023056729,
-0.040131018,
0.0010716155,
0.035322167,
0.05647539,
0.010598081,
-0.014841607,
-0.00029652801,
-0.021110289,
-0.022312503,
-0.031057172,
-0.01034762,
0.00661575,
0.022598743,
0.012551677,
-0.021711396,
0.020952856,
-0.04007377,
-0.009309995,
-0.054357205,
0.008351088,
0.02611951,
-0.013961415,
0.007628328,
0.024702616,
-0.019879453,
0.026992546,
0.027393283,
0.008909258,
0.007288417,
0.010955882,
0.012752046,
-0.00097411464,
0.0019392841,
-0.022555808,
-0.056246396,
-0.037755217,
-0.033461597,
-0.024087198,
-0.013961415,
0.06692319,
-0.05687613,
-0.06549199,
0.0030073216,
-0.0545862,
-0.026448688,
-0.045540977,
0.031830024,
0.02918229,
0.024044262,
0.011113315,
-0.052410766,
0.029053483,
-0.0011369144,
0.021868829,
-0.007478052,
-0.012680486,
-0.024015637,
0.03549391,
0.011163407,
-0.0044081146,
0.036839243,
-0.037411727,
-0.009725045,
0.016158316,
0.044853996,
-0.0046156393,
0.016616302,
0.038012832,
0.021611212,
0.019249722,
-0.0465142,
0.0309713,
0.045741346,
0.035951898,
0.051809657,
0.009288527,
0.022269566,
0.011514053,
-0.003544024,
-0.02507473,
0.016000884,
-0.018677238,
0.051895533,
-0.030656435,
0.027607964,
0.039472662,
-0.023700772,
0.0036245293,
-0.000834572,
0.01027606,
0.062457833,
-0.014712798,
0.058479078,
-0.042564068,
0.007792917,
0.006426115,
-0.0033687013,
0.029683214,
0.03243113,
0.06257233,
0.0008479896,
0.009789449,
0.0041504977,
-0.013367465,
0.011843231,
0.014941791,
0.00892357,
-0.014591145,
-0.041934337,
-0.058593575,
0.037526224,
0.024616744,
0.031973142,
0.022312503,
0.047372922,
-0.015342529,
0.06984285,
0.053927843,
0.009524676,
-0.03540804,
-0.028738618,
0.051179927,
0.003518978,
0.05593153,
-0.022870673,
-0.009853854,
-0.04104699,
0.01986514,
-0.0070057535,
0.034921426,
-0.022999482,
0.023514716,
-0.031715527,
-0.005248948,
-0.028094575,
-0.026362816,
-0.013939947,
0.011091847,
0.04333692,
-0.04279306,
0.0042327917,
-0.0439094,
0.023099666,
0.03721136,
-0.042134706,
-0.06291582,
-0.0152137205,
-0.018305125,
-0.040732123,
0.027450532,
0.047487415,
0.0021038728,
0.0034331055,
-0.029339723,
-0.013481961,
-0.022054885,
-0.012465805,
-0.011650017,
-0.018004572,
-0.008029066,
-0.020480558,
-0.0096320165,
0.036638875,
-0.0047587603,
0.012959571,
-0.019077977,
0.05501556,
-0.027679525,
-0.013381776,
0.032488376,
-0.009403024,
-0.004526189,
0.023715084,
0.0067445585,
-0.056017406,
-0.027536405,
0.03217351,
0.0002775198,
-0.0634883,
0.007356399,
-0.002551125,
0.0007536194,
0.016730798,
0.020108445,
0.032688748,
0.03432032,
0.030513313,
-0.010132939,
0.0044474727,
-0.01819063,
0.013653706,
-0.038327698,
-0.019478714,
0.0118646985,
-0.026777865,
0.025174914,
0.008737513,
-0.027951455,
-0.012158096,
-0.06841165,
-0.007807229,
-0.004640686,
-0.035637032,
0.04119011,
0.017746955,
-0.008594393,
0.0026745663,
-0.05750586,
-0.003563703,
-0.018047508,
0.0076068603,
-0.00812925,
0.060396895,
-0.0040467354,
0.01882036,
-0.05175241,
-0.02139653,
0.043508664,
-0.043136552,
0.0159007,
-0.032688748,
-0.030828178,
0.019035041,
-0.03638126,
-0.0036155842,
-0.0017451769,
-0.0063223527,
0.027794022,
-0.010125783,
0.0029357614,
0.0018552009,
-0.016015196,
-0.009796605,
0.0350073,
0.009095315,
-0.055444922,
-0.003978753,
0.025804644,
-0.027479157,
-0.008658797,
0.00708447,
-0.022040574,
-0.053698853,
-0.05195278,
0.05750586,
-0.010920102,
-0.019908076,
-0.03466381,
-0.076082915,
-0.048317518,
0.015614458,
0.0016763001,
-0.028981922,
0.019764956,
-0.056847505,
0.014626926,
-0.03326123,
-0.00020540043,
-0.011106159,
0.02500317,
-0.0151421605,
0.004719402,
-0.016859608,
0.0033633343,
0.004250682,
-0.032545626,
0.053383987,
0.043107927,
-0.02709273,
-0.008451272,
0.0015698541,
0.023915453,
0.020208629,
-0.02139653,
0.0008533566,
0.03223076,
-0.020165693,
0.03612364,
-0.015886387,
-0.024860049,
-0.020609368,
-0.0048338985,
0.07396473,
-0.047888156,
-0.04508299,
0.010841385,
0.043737657,
0.032030392,
0.0619426,
-0.014483806,
-0.020824049,
-0.04144773,
-0.044424634,
-0.002839155,
-0.0035923272,
-0.0074208034,
0.029139355,
0.0060074874,
0.038528066,
-0.0463997,
-0.0012737734,
0.037726592,
-0.009925414,
-0.0045440793,
-0.063373804,
-0.0045583914,
0.0016065288,
-0.035579782,
0.0014804038,
-0.025589963,
-0.028938986,
-0.020623678,
-0.030942675,
-0.05627502,
-0.016129693,
-0.009767981,
0.031143043,
-0.00088063895,
0.03549391,
-0.0024187383,
-0.0054206927,
-0.060454145,
0.006386757,
0.002849889,
0.012372776,
-0.006354555,
0.01319572,
0.007392179,
0.022756176,
-0.07018635,
-0.0075066756,
0.0035297119,
0.047888156,
-0.012007819,
-0.026634745,
0.032517,
0.006401069,
-0.07837284,
-0.04007377,
-0.0055566574,
-0.059480924,
-0.012136627,
-0.048804127,
0.00072454807,
0.008758981,
-0.016158316,
-0.0014875598,
0.02777971,
-0.07133131,
0.015313905,
-0.0068089627,
0.013868387,
-0.037468974,
0.03993065,
0.023071041,
-0.037755217,
0.006179232,
-0.044567756,
-0.0207668,
-0.037068237,
0.016301436,
0.018906232,
0.0017237088,
0.040188268,
0.037898336,
0.019564588,
0.07070158,
0.012050755,
0.015671706,
-0.0074708955,
-0.01640162,
-0.05770623,
0.0030985612,
-0.003066359,
-0.009166875,
0.012623237,
-0.030026702,
0.016630614,
-0.021310657,
0.06297307,
0.052353516,
-0.07150306,
0.030284321,
-0.015328217,
-0.011607081,
0.0124586485,
-0.00895935,
-0.007334931,
0.042678565,
-0.022312503,
-0.050893687,
-0.019951012,
-0.04780228,
0.00030994555,
-0.04327967,
-0.045827217,
-0.022183694,
-0.015156472,
-0.04451051,
-0.032660123,
-0.031686902,
0.020337438,
-0.004436739,
0.021067353,
-0.0034259495,
-0.035179045,
0.03174415,
0.020294502,
0.0076354844,
0.004018111,
0.01665924,
0.03661025,
-0.00310035,
-0.032889117,
0.04216333,
0.057620354,
-0.03389096,
-0.018777423,
0.006848321,
-0.006383179,
-0.019478714,
0.020952856,
0.04459638,
-0.01007569,
-0.0008515676,
-0.02541822,
0.017217409,
-0.06314481,
-0.028781554,
-0.0023793802,
-0.0065227216,
0.026276942,
0.042678565,
0.00812925,
0.072419025,
0.018848984,
0.03958716,
0.003068148,
-0.0215969,
-0.019135226,
0.025847582,
0.0041791215,
-0.0059681293,
-0.020852672,
-0.03452069,
0.004264994,
0.01764677,
-0.0064618955,
0.0071703424,
-0.011571301,
-0.013310216,
-0.025818957,
-0.00015105933,
0.038442194,
0.038785685,
0.019407155,
-0.02257012,
-0.002569015,
-0.017789891,
-0.011635705,
-0.030456064,
-0.06366005,
-0.06915588,
0.027421908,
-0.040818,
0.00021445728,
-0.013968571,
-0.013782514,
-0.003055625,
0.041419104,
-0.020036886,
0.00081489293,
0.05409959,
0.0050664693,
0.0039572846,
0.010404868,
-0.024115821,
0.0079217255,
0.029067796,
-0.026076574,
-0.0026459421,
0.031400662,
0.03895743,
0.043422792,
-0.026463,
-0.05175241,
0.0011002397,
0.0037676499,
0.009274215,
-0.017589523,
0.022384062,
0.0056067496,
-0.011929102,
-0.023056729,
-0.038785685,
0.0021414421,
0.0030341567,
0.0015904277,
-0.0020859828,
-0.015027664,
0.030284321,
-0.0090380665,
-0.014698486,
-0.020180006,
0.03786971,
0.013660862,
-0.02028019,
-0.019292658,
0.0014580411,
0.027378973,
0.052267645,
0.004690778,
-0.01604382,
0.03111442,
-0.0135749895,
0.02750778,
-0.012587457,
0.056933377,
0.02340022,
-0.012866543,
-0.00517381,
-0.009832386,
-0.02570446,
0.0018158427,
0.008987974,
0.012623237,
0.024831425,
-0.025718773,
-0.015614458,
-0.032889117,
-0.011828918,
0.008072002,
-0.081521496,
0.023557652,
0.037898336,
0.004930505,
0.04207746,
0.026105199,
-0.033776462,
0.04084662,
0.024158759,
-0.0034814088,
0.018004572,
0.005409959,
0.038327698,
-0.009810917,
0.02235544,
-0.034835555,
-0.017074289,
-0.02375802,
0.0020484137,
-0.040245514,
-0.0102259675,
0.023056729,
-0.026291255,
-0.0034331055,
-0.018462557,
0.0022774066,
-0.0043651783,
0.037526224,
-0.056504015,
0.04104699,
0.026620433,
-0.022999482,
-0.025160603,
0.075395934,
-0.032030392,
0.012465805,
0.013668017,
0.08925001,
0.017274657,
0.08404042,
0.039529912,
-0.004998487,
-0.025718773,
0.053240865,
-0.025160603,
-0.07070158,
-0.013260124,
0.004429583,
-0.0037604938,
-0.021711396,
-0.0480599,
0.010562301,
0.029153667,
-0.01750365,
-0.041018367,
0.028938986,
-0.014533898,
-0.02417307,
0.0036889336,
0.06961386,
0.03535079,
-0.01640162,
0.006605016,
0.015342529,
-0.06566373,
0.0041111396,
-0.028380817,
0.044195645,
0.00044188488,
-0.060282398,
0.02000826,
-0.035923272,
-0.024115821,
0.025232162,
0.006429693,
-0.022655992,
0.0293111,
0.011463961,
0.042420946,
0.014569677,
-0.038785685,
0.017031353,
0.043794904,
0.031372037,
0.021167537,
0.06869789,
0.007549612,
0.00014658681,
0.0053383987,
0.02063799,
-0.004712246,
-0.031372037,
0.009274215,
-0.014412245,
0.02132497,
-0.06428978,
-0.06291582,
-0.0014428346,
0.034119952,
-0.014634082,
-0.013167095,
-0.032202136,
0.05590291,
-0.049548354,
-0.003300719,
-0.007492364,
0.035322167,
-0.04951973,
0.013403244,
-0.026534561,
-0.028008703,
0.24181658,
0.034463443,
0.06869789,
-0.012551677,
0.009818073,
0.03764072,
0.019908076,
-0.054328583,
-0.01232984,
-0.03540804,
-0.015342529,
-0.021425154,
0.00010174981,
0.045684095,
-0.019178161,
0.049691476,
-0.025632901,
0.008422648,
0.016415933,
-0.04216333,
-0.053498484,
0.02348609,
-0.010583769,
0.05890844,
-0.017818516,
0.018662928,
0.044682253,
-0.023314347,
0.0041433414,
-0.0085872365,
0.025275098,
-0.053727474,
0.011027442,
-0.0022004794,
0.006436849,
0.014269125,
-0.016015196,
-0.080319285,
0.0119362585,
-0.022913609,
0.010762669,
-0.008343931,
-0.017217409,
0.022698928,
-0.0699001,
0.008386867,
0.0135034295,
0.062286086,
0.053154994,
-0.082609214,
0.019364217,
-0.042420946,
0.010569457,
-0.035379414,
-0.053383987,
0.012422869,
-0.035093173,
-0.026992546,
-0.024187382,
0.061370116,
0.0003352153,
0.042850308,
0.007778605,
0.00005531947,
-0.012379932,
0.0031182403,
0.016816672,
0.0040682033,
-0.033490222,
0.01604382,
0.015270969,
-0.028624121,
0.011392401,
-0.0050772033,
-0.011821762,
0.06606447,
-0.014369309,
0.030656435,
-0.004751604,
-0.060454145,
0.021081666,
-0.0055709695,
0.026706304,
-0.008351088,
0.0021825891,
0.061828103,
-0.0463997,
0.013252968,
-0.011921947,
-0.0010394134,
0.033118106,
0.0119362585,
0.016358685,
-0.007893101,
0.017546587
] | Calls the audio column to load and resample the audio file.
Extracts the input_values from the audio file and tokenize the transcription column with the processor.
