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b/epfl_final/SparseAtt/wandb/run-20260826_041307-qctui00g/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..82dbc6cf4f1969694cac678a0cee055f5a6de857 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260826_041307-qctui00g/files/output.log @@ -0,0 +1,3 @@ +Starting training... +Validation at step 36000: Loss = 2.4980, Perplexity = 12.16 +wandb: WARNING Tried to log to step 36000 that is less than the current step 36241. 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See https://wandb.me/define-metric to log data out of order. diff --git a/epfl_final/SparseAtt/wandb/run-20260826_041307-qctui00g/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260826_041307-qctui00g/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260826_041307-qctui00g/files/requirements.txt @@ -0,0 +1,142 @@ +pip==26.0.1 +nvidia-cusparselt-cu13==0.8.0 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.7.0 +urllib3==2.6.3 +typing_extensions==4.15.0 +triton==3.6.0 +tqdm==4.67.3 +torchinfo==1.8.0 +sympy==1.14.0 +smmap==5.0.3 +six==1.17.0 +shellingham==1.5.4 +setuptools==81.0.0 +safetensors==0.7.0 +regex==2026.4.4 +PyYAML==6.0.3 +Pygments==2.20.0 +pyarrow==24.0.0 +psutil==7.2.2 +protobuf==7.34.1 +propcache==0.4.1 +platformdirs==4.9.6 +packaging==26.2 +nvidia-nvtx==13.0.85 +nvidia-nvshmem-cu13==3.4.5 +nvidia-nvjitlink==13.0.88 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'/mloscratch/homes/navasard/data/fineweb_large/tokenized', 'val_path': None, 'max_seq_length': 8192, 'num_workers': 0, 'output_dir': '/mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253', 'resume_from_checkpoint': '/mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-36000', 'force_new_run': False, 'num_epochs': 1, 'max_steps': 50462, 'per_device_batch_size': 1, 'gradient_accumulation_steps': 10, 'learning_rate': 0.0005, 'weight_decay': 0.01, 'warmup_steps': 750, 'lr_scheduler': 'cosine', 'max_grad_norm': 1.0, 'save_steps': 250, 'eval_steps': 250, 'eval_batches': 50, 'logging_steps': 10, 'seed': 71, 'verbose': True, 'checkpoint_activations': False, 'strategy': 'ddp', 'mixed_precision': 'bf16', 'wandb_enabled': True, 'wandb_project': 'stochastic_sparsity', 'wandb_name': '1.2b dense 8k seed71 6gpu', 'wandb_tags': ['qwen3', '1.2b', '8k', 'p2', 'dense', 'seed71'], 'hidden_size': 1536, 'intermediate_size': 6144, 'num_attention_heads': 12, 'num_key_value_heads': 4, 'num_hidden_layers': 28, 'head_dim': None, 'attention_dropout': None, 'rope_train_position_scale_set': None, 'attention_type': 'sparse_stochastic', 'sparse_block_size': 128, 'sparse_num_random_blocks': 31, 'sparse_mask_pool_size': 1, 'sparse_val_dense_compare': False, 'sparse_layer_indices': None, 'sparse_mask_cache_dir': None, 'sparse_mask_seed': 0, 'sparse_mixed_nrb_set': None, 'dense_mode': True, 'dense_step_intervals': None, '_wandb': {}} +2026-08-26 04:13:07,833 INFO MainThread:5337 [wandb_init.py:init():898] starting backend +2026-08-26 04:13:08,089 INFO MainThread:5337 [wandb_init.py:init():913] sending inform_init request +2026-08-26 04:13:08,421 INFO MainThread:5337 [wandb_init.py:init():918] backend started and connected +2026-08-26 04:13:08,427 INFO MainThread:5337 [wandb_init.py:init():988] updated telemetry +2026-08-26 04:13:08,446 INFO MainThread:5337 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout +2026-08-26 04:13:08,911 INFO MainThread:5337 [wandb_init.py:init():1051] run resumed +2026-08-26 04:13:08,913 INFO MainThread:5337 [wandb_init.py:init():1056] starting run threads in backend +2026-08-26 04:13:09,094 INFO MainThread:5337 [wandb_run.py:_console_start():2554] atexit reg +2026-08-26 04:13:09,095 INFO MainThread:5337 [wandb_run.py:_redirect():2403] redirect: wrap_raw +2026-08-26 04:13:09,095 INFO MainThread:5337 [wandb_run.py:_redirect():2472] Wrapping output streams. +2026-08-26 04:13:09,095 INFO MainThread:5337 [wandb_run.py:_redirect():2495] Redirects installed. +2026-08-26 04:13:09,097 INFO MainThread:5337 [wandb_init.py:init():1094] run started, returning control to user process diff --git a/epfl_final/SparseAtt/wandb/run-20260826_041307-qctui00g/run-qctui00g.wandb b/epfl_final/SparseAtt/wandb/run-20260826_041307-qctui00g/run-qctui00g.wandb new file mode 100644 index 0000000000000000000000000000000000000000..30977402b08eb894463b83d7de7a007255879a32 Binary files /dev/null and b/epfl_final/SparseAtt/wandb/run-20260826_041307-qctui00g/run-qctui00g.wandb differ diff --git a/epfl_final/SparseAtt/wandb/run-20260826_041533-qctui00g/files/output.log b/epfl_final/SparseAtt/wandb/run-20260826_041533-qctui00g/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..fb3bc0cacfa9f7466a5ab58034b749b97798591f --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260826_041533-qctui00g/files/output.log @@ -0,0 +1,1116 @@ +Starting training... +Validation at step 36000: Loss = 2.4980, Perplexity = 12.16 +Switching attention mode for step 36001: dense (dense step interval) +wandb: WARNING Tried to log to step 36000 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36010/50462 | Loss: 2.5030 | LR: 9.72e-05 | 8204.8ms/step | 7.3 samples/s +wandb: WARNING Tried to log to step 36010 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36020/50462 | Loss: 2.4923 | LR: 9.71e-05 | 1889.6ms/step | 31.8 samples/s +wandb: WARNING Tried to log to step 36020 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36030/50462 | Loss: 2.5169 | LR: 9.70e-05 | 1888.3ms/step | 31.8 samples/s +wandb: WARNING Tried to log to step 36030 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36040/50462 | Loss: 2.5310 | LR: 9.68e-05 | 1889.5ms/step | 31.8 samples/s +wandb: WARNING Tried to log to step 36040 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36050/50462 | Loss: 2.4766 | LR: 9.67e-05 | 1898.6ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 36050 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36060/50462 | Loss: 2.5291 | LR: 9.66e-05 | 1894.8ms/step | 31.7 samples/s +wandb: WARNING Tried to log to step 36060 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36070/50462 | Loss: 2.5317 | LR: 9.65e-05 | 1897.5ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 36070 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36080/50462 | Loss: 2.4912 | LR: 9.63e-05 | 1897.6ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 36080 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36090/50462 | Loss: 2.5053 | LR: 9.62e-05 | 1898.7ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 36090 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36100/50462 | Loss: 2.4851 | LR: 9.61e-05 | 1901.3ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 36100 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36110/50462 | Loss: 2.5158 | LR: 9.60e-05 | 1901.9ms/step | 31.5 samples/s +wandb: WARNING Tried to log to step 36110 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36120/50462 | Loss: 2.4879 | LR: 9.58e-05 | 1899.9ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 36120 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36130/50462 | Loss: 2.4867 | LR: 9.57e-05 | 1898.3ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 36130 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36140/50462 | Loss: 2.5178 | LR: 9.56e-05 | 1899.8ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 36140 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36150/50462 | Loss: 2.4710 | LR: 9.55e-05 | 1898.4ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 36150 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36160/50462 | Loss: 2.5284 | LR: 9.53e-05 | 1900.3ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 36160 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36170/50462 | Loss: 2.5292 | LR: 9.52e-05 | 1900.4ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 36170 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36180/50462 | Loss: 2.5157 | LR: 9.51e-05 | 1902.4ms/step | 31.5 samples/s +wandb: WARNING Tried to log to step 36180 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36190/50462 | Loss: 2.4954 | LR: 9.50e-05 | 1899.1ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 36190 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36200/50462 | Loss: 2.4838 | LR: 9.49e-05 | 1899.2ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 36200 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36210/50462 | Loss: 2.4679 | LR: 9.47e-05 | 1899.2ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 36210 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36220/50462 | Loss: 2.4911 | LR: 9.46e-05 | 1900.3ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 36220 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36230/50462 | Loss: 2.4976 | LR: 9.45e-05 | 1899.8ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 36230 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36240/50462 | Loss: 2.5054 | LR: 9.44e-05 | 1899.5ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 36240 that is less than the current step 36241. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 36250/50462 | Loss: 2.4677 | LR: 9.42e-05 | 1900.6ms/step | 31.6 samples/s +Validation at step 36250: Loss = 2.4974, Perplexity = 12.15 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-36250 +Step 36260/50462 | Loss: 2.4688 | LR: 9.41e-05 | 3347.6ms/step | 17.9 samples/s +Step 36270/50462 | Loss: 2.5026 | LR: 9.40e-05 | 1896.0ms/step | 31.6 samples/s +Step 36280/50462 | Loss: 2.4896 | LR: 9.39e-05 | 1899.9ms/step | 31.6 samples/s +Step 36290/50462 | Loss: 2.4911 | LR: 9.37e-05 | 1902.8ms/step | 31.5 samples/s +Step 36300/50462 | Loss: 2.5327 | LR: 9.36e-05 | 1900.7ms/step | 31.6 samples/s +Step 36310/50462 | Loss: 2.5498 | LR: 9.35e-05 | 1903.0ms/step | 31.5 samples/s +Step 36320/50462 | Loss: 2.5479 | LR: 9.34e-05 | 1904.1ms/step | 31.5 samples/s +Step 36330/50462 | Loss: 2.5217 | LR: 9.32e-05 | 1906.0ms/step | 31.5 samples/s +Step 36340/50462 | Loss: 2.5122 | LR: 9.31e-05 | 1904.7ms/step | 31.5 samples/s +Step 36350/50462 | Loss: 2.5006 | LR: 9.30e-05 | 1906.7ms/step | 31.5 samples/s +Step 36360/50462 | Loss: 2.5099 | LR: 9.29e-05 | 1904.2ms/step | 31.5 samples/s +Step 36370/50462 | Loss: 2.4848 | LR: 9.28e-05 | 1904.1ms/step | 31.5 samples/s +Step 36380/50462 | Loss: 2.4990 | LR: 9.26e-05 | 1904.6ms/step | 31.5 samples/s +Step 36390/50462 | Loss: 2.5108 | LR: 9.25e-05 | 1904.1ms/step | 31.5 samples/s +Step 36400/50462 | Loss: 2.5256 | LR: 9.24e-05 | 1903.6ms/step | 31.5 samples/s +Step 36410/50462 | Loss: 2.5022 | LR: 9.23e-05 | 1904.4ms/step | 31.5 samples/s +Step 36420/50462 | Loss: 2.4988 | LR: 9.21e-05 | 1902.2ms/step | 31.5 samples/s +Step 36430/50462 | Loss: 2.5178 | LR: 9.20e-05 | 1905.6ms/step | 31.5 samples/s +Step 36440/50462 | Loss: 2.5112 | LR: 9.19e-05 | 1904.5ms/step | 31.5 samples/s +Step 36450/50462 | Loss: 2.5276 | LR: 9.18e-05 | 1906.3ms/step | 31.5 samples/s +Step 36460/50462 | Loss: 2.4974 | LR: 9.17e-05 | 1903.6ms/step | 31.5 samples/s +Step 36470/50462 | Loss: 2.4631 | LR: 9.15e-05 | 1904.9ms/step | 31.5 samples/s +Step 36480/50462 | Loss: 2.4691 | LR: 9.14e-05 | 1902.0ms/step | 31.5 samples/s +Step 36490/50462 | Loss: 2.4922 | LR: 9.13e-05 | 1904.9ms/step | 31.5 samples/s +Step 36500/50462 | Loss: 2.5169 | LR: 9.12e-05 | 1903.1ms/step | 31.5 samples/s +Validation at step 36500: Loss = 2.4968, Perplexity = 12.14 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-36500 +Step 36510/50462 | Loss: 2.4818 | LR: 9.10e-05 | 3315.7ms/step | 18.1 samples/s +Step 36520/50462 | Loss: 2.5133 | LR: 9.09e-05 | 1898.2ms/step | 31.6 samples/s +Step 36530/50462 | Loss: 2.4943 | LR: 9.08e-05 | 1898.6ms/step | 31.6 samples/s +Step 36540/50462 | Loss: 2.4530 | LR: 9.07e-05 | 1903.4ms/step | 31.5 samples/s +Step 36550/50462 | Loss: 2.4908 | LR: 9.06e-05 | 1902.6ms/step | 31.5 samples/s +Step 36560/50462 | Loss: 2.5037 | LR: 9.04e-05 | 1899.1ms/step | 31.6 samples/s +Step 36570/50462 | Loss: 2.4679 | LR: 9.03e-05 | 1899.5ms/step | 31.6 samples/s +Step 36580/50462 | Loss: 2.5193 | LR: 9.02e-05 | 1906.3ms/step | 31.5 samples/s +Step 36590/50462 | Loss: 2.4678 | LR: 9.01e-05 | 1906.0ms/step | 31.5 samples/s +Step 36600/50462 | Loss: 2.5187 | LR: 8.99e-05 | 1904.2ms/step | 31.5 samples/s +Step 36610/50462 | Loss: 2.4826 | LR: 8.98e-05 | 1902.8ms/step | 31.5 samples/s +Step 36620/50462 | Loss: 2.4667 | LR: 8.97e-05 | 1900.7ms/step | 31.6 samples/s +Step 36630/50462 | Loss: 2.5128 | LR: 8.96e-05 | 1903.6ms/step | 31.5 samples/s +Step 36640/50462 | Loss: 2.4559 | LR: 8.95e-05 | 1901.8ms/step | 31.5 samples/s +Step 36650/50462 | Loss: 2.5223 | LR: 8.93e-05 | 1903.0ms/step | 31.5 samples/s +Step 36660/50462 | Loss: 2.4886 | LR: 8.92e-05 | 1903.7ms/step | 31.5 samples/s +Step 36670/50462 | Loss: 2.4837 | LR: 8.91e-05 | 1904.8ms/step | 31.5 samples/s +Step 36680/50462 | Loss: 2.5186 | LR: 8.90e-05 | 1903.1ms/step | 31.5 samples/s +Step 36690/50462 | Loss: 2.4926 | LR: 8.89e-05 | 1902.6ms/step | 31.5 samples/s +Step 36700/50462 | Loss: 2.5151 | LR: 8.87e-05 | 1904.8ms/step | 31.5 samples/s +Step 36710/50462 | Loss: 2.4632 | LR: 8.86e-05 | 1906.3ms/step | 31.5 samples/s +Step 36720/50462 | Loss: 2.5276 | LR: 8.85e-05 | 1903.7ms/step | 31.5 samples/s +Step 36730/50462 | Loss: 2.5191 | LR: 8.84e-05 | 1904.5ms/step | 31.5 samples/s +Step 36740/50462 | Loss: 2.5075 | LR: 8.83e-05 | 1904.3ms/step | 31.5 samples/s +Step 36750/50462 | Loss: 2.4515 | LR: 8.81e-05 | 1902.2ms/step | 31.5 samples/s +Validation at step 36750: Loss = 2.4961, Perplexity = 12.13 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-36750 +Step 36760/50462 | Loss: 2.5029 | LR: 8.80e-05 | 3297.1ms/step | 18.2 samples/s +Step 36770/50462 | Loss: 2.5162 | LR: 8.79e-05 | 1895.8ms/step | 31.6 samples/s +Step 36780/50462 | Loss: 2.5141 | LR: 8.78e-05 | 1896.7ms/step | 31.6 samples/s +Step 36790/50462 | Loss: 2.5334 | LR: 8.77e-05 | 1900.3ms/step | 31.6 samples/s +Step 36800/50462 | Loss: 2.5002 | LR: 8.75e-05 | 1902.4ms/step | 31.5 samples/s +Step 36810/50462 | Loss: 2.4975 | LR: 8.74e-05 | 1906.5ms/step | 31.5 samples/s +Step 36820/50462 | Loss: 2.5179 | LR: 8.73e-05 | 1905.5ms/step | 31.5 samples/s +Step 36830/50462 | Loss: 2.4976 | LR: 8.72e-05 | 1903.4ms/step | 31.5 samples/s +Step 36840/50462 | Loss: 2.4793 | LR: 8.71e-05 | 1902.3ms/step | 31.5 samples/s +Step 36850/50462 | Loss: 2.4645 | LR: 8.69e-05 | 1902.7ms/step | 31.5 samples/s +Step 36860/50462 | Loss: 2.5125 | LR: 8.68e-05 | 1903.3ms/step | 31.5 samples/s +Step 36870/50462 | Loss: 2.4930 | LR: 8.67e-05 | 1904.9ms/step | 31.5 samples/s +Step 36880/50462 | Loss: 2.5148 | LR: 8.66e-05 | 1908.2ms/step | 31.4 samples/s +Step 36890/50462 | Loss: 2.4938 | LR: 8.65e-05 | 1905.3ms/step | 31.5 samples/s +Step 36900/50462 | Loss: 2.5009 | LR: 8.63e-05 | 1908.4ms/step | 31.4 samples/s +Step 36910/50462 | Loss: 2.4827 | LR: 8.62e-05 | 1906.7ms/step | 31.5 samples/s +Step 36920/50462 | Loss: 2.4623 | LR: 8.61e-05 | 1906.7ms/step | 31.5 samples/s +Step 36930/50462 | Loss: 2.5305 | LR: 8.60e-05 | 1904.8ms/step | 31.5 samples/s +Step 36940/50462 | Loss: 2.5074 | LR: 8.59e-05 | 1905.6ms/step | 31.5 samples/s +Step 36950/50462 | Loss: 2.4912 | LR: 8.57e-05 | 1903.0ms/step | 31.5 samples/s +Step 36960/50462 | Loss: 2.5151 | LR: 8.56e-05 | 1904.6ms/step | 31.5 samples/s +Step 36970/50462 | Loss: 2.4895 | LR: 8.55e-05 | 1903.3ms/step | 31.5 samples/s +Step 36980/50462 | Loss: 2.5255 | LR: 8.54e-05 | 1904.3ms/step | 31.5 samples/s +Step 36990/50462 | Loss: 2.5012 | LR: 8.53e-05 | 1903.6ms/step | 31.5 samples/s +Step 37000/50462 | Loss: 2.4758 | LR: 8.51e-05 | 1906.2ms/step | 31.5 samples/s +Validation at step 37000: Loss = 2.4959, Perplexity = 12.13 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-37000 +Step 37010/50462 | Loss: 2.4834 | LR: 8.50e-05 | 3311.4ms/step | 18.1 samples/s +Step 37020/50462 | Loss: 2.4718 | LR: 8.49e-05 | 1895.3ms/step | 31.7 samples/s +Step 37030/50462 | Loss: 2.4802 | LR: 8.48e-05 | 1896.6ms/step | 31.6 samples/s +Step 37040/50462 | Loss: 2.5092 | LR: 8.47e-05 | 1899.3ms/step | 31.6 samples/s +Step 37050/50462 | Loss: 2.4905 | LR: 8.46e-05 | 1903.4ms/step | 31.5 samples/s +Step 37060/50462 | Loss: 2.5241 | LR: 8.44e-05 | 1903.6ms/step | 31.5 samples/s +Step 37070/50462 | Loss: 2.4952 | LR: 8.43e-05 | 1902.1ms/step | 31.5 samples/s +Step 37080/50462 | Loss: 2.4963 | LR: 8.42e-05 | 1905.0ms/step | 31.5 samples/s +Step 37090/50462 | Loss: 2.4877 | LR: 8.41e-05 | 1904.6ms/step | 31.5 samples/s +Step 37100/50462 | Loss: 2.4857 | LR: 8.40e-05 | 1902.2ms/step | 31.5 samples/s +Step 37110/50462 | Loss: 2.4878 | LR: 8.38e-05 | 1903.4ms/step | 31.5 samples/s +Step 37120/50462 | Loss: 2.5391 | LR: 8.37e-05 | 1902.4ms/step | 31.5 samples/s +Step 37130/50462 | Loss: 2.4932 | LR: 8.36e-05 | 1901.7ms/step | 31.6 samples/s +Step 37140/50462 | Loss: 2.5136 | LR: 8.35e-05 | 1904.7ms/step | 31.5 samples/s +Step 37150/50462 | Loss: 2.4567 | LR: 8.34e-05 | 1902.4ms/step | 31.5 samples/s +Step 37160/50462 | Loss: 2.5261 | LR: 8.33e-05 | 1904.4ms/step | 31.5 samples/s +Step 37170/50462 | Loss: 2.4540 | LR: 8.31e-05 | 1905.4ms/step | 31.5 samples/s +Step 37180/50462 | Loss: 2.4906 | LR: 8.30e-05 | 1901.1ms/step | 31.6 samples/s +Step 37190/50462 | Loss: 2.4997 | LR: 8.29e-05 | 1905.6ms/step | 31.5 samples/s +Step 37200/50462 | Loss: 2.4900 | LR: 8.28e-05 | 1903.4ms/step | 31.5 samples/s +Step 37210/50462 | Loss: 2.4688 | LR: 8.27e-05 | 1903.7ms/step | 31.5 samples/s +Step 37220/50462 | Loss: 2.5049 | LR: 8.25e-05 | 1904.3ms/step | 31.5 samples/s +Step 37230/50462 | Loss: 2.5183 | LR: 8.24e-05 | 1904.5ms/step | 31.5 samples/s +Step 37240/50462 | Loss: 2.5008 | LR: 8.23e-05 | 1903.7ms/step | 31.5 samples/s +Step 37250/50462 | Loss: 2.4830 | LR: 8.22e-05 | 1902.9ms/step | 31.5 samples/s +Validation at step 37250: Loss = 2.4955, Perplexity = 12.13 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-37250 +Step 37260/50462 | Loss: 2.5036 | LR: 8.21e-05 | 3299.6ms/step | 18.2 samples/s +Step 37270/50462 | Loss: 2.4747 | LR: 8.20e-05 | 1898.4ms/step | 31.6 samples/s +Step 37280/50462 | Loss: 2.5081 | LR: 8.18e-05 | 1899.6ms/step | 31.6 samples/s +Step 37290/50462 | Loss: 2.5240 | LR: 8.17e-05 | 1901.9ms/step | 31.5 samples/s +Step 37300/50462 | Loss: 2.5012 | LR: 8.16e-05 | 1903.9ms/step | 31.5 samples/s +Step 37310/50462 | Loss: 2.4648 | LR: 8.15e-05 | 1904.9ms/step | 31.5 samples/s +Step 37320/50462 | Loss: 2.5318 | LR: 8.14e-05 | 1904.8ms/step | 31.5 samples/s +Step 37330/50462 | Loss: 2.5185 | LR: 8.13e-05 | 1902.9ms/step | 31.5 samples/s +Step 37340/50462 | Loss: 2.5446 | LR: 8.11e-05 | 1905.5ms/step | 31.5 samples/s +Step 37350/50462 | Loss: 2.5115 | LR: 8.10e-05 | 1905.3ms/step | 31.5 samples/s +Step 37360/50462 | Loss: 2.5037 | LR: 8.09e-05 | 1904.9ms/step | 31.5 samples/s +Step 37370/50462 | Loss: 2.4988 | LR: 8.08e-05 | 1901.0ms/step | 31.6 samples/s +Step 37380/50462 | Loss: 2.5200 | LR: 8.07e-05 | 1901.3ms/step | 31.6 samples/s +Step 37390/50462 | Loss: 2.4837 | LR: 8.06e-05 | 1903.9ms/step | 31.5 samples/s +Step 37400/50462 | Loss: 2.5141 | LR: 8.04e-05 | 1904.6ms/step | 31.5 samples/s +Step 37410/50462 | Loss: 2.4849 | LR: 8.03e-05 | 1905.0ms/step | 31.5 samples/s +Step 37420/50462 | Loss: 2.4553 | LR: 8.02e-05 | 1905.9ms/step | 31.5 samples/s +Step 37430/50462 | Loss: 2.4863 | LR: 8.01e-05 | 1907.5ms/step | 31.5 samples/s +Step 37440/50462 | Loss: 2.4942 | LR: 8.00e-05 | 1904.9ms/step | 31.5 samples/s +Step 37450/50462 | Loss: 2.5189 | LR: 7.99e-05 | 1904.1ms/step | 31.5 samples/s +Step 37460/50462 | Loss: 2.4769 | LR: 7.98e-05 | 1903.6ms/step | 31.5 samples/s +Step 37470/50462 | Loss: 2.5155 | LR: 7.96e-05 | 1903.4ms/step | 31.5 samples/s +Step 37480/50462 | Loss: 2.4696 | LR: 7.95e-05 | 1904.7ms/step | 31.5 samples/s +Step 37490/50462 | Loss: 2.4711 | LR: 7.94e-05 | 1901.6ms/step | 31.6 samples/s +Step 37500/50462 | Loss: 2.5153 | LR: 7.93e-05 | 1915.4ms/step | 31.3 samples/s +Validation at step 37500: Loss = 2.4950, Perplexity = 12.12 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-37500 +Step 37510/50462 | Loss: 2.4499 | LR: 7.92e-05 | 3319.0ms/step | 18.1 samples/s +Step 37520/50462 | Loss: 2.4794 | LR: 7.91e-05 | 1896.8ms/step | 31.6 samples/s +Step 37530/50462 | Loss: 2.4894 | LR: 7.89e-05 | 1898.6ms/step | 31.6 samples/s +Step 37540/50462 | Loss: 2.5095 | LR: 7.88e-05 | 1902.9ms/step | 31.5 samples/s +Step 37550/50462 | Loss: 2.5333 | LR: 7.87e-05 | 1901.6ms/step | 31.6 samples/s +Step 37560/50462 | Loss: 2.4641 | LR: 7.86e-05 | 1902.5ms/step | 31.5 samples/s +Step 37570/50462 | Loss: 2.4535 | LR: 7.85e-05 | 1904.7ms/step | 31.5 samples/s +Step 37580/50462 | Loss: 2.4901 | LR: 7.84e-05 | 1902.2ms/step | 31.5 samples/s +Step 37590/50462 | Loss: 2.4888 | LR: 7.83e-05 | 1901.4ms/step | 31.6 samples/s +Step 37600/50462 | Loss: 2.4901 | LR: 7.81e-05 | 1904.7ms/step | 31.5 samples/s +Step 37610/50462 | Loss: 2.4993 | LR: 7.80e-05 | 1903.8ms/step | 31.5 samples/s +Step 37620/50462 | Loss: 2.4701 | LR: 7.79e-05 | 1904.2ms/step | 31.5 samples/s +Step 37630/50462 | Loss: 2.5211 | LR: 7.78e-05 | 1899.3ms/step | 31.6 