tangled-alpha-0.14-core

time python -B prepare_base_datasets.py

i=0, min_len=0, max_len=1073741824, block_size=8193, chunk_size=16386000, len(dataset)=1496631, len(dataset) * block_size=12261897783
Total number of tokens in the optimized dataset '../base-data-0-0-1073741824-8193-2000' is 12261897783

i=1, min_len=8193, max_len=16385, block_size=16385, chunk_size=16385000, len(dataset)=78802, len(dataset) * block_size=1291170770
Total number of tokens in the optimized dataset '../base-data-1-8193-16385-16385-1000' is 1291170770

i=2, min_len=16385, max_len=32769, block_size=32769, chunk_size=16384500, len(dataset)=23511, len(dataset) * block_size=770431959
Total number of tokens in the optimized dataset '../base-data-2-16385-32769-32769-500' is 770431959

i=3, min_len=32769, max_len=65537, block_size=65537, chunk_size=16384250, len(dataset)=5128, len(dataset) * block_size=336073736
Total number of tokens in the optimized dataset '../base-data-3-32769-65537-65537-250' is 336073736

i=4, min_len=65537, max_len=131073, block_size=131073, chunk_size=16384125, len(dataset)=1169, len(dataset) * block_size=153224337
Total number of tokens in the optimized dataset '../base-data-4-65537-131073-131073-125' is 153224337

46G     ../base-data-0-0-1073741824-8193-2000
4.9G    ../base-data-1-8193-16385-16385-1000
2.9G    ../base-data-2-16385-32769-32769-500
1.3G    ../base-data-3-32769-65537-65537-250
589M    ../base-data-4-65537-131073-131073-125

CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt pretrain --config pretrain_base_model_0.yaml

Backup wandb:

mv wandb wandb-pretrain-base-0

Copy config:

cp ../config-0.json ../out/pretrain-base-0/final/config.json

Chat with model:

CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt chat ../out/pretrain-base-0/final

CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True time litgpt evaluate --tasks 'leaderboard' --out_dir '../evaluate/pretrain-base-0/leaderboard/' --batch_size '4' --dtype 'bfloat16' '../out/pretrain-base-0/final'