def prepare_dataset(batch):
audio = batch["audio"]
batch = processor(audio["array"], sampling_rate=audio["sampling_rate"], text=batch["transcription"])
batch["input_length"] = len(batch["input_values"][0])
return batch |
[
-0.0034515301,
0.0033878153,
0.025005389,
-0.038593058,
-0.019311093,
-0.056506064,
-0.041301854,
-0.00005734346,
-0.023694681,
0.05167101,
0.06553538,
-0.001414472,
0.029345289,
-0.019471291,
-0.031893887,
0.041884392,
-0.040923204,
-0.041214474,
-0.0081627965,
-0.018204274,
0.0075292876,
0.0022391255,
-0.060875088,
-0.053156476,
-0.018947007,
0.022616988,
0.013784275,
-0.039146468,
0.05921486,
0.023316033,
-0.012073074,
-0.008424938,
-0.03949599,
-0.04106884,
-0.006371496,
-0.0602343,
0.045816515,
-0.004052271,
-0.026490858,
-0.031107461,
-0.019995574,
-0.01712658,
0.038068775,
-0.045233976,
-0.090001926,
0.0040959613,
-0.0059163887,
0.020898506,
-0.02526753,
-0.0029236062,
-0.052923463,
-0.013369218,
0.03672894,
-0.013966318,
0.0060511003,
-0.009837589,
-0.015568295,
0.005614198,
-0.0237675,
0.019820813,
0.018903317,
0.039991148,
-0.016645987,
-0.017534357,
-0.0040996023,
0.029447231,
-0.007587541,
-0.049661256,
-0.04427279,
-0.018888753,
-0.054088537,
0.022456791,
-0.034573555,
0.006029255,
-0.01593238,
-0.021961635,
-0.0013270915,
-0.06949663,
0.0054867677,
0.026257843,
0.023214089,
0.038913455,
0.060758583,
0.007594823,
0.011337621,
-0.011337621,
0.020097518,
-0.007813274,
0.030524924,
-0.01537897,
-0.018044075,
0.06349651,
-0.033117212,
-0.023592738,
0.026330661,
0.03276769,
-0.00073454244,
0.019660614,
-0.0064807213,
0.019209148,
0.019704305,
0.10433233,
-0.021000449,
0.038534805,
-0.012488131,
0.019908193,
-0.013143485,
0.02551511,
-0.013361936,
0.007638513,
0.028558863,
-0.006717377,
0.040748443,
-0.059710015,
-0.026636492,
0.04136011,
-0.025151024,
0.0188305,
-0.042962085,
-0.018801372,
0.014942068,
0.012641047,
0.007146998,
-0.054030284,
-0.018757682,
-0.0118473405,
-0.02334516,
0.0019879066,
-0.017213961,
0.012539104,
0.026272407,
0.014002727,
0.004434561,
0.0472146,
-0.0052246265,
0.023592738,
-0.021466479,
-0.03314634,
-0.01840816,
-0.052282672,
-0.003003705,
0.014199333,
0.0052683167,
0.07089472,
-0.010274492,
-0.005392106,
0.017417848,
0.008235613,
-0.021451915,
0.032097775,
-0.033088088,
0.0016611399,
-0.0072598644,
0.001145959,
-0.044797074,
-0.027277283,
0.00421611,
-0.012175018,
0.0014290354,
0.012750273,
0.0309327,
0.0012579153,
-0.0650111,
0.020709181,
0.008745333,
0.031602617,
-0.013543979,
-0.031311348,
0.013107076,
-0.022631552,
0.007536569,
0.033379354,
0.012480849,
0.020738307,
0.031107461,
0.018684866,
0.027233593,
0.008133669,
-0.013871656,
-0.022587862,
-0.006593588,
-0.011665299,
0.058719702,
0.009575448,
-0.05467107,
-0.0027524862,
-0.00073909346,
0.037457112,
-0.014315841,
0.005617839,
0.015073138,
0.05499147,
-0.013900783,
0.0022955588,
-0.041738756,
-0.008650671,
-0.03731148,
0.014206614,
-0.014636235,
-0.020854816,
-0.029971516,
0.02440829,
-0.03591339,
0.047738887,
-0.015903253,
0.018480979,
0.013769712,
0.020214025,
-0.0058544944,
0.012357061,
0.04336986,
0.026636492,
-0.019733433,
0.03317547,
0.03177738,
-0.029549176,
-0.02573356,
-0.0081555145,
-0.008949221,
0.034369666,
0.012429878,
0.031369604,
0.045670882,
0.038884327,
-0.02334516,
-0.006112995,
0.03984551,
0.06681696,
0.04759325,
0.023796625,
0.02035966,
0.008657953,
0.0065062074,
0.028311286,
0.022879131,
0.019791685,
0.070195675,
0.061282866,
-0.0027743313,
-0.033495862,
-0.039029963,
0.03139873,
0.050622445,
0.035214346,
-0.017985823,
0.0069977227,
-0.009568166,
0.008971066,
-0.034864824,
0.01363136,
-0.01993732,
0.048787452,
-0.0017476103,
0.027699621,
-0.02969481,
-0.05368076,
0.04051543,
0.043515496,
-0.00328041,
-0.034311414,
0.041884392,
0.004150574,
0.0077695837,
0.032622058,
-0.002024315,
0.010485661,
-0.0012360702,
0.011228396,
0.008330275,
-0.038330916,
-0.017796498,
-0.038360044,
-0.040195037,
0.021568423,
-0.032068647,
0.010536633,
-0.022864567,
-0.045670882,
0.013354654,
-0.00157649,
0.0030947265,
-0.000745465,
-0.043602876,
0.012721146,
0.040107656,
0.007973472,
-0.05976827,
-0.016223649,
0.008322993,
0.055311862,
0.009094855,
-0.029753065,
-0.028413229,
-0.032097775,
0.0030710609,
0.008606981,
-0.014417784,
0.015597422,
-0.027874382,
-0.0034697345,
-0.05461282,
0.014971194,
-0.04380676,
-0.026913198,
-0.059273113,
0.020738307,
0.016980946,
-0.029374415,
0.005577789,
0.044418428,
-0.025078207,
0.014752743,
0.01998101,
0.04421454,
-0.015000321,
0.07928325,
0.017155707,
-0.011985693,
-0.011920158,
-0.05140887,
-0.06040906,
-0.012641047,
-0.029039457,
-0.025675306,
-0.0013789737,
0.07986578,
-0.011650735,
-0.08592417,
0.0096773915,
-0.05819542,
-0.0372241,
-0.053127352,
0.015160519,
0.024204401,
-0.0026487217,
-0.020796562,
-0.060292553,
0.02628697,
-0.0077695837,
0.040864952,
-0.026185026,
-0.04843793,
-0.014359531,
0.04660294,
0.008963784,
0.05027292,
0.011519664,
-0.021102393,
-0.019879065,
-0.0023574533,
0.023592738,
0.014337686,
-0.0017676349,
0.009437095,
0.032825947,
-0.017592609,
-0.06256445,
0.0075802593,
-0.02266068,
0.035010457,
0.01252454,
0.03369975,
0.020505294,
0.035767756,
-0.026709309,
-0.012036665,
0.0015983352,
0.0030892652,
0.030466672,
-0.06838981,
0.017213961,
0.034398794,
-0.055952653,
0.022485917,
-0.019864503,
0.0031074695,
0.04549612,
0.000016924285,
0.020374222,
-0.016893566,
-0.004460047,
-0.011796369,
-0.027189903,
0.022413101,
0.019835375,
0.030088022,
-0.015772182,
0.005439437,
-0.02453936,
-0.019806249,
0.004507378,
0.00059618993,
0.021320844,
-0.024437416,
-0.042670816,
-0.028238468,
0.02978219,
0.034457047,
0.031456985,
0.03195214,
0.053010844,
0.021481043,
0.017898442,
0.038680438,
-0.0129395975,
-0.022296594,
-0.04051543,
0.03978726,
0.02035966,
0.02619959,
-0.027204465,
-0.025296658,
-0.0018468235,
0.021379098,
0.015524604,
0.0336415,
-0.02756855,
0.012000257,
0.007045054,
0.01852467,
-0.058981843,
-0.007347245,
-0.03372888,
-0.000057997677,
0.03757362,
-0.038651314,
0.0097138,
-0.044971835,
0.02347623,
0.03416578,
-0.0063969814,
-0.041797012,
0.02365099,
-0.011745397,
-0.014257587,
0.02785982,
0.028442357,
0.0153352795,
0.027874382,
-0.012204145,
-0.021845128,
-0.004707625,
-0.027204465,
0.0116361715,
-0.034515303,
-0.030437544,
-0.012400751,
0.030641433,
0.03704934,
-0.024160711,
0.03731148,
-0.021582987,
0.033204593,
-0.04791365,
-0.006386059,
-0.0118473405,
-0.0051445276,
-0.003420583,
-0.00076822034,
0.006739222,
-0.027248155,
-0.028049145,
0.014643517,
0.001964241,
-0.07706961,
0.003808334,
-0.009815744,
-0.006229502,
0.029403541,
0.024058767,
0.019194586,
-0.0046129627,
0.00558143,
0.01852467,
-0.008628826,
-0.062972225,
0.021481043,
-0.022937384,
-0.053535126,
0.0029982438,
-0.01601976,
0.034020144,
0.016879002,
-0.02624328,
-0.0023956823,
-0.05537012,
0.003156621,
-0.008534163,
-0.04042805,
0.048204914,
-0.031573493,
0.020519856,
0.0021098752,
-0.050010778,
-0.014104671,
-0.024583051,
-0.042787325,
-0.024684994,
0.02978219,
0.0040158625,
0.044418428,
-0.027102523,
0.01670424,
0.011461411,
-0.010041477,
0.038156155,
-0.032913327,
0.014891095,
0.012415314,
0.004762238,
-0.014104671,
0.022893693,
0.012750273,
0.04473882,
-0.0062222206,
0.014628954,
0.015277026,
-0.011315776,
-0.041563995,
0.028049145,
-0.02049073,
-0.030524924,
0.004376307,
0.013005133,
-0.0369037,
0.009917688,
0.020432476,
-0.0033659702,
-0.05636043,
-0.05551575,
0.056826457,
-0.025151024,
-0.016777057,
-0.048408803,
-0.04290383,
-0.0032949734,
0.030612305,
-0.009648264,
-0.0022136397,
0.03224341,
-0.057350744,
-0.019107206,
-0.012626484,
-0.026986014,
-0.021990761,
0.0054430775,
-0.037165843,
-0.01384253,
-0.004805928,
0.010376436,
0.004660294,
-0.02568987,
0.026141336,
0.016005198,
-0.035651248,
-0.024102457,
0.0007873348,
0.017490666,
0.017024636,
-0.028223906,
0.011526946,
0.054001156,
-0.04459319,
0.0309327,
-0.015961507,
-0.0031839274,
-0.018917881,
-0.00047149067,
0.049777765,
-0.045292232,
-0.0455835,
-0.010172548,
0.049224354,
0.005657888,
0.014497883,
-0.015291589,
-0.042787325,
-0.03949599,
-0.041214474,
0.021888819,
0.020738307,
-0.011825495,
0.0047913645,
0.019092642,
0.052632194,
-0.051729262,
-0.005006175,
0.038272664,
0.0321269,
-0.023010202,
-0.042845577,
0.037777506,
0.012422596,
-0.03241817,
-0.028995765,
-0.025791815,
-0.022223776,
-0.0048459773,
-0.018976135,
-0.048379675,
-0.013230866,
0.020913068,
0.06751601,
-0.0039976584,
0.030612305,
0.0034988613,
0.0061785304,
-0.035097837,
0.025282094,
0.0122915255,
-0.0037719253,
-0.0148983775,
-0.014337686,
0.019704305,
0.02040335,
-0.020330532,
-0.033204593,
-0.008301148,
0.038447425,
-0.042437803,
-0.017257651,
0.0072999136,
0.03378713,
-0.061457627,
-0.034457047,
-0.027408354,
-0.03713672,
-0.019820813,
-0.046632066,
0.027146213,
0.0443893,
-0.054292426,
0.008534163,
0.018801372,
-0.066234425,
0.01623821,
-0.010143421,
0.024393726,
-0.048467055,
-0.0017057403,
0.023112144,
-0.021539295,
0.026447168,
-0.030029768,
0.005137246,
-0.026097646,
0.032185156,
0.023068454,
-0.018131455,
0.0032130543,
0.0364668,
0.026942324,
0.057175983,
-0.005392106,
0.025325784,
-0.007937063,
-0.029126838,
-0.04307859,
0.04703984,
-0.015801309,
-0.0037974115,
0.007066899,
-0.03635029,
-0.022223776,
0.00054112205,
0.060816836,
0.04118535,
-0.06285571,
0.026083082,
0.0012360702,
-0.011315776,
-0.016806185,
-0.023155835,
-0.0010804236,
0.003983095,
0.002219101,
-0.06518586,
0.007893373,
-0.01461439,
-0.018131455,
-0.008759896,
-0.022049015,
-0.0019806249,
-0.015408097,
-0.0051991404,
-0.0051008374,
0.0077695837,
0.020505294,
-0.018582921,
0.036117278,
-0.002819842,
-0.00022300235,
0.012662892,
-0.045379613,
-0.011694425,
0.029942388,
-0.0002701059,
0.030408418,
0.017417848,
-0.03978726,
0.052457433,
0.03369975,
0.0000072745984,
-0.015408097,
-0.010915282,
-0.0236073,
0.0032276176,
0.037631873,
0.05120498,
-0.03463181,
0.007023209,
-0.031981267,
-0.0153352795,
-0.057845898,
-0.022165524,
-0.015524604,
0.020417912,
0.031544365,
0.030029768,
0.04299121,
0.092681594,
0.0039976584,
0.009306025,
0.0011987514,
-0.014519729,
0.01686444,
0.030029768,
0.012808527,
0.018335344,
0.007835119,
0.016806185,
-0.030495798,
0.008250177,
-0.02411702,
-0.0026323379,
-0.011017226,
-0.012160455,
-0.0658849,
0.0078059924,
0.07945801,
0.03731148,
0.01878681,
-0.061399374,
-0.007212533,
0.016544044,
-0.027102523,
0.013900783,
-0.048845705,
-0.050243795,
0.023461668,
-0.02938898,
0.0035243472,
-0.015160519,
-0.008068134,
0.009123982,
0.038826074,
0.024612177,
0.0024266297,
0.05202053,
0.014301277,
0.009225925,
0.0037937704,
-0.0009939533,
-0.0027615882,
0.027408354,
0.018917881,
0.0028271235,
0.019777123,
0.02381119,
0.04127273,
-0.03139873,
-0.055224482,
0.03326285,
0.0027015142,
0.03270944,
-0.0021608472,
-0.00011024963,
-0.014344967,
0.012437159,
-0.060176045,
-0.00041050636,
-0.023447104,
0.000792341,
0.030029768,
0.0065644607,
-0.022223776,
0.048321422,
0.031893887,
0.0037136718,
0.002441193,
0.031253096,
-0.013522134,
-0.028136525,
0.001729406,
0.006163967,
0.0388552,
0.06541888,
0.009531758,
-0.017345032,
0.032825947,
0.016383845,
0.008140951,
0.014607109,
0.03352499,
0.03139873,
0.0013735124,
-0.0033969174,
0.005734346,
-0.027233593,
0.021961635,
-0.009502631,
0.026272407,
-0.0029545536,
-0.04374851,
0.005432155,
-0.028413229,
-0.038622186,
0.008759896,
-0.075671524,
0.037253223,
0.012997851,
0.007008645,
0.02394226,
0.061341118,
-0.0021608472,
0.06821505,
0.038272664,
0.025879195,
0.0051190415,
0.024583051,
0.02777244,
-0.016121704,
0.018466415,
-0.0333211,
-0.014665362,
0.006589947,
0.022981074,
-0.048292294,
0.008949221,
0.007995317,
0.013107076,
-0.005716142,
-0.03203952,
-0.0030619588,
-0.017985823,
0.054467186,
-0.034020144,
0.01593238,
0.02445198,
-0.040573683,
-0.04357375,
0.06780728,
0.0096773915,
0.010667704,
0.004725829,
0.04016591,
0.037427984,
0.08807956,
0.07077821,
0.005454,
0.019471291,
0.03940861,
-0.047738887,
-0.05175839,
0.032010395,
0.022136396,
-0.019048952,
-0.007572978,
-0.015495477,
-0.0039175595,
0.028136525,
-0.00006485272,
-0.067166485,
0.008577853,
-0.03305896,
-0.02790351,
0.038942583,
0.07642882,
0.008359402,
0.007507442,
0.006356932,
0.005781677,
-0.06040906,
0.011293931,
-0.054554567,
-0.003731876,
0.0105511965,
-0.06384603,
-0.009793899,
-0.028719062,
-0.019806249,
0.008002599,
0.0027106162,
-0.011708989,
0.033495862,
0.014206614,
0.019820813,
-0.002078928,
-0.034224033,
-0.00078551436,
0.019180022,
0.027655931,
0.021481043,
0.06541888,
0.022209214,
-0.016762495,
0.0014663542,
-0.01026721,
0.026345223,
-0.017388722,
0.038360044,
-0.025151024,
0.006531693,
-0.06530237,
-0.07077821,
-0.006735581,
0.028180216,
-0.00036840898,
-0.014577982,
0.008031725,
0.031078335,
-0.036059026,
-0.028791878,
-0.004703984,
0.0023064814,
-0.021073267,
0.031631745,
-0.023024764,
-0.032010395,
0.25282094,
0.049573876,
0.043894142,
0.028063707,
-0.0032185155,
0.017446976,
-0.011505101,
-0.029709375,
-0.032359917,
-0.046020404,
-0.006160326,
-0.021874255,
-0.01856836,
0.04354462,
0.012094919,
0.04695246,
-0.017927568,
-0.0037792071,
0.0010112474,
-0.04127273,
-0.06279746,
-0.00087335,
-0.032622058,
0.05551575,
0.027539425,
0.012342497,
0.06122461,
-0.00681568,
-0.049632132,
-0.038418297,
0.0088108685,
-0.046457306,
0.0034606324,
0.0020097517,
-0.008170078,
-0.005585071,
-0.014432347,
-0.045088343,
0.015597422,
-0.007609386,
0.031631745,
-0.017840188,
0.010529351,
0.00553774,
-0.073224865,
0.018772246,
-0.024976263,
0.051059347,
0.043311607,
-0.057408996,
-0.0026086723,
-0.026476296,
0.01005604,
-0.03326285,
-0.026767563,
0.041214474,
-0.038593058,
-0.027248155,
0.0066882498,
0.053156476,
-0.005184577,
0.03702021,
0.012371624,
-0.020214025,
-0.02768506,
0.04485533,
0.02108783,
0.021786874,
-0.017534357,
-0.0055049723,
0.0014618031,
-0.04101059,
0.0046967026,
-0.03803965,
0.0045729135,
0.03620466,
-0.010121576,
0.012874062,
0.0018950648,
-0.06821505,
0.0025722638,
-0.002692412,
-0.038156155,
-0.031282224,
0.010514788,
0.004540146,
-0.048583563,
0.029971516,
0.0070304903,
0.024699558,
0.06233143,
0.04069019,
0.041214474,
-0.0015610164,
-0.020097518
] | def uppercase(example):
return {"transcription": example["transcription"].upper()}
minds = minds.map(uppercase)
Now create a preprocessing function that:
Calls the audio column to load and resample the audio file.