samples/s +Step 37640/50462 | Loss: 2.5024 | LR: 7.77e-05 | 1904.0ms/step | 31.5 samples/s +Step 37650/50462 | Loss: 2.5081 | LR: 7.76e-05 | 1904.1ms/step | 31.5 samples/s +Step 37660/50462 | Loss: 2.4757 | LR: 7.75e-05 | 1904.1ms/step | 31.5 samples/s +Step 37670/50462 | Loss: 2.4714 | LR: 7.73e-05 | 1905.2ms/step | 31.5 samples/s +Step 37680/50462 | Loss: 2.4718 | LR: 7.72e-05 | 1902.3ms/step | 31.5 samples/s +Step 37690/50462 | Loss: 2.4821 | LR: 7.71e-05 | 1902.8ms/step | 31.5 samples/s +Step 37700/50462 | Loss: 2.4607 | LR: 7.70e-05 | 1902.6ms/step | 31.5 samples/s +Step 37710/50462 | Loss: 2.4993 | LR: 7.69e-05 | 1901.9ms/step | 31.5 samples/s +Step 37720/50462 | Loss: 2.4537 | LR: 7.68e-05 | 1904.7ms/step | 31.5 samples/s +Step 37730/50462 | Loss: 2.4886 | LR: 7.67e-05 | 1907.1ms/step | 31.5 samples/s +Step 37740/50462 | Loss: 2.4910 | LR: 7.65e-05 | 1905.2ms/step | 31.5 samples/s +Step 37750/50462 | Loss: 2.4961 | LR: 7.64e-05 | 1906.2ms/step | 31.5 samples/s +Validation at step 37750: Loss = 2.4943, Perplexity = 12.11 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-37750 +Step 37760/50462 | Loss: 2.5290 | LR: 7.63e-05 | 3280.9ms/step | 18.3 samples/s +Step 37770/50462 | Loss: 2.5065 | LR: 7.62e-05 | 1895.3ms/step | 31.7 samples/s +Step 37780/50462 | Loss: 2.4739 | LR: 7.61e-05 | 1897.4ms/step | 31.6 samples/s +Step 37790/50462 | Loss: 2.4555 | LR: 7.60e-05 | 1901.5ms/step | 31.6 samples/s +Step 37800/50462 | Loss: 2.4322 | LR: 7.59e-05 | 1902.6ms/step | 31.5 samples/s +Step 37810/50462 | Loss: 2.4885 | LR: 7.57e-05 | 1903.1ms/step | 31.5 samples/s +Step 37820/50462 | Loss: 2.5202 | LR: 7.56e-05 | 1905.5ms/step | 31.5 samples/s +Step 37830/50462 | Loss: 2.4851 | LR: 7.55e-05 | 1905.2ms/step | 31.5 samples/s +Step 37840/50462 | Loss: 2.4717 | LR: 7.54e-05 | 1902.0ms/step | 31.5 samples/s +Step 37850/50462 | Loss: 2.4308 | LR: 7.53e-05 | 1902.7ms/step | 31.5 samples/s +Step 37860/50462 | Loss: 2.4857 | LR: 7.52e-05 | 1903.5ms/step | 31.5 samples/s +Step 37870/50462 | Loss: 2.4694 | LR: 7.51e-05 | 1900.9ms/step | 31.6 samples/s +Step 37880/50462 | Loss: 2.4617 | LR: 7.50e-05 | 1903.7ms/step | 31.5 samples/s +Step 37890/50462 | Loss: 2.4736 | LR: 7.48e-05 | 1906.1ms/step | 31.5 samples/s +Step 37900/50462 | Loss: 2.5557 | LR: 7.47e-05 | 1903.3ms/step | 31.5 samples/s +Step 37910/50462 | Loss: 2.4839 | LR: 7.46e-05 | 1903.7ms/step | 31.5 samples/s +Step 37920/50462 | Loss: 2.4853 | LR: 7.45e-05 | 1902.4ms/step | 31.5 samples/s +Step 37930/50462 | Loss: 2.4721 | LR: 7.44e-05 | 1903.0ms/step | 31.5 samples/s +Step 37940/50462 | Loss: 2.4932 | LR: 7.43e-05 | 1899.8ms/step | 31.6 samples/s +Step 37950/50462 | Loss: 2.4778 | LR: 7.42e-05 | 1903.6ms/step | 31.5 samples/s +Step 37960/50462 | Loss: 2.4699 | LR: 7.41e-05 | 1901.9ms/step | 31.5 samples/s +Step 37970/50462 | Loss: 2.5223 | LR: 7.39e-05 | 1903.8ms/step | 31.5 samples/s +Step 37980/50462 | Loss: 2.4973 | LR: 7.38e-05 | 1905.1ms/step | 31.5 samples/s +Step 37990/50462 | Loss: 2.5060 | LR: 7.37e-05 | 1903.6ms/step | 31.5 samples/s +Step 38000/50462 | Loss: 2.4799 | LR: 7.36e-05 | 1899.6ms/step | 31.6 samples/s +Validation at step 38000: Loss = 2.4941, Perplexity = 12.11 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-38000 +Step 38010/50462 | Loss: 2.5228 | LR: 7.35e-05 | 3286.6ms/step | 18.3 samples/s +Step 38020/50462 | Loss: 2.4940 | LR: 7.34e-05 | 1894.8ms/step | 31.7 samples/s +Step 38030/50462 | Loss: 2.4789 | LR: 7.33e-05 | 1897.8ms/step | 31.6 samples/s +Step 38040/50462 | Loss: 2.4891 | LR: 7.32e-05 | 1899.9ms/step | 31.6 samples/s +Step 38050/50462 | Loss: 2.5092 | LR: 7.30e-05 | 1902.5ms/step | 31.5 samples/s +Step 38060/50462 | Loss: 2.5023 | LR: 7.29e-05 | 1905.0ms/step | 31.5 samples/s +Step 38070/50462 | Loss: 2.5229 | LR: 7.28e-05 | 1904.7ms/step | 31.5 samples/s +Step 38080/50462 | Loss: 2.4852 | LR: 7.27e-05 | 1902.0ms/step | 31.5 samples/s +Step 38090/50462 | Loss: 2.4823 | LR: 7.26e-05 | 1901.7ms/step | 31.6 samples/s +Step 38100/50462 | Loss: 2.4957 | LR: 7.25e-05 | 1904.4ms/step | 31.5 samples/s +Step 38110/50462 | Loss: 2.4889 | LR: 7.24e-05 | 1904.4ms/step | 31.5 samples/s +Step 38120/50462 | Loss: 2.4854 | LR: 7.23e-05 | 1903.6ms/step | 31.5 samples/s +Step 38130/50462 | Loss: 2.4776 | LR: 7.22e-05 | 1902.4ms/step | 31.5 samples/s +Step 38140/50462 | Loss: 2.4786 | LR: 7.20e-05 | 1901.6ms/step | 31.6 samples/s +Step 38150/50462 | Loss: 2.4974 | LR: 7.19e-05 | 1903.4ms/step | 31.5 samples/s +Step 38160/50462 | Loss: 2.5271 | LR: 7.18e-05 | 1902.5ms/step | 31.5 samples/s +Step 38170/50462 | Loss: 2.4762 | LR: 7.17e-05 | 1904.5ms/step | 31.5 samples/s +Step 38180/50462 | Loss: 2.4843 | LR: 7.16e-05 | 1905.0ms/step | 31.5 samples/s +Step 38190/50462 | Loss: 2.4870 | LR: 7.15e-05 | 1900.1ms/step | 31.6 samples/s +Step 38200/50462 | Loss: 2.4969 | LR: 7.14e-05 | 1901.3ms/step | 31.6 samples/s +Step 38210/50462 | Loss: 2.4918 | LR: 7.13e-05 | 1903.2ms/step | 31.5 samples/s +Step 38220/50462 | Loss: 2.4752 | LR: 7.12e-05 | 1904.1ms/step | 31.5 samples/s +Step 38230/50462 | Loss: 2.5009 | LR: 7.10e-05 | 1903.9ms/step | 31.5 samples/s +Step 38240/50462 | Loss: 2.4780 | LR: 7.09e-05 | 1904.5ms/step | 31.5 samples/s +Step 38250/50462 | Loss: 2.5092 | LR: 7.08e-05 | 1902.8ms/step | 31.5 samples/s +Validation at step 38250: Loss = 2.4937, Perplexity = 12.11 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-38250 +Step 38260/50462 | Loss: 2.4930 | LR: 7.07e-05 | 3325.4ms/step | 18.0 samples/s +Step 38270/50462 | Loss: 2.4809 | LR: 7.06e-05 | 1898.7ms/step | 31.6 samples/s +Step 38280/50462 | Loss: 2.5079 | LR: 7.05e-05 | 1902.5ms/step | 31.5 samples/s +Step 38290/50462 | Loss: 2.5150 | LR: 7.04e-05 | 1903.2ms/step | 31.5 samples/s +Step 38300/50462 | Loss: 2.4797 | LR: 7.03e-05 | 1905.6ms/step | 31.5 samples/s +Step 38310/50462 | Loss: 2.4834 | LR: 7.02e-05 | 1903.0ms/step | 31.5 samples/s +Step 38320/50462 | Loss: 2.5077 | LR: 7.01e-05 | 1901.8ms/step | 31.5 samples/s +Step 38330/50462 | Loss: 2.4629 | LR: 6.99e-05 | 1901.3ms/step | 31.6 samples/s +Step 38340/50462 | Loss: 2.4621 | LR: 6.98e-05 | 1900.4ms/step | 31.6 samples/s +Step 38350/50462 | Loss: 2.4155 | LR: 6.97e-05 | 1900.4ms/step | 31.6 samples/s +Step 38360/50462 | Loss: 2.5386 | LR: 6.96e-05 | 1901.1ms/step | 31.6 samples/s +Step 38370/50462 | Loss: 2.5267 | LR: 6.95e-05 | 1903.5ms/step | 31.5 samples/s +Step 38380/50462 | Loss: 2.4944 | LR: 6.94e-05 | 1903.2ms/step | 31.5 samples/s +Step 38390/50462 | Loss: 2.4480 | LR: 6.93e-05 | 1903.3ms/step | 31.5 samples/s +Step 38400/50462 | Loss: 2.4715 | LR: 6.92e-05 | 1902.5ms/step | 31.5 samples/s +Step 38410/50462 | Loss: 2.5009 | LR: 6.91e-05 | 1901.0ms/step | 31.6 samples/s +Step 38420/50462 | Loss: 2.5065 | LR: 6.90e-05 | 1901.0ms/step | 31.6 samples/s +Step 38430/50462 | Loss: 2.4749 | LR: 6.89e-05 | 1904.5ms/step | 31.5 samples/s +Step 38440/50462 | Loss: 2.4968 | LR: 6.87e-05 | 1905.1ms/step | 31.5 samples/s +Step 38450/50462 | Loss: 2.4521 | LR: 6.86e-05 | 1904.9ms/step | 31.5 samples/s +Step 38460/50462 | Loss: 2.4588 | LR: 6.85e-05 | 1902.7ms/step | 31.5 samples/s +Step 38470/50462 | Loss: 2.4977 | LR: 6.84e-05 | 1902.6ms/step | 31.5 samples/s +Step 38480/50462 | Loss: 2.4648 | LR: 6.83e-05 | 1905.8ms/step | 31.5 samples/s +Step 38490/50462 | Loss: 2.4768 | LR: 6.82e-05 | 1902.4ms/step | 31.5 samples/s +Step 38500/50462 | Loss: 2.5092 | LR: 6.81e-05 | 1903.3ms/step | 31.5 samples/s +Validation at step 38500: Loss = 2.4935, Perplexity = 12.10 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-38500 +Step 38510/50462 | Loss: 2.4543 | LR: 6.80e-05 | 3285.9ms/step | 18.3 samples/s +Step 38520/50462 | Loss: 2.4937 | LR: 6.79e-05 | 1900.2ms/step | 31.6 samples/s +Step 38530/50462 | Loss: 2.5377 | LR: 6.78e-05 | 1901.4ms/step | 31.6 samples/s +Step 38540/50462 | Loss: 2.5206 | LR: 6.77e-05 | 1904.9ms/step | 31.5 samples/s +Step 38550/50462 | Loss: 2.4810 | LR: 6.76e-05 | 1901.8ms/step | 31.5 samples/s +Step 38560/50462 | Loss: 2.4666 | LR: 6.74e-05 | 1904.3ms/step | 31.5 samples/s +Step 38570/50462 | Loss: 2.5067 | LR: 6.73e-05 | 1904.8ms/step | 31.5 samples/s +Step 38580/50462 | Loss: 2.4613 | LR: 6.72e-05 | 1903.5ms/step | 31.5 samples/s +Step 38590/50462 | Loss: 2.4896 | LR: 6.71e-05 | 1904.4ms/step | 31.5 samples/s +Step 38600/50462 | Loss: 2.5134 | LR: 6.70e-05 | 1907.2ms/step | 31.5 samples/s +Step 38610/50462 | Loss: 2.4456 | LR: 6.69e-05 | 1904.2ms/step | 31.5 samples/s +Step 38620/50462 | Loss: 2.5060 | LR: 6.68e-05 | 1906.5ms/step | 31.5 samples/s +Step 38630/50462 | Loss: 2.5286 | LR: 6.67e-05 | 1905.6ms/step | 31.5 samples/s +Step 38640/50462 | Loss: 2.4976 | LR: 6.66e-05 | 1904.6ms/step | 31.5 samples/s +Step 38650/50462 | Loss: 2.4830 | LR: 6.65e-05 | 1903.8ms/step | 31.5 samples/s +Step 38660/50462 | Loss: 2.4584 | LR: 6.64e-05 | 1904.3ms/step | 31.5 samples/s +Step 38670/50462 | Loss: 2.4964 | LR: 6.63e-05 | 1903.9ms/step | 31.5 samples/s +Step 38680/50462 | Loss: 2.5074 | LR: 6.62e-05 | 1903.3ms/step | 31.5 samples/s +Step 38690/50462 | Loss: 2.4639 | LR: 6.60e-05 | 1902.2ms/step | 31.5 samples/s +Step 38700/50462 | Loss: 2.5088 | LR: 6.59e-05 | 1905.4ms/step | 31.5 samples/s +Step 38710/50462 | Loss: 2.5282 | LR: 6.58e-05 | 1905.0ms/step | 31.5 samples/s +Step 38720/50462 | Loss: 2.4838 | LR: 6.57e-05 | 1903.6ms/step | 31.5 samples/s +Step 38730/50462 | Loss: 2.4807 | LR: 6.56e-05 | 1904.7ms/step | 31.5 samples/s +Step 38740/50462 | Loss: 2.5083 | LR: 6.55e-05 | 1902.0ms/step | 31.5 samples/s +Step 38750/50462 | Loss: 2.4621 | LR: 6.54e-05 | 1903.5ms/step | 31.5 samples/s +Validation at step 38750: Loss = 2.4932, Perplexity = 12.10 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-38750 +Step 38760/50462 | Loss: 2.4727 | LR: 6.53e-05 | 3293.6ms/step | 18.2 samples/s +Step 38770/50462 | Loss: 2.5363 | LR: 6.52e-05 | 1898.3ms/step | 31.6 samples/s +Step 38780/50462 | Loss: 2.4752 | LR: 6.51e-05 | 1899.5ms/step | 31.6 samples/s +Step 38790/50462 | Loss: 2.5172 | LR: 6.50e-05 | 1901.5ms/step | 31.6 samples/s +Step 38800/50462 | Loss: 2.4826 | LR: 6.49e-05 | 1904.2ms/step | 31.5 samples/s +Step 38810/50462 | Loss: 2.5017 | LR: 6.48e-05 | 1903.4ms/step | 31.5 samples/s +Step 38820/50462 | Loss: 2.5112 | LR: 6.47e-05 | 1902.5ms/step | 31.5 samples/s +Step 38830/50462 | Loss: 2.4835 | LR: 6.46e-05 | 1906.8ms/step | 31.5 samples/s +Step 38840/50462 | Loss: 2.4903 | LR: 6.45e-05 | 1903.5ms/step | 31.5 samples/s +Step 38850/50462 | Loss: 2.5321 | LR: 6.43e-05 | 1903.9ms/step | 31.5 samples/s +Step 38860/50462 | Loss: 2.5000 | LR: 6.42e-05 | 1902.6ms/step | 31.5 samples/s +Step 38870/50462 | Loss: 2.5194 | LR: 6.41e-05 | 1903.5ms/step | 31.5 samples/s +Step 38880/50462 | Loss: 2.5148 | LR: 6.40e-05 | 1905.5ms/step | 31.5 samples/s +Step 38890/50462 | Loss: 2.4656 | LR: 6.39e-05 | 1905.5ms/step | 31.5 samples/s +Step 38900/50462 | Loss: 2.4847 | LR: 6.38e-05 | 1906.7ms/step | 31.5 samples/s +Step 38910/50462 | Loss: 2.5026 | LR: 6.37e-05 | 1903.1ms/step | 31.5 samples/s +Step 38920/50462 | Loss: 2.4808 | LR: 6.36e-05 | 1906.6ms/step | 31.5 samples/s +Step 38930/50462 | Loss: 2.4877 | LR: 6.35e-05 | 1906.1ms/step | 31.5 samples/s +Step 38940/50462 | Loss: 2.4984 | LR: 6.34e-05 | 1904.8ms/step | 31.5 samples/s +Step 38950/50462 | Loss: 2.4836 | LR: 6.33e-05 | 1903.9ms/step | 31.5 samples/s +Step 38960/50462 | Loss: 2.4676 | LR: 6.32e-05 | 1904.2ms/step | 31.5 samples/s +Step 38970/50462 | Loss: 2.5134 | LR: 6.31e-05 | 1903.9ms/step | 31.5 samples/s +Step 38980/50462 | Loss: 2.4912 | LR: 6.30e-05 | 1905.0ms/step | 31.5 samples/s +Step 38990/50462 | Loss: 2.5453 | LR: 6.29e-05 | 1906.7ms/step | 31.5 samples/s +Step 39000/50462 | Loss: 2.4759 | LR: 6.28e-05 | 1906.2ms/step | 31.5 samples/s +Validation at step 39000: Loss = 2.4929, Perplexity = 12.10 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-39000 +Step 39010/50462 | Loss: 2.5023 | LR: 6.27e-05 | 3298.8ms/step | 18.2 samples/s +Step 39020/50462 | Loss: 2.4702 | LR: 6.26e-05 | 1898.0ms/step | 31.6 samples/s +Step 39030/50462 | Loss: 2.5289 | LR: 6.25e-05 | 1902.1ms/step | 31.5 samples/s +Step 39040/50462 | Loss: 2.4819 | LR: 6.23e-05 | 1904.3ms/step | 31.5 samples/s +Step 39050/50462 | Loss: 2.4881 | LR: 6.22e-05 | 1901.7ms/step | 31.6 samples/s +Step 39060/50462 | Loss: 2.5128 | LR: 6.21e-05 | 1901.7ms/step | 31.6 samples/s +Step 39070/50462 | Loss: 2.4958 | LR: 6.20e-05 | 1904.7ms/step | 31.5 samples/s +Step 39080/50462 | Loss: 2.5099 | LR: 6.19e-05 | 1906.5ms/step | 31.5 samples/s +Step 39090/50462 | Loss: 2.4951 | LR: 6.18e-05 | 1905.5ms/step | 31.5 samples/s +Step 39100/50462 | Loss: 2.4682 | LR: 6.17e-05 | 1903.9ms/step | 31.5 samples/s +Step 39110/50462 | Loss: 2.4780 | LR: 6.16e-05 | 1905.3ms/step | 31.5 samples/s +Step 39120/50462 | Loss: 2.4701 | LR: 6.15e-05 | 1905.8ms/step | 31.5 samples/s +Step 39130/50462 | Loss: 2.4728 | LR: 6.14e-05 | 1904.6ms/step | 31.5 samples/s +Step 39140/50462 | Loss: 2.5033 | LR: 6.13e-05 | 1903.6ms/step | 31.5 samples/s +Step 39150/50462 | Loss: 2.5115 | LR: 6.12e-05 | 1902.3ms/step | 31.5 samples/s +Step 39160/50462 | Loss: 2.4929 | LR: 6.11e-05 | 1904.5ms/step | 31.5 samples/s +Step 39170/50462 | Loss: 2.4821 | LR: 6.10e-05 | 1904.9ms/step | 31.5 samples/s +Step 39180/50462 | Loss: 2.4816 | LR: 6.09e-05 | 1904.1ms/step | 31.5 samples/s +Step 39190/50462 | Loss: 2.4607 | LR: 6.08e-05 | 1907.1ms/step | 31.5 samples/s +Step 39200/50462 | Loss: 2.4958 | LR: 6.07e-05 | 1903.6ms/step | 31.5 samples/s +Step 39210/50462 | Loss: 2.4583 | LR: 6.06e-05 | 1906.0ms/step | 31.5 samples/s +Step 39220/50462 | Loss: 2.4597 | LR: 6.05e-05 | 1905.5ms/step | 31.5 samples/s +Step 39230/50462 | Loss: 2.5010 | LR: 6.04e-05 | 1903.9ms/step | 31.5 samples/s +Step 39240/50462 | Loss: 2.4586 | LR: 6.03e-05 | 1906.1ms/step | 31.5 samples/s +Step 39250/50462 | Loss: 2.4975 | LR: 6.02e-05 | 1904.7ms/step | 31.5 samples/s +Validation at step 39250: Loss = 2.4926, Perplexity = 12.09 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-39250 +Step 39260/50462 | Loss: 2.4597 | LR: 6.01e-05 | 3323.4ms/step | 18.1 samples/s +Step 39270/50462 | Loss: 2.4847 | LR: 6.00e-05 | 1896.3ms/step | 31.6 samples/s +Step 39280/50462 | Loss: 2.5271 | LR: 5.99e-05 | 1900.6ms/step | 31.6 samples/s +Step 39290/50462 | Loss: 2.4969 | LR: 5.98e-05 | 1901.7ms/step | 31.5 samples/s +Step 39300/50462 | Loss: 2.4869 | LR: 5.97e-05 | 1902.1ms/step | 31.5 samples/s +Step 39310/50462 | Loss: 2.4918 | LR: 5.96e-05 | 1902.5ms/step | 31.5 samples/s +Step 39320/50462 | Loss: 2.4591 | LR: 5.95e-05 | 1903.9ms/step | 31.5 samples/s +Step 39330/50462 | Loss: 2.4370 | LR: 5.94e-05 | 1905.4ms/step | 31.5 samples/s +Step 39340/50462 | Loss: 2.4987 | LR: 5.93e-05 | 1902.3ms/step | 31.5 samples/s +Step 39350/50462 | Loss: 2.4872 | LR: 5.91e-05 | 1903.2ms/step | 31.5 samples/s +Step 39360/50462 | Loss: 2.5359 | LR: 5.90e-05 | 1904.2ms/step | 31.5 samples/s +Step 39370/50462 | Loss: 2.4971 | LR: 5.89e-05 | 1904.7ms/step | 31.5 samples/s +Step 39380/50462 | Loss: 2.5450 | LR: 5.88e-05 | 1904.3ms/step | 31.5 samples/s +Step 39390/50462 | Loss: 2.4947 | LR: 5.87e-05 | 1903.0ms/step | 31.5 samples/s +Step 39400/50462 | Loss: 2.4643 | LR: 5.86e-05 | 1903.7ms/step | 31.5 samples/s +Step 39410/50462 | Loss: 2.4779 | LR: 5.85e-05 | 1904.5ms/step | 31.5 samples/s +Step 39420/50462 | Loss: 2.5227 | LR: 5.84e-05 | 1906.0ms/step | 31.5 samples/s +Step 39430/50462 | Loss: 2.4309 | LR: 5.83e-05 | 1905.2ms/step | 31.5 samples/s +Step 39440/50462 | Loss: 2.4903 | LR: 5.82e-05 | 1900.4ms/step | 31.6 samples/s +Step 39450/50462 | Loss: 2.4817 | LR: 5.81e-05 | 1902.6ms/step | 31.5 samples/s +Step 39460/50462 | Loss: 2.4668 | LR: 5.80e-05 | 1904.1ms/step | 31.5 samples/s +Step 39470/50462 | Loss: 2.4796 | LR: 5.79e-05 | 1904.2ms/step | 31.5 samples/s +Step 39480/50462 | Loss: 2.5374 | LR: 5.78e-05 | 1903.1ms/step | 31.5 samples/s +Step 39490/50462 | Loss: 2.4587 | LR: 5.77e-05 | 1904.1ms/step | 31.5 samples/s +Step 39500/50462 | Loss: 2.5009 | LR: 5.76e-05 | 1903.8ms/step | 31.5 samples/s +Validation at step 39500: Loss = 2.4924, Perplexity = 12.09 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-39500 +Step 39510/50462 | Loss: 2.4969 | LR: 5.75e-05 | 3292.6ms/step | 18.2 samples/s +Step 39520/50462 | Loss: 2.5132 | LR: 5.74e-05 | 1896.2ms/step | 31.6 samples/s +Step 39530/50462 | Loss: 2.4938 | LR: 5.73e-05 | 1899.3ms/step | 31.6 samples/s +Step 39540/50462 | Loss: 2.4898 | LR: 5.72e-05 | 1899.1ms/step | 31.6 samples/s +Step 39550/50462 | Loss: 2.5083 | LR: 5.71e-05 | 1901.7ms/step | 31.6 samples/s +Step 39560/50462 | Loss: 2.5043 | LR: 5.70e-05 | 1903.7ms/step | 31.5 samples/s +Step 39570/50462 | Loss: 2.5424 | LR: 5.69e-05 | 1907.5ms/step | 31.5 samples/s +Step 39580/50462 | Loss: 2.5028 | LR: 5.68e-05 | 1904.9ms/step | 31.5 samples/s +Step 39590/50462 | Loss: 2.4832 | LR: 5.67e-05 | 1902.8ms/step | 31.5 samples/s +Step 39600/50462 | Loss: 2.4697 | LR: 5.66e-05 | 1902.6ms/step | 31.5 samples/s +Step 39610/50462 | Loss: 2.4779 | LR: 5.65e-05 | 1905.1ms/step | 31.5 samples/s +Step 39620/50462 | Loss: 2.4926 | LR: 5.64e-05 | 1905.7ms/step | 31.5 samples/s +Step 39630/50462 | Loss: 2.4687 | LR: 5.63e-05 | 1902.9ms/step | 31.5 samples/s +Step 39640/50462 | Loss: 2.4380 | LR: 5.62e-05 | 1903.7ms/step | 31.5 samples/s +Step 39650/50462 | Loss: 2.5303 | LR: 5.61e-05 | 1906.0ms/step | 31.5 samples/s +Step 39660/50462 | Loss: 2.4918 | LR: 5.60e-05 | 1905.6ms/step | 31.5 samples/s +Step 39670/50462 | Loss: 2.5261 | LR: 5.59e-05 | 1906.9ms/step | 31.5 samples/s +Step 39680/50462 | Loss: 2.4964 | LR: 5.58e-05 | 1904.6ms/step | 31.5 samples/s +Step 39690/50462 | Loss: 2.4650 | LR: 5.57e-05 | 1906.0ms/step | 31.5 samples/s +Step 39700/50462 | Loss: 2.4634 | LR: 5.56e-05 | 1904.3ms/step | 31.5 samples/s +Step 39710/50462 | Loss: 2.4702 | LR: 5.55e-05 | 1903.1ms/step | 31.5 samples/s +Step 39720/50462 | Loss: 2.4771 | LR: 5.54e-05 | 1906.8ms/step | 31.5 samples/s +Step 39730/50462 | Loss: 2.5015 | LR: 5.53e-05 | 1904.6ms/step | 31.5 samples/s +Step 39740/50462 | Loss: 2.5292 | LR: 5.52e-05 | 1906.8ms/step | 31.5 samples/s +Step 39750/50462 | Loss: 2.4916 | LR: 5.51e-05 | 1905.5ms/step | 31.5 samples/s +Validation at step 39750: Loss = 2.4922, Perplexity = 12.09 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-39750 +Step 39760/50462 | Loss: 2.4848 | LR: 5.50e-05 | 3296.5ms/step | 18.2 samples/s +Step 39770/50462 | Loss: 2.4591 | LR: 5.49e-05 | 1894.0ms/step | 31.7 samples/s +Step 39780/50462 | Loss: 2.4368 | LR: 5.48e-05 | 1898.3ms/step | 31.6 samples/s +Step 39790/50462 | Loss: 2.4621 | LR: 5.47e-05 | 1901.3ms/step | 31.6 samples/s +Step 39800/50462 | Loss: 2.4907 | LR: 5.46e-05 | 1900.8ms/step | 31.6 samples/s +Step 39810/50462 | Loss: 2.4643 | LR: 5.45e-05 | 1902.7ms/step | 31.5 samples/s +Step 39820/50462 | Loss: 2.4650 | LR: 5.44e-05 | 1905.3ms/step | 31.5 samples/s +Step 39830/50462 | Loss: 2.4898 | LR: 5.43e-05 | 1901.6ms/step | 31.6 samples/s +Step 39840/50462 | Loss: 2.5319 | LR: 5.42e-05 | 1901.9ms/step | 31.5 samples/s +Step 39850/50462 | Loss: 2.5269 | LR: 5.41e-05 | 1901.1ms/step | 31.6 samples/s +Step 39860/50462 | Loss: 2.4987 | LR: 5.40e-05 | 1903.5ms/step | 31.5 samples/s +Step 39870/50462 | Loss: 2.4842 | LR: 5.39e-05 | 1905.4ms/step | 31.5 samples/s +Step 39880/50462 | Loss: 2.4892 | LR: 5.38e-05 | 1902.4ms/step | 31.5 samples/s +Step 39890/50462 | Loss: 2.4626 | LR: 5.38e-05 | 1902.0ms/step | 31.5 samples/s +Step 39900/50462 | Loss: 2.4715 | LR: 5.37e-05 | 1905.8ms/step | 31.5 samples/s +Step 39910/50462 | Loss: 2.5183 | LR: 5.36e-05 | 1902.6ms/step | 31.5 samples/s +Step 39920/50462 | Loss: 2.5076 | LR: 5.35e-05 | 1902.9ms/step | 31.5 samples/s +Step 39930/50462 | Loss: 2.4992 | LR: 5.34e-05 | 1901.3ms/step | 31.6 samples/s +Step 39940/50462 | Loss: 2.4803 | LR: 5.33e-05 | 1903.2ms/step | 31.5 samples/s +Step 39950/50462 | Loss: 2.4638 | LR: 5.32e-05 | 1899.7ms/step | 31.6 samples/s +Step 39960/50462 | Loss: 2.4683 | LR: 5.31e-05 | 1902.1ms/step | 31.5 samples/s +Step 39970/50462 | Loss: 2.4812 | LR: 5.30e-05 | 1901.0ms/step | 31.6 samples/s +Step 39980/50462 | Loss: 2.4711 | LR: 5.29e-05 | 1903.6ms/step | 31.5 samples/s +Step 39990/50462 | Loss: 2.5019 | LR: 5.28e-05 | 1902.2ms/step | 31.5 samples/s +Step 40000/50462 | Loss: 2.4874 | LR: 5.27e-05 | 1903.7ms/step | 31.5 samples/s +Validation at step 40000: Loss = 2.4920, Perplexity = 12.08 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-40000 +Step 40010/50462 | Loss: 2.5019 | LR: 5.26e-05 | 3298.9ms/step | 18.2 samples/s +Step 40020/50462 | Loss: 2.5046 | LR: 5.25e-05 | 1894.7ms/step | 31.7 samples/s +Step 40030/50462 | Loss: 2.5245 | LR: 5.24e-05 | 1898.9ms/step | 31.6 samples/s +Step 40040/50462 | Loss: 2.4896 | LR: 5.23e-05 | 1901.9ms/step | 31.5 samples/s +Step 40050/50462 | Loss: 2.5168 | LR: 5.22e-05 | 1903.8ms/step | 31.5 samples/s +Step 40060/50462 | Loss: 2.4665 | LR: 5.21e-05 | 1902.4ms/step | 31.5 samples/s +Step 40070/50462 | Loss: 2.5023 | LR: 5.20e-05 | 1901.9ms/step | 31.5 samples/s +Step 40080/50462 | Loss: 2.4643 | LR: 5.19e-05 | 1902.7ms/step | 31.5 samples/s +Step 40090/50462 | Loss: 2.4511 | LR: 5.18e-05 | 1902.9ms/step | 31.5 samples/s +Step 40100/50462 | Loss: 2.5253 | LR: 5.17e-05 | 1901.4ms/step | 31.6 samples/s +Step 40110/50462 | Loss: 2.4656 | LR: 5.16e-05 | 1904.0ms/step | 31.5 samples/s +Step 40120/50462 | Loss: 2.5200 | LR: 5.15e-05 | 1906.3ms/step | 31.5 samples/s +Step 40130/50462 | Loss: 2.4748 | LR: 5.14e-05 | 1904.5ms/step | 31.5 samples/s +Step 40140/50462 | Loss: 2.4648 | LR: 5.13e-05 | 1904.4ms/step | 31.5 samples/s +Step 40150/50462 | Loss: 2.4656 | LR: 5.12e-05 | 1904.4ms/step | 31.5 samples/s +Step 40160/50462 | Loss: 2.5010 | LR: 5.11e-05 | 1906.8ms/step | 31.5 samples/s +Step 40170/50462 | Loss: 2.4766 | LR: 5.10e-05 | 1903.3ms/step | 31.5 samples/s +Step 40180/50462 | Loss: 2.4820 | LR: 5.09e-05 | 1905.1ms/step | 31.5 samples/s +Step 40190/50462 | Loss: 2.4398 | LR: 5.09e-05 | 1907.5ms/step | 31.5 samples/s +Step 40200/50462 | Loss: 2.4803 | LR: 5.08e-05 | 1904.1ms/step | 31.5 samples/s +Step 40210/50462 | Loss: 2.4963 | LR: 5.07e-05 | 1906.2ms/step | 31.5 samples/s +Step 40220/50462 | Loss: 2.4503 | LR: 5.06e-05 | 1904.7ms/step | 31.5 samples/s +Step 40230/50462 | Loss: 2.4760 | LR: 5.05e-05 | 1901.8ms/step | 31.5 samples/s +Step 40240/50462 | Loss: 2.4616 | LR: 5.04e-05 | 1903.4ms/step | 31.5 samples/s +Step 40250/50462 | Loss: 2.5237 | LR: 5.03e-05 | 1906.3ms/step | 31.5 samples/s +Validation at step 40250: Loss = 2.4918, Perplexity = 12.08 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-40250 +Step 40260/50462 | Loss: 2.4894 | LR: 5.02e-05 | 3285.9ms/step | 18.3 samples/s +Step 40270/50462 | Loss: 2.5168 | LR: 5.01e-05 | 1896.7ms/step | 31.6 samples/s +Step 40280/50462 | Loss: 2.5595 | LR: 5.00e-05 | 1897.8ms/step | 31.6 samples/s +Step 40290/50462 | Loss: 2.5370 | LR: 4.99e-05 | 1904.4ms/step | 31.5 samples/s +Step 40300/50462 | Loss: 2.4602 | LR: 4.98e-05 | 1902.7ms/step | 31.5 samples/s +Step 40310/50462 | Loss: 2.5177 | LR: 4.97e-05 | 1902.5ms/step | 31.5 samples/s +Step 40320/50462 | Loss: 2.5222 | LR: 4.96e-05 | 1903.1ms/step | 31.5 samples/s +Step 40330/50462 | Loss: 2.4609 | LR: 4.95e-05 | 1903.3ms/step | 31.5 samples/s +Step 40340/50462 | Loss: 2.5042 | LR: 4.94e-05 | 1903.3ms/step | 31.5 samples/s +Step 40350/50462 | Loss: 2.5040 | LR: 4.93e-05 | 1901.4ms/step | 31.6 samples/s +Step 40360/50462 | Loss: 2.4929 | LR: 4.92e-05 | 1902.9ms/step | 31.5 samples/s +Step 40370/50462 | Loss: 2.4961 | LR: 4.91e-05 | 1902.3ms/step | 31.5 samples/s +Step 40380/50462 | Loss: 2.5092 | LR: 4.90e-05 | 1904.8ms/step | 31.5 samples/s +Step 40390/50462 | Loss: 2.5392 | LR: 4.90e-05 | 1902.3ms/step | 31.5 samples/s +Step 40400/50462 | Loss: 2.5020 | LR: 4.89e-05 | 1902.4ms/step | 31.5 samples/s +Step 40410/50462 | Loss: 2.5037 | LR: 4.88e-05 | 1901.0ms/step | 31.6 samples/s +Step 40420/50462 | Loss: 2.4743 | LR: 4.87e-05 | 1901.5ms/step | 31.6 samples/s +Step 40430/50462 | Loss: 2.4494 | LR: 4.86e-05 | 1902.0ms/step | 31.5 samples/s +Step 40440/50462 | Loss: 2.4815 | LR: 4.85e-05 | 1901.8ms/step | 31.5 samples/s +Step 40450/50462 | Loss: 2.4627 | LR: 4.84e-05 | 1902.3ms/step | 31.5 samples/s +Step 40460/50462 | Loss: 2.5029 | LR: 4.83e-05 | 1901.5ms/step | 31.6 samples/s +Step 40470/50462 | Loss: 2.5396 | LR: 4.82e-05 | 1900.9ms/step | 31.6 samples/s +Step 40480/50462 | Loss: 2.4839 | LR: 4.81e-05 | 1902.3ms/step | 31.5 samples/s +Step 40490/50462 | Loss: 2.4715 | LR: 4.80e-05 | 1902.2ms/step | 31.5 samples/s +Step 40500/50462 | Loss: 2.5094 | LR: 4.79e-05 | 1902.0ms/step | 31.5 samples/s +Validation at step 40500: Loss = 2.4917, Perplexity = 12.08 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-40500 +Step 40510/50462 | Loss: 2.5118 | LR: 4.78e-05 | 3349.3ms/step | 17.9 samples/s +Step 40520/50462 | Loss: 2.4518 | LR: 4.77e-05 | 1894.4ms/step | 31.7 samples/s +Step 40530/50462 | Loss: 2.5082 | LR: 4.76e-05 | 1899.5ms/step | 31.6 samples/s +Step 40540/50462 | Loss: 2.4448 | LR: 4.76e-05 | 1900.3ms/step | 31.6 samples/s +Step 40550/50462 | Loss: 2.4786 | LR: 4.75e-05 | 1902.5ms/step | 31.5 samples/s +Step 40560/50462 | Loss: 2.4526 | LR: 4.74e-05 | 1903.7ms/step | 31.5 samples/s +Step 40570/50462 | Loss: 2.4934 | LR: 4.73e-05 | 1901.5ms/step | 31.6 samples/s +Step 40580/50462 | Loss: 2.4919 | LR: 4.72e-05 | 1903.5ms/step | 31.5 samples/s +Step 40590/50462 | Loss: 2.4874 | LR: 4.71e-05 | 1905.2ms/step | 31.5 samples/s +Step 40600/50462 | Loss: 2.4806 | LR: 4.70e-05 | 1902.5ms/step | 31.5 samples/s +Step 40610/50462 | Loss: 2.4463 | LR: 4.69e-05 | 1904.2ms/step | 31.5 samples/s +Step 40620/50462 | Loss: 2.4876 | LR: 4.68e-05 | 1903.6ms/step | 31.5 samples/s +Step 40630/50462 | Loss: 2.4626 | LR: 4.67e-05 | 1905.2ms/step | 31.5 samples/s +Step 40640/50462 | Loss: 2.5066 | LR: 4.66e-05 | 1904.1ms/step | 31.5 samples/s +Step 40650/50462 | Loss: 2.5149 | LR: 4.65e-05 | 1903.2ms/step | 31.5 samples/s +Step 40660/50462 | Loss: 2.4711 | LR: 4.64e-05 | 1904.7ms/step | 31.5 samples/s +Step 40670/50462 | Loss: 2.4932 | LR: 4.64e-05 | 1910.6ms/step | 31.4 samples/s +Step 40680/50462 | Loss: 2.5175 | LR: 4.63e-05 | 1906.1ms/step | 31.5 samples/s +Step 40690/50462 | Loss: 2.4883 | LR: 4.62e-05 | 1905.3ms/step | 31.5 samples/s +Step 40700/50462 | Loss: 2.4975 | LR: 4.61e-05 | 1904.2ms/step | 31.5 samples/s +Step 40710/50462 | Loss: 2.4723 | LR: 4.60e-05 | 1906.1ms/step | 31.5 samples/s +Step 40720/50462 | Loss: 2.4642 | LR: 4.59e-05 | 1902.5ms/step | 31.5 samples/s +Step 40730/50462 | Loss: 2.5113 | LR: 4.58e-05 | 1903.0ms/step | 31.5 samples/s +Step 40740/50462 | Loss: 2.5434 | LR: 4.57e-05 | 1902.2ms/step | 31.5 samples/s +Step 40750/50462 | Loss: 2.5284 | LR: 4.56e-05 | 1905.9ms/step | 31.5 samples/s +Validation at step 40750: Loss = 2.4915, Perplexity = 12.08 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-40750 +Step 40760/50462 | Loss: 2.4880 | LR: 4.55e-05 | 3427.3ms/step | 17.5 samples/s +Step 40770/50462 | Loss: 2.4795 | LR: 4.54e-05 | 1899.0ms/step | 31.6 samples/s +Step 40780/50462 | Loss: 2.4727 | LR: 4.54e-05 | 1905.6ms/step | 31.5 samples/s +Step 40790/50462 | Loss: 2.4926 | LR: 4.53e-05 | 1901.8ms/step | 31.5 samples/s +Step 40800/50462 | Loss: 2.4789 | LR: 4.52e-05 | 1906.9ms/step | 31.5 samples/s +Step 40810/50462 | Loss: 2.5331 | LR: 4.51e-05 | 1902.8ms/step | 31.5 samples/s +Step 40820/50462 | Loss: 2.5198 | LR: 4.50e-05 | 1906.2ms/step | 31.5 samples/s +Step 40830/50462 | Loss: 2.4940 | LR: 4.49e-05 | 1903.8ms/step | 31.5 samples/s +Step 40840/50462 | Loss: 2.4965 | LR: 4.48e-05 | 1907.7ms/step | 31.5 samples/s +Step 40850/50462 | Loss: 2.4997 | LR: 4.47e-05 | 1907.2ms/step | 31.5 samples/s +Step 40860/50462 | Loss: 2.4520 | LR: 4.46e-05 | 1902.5ms/step | 31.5 samples/s +Step 40870/50462 | Loss: 2.4438 | LR: 4.45e-05 | 1903.8ms/step | 31.5 samples/s +Step 40880/50462 | Loss: 2.4722 | LR: 4.45e-05 | 1905.1ms/step | 31.5 samples/s +Step 40890/50462 | Loss: 2.4987 | LR: 4.44e-05 | 1905.7ms/step | 31.5 samples/s +Step 40900/50462 | Loss: 2.5057 | LR: 4.43e-05 | 1909.3ms/step | 31.4 samples/s +Step 40910/50462 | Loss: 2.5248 | LR: 4.42e-05 | 1906.0ms/step | 31.5 samples/s +Step 40920/50462 | Loss: 2.4550 | LR: 4.41e-05 | 1906.5ms/step | 31.5 samples/s +Step 40930/50462 | Loss: 2.4414 | LR: 4.40e-05 | 1902.7ms/step | 31.5 samples/s +Step 40940/50462 | Loss: 2.4582 | LR: 4.39e-05 | 1904.1ms/step | 31.5 samples/s +Step 40950/50462 | Loss: 2.4672 | LR: 4.38e-05 | 1906.7ms/step | 31.5 samples/s +Step 40960/50462 | Loss: 2.4740 | LR: 4.37e-05 | 1906.3ms/step | 31.5 samples/s +Step 40970/50462 | Loss: 2.4889 | LR: 4.36e-05 | 1903.8ms/step | 31.5 samples/s +Step 40980/50462 | Loss: 2.4468 | LR: 4.36e-05 | 1902.8ms/step | 31.5 samples/s +Step 40990/50462 | Loss: 2.4772 | LR: 4.35e-05 | 1905.5ms/step | 31.5 samples/s +Step 41000/50462 | Loss: 2.5078 | LR: 4.34e-05 | 1906.3ms/step | 31.5 samples/s +Validation at step 41000: Loss = 2.4913, Perplexity = 12.08 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-41000 +Step 41010/50462 | Loss: 2.4738 | LR: 4.33e-05 | 3382.3ms/step | 17.7 samples/s +Step 41020/50462 | Loss: 2.5049 | LR: 4.32e-05 | 1899.1ms/step | 31.6 samples/s +Step 41030/50462 | Loss: 2.4631 | LR: 4.31e-05 | 1900.1ms/step | 31.6 samples/s +Step 41040/50462 | Loss: 2.5036 | LR: 4.30e-05 | 1903.4ms/step | 31.5 samples/s +Step 41050/50462 | Loss: 2.4734 | LR: 4.29e-05 | 1904.7ms/step | 31.5 samples/s +Step 41060/50462 | Loss: 2.5353 | LR: 4.28e-05 | 1905.5ms/step | 31.5 samples/s +Step 41070/50462 | Loss: 2.5070 | LR: 4.28e-05 | 1902.5ms/step | 31.5 samples/s +Step 41080/50462 | Loss: 2.4503 | LR: 4.27e-05 | 1905.7ms/step | 31.5 samples/s +Step 41090/50462 | Loss: 2.4643 | LR: 4.26e-05 | 1903.8ms/step | 31.5 samples/s +Step 41100/50462 | Loss: 2.5082 | LR: 4.25e-05 | 1903.1ms/step | 31.5 samples/s +Step 41110/50462 | Loss: 2.5145 | LR: 4.24e-05 | 1904.1ms/step | 31.5 samples/s +Step 41120/50462 | Loss: 2.5168 | LR: 4.23e-05 | 1906.8ms/step | 31.5 samples/s +Step 41130/50462 | Loss: 2.4844 | LR: 4.22e-05 | 1905.7ms/step | 31.5 samples/s +Step 41140/50462 | Loss: 2.4965 | LR: 4.21e-05 | 1905.9ms/step | 31.5 samples/s +Step 41150/50462 | Loss: 2.4630 | LR: 4.21e-05 | 1908.6ms/step | 31.4 samples/s +Step 41160/50462 | Loss: 2.4998 | LR: 4.20e-05 | 1906.7ms/step | 31.5 samples/s +Step 41170/50462 | Loss: 2.4315 | LR: 4.19e-05 | 1907.8ms/step | 31.4 samples/s +Step 41180/50462 | Loss: 2.4596 | LR: 4.18e-05 | 1904.1ms/step | 31.5 samples/s +Step 41190/50462 | Loss: 2.4953 | LR: 4.17e-05 | 1907.0ms/step | 31.5 samples/s +Step 41200/50462 | Loss: 2.5320 | LR: 4.16e-05 | 1902.8ms/step | 31.5 samples/s +Step 41210/50462 | Loss: 2.4777 | LR: 4.15e-05 | 1903.4ms/step | 31.5 samples/s +Step 41220/50462 | Loss: 2.4681 | LR: 4.14e-05 | 1902.6ms/step | 31.5 samples/s +Step 41230/50462 | Loss: 2.5160 | LR: 4.14e-05 | 1902.7ms/step | 31.5 samples/s +Step 41240/50462 | Loss: 2.4590 | LR: 4.13e-05 | 1903.0ms/step | 31.5 samples/s +Step 41250/50462 | Loss: 2.4455 | LR: 4.12e-05 | 1903.1ms/step | 31.5 samples/s +Validation at step 41250: Loss = 2.4910, Perplexity = 12.07 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-41250 +Step 41260/50462 | Loss: 2.5028 | LR: 4.11e-05 | 3280.4ms/step | 18.3 samples/s +Step 41270/50462 | Loss: 2.4526 | LR: 4.10e-05 | 1895.1ms/step | 31.7 samples/s +Step 41280/50462 | Loss: 2.4721 | LR: 4.09e-05 | 1895.8ms/step | 31.6 samples/s +Step 41290/50462 | Loss: 2.4908 | LR: 4.08e-05 | 1896.2ms/step | 31.6 samples/s +Step 41300/50462 | Loss: 2.4429 | LR: 4.07e-05 | 1900.2ms/step | 31.6 samples/s +Step 41310/50462 | Loss: 2.4811 | LR: 4.07e-05 | 1902.4ms/step | 31.5 samples/s +Step 41320/50462 | Loss: 2.4592 | LR: 4.06e-05 | 1901.7ms/step | 31.6 samples/s +Step 41330/50462 | Loss: 2.5202 | LR: 4.05e-05 | 1900.3ms/step | 31.6 samples/s +Step 41340/50462 | Loss: 2.4931 | LR: 4.04e-05 | 1901.9ms/step | 31.5 samples/s +Step 41350/50462 | Loss: 2.4963 | LR: 4.03e-05 | 1904.9ms/step | 31.5 samples/s +Step 41360/50462 | Loss: 2.4705 | LR: 4.02e-05 | 1903.8ms/step | 31.5 samples/s +Step 41370/50462 | Loss: 2.4744 | LR: 4.01e-05 | 1903.5ms/step | 31.5 samples/s +Step 41380/50462 | Loss: 2.4822 | LR: 4.01e-05 | 1906.8ms/step | 31.5 samples/s +Step 41390/50462 | Loss: 2.5028 | LR: 4.00e-05 | 1905.4ms/step | 31.5 samples/s +Step 41400/50462 | Loss: 2.4830 | LR: 3.99e-05 | 1902.6ms/step | 31.5 samples/s +Step 41410/50462 | Loss: 2.5250 | LR: 3.98e-05 | 1904.6ms/step | 31.5 samples/s +Step 41420/50462 | Loss: 2.4809 | LR: 3.97e-05 | 1904.4ms/step | 31.5 samples/s +Step 41430/50462 | Loss: 2.5102 | LR: 3.96e-05 | 1905.4ms/step | 31.5 samples/s +Step 41440/50462 | Loss: 2.5143 | LR: 3.95e-05 | 1904.9ms/step | 31.5 samples/s +Step 41450/50462 | Loss: 2.4901 | LR: 3.95e-05 | 1904.8ms/step | 31.5 samples/s +Step 41460/50462 | Loss: 2.4678 | LR: 3.94e-05 | 1905.0ms/step | 31.5 samples/s +Step 41470/50462 | Loss: 2.4919 | LR: 3.93e-05 | 1905.6ms/step | 31.5 samples/s +Step 41480/50462 | Loss: 2.4521 | LR: 3.92e-05 | 1905.5ms/step | 31.5 samples/s +Step 41490/50462 | Loss: 2.5186 | LR: 3.91e-05 | 1904.9ms/step | 31.5 samples/s +Step 41500/50462 | Loss: 2.5419 | LR: 3.90e-05 | 1903.8ms/step | 31.5 samples/s +Validation at step 41500: Loss = 2.4909, Perplexity = 12.07 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-41500 +Step 41510/50462 | Loss: 2.5168 | LR: 3.90e-05 | 3324.6ms/step | 18.0 samples/s +Step 41520/50462 | Loss: 2.5143 | LR: 3.89e-05 | 1894.3ms/step | 31.7 samples/s +Step 41530/50462 | Loss: 2.5170 | LR: 3.88e-05 | 1898.7ms/step | 31.6 samples/s +Step 41540/50462 | Loss: 2.4558 | LR: 3.87e-05 | 1902.2ms/step | 31.5 samples/s +Step 41550/50462 | Loss: 2.4841 | LR: 3.86e-05 | 1903.3ms/step | 31.5 samples/s +Step 41560/50462 | Loss: 2.4573 | LR: 3.85e-05 | 1904.1ms/step | 31.5 samples/s +Step 41570/50462 | Loss: 2.4765 | LR: 3.84e-05 | 1904.6ms/step | 31.5 samples/s +Step 41580/50462 | Loss: 2.4865 | LR: 3.84e-05 | 1904.5ms/step | 31.5 samples/s +Step 41590/50462 | Loss: 2.4605 | LR: 3.83e-05 | 1903.4ms/step | 31.5 samples/s +Step 41600/50462 | Loss: 2.5047 | LR: 3.82e-05 | 1905.7ms/step | 31.5 samples/s +Step 41610/50462 | Loss: 2.4694 | LR: 3.81e-05 | 1904.6ms/step | 31.5 samples/s +Step 41620/50462 | Loss: 2.5049 | LR: 3.80e-05 | 1904.6ms/step | 31.5 samples/s +Step 41630/50462 | Loss: 2.5066 | LR: 3.79e-05 | 1903.7ms/step | 31.5 samples/s +Step 41640/50462 | Loss: 2.4621 | LR: 3.79e-05 | 1905.2ms/step | 31.5 samples/s +Step 41650/50462 | Loss: 2.4727 | LR: 3.78e-05 | 1905.5ms/step | 31.5 samples/s +Step 41660/50462 | Loss: 2.5317 | LR: 3.77e-05 | 1904.8ms/step | 31.5 samples/s +Step 41670/50462 | Loss: 2.5012 | LR: 3.76e-05 | 1906.5ms/step | 31.5 samples/s +Step 41680/50462 | Loss: 2.4885 | LR: 3.75e-05 | 1905.7ms/step | 31.5 samples/s +Step 41690/50462 | Loss: 2.5285 | LR: 3.74e-05 | 1904.0ms/step | 31.5 samples/s +Step 41700/50462 | Loss: 2.4557 | LR: 3.74e-05 | 1904.4ms/step | 31.5 samples/s +Step 41710/50462 | Loss: 2.4886 | LR: 3.73e-05 | 1904.5ms/step | 31.5 samples/s +Step 41720/50462 | Loss: 2.4954 | LR: 3.72e-05 | 1908.8ms/step | 31.4 samples/s +Step 41730/50462 | Loss: 2.4666 | LR: 3.71e-05 | 1904.4ms/step | 31.5 samples/s +Step 41740/50462 | Loss: 2.4647 | LR: 3.70e-05 | 1904.5ms/step | 31.5 samples/s +Step 41750/50462 | Loss: 2.4817 | LR: 3.69e-05 | 1906.6ms/step | 31.5 samples/s +Validation at step 41750: Loss = 2.4908, Perplexity = 12.07 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-41750 +Step 41760/50462 | Loss: 2.5294 | LR: 3.69e-05 | 3285.1ms/step | 18.3 samples/s +Step 41770/50462 | Loss: 2.4985 | LR: 3.68e-05 | 1896.2ms/step | 31.6 samples/s +Step 41780/50462 | Loss: 2.4520 | LR: 3.67e-05 | 1897.5ms/step | 31.6 samples/s +Step 41790/50462 | Loss: 2.4672 | LR: 3.66e-05 | 1900.4ms/step | 31.6 samples/s +Step 41800/50462 | Loss: 2.5554 | LR: 3.65e-05 | 1904.1ms/step | 31.5 samples/s +Step 41810/50462 | Loss: 2.4611 | LR: 3.64e-05 | 1905.2ms/step | 31.5 samples/s +Step 41820/50462 | Loss: 2.4762 | LR: 3.64e-05 | 1905.2ms/step | 31.5 samples/s +Step 41830/50462 | Loss: 2.5013 | LR: 3.63e-05 | 1906.4ms/step | 31.5 samples/s +Step 41840/50462 | Loss: 2.4771 | LR: 3.62e-05 | 1903.5ms/step | 31.5 samples/s +Step 41850/50462 | Loss: 2.4941 | LR: 3.61e-05 | 1903.5ms/step | 31.5 samples/s +Step 41860/50462 | Loss: 2.5238 | LR: 3.60e-05 | 1903.5ms/step | 31.5 samples/s +Step 41870/50462 | Loss: 2.5169 | LR: 3.60e-05 | 1905.0ms/step | 31.5 samples/s +Step 41880/50462 | Loss: 2.4813 | LR: 3.59e-05 | 1902.5ms/step | 31.5 samples/s +Step 41890/50462 | Loss: 2.5105 | LR: 3.58e-05 | 1904.5ms/step | 31.5 samples/s +Step 41900/50462 | Loss: 2.4886 | LR: 3.57e-05 | 1905.1ms/step | 31.5 samples/s +Step 41910/50462 | Loss: 2.4813 | LR: 3.56e-05 | 1905.2ms/step | 31.5 samples/s +Step 41920/50462 | Loss: 2.4908 | LR: 3.55e-05 | 1905.6ms/step | 31.5 samples/s +Step 41930/50462 | Loss: 2.4870 | LR: 3.55e-05 | 1906.6ms/step | 31.5 samples/s +Step 41940/50462 | Loss: 2.4987 | LR: 3.54e-05 | 1905.7ms/step | 31.5 samples/s +Step 41950/50462 | Loss: 2.4732 | LR: 3.53e-05 | 1906.9ms/step | 31.5 samples/s +Step 41960/50462 | Loss: 2.4783 | LR: 3.52e-05 | 1904.8ms/step | 31.5 samples/s +Step 41970/50462 | Loss: 2.5237 | LR: 3.51e-05 | 1907.2ms/step | 31.5 samples/s +Step 41980/50462 | Loss: 2.4587 | LR: 3.51e-05 | 1904.1ms/step | 31.5 samples/s +Step 41990/50462 | Loss: 2.4657 | LR: 3.50e-05 | 1903.5ms/step | 31.5 samples/s +Step 42000/50462 | Loss: 2.4790 | LR: 3.49e-05 | 1907.7ms/step | 31.5 samples/s +Validation at step 42000: Loss = 2.4908, Perplexity = 12.07 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-42000 +Step 42010/50462 | Loss: 2.5212 | LR: 3.48e-05 | 3269.8ms/step | 18.3 samples/s +Step 42020/50462 | Loss: 2.4972 | LR: 3.47e-05 | 1895.9ms/step | 31.6 samples/s +Step 42030/50462 | Loss: 2.5096 | LR: 3.47e-05 | 1901.4ms/step | 31.6 samples/s +Step 42040/50462 | Loss: 2.4680 | LR: 3.46e-05 | 1902.6ms/step | 31.5 samples/s +Step 42050/50462 | Loss: 2.5001 | LR: 3.45e-05 | 1904.2ms/step | 31.5 samples/s +Step 42060/50462 | Loss: 2.4459 | LR: 3.44e-05 | 1905.4ms/step | 31.5 samples/s +Step 42070/50462 | Loss: 2.4505 | LR: 3.43e-05 | 1905.5ms/step | 31.5 samples/s +Step 42080/50462 | Loss: 2.4625 | LR: 3.43e-05 | 1905.2ms/step | 31.5 samples/s +Step 42090/50462 | Loss: 2.5311 | LR: 3.42e-05 | 1907.6ms/step | 31.5 samples/s +Step 42100/50462 | Loss: 2.4594 | LR: 3.41e-05 | 1905.4ms/step | 31.5 samples/s +Step 42110/50462 | Loss: 2.5037 | LR: 3.40e-05 | 1906.4ms/step | 31.5 samples/s +Step 42120/50462 | Loss: 2.4575 | LR: 3.39e-05 | 1905.9ms/step | 31.5 samples/s +Step 42130/50462 | Loss: 2.5086 | LR: 3.39e-05 | 1903.9ms/step | 31.5 samples/s +Step 42140/50462 | Loss: 2.4913 | LR: 3.38e-05 | 1905.6ms/step | 31.5 samples/s +Step 42150/50462 | Loss: 2.5137 | LR: 3.37e-05 | 1907.6ms/step | 31.5 samples/s +Step 42160/50462 | Loss: 2.4568 | LR: 3.36e-05 | 1905.2ms/step | 31.5 samples/s +Step 42170/50462 | Loss: 2.4781 | LR: 3.35e-05 | 1904.9ms/step | 31.5 samples/s +Step 42180/50462 | Loss: 2.4997 | LR: 3.35e-05 | 1904.5ms/step | 31.5 samples/s +Step 42190/50462 | Loss: 2.5031 | LR: 3.34e-05 | 1906.2ms/step | 31.5 samples/s +Step 42200/50462 | Loss: 2.5314 | LR: 3.33e-05 | 1905.3ms/step | 31.5 samples/s +Step 42210/50462 | Loss: 2.4840 | LR: 3.32e-05 | 1906.2ms/step | 31.5 samples/s +Step 42220/50462 | Loss: 2.5087 | LR: 3.32e-05 | 1903.3ms/step | 31.5 samples/s +Step 42230/50462 | Loss: 2.4521 | LR: 3.31e-05 | 1907.1ms/step | 31.5 samples/s +Step 42240/50462 | Loss: 2.5117 | LR: 3.30e-05 | 1907.7ms/step | 31.5 samples/s +Step 42250/50462 | Loss: 2.4541 | LR: 3.29e-05 | 1907.4ms/step | 31.5 samples/s +Validation at step 42250: Loss = 2.4906, Perplexity = 12.07 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-42250 +Step 42260/50462 | Loss: 2.4672 | LR: 3.28e-05 | 3269.3ms/step | 18.4 samples/s +Step 42270/50462 | Loss: 2.5114 | LR: 3.28e-05 | 1895.0ms/step | 31.7 samples/s +Step 42280/50462 | Loss: 2.4860 | LR: 3.27e-05 | 1902.3ms/step | 31.5 samples/s +Step 42290/50462 | Loss: 2.5114 | LR: 3.26e-05 | 1907.6ms/step | 31.5 samples/s +Step 42300/50462 | Loss: 2.5036 | LR: 3.25e-05 | 1905.7ms/step | 31.5 samples/s +Step 42310/50462 | Loss: 2.4803 | LR: 3.24e-05 | 1904.3ms/step | 31.5 samples/s +Step 42320/50462 | Loss: 2.4372 | LR: 3.24e-05 | 1907.4ms/step | 31.5 samples/s +Step 42330/50462 | Loss: 2.4748 | LR: 3.23e-05 | 1905.4ms/step | 31.5 samples/s +Step 42340/50462 | Loss: 2.4728 | LR: 3.22e-05 | 1903.7ms/step | 31.5 samples/s +Step 42350/50462 | Loss: 2.4825 | LR: 3.21e-05 | 1903.9ms/step | 31.5 samples/s +Step 42360/50462 | Loss: 2.4767 | LR: 3.21e-05 | 1905.7ms/step | 31.5 samples/s +Step 42370/50462 | Loss: 2.4704 | LR: 3.20e-05 | 1906.6ms/step | 31.5 samples/s +Step 42380/50462 | Loss: 2.4590 | LR: 3.19e-05 | 1905.1ms/step | 31.5 samples/s +Step 42390/50462 | Loss: 2.4518 | LR: 3.18e-05 | 1907.1ms/step | 31.5 samples/s +Step 42400/50462 | Loss: 2.4909 | LR: 3.18e-05 | 1904.7ms/step | 31.5 samples/s +Step 42410/50462 | Loss: 2.4880 | LR: 3.17e-05 | 1905.5ms/step | 31.5 samples/s +Step 42420/50462 | Loss: 2.5211 | LR: 3.16e-05 | 1907.5ms/step | 31.5 samples/s +Step 42430/50462 | Loss: 2.4908 | LR: 3.15e-05 | 1906.2ms/step | 31.5 samples/s +Step 42440/50462 | Loss: 2.5087 | LR: 3.14e-05 | 1907.2ms/step | 31.5 samples/s +Step 42450/50462 | Loss: 2.4811 | LR: 3.14e-05 | 1907.3ms/step | 31.5 samples/s +Step 42460/50462 | Loss: 2.4755 | LR: 3.13e-05 | 1904.8ms/step | 31.5 samples/s +Step 42470/50462 | Loss: 2.5181 | LR: 3.12e-05 | 1905.6ms/step | 31.5 samples/s +Step 42480/50462 | Loss: 2.4968 | LR: 3.11e-05 | 1905.0ms/step | 31.5 samples/s +Step 42490/50462 | Loss: 2.4741 | LR: 3.11e-05 | 1907.8ms/step | 31.5 samples/s +Step 42500/50462 | Loss: 2.5060 | LR: 3.10e-05 | 1905.8ms/step | 31.5 samples/s +Validation at step 42500: Loss = 2.4905, Perplexity = 12.07 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-42500 +Step 42510/50462 | Loss: 2.5018 | LR: 3.09e-05 | 3308.0ms/step | 18.1 samples/s +Step 42520/50462 | Loss: 2.5270 | LR: 3.08e-05 | 1896.5ms/step | 31.6 samples/s +Step 42530/50462 | Loss: 2.4562 | LR: 3.08e-05 | 1901.2ms/step | 31.6 samples/s +Step 42540/50462 | Loss: 2.4764 | LR: 3.07e-05 | 1904.1ms/step | 31.5 samples/s +Step 42550/50462 | Loss: 2.5145 | LR: 3.06e-05 | 1905.2ms/step | 31.5 samples/s +Step 42560/50462 | Loss: 2.4643 | LR: 3.05e-05 | 1906.2ms/step | 31.5 samples/s +Step 42570/50462 | Loss: 2.4929 | LR: 3.05e-05 | 1906.9ms/step | 31.5 samples/s +Step 42580/50462 | Loss: 2.4792 | LR: 3.04e-05 | 1906.9ms/step | 31.5 samples/s +Step 42590/50462 | Loss: 2.4775 | LR: 3.03e-05 | 1906.4ms/step | 31.5 samples/s +Step 42600/50462 | Loss: 2.4610 | LR: 3.02e-05 | 1903.4ms/step | 31.5 samples/s +Step 42610/50462 | Loss: 2.4581 | LR: 3.02e-05 | 1903.7ms/step | 31.5 samples/s +Step 42620/50462 | Loss: 2.4743 | LR: 3.01e-05 | 1906.1ms/step | 31.5 samples/s +Step 42630/50462 | Loss: 2.4756 | LR: 3.00e-05 | 1906.6ms/step | 31.5 samples/s +Step 42640/50462 | Loss: 2.5176 | LR: 2.99e-05 | 1907.4ms/step | 31.5 samples/s +Step 42650/50462 | Loss: 2.4844 | LR: 2.99e-05 | 1907.5ms/step | 31.5 samples/s +Step 42660/50462 | Loss: 2.5245 | LR: 2.98e-05 | 1904.6ms/step | 31.5 samples/s +Step 42670/50462 | Loss: 2.4987 | LR: 2.97e-05 | 1908.7ms/step | 31.4 samples/s +Step 42680/50462 | Loss: 2.4697 | LR: 2.96e-05 | 1906.8ms/step | 31.5 samples/s +Step 42690/50462 | Loss: 2.4990 | LR: 2.96e-05 | 1903.9ms/step | 31.5 samples/s +Step 42700/50462 | Loss: 2.4448 | LR: 2.95e-05 | 1905.8ms/step | 31.5 samples/s +Step 42710/50462 | Loss: 2.4540 | LR: 2.94e-05 | 1905.5ms/step | 31.5 samples/s +Step 42720/50462 | Loss: 2.4669 | LR: 2.93e-05 | 1905.2ms/step | 31.5 samples/s +Step 42730/50462 | Loss: 2.4739 | LR: 2.93e-05 | 1908.9ms/step | 31.4 samples/s +Step 42740/50462 | Loss: 2.4841 | LR: 2.92e-05 | 1906.4ms/step | 31.5 samples/s +Step 42750/50462 | Loss: 2.4390 | LR: 2.91e-05 | 1905.7ms/step | 31.5 samples/s +Validation at step 42750: Loss = 2.4905, Perplexity = 12.07 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-42750 +Step 42760/50462 | Loss: 2.4786 | LR: 2.90e-05 | 3315.5ms/step | 18.1 samples/s +Step 42770/50462 | Loss: 2.5082 | LR: 2.90e-05 | 1895.2ms/step | 31.7 samples/s +Step 42780/50462 | Loss: 2.5133 | LR: 2.89e-05 | 1900.4ms/step | 31.6 samples/s +Step 42790/50462 | Loss: 2.4994 | LR: 2.88e-05 | 1903.9ms/step | 31.5 samples/s +Step 42800/50462 | Loss: 2.4911 | LR: 2.87e-05 | 1904.2ms/step | 31.5 samples/s +Step 42810/50462 | Loss: 2.4834 | LR: 2.87e-05 | 1903.7ms/step | 31.5 samples/s +Step 42820/50462 | Loss: 2.4981 | LR: 2.86e-05 | 1904.6ms/step | 31.5 samples/s +Step 42830/50462 | Loss: 2.4583 | LR: 2.85e-05 | 1905.2ms/step | 31.5 samples/s +Step 42840/50462 | Loss: 2.4993 | LR: 2.84e-05 | 1905.8ms/step | 31.5 samples/s +Step 42850/50462 | Loss: 2.5021 | LR: 2.84e-05 | 1907.0ms/step | 31.5 samples/s +Step 42860/50462 | Loss: 2.4465 | LR: 2.83e-05 | 1905.1ms/step | 31.5 samples/s +Step 42870/50462 | Loss: 2.4804 | LR: 2.82e-05 | 1903.5ms/step | 31.5 samples/s +Step 42880/50462 | Loss: 2.4832 | LR: 2.82e-05 | 1906.8ms/step | 31.5 samples/s +Step 42890/50462 | Loss: 2.4933 | LR: 2.81e-05 | 1905.1ms/step | 31.5 samples/s +Step 42900/50462 | Loss: 2.4416 | LR: 2.80e-05 | 1904.9ms/step | 31.5 samples/s +Step 42910/50462 | Loss: 2.4766 | LR: 2.79e-05 | 1903.3ms/step | 31.5 samples/s +Step 42920/50462 | Loss: 2.4572 | LR: 2.79e-05 | 1907.3ms/step | 31.5 samples/s +Step 42930/50462 | Loss: 2.4827 | LR: 2.78e-05 | 1906.0ms/step | 31.5 samples/s +Step 42940/50462 | Loss: 2.4898 | LR: 2.77e-05 | 1907.6ms/step | 31.5 samples/s +Step 42950/50462 | Loss: 2.4862 | LR: 2.76e-05 | 1907.6ms/step | 31.5 samples/s +Step 42960/50462 | Loss: 2.4741 | LR: 2.76e-05 | 1903.4ms/step | 31.5 samples/s +Step 42970/50462 | Loss: 2.5029 | LR: 2.75e-05 | 1903.1ms/step | 31.5 samples/s +Step 42980/50462 | Loss: 2.5132 | LR: 2.74e-05 | 1904.8ms/step | 31.5 samples/s +Step 42990/50462 | Loss: 2.4633 | LR: 2.74e-05 | 1906.2ms/step | 31.5 samples/s +Step 43000/50462 | Loss: 2.5360 | LR: 2.73e-05 | 1902.5ms/step | 31.5 samples/s +Validation at step 43000: Loss = 2.4904, Perplexity = 12.07 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-43000 +Step 43010/50462 | Loss: 2.4810 | LR: 2.72e-05 | 3299.2ms/step | 18.2 samples/s +Step 43020/50462 | Loss: 2.4723 | LR: 2.71e-05 | 1894.2ms/step | 31.7 samples/s +Step 43030/50462 | Loss: 2.5071 | LR: 2.71e-05 | 1896.9ms/step | 31.6 samples/s +Step 43040/50462 | Loss: 2.4626 | LR: 2.70e-05 | 1899.9ms/step | 31.6 samples/s +Step 43050/50462 | Loss: 2.5147 | LR: 2.69e-05 | 1899.6ms/step | 31.6 samples/s +Step 43060/50462 | Loss: 2.4444 | LR: 2.69e-05 | 1904.2ms/step | 31.5 samples/s +Step 43070/50462 | Loss: 2.4845 | LR: 2.68e-05 | 1903.9ms/step | 31.5 samples/s +Step 43080/50462 | Loss: 2.4420 | LR: 2.67e-05 | 1905.6ms/step | 31.5 samples/s +Step 43090/50462 | Loss: 2.4817 | LR: 2.66e-05 | 1904.5ms/step | 31.5 samples/s +Step 43100/50462 | Loss: 2.4630 | LR: 2.66e-05 | 1906.1ms/step | 31.5 samples/s +Step 43110/50462 | Loss: 2.5101 | LR: 2.65e-05 | 1903.8ms/step | 31.5 samples/s +Step 43120/50462 | Loss: 2.5003 | LR: 2.64e-05 | 1904.8ms/step | 31.5 samples/s +Step 43130/50462 | Loss: 2.4635 | LR: 2.64e-05 | 1901.6ms/step | 31.6 samples/s +Step 43140/50462 | Loss: 2.4583 | LR: 2.63e-05 | 1902.2ms/step | 31.5 samples/s +Step 43150/50462 | Loss: 2.4879 | LR: 2.62e-05 | 1907.1ms/step | 31.5 samples/s +Step 43160/50462 | Loss: 2.5270 | LR: 2.61e-05 | 1904.5ms/step | 31.5 samples/s +Step 43170/50462 | Loss: 2.4936 | LR: 2.61e-05 | 1903.9ms/step | 31.5 samples/s +Step 43180/50462 | Loss: 2.4511 | LR: 2.60e-05 | 1902.6ms/step | 31.5 samples/s +Step 43190/50462 | Loss: 2.4702 | LR: 2.59e-05 | 1905.2ms/step | 31.5 samples/s +Step 43200/50462 | Loss: 2.4848 | LR: 2.59e-05 | 1905.2ms/step | 31.5 samples/s +Step 43210/50462 | Loss: 2.5108 | LR: 2.58e-05 | 1904.9ms/step | 31.5 samples/s +Step 43220/50462 | Loss: 2.5211 | LR: 2.57e-05 | 1907.0ms/step | 31.5 samples/s +Step 43230/50462 | Loss: 2.4866 | LR: 2.57e-05 | 1905.4ms/step | 31.5 samples/s +Step 43240/50462 | Loss: 2.4470 | LR: 2.56e-05 | 1903.9ms/step | 31.5 samples/s +Step 43250/50462 | Loss: 2.4428 | LR: 2.55e-05 | 1906.8ms/step | 31.5 samples/s +Validation at step 43250: Loss = 2.4903, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-43250 +Step 43260/50462 | Loss: 2.4878 | LR: 2.54e-05 | 3261.0ms/step | 18.4 samples/s +Step 43270/50462 | Loss: 2.4936 | LR: 2.54e-05 | 1897.9ms/step | 31.6 samples/s +Step 43280/50462 | Loss: 2.4924 | LR: 2.53e-05 | 1899.4ms/step | 31.6 samples/s +Step 43290/50462 | Loss: 2.5198 | LR: 2.52e-05 | 1902.5ms/step | 31.5 samples/s +Step 43300/50462 | Loss: 2.5130 | LR: 2.52e-05 | 1899.5ms/step | 31.6 samples/s +Step 43310/50462 | Loss: 2.4923 | LR: 2.51e-05 | 1897.8ms/step | 31.6 samples/s +Step 43320/50462 | Loss: 2.4870 | LR: 2.50e-05 | 1897.9ms/step | 31.6 samples/s +Step 43330/50462 | Loss: 2.4573 | LR: 2.50e-05 | 1899.2ms/step | 31.6 samples/s +Step 43340/50462 | Loss: 2.4728 | LR: 2.49e-05 | 1900.6ms/step | 31.6 samples/s +Step 43350/50462 | Loss: 2.4727 | LR: 2.48e-05 | 1904.8ms/step | 31.5 samples/s +Step 43360/50462 | Loss: 2.4696 | LR: 2.48e-05 | 1901.9ms/step | 31.5 samples/s +Step 43370/50462 | Loss: 2.4952 | LR: 2.47e-05 | 1903.8ms/step | 31.5 samples/s +Step 43380/50462 | Loss: 2.4692 | LR: 2.46e-05 | 1901.9ms/step | 31.5 samples/s +Step 43390/50462 | Loss: 2.4171 | LR: 2.46e-05 | 1902.6ms/step | 31.5 samples/s +Step 43400/50462 | Loss: 2.4568 | LR: 2.45e-05 | 1906.8ms/step | 31.5 samples/s +Step 43410/50462 | Loss: 2.4896 | LR: 2.44e-05 | 1905.9ms/step | 31.5 samples/s +Step 43420/50462 | Loss: 2.5333 | LR: 2.44e-05 | 1906.0ms/step | 31.5 samples/s +Step 43430/50462 | Loss: 2.4373 | LR: 2.43e-05 | 1904.0ms/step | 31.5 samples/s +Step 43440/50462 | Loss: 2.4941 | LR: 2.42e-05 | 1906.1ms/step | 31.5 samples/s +Step 43450/50462 | Loss: 2.4853 | LR: 2.41e-05 | 1905.9ms/step | 31.5 samples/s +Step 43460/50462 | Loss: 2.4478 | LR: 2.41e-05 | 1903.1ms/step | 31.5 samples/s +Step 43470/50462 | Loss: 2.5182 | LR: 2.40e-05 | 1903.8ms/step | 31.5 samples/s +Step 43480/50462 | Loss: 2.5122 | LR: 2.39e-05 | 1905.1ms/step | 31.5 samples/s +Step 43490/50462 | Loss: 2.4934 | LR: 2.39e-05 | 1906.7ms/step | 31.5 samples/s +Step 43500/50462 | Loss: 2.4915 | LR: 2.38e-05 | 1907.3ms/step | 31.5 samples/s +Validation at step 43500: Loss = 2.4903, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-43500 +Step 43510/50462 | Loss: 2.4758 | LR: 2.37e-05 | 3303.5ms/step | 18.2 samples/s +Step 43520/50462 | Loss: 2.4640 | LR: 2.37e-05 | 1898.4ms/step | 31.6 samples/s +Step 43530/50462 | Loss: 2.5080 | LR: 2.36e-05 | 1899.1ms/step | 31.6 samples/s +Step 43540/50462 | Loss: 2.4266 | LR: 2.35e-05 | 1901.4ms/step | 31.6 samples/s +Step 43550/50462 | Loss: 2.4719 | LR: 2.35e-05 | 1903.3ms/step | 31.5 samples/s +Step 43560/50462 | Loss: 2.4646 | LR: 2.34e-05 | 1901.0ms/step | 31.6 samples/s +Step 43570/50462 | Loss: 2.4863 | LR: 2.33e-05 | 1905.6ms/step | 31.5 samples/s +Step 43580/50462 | Loss: 2.4812 | LR: 2.33e-05 | 1904.8ms/step | 31.5 samples/s +Step 43590/50462 | Loss: 2.4461 | LR: 2.32e-05 | 1903.6ms/step | 31.5 samples/s +Step 43600/50462 | Loss: 2.4511 | LR: 2.31e-05 | 1902.0ms/step | 31.5 samples/s +Step 43610/50462 | Loss: 2.4951 | LR: 2.31e-05 | 1906.2ms/step | 31.5 samples/s +Step 43620/50462 | Loss: 2.4194 | LR: 2.30e-05 | 1903.1ms/step | 31.5 samples/s +Step 43630/50462 | Loss: 2.4915 | LR: 2.29e-05 | 1902.5ms/step | 31.5 samples/s +Step 43640/50462 | Loss: 2.4428 | LR: 2.29e-05 | 1902.5ms/step | 31.5 samples/s +Step 43650/50462 | Loss: 2.4858 | LR: 2.28e-05 | 1900.6ms/step | 31.6 samples/s +Step 43660/50462 | Loss: 2.5198 | LR: 2.27e-05 | 1902.8ms/step | 31.5 samples/s +Step 43670/50462 | Loss: 2.4532 | LR: 2.27e-05 | 1903.6ms/step | 31.5 samples/s +Step 43680/50462 | Loss: 2.4942 | LR: 2.26e-05 | 1905.7ms/step | 31.5 samples/s +Step 43690/50462 | Loss: 2.4537 | LR: 2.25e-05 | 1907.1ms/step | 31.5 samples/s +Step 43700/50462 | Loss: 2.4658 | LR: 2.25e-05 | 1902.0ms/step | 31.5 samples/s +Step 43710/50462 | Loss: 2.4758 | LR: 2.24e-05 | 1908.7ms/step | 31.4 samples/s +Step 43720/50462 | Loss: 2.4792 | LR: 2.24e-05 | 1906.2ms/step | 31.5 samples/s +Step 43730/50462 | Loss: 2.4837 | LR: 2.23e-05 | 1907.0ms/step | 31.5 samples/s +Step 43740/50462 | Loss: 2.4922 | LR: 2.22e-05 | 1903.9ms/step | 31.5 samples/s +Step 43750/50462 | Loss: 2.4654 | LR: 2.22e-05 | 1904.7ms/step | 31.5 samples/s +Validation at step 43750: Loss = 2.4903, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-43750 +Step 43760/50462 | Loss: 2.4892 | LR: 2.21e-05 | 3264.2ms/step | 18.4 samples/s +Step 43770/50462 | Loss: 2.4651 | LR: 2.20e-05 | 1897.0ms/step | 31.6 samples/s +Step 43780/50462 | Loss: 2.5033 | LR: 2.20e-05 | 1902.1ms/step | 31.5 samples/s +Step 43790/50462 | Loss: 2.4598 | LR: 2.19e-05 | 1903.4ms/step | 31.5 samples/s +Step 43800/50462 | Loss: 2.5142 | LR: 2.18e-05 | 1903.6ms/step | 31.5 samples/s +Step 43810/50462 | Loss: 2.5257 | LR: 2.18e-05 | 1901.6ms/step | 31.6 samples/s +Step 43820/50462 | Loss: 2.4462 | LR: 2.17e-05 | 1907.6ms/step | 31.5 samples/s +Step 43830/50462 | Loss: 2.4635 | LR: 2.16e-05 | 1904.9ms/step | 31.5 samples/s +Step 43840/50462 | Loss: 2.4969 | LR: 2.16e-05 | 1904.9ms/step | 31.5 samples/s +Step 43850/50462 | Loss: 2.4892 | LR: 2.15e-05 | 1903.2ms/step | 31.5 samples/s +Step 43860/50462 | Loss: 2.4715 | LR: 2.14e-05 | 1904.1ms/step | 31.5 samples/s +Step 43870/50462 | Loss: 2.4646 | LR: 2.14e-05 | 1904.7ms/step | 31.5 samples/s +Step 43880/50462 | Loss: 2.4969 | LR: 2.13e-05 | 1904.7ms/step | 31.5 samples/s +Step 43890/50462 | Loss: 2.4943 | LR: 2.13e-05 | 1904.1ms/step | 31.5 samples/s +Step 43900/50462 | Loss: 2.4484 | LR: 2.12e-05 | 1906.3ms/step | 31.5 samples/s +Step 43910/50462 | Loss: 2.5351 | LR: 2.11e-05 | 1903.4ms/step | 31.5 samples/s +Step 43920/50462 | Loss: 2.3864 | LR: 2.11e-05 | 1905.9ms/step | 31.5 samples/s +Step 43930/50462 | Loss: 2.4670 | LR: 2.10e-05 | 1904.5ms/step | 31.5 samples/s +Step 43940/50462 | Loss: 2.4961 | LR: 2.09e-05 | 1905.3ms/step | 31.5 samples/s +Step 43950/50462 | Loss: 2.4908 | LR: 2.09e-05 | 1904.7ms/step | 31.5 samples/s +Step 43960/50462 | Loss: 2.5109 | LR: 2.08e-05 | 1904.9ms/step | 31.5 samples/s +Step 43970/50462 | Loss: 2.4688 | LR: 2.07e-05 | 1905.2ms/step | 31.5 samples/s +Step 43980/50462 | Loss: 2.4454 | LR: 2.07e-05 | 1905.9ms/step | 31.5 samples/s +Step 43990/50462 | Loss: 2.4714 | LR: 2.06e-05 | 1907.8ms/step | 31.5 samples/s +Step 44000/50462 | Loss: 2.4893 | LR: 2.06e-05 | 1904.5ms/step | 31.5 samples/s +Validation at step 44000: Loss = 2.4902, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-44000 +Step 44010/50462 | Loss: 2.4966 | LR: 2.05e-05 | 3313.9ms/step | 18.1 samples/s +Step 44020/50462 | Loss: 2.4238 | LR: 2.04e-05 | 1896.7ms/step | 31.6 samples/s +Step 44030/50462 | Loss: 2.5021 | LR: 2.04e-05 | 1896.8ms/step | 31.6 samples/s +Step 44040/50462 | Loss: 2.4479 | LR: 2.03e-05 | 1899.7ms/step | 31.6 samples/s +Step 44050/50462 | Loss: 2.4917 | LR: 2.02e-05 | 1901.0ms/step | 31.6 samples/s +Step 44060/50462 | Loss: 2.5370 | LR: 2.02e-05 | 1901.7ms/step | 31.5 samples/s +Step 44070/50462 | Loss: 2.4978 | LR: 2.01e-05 | 1901.8ms/step | 31.5 samples/s +Step 44080/50462 | Loss: 2.5033 | LR: 2.01e-05 | 1901.4ms/step | 31.6 samples/s +Step 44090/50462 | Loss: 2.5134 | LR: 2.00e-05 | 1901.5ms/step | 31.6 samples/s +Step 44100/50462 | Loss: 2.4567 | LR: 1.99e-05 | 1899.9ms/step | 31.6 samples/s +Step 44110/50462 | Loss: 2.5090 | LR: 1.99e-05 | 1903.7ms/step | 31.5 samples/s +Step 44120/50462 | Loss: 2.5037 | LR: 1.98e-05 | 1903.8ms/step | 31.5 samples/s +Step 44130/50462 | Loss: 2.4710 | LR: 1.97e-05 | 1905.9ms/step | 31.5 samples/s +Step 44140/50462 | Loss: 2.4889 | LR: 1.97e-05 | 1905.9ms/step | 31.5 samples/s +Step 44150/50462 | Loss: 2.5366 | LR: 1.96e-05 | 1904.2ms/step | 31.5 samples/s +Step 44160/50462 | Loss: 2.4903 | LR: 1.96e-05 | 1904.8ms/step | 31.5 samples/s +Step 44170/50462 | Loss: 2.4761 | LR: 1.95e-05 | 1904.0ms/step | 31.5 samples/s +Step 44180/50462 | Loss: 2.4307 | LR: 1.94e-05 | 1904.9ms/step | 31.5 samples/s +Step 44190/50462 | Loss: 2.4700 | LR: 1.94e-05 | 1906.3ms/step | 31.5 samples/s +Step 44200/50462 | Loss: 2.4642 | LR: 1.93e-05 | 1904.7ms/step | 31.5 samples/s +Step 44210/50462 | Loss: 2.4587 | LR: 1.93e-05 | 1907.4ms/step | 31.5 samples/s +Step 44220/50462 | Loss: 2.4232 | LR: 1.92e-05 | 1901.9ms/step | 31.5 samples/s +Step 44230/50462 | Loss: 2.5082 | LR: 1.91e-05 | 1902.8ms/step | 31.5 samples/s +Step 44240/50462 | Loss: 2.4840 | LR: 1.91e-05 | 1902.9ms/step | 31.5 samples/s +Step 44250/50462 | Loss: 2.5033 | LR: 1.90e-05 | 1904.6ms/step | 31.5 samples/s +Validation at step 44250: Loss = 2.4902, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-44250 +Step 44260/50462 | Loss: 2.4850 | LR: 1.90e-05 | 3306.7ms/step | 18.1 samples/s +Step 44270/50462 | Loss: 2.4765 | LR: 1.89e-05 | 1899.4ms/step | 31.6 samples/s +Step 44280/50462 | Loss: 2.4624 | LR: 1.88e-05 | 1901.6ms/step | 31.6 samples/s +Step 44290/50462 | Loss: 2.4939 | LR: 1.88e-05 | 1903.9ms/step | 31.5 samples/s +Step 44300/50462 | Loss: 2.5130 | LR: 1.87e-05 | 1904.8ms/step | 31.5 samples/s +Step 44310/50462 | Loss: 2.4649 | LR: 1.87e-05 | 1902.3ms/step | 31.5 samples/s +Step 44320/50462 | Loss: 2.4805 | LR: 1.86e-05 | 1904.6ms/step | 31.5 samples/s +Step 44330/50462 | Loss: 2.4440 | LR: 1.85e-05 | 1904.7ms/step | 31.5 samples/s +Step 44340/50462 | Loss: 2.4757 | LR: 1.85e-05 | 1902.6ms/step | 31.5 samples/s +Step 44350/50462 | Loss: 2.4750 | LR: 1.84e-05 | 1902.9ms/step | 31.5 samples/s +Step 44360/50462 | Loss: 2.4839 | LR: 1.84e-05 | 1901.0ms/step | 31.6 samples/s +Step 44370/50462 | Loss: 2.4607 | LR: 1.83e-05 | 1902.1ms/step | 31.5 samples/s +Step 44380/50462 | Loss: 2.4781 | LR: 1.82e-05 | 1903.9ms/step | 31.5 samples/s +Step 44390/50462 | Loss: 2.4683 | LR: 1.82e-05 | 1903.8ms/step | 31.5 samples/s +Step 44400/50462 | Loss: 2.4908 | LR: 1.81e-05 | 1905.6ms/step | 31.5 samples/s +Step 44410/50462 | Loss: 2.4609 | LR: 1.81e-05 | 1904.0ms/step | 31.5 samples/s +Step 44420/50462 | Loss: 2.4909 | LR: 1.80e-05 | 1905.2ms/step | 31.5 samples/s +Step 44430/50462 | Loss: 2.4740 | LR: 1.79e-05 | 1903.2ms/step | 31.5 samples/s +Step 44440/50462 | Loss: 2.4452 | LR: 1.79e-05 | 1905.9ms/step | 31.5 samples/s +Step 44450/50462 | Loss: 2.4795 | LR: 1.78e-05 | 1908.1ms/step | 31.4 samples/s +Step 44460/50462 | Loss: 2.4871 | LR: 1.78e-05 | 1906.1ms/step | 31.5 samples/s +Step 44470/50462 | Loss: 2.4685 | LR: 1.77e-05 | 1904.9ms/step | 31.5 samples/s +Step 44480/50462 | Loss: 2.5214 | LR: 1.77e-05 | 1907.3ms/step | 31.5 samples/s +Step 44490/50462 | Loss: 2.4625 | LR: 1.76e-05 | 1908.4ms/step | 31.4 samples/s +Step 44500/50462 | Loss: 2.4818 | LR: 1.75e-05 | 1905.3ms/step | 31.5 samples/s +Validation at step 44500: Loss = 2.4902, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-44500 +Step 44510/50462 | Loss: 2.4537 | LR: 1.75e-05 | 3398.7ms/step | 17.7 samples/s +Step 44520/50462 | Loss: 2.4804 | LR: 1.74e-05 | 1897.5ms/step | 31.6 samples/s +Step 44530/50462 | Loss: 2.4906 | LR: 1.74e-05 | 1900.2ms/step | 31.6 samples/s +Step 44540/50462 | Loss: 2.4814 | LR: 1.73e-05 | 1903.5ms/step | 31.5 samples/s +Step 44550/50462 | Loss: 2.4997 | LR: 1.72e-05 | 1900.6ms/step | 31.6 samples/s +Step 44560/50462 | Loss: 2.4453 | LR: 1.72e-05 | 1904.2ms/step | 31.5 samples/s +Step 44570/50462 | Loss: 2.4954 | LR: 1.71e-05 | 1910.0ms/step | 31.4 samples/s +Step 44580/50462 | Loss: 2.4999 | LR: 1.71e-05 | 1903.2ms/step | 31.5 samples/s +Step 44590/50462 | Loss: 2.4676 | LR: 1.70e-05 | 1904.5ms/step | 31.5 samples/s +Step 44600/50462 | Loss: 2.4355 | LR: 1.70e-05 | 1906.0ms/step | 31.5 samples/s +Step 44610/50462 | Loss: 2.4654 | LR: 1.69e-05 | 1907.0ms/step | 31.5 samples/s +Step 44620/50462 | Loss: 2.4707 | LR: 1.68e-05 | 1907.2ms/step | 31.5 samples/s +Step 44630/50462 | Loss: 2.4994 | LR: 1.68e-05 | 1906.3ms/step | 31.5 samples/s +Step 44640/50462 | Loss: 2.4811 | LR: 1.67e-05 | 1904.6ms/step | 31.5 samples/s +Step 44650/50462 | Loss: 2.4797 | LR: 1.67e-05 | 1904.1ms/step | 31.5 samples/s +Step 44660/50462 | Loss: 2.4593 | LR: 1.66e-05 | 1904.3ms/step | 31.5 samples/s +Step 44670/50462 | Loss: 2.4886 | LR: 1.66e-05 | 1903.1ms/step | 31.5 samples/s +Step 44680/50462 | Loss: 2.4686 | LR: 1.65e-05 | 1904.1ms/step | 31.5 samples/s +Step 44690/50462 | Loss: 2.4907 | LR: 1.64e-05 | 1905.4ms/step | 31.5 samples/s +Step 44700/50462 | Loss: 2.4657 | LR: 1.64e-05 | 1902.7ms/step | 31.5 samples/s +Step 44710/50462 | Loss: 2.4882 | LR: 1.63e-05 | 1905.5ms/step | 31.5 samples/s +Step 44720/50462 | Loss: 2.4532 | LR: 1.63e-05 | 1908.6ms/step | 31.4 samples/s +Step 44730/50462 | Loss: 2.5266 | LR: 1.62e-05 | 1904.3ms/step | 31.5 samples/s +Step 44740/50462 | Loss: 2.4239 | LR: 1.62e-05 | 1905.4ms/step | 31.5 samples/s +Step 44750/50462 | Loss: 2.4420 | LR: 1.61e-05 | 1904.7ms/step | 31.5 samples/s +Validation at step 44750: Loss = 2.4901, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-44750 +Step 44760/50462 | Loss: 2.5051 | LR: 1.61e-05 | 3272.3ms/step | 18.3 samples/s +Step 44770/50462 | Loss: 2.4645 | LR: 1.60e-05 | 1895.5ms/step | 31.7 samples/s +Step 44780/50462 | Loss: 2.4836 | LR: 1.59e-05 | 1900.6ms/step | 31.6 samples/s +Step 44790/50462 | Loss: 2.4665 | LR: 1.59e-05 | 1903.6ms/step | 31.5 samples/s +Step 44800/50462 | Loss: 2.4784 | LR: 1.58e-05 | 1903.3ms/step | 31.5 samples/s +Step 44810/50462 | Loss: 2.5131 | LR: 1.58e-05 | 1902.7ms/step | 31.5 samples/s +Step 44820/50462 | Loss: 2.4962 | LR: 1.57e-05 | 1905.0ms/step | 31.5 samples/s +Step 44830/50462 | Loss: 2.4503 | LR: 1.57e-05 | 1903.8ms/step | 31.5 samples/s +Step 44840/50462 | Loss: 2.4624 | LR: 1.56e-05 | 1903.8ms/step | 31.5 samples/s +Step 44850/50462 | Loss: 2.4956 | LR: 1.56e-05 | 1906.1ms/step | 31.5 samples/s +Step 44860/50462 | Loss: 2.4853 | LR: 1.55e-05 | 1903.6ms/step | 31.5 samples/s +Step 44870/50462 | Loss: 2.4952 | LR: 1.54e-05 | 1906.3ms/step | 31.5 samples/s +Step 44880/50462 | Loss: 2.4315 | LR: 1.54e-05 | 1902.3ms/step | 31.5 samples/s +Step 44890/50462 | Loss: 2.4365 | LR: 1.53e-05 | 1903.5ms/step | 31.5 samples/s +Step 44900/50462 | Loss: 2.5110 | LR: 1.53e-05 | 1903.9ms/step | 31.5 samples/s +Step 44910/50462 | Loss: 2.4723 | LR: 1.52e-05 | 1904.5ms/step | 31.5 samples/s +Step 44920/50462 | Loss: 2.4386 | LR: 1.52e-05 | 1900.1ms/step | 31.6 samples/s +Step 44930/50462 | Loss: 2.5248 | LR: 1.51e-05 | 1903.3ms/step | 31.5 samples/s +Step 44940/50462 | Loss: 2.5163 | LR: 1.51e-05 | 1904.2ms/step | 31.5 samples/s +Step 44950/50462 | Loss: 2.5288 | LR: 1.50e-05 | 1904.4ms/step | 31.5 samples/s +Step 44960/50462 | Loss: 2.4502 | LR: 1.50e-05 | 1904.1ms/step | 31.5 samples/s +Step 44970/50462 | Loss: 2.4863 | LR: 1.49e-05 | 1905.4ms/step | 31.5 samples/s +Step 44980/50462 | Loss: 2.4868 | LR: 1.49e-05 | 1904.9ms/step | 31.5 samples/s +Step 44990/50462 | Loss: 2.4770 | LR: 1.48e-05 | 1902.2ms/step | 31.5 samples/s +Step 45000/50462 | Loss: 2.4625 | LR: 1.47e-05 | 1903.7ms/step | 31.5 samples/s +Validation