|                           Tasks                           |Version|Filter|n-shot|        Metric         |   |Value |   |Stderr|
|-----------------------------------------------------------|-------|------|-----:|-----------------------|---|-----:|---|------|
|leaderboard                                                |    N/A|      |      |                       |   |      |   |      |
| - leaderboard_bbh                                         |    N/A|      |      |                       |   |      |   |      |
|  - leaderboard_bbh_boolean_expressions                    |      1|none  |     3|acc_norm               |↑  |0.4560|±  |0.0316|
|  - leaderboard_bbh_causal_judgement                       |      1|none  |     3|acc_norm               |↑  |0.5187|±  |0.0366|
|  - leaderboard_bbh_date_understanding                     |      1|none  |     3|acc_norm               |↑  |0.2000|±  |0.0253|
|  - leaderboard_bbh_disambiguation_qa                      |      1|none  |     3|acc_norm               |↑  |0.3400|±  |0.0300|
|  - leaderboard_bbh_formal_fallacies                       |      1|none  |     3|acc_norm               |↑  |0.4680|±  |0.0316|
|  - leaderboard_bbh_geometric_shapes                       |      1|none  |     3|acc_norm               |↑  |0.0880|±  |0.0180|
|  - leaderboard_bbh_hyperbaton                             |      1|none  |     3|acc_norm               |↑  |0.5160|±  |0.0317|
|  - leaderboard_bbh_logical_deduction_five_objects         |      1|none  |     3|acc_norm               |↑  |0.1880|±  |0.0248|
|  - leaderboard_bbh_logical_deduction_seven_objects        |      1|none  |     3|acc_norm               |↑  |0.1440|±  |0.0222|
|  - leaderboard_bbh_logical_deduction_three_objects        |      1|none  |     3|acc_norm               |↑  |0.3360|±  |0.0299|
|  - leaderboard_bbh_movie_recommendation                   |      1|none  |     3|acc_norm               |↑  |0.2680|±  |0.0281|
|  - leaderboard_bbh_navigate                               |      1|none  |     3|acc_norm               |↑  |0.5800|±  |0.0313|
|  - leaderboard_bbh_object_counting                        |      1|none  |     3|acc_norm               |↑  |0.0560|±  |0.0146|
|  - leaderboard_bbh_penguins_in_a_table                    |      1|none  |     3|acc_norm               |↑  |0.2055|±  |0.0336|
|  - leaderboard_bbh_reasoning_about_colored_objects        |      1|none  |     3|acc_norm               |↑  |0.1400|±  |0.0220|
|  - leaderboard_bbh_ruin_names                             |      1|none  |     3|acc_norm               |↑  |0.2160|±  |0.0261|
|  - leaderboard_bbh_salient_translation_error_detection    |      1|none  |     3|acc_norm               |↑  |0.1120|±  |0.0200|
|  - leaderboard_bbh_snarks                                 |      1|none  |     3|acc_norm               |↑  |0.5056|±  |0.0376|
|  - leaderboard_bbh_sports_understanding                   |      1|none  |     3|acc_norm               |↑  |0.4800|±  |0.0317|
|  - leaderboard_bbh_temporal_sequences                     |      1|none  |     3|acc_norm               |↑  |0.2840|±  |0.0286|
|  - leaderboard_bbh_tracking_shuffled_objects_five_objects |      1|none  |     3|acc_norm               |↑  |0.2400|±  |0.0271|
|  - leaderboard_bbh_tracking_shuffled_objects_seven_objects|      1|none  |     3|acc_norm               |↑  |0.1520|±  |0.0228|
|  - leaderboard_bbh_tracking_shuffled_objects_three_objects|      1|none  |     3|acc_norm               |↑  |0.3320|±  |0.0298|
|  - leaderboard_bbh_web_of_lies                            |      1|none  |     3|acc_norm               |↑  |0.4880|±  |0.0317|
| - leaderboard_gpqa                                        |    N/A|      |      |                       |   |      |   |      |
|  - leaderboard_gpqa_diamond                               |      1|none  |     0|acc_norm               |↑  |0.2071|±  |0.0289|
|  - leaderboard_gpqa_extended                              |      1|none  |     0|acc_norm               |↑  |0.2637|±  |0.0189|
|  - leaderboard_gpqa_main                                  |      1|none  |     0|acc_norm               |↑  |0.2612|±  |0.0208|
| - leaderboard_ifeval                                      |      3|none  |     0|inst_level_loose_acc   |↑  |0.2590|±  |   N/A|
|                                                           |       |none  |     0|inst_level_strict_acc  |↑  |0.2494|±  |   N/A|
|                                                           |       |none  |     0|prompt_level_loose_acc |↑  |0.1497|±  |0.0154|
|                                                           |       |none  |     0|prompt_level_strict_acc|↑  |0.1405|±  |0.0150|
| - leaderboard_math_hard                                   |    N/A|      |      |                       |   |      |   |      |
|  - leaderboard_math_algebra_hard                          |      2|none  |     4|exact_match            |↑  |0.0008|±  |0.0008|
|  - leaderboard_math_counting_and_prob_hard                |      2|none  |     4|exact_match            |↑  |0.0000|±  |     0|
|  - leaderboard_math_geometry_hard                         |      2|none  |     4|exact_match            |↑  |0.0000|±  |     0|
|  - leaderboard_math_intermediate_algebra_hard             |      2|none  |     4|exact_match            |↑  |0.0000|±  |     0|
|  - leaderboard_math_num_theory_hard                       |      2|none  |     4|exact_match            |↑  |0.0000|±  |     0|
|  - leaderboard_math_prealgebra_hard                       |      2|none  |     4|exact_match            |↑  |0.0000|±  |     0|
|  - leaderboard_math_precalculus_hard                      |      2|none  |     4|exact_match            |↑  |0.0000|±  |     0|
| - leaderboard_mmlu_pro                                    |    0.1|none  |     5|acc                    |↑  |0.1112|±  |0.0029|
| - leaderboard_musr                                        |    N/A|      |      |                       |   |      |   |      |
|  - leaderboard_musr_murder_mysteries                      |      1|none  |     0|acc_norm               |↑  |0.5240|±  |0.0316|
|  - leaderboard_musr_object_placements                     |      1|none  |     0|acc_norm               |↑  |0.2578|±  |0.0274|
|  - leaderboard_musr_team_allocation                       |      1|none  |     0|acc_norm               |↑  |0.3960|±  |0.0310|

litgpt convert_pretrained_checkpoint ../out/pretrain-base-0/final ../out/pretrain-base-0/checkpoint

CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt pretrain --config pretrain_base_model_1.yaml

litgpt convert_pretrained_checkpoint ../out/pretrain-base-1/final ../out/pretrain-base-1/checkpoint

CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt pretrain --config pretrain_base_model_2.yaml

litgpt convert_pretrained_checkpoint ../out/pretrain-base-2/final ../out/pretrain-base-2/checkpoint

CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt pretrain --config pretrain_base_model_3.yaml

CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True time litgpt evaluate --tasks 'leaderboard' --out_dir '../evaluate/pretrain-base-3/leaderboard/' --batch_size '4' --dtype 'bfloat16' '../out/pretrain-base-3/final'