| ---
|
| license: mit
|
| pipeline_tag: text-generation
|
| library_name: transformers
|
| language: [
|
| 'en', 'am', 'ar', 'as', 'az', 'be', 'bg', 'bn', 'br', 'bs', 'ca', 'cs', 'cy', 'da', 'de', 'el',
|
| 'eo', 'es', 'et', 'eu', 'fa', 'ff', 'fi', 'fr', 'fy', 'ga', 'gd', 'gl', 'gn', 'gu', 'ha', 'he',
|
| 'hi', 'hr', 'ht', 'hu', 'hy', 'id', 'ig', 'is', 'it', 'ja', 'jv', 'ka', 'kk', 'km', 'kn', 'ko',
|
| 'ku', 'ky', 'la', 'lg', 'li', 'ln', 'lo', 'lt', 'lv', 'mg', 'mk', 'ml', 'mn', 'mr', 'ms', 'my',
|
| 'ne', 'nl', 'no', 'ns', 'om', 'or', 'pa', 'pl', 'ps', 'pt', 'qu', 'rm', 'ro', 'ru', 'sa', 'si',
|
| 'sc', 'sd', 'sk', 'sl', 'so', 'sq', 'sr', 'ss', 'su', 'sv', 'sw', 'ta', 'te', 'th', 'tl', 'tn',
|
| 'tr', 'ug', 'uk', 'ur', 'uz', 'vi', 'wo', 'xh', 'yi', 'yo', 'zu',
|
| ]
|
| datasets:
|
|
|
| - ontocord/fineweb-permissive-multilingual-2m
|
| - distily/c4_multilingual_1M
|
| - data-silence/sumnews
|
| - xu-song/cc100-samples
|
| - badrex/llm-emoji-dataset
|
| - fblgit/simple-math
|
| - Gusarich/math-expressions-1m
|
| - neuralwork/arxiver
|
| - christopher/rosetta-code
|
| - nampdn-ai/tiny-codes
|
| - JeanKaddour/minipile
|
|
|
| - NousResearch/hermes-function-calling-v1
|
| - simplescaling/s1K-1.1
|
|
|
| - mlabonne/open-perfectblend
|
| - allenai/tulu-3-sft-mixture
|
| - rombodawg/Everything_Instruct_Multilingual
|
|
|
| - open-r1/OpenR1-Math-220k
|
| - open-thoughts/OpenThoughts-114k
|
| - cognitivecomputations/dolphin-r1
|
| - simplescaling/s1K-1.1
|
| tags:
|
| - chat
|
| - core
|
| - base
|
| - instruct
|
| - reason
|
| ---
|
|
|
| # tangled-alpha-0.10-core
|
|
|
| 
|
|
|
| ```bash
|
| time python -B prepare_core_datasets.py
|
| ```
|
|
|
| ```
|
| i=0, min_len=0, max_len=1073741824, block_size=1025, chunk_size=16400000, len(dataset)=10913927, len(dataset) * block_size=11186775175
|
| Total number of tokens in the optimized dataset '../core-data-0-0-1073741824-1025-16000' is 11186775175
|
|
|
| i=1, min_len=1025, max_len=2049, block_size=2049, chunk_size=16392000, len(dataset)=893465, len(dataset) * block_size=1830709785
|
| Total number of tokens in the optimized dataset '../core-data-1-1025-2049-2049-8000' is 1830709785
|
|
|
| i=2, min_len=2049, max_len=4097, block_size=4097, chunk_size=16388000, len(dataset)=375104, len(dataset) * block_size=1536801088
|
| Total number of tokens in the optimized dataset '../core-data-2-2049-4097-4097-4000' is 1536801088
|
|
|
| i=3, min_len=4097, max_len=8193, block_size=8193, chunk_size=16386000, len(dataset)=177522, len(dataset) * block_size=1454437746
|
| Total number of tokens in the optimized dataset '../core-data-3-4097-8193-8193-2000' is 1454437746
|
|
|
| i=4, min_len=8193, max_len=16385, block_size=16385, chunk_size=16385000, len(dataset)=77725, len(dataset) * block_size=1273524125