Extracts the input_values from the audio file and tokenize the transcription column with the processor. |
[
-0.0063587823,
0.050757214,
0.016928492,
-0.026947105,
-0.023372058,
-0.022609003,
-0.0057299696,
-0.016278483,
-0.024728598,
0.037022244,
-0.0035096945,
-0.031709127,
0.07014444,
-0.052198537,
0.0041826656,
0.03419612,
-0.0518594,
-0.04349407,
-0.060479086,
-0.046518024,
-0.020319842,
-0.02119594,
-0.06370087,
-0.0021160615,
-0.05615511,
0.0018025382,
0.0011057216,
-0.018073073,
0.077379316,
0.057511654,
0.020545932,
-0.033856984,
-0.022665527,
-0.02725798,
-0.021040505,
-0.04663107,
0.017931767,
-0.018850258,
-0.035637442,
-0.0377853,
0.024516638,
-0.009488716,
-0.016433919,
-0.023061184,
-0.041176647,
-0.0121806,
-0.017832851,
-0.030352587,
-0.022467697,
-0.01014579,
-0.011085477,
-0.0022573676,
0.019274175,
-0.013501815,
0.030578677,
-0.049655024,
0.002275031,
-0.023273144,
-0.01890678,
0.010682754,
0.030522155,
0.02703189,
-0.004769087,
-0.043748423,
-0.010364815,
0.02520904,
-0.008266417,
-0.04120491,
-0.028346037,
-0.020432888,
-0.0549964,
0.009375671,
-0.041148387,
-0.020927459,
0.008068589,
0.014102366,
-0.012929524,
-0.029872146,
0.016575227,
-0.008464246,
0.018143725,
0.03306567,
0.02048941,
0.02544926,
-0.020969851,
-0.06194867,
0.032274354,
-0.02612753,
0.022411175,
-0.020757891,
-0.022566611,
0.050502863,
-0.054939877,
-0.02498295,
0.04049838,
0.02410685,
0.014349652,
0.025873179,
0.009036536,
0.009043601,
0.016221961,
0.06268346,
-0.0047231624,
0.044709306,
-0.031398255,
-0.017394802,
-0.013431162,
0.0015746817,
-0.028996047,
-0.05067243,
0.031059118,
0.024714466,
0.023598148,
-0.003405481,
-0.00033913506,
0.006450631,
0.0068886806,
0.0097289365,
-0.036372233,
-0.020786153,
-0.0028031631,
0.041967962,
-0.015388253,
-0.029391704,
0.0063693803,
-0.06997487,
0.0009449857,
0.03767225,
-0.0028685173,
0.010859387,
0.022623135,
0.038774442,
0.0143355215,
0.035920054,
0.005549804,
-0.0038823897,
-0.008082719,
-0.03512874,
-0.012300711,
-0.04242014,
0.006556611,
-0.010117529,
-0.022849225,
0.06279651,
-0.017988289,
-0.000040570354,
0.03066346,
-0.053752907,
-0.003182924,
0.024700336,
-0.0459528,
0.009184908,
-0.014130628,
-0.024191635,
-0.035185263,
-0.010039811,
-0.025039472,
-0.0019005694,
-0.028190602,
0.022015518,
0.012767022,
0.01284474,
-0.08031849,
0.04394625,
-0.007574016,
0.019048085,
-0.010887648,
-0.0127740875,
0.026876453,
-0.058387753,
0.0043487004,
0.02121007,
0.000119116776,
0.035637442,
0.015176293,
0.007496298,
0.038180955,
-0.009792524,
0.01824264,
-0.021323116,
-0.031737387,
-0.031737387,
0.052792024,
0.034280904,
-0.0490898,
-0.0026936508,
-0.000044323802,
-0.0066979174,
-0.0135654025,
0.011191457,
0.01575565,
0.05700295,
-0.028727565,
-0.021902472,
-0.059574723,
-0.0062775314,
-0.035496134,
-0.008534899,
0.00033957663,
-0.04097882,
0.0034726018,
0.040244028,
-0.003205886,
0.06324869,
-0.021520946,
0.033433065,
0.019260045,
0.06313565,
-0.019048085,
0.03558092,
0.03984837,
0.015034988,
-0.029787362,
-0.0017257029,
0.032161307,
-0.023541626,
-0.005447357,
0.018341554,
0.025180778,
-0.0042356555,
0.039763585,
-0.004419354,
0.04479409,
-0.0028914795,
0.012328972,
0.021365508,
0.012957785,
0.026607972,
0.03738964,
0.03507222,
-0.03176565,
0.030465633,
0.0060479087,
0.027893858,
0.021238333,
0.02119594,
0.037276596,
0.020376364,
0.0207155,
-0.009785459,
-0.037135288,
-0.00250642,
0.055646412,
0.06517045,
-0.020743761,
0.01690023,
0.0153176,
0.009969157,
-0.0052177343,
-0.020390496,
-0.05067243,
0.028713435,
-0.004938654,
0.015473037,
-0.033630893,
-0.05810514,
0.020178536,
0.06454871,
-0.021775296,
-0.043183196,
0.0112479795,
0.03182217,
0.016829576,
-0.01666001,
0.02838843,
0.0055851303,
-0.016335005,
0.02027745,
-0.008619683,
-0.013063765,
-0.020079622,
-0.048778925,
-0.07523146,
0.0036457018,
-0.029193876,
-0.010746342,
0.009637088,
-0.050842,
0.01869482,
0.014420305,
-0.00346377,
-0.028063426,
0.0112479795,
0.034026552,
0.046037585,
0.021224203,
-0.026678624,
0.019797008,
0.032161307,
0.037304856,
-0.0033224637,
-0.028218864,
0.0243612,
-0.059179068,
0.004744358,
-0.0096936105,
-0.02908083,
0.039989676,
-0.0057476326,
-0.001091591,
-0.005500347,
0.019994838,
-0.023315536,
-0.008965883,
-0.074270576,
0.035015695,
0.0026865855,
-0.016221961,
0.038011387,
0.017804591,
-0.023725323,
0.033913504,
0.0006098249,
0.047620215,
-0.029165614,
0.013530076,
0.05985734,
0.0007992636,
-0.03736138,
-0.02748407,
-0.059631247,
-0.04349407,
-0.029787362,
-0.013876276,
-0.025025342,
0.045189746,
-0.0075104283,
-0.055957284,
0.0008120695,
-0.03040911,
-0.031596083,
-0.01668827,
-0.011184392,
0.061383445,
0.076644525,
-0.013127353,
-0.058952976,
0.07234881,
-0.027201457,
0.030804768,
0.033743937,
0.024417724,
0.038887486,
0.023315536,
-0.01824264,
0.007383253,
0.067205265,
-0.033743937,
0.01756437,
0.0008125111,
0.01082406,
0.004147339,
0.0056734467,
0.014907812,
-0.0048821317,
0.019655703,
-0.04925937,
0.03668311,
0.053752907,
0.041967962,
0.009827851,
0.017875243,
0.02501121,
0.03447873,
-0.0076305387,
-0.0112267835,
0.037191812,
0.016787184,
0.032980885,
-0.05471379,
-0.0011569451,
0.03148304,
-0.043833207,
-0.0027607712,
0.0070264544,
-0.003061047,
0.045472357,
0.0041332087,
0.044454955,
-0.04685716,
-0.027992772,
-0.0013786193,
0.051350698,
0.052650716,
0.027441679,
0.016843708,
-0.02205791,
0.0095735,
0.0040802187,
0.0026971835,
0.019048085,
0.02275031,
0.008513703,
-0.023697061,
0.0053661056,
-0.05154853,
-0.0004440108,
0.0038859225,
0.02362641,
-0.005115287,
0.06822267,
-0.0015075613,
0.011735486,
0.04397451,
0.0050093075,
0.00016592447,
-0.028021034,
0.040300548,
0.009933831,
0.02477099,
0.006507154,
0.006546013,
-0.011332763,
0.0032094186,
-0.029815624,
0.019401351,
-0.041176647,
-0.017479585,
-0.051209394,
0.021506814,
-0.059631247,
-0.024657944,
-0.041883178,
0.04301363,
0.038633134,
-0.011495265,
0.004292178,
-0.08269243,
0.02522317,
0.042448405,
-0.034789603,
-0.03611788,
-0.011544722,
-0.008605552,
-0.020192666,
0.012908328,
0.047902826,
0.0005912784,
-0.0019694562,
-0.04572671,
-0.00061556546,
0.03651354,
-0.0027713692,
-0.017196974,
-0.001188739,
-0.025152517,
0.002130192,
0.0061927475,
0.026678624,
0.01285887,
0.049174584,
-0.046800636,
0.024954688,
-0.019033955,
-0.024050327,
0.0026388946,
0.008330005,
0.003156429,
-0.010159921,
0.036400497,
-0.039735325,
-0.008789251,
0.01666001,
-0.023400318,
-0.06036604,
-0.0021390237,
0.03970706,
0.0010271199,
0.018341554,
0.045613665,
0.013812688,
0.03425264,
0.00033140735,
-0.021506814,
0.009403933,
-0.03447873,
0.0029250397,
-0.0038682593,
0.0009326214,
-0.0013892173,
-0.012668108,
0.0067579723,
-0.006069104,
-0.035750486,
0.011092543,
-0.039057054,
-0.017140452,
-0.0028844143,
-0.045415837,
0.025760133,
0.026184052,
-0.009220234,
0.011806139,
-0.00955937,
-0.007920217,
0.0061786165,
-0.051350698,
0.0045323987,
0.035920054,
0.00069460867,
0.05070069,
-0.018595906,
-0.0062245415,
0.02908083,
-0.025760133,
-0.006440033,
-0.021478554,
-0.02679167,
0.020828545,
-0.033659153,
0.016518703,
-0.0036810285,
-0.021874212,
0.017677415,
-0.005351975,
-0.019260045,
-0.0015031454,
-0.04979633,
-0.029900407,
0.043776684,
-0.0045641926,
-0.022114431,
-0.037502684,
0.0036315713,
-0.016956752,
0.017988289,
0.03380046,
-0.054346394,
-0.047676735,
-0.032104786,
0.016363267,
-0.048128918,
0.0022308729,
-0.01442737,
-0.053244203,
-0.05380943,
0.030606939,
-0.0021266595,
-0.032076523,
0.017931767,
-0.011693094,
-0.010075137,
-0.066470474,
-0.007906086,
-0.011043085,
0.03399829,
-0.006885148,
-0.019966576,
-0.017988289,
-0.03334828,
0.020927459,
0.008647944,
0.025534043,
0.023117706,
-0.03541135,
-0.062570415,
-0.00501284,
0.0068074297,
0.008817512,
0.024445985,
-0.023923151,
0.04213753,
-0.0074892323,
0.028826479,
-0.03922662,
-0.003984837,
0.002877349,
-0.032528702,
0.06454871,
-0.041544043,
0.002635362,
0.012505605,
0.022849225,
0.04123317,
0.024445985,
-0.007383253,
-0.010781669,
-0.053978994,
-0.06313565,
0.0053767036,
-0.008626748,
-0.0029886276,
-0.015246947,
0.045783233,
0.035891794,
-0.037954863,
0.027639506,
0.02857213,
-0.014950204,
0.008605552,
-0.048778925,
-0.0017601462,
-0.003211185,
-0.027102543,
-0.026523188,
-0.011650702,
0.033602633,
0.028049296,
-0.008315874,
-0.042052746,
-0.022919878,
-0.01709806,
0.043550592,
-0.039452713,
0.010018615,
-0.0029462357,
-0.026113398,
-0.058896456,
-0.014681722,
0.030719984,
0.008238155,
-0.005298985,
0.032528702,
0.010788734,
0.05496814,
-0.031567823,
-0.04685716,
-0.007517494,
0.031850435,
-0.033885244,
-0.039989676,
0.02142203,
0.022863355,
-0.01644805,
-0.05454422,
-0.016419789,
-0.01554369,
0.013883341,
-0.025279691,
0.051181134,
0.010075137,
-0.042872325,
0.004242721,
0.047705,
0.0075881467,
-0.0011445808,
0.01709806,
-0.0049457196,
-0.017451325,
0.004016631,
0.023951413,
-0.0073973835,
0.01554369,
-0.020517671,
-0.010499056,
-0.042702757,
-0.022835094,
0.057992093,
-0.021097027,
0.029589534,
0.06296608,
-0.0028208264,
0.03849183,
0.031115642,
0.03380046,
-0.01350888,
-0.018991563,
-0.046715856,
-0.002437533,
0.017394802,
-0.0062775314,
0.030126497,
-0.05070069,
0.027597114,
0.007616408,
0.04323972,
-0.011177327,
-0.06844876,
0.021294855,
-0.031624343,
-0.006793299,
0.02006549,
0.010280032,
0.00236688,
0.058444273,
-0.028769957,
-0.019669833,
-0.009495782,
-0.008556095,
-0.0031228687,
-0.049711548,
-0.0504746,
-0.017013276,
-0.0323874,
-0.022495959,
-0.0074256444,
-0.02568948,
0.0121806,
0.010244705,
0.014851289,
0.0097006755,
0.019415481,
0.024417724,
-0.024417724,
0.026466666,
0.01328279,
0.014102366,
-0.0021019308,
0.012328972,
-0.042194054,
0.045585405,
0.016970884,
-0.011318632,
0.01091591,
0.0002645077,
0.037757035,
-0.053498555,
0.021747036,
0.019698095,
0.00035436964,
-0.031454775,
-0.012597454,
0.0075528203,
-0.029419966,
-0.024884034,
-0.013084961,
-0.008428919,
0.008676205,
0.033461325,
0.01890678,
0.059122544,
-0.015232816,
0.02727211,
0.015204555,
0.016801316,
-0.0062951944,
0.026509056,
0.015402384,
-0.02072963,
0.0007489232,
-0.031596083,
0.028656913,
0.013113222,
-0.029533012,
-0.002990394,
0.0053272466,
-0.0010059241,
-0.016857838,
-0.009856112,
0.04612237,
0.046546288,
0.010046876,
-0.038604874,
0.001398049,
0.012682238,
-0.0323874,
-0.008704467,
-0.04776152,
-0.05748339,
0.037502684,
-0.05242463,
0.0040731532,
-0.015388253,
-0.00048309081,
-0.02024919,
0.033687416,
-0.027371025,
0.034450468,
0.021323116,
0.026819931,
0.01848286,
-0.019486135,
-0.043465808,
0.0058642104,
0.030917812,
-0.024149243,
0.008923491,
0.03648528,
0.05468553,
0.015557821,
-0.042250577,
-0.0590095,
-0.02857213,
0.012512671,
-0.006104431,
-0.006609601,
0.032048263,
-0.036315713,
0.010004484,
-0.0151339015,
-0.0045112027,
0.013162679,
-0.0025770732,
0.018115465,
0.02433294,
-0.013953994,
0.045020178,
0.0050622975,
-0.043861467,
-0.02003723,
0.02501121,
-0.0016223727,
-0.0021849482,
0.029419966,
0.0063481843,
0.061892148,
0.012512671,
-0.0035291242,
0.010301228,
0.04140274,
0.021167679,
-0.00031838068,
0.006733244,
0.03040911,
0.014180085,
0.0056840447,
0.008252286,
-0.022962268,
0.010124595,
-0.03419612,
0.0058324165,
0.0016656477,
0.020023098,
-0.015289338,
-0.015148032,
-0.026622102,
0.0033895841,
0.03900053,
-0.04617889,
-0.010633297,
0.042194054,
0.02277857,
-0.0003696042,
0.06279651,
-0.020630715,
0.05022025,
0.019387221,
0.03970706,
0.018581774,
-0.01272463,
0.050135467,
0.0039389124,
0.044907134,
-0.013169745,
-0.024954688,
-0.0043734293,
-0.0026671558,
-0.04242014,
0.03852009,
0.00009168348,
-0.0061185616,
-0.022467697,
0.0035980109,
-0.009827851,
-0.03425264,
0.022114431,
-0.07856629,
0.0035132272,
0.022170953,
-0.040215764,
-0.029561272,
0.035976578,
0.006733244,
0.015063249,
-0.021280725,
0.067318305,
0.007856629,
0.11411895,
0.038887486,
0.02905257,
-0.011509396,
0.01644805,
-0.054939877,
-0.028826479,
0.0072914036,
0.02321662,
-0.027611246,
-0.041035343,
-0.043154936,
0.0064470987,
-0.015670866,
-0.0067897663,
-0.03199174,
0.036880936,
-0.00096088264,
-0.023555756,
