diff --git a/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855.txt b/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb2ab600efd4060de77aabee091bfb05fbda9451 --- /dev/null +++ b/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855.txt @@ -0,0 +1,220 @@ +W0416 19:38:59.027657 7748 site-packages/torch/distributed/run.py:793] +W0416 19:38:59.027657 7748 site-packages/torch/distributed/run.py:793] ***************************************** +W0416 19:38:59.027657 7748 site-packages/torch/distributed/run.py:793] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. +W0416 19:38:59.027657 7748 site-packages/torch/distributed/run.py:793] ***************************************** +Starting script +Starting script +Starting script +Starting script +2026-04-16 19:39:27.047 | INFO | __main__:main:45 - Global rank 0, local rank 0, device: 0 +[W416 19:39:27.708880783 CUDAAllocatorConfig.h:28] Warning: expandable_segments not supported on this platform (function operator()) +2026-04-16 19:39:27.053 | INFO | __main__:main:48 - Process group initialized +2026-04-16 19:39:27.053 | INFO | __main__:main:54 - Using dist with rank 0 (only rank 0 will log) +2026-04-16 19:39:27.054 | INFO | __main__:main:55 - **************************************** +2026-04-16 19:39:27.054 | INFO | __main__:main:56 - Starting training with the arguments +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - model_config configs/llama_60m.json +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - exp_config exp_v2/configs/llama_60m.json +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - eval_every 1000 +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - save_every 10000 +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - dtype bfloat16 +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - seed 0 +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - compile True +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - dynamo_suppress_errors True +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - dynamo_cache_limit 10000 +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - memory_cleanup_frequency 10000 +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - resume_step None +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - restore_optimizer False +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - continue_from None +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - single_gpu False +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - save_dir /mnt/dhwfile/tancheng/panjiabao/Result/SAC_C4/work_dirs/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_20260416_193855 +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - use_hf_model False +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - workers 12 +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - batch_size 128 +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - gradient_accumulation None +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - total_batch_size 512 +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - lr 0.0005 +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - warmup_steps 1000 +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - num_training_steps 10000 +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - max_train_tokens None +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - optimizer mars_lion +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - max_length 256 +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - scheduler cosine +2026-04-16 19:39:27.054 | INFO | __main__:main:58 - min_lr_ratio 0.1 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - weight_decay 0.0 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - grad_clipping 0.0 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - activation_checkpointing False +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - data_path /mnt/dhwfile/tancheng/panjiabao/dataset/C4/en +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - data_name en +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - tags None +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - name test +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - project test +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - unset_wandb False +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - entity None +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - wandb_dir /mnt/dhwfile/tancheng/panjiabao/Result/SAC_C4/work_dirs/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_20260416_193855 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - beta1 0.9 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - beta2 0.98 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - beta3 0.99 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - eps 1e-08 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - rank 128 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - update_proj_gap 50 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - galore_scale 1.0 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - proj_type std +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - proj_quant False +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - proj_bits 8 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - proj_group_size 256 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - weight_quant False +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - weight_bits 8 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - weight_group_size 