|
| Total number of tokens in the optimized dataset '../core-data-4-8193-16385-16385-1000' is 1273524125
|
|
|
| i=5, min_len=16385, max_len=32769, block_size=32769, chunk_size=16384500, len(dataset)=22931, len(dataset) * block_size=751425939
|
| Total number of tokens in the optimized dataset '../core-data-5-16385-32769-32769-500' is 751425939
|
|
|
| i=6, min_len=32769, max_len=65537, block_size=65537, chunk_size=16384250, len(dataset)=4988, len(dataset) * block_size=326898556
|
| Total number of tokens in the optimized dataset '../core-data-6-32769-65537-65537-250' is 326898556
|
|
|
| i=7, min_len=65537, max_len=131073, block_size=131073, chunk_size=16384125, len(dataset)=1137, len(dataset) * block_size=149030001
|
| Total number of tokens in the optimized dataset '../core-data-7-65537-131073-131073-125' is 149030001
|
|
|
| 42G ../core-data-0-0-1073741824-1025-16000
|
| 6.9G ../core-data-1-1025-2049-2049-8000
|
| 5.8G ../core-data-2-2049-4097-4097-4000
|
| 5.5G ../core-data-3-4097-8193-8193-2000
|
| 4.8G ../core-data-4-8193-16385-16385-1000
|
| 2.9G ../core-data-5-16385-32769-32769-500
|
| 1.3G ../core-data-6-32769-65537-65537-250
|
| 573M ../core-data-7-65537-131073-131073-125
|
| ```
|
|
|
| ```bash
|
| CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt pretrain --config pretrain_core_model_0.yaml
|
| ```
|
|
|
| ```
|
| Seed set to 23
|
| Time to instantiate model: 0.21 seconds.
|
| Total parameters: 402,703,104
|
| Verifying settings ...
|
| Measured TFLOPs: 42432.35
|
| Epoch 1 | iter 64 step 1 | loss train: 11.984, val: n/a | iter time: 460.76 ms (step) remaining time: 12 days, 3:41:55
|
| Epoch 1 | iter 128 step 2 | loss train: 11.979, val: n/a | iter time: 402.83 ms (step) remaining time: 9 days, 0:57:24
|
| Epoch 1 | iter 192 step 3 | loss train: 11.983, val: n/a | iter time: 403.46 ms (step) remaining time: 8 days, 0:12:58
|
| Epoch 1 | iter 256 step 4 | loss train: 11.983, val: n/a | iter time: 403.39 ms (step) remaining time: 7 days, 11:52:07
|
| Epoch 1 | iter 320 step 5 | loss train: 11.979, val: n/a | iter time: 403.85 ms (step) remaining time: 7 days, 4:28:33
|
| Epoch 1 | iter 384 step 6 | loss train: 11.978, val: n/a | iter time: 403.93 ms (step) remaining time: 6 days, 23:33:15
|
| Epoch 1 | iter 448 step 7 | loss train: 11.978, val: n/a | iter time: 403.38 ms (step) remaining time: 6 days, 20:02:28
|
| Epoch 1 | iter 512 step 8 | loss train: 11.973, val: n/a | iter time: 403.80 ms (step) remaining time: 6 days, 17:24:49
|
| Epoch 1 | iter 576 step 9 | loss train: 11.972, val: n/a | iter time: 403.23 ms (step) remaining time: 6 days, 15:21:59
|
| Epoch 1 | iter 640 step 10 | loss train: 11.967, val: n/a | iter time: 403.38 ms (step) remaining time: 6 days, 13:43:53
|
| # ...