0.012731696,
0.09224474,
0.010053941,
-0.054629005,
-0.050333295,
0.0013053167,
-0.042759277,
-0.047224555,
-0.040894035,
0.030465633,
-0.013515945,
-0.07771845,
0.022128562,
-0.013134418,
-0.061383445,
0.014582807,
-0.0015932282,
-0.0095735,
0.047450647,
0.011855597,
0.013501815,
0.055815976,
-0.03665485,
0.022905746,
0.056183375,
0.048581097,
0.0072101527,
0.06545307,
-0.013219202,
-0.020743761,
0.016335005,
0.038378783,
0.01779046,
-0.022736179,
-0.018864388,
-0.027837336,
0.009354475,
-0.05383769,
-0.050587647,
0.017705675,
0.029193876,
-0.014851289,
-0.0081180455,
-0.043437548,
0.019401351,
-0.07624886,
-0.0112338485,
-0.005083493,
0.013996386,
0.003942445,
-0.013063765,
0.007616408,
-0.04083751,
0.23671627,
0.05400726,
0.035185263,
0.042617973,
-0.016956752,
0.044935394,
0.035270046,
-0.020432888,
-0.011050151,
-0.015953477,
-0.010880583,
-0.012583324,
0.017479585,
-0.004603052,
-0.014964335,
0.073479265,
-0.009001209,
0.01824264,
0.0003450964,
-0.031285208,
-0.051011566,
0.03651354,
-0.025661219,
0.05739861,
0.025378607,
0.01779046,
0.0026583243,
-0.019528527,
0.0030239543,
-0.010668623,
0.056042068,
-0.02973084,
0.035948317,
-0.014950204,
0.025039472,
0.029391704,
-0.0019288306,
-0.02276444,
-0.017578501,
-0.006976997,
0.028996047,
-0.025746003,
-0.00027046903,
-0.012986046,
-0.062231284,
0.07314013,
0.021506814,
0.03854835,
0.052396365,
-0.056013808,
0.037700515,
-0.05067243,
0.01646218,
-0.021054635,
-0.027116673,
-0.025802525,
-0.04883545,
-0.027046021,
0.005362573,
0.037050504,
-0.026749277,
0.02183182,
-0.0001848021,
-0.008464246,
-0.034563515,
-0.039904892,
-0.0020277451,
0.038802702,
-0.027328633,
-0.021676382,
0.014165954,
0.016377397,
0.008435984,
-0.044765826,
0.009432194,
0.0725749,
-0.011028955,
0.030296065,
0.005489749,
-0.07314013,
-0.017974159,
-0.012625716,
0.022934008,
-0.030126497,
0.04482235,
0.021294855,
-0.06358782,
0.009262626,
-0.015939347,
0.02341445,
0.033489585,
0.005952527,
0.03787008,
-0.008485442,
-0.001279705
] | Preprocess
The next step is to load a Wav2Vec2 processor to process the audio signal:
from transformers import AutoProcessor
processor = AutoProcessor.from_pretrained("facebook/wav2vec2-base")
The MInDS-14 dataset has a sampling rate of 8000kHz (you can find this information in its dataset card), which means you'll need to resample the dataset to 16000kHz to use the pretrained Wav2Vec2 model: |
[
0.017464794,
0.0014937457,
0.028269643,
0.0009738765,
-0.01518861,
-0.054937527,
-0.006048748,
-0.001651814,
-0.039931573,
0.040324986,
0.03225999,
0.0012197606,
0.025543842,
-0.020640211,
-0.024981821,
-0.002588808,
-0.041814342,
0.0020882583,
-0.07429914,
-0.014570387,
0.016593661,
0.013066982,
-0.09127217,
-0.0022393013,
-0.04903631,
-0.015905187,
-0.004180029,
-0.0068988046,
0.074242935,
0.03169797,
-0.032541,
-0.0032281065,
-0.0010318349,
-0.023731325,
-0.005051161,
-0.01600354,
0.030152412,
-0.00039078004,
-0.021876657,
-0.02304285,
0.029871402,
0.01545557,
0.0033405107,
-0.0025167991,
-0.055527646,
-0.004169491,
-0.0046858476,
0.018757442,
-0.047013033,
-0.0016614738,
-0.018307826,
0.025993459,
0.022087414,
0.0009870488,
-0.0013251395,
-0.0076364568,
0.009371695,
0.0057220734,
-0.041561432,
-0.006712635,
0.02900027,
0.029337483,
0.00031152632,
-0.049710732,
0.025290933,
0.008226578,
-0.029112674,
-0.06131646,
-0.04088701,
-0.02959039,
-0.0014498378,
0.0072079157,
-0.018504532,
-0.020401353,
-0.024012335,
0.01422615,
0.02087907,
-0.015638227,
0.0013075763,
-0.0203311,
0.018940099,
0.034058455,
0.023085002,
-0.0004234914,
-0.00068364554,
-0.05996761,
0.010390358,
0.0034213013,
0.007699684,
-0.02173615,
-0.03147316,
0.040465493,
-0.039004236,
-0.018532634,
0.005374323,
0.020935273,
0.0024570844,
0.02061211,
0.036250338,
-0.010235802,
0.022691587,
0.08896788,
-0.010369282,
0.057382315,
-0.0060944124,
0.0176615,
0.016158096,
0.035323,
-0.048586693,
0.027089398,
0.024757013,
-0.010242827,
0.014219124,
-0.00049089,
-0.020569958,
0.022410577,
-0.005272457,
0.00698662,
-0.052689444,
0.004418888,
0.014071594,
0.013924063,
0.02524878,
-0.01844833,
-0.010615166,
-0.07120802,
-0.011563577,
0.040072076,
-0.011142061,
0.0020829893,
0.015863035,
-0.009238216,
0.0176615,
0.033974152,
-0.0030103235,
0.017549098,
-0.04097131,
-0.0116057275,
0.003705824,
-0.056342576,
0.036980964,
0.019628573,
-0.034451872,
0.060136218,
-0.0019512657,
0.009027458,
0.0031912238,
-0.03580072,
-0.014556337,
0.012238001,
-0.08615778,
0.0136219775,
-0.0029084573,
-0.018054916,
-0.03981917,
-0.057241812,
-0.030602029,
0.010678394,
-0.017464794,
0.025122326,
0.012547113,
-0.007952593,
-0.013938114,
0.048333783,
0.03852652,
0.04454014,
-0.04122422,
-0.019670725,
-0.000264984,
-0.054094493,
0.015863035,
-0.029449886,
-0.028578755,
0.018111117,
0.043753315,
0.038301714,
0.023984235,
0.017282138,
0.029477987,
-0.0013242613,
-0.0003416032,
-0.029787099,
0.062440503,
0.0039306325,
-0.039229047,
-0.027328258,
-0.0025958333,
0.0025694885,
-0.019740978,
0.03172607,
0.044680648,
0.022452727,
-0.0031227276,
0.00029198732,
-0.010088272,
-0.023534618,
-0.048670996,
0.028887866,
0.021750202,
-0.028803563,
-0.037290074,
0.029983805,
-0.03714957,
0.025600044,
-0.016607713,
-0.0053216335,
-0.015132408,
0.049766935,
-0.027623318,
0.016340753,
0.04237636,
-0.013326917,
-0.0017958318,
0.021806404,
0.008451386,
-0.02499587,
-0.024166891,
0.012856224,
0.003521411,
-0.018504532,
0.046479113,
0.010657318,
0.010446561,
-0.004169491,
0.022087414,
0.023169305,
0.013720331,
0.05263324,
0.055668153,
0.06940956,
-0.023632972,
0.030011907,
0.034086555,
0.052745644,
0.0081212,
0.009069609,
0.060136218,
0.03956626,
-0.01465469,
-0.0029945166,
-0.010875101,
0.01707138,
0.038582724,
0.045495577,
-0.004201105,
0.04305079,
0.015132408,
0.015497722,
-0.028115086,
-0.0041378774,
-0.049485926,
0.004787714,
0.011191238,
-0.0059925457,
-0.029225077,
-0.031782273,
0.024602458,
0.07002778,
-0.0055007776,
-0.022396525,
0.0073624714,
0.03880753,
0.04586089,
-0.008542715,
0.027061298,
0.052043118,
0.0047666384,
-0.0006243699,
0.008226578,
-0.0162424,
-0.017211884,
-0.06345214,
-0.036306538,
-0.0108399745,
-0.034845285,
-0.011001555,
-0.027243955,
-0.035238698,
0.010544914,
0.005774763,
0.011640854,
-0.033917952,
-0.0110928845,
0.068004504,
0.07559179,
0.012659517,
-0.031613667,
0.008479488,
0.010242827,
0.030770635,
-0.02225602,
-0.02794648,
0.009167963,
-0.072107255,
0.011675981,
0.0033932002,
0.048165176,
-0.0112263635,
-0.024771063,
0.017984662,
-0.031810373,
0.024602458,
-0.038161207,
0.00097563287,
-0.028086986,
0.020668313,
0.071994856,
-0.0055569797,
0.02304285,
0.01953022,
-0.017141633,
-0.0042537944,
-0.0055780555,
0.040774602,
-0.026794339,
0.010601116,
0.025937255,
-0.021750202,
-0.032203786,
-0.05046946,
-0.06806071,
-0.03363694,
-0.019684777,
-0.024728911,
-0.021848556,
0.029899502,
-0.039791066,
-0.070365,
0.013495523,
-0.018546684,
-0.025122326,
-0.0052443556,
-0.03360884,
0.033440232,
0.020794766,
-0.002181343,
-0.03470478,
0.005820427,
-0.022986647,
0.04119612,
0.018223522,
-0.015315065,
0.05746662,
0.010256878,
0.0036039578,
0.023984235,
0.060417227,
-0.020921221,
-0.031782273,
-0.0029804662,
0.036475144,
0.0061014374,
0.025571942,
0.02307095,
0.021089828,
-0.005507803,
-0.05822535,
0.043921918,
0.040802706,
0.03717767,
0.014071594,
-0.007102537,
0.01275787,
0.0073905727,
-0.06991538,
-0.032653403,
0.030180512,
-0.00044851887,
0.039987773,
-0.044146728,
0.023478415,
0.0461138,
-0.022621334,
-0.0061787153,
0.023618922,
0.02551574,
0.048699096,
0.024630558,
0.032962516,
-0.06693667,
-0.01628455,
0.0075872797,
0.04774366,
0.0050300853,
0.04931732,
0.04720974,
0.0055710305,
0.017844157,
0.0033159223,
-0.010235802,
0.03560401,
0.037514884,
-0.010622191,
-0.039116643,
-0.041336626,
-0.06131646,
0.025754599,
0.056735992,
0.037627287,
0.0057782754,
0.04293838,
-0.021694,
0.0029084573,
0.050862875,
0.045186467,
-0.0058485284,
-0.05347627,
0.05046946,
0.027047247,
0.031164048,
-0.0018335927,
0.0040992387,
0.019038452,
0.031866577,
0.004987934,
-0.006378935,
-0.042741675,
-0.03436757,
-0.0030559876,
0.038076904,
-0.019136805,
-0.01898225,
-0.0053918865,
-0.017099481,
0.014415831,
-0.03436757,
-0.0062840944,
-0.048727196,
0.03667185,
0.038357913,
0.011106934,
-0.0406903,
-0.018532634,
0.017464794,
-0.039791066,
0.004903631,
0.037037164,
-0.033524536,
0.00051240483,
-0.032119483,
-0.015624176,
-0.009568403,
0.012814073,
0.0056799217,
-0.0010924278,
-0.014542286,
0.014977852,
0.0074959514,
0.0352949,
-0.016916825,
0.033018716,
-0.0094841,
0.01520266,
-0.044287235,
-0.020134393,
-0.031557463,
-0.009245241,
0.0010757428,
0.012392557,
0.007748861,
-0.017802006,
0.0012865006,
0.018602885,
-0.048080873,
-0.030208614,
0.015427469,
0.02793243,
0.00467531,
0.033777446,
-0.0030120797,
-0.020668313,
0.026372822,
0.0067653246,
-0.013144259,
0.018532634,
-0.06384555,
0.03560401,
-0.0060733366,
-0.018532634,
-0.003811203,
-0.0036917736,
0.02959039,
-0.022691587,
-0.032203786,
-0.015315065,
-0.023085002,
-0.033917952,
0.012680593,
-0.04636671,
0.044062424,
0.020204645,
-0.041617636,
-0.010228777,
-0.020935273,
0.030798735,
0.0043310723,
0.0043661986,
-0.017675553,
0.03771159,
-0.008985306,
0.031304553,
-0.011844587,
-0.027820027,
0.016200248,
-0.05479702,
-0.0020338125,
-0.051143885,
-0.0114722485,
0.012701669,
-0.00760133,
-0.02928128,
-0.011387945,
-0.04931732,
0.011830537,
0.0038603798,
-0.01600354,
-0.010762697,
-0.04229206,
-0.02384373,
0.039650563,
-0.015174559,
-0.0487553,
-0.021483243,
0.0026678422,
-0.026105862,
0.011373894,
-0.0010862807,
-0.06395796,
-0.05342007,
-0.04937352,
0.0379645,
-0.04507406,
0.0025571943,
-0.025754599,
-0.07295029,
-0.01465469,
0.040549796,
0.02925318,
-0.037880197,
0.006666971,
-0.03956626,
0.016101893,
-0.060642038,
0.004429426,
0.018012764,
-0.01625645,
-0.019221108,
0.020907171,
-0.030040007,
-0.002047863,
0.0011582896,
0.009167963,
0.02114603,
0.028972168,
-0.03436757,
-0.054347403,
-0.016930874,
-0.0066634584,
0.0032702582,
0.006800451,
-0.012828123,
0.004183542,
-0.033131123,
0.05535904,
-0.012308254,
0.0041870545,
-0.0034230575,
-0.013031855,
0.05063807,
-0.03571642,
0.0072641177,
-0.017141633,
0.048839603,
0.006154127,
0.04962643,
0.008528665,
0.0042151553,
-0.059574198,
-0.095093906,
0.049401622,
-0.02928128,
-0.014191023,
-0.004401325,
0.018645037,
0.03686856,
-0.037093367,
0.047856066,
0.0325129,
0.0013795852,
-0.03012431,
-0.016846571,
-0.032147586,
-0.005349735,
-0.044315334,
-0.0030278866,
0.005795839,
-0.021160081,
0.038076904,
-0.04420293,
-0.051340595,
-0.038414117,
0.0024219581,
0.04985124,
-0.012954578,
0.048980106,
-0.018012764,
-0.015174559,
-0.07339991,
-0.023394113,
-0.016706066,
0.0230569,
0.0012417146,
0.026541429,
0.00026125181,
0.005953907,
-0.0067056096,
-0.042741675,
-0.020429453,
0.0649696,
-0.026738135,
-0.07390573,
-0.008275755,
0.035323,
-0.0069760825,
-0.080481365,
0.035688315,
-0.0015622419,
-0.0013795852,
-0.010214726,
0.022284122,
0.0031367783,
-0.053560574,
0.007327345,
0.043753315,
-0.0257827,
0.0015446788,
0.012301229,
0.017984662,
-0.011029657,
-0.011697057,
0.030068109,
-0.014795195,
-0.015666328,
-0.015230762,
-0.009090685,
-0.0324848,
-0.0152729135,
0.032709606,
0.02114603,
0.008458412,
0.022031212,
0.014696842,
0.030883038,
-0.00760133,
0.0042994586,
-0.016298601,
-0.025403338,
-0.054291204,
0.0022638896,
0.0042713573,
-0.008184426,
-0.016944924,
-0.011907814,
0.01071352,
0.009308469,
0.032541,
-0.025052074,
-0.09470049,
0.031332657,
-0.044399638,
-0.022635385,
-0.01259629,
-0.042460665,
-0.023647022,
0.03009621,
-0.011113959,
-0.061204057,
-0.009989918,
0.011535475,
-0.0026889178,
-0.012884325,
-0.01234338,
0.012919451,
-0.04010018,
-0.014528235,
-0.013924063,
-0.016888723,
0.016621763,
0.02357677,
0.026176115,
0.019923635,
0.004246769,
0.014275326,
0.0026432537,
-0.0028171288,
-0.041842442,
-0.020288948,
-0.03692476,
-0.001651814,
-0.023197405,
0.030461524,
0.047069237,
-0.016776318,
-0.00073853036,
0.028002683,
0.030826837,
-0.05561195,
0.043753315,