256 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - stochastic_round False +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - simulation False +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - cos_threshold 1 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - gamma_proj 2 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - queue_size 5 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - proj random +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - scale_type tensor +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - apollo_scale 1.0 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - scale_front False +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - n_clusters 3 +2026-04-16 19:39:27.055 | INFO | __main__:main:58 - scale_update_freq 500 +2026-04-16 19:39:27.056 | INFO | __main__:main:58 - scale_level 1,0,1,1 +2026-04-16 19:39:27.056 | INFO | __main__:main:58 - scale_bound None +2026-04-16 19:39:27.056 | INFO | __main__:main:58 - metric mean +2026-04-16 19:39:27.056 | INFO | __main__:main:58 - align_grad False +2026-04-16 19:39:27.056 | INFO | __main__:main:58 - dim 4096 +2026-04-16 19:39:27.056 | INFO | __main__:main:58 - n_heads 32 +2026-04-16 19:39:27.056 | INFO | __main__:main:58 - muon_ns_steps 5 +2026-04-16 19:39:27.056 | INFO | __main__:main:58 - muon_momentum 0.95 +2026-04-16 19:39:27.056 | INFO | __main__:main:58 - nproc_per_node 4 +2026-04-16 19:39:27.056 | INFO | __main__:main:59 - **************************************** +2026-04-16 19:39:27.056 | INFO | __main__:main:68 - Wandb directory set to: /mnt/dhwfile/tancheng/panjiabao/Result/SAC_C4/work_dirs/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_20260416_193855 +2026-04-16 19:39:27.399 | INFO | __main__:main:45 - Global rank 3, local rank 3, device: 3 +[W416 19:39:27.057205857 CUDAAllocatorConfig.h:28] Warning: expandable_segments not supported on this platform (function operator()) +2026-04-16 19:39:27.402 | INFO | __main__:main:45 - Global rank 1, local rank 1, device: 1 +2026-04-16 19:39:27.402 | INFO | __main__:main:48 - Process group initialized +[W416 19:39:27.059398329 CUDAAllocatorConfig.h:28] Warning: expandable_segments not supported on this platform (function operator()) +2026-04-16 19:39:27.403 | INFO | __main__:main:45 - Global rank 2, local rank 2, device: 2 +2026-04-16 19:39:27.404 | INFO | __main__:main:48 - Process group initialized +[W416 19:39:27.061534902 CUDAAllocatorConfig.h:28] Warning: expandable_segments not supported on this platform (function operator()) +2026-04-16 19:39:27.406 | INFO | __main__:main:48 - Process group initialized +wandb: Tracking run with wandb version 0.23.0 +wandb: W&B syncing is set to `offline` in this directory. Run `wandb online` or set WANDB_MODE=online to enable cloud syncing. +wandb: Run data is saved locally in /mnt/dhwfile/tancheng/panjiabao/Result/SAC_C4/work_dirs/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_20260416_193855/wandb/offline-run-20260416_193927-lkjup98a +2026-04-16 19:39:28.715 | INFO | utils.dataloader:setup_dataset:17 - Data path: /mnt/dhwfile/tancheng/panjiabao/dataset/C4/en +2026-04-16 19:39:28.719 | INFO | utils.dataloader:setup_dataset:36 - Loading 1024 JSON.gz files from local directory: /mnt/dhwfile/tancheng/panjiabao/dataset/C4/en + Resolving data files: 0%| | 0/1032 [00:00 will be ignored +[rank3]:W0416 19:39:45.593883 7968 site-packages/torch/_logging/_internal.py:1081] [0/0] Profiler function will be ignored +[rank1]:W0416 19:39:45.622649 7966 site-packages/torch/_logging/_internal.py:1081] [0/0] Profiler function will be ignored +[rank2]:W0416 19:39:45.704348 7967 site-packages/torch/_logging/_internal.py:1081] [0/0] Profiler function will be ignored + Update 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validation data from 8 local validation files +2026-04-16 19:43:48.843 | INFO | utils.eval:evaluate_model:43 - Loaded validation dataset in 0.90 seconds +2026-04-16 19:43:48.844 | INFO | utils.eval:evaluate_model:60 - Eval set prepared in 0.90 seconds + Update steps: 20%|████▊ | 2000/10000 [04:20<11:31, 11.57it/s]2026-04-16 19:44:31.194 | INFO | __main__:main:505 - Eval loss at step 2000: 3.8347856761793415, Eval perplexity: 46.28350694682266 + Update steps: 20%|████▏ | 2001/10000 [04:48<14:36:14, 6.57s/it] Update steps: 20%|████▏ | 2002/10000 [04:49<12:06:09, 5.45s/it] Update steps: 20%|████▍ | 2003/10000 [04:49<9:43:17, 4.38s/it] Update steps: 20%|████▍ | 2004/10000 [04:49<7:37:14, 3.43s/it] Update steps: 20%|████▍ | 2006/10000 [04:49<4:43:22, 2.13s/it] Update steps: 20%|████▍ | 2008/10000 [04:49<3:07:23, 1.41s/it] Update steps: 20%|████▍ | 2009/10000 [04:49<2:33:03, 1.15s/it] Update steps: 20%|████▍ | 2010/10000 [04:49<2:02:39, 1.09it/s] Update steps: 20%|████▍ | 2012/10000 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/mnt/dhwfile/tancheng/panjiabao/Result/SAC_C4/work_dirs/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_20260416_193855/model_10000, update step 10000 +saving model weight without quantized layer +2026-04-16 20:01:45.588 | INFO | __main__:main:490 - Performing evaluation at step 10000 +2026-04-16 20:01:45.589 | INFO | utils.eval:evaluate_model:21 - Loading validation data from 8 local validation files +2026-04-16 20:01:46.396 | INFO | utils.eval:evaluate_model:43 - Loaded validation dataset in 0.81 seconds +2026-04-16 20:01:46.397 | INFO | utils.eval:evaluate_model:60 - Eval set prepared in 0.81 seconds +2026-04-16 20:02:29.744 | INFO | __main__:main:505 - Eval loss at step 10000: 3.4783313112989056, Eval perplexity: 32.40560207167308 +2026-04-16 20:02:29.749 | INFO | __main__:main:405 - Reached max number of update steps (10000). Stopping training. +2026-04-16 20:02:29.749 | INFO | __main__:main:406 - Rank 0 stopping training. +2026-04-16 20:02:29.749 | INFO | __main__:main:539 - Training finished + Update steps: 100%|███████████████████████| 10000/10000 [22:47<00:00, 7.31it/s] +2026-04-16 20:02:29.751 | INFO | __main__:main:574 - Running final evaluation +2026-04-16 20:02:29.986 | INFO | utils.eval:evaluate_model:21 - Loading validation data from 8 local validation files +2026-04-16 20:02:32.382 | INFO | utils.eval:evaluate_model:43 - Loaded validation dataset in 2.40 seconds +2026-04-16 20:02:32.383 | INFO | utils.eval:evaluate_model:60 - Eval set prepared in 2.40 seconds +Rank 2 finished successfully +Rank 1 finished successfully +Rank 3 finished successfully +2026-04-16 20:03:16.421 | INFO | __main__:main:594 - Final eval loss: 3.4783313112989056, Final eval perplexity: 32.40560207167308 +2026-04-16 20:03:16.422 | INFO | __main__:main:596 - Script finished successfully +Rank 0 finished successfully +wandb: +wandb: You can sync this run to the cloud by running: +wandb: wandb sync /mnt/dhwfile/tancheng/panjiabao/Result/SAC_C4/work_dirs/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_20260416_193855/wandb/offline-run-20260416_193927-lkjup98a +wandb: Find logs at: ../../../../dhwfile/tancheng/panjiabao/Result/SAC_C4/work_dirs/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_20260416_193855/wandb/offline-run-20260416_193927-lkjup98a/logs +[rank0]:[W416 20:03:17.475531959 ProcessGroupNCCL.cpp:1250] Warning: WARNING: process group has NOT been destroyed before we destruct ProcessGroupNCCL. On normal program exit, the application should call destroy_process_group to ensure that any pending NCCL operations have finished in this process. In rare cases this process can exit before this point and block the progress of another member of the process group. This constraint has always been present, but this warning has only been added since PyTorch 2.4 (function operator()) diff --git a/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/model_10000/config.json b/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/model_10000/config.json new file mode 100644 index 0000000000000000000000000000000000000000..3da42b2ddfc762898ec6f30180447acb6dcd2e46 --- /dev/null +++ b/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/model_10000/config.json @@ -0,0 +1,31 @@ +{ + "architectures": [ + "LlamaForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 0, + "dtype": "bfloat16", + "eos_token_id": 1, + "head_dim": 64, + "hidden_act": "silu", + "hidden_size": 512, + "initializer_range": 0.02, + "intermediate_size": 1376, + "max_position_embeddings": 2048, + "max_sequence_length": 1024, + "mlp_bias": false, + "model_type": "llama", + "num_attention_heads": 8, + "num_hidden_layers": 8, + "num_key_value_heads": 8, + "pad_token_id": -1, + "pretraining_tp": 1, + "rms_norm_eps": 1e-06, + "rope_scaling": null, + "rope_theta": 10000.0, + "tie_word_embeddings": false, + "transformers_version": "4.57.3", + "use_cache": true, + "vocab_size": 32000 +} diff --git a/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/model_10000/model.safetensors b/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/model_10000/model.safetensors new file mode 100644 index 0000000000000000000000000000000000000000..56ac2cdf74a56baf8bf79b146accb7d6f48be4f5 --- /dev/null +++ b/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/model_10000/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a7e4a4643101b40d1d019aa3db62c6e6c0214a98aedcbbc0e000d294d331e847 +size 116156896 diff --git a/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/model_10000/optimizer.pt b/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/model_10000/optimizer.pt new file mode 100644 index 0000000000000000000000000000000000000000..9b8933076caa22de8f70f81baabb085985a21ae1 --- /dev/null +++ b/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/model_10000/optimizer.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6f04bdc728a6d7db5b7264acf4aef2119be1548205c7ed8b8b6b2e28d692f0c1 +size 348513146 diff --git a/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/model_10000/pytorch_model.bin b/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/model_10000/pytorch_model.bin new file mode 100644 index 0000000000000000000000000000000000000000..0d63344866e3ae145289c8ca6b02f83b8959ba56 --- /dev/null +++ b/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/model_10000/pytorch_model.bin @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4825556e3bda41c9a5393fcb7ec41bc16534c2f420fa9faec84dfa133c031873 +size 116181735 diff --git a/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/model_10000/training_state.json b/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/model_10000/training_state.json new file mode 100644 index 0000000000000000000000000000000000000000..bd5fc5f9db223a19e63079705ef193d7467e42c8 --- /dev/null +++ b/60m/mars_lion_lr5e_4_b1_0_9_b2_0_98_eps_1e_8_A100_ppl_32_4056_20260416_193855/model_10000/training_state.json @@ -0,0 +1,7 @@ +{ + "global_step": 10000, + "update_step": 10000, + "tokens_seen": 999923888, + "tokens_seen_before": 999826428, + "update_time": 0.30499839782714844 +} \ No newline at end of file