|
| Epoch 2 | iter 1364224 step 21316 | loss train: 2.805, val: 2.809 | iter time: 404.72 ms (step) remaining time: 0:00:06
|
| Validating ...
|
| Final evaluation | val loss: 2.809 | val ppl: 16.592
|
| Saving checkpoint to '../out/pretrain-core-0/final/lit_model.pth'
|
| ----------------------------------------
|
| | Performance
|
| | - Total tokens : 11,186,768,000
|
| | - Training Time : 53900.17 s
|
| | - Tok/sec : 34385052.80 tok/s
|
| | ----------------------------------------
|
| ```
|
|
|
| Backup `wandb`:
|
|
|
| ```bash
|
| mv wandb wandb-pretrain-core-0
|
| ```
|
|
|
| Copy config:
|
|
|
| ```bash
|
| cp ../config-0.json ../out/pretrain-core-0/final/config.json
|
| ```
|
|
|
| Chat with model:
|
|
|
| ```bash
|
| CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt chat ../out/pretrain-core-0/final
|
| ```
|
|
|
| ```bash
|
| CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True time litgpt evaluate --tasks 'leaderboard' --out_dir '../evaluate/pretrain-core-0/leaderboard/' --batch_size '4' --dtype 'bfloat16' '../out/pretrain-core-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 |↑ |0.4680|± |0.0316|
|
| | - leaderboard_bbh_causal_judgement | 1|none | 3|acc_norm |↑ |0.5187|± |0.0366|
|
| | - leaderboard_bbh_date_understanding | 1|none | 3|acc_norm |↑ |0.2080|± |0.0257|
|
| | - leaderboard_bbh_disambiguation_qa | 1|none | 3|acc_norm |↑ |0.3760|± |0.0307|
|
| | - leaderboard_bbh_formal_fallacies | 1|none | 3|acc_norm |↑ |0.5320|± |0.0316|
|
| | - leaderboard_bbh_geometric_shapes | 1|none | 3|acc_norm |↑ |0.1160|± |0.0203|
|
| | - leaderboard_bbh_hyperbaton | 1|none | 3|acc_norm |↑ |0.5160|± |0.0317|
|
| | - leaderboard_bbh_logical_deduction_five_objects | 1|none | 3|acc_norm |↑ |0.2000|± |0.0253|
|
| | - leaderboard_bbh_logical_deduction_seven_objects | 1|none | 3|acc_norm |↑ |0.1280|± |0.0212|
|
| | - leaderboard_bbh_logical_deduction_three_objects | 1|none | 3|acc_norm |↑ |0.3440|± |0.0301|
|
| | - leaderboard_bbh_movie_recommendation | 1|none | 3|acc_norm |↑ |0.2400|± |0.0271|
|
| | - leaderboard_bbh_navigate | 1|none | 3|acc_norm |↑ |0.4200|± |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 |↑ |0.2260|± |0.0347|
|
| | - leaderboard_bbh_reasoning_about_colored_objects | 1|none | 3|acc_norm |↑ |0.1520|± |0.0228|
|
| | - leaderboard_bbh_ruin_names | 1|none | 3|acc_norm |↑ |0.2080|± |0.0257|
|
| | - leaderboard_bbh_salient_translation_error_detection | 1|none | 3|acc_norm |↑ |0.2240|± |0.0264|
|
| | - leaderboard_bbh_snarks | 1|none | 3|acc_norm |↑ |0.4831|± |0.0376|
|
| | - leaderboard_bbh_sports_understanding | 1|none | 3|acc_norm |↑ |0.4640|± |0.0316|
|
| | - leaderboard_bbh_temporal_sequences | 1|none | 3|acc_norm |↑ |0.2520|± |0.0275|
|
| | - leaderboard_bbh_tracking_shuffled_objects_five_objects | 1|none | 3|acc_norm |↑ |0.1720|± |0.0239|
|