0.033131123,
-0.0030015418,
-0.021637797,
0.0005936344,
0.0060557732,
-0.04580469,
-0.012814073,
-0.032175686,
-0.012097496,
0.026653834,
0.020274898,
0.04038119,
0.074130535,
-0.0005194301,
-0.00043710283,
0.039959673,
0.004225693,
0.0069514937,
0.0033879313,
0.005328659,
-0.020541858,
-0.023759427,
-0.0030630128,
-0.01112801,
0.007805063,
-0.003705824,
0.014085644,
-0.011430097,
-0.020274898,
-0.0063297586,
0.024869418,
0.012273127,
0.062271897,
0.034002252,
-0.0460857,
0.019417817,
-0.021103878,
-0.012020218,
0.0055675176,
-0.040802706,
-0.0352106,
0.027482813,
-0.052296028,
-0.0021391914,
-0.00013413854,
-0.013579826,
-0.028564703,
-0.0037620263,
0.0040079104,
0.010383333,
0.040746503,
0.040605996,
0.020106291,
-0.023394113,
-0.03507009,
0.008374109,
-0.008437336,
-0.02413879,
-0.009385746,
0.025094226,
0.03065823,
0.048165176,
0.0062805815,
-0.055218536,
-0.012926477,
0.033693142,
0.013846786,
0.0061471015,
0.020401353,
-0.048080873,
0.029365582,
-0.044961657,
-0.02465866,
0.0036742105,
0.0035389743,
0.0257827,
0.0032333755,
-0.005564005,
0.04223586,
0.01546962,
-0.0155258225,
0.020949323,
0.02250893,
0.030068109,
-0.02790433,
0.026499277,
0.030152412,
0.048699096,
0.020822868,
0.011135035,
-0.02468676,
0.019965786,
-0.0036531347,
0.048923902,
-0.012701669,
0.005107363,
-0.0088096745,
0.016635813,
-0.018040866,
0.015034054,
-0.053644877,
-0.039762966,
0.006867191,
0.03093924,
-0.0016175659,
0.009729984,
-0.031810373,
-0.053785384,
0.0075310776,
0.0017106506,
-0.060642038,
0.025642196,
0.018940099,
0.011486298,
0.01462659,
0.017731754,
-0.012315279,
-0.0001643252,
0.018771492,
0.012540087,
0.039678663,
0.013994316,
0.01871529,
-0.016200248,
0.087675236,
-0.010172575,
0.026133964,
0.0004090018,
-0.00909771,
-0.017127581,
0.038976137,
-0.033271626,
-0.023169305,
-0.010931303,
-0.0055253664,
-0.045467477,
-0.0009220652,
0.027468763,
-0.05288615,
0.013326917,
0.067386284,
-0.026710035,
-0.034732882,
0.026162066,
0.0014349092,
-0.0064737764,
-0.011549526,
0.055640053,
0.043106988,
0.053588677,
0.06154127,
0.010095297,
0.0043942994,
0.0027837588,
-0.0128702745,
-0.055752456,
-0.047856066,
0.0015894648,
-0.026906742,
-0.013390143,
-0.017717704,
-0.007460825,
0.024841316,
-0.0068847537,
-0.014809246,
0.049935542,
0.013270714,
-0.034817185,
-0.007432724,
0.0921714,
0.02061211,
0.007042822,
0.03546351,
-0.013544699,
-0.061204057,
-0.0056342576,
-0.07694063,
0.0026239343,
0.02387183,
-0.07014018,
-0.01545557,
-0.061485067,
-0.02739851,
-0.014268301,
-0.03771159,
-0.027075348,
0.04855859,
0.038667027,
-0.000044648816,
0.03276581,
-0.024897518,
-0.00392712,
0.07283789,
0.028606854,
-0.006361372,
0.06963437,
0.030826837,
-0.026372822,
0.016439106,
0.011556551,
0.033412132,
-0.03504199,
0.013579826,
0.0061400766,
-0.0017729998,
-0.061091654,
-0.051986918,
0.011739207,
0.0284523,
-0.02552979,
0.0060346974,
-0.013003754,
-0.0016228348,
-0.04664772,
-0.0023113103,
-0.0056799217,
0.020218695,
-0.013298815,
0.006108463,
0.016748218,
-0.050272755,
0.2329014,
0.07177005,
0.03903234,
0.019333513,
0.032850113,
0.0298433,
0.006645895,
-0.021342738,
-0.0002895724,
-0.032625303,
0.011563577,
0.006673996,
0.006691559,
-0.0230569,
-0.00896423,
0.041252322,
0.012146673,
0.025600044,
-0.0024307396,
-0.018026814,
-0.056033466,
0.027707621,
-0.012856224,
0.047237843,
-0.0043661986,
-0.0015850741,
0.05811294,
-0.05046946,
-0.028831663,
-0.016382905,
0.05347627,
-0.03582882,
0.041055612,
-0.01518861,
0.0074678506,
0.010601116,
-0.008612968,
-0.039481957,
0.012750845,
-0.05024465,
0.007931517,
-0.02685054,
0.026260419,
-0.03849842,
-0.02145514,
0.066824265,
0.002119872,
0.03743058,
0.043247495,
-0.07452395,
0.034030356,
-0.040521692,
0.023028798,
-0.02519258,
-0.04746265,
-0.041252322,
-0.029168876,
-0.016860621,
0.027805975,
0.068004504,
0.009891565,
0.041111816,
0.009434923,
0.018209472,
-0.030208614,
-0.020092241,
0.01871529,
0.0189682,
0.007000671,
-0.009273342,
0.03411466,
0.0064632385,
0.00705336,
0.012912426,
0.023351962,
0.026962943,
-0.0017756342,
0.021834506,
0.0023622434,
-0.051930714,
0.025403338,
-0.049738836,
-0.01600354,
-0.042151555,
0.0033615865,
0.03768349,
-0.049682632,
0.0132496385,
-0.004664772,
0.026695983,
0.035632115,
0.015258863,
0.03195088,
-0.03228809,
0.054291204
] | To apply the preprocessing function over the entire dataset, use 🤗 Datasets [~datasets.Dataset.map] function. You can speed up map by increasing the number of processes with the num_proc parameter. Remove the columns you don't need with the [~datasets.Dataset.remove_columns] method:
encoded_minds = minds.map(prepare_dataset, remove_columns=minds.column_names["train"], num_proc=4) |
[
0.023213688,
-0.0017612843,
0.015695876,
0.018516932,
-0.014007743,
-0.016971352,
0.030236317,
-0.01039139,
0.0053382483,
0.02783542,
0.019642353,
0.006088529,
-0.01958233,
-0.03850441,
-0.025314474,
0.025389504,
-0.025689615,
-0.053149894,
-0.044116512,
-0.008778286,
-0.02433911,
-0.007750401,
-0.092254534,
-0.038594447,
-0.06236334,
0.016131038,
0.00034020547,
-0.005364508,
0.0841515,
0.062183276,
-0.018171802,
-0.0006710324,
0.015710881,
-0.0203026,
-0.0074390345,
-0.022478413,
0.008733269,
-0.0203026,
-0.023543812,
-0.024008987,
0.03799422,
-0.017226448,
0.023408761,
-0.04720767,
-0.049518537,
-0.015590835,
-0.003620105,
0.00019378347,
-0.019387256,
-0.04276601,
-0.018396886,
-0.006497432,
0.0058071734,
0.0043928945,
-0.024279088,
0.0077278926,
-0.0118169235,
0.009971232,
-0.029456025,
-0.03118167,
-0.03595346,
0.041775636,
0.0010166306,
-0.05104911,
0.014667991,
0.005191943,
-0.019927459,
0.023468785,
-0.02337875,
-0.041745625,
-0.07190692,
0.03163184,
-0.023018615,
-0.06470422,
-0.029125903,
-0.012447159,
0.0017425272,
-0.014322861,
-0.0047755376,
0.049218424,
0.0010663366,
0.024549188,
0.016025998,
-0.00895085,
-0.015223198,
-0.041715614,
0.046487402,
-0.006523692,
0.0285857,
-0.0045316964,
-0.018336864,
0.02043765,
-0.003160558,
0.014360375,
0.03238212,
0.05372011,
-0.019822419,
0.06992617,
0.0055370727,
-0.020107526,
0.050208792,
0.09903707,
-0.05573086,
0.008988365,
-0.012057013,
0.037664097,
0.0035938453,
-0.0063173645,
-0.00702638,
0.033252448,
-0.016025998,
-0.008913336,
0.05627106,
-0.011494302,
-0.019942464,
0.04159557,
0.030851549,
0.03625357,
-0.043456268,
-0.020077515,
0.017721632,
-0.005135672,
0.020767773,
0.0013167429,
0.019627346,
-0.03409276,
0.025179425,
0.009205946,
0.020797785,
-0.02345378,
0.014360375,
0.011359252,
0.027280211,
0.037153907,
0.032442145,
0.006805047,
0.015980981,
0.014142794,
0.02738525,
0.0056121005,
0.0072814757,
0.0044941823,
-0.01715142,
0.0745479,
0.015605842,
-0.010196316,
0.031211684,
-0.01694134,
-0.028405633,
-0.011404268,
-0.06602471,
0.032862302,
0.026604958,
-0.025839671,
-0.029561065,
0.008230581,
0.024924329,
-0.026184801,
-0.0299212,
0.015605842,
0.0062423367,
-0.03256219,
-0.035593323,
0.03532322,
-0.011794414,
0.04159557,
-0.024309099,
-0.0050831526,
0.0042165783,
-0.04135548,
-0.016611218,
-0.008245586,
0.0050381357,
0.000623202,
0.02834561,
0.019207189,
0.03166185,
0.019027121,
0.023813915,
0.011929465,
0.022463407,
-0.022313353,
-0.045767132,
-0.03385267,
0.008088027,
-0.011231704,
0.03139175,
0.0074803,
-0.020647729,
0.0001128352,
0.02406901,
0.04429658,
0.005079401,
-0.012147047,
-0.018832048,
0.012867317,
0.010676497,
0.04966859,
-0.0010035007,
0.0053870166,
-0.009386013,
0.027295217,
-0.04138549,
0.02824057,
-0.022943588,
-0.012942344,
0.020467661,
0.037394,
-0.010601468,
0.028795779,
0.026544936,
0.010233831,
-0.028630717,
0.021878188,
0.030626463,
-0.036463648,
-0.028420638,
0.021247953,
0.011801917,
0.035353232,
-0.0042728493,
0.00999374,
0.04330621,
0.018396886,
0.028630717,
-0.021518053,
0.022193307,
0.01664123,
0.022028245,
0.022898572,
0.008590716,
0.026484914,
0.023903947,
0.0299212,
0.0077278926,
0.035473276,
0.047027603,
0.019162172,
0.015695876,
0.01907214,
0.012942344,
-0.017721632,
0.02337875,
0.018937089,
-0.022028245,
0.028330604,
-0.013557575,
-0.019732386,
-0.05480051,
-0.015770903,
-0.024984352,
0.062063232,
0.02989119,
-0.0062948563,
-0.062423367,
-0.049968705,
0.007877949,
0.02505938,
-0.0022902323,
-0.0112917265,
0.031001603,
0.059212163,
-0.024909323,
-0.019972475,
0.028870806,
0.012109533,
0.012784786,
0.030386373,
-0.02773038,
-0.029936206,
-0.05570085,
-0.06890579,
-0.056631196,
0.008725766,
-0.0144504085,
-0.049758624,
-0.018982105,
-0.067165144,
0.035743378,
0.0032787272,
-0.0120119965,
-0.003790794,
-0.026815036,
0.00054254686,
0.036913816,
0.0093485,
-0.027595328,
0.036853794,
0.037123896,
0.045707107,
0.025584577,
-0.034242816,
-0.05714139,
-0.016956346,
-0.0055670836,
0.004824306,
0.029786149,
-0.004891831,
-0.022943588,
0.02478928,
0.0041265446,
0.0020501423,
-0.033462524,
0.004891831,
-0.036313593,
-0.011449286,
0.0275203,
-0.022193307,
0.021983229,
0.041535545,
-0.040575188,
0.0013204942,
0.043426253,
0.016041005,
-0.03283229,
0.021037875,
0.027160166,
0.0032862301,
0.00066446746,
-0.050718985,
-0.06776536,
0.027070133,
-0.004295358,
-0.031721875,
0.004734272,
0.09423527,
-0.02406901,
-0.04690756,
-0.0035619582,
-0.042465895,
-0.031571817,
-0.034723,
-0.033522546,
0.02567461,
0.015770903,
0.008860816,
-0.05305986,
-0.010008747,
0.018426897,
0.020107526,
0.025734633,
-0.014915583,
-0.017421521,
0.042255815,
-0.01739151,
0.013422525,
0.005143175,
-0.071426734,
0.008260592,
-0.017106403,
0.03742401,
-0.011119162,
0.0179017,
0.004291606,
0.022883566,
0.04699759,
-0.06620478,
0.0007906084,
-0.016956346,
0.019147167,
0.05083903,
0.03742401,
0.011089151,
0.0074615427,
-0.043156154,
-0.023738885,
0.006246088,
0.020872813,
0.062123254,
-0.017871689,
0.018501926,
0.022568448,
0.00013493332,
0.030386373,
-0.036193546,
-0.046847533,
0.089733586,
0.03403274,
0.04873824,
0.0015418271,
-0.016161049,
0.0014030251,
-0.035143156,
0.014915583,
0.0352632,
0.056060985,
-0.00085907156,
-0.025509547,
0.00092519005,
-0.004824306,
-0.006403647,
-0.004130296,
-0.020257583,
-0.036463648,
-0.04015503,
0.020977853,
0.0118169235,
0.053930186,
0.037003852,
0.026004734,
0.032232065,
-0.0019225946,
0.041055366,
0.012852311,
-0.01907214,
-0.017571578,
-0.015395762,
0.0435463,
-0.005585841,
0.024834296,
-0.02094784,
0.012507182,
-0.046877548,
0.01728647,
-0.023393756,
0.015500802,
-0.04090531,
0.014915583,
0.0024440398,
0.027745385,
-0.04234585,
-0.056751244,
-0.051469266,
0.0040215054,
0.06368384,
-0.070406355,
0.025614588,
-0.011546822,
0.011719387,
0.022343364,
0.012124538,
-0.007705384,
-0.03727395,
-0.008028005,
-0.01047392,
0.0488883,
0.053089872,
0.007915462,
-0.006486178,
-0.045076873,
-0.023903947,
-0.013242457,
-0.03457294,
-0.006471172,
0.0036313592,
-0.012147047,
-0.0076528643,
0.018606964,
-0.0088158,
-0.036463648,
0.021247953,
-0.0115693305,
0.048468143,
-0.0055333213,
-0.004156556,
-0.015755897,
-0.016821297,
-0.0057996707,
0.031601828,
0.0055183154,
-0.04795795,
-0.005068147,
0.031991974,
-0.011224201,
-0.08571208,
-0.0005781852,
0.011186687,
-0.033732627,
0.030701492,
-0.019222194,
-0.004614227,
-0.0014358499,
0.02882579,
0.018561948,
-0.0012801667,
-0.04456668,
0.00038991158,
-0.01886206,
-0.036193546,
0.05089905,
-0.033522546,
0.03118167,
-0.009978735,
-0.027700368,
-0.011344247,
-0.036073502,
-0.02540451,
-0.000098650205,
-0.004501685,
0.036643717,
0.01087157,
0.012109533,
-0.004824306,
-0.038234312,
0.03331247,
-0.0018597586,
0.0023896445,
-0.018877067,
0.06404397,
0.017511554,
0.047747873,
-0.026830042,
0.0007329306,
0.04213577,
-0.02214829,
-0.0027441522,
-0.0067112623,
-0.0023221192,
0.01565086,
-0.010248836,
-0.014060263,
-0.008290603,
-0.012387137,
0.0272502,
0.0012182685,
0.014713007,
0.010608971,
-0.025599582,
-0.023438774,
0.035023108,
0.0029879934,
-0.034422886,
-0.02348379,
0.015935965,
0.016551195,
0.0038189294,
0.048528165,
0.01052644,
-0.04597721,
-0.011231704,
0.041265447,
0.012589713,
-0.002901711,
-0.0633237,
-0.041085377,
0.022178302,
0.021247953,
0.013362502,
-0.05299984,
-0.013129914,
-0.025464531,
0.016971352,
-0.06956604,
0.0012726638,