| | - leaderboard_bbh_tracking_shuffled_objects_seven_objects| 1|none | 3|acc_norm |↑ |0.1480|± |0.0225|
|
| | - 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 |↑ |0.2619|± |0.0188|
|
| | - leaderboard_gpqa_main | 1|none | 0|acc_norm |↑ |0.2545|± |0.0206|
|
| | - leaderboard_ifeval | 3|none | 0|inst_level_loose_acc |↑ |0.2710|± | N/A|
|
| | | |none | 0|inst_level_strict_acc |↑ |0.2626|± | N/A|
|
| | | |none | 0|prompt_level_loose_acc |↑ |0.1165|± |0.0138|
|
| | | |none | 0|prompt_level_strict_acc|↑ |0.1128|± |0.0136|
|
| | - leaderboard_math_hard | N/A| | | | | | | |
|
| | - leaderboard_math_algebra_hard | 2|none | 4|exact_match |↑ |0.0194|± |0.0040|
|
| | - leaderboard_math_counting_and_prob_hard | 2|none | 4|exact_match |↑ |0.0148|± |0.0055|
|
| | - leaderboard_math_geometry_hard | 2|none | 4|exact_match |↑ |0.0042|± |0.0029|
|
| | - leaderboard_math_intermediate_algebra_hard | 2|none | 4|exact_match |↑ |0.0111|± |0.0035|
|
| | - leaderboard_math_num_theory_hard | 2|none | 4|exact_match |↑ |0.0056|± |0.0032|
|
| | - leaderboard_math_prealgebra_hard | 2|none | 4|exact_match |↑ |0.0161|± |0.0043|
|
| | - leaderboard_math_precalculus_hard | 2|none | 4|exact_match |↑ |0.0092|± |0.0041|
|
| | - leaderboard_mmlu_pro | 0.1|none | 5|acc |↑ |0.1184|± |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 |↑ |0.2344|± |0.0265|
|
| | - leaderboard_musr_team_allocation | 1|none | 0|acc_norm |↑ |0.3000|± |0.0290|
|
| ```
|
|
|
| ```bash
|
| litgpt convert_pretrained_checkpoint ../out/pretrain-core-0/final ../out/pretrain-core-0/checkpoint
|
| ```
|
|
|
| ```bash
|
| CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt pretrain --config pretrain_core_model_1.yaml
|
| ```
|
|
|
| ```bash
|
| litgpt convert_pretrained_checkpoint ../out/pretrain-core-1/final ../out/pretrain-core-1/checkpoint
|
| ```
|
|
|
| ```bash
|
| CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt pretrain --config pretrain_core_model_2.yaml
|
| ```
|
|
|
| ```bash
|
| litgpt convert_pretrained_checkpoint ../out/pretrain-core-2/final ../out/pretrain-core-2/checkpoint
|
| ```
|
|
|
| ```bash
|
| CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt pretrain --config pretrain_core_model_3.yaml
|
| ```
|
|
|
| ```bash
|
| CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True time litgpt evaluate --tasks 'leaderboard' --out_dir '../evaluate/pretrain-core-3/leaderboard/' --batch_size '4' --dtype 'bfloat16' '../out/pretrain-core-3/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 |↑ |0.4680|± |0.0316|
|
| | - leaderboard_bbh_causal_judgement | 1|none | 3|acc_norm |↑ |0.5187|± |0.0366|
|
| | - leaderboard_bbh_date_understanding | 1|none | 3|acc_norm |↑ |0.2080|± |0.0257|
|
| | - leaderboard_bbh_disambiguation_qa | 1|none | 3|acc_norm |↑ |0.3760|± |0.0307|
|
| | - leaderboard_bbh_formal_fallacies | 1|none | 3|acc_norm |↑ |0.5320|± |0.0316|
|
| | - leaderboard_bbh_geometric_shapes | 1|none | 3|acc_norm |↑ |0.1160|± |0.0203|
|
| | - leaderboard_bbh_hyperbaton | 1|none | 3|acc_norm |↑ |0.5160|± |0.0317|
|
| | - leaderboard_bbh_logical_deduction_five_objects | 1|none | 3|acc_norm |↑ |0.2000|± |0.0253|
|
| | - leaderboard_bbh_logical_deduction_seven_objects | 1|none | 3|acc_norm |↑ |0.1280|± |0.0212|
|
| | - leaderboard_bbh_logical_deduction_three_objects | 1|none | 3|acc_norm |↑ |0.3440|± |0.0301|
|
| | - leaderboard_bbh_movie_recommendation | 1|none | 3|acc_norm |↑ |0.2400|± |0.0271|
|
| | - leaderboard_bbh_navigate | 1|none | 3|acc_norm |↑ |0.4200|± |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 |↑ |0.2260|± |0.0347|
|
| | - leaderboard_bbh_reasoning_about_colored_objects | 1|none | 3|acc_norm |↑ |0.1520|± |0.0228|
|
| | - leaderboard_bbh_ruin_names | 1|none | 3|acc_norm |↑ |0.2080|± |0.0257|
|
| | - leaderboard_bbh_salient_translation_error_detection | 1|none | 3|acc_norm |↑ |0.2240|± |0.0264|
|
| | - leaderboard_bbh_snarks | 1|none | 3|acc_norm |↑ |0.4831|± |0.0376|
|
| | - leaderboard_bbh_sports_understanding | 1|none | 3|acc_norm |↑ |0.4640|± |0.0316|
|
| | - leaderboard_bbh_temporal_sequences | 1|none | 3|acc_norm |↑ |0.2520|± |0.0275|
|
| | - leaderboard_bbh_tracking_shuffled_objects_five_objects | 1|none | 3|acc_norm |↑ |0.1720|± |0.0239|
|
| | - leaderboard_bbh_tracking_shuffled_objects_seven_objects| 1|none | 3|acc_norm |↑ |0.1480|± |0.0225|
|
| | - 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 |↑ |0.2619|± |0.0188|
|
| | - leaderboard_gpqa_main | 1|none | 0|acc_norm |↑ |0.2545|± |0.0206|
|
| | - leaderboard_ifeval | 3|none | 0|inst_level_loose_acc |↑ |0.2710|± | N/A|
|
| | | |none | 0|inst_level_strict_acc |↑ |0.2626|± | N/A|
|
| | | |none | 0|prompt_level_loose_acc |↑ |0.1165|± |0.0138|
|
| | | |none | 0|prompt_level_strict_acc|↑ |0.1128|± |0.0136|
|
| | - leaderboard_math_hard | N/A| | | | | | | |
|
| | - leaderboard_math_algebra_hard | 2|none | 4|exact_match |↑ |0.0194|± |0.0040|
|
| | - leaderboard_math_counting_and_prob_hard | 2|none | 4|exact_match |↑ |0.0148|± |0.0055|
|
| | - leaderboard_math_geometry_hard | 2|none | 4|exact_match |↑ |0.0042|± |0.0029|
|
| | - leaderboard_math_intermediate_algebra_hard | 2|none | 4|exact_match |↑ |0.0111|± |0.0035|
|
| | - leaderboard_math_num_theory_hard | 2|none | 4|exact_match |↑ |0.0056|± |0.0032|
|
| | - leaderboard_math_prealgebra_hard | 2|none | 4|exact_match |↑ |0.0161|± |0.0043|
|
| | - leaderboard_math_precalculus_hard | 2|none | 4|exact_match |↑ |0.0092|± |0.0041|
|
| | - leaderboard_mmlu_pro | 0.1|none | 5|acc |↑ |0.1184|± |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 |↑ |0.2344|± |0.0265|
|
| | - leaderboard_musr_team_allocation | 1|none | 0|acc_norm |↑ |0.3000|± |0.0290|
|
| ```
|
|
|