0.0068613184,
-0.0032093262,
-0.042285826,
0.0076603675,
0.012327114,
-0.0010278848,
0.033672605,
-0.061192904,
0.033762638,
0.018486919,
-0.039704863,
-0.003387518,
-0.008268095,
0.027655352,
0.01565086,
-0.022703499,
0.0044491654,
0.010031255,
-0.025044374,
0.011981985,
-0.038264323,
-0.005150678,
-0.046517413,
-0.04549703,
0.035473276,
-0.052429624,
-0.034903064,
0.009423527,
0.069325946,
-0.0060397605,
0.02684505,
0.014360375,
0.028795779,
-0.040965334,
-0.00077654066,
-0.023558818,
-0.032232065,
0.0038339351,
0.015725886,
-0.008313112,
0.09213448,
-0.064284064,
0.03331247,
0.0569013,
-0.011494302,
0.015860938,
-0.053450007,
-0.0063511273,
-0.04306612,
-0.022433396,
-0.0035281957,
-0.050568927,
-0.037333973,
0.00012391357,
-0.039734874,
-0.06542449,
0.028285587,
-0.004130296,
0.048108008,
-0.024023993,
0.04423656,
0.015013119,
-0.035743378,
-0.065784626,
0.02786543,
-0.0012707881,
0.010668993,
0.010248836,
-0.014420398,
-0.00868075,
0.06230332,
-0.053840153,
0.013069892,
-0.017676616,
0.04678751,
0.012379634,
-0.034723,
0.020992858,
0.007037634,
-0.05906211,
-0.034152783,
-0.011756901,
-0.0003992901,
-0.038984593,
-0.018216819,
-0.0069738603,
-0.011344247,
-0.019627346,
0.0023840175,
0.014547945,
-0.017121408,
-0.007664119,
0.031211684,
0.020047504,
-0.012972356,
0.03916466,
0.07850938,
-0.032772265,
0.018892072,
-0.010481424,
-0.013587586,
-0.044176534,
-0.021172926,
0.0047830404,
0.01725646,
0.050568927,
0.019132162,
0.008748274,
0.043726366,
0.0050456384,
-0.010729016,
0.021713126,
-0.010241333,
-0.06488429,
0.013490049,
0.046307333,
-0.0050006215,
0.018742016,
-0.017301476,
-0.004419154,
-0.015268215,
0.014667991,
0.0108490605,
-0.079709835,
0.05501059,
0.005514564,
-0.029876182,
-0.023498796,
-0.043936446,
0.021413015,
0.048077997,
-0.037664097,
-0.06107286,
0.0025472033,
0.033042368,
-0.007045137,
0.018411892,
0.028420638,
0.027160166,
-0.050418872,
0.0007441848,
0.0031624336,
-0.036193546,
0.0032768515,
-0.0024084016,
-0.020557694,
-0.0165662,
-0.012964853,
0.02174314,
0.00026705308,
0.01934224,
-0.012679746,
0.004591719,
0.0020445152,
-0.006797544,
-0.0060059982,
0.02749029,
0.0764086,
-0.050658964,
0.015635852,
0.03190194,
0.015545819,
-0.034873053,
0.015515808,
0.06104285,
-0.034452897,
0.027850425,
0.0017406516,
0.033762638,
-0.041025355,
-0.019147167,
0.0028679485,
0.020992858,
-0.03139175,
0.013880195,
0.020047504,
0.03316241,
-0.0070338827,
0.00043305272,
0.004591719,
-0.025374498,
0.019627346,
0.0162961,
0.027415263,
-0.019912453,
0.0035094386,
-0.025944712,
0.012462164,
0.014322861,
-0.019897448,
-0.0002525164,
0.03118167,
-0.02543452,
-0.03550329,
0.016701251,
-0.0073114866,
0.041805647,
0.01664123,
-0.04690756,
0.0062348335,
0.0062160767,
-0.03091157,
0.0035694612,
-0.027430268,
-0.058131758,
-0.0022058256,
-0.015875943,
-0.018757021,
-0.022328358,
-0.0026409884,
0.020602712,
0.00547705,
0.0029673607,
-0.029966217,
0.04819804,
0.012484673,
-0.006981363,
-0.05104911,
0.0022339611,
-0.008568207,
0.0009162805,
-0.03307238,
-0.027325228,
0.013557575,
0.02348379,
-0.0070301313,
-0.02105288,
-0.01528322,
0.008928342,
-0.0055108126,
0.06698507,
-0.020752767,
-0.0038939575,
-0.0331324,
-0.010879072,
-0.05621104,
-0.00085672695,
0.030671481,
0.003935223,
-0.0005458293,
0.008830805,
0.024864307,
0.03922468,
0.028780773,
-0.029365992,
-0.0118169235,
0.029606082,
0.023318728,
0.0032749758,
-0.051769376,
-0.030941581,
0.045076873,
0.0094085215,
0.0358034,
-0.047567803,
0.032232065,
0.021097897,
-0.028015487,
-0.021818167,
0.0022114527,
0.010443909,
-0.018231824,
-0.03550329,
0.0076791244,
0.0020764023,
0.01087157,
0.02824057,
0.019822419,
0.010031255,
-0.009633606,
0.0073452494,
-0.041445512,
0.011576833,
0.024999358,
-0.06956604,
-0.005634609,
0.01391771,
0.016656235,
0.037784144,
0.0072739725,
-0.034452897,
0.02235837,
0.004212827,
0.040575188,
0.016010992,
-0.0026278587,
0.018366875,
-0.032472156,
0.052009467,
-0.02553956,
-0.004464171,
-0.049188413,
-0.00972364,
-0.049338467,
0.015455785,
-0.01995747,
-0.026139785,
0.015605842,
-0.03430284,
-0.027910447,
-0.06662494,
0.013887698,
-0.06476424,
0.010308859,
0.032922324,
-0.036853794,
-0.006441161,
0.035683356,
-0.01143428,
0.004884328,
0.008943347,
0.027970469,
0.026379874,
0.058251806,
-0.018081767,
-0.014030252,
0.03139175,
0.0574415,
-0.018426897,
-0.06374386,
-0.041445512,
0.0021795658,
-0.031781897,
-0.04552704,
-0.025884688,
0.017796662,
0.018486919,
0.009055889,
-0.02577965,
0.0020238825,
0.02081279,
-0.06350377,
-0.018832048,
0.042525917,
0.030821536,
-0.0028810785,
0.01386519,
-0.025569571,
-0.020452656,
-0.016821297,
-0.008568207,
0.026830042,
-0.043186165,
-0.047237683,
-0.0027291465,
-0.02893083,
-0.017886695,
0.012822299,
-0.004546702,
0.011711883,
0.0382043,
0.011786912,
0.068545654,
0.04750778,
-0.011749398,
0.0071126623,
0.03925469,
0.0094910525,
0.013595088,
0.043126144,
0.040785264,
0.04336623,
0.008493179,
-0.023768896,
-0.007982988,
0.00024548252,
0.0051094126,
-0.011854437,
0.0245792,
-0.032862302,
-0.042675972,
-0.01961234,
0.0192372,
0.02444415,
-0.019642353,
-0.021878188,
0.017811667,
-0.07058642,
-0.020602712,
-0.016236078,
0.013490049,
0.0043291203,
0.023153666,
0.045857165,
-0.03184192,
0.26794028,
0.036913816,
0.053930186,
0.018051757,
-0.0028623214,
0.06992617,
-0.0010203819,
-0.055790883,
-0.0028379373,
0.009866193,
-0.008860816,
-0.03946477,
0.003957731,
0.015515808,
-0.04306612,
0.017496549,
-0.06107286,
0.0032262076,
-0.018892072,
-0.06788541,
-0.060952816,
0.035113145,
0.016221073,
0.051499277,
0.018982105,
-0.0020632723,
0.0075515765,
-0.02337875,
-0.03481303,
-0.062243298,
0.042165782,
-0.032922324,
0.042285826,
-0.013317484,
-0.0003791263,
0.04480677,
-0.024759268,
-0.050718985,
0.013445033,
-0.0055108126,
0.0068388097,
-0.040485155,
0.02286856,
-0.0049593565,
-0.02040764,
0.016131038,
-0.005409525,
0.024234071,
0.051319208,
-0.06668496,
0.02040764,
-0.036073502,
0.03748403,
-0.035143156,
-0.04885829,
-0.0099337185,
-0.039704863,
-0.024519177,
-0.016025998,
0.024624217,
0.03430284,
-0.0075515765,
0.020122532,
0.024354115,
-0.014713007,
0.05284978,
0.0026334857,
0.031271704,
-0.027565317,
-0.010976609,
0.019252205,
-0.001901024,
-0.010113786,
-0.007097657,
0.021172926,
0.03026633,
-0.0014424149,
0.012282097,
0.0019357245,
-0.019882442,
0.049128387,
0.0110966535,
0.006970109,
-0.03925469,
0.02406901,
0.072147004,
-0.052459635,
0.0042390865,
0.0047567803,
0.029050874,
0.014968103,
0.041505534,
-0.0050456384,
-0.024534183,
-0.031691864
] |
🤗 Transformers doesn't have a data collator for ASR, so you'll need to adapt the [DataCollatorWithPadding] to create a batch of examples. It'll also dynamically pad your text and labels to the length of the longest element in its batch (instead of the entire dataset) so they are a uniform length. While it is possible to pad your text in the tokenizer function by setting padding=True, dynamic padding is more efficient.
Unlike other data collators, this specific data collator needs to apply a different padding method to input_values and labels: |
[
0.013797781,
-0.00061448343,
-0.028712146,
-0.02595694,
0.016792255,
0.020142006,
-0.020098502,
-0.013123481,
0.013319246,
0.036020692,
-0.018938415,
0.02449233,
-0.011753128,
-0.0508698,
-0.011310846,
0.04857863,
0.0044627083,
-0.069489196,
-0.03454158,
-0.025536409,
-0.000007724942,
0.009200937,
-0.053247977,
-0.06931518,
-0.03831186,
-0.022868209,
0.0044228304,
-0.026769001,
0.0763337,
0.019184934,
-0.02556541,
-0.010680048,
0.020113003,
-0.05997648,
0.0015026748,
-0.0077725807,
0.027639065,
-0.040777046,
-0.05571316,
0.008497635,
0.009461957,
-0.007130908,
0.037180778,
-0.0063949777,
-0.048491623,
-0.007787082,
-0.0028965916,
-0.008715151,
-0.0049158675,
-0.028726647,
-0.03454158,
0.008628145,
0.0065726163,
-0.019184934,
-0.020533534,
-0.025594413,
-0.0033406871,
0.011629869,
-0.029785225,
-0.04216915,
0.017169284,
-0.0031630488,
-0.0028657767,
-0.021969141,
0.021447103,
0.028581636,
0.015443654,
-0.019590965,
0.0020319642,
-0.05260993,
-0.05142084,
0.004828861,
-0.0374708,
-0.024274813,
-0.028045096,
0.00949821,
-0.014660596,
0.004585968,
-0.039007913,
0.03332349,
0.017589815,
0.030075246,
-0.0001487494,
0.014167558,
-0.011274592,
-0.019880986,
0.04121208,
-0.029466202,
-0.022955215,
-0.040371016,
-0.03320748,
0.033526506,
-0.026290465,
0.008519387,
0.03416455,
0.04176312,
-0.012441929,
0.0064602327,
0.02153411,
-0.0011419604,
0.045533404,
0.08596242,
-0.012456431,
0.03599169,
-0.017415801,
0.038978912,
0.02502887,
-0.010875813,
-0.040168002,
-0.0038210356,
-0.005296521,
-0.027871083,
-0.003331624,
-0.025652416,
-0.018909413,
0.030713296,
0.017241789,
-0.04344525,
-0.026827004,
0.040516026,
-0.02394129,
-0.00950546,
0.019373449,
-0.035527654,
-0.00040852273,
-0.045823425,
0.021708122,
0.024245812,
-0.0089471685,
-0.021737125,
-0.0036162077,
0.012739202,
0.02382528,
0.04762156,
0.026812503,
-0.009179186,
0.0052530174,
-0.01700977,
0.02075105,
0.017821832,
0.005260268,
-0.022157656,
-0.0062318407,
0.08016199,
-0.008997923,
0.00990424,
-0.006115832,
0.00896167,
-0.02972722,
0.0064022285,
-0.040806048,
0.007149034,
-0.00975923,
-0.0066414964,
-0.016545737,
-0.020156506,
0.029205183,
0.01967797,
-0.03024926,
0.030133251,
0.0374708,
-0.023332244,
-0.022491181,
0.04857863,
0.0119851455,
0.052754942,
-0.040719043,
0.002292984,
-0.0015362086,
-0.026696496,
0.043822274,
-0.020345021,
0.026986517,
0.011368849,
0.034599584,
0.020113003,
0.049187675,
0.013029223,
0.009882488,
0.0029328442,
-0.031641364,
-0.019039923,
0.004817985,
0.032714445,
0.030829303,
0.012362174,
0.0061230827,
0.016038198,
-0.01941695,
0.01886591,
0.07053327,
0.043561254,
-0.032192405,
0.0069351434,
-0.014834609,
0.008896415,
0.007036651,
0.028799152,
-0.006547239,
-0.015806181,
-0.016125204,
0.030191256,
-0.039268933,
0.0063877273,
0.010230514,
0.052957956,
0.026043946,
0.06258668,
-0.026565986,
0.014131306,
0.008142359,
0.037441798,
-0.042256158,
0.017473806,
0.0008922698,
-0.0054379064,
-0.0053073964,
-0.001431982,
0.0025376896,
0.010767055,
0.017720325,
0.020852558,
0.021229586,
-0.0057750563,
-0.04564941,
-0.040777046,
-0.0048941155,
0.035962686,
0.07575366,
0.01698077,
-0.022708697,
0.028538132,
-0.030974314,
0.050115746,
-0.0036470224,
0.031670365,
0.04002299,
0.015994696,
-0.0118763875,
-0.0075405636,
0.0017691322,
-0.016893763,
0.03454158,
0.022520183,
-0.011419604,
0.009693975,
0.018097352,
0.0005179606,
-0.048781645,
0.002550378,
-0.035701666,
0.053479996,
-0.02341925,
-0.0070294,
-0.032395422,
-0.035382643,
0.01915593,
0.027001018,
-0.02381078,
0.0025032496,
0.015052125,
0.015530661,
0.0015534286,
0.029959239,
0.05234891,
0.028204607,
0.004103807,
0.026928512,
-0.009128432,
0.0052131396,
-0.044924356,
-0.07221539,
-0.05420505,
0.022099651,
-0.033091474,
-0.03358451,
0.01928644,
-0.0020301517,
0.0073556746,
-0.01902542,
0.005644547,
-0.009983996,
-0.016154207,
0.04753455,
0.053712014,
0.016110703,
-0.031467352,
0.020794554,
-0.0054959105,
0.03787683,
-0.009208188,
0.04202414,
0.00091628724,
-0.0254494,
0.022549184,
0.017604316,
0.004031301,
-0.030133251,
-0.028480127,
-0.0027678944,
-0.026029445,
-0.031496353,
-0.024608338,
-0.0035618288,
-0.047418542,
0.012209913,
0.035092622,
-0.020084001,
0.0043467,
0.025188383,
-0.048085593,
0.03761581,
0.014008047,
-0.01928644,
-0.023926787,
0.03706477,
0.020780053,
0.012608692,
-0.014892613,
-0.029466202,
-0.045417394,
0.025014369,
-0.0057460545,
0.01712578,
-0.018053848,
0.059744466,
-0.003868164,
-0.043938283,
0.021766126,
-0.049158674,
-0.019561961,
-0.067111015,
0.029089173,
0.025043372,
0.00039945953,
0.015023123,
-0.048955657,
0.015864186,
-0.015617667,
0.016560238,
0.029814228,
-0.060440518,
0.024970867,
0.03529564,
-0.005996198,
-0.014087803,
0.02972722,
-0.044866353,
-0.022244662,
-0.016821258,
0.032685444,
-0.0065907426,
-0.003337062,
-0.006246342,
0.030017244,
0.022433177,
-0.039123923,
0.025724921,
0.021751625,
0.077261776,
0.044547327,
-0.0056699235,
0.027334543,
0.031873383,
-0.041299086,
-0.012862461,
0.03291746,
-0.0049303686,
0.0521459,
-0.029263187,
-0.0010612981,
-0.014493833,
-0.03491861,
0.013217738,
0.0074753086,
-0.045127373,
0.040922057,
0.010469782,
0.05142084,
-0.004172687,
-0.0127247,
0.008939918,
-0.014595341,
-0.0015053938,
0.03291746,
0.03694876,
-0.0016295593,
0.0441413,
-0.031467352,
0.00001737581,
0.020113003,
0.035353642,
-0.04269119,
-0.03428056,
-0.065776914,
-0.017604316,
0.01940245,
0.025536409,
0.053247977,
0.008852911,
0.014892613,
-0.035237633,
-0.011202087,
0.042894207,
-0.012246165,
-0.01792334,
-0.04292321,
0.053683013,
-0.0037376543,
-0.028987667,
-0.03375852,
0.011006323,
-0.0016920952,
0.039123923,
-0.020243512,
0.01431982,
-0.061658606,
0.0005542133,
-0.04695451,
0.027552059,
-0.013457006,
-0.08486034,
-0.024709847,
0.015675671,
0.040661037,
-0.034309562,
0.0040204255,
-0.015748177,
0.0062427167,
0.0059381938,
-0.036484726,
-0.03958796,
-0.013565764,
-0.045707416,
-0.0037449049,
0.040487025,
0.003579955,
-0.031757373,
0.04344525,
0.017038774,
-0.01685026,
-0.013043725,
-0.017575312,
-0.032830454,
0.00075722847,
0.052812945,
0.00147186,
0.011049826,
-0.02088156,
-0.007533313,
-0.005927318,
-0.043677263,
0.074071534,
-0.022491181,
0.00882391,
0.014435829,
0.017285291,
0.022969717,
0.054553077,
-0.006007074,
-0.062412664,
-0.012659446,
0.07882789,
0.015298643,
-0.06751704,
-0.0016078076,
0.037267786,
0.0016359035,
0.018184358,
-0.00042460984,
0.008497635,
0.023230735,
0.052377913,
-0.045533404,
-0.029132677,
-0.060556524,
0.00290928,
-0.027726071,
-0.031931385,
0.038862903,
-0.04135709,
0.035353642,
0.017038774,
-0.033381496,
-0.033671517,
-0.029089173,
-0.03544065,
0.021360096,
-0.007888589,
0.012572439,
0.0007635727,
-0.02556541,
0.0025467528,
-0.050028738,
0.00541978,
-0.0016676246,
-0.050811797,
-0.0055756667,
0.047824573,
-0.020794554,
0.012760954,
-0.042256158,
-0.066879,
0.043561254,
-0.04669349,
0.02703002,
0.022056147,
0.015559663,
0.01285521,
-0.0005433375,
-0.02207065,
0.024796853,
0.020867059,
-0.015023123,
0.012536187,
-0.013101729,
-0.030945312,
0.008403378,
-0.03706477,
0.06484885,
-0.058265354,
-0.06583492,
-0.046490476,
0.05591618,
0.002133472,
-0.029103674,
0.01928644,
-0.020809054,
-0.04738954,
-0.03842787,
0.06090455,
-0.031554356,
-0.01764782,
-0.039529953,
-0.06415279,
-0.013725275,
0.009548964,
0.018445378,
-0.06102056,
-0.026159955,
-0.054437067,
0.012101154,
-0.036223706,
-0.03520863,
-0.00025150317,
-0.021780627,
-0.037296787,
0.0033678766,
-0.019909987,
-0.011557364,
-0.014406826,
0.018242363,
0.010469782,
0.039268933,
-0.040864054,
0.011093329,
-0.037673816,
0.036629736,
0.028045096,
-0.009019674,
0.022955215,
4.2483643e-7,
-0.01057129,
0.03831186,
-0.05472709,
-0.023100225,
-0.00989699,
-0.020983068,
0.059918478,
-0.03416455,
-0.009614218,
0.021722624,
0.037934836,
-0.005474159,
0.06856112,
-0.0032337417,
-0.032192405,
-0.061658606,
-0.036165703,
-0.0022386047,
-0.033381496,
-0.0010875813,
0.01766232,
0.0067393784,
0.029277688,
-0.04373527,
0.02597144,
0.045301385,
0.03790583,
-0.016618242,
-0.027653566,
0.011499359,
0.01660374,
-0.015066626,
0.018140856,
-0.04469234,
-0.025043372,
-0.01177488,
0.010165259,
-0.039645962,
-0.01486361,
-0.002356426,
0.02301322,
-0.014203811,
0.021374596,
0.0033461251,
-0.049622707,
-0.046780497,
0.006529113,
0.017038774,
0.015559663,
0.0061230827,
0.017908838,
-0.008048101,
0.009302445,
-0.021186084,
-0.035150625,
-0.0021207836,
0.060962554,
-0.015835183,
-0.04344525,
0.019503957,
0.048810646,
-0.031670365,
-0.02555091,
0.025985941,
-0.03442557,
-0.02075105,
-0.03332349,
-0.02584093,
-0.0240863,
-0.018894913,
-0.019648967,
0.04231416,
-0.049941733,
0.020823557,
0.003839162,
0.026536983,
-0.069431186,
0.041299086,
0.031003317,
0.0037920333,
-0.018256864,
-0.045330387,
-0.033091474,
-0.04269119,
0.0010848623,
0.01967797,
0.02394129,
-0.017328795,
0.082946196,
0.016139707,
0.07041726,
-0.018169858,
0.03401954,
-0.01660374,
-0.012492684,
-0.04791158,
-0.019474955,
0.024260312,
0.029538708,
0.018242363,
-0.009382201,
0.004828861,
0.034570582,
0.051217828,
-0.007312171,
-0.09999947,
0.02127309,
-0.024709847,
-0.0334685,
-0.018981919,
-0.004926743,
-0.0065689906,
-0.004513462,
-0.036774747,
-0.035092622,
0.012434679,
-0.02785658,
-0.033816528,
0.0076855742,
-0.032395422,
-0.0074608075,
-0.029959239,
-0.029248685,
-0.051478848,
0.0022839208,
0.0035491402,
0.022665193,
0.0052566426,
0.017183784,
-0.022273663,
0.029350193,
-0.0005863876,
0.013029223,
0.014356073,
0.008236616,
-0.019706972,
0.015530661,
-0.030539282,
0.027798576,
0.056815244,
-0.021186084,
0.025144879,
0.020794554,
0.020693047,
-0.01941695,
0.02756656,
0.023622265,
-0.0087731555,
0.029089173,
0.0057968083,
0.035353642,
-0.0103247715,
0.0072287903,
-0.013768779,
-0.057627305,
-0.0018162607,
0.031467352,
0.035904683,
0.055336136,
0.037151776,
0.030713296,
-0.015806181,
0.012449181,
0.008541138,
-0.00009323744,
0.025188383,
0.01819886,
-0.0043104473,
-0.03944295,
0.020272516,
-0.008642646,
-0.05658323,
0.010796057,
-0.020954065,
-0.0056119193,
-0.02462284,
0.029147178,
0.051710863,
0.044895355,
0.014834609,
-0.037412796,
-0.011115081,
0.008889164,
-0.02621796,
-0.0052167648,
-0.07598568,
-0.0117241265,
0.030336266,
-0.06484885,
0.0025105001,
-0.019706972,
0.008628145,
0.032192405,
0.04828861,
0.01566117,
0.017067775,
0.01766232,
0.020664044,
0.028335117,
-0.03839887,
-0.017343296,
-0.014116805,
-0.002470622,
-0.019837482,
-0.0151971355,
-0.005941819,
0.043822274,
0.010941068,
-0.024231311,
-0.040429022,
-0.001098457,
0.014530086,
-0.0055212877,
0.000050243987,
0.018793404,
-0.050376765,
0.015400151,
-0.0075405636,
0.018590389,
-0.0032881207,
0.020403024,
0.008910916,
0.007210664,
0.0056916755,
0.03999399,
0.049854726,
-0.040835053,
0.013877537,
0.018445378,
0.032395422,
-0.03129334,
-0.0045968434,
-0.009911491,
0.026507981,
0.025318893,
0.024115302,
-0.01792334,
0.04216915,
0.014820107,
-0.01899642,
-0.02088156,
0.02356426,
0.016676245,
-0.03280145,
0.00048759894,
-0.032192405,
-0.011760379,
-0.0374998,
0.018517883,
-0.0119198905,
-0.0019032672,
-0.021374596,
0.006583492,
-0.018155357,
-0.016357223,
0.004455458,
-0.052957956,
0.016951766,
0.0013060039,
0.013261241,
0.030974314,
0.02984323,
-0.025115877,
0.030858306,
0.0049557453,
0.02330324,
0.018300368,
-0.02607295,
0.024405323,
-0.011890888,
0.015139131,
-0.0065798666,
0.014667846,
0.023506256,
0.0040095495,
0.005706176,
0.014196561,
0.012818958,
-0.015820682,
0.0043793274,
-0.0137107745,
-0.0053907777,
-0.05794633,
0.038485877,
-0.032975465,
0.019735975,
0.03587568,
-0.024941863,
-0.047186527,
0.03184438,
-0.038224857,
0.03758681,
0.0050246255,
0.068155095,
0.017879836,
0.107076004,
0.035672665,
-0.028320616,
0.010042001,
0.02863964,
-0.007069278,
-0.021708122,
-0.011963394,
0.018372873,
-0.0119851455,
-0.04240117,
-0.026652992,
0.035498653,
0.039935984,
-0.032337416,
-0.035759673,
0.004843362,
0.00008049234,
-0.021737125,
0.0023691144,
0.07523162,
-0.022607189,
0.01365277,
0.014203811,
-0.018372873,
-0.0522039,
0.01766232,
-0.006434856,
0.042256158,
-0.03036527,
-0.057076264,
-0.0077798315,
-0.048230603,
-0.013029223,
0.0048397365,
-0.0120068975,
-0.01888041,
0.021896636,
0.017314294,
0.029103674,
0.026406473,
-0.027117027,
-0.02195464,
0.080278,
0.0057895575,
0.04364826,
0.05986047,
0.07505761,
0.013000221,
-0.015356648,
-0.023448253,
-0.006917017,
-0.014820107,
0.04266219,
0.040516026,
-0.0020700297,
-0.009215439,
-0.061774615,
-0.053073965,
0.0214326,
-0.012768204,
0.004404704,
-0.028262611,
0.01766232,
-0.057917327,
0.01753181,
-0.006474734,
0.04727353,
-0.014022548,
-0.008135108,
-0.0029672843,
-0.036368717,
0.25011468,
0.066820994,
0.05539414,
0.006315222,
0.041966137,
0.071229324,
-0.019184934,
0.004759981,
-0.024651842,
-0.036310714,
-0.0021515982,
-0.018271366,
0.017488306,
0.061078563,
0.012101154,
0.007605818,
-0.045185376,
0.0034295062,
0.02169362,
-0.015458155,
-0.0347736,
0.007721827,
0.050956808,
0.00076538534,
-0.0035872057,
0.034599584,
0.017763827,
-0.021461604,
-0.005176887,
-0.04695451,
0.046896506,
-0.034048542,
0.023651266,
-0.022259163,
0.027349044,
0.050521776,
-0.008127857,
-0.058323357,
-0.0028277114,
-0.035643663,
-0.012623194,
-0.013130731,
-0.018561387,
0.025144879,
-0.0074064285,
0.014356073,
-0.002088156,
0.037180778,
0.090718776,
-0.048926655,
0.02782758,
-0.09135683,
-0.013442504,
-0.019199435,
-0.04350325,
-0.009280694,
-0.030017244,
-0.025985941,
-0.030452276,
0.044257306,
0.012282418,
0.005872939,
-0.00042483644,
-0.015617667,
-0.023129229,
-0.0017392237,
-0.00019791714,
0.017995846,
-0.024738848,
-0.009215439,
-0.0030524782,
-0.00024515894,
0.010448031,
-0.016560238,
0.044489324,
0.03399054,
-0.01966347,
0.025405899,
0.017314294,
-0.05629321,
0.009005173,
-0.004778107,
-0.0027787702,
-0.012238914,
0.010136258,
0.03761581,
-0.012514435,
-0.0057424293,
-0.01888041,
0.010796057,
0.025188383,
0.04135709,
0.008512136,
-0.011093329,
0.0455044
] |
def call(self, features: List[Dict[str, Union[List[int], torch.Tensor]]]) -> Dict[str, torch.Tensor]:
# split inputs and labels since they have to be of different lengths and need
# different padding methods
input_features = [{"input_values": feature["input_values"][0]} for feature in features]
label_features = [{"input_ids": feature["labels"]} for feature in features]
batch = self.processor.pad(input_features, padding=self.padding, return_tensors="pt")
labels_batch = self.processor.pad(labels=label_features, padding=self.padding, return_tensors="pt")
# replace padding with -100 to ignore loss correctly
labels = labels_batch["input_ids"].masked_fill(labels_batch.attention_mask.ne(1), -100)
batch["labels"] = labels
return batch |
[
0.0090494575,
0.007920887,
-0.04246766,
-0.011717619,
-0.023672098,
-0.006221066,
-0.0030722176,
0.016413026,
-0.0050437315,
0.030624645,
0.029454276,
0.012581462,
0.028618298,
-0.032101538,
0.012372468,
0.02499573,
-0.02325411,
-0.027893785,
-0.057180867,
-0.012602362,
-0.0012017178,
0.057125133,
-0.06398015,
-0.006287248,
-0.045282118,
-0.017430132,
0.005123846,
0.0081995465,
0.0656521,
0.039708935,
0.019784803,
-0.030708242,
-0.031460624,
-0.051440485,
0.00819258,
-0.014093189,
0.014685339,
0.0012983776,
-0.027712656,
-0.02461954,
0.025720242,
0.035361852,
-0.019366814,
-0.021164166,
-0.058016844,
-0.022724656,
0.020983037,
-0.013264177,
0.01897669,
0.0034396993,
-0.030429583,
0.019129954,
0.029900132,
-0.0136682335,
-0.013257211,
-0.010846809,
-0.03120983,
0.0045700106,
-0.048932552,
-0.015005797,
0.038817227,
-0.005270142,
-0.0065241084,
-0.026110366,
0.02895269,
0.012107742,
-0.012365501,
-0.02711354,
-0.018293975,
-0.04363803,
-0.011585256,
0.0021683169,
-0.030011594,
-0.005594083,
-0.012135608,
0.0099481335,
0.031795014,
0.006868949,
-0.0348324,
0.03310471,
0.013800597,
0.045839436,
0.008088083,
0.01911602,
0.0110209705,
-0.025274388,
0.011759418,
-0.016371228,
-0.02048145,
-0.027155338,
-0.012525731,
0.02618003,
0.015702445,
0.004890469,
0.048542432,
-0.0111951325,
-0.024926065,
0.03511106,
0.02052325,
0.0014507694,
0.028130645,
0.09569157,
0.023100847,
0.021930479,
-0.038705762,
0.064203076,
0.027238935,
-0.019046355,
-0.033857092,
-0.018586569,
0.048263773,
-0.007872122,
0.021888679,
-0.04589517,
0.025023594,
0.03564051,
-0.033021115,
-0.000820303,
-0.039513875,
-0.0014455445,
0.015437719,
-0.030234521,
0.011515591,
0.012623262,
0.012421234,
-0.048932552,
-0.030401718,
0.046062365,
-0.038900822,
-0.011710652,
-0.002702994,
-0.017304735,
-0.0034118334,
0.011564356,
0.0031418824,
0.029314946,
-0.032268733,
-0.0059040915,
-0.008896194,
-0.060134653,
0.02414582,
-0.0070326612,
0.013257211,
0.08610569,
0.0010397471,
0.034943864,
-0.0040997732,
0.00470934,
-0.030652512,
0.0041276393,
-0.035222523,
0.02970507,
-0.0322966,
-0.003120983,
0.007725826,
0.015855707,
0.011236932,
0.006241966,
0.0044237147,
0.0037653823,
0.024410546,
-0.018154645,
-0.030429583,
0.01977087,
0.00070317904,
0.020258524,
-0.051301155,
-0.03299325,
0.0002134573,
-0.05784965,
0.01676135,
-0.023644233,
0.026904546,
-0.019380746,
0.035612643,
0.049684934,
0.08226019,
-0.011710652,
0.04792938,
0.0001263763,
-0.027016008,
-0.044056017,
0.027991315,
0.030819707,
0.012602362,
0.045588642,
0.003079184,
0.028924825,
-0.043749493,
-0.020286389,
0.03427508,
0.040071193,
-0.027531529,
0.023602434,
-0.031154098,
0.009432614,
0.0026455207,
0.073844686,
-0.009140021,
-0.0134174405,
-0.026152166,
0.018600501,
-0.074290544,
0.0070047956,
0.0042042704,
0.03338337,
0.0105472505,
0.0040544914,
-0.064481735,
0.0010832876,
0.043610163,
0.014894334,
-0.026820946,
-0.0033961588,
0.03249166,
0.021972276,
-0.038705762,
0.034915995,
0.00012387271,
-0.0059110583,
0.04160382,
-0.011264798,
0.0064997254,
0.029677203,
0.034442276,
-0.071782604,
-0.011174234,
0.074736394,
0.00781639,
0.034943864,
0.02137316,
0.010728379,
0.003734033,
0.053251773,
0.027364332,
0.024772802,
0.074457735,
0.021442825,
0.017666992,
0.00064178696,
0.05408775,
-0.008143815,
0.060413312,
0.004691924,
-0.03263099,
0.005513969,
-0.0044689965,
0.024159752,
-0.04957347,
0.059521604,
-0.030150924,
0.06570784,
0.025288321,
0.021164166,
-0.0880563,
-0.029370679,
0.023546701,
0.029398544,
-0.021846881,
0.000025974628,
-0.017165406,
0.038287774,
0.013925993,
0.014162853,
0.021832947,
0.061416484,
0.040656377,
0.010038697,
-0.010923441,
-0.006391745,
-0.039513875,
-0.04157595,
-0.042049672,
-0.041826744,
-0.020021662,
-0.0054721697,
-0.0075934627,
-0.033968557,
-0.020328188,
-0.017332602,
0.020774042,
0.0022379817,
-0.009732172,
0.051106095,
0.037786186,
0.0027691757,
-0.038538568,
0.0034362162,
-0.008958893,
0.006942097,
0.015228725,
-0.022139473,
0.016886747,
-0.03341124,
0.04684261,
-0.004994966,
0.009627675,
0.003542455,
-0.02137316,
0.0039534774,
-0.058072574,
0.022055876,
-0.014573876,
0.0072242394,
-0.024884265,
0.030345986,
0.016496625,
-0.007112776,
0.014079256,
0.017304735,
-0.03469307,
0.044418275,
0.008861362,
-0.059855994,
-0.042300466,
0.030095192,
0.026068566,
-0.019617608,
-0.0347488,
-0.030234521,
-0.034080017,
-0.011459859,
-0.004068424,
-0.04779005,
-0.026611952,
0.032185137,
-0.036281426,
-0.024981797,
-0.0089728255,
-0.058629893,
-0.034247216,
-0.042384062,
0.00020964751,
0.03318831,
0.01822431,
-0.015479518,
-0.039792534,
0.046257425,
0.02622183,
0.022613194,
0.02796345,
-0.02461954,
0.035612643,
0.045087058,
0.006680854,
0.020202791,
0.014950066,
-0.00023490099,
0.0087498985,
0.027475797,
-0.015493451,
0.011661887,
0.018154645,
0.0077606584,
-0.019784803,
0.026584087,
-0.021219898,
0.026333293,
0.010798044,
0.013229345,
0.014079256,
0.0071824407,
0.0034623404,
-0.003789765,
-0.021888679,
-0.029788667,
-0.0029868782,
-0.0028214243,
0.0173744,
-0.07819177,
0.015326256,
-0.0056428486,
0.007663128,
-0.026235763,
0.0059946557,
-0.01925535,
0.031377025,
0.068160035,
0.04160382,
-0.019380746,
-0.012142574,
-0.00015424221,
-0.0018060599,
0.004806871,
0.0055557676,
0.044139616,
-0.009369915,
0.008067183,
0.003831564,
-0.0061792675,
0.0030600263,
0.01205201,
-0.008129882,
-0.02301725,
-0.04450187,
-0.04937841,
0.013257211,
0.029259214,
0.005942407,
-0.013598569,
-0.0009779196,
-0.013765764,
-0.009829703,
0.029621473,
0.025678445,
0.002441751,
-0.016217966,
0.01840544,
0.002845807,
0.01892096,
-0.015590982,
-0.030903304,
0.014950066,
-0.027851986,
0.013612501,
0.00056994514,
-0.02066258,
0.040321983,
-0.03756326,
0.024870332,
0.027726589,
-0.009962066,
-0.031655684,
0.022334535,
0.030791841,
-0.043331504,
0.006841083,
-0.064370275,
0.049266946,
0.041826744,
-0.035947036,
-0.06537344,
-0.052248597,
-0.022390265,
-0.041966073,
0.0046814745,
0.084823854,
-0.034915995,
0.03249166,
-0.06102636,
-0.004618776,
0.004197304,
-0.011139401,
-0.06331137,
-0.021261696,
0.001186914,
0.022585327,
0.03263099,
-0.006607706,
-0.008903161,
0.017444065,
-0.0546172,
0.016984278,
-0.034247216,
0.0360585,
-0.00027735298,
0.013375641,
-0.010888608,
0.040377717,
0.010791077,
-0.03168355,
0.014824669,
0.0026768697,
-0.022014076,
-0.03817631,
0.046201695,
-0.0043993318,
0.009662507,
0.04009906,
-0.01911602,
-0.032658856,
0.023086915,
0.02716927,
-0.032603126,
0.0009004175,
-0.0335227,
0.008206513,
-0.03341124,
-0.01648269,
0.015103328,
-0.045031324,
0.042495526,
-0.0013358225,
-0.039012287,
0.014072289,
-0.058797088,
0.0173744,
-0.020369986,
-0.0459509,
0.044139616,
-0.028701896,
-0.0128183225,
-0.0009970774,
-0.034302946,
0.016677752,
-0.023184445,
-0.0062489323,
-0.01304125,
0.040544912,
0.007934821,
0.005796111,
-0.03926308,
-0.04787365,
0.01873983,
-0.027364332,
-0.0053850887,
-0.009335083,
-0.0010928665,
0.018196445,
-0.00063438504,
-0.019506143,
0.02400649,
-0.025246523,
0.006649505,
-0.04547718,
0.013884194,
-0.00007918928,
-0.035612643,
-0.012811356,
0.042774186,
0.0021874746,
-0.046062365,
-0.050966766,
0.0006814088,
-0.013208445,
0.048040845,
0.03059678,
-0.05297311,
-0.004002243,
-0.035361852,
0.0018339258,
-0.019743003,
-0.029677203,
-0.05447787,
-0.074179076,
-0.007468066,
0.017806321,
0.032073673,
-0.05620556,
-0.018098915,
-0.025775975,
0.0029555291,
-0.002584564,
-0.009906334,
0.009787904,
-0.015660647,
-0.018809495,
0.034107886,
-0.014894334,
-0.029342813,
-0.012727759,
0.011647955,
0.045700107,
0.009397781,
-0.039430276,
-0.021010904,
-0.007377502,
-0.023560634,
-0.018684098,
0.040321983,
0.013473172,
0.025162924,
-0.024842467,
0.04260699,
-0.032798186,
-0.021874746,
-0.040433448,
-0.030429583,
0.017165406,
-0.017262938,
-0.016134366,
-0.001598807,
0.022989383,
-0.022390265,
0.001727687,
-0.0057334127,
-0.017806321,
-0.068104304,
-0.06899601,
0.016399093,
0.00028105392,
0.006931647,
0.0124491,
0.001759907,
0.060301848,
-0.026040701,
0.039151616,
0.04935054,
0.0016467016,
0.0059876894,
-0.048737492,
-0.008917094,
-0.008784731,
0.0073357034,
0.013201479,
-0.045337852,
0.0051203626,
0.025511248,
0.013396541,
-0.044278946,
-0.03619783,
0.043526564,
0.043387234,
-0.011383228,
0.030875439,
0.023003316,
-0.019325014,
-0.028158512,
0.0065554576,
0.032129403,
0.020885507,
0.03803698,
0.056372754,
0.04132516,
-0.003831564,
0.0059981393,
-0.016204031,
0.000891274,
0.008680234,
-0.017304735,
-0.040851437,
0.04631316,
0.025901372,
-0.045393582,
-0.018377574,
0.022250935,
0.011027938,
-0.026430825,
-0.04001546,
0.03427508,
0.045198523,
-0.016552355,
0.0359749,
0.04274632,
-0.03591917,
0.016176166,
-0.004897435,
-0.00659029,
-0.07300871,
0.017053943,
0.058574162,
0.0018025766,
-0.03945814,
-0.047009807,
0.017778456,
-0.02307298,
-0.021860814,
0.047678586,
-0.006273315,
-0.007844256,
0.039513875,
0.041910343,
0.017639127,
-0.025455518,
-0.00080985326,
0.0057159965,
-0.0033090778,
-0.08599423,
-0.017680926,
0.03497173,
-0.00074018846,
0.03653222,
0.01798745,
0.023086915,
0.040238388,
0.036225695,
-0.006489276,
-0.09964853,
0.016120434,
-0.034943864,
-0.027977383,
-0.009982966,
-0.02697421,
-0.041938208,
0.021819014,
0.016496625,
-0.030234521,
0.003821114,
0.02697421,
0.030345986,
-0.011982345,
-0.059911724,
0.009383848,
-0.03271459,
-0.034999594,
-0.021888679,
0.0030025528,
0.021094501,
0.054533605,
-0.039374545,
-0.024215484,
-0.027670858,
-0.013403507,
-0.010609949,
0.00043845281,
-0.037869785,
-0.03332764,
-0.005531385,
0.026876679,
-0.033745628,
0.0050332816,
0.023881093,
-0.025399785,
0.021958344,
0.009962066,
0.030847572,
0.0071336753,
-0.0022031493,
0.024605606,
-0.0248564,
0.0067191697,
0.0017851604,
0.0014080998,
-0.026096433,
0.0017511989,
-0.04600663,
0.004949684,
0.015312322,
0.0081507815,
0.03162782,
0.03399642,
-0.009007658,
-0.057793915,
-0.020565048,
0.020983037,
0.025762042,
-0.0076770606,
0.020648645,
0.009767004,
0.0019140403,
-0.03812058,
0.027225003,
0.021930479,
-0.033912823,
0.0048277704,
-0.019004557,
-0.01553525,
-0.014448479,
-0.021554288,
-0.02909202,
0.047344197,
0.0018356674,
-0.008088083,
0.0020725278,
-0.020258524,
-0.032352332,
-0.0013184063,
-0.05851843,
-0.004260002,
0.051189695,
-0.040126923,
0.0010728379,
0.020244591,
-0.033884957,
-0.0021926996,
0.020704377,
-0.0029572707,
-0.05066024,
0.024926065,
-0.004260002,
0.04436254,
-0.034163617,
-0.051858474,
0.025887439,
0.010205893,
-0.030875439,
-0.026820946,
-0.011668853,
0.06286551,
0.05149622,
-0.018391507,
-0.048403103,
-0.01723507,
0.014148921,
-0.0052666585,
-0.0124073,
0.03338337,
-0.015075462,
0.004413265,
-0.03277032,
0.013682166,
-0.03795338,
0.02796345,
-0.0086872,
0.0029363711,
0.02165182,
0.027420064,
-0.014448479,
-0.034581605,
-0.008032351,
0.019506143,
0.035724107,
-0.004361016,
-0.006548491,
0.024382679,
0.06531771,
0.028395372,
0.045337852,
-0.02066258,
0.0029642372,
0.008095049,
-0.0034257665,
-0.04246766,
-0.019826602,
0.016886747,
0.037228867,
0.011515591,
-0.045588642,
-0.030067327,
-0.014183753,
-0.006757485,
0.0030687344,
-0.010526351,
0.024535941,
0.02909202,
-0.02471707,
0.0348324,
0.029900132,
-0.053168174,
0.025678445,
-0.03182288,
0.06002319,
-0.007711893,
0.004455064,
0.0076909936,
0.011668853,
0.041074365,
0.005447787,
0.023936825,
-0.0016745676,
0.042161137,
-0.02471707,
0.031126231,
-0.027768388,
0.018502971,
-0.02659802,
-0.028158512,
0.0022954552,
0.031460624,
0.036002766,
0.027935583,
0.01670562,
-0.029649338,
0.023184445,
-0.04678688,
0.0136682335,
-0.049879994,
0.007109293,
0.0035041394,
0.018851295,
-0.013375641,
0.02560878,
0.0057543125,
0.018447239,
-0.010693546,
0.07066797,
0.031711414,
0.107116595,
0.046731148,
0.010164094,
-0.0063708457,
0.021261696,
-0.0030478348,
-0.01911602,
-0.023616366,
0.0360585,
0.020732244,
-0.07011065,
-0.04929481,
0.02147069,
0.008666301,
-0.0030757007,
-0.024410546,
0.013584635,
-0.0005716867,
-0.015507384,
-0.017026076,
0.07033358,
0.0066146725,
0.02942641,
0.0029259215,
0.03756326,
-0.028019182,
0.0097739715,
-0.04561651,
0.025915304,
-0.025650578,
-0.00310705,
-0.029510008,
-0.0248564,
0.018112848,
0.016789217,
-0.01577211,
-0.018182512,
-0.00040732135,
0.018447239,
0.01591144,
-0.008819563,
-0.028729763,
-0.023198377,
0.04787365,
0.059242945,
0.0052353097,
0.06687821,
0.047539257,
0.0016710843,
-0.024772802,
-0.013953859,
0.0070361444,
0.010575117,
0.046341024,
0.029203484,
0.010707479,
0.0072521055,
-0.05107823,
-0.04450187,
0.041269425,
-0.02509326,
0.02641689,
-0.05433854,
-0.01709574,
-0.07925067,
-0.019004557,
-0.025831707,
0.02622183,
-0.0090982225,
-0.0029154718,
-0.011606155,
-0.09875682,
0.22827761,
0.07300871,
0.029816533,
0.046536084,
0.021247763,
0.04765072,
0.012463032,
-0.024981797,
0.0047859717,
0.0055453177,
0.006315114,
-0.032045808,
-0.03263099,
0.019924132,
-0.0008978051,
0.056233425,
-0.0224042,
-0.041130096,
0.022250935,
-0.03282605,
-0.04636889,
0.051858474,
0.047901515,
0.022055876,
0.013647334,
-0.007906955,
0.025455518,
-0.051886342,
0.020913372,
-0.02400649,
0.017917786,
-0.01416982,
0.023086915,
0.0010319098,
0.023797495,
0.048096575,
0.018015316,
0.020509316,
-0.0005860551,
-0.009209686,
0.027197137,
-0.041548084,
-0.021456758,
-0.005301491,
-0.01958974,
0.028269975,
-0.04787365,
0.01765306,
0.043415103,
-0.05442214,
0.059521604,
-0.08616142,
0.024605606,
-0.024117952,
-0.039653204,
-0.0005834427,
-0.04425108,
-0.034860265,
-0.046926208,
0.04656395,
0.026249696,
-0.02165182,
-0.017680926,
0.005789145,
0.0029485626,
0.026779149,
-0.040517047,
0.010839842,
-0.014009591,
0.013403507,
0.018558702,
-0.003565096,
-0.0273922,
-0.083876416,
-0.02174935,
0.030959036,
-0.038705762,
0.02273859,
-0.0021021352,
-0.040349852,
0.027740523,
-0.00096572825,
-0.0021021352,
-0.01454601,
0.011898748,
0.09006265,
-0.012567529,
-0.015061529,
-0.010031731,
0.016301563,
0.053558297,
-0.0053746393,
-0.010108362,
-0.008053251,
-0.009077323
] | import evaluate
wer = evaluate.load("wer")
Then create a function that passes your predictions and labels to [~evaluate.EvaluationModule.compute] to calculate the WER:
import numpy as np
def compute_metrics(pred):
pred_logits = pred.predictions
pred_ids = np.argmax(pred_logits, axis=-1) |
Subsets and Splits
No saved queries yet
Save your SQL queries to embed, download, and access them later. Queries will appear here once saved.