at step 45000: Loss = 2.4901, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-45000 +Step 45010/50462 | Loss: 2.5133 | LR: 1.47e-05 | 3306.9ms/step | 18.1 samples/s +Step 45020/50462 | Loss: 2.4581 | LR: 1.46e-05 | 1897.1ms/step | 31.6 samples/s +Step 45030/50462 | Loss: 2.4983 | LR: 1.46e-05 | 1897.7ms/step | 31.6 samples/s +Step 45040/50462 | Loss: 2.5325 | LR: 1.45e-05 | 1902.6ms/step | 31.5 samples/s +Step 45050/50462 | Loss: 2.5009 | LR: 1.45e-05 | 1905.3ms/step | 31.5 samples/s +Step 45060/50462 | Loss: 2.4841 | LR: 1.44e-05 | 1902.6ms/step | 31.5 samples/s +Step 45070/50462 | Loss: 2.4861 | LR: 1.44e-05 | 1903.3ms/step | 31.5 samples/s +Step 45080/50462 | Loss: 2.4240 | LR: 1.43e-05 | 1907.7ms/step | 31.5 samples/s +Step 45090/50462 | Loss: 2.4713 | LR: 1.43e-05 | 1904.8ms/step | 31.5 samples/s +Step 45100/50462 | Loss: 2.5391 | LR: 1.42e-05 | 1905.4ms/step | 31.5 samples/s +Step 45110/50462 | Loss: 2.4462 | LR: 1.42e-05 | 1905.2ms/step | 31.5 samples/s +Step 45120/50462 | Loss: 2.4766 | LR: 1.41e-05 | 1908.2ms/step | 31.4 samples/s +Step 45130/50462 | Loss: 2.4622 | LR: 1.41e-05 | 1904.9ms/step | 31.5 samples/s +Step 45140/50462 | Loss: 2.4524 | LR: 1.40e-05 | 1906.7ms/step | 31.5 samples/s +Step 45150/50462 | Loss: 2.4607 | LR: 1.40e-05 | 1905.3ms/step | 31.5 samples/s +Step 45160/50462 | Loss: 2.4848 | LR: 1.39e-05 | 1904.5ms/step | 31.5 samples/s +Step 45170/50462 | Loss: 2.4776 | LR: 1.39e-05 | 1906.2ms/step | 31.5 samples/s +Step 45180/50462 | Loss: 2.4337 | LR: 1.38e-05 | 1906.7ms/step | 31.5 samples/s +Step 45190/50462 | Loss: 2.5077 | LR: 1.37e-05 | 1905.9ms/step | 31.5 samples/s +Step 45200/50462 | Loss: 2.4503 | LR: 1.37e-05 | 1904.4ms/step | 31.5 samples/s +Step 45210/50462 | Loss: 2.4623 | LR: 1.36e-05 | 1905.4ms/step | 31.5 samples/s +Step 45220/50462 | Loss: 2.4726 | LR: 1.36e-05 | 1904.3ms/step | 31.5 samples/s +Step 45230/50462 | Loss: 2.4905 | LR: 1.35e-05 | 1903.2ms/step | 31.5 samples/s +Step 45240/50462 | Loss: 2.5099 | LR: 1.35e-05 | 1905.2ms/step | 31.5 samples/s +Step 45250/50462 | Loss: 2.4982 | LR: 1.34e-05 | 1904.3ms/step | 31.5 samples/s +Validation at step 45250: Loss = 2.4901, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-45250 +Step 45260/50462 | Loss: 2.4438 | LR: 1.34e-05 | 3364.1ms/step | 17.8 samples/s +Step 45270/50462 | Loss: 2.4819 | LR: 1.33e-05 | 1897.0ms/step | 31.6 samples/s +Step 45280/50462 | Loss: 2.5031 | LR: 1.33e-05 | 1900.7ms/step | 31.6 samples/s +Step 45290/50462 | Loss: 2.4348 | LR: 1.32e-05 | 1902.6ms/step | 31.5 samples/s +Step 45300/50462 | Loss: 2.4310 | LR: 1.32e-05 | 1903.6ms/step | 31.5 samples/s +Step 45310/50462 | Loss: 2.4429 | LR: 1.31e-05 | 1903.9ms/step | 31.5 samples/s +Step 45320/50462 | Loss: 2.4623 | LR: 1.31e-05 | 1904.2ms/step | 31.5 samples/s +Step 45330/50462 | Loss: 2.4489 | LR: 1.30e-05 | 1903.4ms/step | 31.5 samples/s +Step 45340/50462 | Loss: 2.4805 | LR: 1.30e-05 | 1904.2ms/step | 31.5 samples/s +Step 45350/50462 | Loss: 2.4777 | LR: 1.29e-05 | 1904.8ms/step | 31.5 samples/s +Step 45360/50462 | Loss: 2.4872 | LR: 1.29e-05 | 1904.0ms/step | 31.5 samples/s +Step 45370/50462 | Loss: 2.4757 | LR: 1.28e-05 | 1903.9ms/step | 31.5 samples/s +Step 45380/50462 | Loss: 2.4812 | LR: 1.28e-05 | 1904.3ms/step | 31.5 samples/s +Step 45390/50462 | Loss: 2.4679 | LR: 1.27e-05 | 1903.7ms/step | 31.5 samples/s +Step 45400/50462 | Loss: 2.5142 | LR: 1.27e-05 | 1905.6ms/step | 31.5 samples/s +Step 45410/50462 | Loss: 2.4503 | LR: 1.26e-05 | 1903.9ms/step | 31.5 samples/s +Step 45420/50462 | Loss: 2.4324 | LR: 1.26e-05 | 1904.7ms/step | 31.5 samples/s +Step 45430/50462 | Loss: 2.5353 | LR: 1.25e-05 | 1900.5ms/step | 31.6 samples/s +Step 45440/50462 | Loss: 2.4526 | LR: 1.25e-05 | 1903.7ms/step | 31.5 samples/s +Step 45450/50462 | Loss: 2.4587 | LR: 1.24e-05 | 1904.7ms/step | 31.5 samples/s +Step 45460/50462 | Loss: 2.4519 | LR: 1.24e-05 | 1906.0ms/step | 31.5 samples/s +Step 45470/50462 | Loss: 2.5244 | LR: 1.23e-05 | 1906.9ms/step | 31.5 samples/s +Step 45480/50462 | Loss: 2.4721 | LR: 1.23e-05 | 1905.0ms/step | 31.5 samples/s +Step 45490/50462 | Loss: 2.4807 | LR: 1.22e-05 | 1904.9ms/step | 31.5 samples/s +Step 45500/50462 | Loss: 2.4605 | LR: 1.22e-05 | 1905.5ms/step | 31.5 samples/s +Validation at step 45500: Loss = 2.4901, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-45500 +Step 45510/50462 | Loss: 2.4552 | LR: 1.21e-05 | 3333.4ms/step | 18.0 samples/s +Step 45520/50462 | Loss: 2.5389 | LR: 1.21e-05 | 1898.1ms/step | 31.6 samples/s +Step 45530/50462 | Loss: 2.4667 | LR: 1.20e-05 | 1899.3ms/step | 31.6 samples/s +Step 45540/50462 | Loss: 2.5059 | LR: 1.20e-05 | 1902.2ms/step | 31.5 samples/s +Step 45550/50462 | Loss: 2.4965 | LR: 1.19e-05 | 1908.6ms/step | 31.4 samples/s +Step 45560/50462 | Loss: 2.4549 | LR: 1.19e-05 | 1905.7ms/step | 31.5 samples/s +Step 45570/50462 | Loss: 2.4830 | LR: 1.19e-05 | 1910.4ms/step | 31.4 samples/s +Step 45580/50462 | Loss: 2.4660 | LR: 1.18e-05 | 1910.0ms/step | 31.4 samples/s +Step 45590/50462 | Loss: 2.4775 | LR: 1.18e-05 | 1903.2ms/step | 31.5 samples/s +Step 45600/50462 | Loss: 2.4974 | LR: 1.17e-05 | 1906.2ms/step | 31.5 samples/s +Step 45610/50462 | Loss: 2.4778 | LR: 1.17e-05 | 1908.9ms/step | 31.4 samples/s +Step 45620/50462 | Loss: 2.5264 | LR: 1.16e-05 | 1906.1ms/step | 31.5 samples/s +Step 45630/50462 | Loss: 2.4877 | LR: 1.16e-05 | 1905.4ms/step | 31.5 samples/s +Step 45640/50462 | Loss: 2.5026 | LR: 1.15e-05 | 1906.1ms/step | 31.5 samples/s +Step 45650/50462 | Loss: 2.4485 | LR: 1.15e-05 | 1905.2ms/step | 31.5 samples/s +Step 45660/50462 | Loss: 2.4929 | LR: 1.14e-05 | 1905.7ms/step | 31.5 samples/s +Step 45670/50462 | Loss: 2.4813 | LR: 1.14e-05 | 1903.6ms/step | 31.5 samples/s +Step 45680/50462 | Loss: 2.4935 | LR: 1.13e-05 | 1906.5ms/step | 31.5 samples/s +Step 45690/50462 | Loss: 2.4436 | LR: 1.13e-05 | 1905.0ms/step | 31.5 samples/s +Step 45700/50462 | Loss: 2.4935 | LR: 1.12e-05 | 1907.0ms/step | 31.5 samples/s +Step 45710/50462 | Loss: 2.4993 | LR: 1.12e-05 | 1905.0ms/step | 31.5 samples/s +Step 45720/50462 | Loss: 2.4908 | LR: 1.11e-05 | 1905.2ms/step | 31.5 samples/s +Step 45730/50462 | Loss: 2.4806 | LR: 1.11e-05 | 1906.6ms/step | 31.5 samples/s +Step 45740/50462 | Loss: 2.4826 | LR: 1.10e-05 | 1903.8ms/step | 31.5 samples/s +Step 45750/50462 | Loss: 2.4423 | LR: 1.10e-05 | 1905.1ms/step | 31.5 samples/s +Validation at step 45750: Loss = 2.4901, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-45750 +Step 45760/50462 | Loss: 2.5037 | LR: 1.10e-05 | 3388.3ms/step | 17.7 samples/s +Step 45770/50462 | Loss: 2.4916 | LR: 1.09e-05 | 1901.5ms/step | 31.6 samples/s +Step 45780/50462 | Loss: 2.5323 | LR: 1.09e-05 | 1901.6ms/step | 31.6 samples/s +Step 45790/50462 | Loss: 2.4962 | LR: 1.08e-05 | 1902.3ms/step | 31.5 samples/s +Step 45800/50462 | Loss: 2.4255 | LR: 1.08e-05 | 1908.0ms/step | 31.4 samples/s +Step 45810/50462 | Loss: 2.4882 | LR: 1.07e-05 | 1905.1ms/step | 31.5 samples/s +Step 45820/50462 | Loss: 2.4870 | LR: 1.07e-05 | 1903.7ms/step | 31.5 samples/s +Step 45830/50462 | Loss: 2.4837 | LR: 1.06e-05 | 1903.9ms/step | 31.5 samples/s +Step 45840/50462 | Loss: 2.4998 | LR: 1.06e-05 | 1903.7ms/step | 31.5 samples/s +Step 45850/50462 | Loss: 2.4854 | LR: 1.05e-05 | 1905.9ms/step | 31.5 samples/s +Step 45860/50462 | Loss: 2.4643 | LR: 1.05e-05 | 1906.6ms/step | 31.5 samples/s +Step 45870/50462 | Loss: 2.5238 | LR: 1.05e-05 | 1906.9ms/step | 31.5 samples/s +Step 45880/50462 | Loss: 2.4819 | LR: 1.04e-05 | 1903.6ms/step | 31.5 samples/s +Step 45890/50462 | Loss: 2.4587 | LR: 1.04e-05 | 1903.7ms/step | 31.5 samples/s +Step 45900/50462 | Loss: 2.4814 | LR: 1.03e-05 | 1905.7ms/step | 31.5 samples/s +Step 45910/50462 | Loss: 2.4792 | LR: 1.03e-05 | 1908.3ms/step | 31.4 samples/s +Step 45920/50462 | Loss: 2.4793 | LR: 1.02e-05 | 1900.3ms/step | 31.6 samples/s +Step 45930/50462 | Loss: 2.4782 | LR: 1.02e-05 | 1905.5ms/step | 31.5 samples/s +Step 45940/50462 | Loss: 2.5043 | LR: 1.01e-05 | 1905.6ms/step | 31.5 samples/s +Step 45950/50462 | Loss: 2.4705 | LR: 1.01e-05 | 1903.6ms/step | 31.5 samples/s +Step 45960/50462 | Loss: 2.4609 | LR: 1.01e-05 | 1902.8ms/step | 31.5 samples/s +Step 45970/50462 | Loss: 2.4907 | LR: 1.00e-05 | 1903.8ms/step | 31.5 samples/s +Step 45980/50462 | Loss: 2.4910 | LR: 9.96e-06 | 1903.0ms/step | 31.5 samples/s +Step 45990/50462 | Loss: 2.4443 | LR: 9.92e-06 | 1904.1ms/step | 31.5 samples/s +Step 46000/50462 | Loss: 2.4613 | LR: 9.87e-06 | 1903.9ms/step | 31.5 samples/s +Validation at step 46000: Loss = 2.4901, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-46000 +Step 46010/50462 | Loss: 2.5064 | LR: 9.83e-06 | 3318.1ms/step | 18.1 samples/s +Step 46020/50462 | Loss: 2.4826 | LR: 9.79e-06 | 1897.9ms/step | 31.6 samples/s +Step 46030/50462 | Loss: 2.4579 | LR: 9.74e-06 | 1902.3ms/step | 31.5 samples/s +Step 46040/50462 | Loss: 2.4931 | LR: 9.70e-06 | 1900.9ms/step | 31.6 samples/s +Step 46050/50462 | Loss: 2.4350 | LR: 9.65e-06 | 1904.3ms/step | 31.5 samples/s +Step 46060/50462 | Loss: 2.4562 | LR: 9.61e-06 | 1907.7ms/step | 31.5 samples/s +Step 46070/50462 | Loss: 2.5156 | LR: 9.57e-06 | 1901.3ms/step | 31.6 samples/s +Step 46080/50462 | Loss: 2.4722 | LR: diff --git a/epfl_final/SparseAtt/wandb/run-20260826_041533-qctui00g/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260826_041533-qctui00g/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260826_041533-qctui00g/files/requirements.txt @@ -0,0 +1,142 @@ +pip==26.0.1 +nvidia-cusparselt-cu13==0.8.0 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04:15:33,021 INFO MainThread:7160 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260826_041533-qctui00g/logs/debug.log +2026-08-26 04:15:33,021 INFO MainThread:7160 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260826_041533-qctui00g/logs/debug-internal.log +2026-08-26 04:15:33,021 INFO MainThread:7160 [wandb_init.py:init():850] calling init triggers +2026-08-26 04:15:33,021 INFO MainThread:7160 [wandb_init.py:init():855] wandb.init called with sweep_config: {} +config: {'model_path': '/mloscratch/homes/navasard/qwen3_06b_base', 'model_dtype': 'bfloat16', 'init_from_scratch': True, 'train_path': '/mloscratch/homes/navasard/data/fineweb_large/tokenized', 'val_path': None, 'max_seq_length': 8192, 'num_workers': 8, 'output_dir': '/mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253', 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128, 'sparse_num_random_blocks': 31, 'sparse_mask_pool_size': 1, 'sparse_val_dense_compare': False, 'sparse_layer_indices': None, 'sparse_mask_cache_dir': None, 'sparse_mask_seed': 0, 'sparse_mixed_nrb_set': None, 'dense_mode': True, 'dense_step_intervals': None, '_wandb': {}} +2026-08-26 04:15:33,021 INFO MainThread:7160 [wandb_init.py:init():898] starting backend +2026-08-26 04:15:33,306 INFO MainThread:7160 [wandb_init.py:init():913] sending inform_init request +2026-08-26 04:15:33,735 INFO MainThread:7160 [wandb_init.py:init():918] backend started and connected +2026-08-26 04:15:33,741 INFO MainThread:7160 [wandb_init.py:init():988] updated telemetry +2026-08-26 04:15:33,756 INFO MainThread:7160 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout +2026-08-26 04:15:34,168 INFO MainThread:7160 [wandb_init.py:init():1051] run resumed +2026-08-26 04:15:34,171 INFO MainThread:7160 [wandb_init.py:init():1056] starting run threads in backend +2026-08-26 04:15:34,438 INFO MainThread:7160 [wandb_run.py:_console_start():2554] atexit reg +2026-08-26 04:15:34,438 INFO MainThread:7160 [wandb_run.py:_redirect():2403] redirect: wrap_raw +2026-08-26 04:15:34,438 INFO MainThread:7160 [wandb_run.py:_redirect():2472] Wrapping output streams. +2026-08-26 04:15:34,438 INFO MainThread:7160 [wandb_run.py:_redirect():2495] Redirects installed. +2026-08-26 04:15:34,445 INFO MainThread:7160 [wandb_init.py:init():1094] run started, returning control to user process diff --git a/epfl_final/SparseAtt/wandb/run-20260826_041533-qctui00g/run-qctui00g.wandb b/epfl_final/SparseAtt/wandb/run-20260826_041533-qctui00g/run-qctui00g.wandb new file mode 100644 index 0000000000000000000000000000000000000000..b5cf8284963baa472a467f4b1f4998511555f9c8 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260826_041533-qctui00g/run-qctui00g.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fcbbd5ed197c2348a7afe1bdf742fd4c3d1c7b71c35e46f811e003eb498c19f3 +size 9437184 diff --git a/epfl_final/SparseAtt/wandb/run-20260826_125030-qctui00g/files/config.yaml b/epfl_final/SparseAtt/wandb/run-20260826_125030-qctui00g/files/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8010f1abe0d97b5763c7676943df66b44bd3a6e5 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260826_125030-qctui00g/files/config.yaml @@ -0,0 +1,205 @@ +_wandb: + value: + cli_version: 0.26.1 + e: + xxzrju9uekhxlwsskiefkz0jjo6bzkhq: + args: + - --config + - configs/p2_1p2b_dense_seed71_6gpu.json + codePath: train.py + codePathLocal: train.py + cpu_count: 96 + cpu_count_logical: 192 + cudaVersion: "13.0" + disk: + /: + total: "9374931091456" + used: "4877150371840" + email: ruben.navasardyan@mail.utoronto.ca + executable: /mloscratch/homes/navasard/conda/bin/python3.13 + git: + commit: 8f862f749eb4d5c17f688eb1562235e3fe5b2550 + remote: https://github.com/rubentium/SparseAtt.git + gpu: NVIDIA H100 80GB HBM3 + gpu_count: 6 + gpu_nvidia: + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-99f99f92-e501-0b15-5782-6beb2c34fa1a + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-3f5bace4-0066-71eb-863d-73a3a6d79e3b + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-1aef7113-cfe5-3f49-53bb-a84f3c5abfa0 + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-5e17ddff-2e95-8c68-b074-b0189417e834 + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-61e64705-1798-f2b5-568f-877549238703 + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-9cd8a6e5-05e9-cfde-0a28-d8058797b3bf + host: h100-train-6-gpu-0-39 + memory: + total: "1623005732864" + os: Linux-6.8.0-124-generic-x86_64-with-glibc2.35 + program: /mloscratch/homes/navasard/sparse/SparseAtt/train.py + python: CPython 3.13.13 + root: /mloscratch/homes/navasard/sparse/SparseAtt + startedAt: "2026-08-26T12:50:30.439556Z" + writerId: xxzrju9uekhxlwsskiefkz0jjo6bzkhq + m: [] + python_version: 3.13.13 + t: + "1": + - 1 + - 5 + - 11 + - 49 + - 51 + - 53 + - 71 + "2": + - 1 + - 5 + - 11 + - 49 + - 51 + - 53 + - 71 + "3": + - 2 + - 5 + - 13 + - 14 + - 15 + - 16 + - 61 + - 62 + "4": 3.13.13 + "5": 0.26.1 + "6": 5.7.0 + "12": 0.26.1 + "13": linux-x86_64 +attention_dropout: + value: null +attention_type: + value: sparse_stochastic +checkpoint_activations: + value: false +dense_mode: + value: true +dense_step_intervals: + value: null +eval_batches: + value: 50 +eval_steps: + value: 250 +force_new_run: + value: false +gradient_accumulation_steps: + value: 10 +head_dim: + value: null +hidden_size: + value: 1536 +init_from_scratch: + value: true +intermediate_size: + value: 6144 +learning_rate: + value: 0.0005 +logging_steps: + value: 10 +lr_scheduler: + value: cosine +max_grad_norm: + value: 1 +max_seq_length: + value: 8192 +max_steps: + value: 50462 +mixed_precision: + value: bf16 +model_dtype: + value: bfloat16 +model_path: + value: /mloscratch/homes/navasard/qwen3_06b_base +num_attention_heads: + value: 12 +num_epochs: + value: 1 +num_hidden_layers: + value: 28 +num_key_value_heads: + value: 4 +num_workers: + value: 8 +output_dir: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253 +per_device_batch_size: + value: 1 +resume_from_checkpoint: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-46000 +rope_train_position_scale_set: + value: null +save_steps: + value: 250 +seed: + value: 71 +sparse_block_size: + value: 128 +sparse_layer_indices: + value: null +sparse_mask_cache_dir: + value: null +sparse_mask_pool_size: + value: 1 +sparse_mask_seed: + value: 0 +sparse_mixed_nrb_set: + value: null +sparse_num_random_blocks: + value: 31 +sparse_val_dense_compare: + value: false +strategy: + value: ddp +train_path: + value: /mloscratch/homes/navasard/data/fineweb_large/tokenized +val_path: + value: null +verbose: + value: true +wandb_enabled: + value: true +wandb_name: + value: 1.2b dense 8k seed71 6gpu +wandb_project: + value: stochastic_sparsity +wandb_tags: + value: + - qwen3 + - 1.2b + - 8k + - p2 + - dense + - seed71 +warmup_steps: + value: 750 +weight_decay: + value: 0.01 diff --git a/epfl_final/SparseAtt/wandb/run-20260826_125030-qctui00g/files/output.log b/epfl_final/SparseAtt/wandb/run-20260826_125030-qctui00g/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..244ddc6faa675146f9a37b307aef0eb28ef8b839 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260826_125030-qctui00g/files/output.log @@ -0,0 +1,491 @@ +Starting training... +Validation at step 46000: Loss = 2.4901, Perplexity = 12.06 +Switching attention mode for step 46001: dense (dense step interval) +wandb: WARNING Tried to log to step 46000 that is less than the current step 46061. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 46010/50462 | Loss: 2.4781 | LR: 9.83e-06 | 10594.7ms/step | 5.7 samples/s +wandb: WARNING Tried to log to step 46010 that is less than the current step 46061. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 46020/50462 | Loss: 2.4680 | LR: 9.79e-06 | 1885.5ms/step | 31.8 samples/s +wandb: WARNING Tried to log to step 46020 that is less than the current step 46061. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 46030/50462 | Loss: 2.4924 | LR: 9.74e-06 | 1892.8ms/step | 31.7 samples/s +wandb: WARNING Tried to log to step 46030 that is less than the current step 46061. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 46040/50462 | Loss: 2.5066 | LR: 9.70e-06 | 1899.2ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 46040 that is less than the current step 46061. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 46050/50462 | Loss: 2.4522 | LR: 9.65e-06 | 1898.7ms/step | 31.6 samples/s +wandb: WARNING Tried to log to step 46050 that is less than the current step 46061. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 46060/50462 | Loss: 2.5047 | LR: 9.61e-06 | 1903.3ms/step | 31.5 samples/s +wandb: WARNING Tried to log to step 46060 that is less than the current step 46061. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 46070/50462 | Loss: 2.5080 | LR: 9.57e-06 | 1905.1ms/step | 31.5 samples/s +Step 46080/50462 | Loss: 2.4660 | LR: 9.52e-06 | 1903.7ms/step | 31.5 samples/s +Step 46090/50462 | Loss: 2.4806 | LR: 9.48e-06 | 1906.1ms/step | 31.5 samples/s +Step 46100/50462 | Loss: 2.4616 | LR: 9.44e-06 | 1911.5ms/step | 31.4 samples/s +Step 46110/50462 | Loss: 2.4915 | LR: 9.40e-06 | 1911.6ms/step | 31.4 samples/s +Step 46120/50462 | Loss: 2.4639 | LR: 9.35e-06 | 1910.4ms/step | 31.4 samples/s +Step 46130/50462 | Loss: 2.4625 | LR: 9.31e-06 | 1911.2ms/step | 31.4 samples/s +Step 46140/50462 | Loss: 2.4934 | LR: 9.27e-06 | 1911.8ms/step | 31.4 samples/s +Step 46150/50462 | Loss: 2.4476 | LR: 9.22e-06 | 1915.3ms/step | 31.3 samples/s +Step 46160/50462 | Loss: 2.5042 | LR: 9.18e-06 | 1914.6ms/step | 31.3 samples/s +Step 46170/50462 | Loss: 2.5050 | LR: 9.14e-06 | 1918.2ms/step | 31.3 samples/s +Step 46180/50462 | Loss: 2.4913 | LR: 9.10e-06 | 1903.1ms/step | 31.5 samples/s +Step 46190/50462 | Loss: 2.4717 | LR: 9.06e-06 | 1904.5ms/step | 31.5 samples/s +Step 46200/50462 | Loss: 2.4604 | LR: 9.01e-06 | 1907.1ms/step | 31.5 samples/s +Step 46210/50462 | Loss: 2.4437 | LR: 8.97e-06 | 1905.6ms/step | 31.5 samples/s +Step 46220/50462 | Loss: 2.4667 | LR: 8.93e-06 | 1903.6ms/step | 31.5 samples/s +Step 46230/50462 | Loss: 2.4739 | LR: 8.89e-06 | 1906.0ms/step | 31.5 samples/s +Step 46240/50462 | Loss: 2.4816 | LR: 8.85e-06 | 1908.1ms/step | 31.4 samples/s +Step 46250/50462 | Loss: 2.4440 | LR: 8.80e-06 | 1913.6ms/step | 31.4 samples/s +Validation at step 46250: Loss = 2.4901, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-46250 +Step 46260/50462 | Loss: 2.4454 | LR: 8.76e-06 | 3499.6ms/step | 17.1 samples/s +Step 46270/50462 | Loss: 2.4779 | LR: 8.72e-06 | 1903.6ms/step | 31.5 samples/s +Step 46280/50462 | Loss: 2.4665 | LR: 8.68e-06 | 1907.5ms/step | 31.5 samples/s +Step 46290/50462 | Loss: 2.4677 | LR: 8.64e-06 | 1913.6ms/step | 31.4 samples/s +Step 46300/50462 | Loss: 2.5092 | LR: 8.60e-06 | 1916.4ms/step | 31.3 samples/s +Step 46310/50462 | Loss: 2.5264 | LR: 8.56e-06 | 1912.1ms/step | 31.4 samples/s +Step 46320/50462 | Loss: 2.5250 | LR: 8.52e-06 | 1912.1ms/step | 31.4 samples/s +Step 46330/50462 | Loss: 2.4992 | LR: 8.47e-06 | 1914.9ms/step | 31.3 samples/s +Step 46340/50462 | Loss: 2.4891 | LR: 8.43e-06 | 1914.8ms/step | 31.3 samples/s +Step 46350/50462 | Loss: 2.4781 | LR: 8.39e-06 | 1913.8ms/step | 31.4 samples/s +Step 46360/50462 | Loss: 2.4871 | LR: 8.35e-06 | 1916.1ms/step | 31.3 samples/s +Step 46370/50462 | Loss: 2.4626 | LR: 8.31e-06 | 1918.0ms/step | 31.3 samples/s +Step 46380/50462 | Loss: 2.4759 | LR: 8.27e-06 | 1917.7ms/step | 31.3 samples/s +Step 46390/50462 | Loss: 2.4868 | LR: 8.23e-06 | 1920.8ms/step | 31.2 samples/s +Step 46400/50462 | Loss: 2.5023 | LR: 8.19e-06 | 1916.4ms/step | 31.3 samples/s +Step 46410/50462 | Loss: 2.4797 | LR: 8.15e-06 | 1920.1ms/step | 31.2 samples/s +Step 46420/50462 | Loss: 2.4761 | LR: 8.11e-06 | 1918.6ms/step | 31.3 samples/s +Step 46430/50462 | Loss: 2.4952 | LR: 8.07e-06 | 1918.9ms/step | 31.3 samples/s +Step 46440/50462 | Loss: 2.4888 | LR: 8.03e-06 | 1920.0ms/step | 31.2 samples/s +Step 46450/50462 | Loss: 2.5052 | LR: 7.99e-06 | 1922.2ms/step | 31.2 samples/s +Step 46460/50462 | Loss: 2.4744 | LR: 7.95e-06 | 1920.5ms/step | 31.2 samples/s +Step 46470/50462 | Loss: 2.4405 | LR: 7.91e-06 | 1911.8ms/step | 31.4 samples/s +Step 46480/50462 | Loss: 2.4470 | LR: 7.87e-06 | 1907.2ms/step | 31.5 samples/s +Step 46490/50462 | Loss: 2.4695 | LR: 7.83e-06 | 1914.2ms/step | 31.3 samples/s +Step 46500/50462 | Loss: 2.4940 | LR: 7.80e-06 | 1914.0ms/step | 31.3 samples/s +Validation at step 46500: Loss = 2.4901, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-46500 +Step 46510/50462 | Loss: 2.4600 | LR: 7.76e-06 | 3333.7ms/step | 18.0 samples/s +Step 46520/50462 | Loss: 2.4911 | LR: 7.72e-06 | 1902.4ms/step | 31.5 samples/s +Step 46530/50462 | Loss: 2.4717 | LR: 7.68e-06 | 1906.7ms/step | 31.5 samples/s +Step 46540/50462 | Loss: 2.4302 | LR: 7.64e-06 | 1910.2ms/step | 31.4 samples/s +Step 46550/50462 | Loss: 2.4688 | LR: 7.60e-06 | 1910.3ms/step | 31.4 samples/s +Step 46560/50462 | Loss: 2.4821 | LR: 7.56e-06 | 1914.1ms/step | 31.3 samples/s +Step 46570/50462 | Loss: 2.4456 | LR: 7.52e-06 | 1907.4ms/step | 31.5 samples/s +Step 46580/50462 | Loss: 2.4971 | LR: 7.49e-06 | 1909.2ms/step | 31.4 samples/s +Step 46590/50462 | Loss: 2.4451 | LR: 7.45e-06 | 1907.2ms/step | 31.5 samples/s +Step 46600/50462 | Loss: 2.4968 | LR: 7.41e-06 | 1907.8ms/step | 31.5 samples/s +Step 46610/50462 | Loss: 2.4613 | LR: 7.37e-06 | 1910.0ms/step | 31.4 samples/s +Step 46620/50462 | Loss: 2.4447 | LR: 7.33e-06 | 1912.0ms/step | 31.4 samples/s +Step 46630/50462 | Loss: 2.4910 | LR: 7.29e-06 | 1912.0ms/step | 31.4 samples/s +Step 46640/50462 | Loss: 2.4336 | LR: 7.26e-06 | 1914.8ms/step | 31.3 samples/s +Step 46650/50462 | Loss: 2.5004 | LR: 7.22e-06 | 1915.3ms/step | 31.3 samples/s +Step 46660/50462 | Loss: 2.4664 | LR: 7.18e-06 | 1913.8ms/step | 31.4 samples/s +Step 46670/50462 | Loss: 2.4623 | LR: 7.14e-06 | 1910.5ms/step | 31.4 samples/s +Step 46680/50462 | Loss: 2.4967 | LR: 7.11e-06 | 1910.9ms/step | 31.4 samples/s +Step 46690/50462 | Loss: 2.4711 | LR: 7.07e-06 | 1914.0ms/step | 31.3 samples/s +Step 46700/50462 | Loss: 2.4935 | LR: 7.03e-06 | 1914.9ms/step | 31.3 samples/s +Step 46710/50462 | Loss: 2.4416 | LR: 6.99e-06 | 1911.1ms/step | 31.4 samples/s +Step 46720/50462 | Loss: 2.5056 | LR: 6.96e-06 | 1907.4ms/step | 31.5 samples/s +Step 46730/50462 | Loss: 2.4973 | LR: 6.92e-06 | 1913.3ms/step | 31.4 samples/s +Step 46740/50462 | Loss: 2.4861 | LR: 6.88e-06 | 1913.3ms/step | 31.4 samples/s +Step 46750/50462 | Loss: 2.4302 | LR: 6.85e-06 | 1910.7ms/step | 31.4 samples/s +Validation at step 46750: Loss = 2.4901, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-46750 +Step 46760/50462 | Loss: 2.4814 | LR: 6.81e-06 | 3320.3ms/step | 18.1 samples/s +Step 46770/50462 | Loss: 2.4945 | LR: 6.77e-06 | 1898.7ms/step | 31.6 samples/s +Step 46780/50462 | Loss: 2.4930 | LR: 6.74e-06 | 1910.1ms/step | 31.4 samples/s +Step 46790/50462 | Loss: 2.5119 | LR: 6.70e-06 | 1907.0ms/step | 31.5 samples/s +Step 46800/50462 | Loss: 2.4788 | LR: 6.66e-06 | 1905.5ms/step | 31.5 samples/s +Step 46810/50462 | Loss: 2.4766 | LR: 6.63e-06 | 1908.2ms/step | 31.4 samples/s +Step 46820/50462 | Loss: 2.4967 | LR: 6.59e-06 | 1909.3ms/step | 31.4 samples/s +Step 46830/50462 | Loss: 2.4762 | LR: 6.56e-06 | 1916.2ms/step | 31.3 samples/s +Step 46840/50462 | Loss: 2.4580 | LR: 6.52e-06 | 1914.4ms/step | 31.3 samples/s +Step 46850/50462 | Loss: 2.4431 | LR: 6.48e-06 | 1917.0ms/step | 31.3 samples/s +Step 46860/50462 | Loss: 2.4921 | LR: 6.45e-06 | 1916.7ms/step | 31.3 samples/s +Step 46870/50462 | Loss: 2.4721 | LR: 6.41e-06 | 1916.6ms/step | 31.3 samples/s +Step 46880/50462 | Loss: 2.4936 | LR: 6.38e-06 | 1917.5ms/step | 31.3 samples/s +Step 46890/50462 | Loss: 2.4726 | LR: 6.34e-06 | 1918.3ms/step | 31.3 samples/s +Step 46900/50462 | Loss: 2.4797 | LR: 6.31e-06 | 1911.5ms/step | 31.4 samples/s +Step 46910/50462 | Loss: 2.4617 | LR: 6.27e-06 | 1912.5ms/step | 31.4 samples/s +Step 46920/50462 | Loss: 2.4415 | LR: 6.24e-06 | 1910.7ms/step | 31.4 samples/s +Step 46930/50462 | Loss: 2.5101 | LR: 6.20e-06 | 1915.4ms/step | 31.3 samples/s +Step 46940/50462 | Loss: 2.4864 | LR: 6.17e-06 | 1916.3ms/step | 31.3 samples/s +Step 46950/50462 | Loss: 2.4699 | LR: 6.13e-06 | 1918.9ms/step | 31.3 samples/s +Step 46960/50462 | Loss: 2.4942 | LR: 6.10e-06 | 1919.5ms/step | 31.3 samples/s +Step 46970/50462 | Loss: 2.4690 | LR: 6.06e-06 | 1921.2ms/step | 31.2 samples/s +Step 46980/50462 | Loss: 2.5051 | LR: 6.03e-06 | 1917.1ms/step | 31.3 samples/s +Step 46990/50462 | Loss: 2.4799 | LR: 5.99e-06 | 1917.6ms/step | 31.3 samples/s +Step 47000/50462 | Loss: 2.4552 | LR: 5.96e-06 | 1920.4ms/step | 31.2 samples/s +Validation at step 47000: Loss = 2.4901, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-47000 +Step 47010/50462 | Loss: 2.4624 | LR: 5.93e-06 | 3341.0ms/step | 18.0 samples/s +Step 47020/50462 | Loss: 2.4509 | LR: 5.89e-06 | 1902.2ms/step | 31.5 samples/s +Step 47030/50462 | Loss: 2.4603 | LR: 5.86e-06 | 1908.6ms/step | 31.4 samples/s +Step 47040/50462 | Loss: 2.4880 | LR: 5.82e-06 | 1905.0ms/step | 31.5 samples/s +Step 47050/50462 | Loss: 2.4702 | LR: 5.79e-06 | 1905.8ms/step | 31.5 samples/s +Step 47060/50462 | Loss: 2.5039 | LR: 5.76e-06 | 1907.3ms/step | 31.5 samples/s +Step 47070/50462 | Loss: 2.4740 | LR: 5.72e-06 | 1909.7ms/step | 31.4 samples/s +Step 47080/50462 | Loss: 2.4761 | LR: 5.69e-06 | 1912.3ms/step | 31.4 samples/s +Step 47090/50462 | Loss: 2.4672 | LR: 5.65e-06 | 1912.0ms/step | 31.4 samples/s +Step 47100/50462 | Loss: 2.4649 | LR: 5.62e-06 | 1915.7ms/step | 31.3 samples/s +Step 47110/50462 | Loss: 2.4676 | LR: 5.59e-06 | 1916.0ms/step | 31.3 samples/s +Step 47120/50462 | Loss: 2.5185 | LR: 5.56e-06 | 1919.3ms/step | 31.3 samples/s +Step 47130/50462 | Loss: 2.4732 | LR: 5.52e-06 | 1909.7ms/step | 31.4 samples/s +Step 47140/50462 | Loss: 2.4938 | LR: 5.49e-06 | 1913.5ms/step | 31.4 samples/s +Step 47150/50462 | Loss: 2.4366 | LR: 5.46e-06 | 1916.0ms/step | 31.3 samples/s +Step 47160/50462 | Loss: 2.5063 | LR: 5.42e-06 | 1913.5ms/step | 31.4 samples/s +Step 47170/50462 | Loss: 2.4345 | LR: 5.39e-06 | 1914.0ms/step | 31.3 samples/s +Step 47180/50462 | Loss: 2.4708 | LR: 5.36e-06 | 1907.9ms/step | 31.4 samples/s +Step 47190/50462 | Loss: 2.4807 | LR: 5.33e-06 | 1907.9ms/step | 31.4 samples/s +Step 47200/50462 | Loss: 2.4695 | LR: 5.29e-06 | 1913.0ms/step | 31.4 samples/s +Step 47210/50462 | Loss: 2.4493 | LR: 5.26e-06 | 1916.7ms/step | 31.3 samples/s +Step 47220/50462 | Loss: 2.4852 | LR: 5.23e-06 | 1912.5ms/step | 31.4 samples/s +Step 47230/50462 | Loss: 2.4985 | LR: 5.20e-06 | 1906.4ms/step | 31.5 samples/s +Step 47240/50462 | Loss: 2.4811 | LR: 5.16e-06 | 1911.4ms/step | 31.4 samples/s +Step 47250/50462 | Loss: 2.4634 | LR: 5.13e-06 | 1913.6ms/step | 31.4 samples/s +Validation at step 47250: Loss = 2.4901, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-47250 +Step 47260/50462 | Loss: 2.4847 | LR: 5.10e-06 | 3343.7ms/step | 17.9 samples/s +Step 47270/50462 | Loss: 2.4549 | LR: 5.07e-06 | 1900.0ms/step | 31.6 samples/s +Step 47280/50462 | Loss: 2.4888 | LR: 5.04e-06 | 1907.6ms/step | 31.5 samples/s +Step 47290/50462 | Loss: 2.5044 | LR: 5.01e-06 | 1908.8ms/step | 31.4 samples/s +Step 47300/50462 | Loss: 2.4815 | LR: 4.97e-06 | 1911.3ms/step | 31.4 samples/s +Step 47310/50462 | Loss: 2.4447 | LR: 4.94e-06 | 1912.4ms/step | 31.4 samples/s +Step 47320/50462 | Loss: 2.5121 | LR: 4.91e-06 | 1914.7ms/step | 31.3 samples/s +Step 47330/50462 | Loss: 2.4989 | LR: 4.88e-06 | 1916.0ms/step | 31.3 samples/s +Step 47340/50462 | Loss: 2.5256 | LR: 4.85e-06 | 1911.9ms/step | 31.4 samples/s +Step 47350/50462 | Loss: 2.4920 | LR: 4.82e-06 | 1907.7ms/step | 31.5 samples/s +Step 47360/50462 | Loss: 2.4850 | LR: 4.79e-06 | 1915.6ms/step | 31.3 samples/s +Step 47370/50462 | Loss: 2.4795 | LR: 4.76e-06 | 1912.8ms/step | 31.4 samples/s +Step 47380/50462 | Loss: 2.5012 | LR: 4.73e-06 | 1914.7ms/step | 31.3 samples/s +Step 47390/50462 | Loss: 2.4646 | LR: 4.70e-06 | 1910.4ms/step | 31.4 samples/s +Step 47400/50462 | Loss: 2.4956 | LR: 4.67e-06 | 1908.9ms/step | 31.4 samples/s +Step 47410/50462 | Loss: 2.4658 | LR: 4.64e-06 | 1909.0ms/step | 31.4 samples/s +Step 47420/50462 | Loss: 2.4363 | LR: 4.61e-06 | 1910.8ms/step | 31.4 samples/s +Step 47430/50462 | Loss: 2.4672 | LR: 4.58e-06 | 1915.3ms/step | 31.3 samples/s +Step 47440/50462 | Loss: 2.4756 | LR: 4.55e-06 | 1915.0ms/step | 31.3 samples/s +Step 47450/50462 | Loss: 2.5001 | LR: 4.52e-06 | 1910.7ms/step | 31.4 samples/s +Step 47460/50462 | Loss: 2.4580 | LR: 4.49e-06 | 1914.3ms/step | 31.3 samples/s +Step 47470/50462 | Loss: 2.4965 | LR: 4.46e-06 | 1917.0ms/step | 31.3 samples/s +Step 47480/50462 | Loss: 2.4510 | LR: 4.43e-06 | 1913.8ms/step | 31.4 samples/s +Step 47490/50462 | Loss: 2.4520 | LR: 4.40e-06 | 1917.4ms/step | 31.3 samples/s +Step 47500/50462 | Loss: 2.4966 | LR: 4.37e-06 | 1917.7ms/step | 31.3 samples/s +Validation at step 47500: Loss = 2.4901, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-47500 +Step 47510/50462 | Loss: 2.4316 | LR: 4.34e-06 | 3368.5ms/step | 17.8 samples/s +Step 47520/50462 | Loss: 2.4603 | LR: 4.31e-06 | 1895.9ms/step | 31.6 samples/s +Step 47530/50462 | Loss: 2.4709 | LR: 4.28e-06 | 1903.4ms/step | 31.5 samples/s +Step 47540/50462 | Loss: 2.4910 | LR: 4.25e-06 | 1908.9ms/step | 31.4 samples/s +Step 47550/50462 | Loss: 2.5149 | LR: 4.22e-06 | 1910.1ms/step | 31.4 samples/s +Step 47560/50462 | Loss: 2.4452 | LR: 4.19e-06 | 1913.3ms/step | 31.4 samples/s +Step 47570/50462 | Loss: 2.4349 | LR: 4.16e-06 | 1913.5ms/step | 31.4 samples/s +Step 47580/50462 | Loss: 2.4714 | LR: 4.13e-06 | 1917.3ms/step | 31.3 samples/s +Step 47590/50462 | Loss: 2.4704 | LR: 4.11e-06 | 1917.9ms/step | 31.3 samples/s +Step 47600/50462 | Loss: 2.4717 | LR: 4.08e-06 | 1912.9ms/step | 31.4 samples/s +Step 47610/50462 | Loss: 2.4811 | LR: 4.05e-06 | 1915.2ms/step | 31.3 samples/s +Step 47620/50462 | Loss: 2.4519 | LR: 4.02e-06 | 1916.3ms/step | 31.3 samples/s +Step 47630/50462 | Loss: 2.5027 | LR: 3.99e-06 | 1915.4ms/step | 31.3 samples/s +Step 47640/50462 | Loss: 2.4838 | LR: 3.97e-06 | 1915.4ms/step | 31.3 samples/s +Step 47650/50462 | Loss: 2.4897 | LR: 3.94e-06 | 1915.4ms/step | 31.3 samples/s +Step 47660/50462 | Loss: 2.4577 | LR: 3.91e-06 | 1916.7ms/step | 31.3 samples/s +Step 47670/50462 | Loss: 2.4531 | LR: 3.88e-06 | 1915.3ms/step | 31.3 samples/s +Step 47680/50462 | Loss: 2.4537 | LR: 3.85e-06 | 1908.3ms/step | 31.4 samples/s +Step 47690/50462 | Loss: 2.4639 | LR: 3.83e-06 | 1912.7ms/step | 31.4 samples/s +Step 47700/50462 | Loss: 2.4432 | LR: 3.80e-06 | 1915.5ms/step | 31.3 samples/s +Step 47710/50462 | Loss: 2.4811 | LR: 3.77e-06 | 1915.3ms/step | 31.3 samples/s +Step 47720/50462 | Loss: 2.4361 | LR: 3.74e-06 | 1916.5ms/step | 31.3 samples/s +Step 47730/50462 | Loss: 2.4703 | LR: 3.72e-06 | 1913.9ms/step | 31.4 samples/s +Step 47740/50462 | Loss: 2.4726 | LR: 3.69e-06 | 1912.5ms/step | 31.4 samples/s +Step 47750/50462 | Loss: 2.4781 | LR: 3.66e-06 | 1909.8ms/step | 31.4 samples/s +Validation at step 47750: Loss = 2.4900, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-47750 +Step 47760/50462 | Loss: 2.5111 | LR: 3.64e-06 | 3287.8ms/step | 18.2 samples/s +Step 47770/50462 | Loss: 2.4886 | LR: 3.61e-06 | 1899.0ms/step | 31.6 samples/s +Step 47780/50462 | Loss: 2.4565 | LR: 3.58e-06 | 1900.5ms/step | 31.6 samples/s +Step 47790/50462 | Loss: 2.4379 | LR: 3.56e-06 | 1907.6ms/step | 31.5 samples/s +Step 47800/50462 | Loss: 2.4146 | LR: 3.53e-06 | 1905.6ms/step | 31.5 samples/s +Step 47810/50462 | Loss: 2.4706 | LR: 3.50e-06 | 1905.2ms/step | 31.5 samples/s +Step 47820/50462 | Loss: 2.5032 | LR: 3.48e-06 | 1905.3ms/step | 31.5 samples/s +Step 47830/50462 | Loss: 2.4674 | LR: 3.45e-06 | 1909.6ms/step | 31.4 samples/s +Step 47840/50462 | Loss: 2.4543 | LR: 3.42e-06 | 1902.9ms/step | 31.5 samples/s +Step 47850/50462 | Loss: 2.4133 | LR: 3.40e-06 | 1909.5ms/step | 31.4 samples/s +Step 47860/50462 | Loss: 2.4678 | LR: 3.37e-06 | 1913.8ms/step | 31.4 samples/s +Step 47870/50462 | Loss: 2.4520 | LR: 3.35e-06 | 1913.5ms/step | 31.4 samples/s +Step 47880/50462 | Loss: 2.4444 | LR: 3.32e-06 | 1911.4ms/step | 31.4 samples/s +Step 47890/50462 | Loss: 2.4562 | LR: 3.30e-06 | 1909.5ms/step | 31.4 samples/s +Step 47900/50462 | Loss: 2.5379 | LR: 3.27e-06 | 1904.5ms/step | 31.5 samples/s +Step 47910/50462 | Loss: 2.4666 | LR: 3.24e-06 | 1911.2ms/step | 31.4 samples/s +Step 47920/50462 | Loss: 2.4680 | LR: 3.22e-06 | 1910.5ms/step | 31.4 samples/s +Step 47930/50462 | Loss: 2.4551 | LR: 3.19e-06 | 1915.7ms/step | 31.3 samples/s +Step 47940/50462 | Loss: 2.4761 | LR: 3.17e-06 | 1917.3ms/step | 31.3 samples/s +Step 47950/50462 | Loss: 2.4609 | LR: 3.14e-06 | 1916.9ms/step | 31.3 samples/s +Step 47960/50462 | Loss: 2.4535 | LR: 3.12e-06 | 1909.8ms/step | 31.4 samples/s +Step 47970/50462 | Loss: 2.5055 | LR: 3.09e-06 | 1906.7ms/step | 31.5 samples/s +Step 47980/50462 | Loss: 2.4805 | LR: 3.07e-06 | 1908.0ms/step | 31.4 samples/s +Step 47990/50462 | Loss: 2.4892 | LR: 3.04e-06 | 1907.0ms/step | 31.5 samples/s +Step 48000/50462 | Loss: 2.4628 | LR: 3.02e-06 | 1908.8ms/step | 31.4 samples/s +Validation at step 48000: Loss = 2.4900, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-48000 +Step 48010/50462 | Loss: 2.5061 | LR: 3.00e-06 | 3305.5ms/step | 18.2 samples/s +Step 48020/50462 | Loss: 2.4775 | LR: 2.97e-06 | 1900.3ms/step | 31.6 samples/s +Step 48030/50462 | Loss: 2.4612 | LR: 2.95e-06 | 1906.7ms/step | 31.5 samples/s +Step 48040/50462 | Loss: 2.4721 | LR: 2.92e-06 | 1904.5ms/step | 31.5 samples/s +Step 48050/50462 | Loss: 2.4925 | LR: 2.90e-06 | 1903.6ms/step | 31.5 samples/s +Step 48060/50462 | Loss: 2.4860 | LR: 2.87e-06 | 1911.3ms/step | 31.4 samples/s +Step 48070/50462 | Loss: 2.5066 | LR: 2.85e-06 | 1902.2ms/step | 31.5 samples/s +Step 48080/50462 | Loss: 2.4686 | LR: 2.83e-06 | 1903.3ms/step | 31.5 samples/s +Step 48090/50462 | Loss: 2.4658 | LR: 2.80e-06 | 1906.8ms/step | 31.5 samples/s +Step 48100/50462 | Loss: 2.4794 | LR: 2.78e-06 | 1909.4ms/step | 31.4 samples/s +Step 48110/50462 | Loss: 2.4726 | LR: 2.76e-06 | 1908.9ms/step | 31.4 samples/s +Step 48120/50462 | Loss: 2.4690 | LR: 2.73e-06 | 1909.6ms/step | 31.4 samples/s +Step 48130/50462 | Loss: 2.4615 | LR: 2.71e-06 | 1912.3ms/step | 31.4 samples/s +Step 48140/50462 | Loss: 2.4621 | LR: 2.69e-06 | 1914.8ms/step | 31.3 samples/s +Step 48150/50462 | Loss: 2.4814 | LR: 2.66e-06 | 1914.1ms/step | 31.3 samples/s +Step 48160/50462 | Loss: 2.5106 | LR: 2.64e-06 | 1912.9ms/step | 31.4 samples/s +Step 48170/50462 | Loss: 2.4597 | LR: 2.62e-06 | 1914.4ms/step | 31.3 samples/s +Step 48180/50462 | Loss: 2.4684 | LR: 2.60e-06 | 1912.0ms/step | 31.4 samples/s +Step 48190/50462 | Loss: 2.4707 | LR: 2.57e-06 | 1902.7ms/step | 31.5 samples/s +Step 48200/50462 | Loss: 2.4805 | LR: 2.55e-06 | 1907.2ms/step | 31.5 samples/s +Step 48210/50462 | Loss: 2.4756 | LR: 2.53e-06 | 1912.5ms/step | 31.4 samples/s +Step 48220/50462 | Loss: 2.4593 | LR: 2.51e-06 | 1912.4ms/step | 31.4 samples/s +Step 48230/50462 | Loss: 2.4852 | LR: 2.48e-06 | 1908.8ms/step | 31.4 samples/s +Step 48240/50462 | Loss: 2.4623 | LR: 2.46e-06 | 1907.7ms/step | 31.5 samples/s +Step 48250/50462 | Loss: 2.4933 | LR: 2.44e-06 | 1908.7ms/step | 31.4 samples/s +Validation at step 48250: Loss = 2.4901, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-48250 +Step 48260/50462 | Loss: 2.4770 | LR: 2.42e-06 | 3310.0ms/step | 18.1 samples/s +Step 48270/50462 | Loss: 2.4649 | LR: 2.39e-06 | 1903.9ms/step | 31.5 samples/s +Step 48280/50462 | Loss: 2.4922 | LR: 2.37e-06 | 1909.7ms/step | 31.4 samples/s +Step 48290/50462 | Loss: 2.4995 | LR: 2.35e-06 | 1908.1ms/step | 31.4 samples/s +Step 48300/50462 | Loss: 2.4640 | LR: 2.33e-06 | 1909.8ms/step | 31.4 samples/s +Step 48310/50462 | Loss: 2.4677 | LR: 2.31e-06 | 1909.7ms/step | 31.4 samples/s +Step 48320/50462 | Loss: 2.4921 | LR: 2.29e-06 | 1909.8ms/step | 31.4 samples/s +Step 48330/50462 | Loss: 2.4470 | LR: 2.27e-06 | 1912.1ms/step | 31.4 samples/s +Step 48340/50462 | Loss: 2.4465 | LR: 2.24e-06 | 1910.1ms/step | 31.4 samples/s +Step 48350/50462 | Loss: 2.4001 | LR: 2.22e-06 | 1909.7ms/step | 31.4 samples/s +Step 48360/50462 | Loss: 2.5234 | LR: 2.20e-06 | 1912.4ms/step | 31.4 samples/s +Step 48370/50462 | Loss: 2.5115 | LR: 2.18e-06 | 1913.4ms/step | 31.4 samples/s +Step 48380/50462 | Loss: 2.4791 | LR: 2.16e-06 | 1915.2ms/step | 31.3 samples/s +Step 48390/50462 | Loss: 2.4327 | LR: 2.14e-06 | 1915.5ms/step | 31.3 samples/s +Step 48400/50462 | Loss: 2.4563 | LR: 2.12e-06 | 1911.0ms/step | 31.4 samples/s +Step 48410/50462 | Loss: 2.4858 | LR: 2.10e-06 | 1903.8ms/step | 31.5 samples/s +Step 48420/50462 | Loss: 2.4909 | LR: 2.08e-06 | 1906.7ms/step | 31.5 samples/s +Step 48430/50462 | Loss: 2.4595 | LR: 2.06e-06 | 1906.6ms/step | 31.5 samples/s +Step 48440/50462 | Loss: 2.4821 | LR: 2.04e-06 | 1907.6ms/step | 31.5 samples/s +Step 48450/50462 | Loss: 2.4367 | LR: 2.02e-06 | 1908.4ms/step | 31.4 samples/s +Step 48460/50462 | Loss: 2.4438 | LR: 2.00e-06 | 1910.2ms/step | 31.4 samples/s +Step 48470/50462 | Loss: 2.4829 | LR: 1.98e-06 | 1912.5ms/step | 31.4 samples/s +Step 48480/50462 | Loss: 2.4500 | LR: 1.96e-06 | 1913.3ms/step | 31.4 samples/s +Step 48490/50462 | Loss: 2.4617 | LR: 1.94e-06 | 1914.6ms/step | 31.3 samples/s +Step 48500/50462 | Loss: 2.4939 | LR: 1.92e-06 | 1907.6ms/step | 31.5 samples/s +Validation at step 48500: Loss = 2.4900, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-48500 +Step 48510/50462 | Loss: 2.4397 | LR: 1.90e-06 | 3285.8ms/step | 18.3 samples/s +Step 48520/50462 | Loss: 2.4789 | LR: 1.88e-06 | 1899.5ms/step | 31.6 samples/s +Step 48530/50462 | Loss: 2.5230 | LR: 1.86e-06 | 1905.6ms/step | 31.5 samples/s +Step 48540/50462 | Loss: 2.5059 | LR: 1.84e-06 | 1906.3ms/step | 31.5 samples/s +Step 48550/50462 | Loss: 2.4661 | LR: 1.82e-06 | 1907.5ms/step | 31.5 samples/s +Step 48560/50462 | Loss: 2.4521 | LR: 1.80e-06 | 1907.5ms/step | 31.5 samples/s +Step 48570/50462 | Loss: 2.4919 | LR: 1.78e-06 | 1908.7ms/step | 31.4 samples/s +Step 48580/50462 | Loss: 2.4468 | LR: 1.77e-06 | 1914.7ms/step | 31.3 samples/s +Step 48590/50462 | Loss: 2.4751 | LR: 1.75e-06 | 1910.5ms/step | 31.4 samples/s +Step 48600/50462 | Loss: 2.4989 | LR: 1.73e-06 | 1909.4ms/step | 31.4 samples/s +Step 48610/50462 | Loss: 2.4311 | LR: 1.71e-06 | 1909.3ms/step | 31.4 samples/s +Step 48620/50462 | Loss: 2.4916 | LR: 1.69e-06 | 1909.1ms/step | 31.4 samples/s +Step 48630/50462 | Loss: 2.5141 | LR: 1.67e-06 | 1908.9ms/step | 31.4 samples/s +Step 48640/50462 | Loss: 2.4835 | LR: 1.66e-06 | 1910.3ms/step | 31.4 samples/s +Step 48650/50462 | Loss: 2.4688 | LR: 1.64e-06 | 1912.3ms/step | 31.4 samples/s +Step 48660/50462 | Loss: 2.4443 | LR: 1.62e-06 | 1915.3ms/step | 31.3 samples/s +Step 48670/50462 | Loss: 2.4824 | LR: 1.60e-06 | 1915.3ms/step | 31.3 samples/s +Step 48680/50462 | Loss: 2.4931 | LR: 1.58e-06 | 1915.0ms/step | 31.3 samples/s +Step 48690/50462 | Loss: 2.4500 | LR: 1.57e-06 | 1913.5ms/step | 31.4 samples/s +Step 48700/50462 | Loss: 2.4946 | LR: 1.55e-06 | 1911.0ms/step | 31.4 samples/s +Step 48710/50462 | Loss: 2.5140 | LR: 1.53e-06 | 1912.4ms/step | 31.4 samples/s +Step 48720/50462 | Loss: 2.4698 | LR: 1.51e-06 | 1907.2ms/step | 31.5 samples/s +Step 48730/50462 | Loss: 2.4668 | LR: 1.50e-06 | 1907.9ms/step | 31.4 samples/s +Step 48740/50462 | Loss: 2.4944 | LR: 1.48e-06 | 1909.4ms/step | 31.4 samples/s +Step 48750/50462 | Loss: 2.4483 | LR: 1.46e-06 | 1904.7ms/step | 31.5 samples/s +Validation at step 48750: Loss = 2.4900, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-48750 +Step 48760/50462 | Loss: 2.4584 | LR: 1.44e-06 | 3303.3ms/step | 18.2 samples/s +Step 48770/50462 | Loss: 2.5226 | LR: 1.43e-06 | 1903.9ms/step | 31.5 samples/s +Step 48780/50462 | Loss: 2.4615 | LR: 1.41e-06 | 1909.7ms/step | 31.4 samples/s +Step 48790/50462 | Loss: 2.5035 | LR: 1.39e-06 | 1912.4ms/step | 31.4 samples/s +Step 48800/50462 | Loss: 2.4687 | LR: 1.38e-06 | 1912.7ms/step | 31.4 samples/s +Step 48810/50462 | Loss: 2.4879 | LR: 1.36e-06 | 1907.6ms/step | 31.5 samples/s +Step 48820/50462 | Loss: 2.4976 | LR: 1.34e-06 | 1909.0ms/step | 31.4 samples/s +Step 48830/50462 | Loss: 2.4699 | LR: 1.33e-06 | 1911.0ms/step | 31.4 samples/s +Step 48840/50462 | Loss: 2.4762 | LR: 1.31e-06 | 1906.6ms/step | 31.5 samples/s +Step 48850/50462 | Loss: 2.5188 | LR: 1.30e-06 | 1902.6ms/step | 31.5 samples/s +Step 48860/50462 | Loss: 2.4864 | LR: 1.28e-06 | 1906.1ms/step | 31.5 samples/s +Step 48870/50462 | Loss: 2.5057 | LR: 1.26e-06 | 1909.1ms/step | 31.4 samples/s +Step 48880/50462 | Loss: 2.5013 | LR: 1.25e-06 | 1911.8ms/step | 31.4 samples/s +Step 48890/50462 | Loss: 2.4523 | LR: 1.23e-06 | 1912.4ms/step | 31.4 samples/s +Step 48900/50462 | Loss: 2.4712 | LR: 1.22e-06 | 1912.3ms/step | 31.4 samples/s +Step 48910/50462 | Loss: 2.4895 | LR: 1.20e-06 | 1912.0ms/step | 31.4 samples/s +Step 48920/50462 | Loss: 2.4680 | LR: 1.19e-06 | 1908.9ms/step | 31.4 samples/s +Step 48930/50462 | Loss: 2.4748 | LR: 1.17e-06 | 1906.5ms/step | 31.5 samples/s +Step 48940/50462 | Loss: 2.4856 | LR: 1.16e-06 | 1904.8ms/step | 31.5 samples/s +Step 48950/50462 | Loss: 2.4704 | LR: 1.14e-06 | 1910.9ms/step | 31.4 samples/s +Step 48960/50462 | Loss: 2.4548 | LR: 1.13e-06 | 1914.1ms/step | 31.3 samples/s +Step 48970/50462 | Loss: 2.5006 | LR: 1.11e-06 | 1908.5ms/step | 31.4 samples/s +Step 48980/50462 | Loss: 2.4785 | LR: 1.10e-06 | 1908.0ms/step | 31.4 samples/s +Step 48990/50462 | Loss: 2.5322 | LR: 1.08e-06 | 1905.5ms/step | 31.5 samples/s +Step 49000/50462 | Loss: 2.4630 | LR: 1.07e-06 | 1910.3ms/step | 31.4 samples/s +Validation at step 49000: Loss = 2.4901, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-49000 +Step 49010/50462 | Loss: 2.4895 | LR: 1.05e-06 | 3311.8ms/step | 18.1 samples/s +Step 49020/50462 | Loss: 2.4577 | LR: 1.04e-06 | 1900.6ms/step | 31.6 samples/s +Step 49030/50462 | Loss: 2.5162 | LR: 1.02e-06 | 1903.8ms/step | 31.5 samples/s +Step 49040/50462 | Loss: 2.4692 | LR: 1.01e-06 | 1899.1ms/step | 31.6 samples/s +Step 49050/50462 | Loss: 2.4755 | LR: 9.95e-07 | 1903.7ms/step | 31.5 samples/s +Step 49060/50462 | Loss: 2.5002 | LR: 9.81e-07 | 1907.8ms/step | 31.5 samples/s +Step 49070/50462 | Loss: 2.4834 | LR: 9.67e-07 | 1910.1ms/step | 31.4 samples/s +Step 49080/50462 | Loss: 2.4975 | LR: 9.53e-07 | 1915.7ms/step | 31.3 samples/s +Step 49090/50462 | Loss: 2.4828 | LR: 9.39e-07 | 1915.9ms/step | 31.3 samples/s +Step 49100/50462 | Loss: 2.4557 | LR: 9.25e-07 | 1913.9ms/step | 31.3 samples/s +Step 49110/50462 | Loss: 2.4651 | LR: 9.12e-07 | 1917.4ms/step | 31.3 samples/s +Step 49120/50462 | Loss: 2.4577 | LR: 8.99e-07 | 1916.2ms/step | 31.3 samples/s +Step 49130/50462 | Loss: 2.4602 | LR: 8.85e-07 | 1918.6ms/step | 31.3 samples/s +Step 49140/50462 | Loss: 2.4908 | LR: 8.72e-07 | 1915.9ms/step | 31.3 samples/s +Step 49150/50462 | Loss: 2.4992 | LR: 8.59e-07 | 1918.3ms/step | 31.3 samples/s +Step 49160/50462 | Loss: 2.4805 | LR: 8.46e-07 | 1916.7ms/step | 31.3 samples/s +Step 49170/50462 | Loss: 2.4699 | LR: 8.33e-07 | 1918.0ms/step | 31.3 samples/s +Step 49180/50462 | Loss: 2.4697 | LR: 8.20e-07 | 1917.8ms/step | 31.3 samples/s +Step 49190/50462 | Loss: 2.4488 | LR: 8.07e-07 | 1913.9ms/step | 31.3 samples/s +Step 49200/50462 | Loss: 2.4835 | LR: 7.95e-07 | 1917.1ms/step | 31.3 samples/s +Step 49210/50462 | Loss: 2.4457 | LR: 7.82e-07 | 1916.6ms/step | 31.3 samples/s +Step 49220/50462 | Loss: 2.4478 | LR: 7.70e-07 | 1912.9ms/step | 31.4 samples/s +Step 49230/50462 | Loss: 2.4890 | LR: 7.57e-07 | 1913.5ms/step | 31.4 samples/s +Step 49240/50462 | Loss: 2.4466 | LR: 7.45e-07 | 1909.5ms/step | 31.4 samples/s +Step 49250/50462 | Loss: 2.4853 | LR: 7.33e-07 | 1908.4ms/step | 31.4 samples/s +Validation at step 49250: Loss = 2.4900, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-49250 +Step 49260/50462 | Loss: 2.4478 | LR: 7.21e-07 | 3327.1ms/step | 18.0 samples/s +Step 49270/50462 | Loss: 2.4730 | LR: 7.09e-07 | 1897.3ms/step | 31.6 samples/s +Step 49280/50462 | Loss: 2.5152 | LR: 6.97e-07 | 1901.8ms/step | 31.5 samples/s +Step 49290/50462 | Loss: 2.4851 | LR: 6.85e-07 | 1903.6ms/step | 31.5 samples/s +Step 49300/50462 | Loss: 2.4753 | LR: 6.74e-07 | 1898.5ms/step | 31.6 samples/s +Step 49310/50462 | Loss: 2.4799 | LR: 6.62e-07 | 1907.3ms/step | 31.5 samples/s +Step 49320/50462 | Loss: 2.4474 | LR: 6.51e-07 | 1909.5ms/step | 31.4 samples/s +Step 49330/50462 | Loss: 2.4250 | LR: 6.39e-07 | 1912.0ms/step | 31.4 samples/s +Step 49340/50462 | Loss: 2.4870 | LR: 6.28e-07 | 1904.4ms/step | 31.5 samples/s +Step 49350/50462 | Loss: 2.4754 | LR: 6.17e-07 | 1898.4ms/step | 31.6 samples/s +Step 49360/50462 | Loss: 2.5245 | LR: 6.06e-07 | 1905.4ms/step | 31.5 samples/s +Step 49370/50462 | Loss: 2.4859 | LR: 5.95e-07 | 1911.0ms/step | 31.4 samples/s +Step 49380/50462 | Loss: 2.5336 | LR: 5.84e-07 | 1911.8ms/step | 31.4 samples/s +Step 49390/50462 | Loss: 2.4835 | LR: 5.73e-07 | 1904.7ms/step | 31.5 samples/s +Step 49400/50462 | Loss: 2.4531 | LR: 5.63e-07 | 1906.3ms/step | 31.5 samples/s +Step 49410/50462 | Loss: 2.4668 | LR: 5.52e-07 | 1908.1ms/step | 31.4 samples/s +Step 49420/50462 | Loss: 2.5116 | LR: 5.42e-07 | 1911.8ms/step | 31.4 samples/s +Step 49430/50462 | Loss: 2.4199 | LR: 5.31e-07 | 1907.2ms/step | 31.5 samples/s +Step 49440/50462 | Loss: 2.4789 | LR: 5.21e-07 | 1909.2ms/step | 31.4 samples/s +Step 49450/50462 | Loss: 2.4706 | LR: 5.11e-07 | 1910.9ms/step | 31.4 samples/s +Step 49460/50462 | Loss: 2.4554 | LR: 5.01e-07 | 1913.5ms/step | 31.4 samples/s +Step 49470/50462 | Loss: 2.4686 | LR: 4.91e-07 | 1914.3ms/step | 31.3 samples/s +Step 49480/50462 | Loss: 2.5266 | LR: 4.81e-07 | 1908.4ms/step | 31.4 samples/s +Step 49490/50462 | Loss: 2.4479 | LR: 4.72e-07 | 1900.2ms/step | 31.6 samples/s +Step 49500/50462 | Loss: 2.4903 | LR: 4.62e-07 | 1904.9ms/step | 31.5 samples/s +Validation at step 49500: Loss = 2.4900, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-49500 +Step 49510/50462 | Loss: 2.4860 | LR: 4.52e-07 | 3325.1ms/step | 18.0 samples/s +Step 49520/50462 | Loss: 2.5024 | LR: 4.43e-07 | 1896.0ms/step | 31.6 samples/s +Step 49530/50462 | Loss: 2.4832 | LR: 4.34e-07 | 1902.1ms/step | 31.5 samples/s +Step 49540/50462 | Loss: 2.4791 | LR: 4.24e-07 | 1908.0ms/step | 31.4 samples/s +Step 49550/50462 | Loss: 2.4976 | LR: 4.15e-07 | 1912.1ms/step | 31.4 samples/s +Step 49560/50462 | Loss: 2.4936 | LR: 4.06e-07 | 1905.1ms/step | 31.5 samples/s +Step 49570/50462 | Loss: 2.5317 | LR: 3.97e-07 | 1903.5ms/step | 31.5 samples/s +Step 49580/50462 | Loss: 2.4921 | LR: 3.88e-07 | 1901.0ms/step | 31.6 samples/s +Step 49590/50462 | Loss: 2.4729 | LR: 3.79e-07 | 1898.4ms/step | 31.6 samples/s +Step 49600/50462 | Loss: 2.4589 | LR: 3.71e-07 | 1901.5ms/step | 31.6 samples/s +Step 49610/50462 | Loss: 2.4676 | LR: 3.62e-07 | 1906.2ms/step | 31.5 samples/s +Step 49620/50462 | Loss: 2.4817 | LR: 3.54e-07 | 1906.7ms/step | 31.5 samples/s +Step 49630/50462 | Loss: 2.4584 | LR: 3.45e-07 | 1905.5ms/step | 31.5 samples/s +Step 49640/50462 | Loss: 2.4275 | LR: 3.37e-07 | 1905.5ms/step | 31.5 samples/s +Step 49650/50462 | Loss: 2.5198 | LR: 3.29e-07 | 1905.8ms/step | 31.5 samples/s +Step 49660/50462 | Loss: 2.4816 | LR: 3.21e-07 | 1910.9ms/step | 31.4 samples/s +Step 49670/50462 | Loss: 2.5159 | LR: 3.13e-07 | 1913.2ms/step | 31.4 samples/s +Step 49680/50462 | Loss: 2.4862 | LR: 3.05e-07 | 1904.9ms/step | 31.5 samples/s +Step 49690/50462 | Loss: 2.4551 | LR: 2.97e-07 | 1907.3ms/step | 31.5 samples/s +Step 49700/50462 | Loss: 2.4532 | LR: 2.90e-07 | 1910.3ms/step | 31.4 samples/s +Step 49710/50462 | Loss: 2.4600 | LR: 2.82e-07 | 1912.2ms/step | 31.4 samples/s +Step 49720/50462 | Loss: 2.4669 | LR: 2.75e-07 | 1906.1ms/step | 31.5 samples/s +Step 49730/50462 | Loss: 2.4915 | LR: 2.67e-07 | 1908.6ms/step | 31.4 samples/s +Step 49740/50462 | Loss: 2.5192 | LR: 2.60e-07 | 1913.2ms/step | 31.4 samples/s +Step 49750/50462 | Loss: 2.4817 | LR: 2.53e-07 | 1916.1ms/step | 31.3 samples/s +Validation at step 49750: Loss = 2.4900, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-49750 +Step 49760/50462 | Loss: 2.4750 | LR: 2.46e-07 | 3302.3ms/step | 18.2 samples/s +Step 49770/50462 | Loss: 2.4494 | LR: 2.39e-07 | 1894.2ms/step | 31.7 samples/s +Step 49780/50462 | Loss: 2.4265 | LR: 2.32e-07 | 1901.3ms/step | 31.6 samples/s +Step 49790/50462 | Loss: 2.4522 | LR: 2.25e-07 | 1905.4ms/step | 31.5 samples/s +Step 49800/50462 | Loss: 2.4807 | LR: 2.19e-07 | 1906.7ms/step | 31.5 samples/s +Step 49810/50462 | Loss: 2.4546 | LR: 2.12e-07 | 1907.5ms/step | 31.5 samples/s +Step 49820/50462 | Loss: 2.4555 | LR: 2.06e-07 | 1910.1ms/step | 31.4 samples/s +Step 49830/50462 | Loss: 2.4801 | LR: 1.99e-07 | 1912.0ms/step | 31.4 samples/s +Step 49840/50462 | Loss: 2.5217 | LR: 1.93e-07 | 1915.9ms/step | 31.3 samples/s +Step 49850/50462 | Loss: 2.5176 | LR: 1.87e-07 | 1911.7ms/step | 31.4 samples/s +Step 49860/50462 | Loss: 2.4887 | LR: 1.81e-07 | 1912.8ms/step | 31.4 samples/s +Step 49870/50462 | Loss: 2.4746 | LR: 1.75e-07 | 1906.6ms/step | 31.5 samples/s +Step 49880/50462 | Loss: 2.4798 | LR: 1.69e-07 | 1906.0ms/step | 31.5 samples/s +Step 49890/50462 | Loss: 2.4532 | LR: 1.63e-07 | 1900.5ms/step | 31.6 samples/s +Step 49900/50462 | Loss: 2.4620 | LR: 1.58e-07 | 1904.7ms/step | 31.5 samples/s +Step 49910/50462 | Loss: 2.5089 | LR: 1.52e-07 | 1911.8ms/step | 31.4 samples/s +Step 49920/50462 | Loss: 2.4981 | LR: 1.47e-07 | 1911.1ms/step | 31.4 samples/s +Step 49930/50462 | Loss: 2.4900 | LR: 1.41e-07 | 1912.9ms/step | 31.4 samples/s +Step 49940/50462 | Loss: 2.4706 | LR: 1.36e-07 | 1912.5ms/step | 31.4 samples/s +Step 49950/50462 | Loss: 2.4545 | LR: 1.31e-07 | 1908.8ms/step | 31.4 samples/s +Step 49960/50462 | Loss: 2.4589 | LR: 1.26e-07 | 1909.6ms/step | 31.4 samples/s +Step 49970/50462 | Loss: 2.4720 | LR: 1.21e-07 | 1906.3ms/step | 31.5 samples/s +Step 49980/50462 | Loss: 2.4616 | LR: 1.16e-07 | 1907.5ms/step | 31.5 samples/s +Step 49990/50462 | Loss: 2.4920 | LR: 1.11e-07 | 1905.8ms/step | 31.5 samples/s +Step 50000/50462 | Loss: 2.4783 | LR: 1.07e-07 | 1904.9ms/step | 31.5 samples/s +Validation at step 50000: Loss = 2.4900, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-50000 +Step 50010/50462 | Loss: 2.4928 | LR: 1.02e-07 | 3391.7ms/step | 17.7 samples/s +Step 50020/50462 | Loss: 2.4954 | LR: 9.75e-08 | 1900.1ms/step | 31.6 samples/s +Step 50030/50462 | Loss: 2.5153 | LR: 9.32e-08 | 1904.9ms/step | 31.5 samples/s +Step 50040/50462 | Loss: 2.4806 | LR: 8.89e-08 | 1904.1ms/step | 31.5 samples/s +Step 50050/50462 | Loss: 2.5078 | LR: 8.47e-08 | 1913.3ms/step | 31.4 samples/s +Step 50060/50462 | Loss: 2.4572 | LR: 8.07e-08 | 1913.1ms/step | 31.4 samples/s +Step 50070/50462 | Loss: 2.4933 | LR: 7.67e-08 | 1908.5ms/step | 31.4 samples/s +Step 50080/50462 | Loss: 2.4554 | LR: 7.28e-08 | 1910.4ms/step | 31.4 samples/s +Step 50090/50462 | Loss: 2.4424 | LR: 6.91e-08 | 1909.8ms/step | 31.4 samples/s +Step 50100/50462 | Loss: 2.5165 | LR: 6.54e-08 | 1913.4ms/step | 31.4 samples/s +Step 50110/50462 | Loss: 2.4568 | LR: 6.19e-08 | 1913.5ms/step | 31.4 samples/s +Step 50120/50462 | Loss: 2.5113 | LR: 5.84e-08 | 1905.6ms/step | 31.5 samples/s +Step 50130/50462 | Loss: 2.4661 | LR: 5.50e-08 | 1907.2ms/step | 31.5 samples/s +Step 50140/50462 | Loss: 2.4560 | LR: 5.18e-08 | 1907.8ms/step | 31.4 samples/s +Step 50150/50462 | Loss: 2.4569 | LR: 4.86e-08 | 1912.6ms/step | 31.4 samples/s +Step 50160/50462 | Loss: 2.4925 | LR: 4.55e-08 | 1916.7ms/step | 31.3 samples/s +Step 50170/50462 | Loss: 2.4681 | LR: 4.26e-08 | 1910.4ms/step | 31.4 samples/s +Step 50180/50462 | Loss: 2.4736 | LR: 3.97e-08 | 1910.2ms/step | 31.4 samples/s +Step 50190/50462 | Loss: 2.4314 | LR: 3.69e-08 | 1906.8ms/step | 31.5 samples/s +Step 50200/50462 | Loss: 2.4717 | LR: 3.43e-08 | 1910.2ms/step | 31.4 samples/s +Step 50210/50462 | Loss: 2.4878 | LR: 3.17e-08 | 1910.3ms/step | 31.4 samples/s +Step 50220/50462 | Loss: 2.4418 | LR: 2.92e-08 | 1907.9ms/step | 31.4 samples/s +Step 50230/50462 | Loss: 2.4675 | LR: 2.69e-08 | 1908.0ms/step | 31.4 samples/s +Step 50240/50462 | Loss: 2.4533 | LR: 2.46e-08 | 1909.5ms/step | 31.4 samples/s +Step 50250/50462 | Loss: 2.5150 | LR: 2.24e-08 | 1911.7ms/step | 31.4 samples/s +Validation at step 50250: Loss = 2.4900, Perplexity = 12.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-50250 +Step 50260/50462 | Loss: 2.4811 | LR: 2.04e-08 | 3287.0ms/step | 18.3 samples/s +Step 50270/50462 | Loss: 2.5083 | LR: 1.84e-08 | 1897.4ms/step | 31.6 samples/s +Step 50280/50462 | Loss: 2.5510 | LR: 1.65e-08 | 1899.6ms/step | 31.6 samples/s +Step 50290/50462 | Loss: 2.5288 | LR: 1.48e-08 | 1906.2ms/step | 31.5 samples/s +Step 50300/50462 | Loss: 2.4518 | LR: 1.31e-08 | 1906.4ms/step | 31.5 samples/s +Step 50310/50462 | Loss: 2.5093 | LR: 1.15e-08 | 1903.1ms/step | 31.5 samples/s +Step 50320/50462 | Loss: 2.5140 | LR: 1.01e-08 | 1909.6ms/step | 31.4 samples/s +Step 50330/50462 | Loss: 2.4529 | LR: 8.70e-09 | 1909.9ms/step | 31.4 samples/s +Step 50340/50462 | Loss: 2.4961 | LR: 7.43e-09 | 1909.6ms/step | 31.4 samples/s +Step 50350/50462 | Loss: 2.4958 | LR: 6.26e-09 | 1903.3ms/step | 31.5 samples/s +Step 50360/50462 | Loss: 2.4846 | LR: 5.19e-09 | 1909.6ms/step | 31.4 samples/s +Step 50370/50462 | Loss: 2.4880 | LR: 4.23e-09 | 1911.7ms/step | 31.4 samples/s +Step 50380/50462 | Loss: 2.5012 | LR: 3.36e-09 | 1915.7ms/step | 31.3 samples/s +Step 50390/50462 | Loss: 2.5293 | LR: 2.59e-09 | 1914.1ms/step | 31.3 samples/s +Step 50400/50462 | Loss: 2.4942 | LR: 1.92e-09 | 1915.9ms/step | 31.3 samples/s +Step 50410/50462 | Loss: 2.4957 | LR: 1.35e-09 | 1906.4ms/step | 31.5 samples/s +Step 50420/50462 | Loss: 2.4659 | LR: 8.81e-10 | 1910.2ms/step | 31.4 samples/s +Step 50430/50462 | Loss: 2.4412 | LR: 5.11e-10 | 1914.8ms/step | 31.3 samples/s +Step 50440/50462 | Loss: 2.4737 | LR: 2.42e-10 | 1913.6ms/step | 31.4 samples/s +Step 50450/50462 | Loss: 2.4546 | LR: 7.19e-11 | 1915.0ms/step | 31.3 samples/s +Step 50460/50462 | Loss: 2.4949 | LR: 2.00e-12 | 1913.7ms/step | 31.4 samples/s +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-50462 diff --git a/epfl_final/SparseAtt/wandb/run-20260826_125030-qctui00g/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260826_125030-qctui00g/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260826_125030-qctui00g/files/requirements.txt @@ -0,0 +1,142 @@ +pip==26.0.1 +nvidia-cusparselt-cu13==0.8.0 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.7.0 +urllib3==2.6.3 +typing_extensions==4.15.0 +triton==3.6.0 +tqdm==4.67.3 +torchinfo==1.8.0 +sympy==1.14.0 +smmap==5.0.3 +six==1.17.0 +shellingham==1.5.4 +setuptools==81.0.0 +safetensors==0.7.0 +regex==2026.4.4 +PyYAML==6.0.3 +Pygments==2.20.0 +pyarrow==24.0.0 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'/mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed71/run_20260823_140253/checkpoint-46000', 'force_new_run': False, 'num_epochs': 1, 'max_steps': 50462, 'per_device_batch_size': 1, 'gradient_accumulation_steps': 10, 'learning_rate': 0.0005, 'weight_decay': 0.01, 'warmup_steps': 750, 'lr_scheduler': 'cosine', 'max_grad_norm': 1.0, 'save_steps': 250, 'eval_steps': 250, 'eval_batches': 50, 'logging_steps': 10, 'seed': 71, 'verbose': True, 'checkpoint_activations': False, 'strategy': 'ddp', 'mixed_precision': 'bf16', 'wandb_enabled': True, 'wandb_project': 'stochastic_sparsity', 'wandb_name': '1.2b dense 8k seed71 6gpu', 'wandb_tags': ['qwen3', '1.2b', '8k', 'p2', 'dense', 'seed71'], 'hidden_size': 1536, 'intermediate_size': 6144, 'num_attention_heads': 12, 'num_key_value_heads': 4, 'num_hidden_layers': 28, 'head_dim': None, 'attention_dropout': None, 'rope_train_position_scale_set': None, 'attention_type': 'sparse_stochastic', 'sparse_block_size': 128, 'sparse_num_random_blocks': 31, 'sparse_mask_pool_size': 1, 'sparse_val_dense_compare': False, 'sparse_layer_indices': None, 'sparse_mask_cache_dir': None, 'sparse_mask_seed': 0, 'sparse_mixed_nrb_set': None, 'dense_mode': True, 'dense_step_intervals': None, '_wandb': {}} +2026-08-26 12:50:30,498 INFO MainThread:315 [wandb_init.py:init():898] starting backend +2026-08-26 12:50:31,369 INFO MainThread:315 [wandb_init.py:init():913] sending inform_init request +2026-08-26 12:50:31,850 INFO MainThread:315 [wandb_init.py:init():918] backend started and connected +2026-08-26 12:50:31,855 INFO MainThread:315 [wandb_init.py:init():988] updated telemetry +2026-08-26 12:50:31,906 INFO MainThread:315 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout +2026-08-26 12:50:32,585 INFO MainThread:315 [wandb_init.py:init():1051] run resumed +2026-08-26 12:50:32,588 INFO MainThread:315 [wandb_init.py:init():1056] starting run threads in backend +2026-08-26 12:50:32,852 INFO MainThread:315 [wandb_run.py:_console_start():2554] atexit reg +2026-08-26 12:50:32,853 INFO MainThread:315 [wandb_run.py:_redirect():2403] redirect: wrap_raw +2026-08-26 12:50:32,853 INFO MainThread:315 [wandb_run.py:_redirect():2472] Wrapping output streams. +2026-08-26 12:50:32,853 INFO MainThread:315 [wandb_run.py:_redirect():2495] Redirects installed. +2026-08-26 12:50:32,861 INFO MainThread:315 [wandb_init.py:init():1094] run started, returning control to user process +2026-08-26 15:18:13,745 INFO MainThread:315 [wandb_run.py:_finish():2321] finishing run ruben-navasardyan4869-epfl/stochastic_sparsity/qctui00g +2026-08-26 15:18:13,745 INFO MainThread:315 [wandb_run.py:_atexit_cleanup():2520] got exitcode: 0 +2026-08-26 15:18:13,746 INFO MainThread:315 [wandb_run.py:_restore():2502] restore +2026-08-26 15:18:13,746 INFO MainThread:315 [wandb_run.py:_restore():2508] restore done +2026-08-26 15:18:14,792 INFO MainThread:315 [wandb_run.py:_footer_sync_info():3889] logging synced files diff --git a/epfl_final/SparseAtt/wandb/run-20260826_125030-qctui00g/run-qctui00g.wandb b/epfl_final/SparseAtt/wandb/run-20260826_125030-qctui00g/run-qctui00g.wandb new file mode 100644 index 0000000000000000000000000000000000000000..4a8014eb7eeca15177981da45ec11d5878f8d5b0 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260826_125030-qctui00g/run-qctui00g.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bd280cc5cb9128fde649490d717ff5ec64c9e6a13bca1aa1b500b5484d5560a9 +size 4248903 diff --git a/epfl_final/SparseAtt/wandb/run-20260826_125120-rgmkfpnl-1/files/config.yaml b/epfl_final/SparseAtt/wandb/run-20260826_125120-rgmkfpnl-1/files/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d8f0df52878c4fb09f14d66823ee2f8772156ecd --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260826_125120-rgmkfpnl-1/files/config.yaml @@ -0,0 +1,185 @@ +_wandb: + value: + cli_version: 0.26.1 + e: + ufrsjda10mps7347dhp2f16f7aef6w83: + args: + - --config + - configs/p2_1p2b_dense_seed70_2gpu.json + codePath: train.py + codePathLocal: train.py + cpu_count: 96 + cpu_count_logical: 192 + cudaVersion: "13.0" + disk: + /: + total: "9374931091456" + used: "5455650717696" + email: ruben.navasardyan@mail.utoronto.ca + executable: /mloscratch/homes/navasard/conda/bin/python3.13 + git: + commit: 8f862f749eb4d5c17f688eb1562235e3fe5b2550 + remote: https://github.com/rubentium/SparseAtt.git + gpu: NVIDIA H100 80GB HBM3 + gpu_count: 2 + gpu_nvidia: + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-572b71c8-9d82-4b1c-e4f6-ed5616fd870a + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-3ea6c840-350f-c68c-7562-6e0affa4e153 + host: h100-workspace-2-gpu-0-20 + memory: + total: "1623005626368" + os: Linux-6.8.0-124-generic-x86_64-with-glibc2.35 + program: /mloscratch/homes/navasard/sparse/SparseAtt/train.py + python: CPython 3.13.13 + root: /mloscratch/homes/navasard/sparse/SparseAtt + startedAt: "2026-08-26T12:51:20.214078Z" + writerId: ufrsjda10mps7347dhp2f16f7aef6w83 + m: [] + python_version: 3.13.13 + t: + "1": + - 1 + - 5 + - 11 + - 49 + - 51 + - 53 + - 71 + "2": + - 1 + - 5 + - 11 + - 49 + - 51 + - 53 + - 71 + "3": + - 5 + - 13 + - 14 + - 15 + - 16 + - 41 + - 61 + - 62 + "4": 3.13.13 + "5": 0.26.1 + "6": 5.7.0 + "12": 0.26.1 + "13": linux-x86_64 +attention_dropout: + value: null +attention_type: + value: sparse_stochastic +checkpoint_activations: + value: false +dense_mode: + value: true +dense_step_intervals: + value: null +eval_batches: + value: 50 +eval_steps: + value: 250 +force_new_run: + value: false +gradient_accumulation_steps: + value: 15 +head_dim: + value: null +hidden_size: + value: 1536 +init_from_scratch: + value: true +intermediate_size: + value: 6144 +learning_rate: + value: 0.0005 +logging_steps: + value: 10 +lr_scheduler: + value: cosine +max_grad_norm: + value: 1 +max_seq_length: + value: 8192 +max_steps: + value: 50462 +mixed_precision: + value: bf16 +model_dtype: + value: bfloat16 +model_path: + value: /mloscratch/homes/navasard/qwen3_06b_base +num_attention_heads: + value: 12 +num_epochs: + value: 1 +num_hidden_layers: + value: 28 +num_key_value_heads: + value: 4 +num_workers: + value: 8 +output_dir: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810 +per_device_batch_size: + value: 2 +resume_from_checkpoint: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-32000 +rope_train_position_scale_set: + value: null +save_steps: + value: 250 +seed: + value: 70 +sparse_block_size: + value: 128 +sparse_layer_indices: + value: null +sparse_mask_cache_dir: + value: null +sparse_mask_pool_size: + value: 1 +sparse_mask_seed: + value: 0 +sparse_mixed_nrb_set: + value: null +sparse_num_random_blocks: + value: 31 +sparse_val_dense_compare: + value: false +strategy: + value: ddp +train_path: + value: /mloscratch/homes/navasard/data/fineweb_large/tokenized +val_path: + value: null +verbose: + value: true +wandb_enabled: + value: true +wandb_name: + value: 1.2b dense 8k seed70 2gpu resume +wandb_project: + value: stochastic_sparsity +wandb_tags: + value: + - qwen3 + - 1.2b + - 8k + - p2 + - dense + - seed70 +warmup_steps: + value: 750 +weight_decay: + value: 0.01 diff --git a/epfl_final/SparseAtt/wandb/run-20260826_125120-rgmkfpnl-1/files/output.log b/epfl_final/SparseAtt/wandb/run-20260826_125120-rgmkfpnl-1/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..340b4238e550a271e01b072cd53419574dddaf7e --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260826_125120-rgmkfpnl-1/files/output.log @@ -0,0 +1,286 @@ +Starting training... +Validation at step 32000: Loss = 2.5319, Perplexity = 12.58 +Switching attention mode for step 32001: dense (dense step interval) +wandb: WARNING Tried to log to step 32000 that is less than the current step 32121. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Traceback (most recent call last): + File "/mloscratch/homes/navasard/sparse/SparseAtt/train.py", line 1503, in + main() + ~~~~^^ + File "/mloscratch/homes/navasard/sparse/SparseAtt/train.py", line 1500, in main + train(config) + ~~~~~^^^^^^^^ + File "/mloscratch/homes/navasard/sparse/SparseAtt/train.py", line 1364, in train + outputs = model( + input_ids=input_ids, + ...<2 lines>... + sparse_indices=sparse_indices, + ) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl + return forward_call(*args, **kwargs) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/parallel/distributed.py", line 1699, in forward + else self._run_ddp_forward(*inputs, **kwargs) + ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/parallel/distributed.py", line 1524, in _run_ddp_forward + return self.module(*inputs, **kwargs) # type: ignore[index] + ~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 472, in __call__ + return super().__call__(*args, **kwargs) + ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl + return forward_call(*args, **kwargs) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 1024, in compile_wrapper + return fn(*args, **kwargs) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl + return forward_call(*args, **kwargs) + File "/mloscratch/homes/navasard/sparse/SparseAtt/sparseatt/model.py", line 305, in forward + def forward( + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 472, in __call__ + return super().__call__(*args, **kwargs) + ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl + return forward_call(*args, **kwargs) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 1263, in _fn + return fn(*args, **kwargs) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/fx/graph_module.py", line 949, in call_wrapped + return self._wrapped_call(self, *args, **kwargs) + ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/fx/graph_module.py", line 461, in __call__ + raise e + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/fx/graph_module.py", line 447, in __call__ + return super(self.cls, obj).__call__(*args, **kwargs) # type: ignore[misc] + ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl + return forward_call(*args, **kwargs) + File ".1397", line 542, in forward + submod_49 = self.compiled_submod_49(getitem_145, l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_k_proj_parameters_weight_, l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_v_proj_parameters_weight_, getitem_146, l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_q_norm_parameters_weight_, l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_k_norm_parameters_weight_, l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_rotary_emb_buffers_inv_freq_, getitem_2, l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_o_proj_parameters_weight_, getitem_147, l_self_modules_model_modules_layers_modules_24_modules_post_attention_layernorm_parameters_weight_, l_self_modules_model_modules_layers_modules_24_modules_mlp_modules_gate_proj_parameters_weight_); getitem_145 = l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_k_proj_parameters_weight_ = l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_v_proj_parameters_weight_ = getitem_146 = l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_q_norm_parameters_weight_ = l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_k_norm_parameters_weight_ = l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_rotary_emb_buffers_inv_freq_ = l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_o_proj_parameters_weight_ = getitem_147 = l_self_modules_model_modules_layers_modules_24_modules_post_attention_layernorm_parameters_weight_ = l_self_modules_model_modules_layers_modules_24_modules_mlp_modules_gate_proj_parameters_weight_ = None + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl + return forward_call(*args, **kwargs) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/backends/distributed.py", line 215, in forward + x = self.submod(*args) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 1263, in _fn + return fn(*args, **kwargs) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/aot_autograd.py", line 1200, in forward + return compiled_fn(full_args) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 566, in runtime_wrapper + all_outs = call_func_at_runtime_with_args( + compiled_fn, args_, disable_amp=disable_amp, steal_args=True + ) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/utils.py", line 138, in call_func_at_runtime_with_args + out = normalize_as_list(f(args)) + ~^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/utils.py", line 105, in g + return f(*args) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/autograd/function.py", line 596, in apply + return super().apply(*args, **kwargs) # type: ignore[misc] + ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 2503, in forward + fw_outs = call_func_at_runtime_with_args( + CompiledFunction.compiled_fw, + ...<2 lines>... + disable_amp=disable_amp, + ) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/utils.py", line 138, in call_func_at_runtime_with_args + out = normalize_as_list(f(args)) + ~^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 894, in wrapper + return compiled_fn(runtime_args) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 783, in wrapper + return compiled_fn(runtime_args) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 1011, in inner_fn + outs = compiled_fn(args) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/output_code.py", line 656, in __call__ + return self.current_callable(inputs) + ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/utils.py", line 3401, in run + out = model(new_inputs) + File "/home/navasard/.cache/torch_inductor/ta/ctadgqneu2xuh2pgcx5xi73rvhrmzteodfgxoqbttum2uty2uzxz.py", line 835, in call + triton_poi_fused__to_copy__unsafe_view_add_cat_cos_mul_neg_sin_slice_transpose_unsqueeze_view_5.run(primals_6, buf0, buf5, buf8, buf10, 65536, 128, stream=stream0) + ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/runtime/triton_heuristics.py", line 1448, in run + self.autotune_to_one_config(*args, **kwargs) + ~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/runtime/triton_heuristics.py", line 1176, in autotune_to_one_config + timings = self.benchmark_all_configs(*args, **kwargs) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/runtime/triton_heuristics.py", line 1139, in benchmark_all_configs + launcher: self.bench(launcher, *args, **kwargs) + ~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/runtime/triton_heuristics.py", line 999, in bench + return benchmarker.benchmark( + ~~~~~~~~~~~~~~~~~~~~~^ + fn=kernel_call, + ^^^^^^^^^^^^^^^ + device=self.device_props.type, + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + **benchmark_kwargs, # type: ignore[arg-type] + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + ) + ^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/runtime/benchmarking.py", line 95, in wrapper + return fn(self, *args, **kwargs) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/runtime/benchmarking.py", line 206, in benchmark + return self.benchmark_gpu(_callable, warmup=warmup, rep=rep, **kwargs) + ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/runtime/benchmarking.py", line 95, in wrapper + return fn(self, *args, **kwargs) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/runtime/benchmarking.py", line 383, in benchmark_gpu + buffer = torch.empty(self.L2_cache_size // 4, dtype=torch.int, device="cuda") +torch.OutOfMemoryError: CUDA out of memory. Tried to allocate 50.00 MiB. GPU 0 has a total capacity of 79.18 GiB of which 20.44 MiB is free. Process 414 has 39.50 GiB memory in use. Including non-PyTorch memory, this process has 39.64 GiB memory in use. Of the allocated memory 37.90 GiB is allocated by PyTorch, and 190.44 MiB is reserved by PyTorch but unallocated. If reserved but unallocated memory is large try setting PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True to avoid fragmentation. See documentation for Memory Management (https://docs.pytorch.org/docs/stable/notes/cuda.html#optimizing-memory-usage-with-pytorch-cuda-alloc-conf) +[rank0]: Traceback (most recent call last): +[rank0]: File "/mloscratch/homes/navasard/sparse/SparseAtt/train.py", line 1503, in +[rank0]: main() +[rank0]: ~~~~^^ +[rank0]: File "/mloscratch/homes/navasard/sparse/SparseAtt/train.py", line 1500, in main +[rank0]: train(config) +[rank0]: ~~~~~^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/sparse/SparseAtt/train.py", line 1364, in train +[rank0]: outputs = model( +[rank0]: input_ids=input_ids, +[rank0]: ...<2 lines>... +[rank0]: sparse_indices=sparse_indices, +[rank0]: ) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl +[rank0]: return self._call_impl(*args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl +[rank0]: return forward_call(*args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/parallel/distributed.py", line 1699, in forward +[rank0]: else self._run_ddp_forward(*inputs, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/parallel/distributed.py", line 1524, in _run_ddp_forward +[rank0]: return self.module(*inputs, **kwargs) # type: ignore[index] +[rank0]: ~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 472, in __call__ +[rank0]: return super().__call__(*args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl +[rank0]: return self._call_impl(*args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl +[rank0]: return forward_call(*args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 1024, in compile_wrapper +[rank0]: return fn(*args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl +[rank0]: return self._call_impl(*args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl +[rank0]: return forward_call(*args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/sparse/SparseAtt/sparseatt/model.py", line 305, in forward +[rank0]: def forward( +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 472, in __call__ +[rank0]: return super().__call__(*args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl +[rank0]: return self._call_impl(*args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl +[rank0]: return forward_call(*args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 1263, in _fn +[rank0]: return fn(*args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/fx/graph_module.py", line 949, in call_wrapped +[rank0]: return self._wrapped_call(self, *args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/fx/graph_module.py", line 461, in __call__ +[rank0]: raise e +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/fx/graph_module.py", line 447, in __call__ +[rank0]: return super(self.cls, obj).__call__(*args, **kwargs) # type: ignore[misc] +[rank0]: ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl +[rank0]: return self._call_impl(*args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl +[rank0]: return forward_call(*args, **kwargs) +[rank0]: File ".1397", line 542, in forward +[rank0]: submod_49 = self.compiled_submod_49(getitem_145, l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_k_proj_parameters_weight_, l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_v_proj_parameters_weight_, getitem_146, l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_q_norm_parameters_weight_, l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_k_norm_parameters_weight_, l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_rotary_emb_buffers_inv_freq_, getitem_2, l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_o_proj_parameters_weight_, getitem_147, l_self_modules_model_modules_layers_modules_24_modules_post_attention_layernorm_parameters_weight_, l_self_modules_model_modules_layers_modules_24_modules_mlp_modules_gate_proj_parameters_weight_); getitem_145 = l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_k_proj_parameters_weight_ = l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_v_proj_parameters_weight_ = getitem_146 = l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_q_norm_parameters_weight_ = l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_k_norm_parameters_weight_ = l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_rotary_emb_buffers_inv_freq_ = l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_o_proj_parameters_weight_ = getitem_147 = l_self_modules_model_modules_layers_modules_24_modules_post_attention_layernorm_parameters_weight_ = l_self_modules_model_modules_layers_modules_24_modules_mlp_modules_gate_proj_parameters_weight_ = None +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl +[rank0]: return self._call_impl(*args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl +[rank0]: return forward_call(*args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/backends/distributed.py", line 215, in forward +[rank0]: x = self.submod(*args) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 1263, in _fn +[rank0]: return fn(*args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/aot_autograd.py", line 1200, in forward +[rank0]: return compiled_fn(full_args) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 566, in runtime_wrapper +[rank0]: all_outs = call_func_at_runtime_with_args( +[rank0]: compiled_fn, args_, disable_amp=disable_amp, steal_args=True +[rank0]: ) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/utils.py", line 138, in call_func_at_runtime_with_args +[rank0]: out = normalize_as_list(f(args)) +[rank0]: ~^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/utils.py", line 105, in g +[rank0]: return f(*args) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/autograd/function.py", line 596, in apply +[rank0]: return super().apply(*args, **kwargs) # type: ignore[misc] +[rank0]: ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 2503, in forward +[rank0]: fw_outs = call_func_at_runtime_with_args( +[rank0]: CompiledFunction.compiled_fw, +[rank0]: ...<2 lines>... +[rank0]: disable_amp=disable_amp, +[rank0]: ) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/utils.py", line 138, in call_func_at_runtime_with_args +[rank0]: out = normalize_as_list(f(args)) +[rank0]: ~^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 894, in wrapper +[rank0]: return compiled_fn(runtime_args) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 783, in wrapper +[rank0]: return compiled_fn(runtime_args) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 1011, in inner_fn +[rank0]: outs = compiled_fn(args) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/output_code.py", line 656, in __call__ +[rank0]: return self.current_callable(inputs) +[rank0]: ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/utils.py", line 3401, in run +[rank0]: out = model(new_inputs) +[rank0]: File "/home/navasard/.cache/torch_inductor/ta/ctadgqneu2xuh2pgcx5xi73rvhrmzteodfgxoqbttum2uty2uzxz.py", line 835, in call +[rank0]: triton_poi_fused__to_copy__unsafe_view_add_cat_cos_mul_neg_sin_slice_transpose_unsqueeze_view_5.run(primals_6, buf0, buf5, buf8, buf10, 65536, 128, stream=stream0) +[rank0]: ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/runtime/triton_heuristics.py", line 1448, in run +[rank0]: self.autotune_to_one_config(*args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/runtime/triton_heuristics.py", line 1176, in autotune_to_one_config +[rank0]: timings = self.benchmark_all_configs(*args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/runtime/triton_heuristics.py", line 1139, in benchmark_all_configs +[rank0]: launcher: self.bench(launcher, *args, **kwargs) +[rank0]: ~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/runtime/triton_heuristics.py", line 999, in bench +[rank0]: return benchmarker.benchmark( +[rank0]: ~~~~~~~~~~~~~~~~~~~~~^ +[rank0]: fn=kernel_call, +[rank0]: ^^^^^^^^^^^^^^^ +[rank0]: device=self.device_props.type, +[rank0]: ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +[rank0]: **benchmark_kwargs, # type: ignore[arg-type] +[rank0]: ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +[rank0]: ) +[rank0]: ^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/runtime/benchmarking.py", line 95, in wrapper +[rank0]: return fn(self, *args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/runtime/benchmarking.py", line 206, in benchmark +[rank0]: return self.benchmark_gpu(_callable, warmup=warmup, rep=rep, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/runtime/benchmarking.py", line 95, in wrapper +[rank0]: return fn(self, *args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/runtime/benchmarking.py", line 383, in benchmark_gpu +[rank0]: buffer = torch.empty(self.L2_cache_size // 4, dtype=torch.int, device="cuda") +[rank0]: torch.OutOfMemoryError: CUDA out of memory. Tried to allocate 50.00 MiB. GPU 0 has a total capacity of 79.18 GiB of which 20.44 MiB is free. Process 414 has 39.50 GiB memory in use. Including non-PyTorch memory, this process has 39.64 GiB memory in use. Of the allocated memory 37.90 GiB is allocated by PyTorch, and 190.44 MiB is reserved by PyTorch but unallocated. If reserved but unallocated memory is large try setting PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True to avoid fragmentation. See documentation for Memory Management (https://docs.pytorch.org/docs/stable/notes/cuda.html#optimizing-memory-usage-with-pytorch-cuda-alloc-conf) diff --git a/epfl_final/SparseAtt/wandb/run-20260826_125120-rgmkfpnl-1/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260826_125120-rgmkfpnl-1/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260826_125120-rgmkfpnl-1/files/requirements.txt @@ -0,0 +1,142 @@ +pip==26.0.1 +nvidia-cusparselt-cu13==0.8.0 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.7.0 +urllib3==2.6.3 +typing_extensions==4.15.0 +triton==3.6.0 +tqdm==4.67.3 +torchinfo==1.8.0 +sympy==1.14.0 +smmap==5.0.3 +six==1.17.0 +shellingham==1.5.4 +setuptools==81.0.0 +safetensors==0.7.0 +regex==2026.4.4 +PyYAML==6.0.3 +Pygments==2.20.0 +pyarrow==24.0.0 +psutil==7.2.2 +protobuf==7.34.1 +propcache==0.4.1 +platformdirs==4.9.6 +packaging==26.2 +nvidia-nvtx==13.0.85 +nvidia-nvshmem-cu13==3.4.5 +nvidia-nvjitlink==13.0.88 +nvidia-nccl-cu13==2.28.9 +nvidia-curand==10.4.0.35 +nvidia-cufile==1.15.1.6 +nvidia-cuda-runtime==13.0.96 +nvidia-cuda-nvrtc==13.0.88 +nvidia-cuda-cupti==13.0.85 +nvidia-cublas==13.1.0.3 +numpy==2.4.4 +networkx==3.6.1 +multidict==6.7.1 +mdurl==0.1.2 +MarkupSafe==3.0.3 +idna==3.13 +hf-xet==1.4.3 +h11==0.16.0 +fsspec==2026.2.0 +frozenlist==1.8.0 +filelock==3.29.0 +dill==0.4.1 +cuda-pathfinder==1.5.4 +click==8.3.3 +charset-normalizer==3.4.7 +certifi==2026.4.22 +attrs==26.1.0 +annotated-types==0.7.0 +annotated-doc==0.0.4 +aiohappyeyeballs==2.6.1 +yarl==1.23.0 +typing-inspection==0.4.2 +sentry-sdk==2.58.0 +requests==2.33.1 +python-dateutil==2.9.0.post0 +pydantic_core==2.46.3 +nvidia-cusparse==12.6.3.3 +nvidia-cufft==12.0.0.61 +nvidia-cudnn-cu13==9.19.0.56 +multiprocess==0.70.19 +markdown-it-py==4.0.0 +Jinja2==3.1.6 +httpcore==1.0.9 +gitdb==4.0.12 +cuda-bindings==13.2.0 +anyio==4.13.0 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b/epfl_final/SparseAtt/wandb/run-20260826_125120-rgmkfpnl/files/config.yaml @@ -0,0 +1,185 @@ +_wandb: + value: + cli_version: 0.26.1 + e: + ytqkg7u3glj963rt25z7964dvigxmlgd: + args: + - --config + - configs/p2_1p2b_dense_seed70_2gpu.json + codePath: train.py + codePathLocal: train.py + cpu_count: 96 + cpu_count_logical: 192 + cudaVersion: "13.0" + disk: + /: + total: "9374931091456" + used: "5455650717696" + email: ruben.navasardyan@mail.utoronto.ca + executable: /mloscratch/homes/navasard/conda/bin/python3.13 + git: + commit: 8f862f749eb4d5c17f688eb1562235e3fe5b2550 + remote: https://github.com/rubentium/SparseAtt.git + gpu: NVIDIA H100 80GB HBM3 + gpu_count: 2 + gpu_nvidia: + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-572b71c8-9d82-4b1c-e4f6-ed5616fd870a + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-3ea6c840-350f-c68c-7562-6e0affa4e153 + host: h100-workspace-2-gpu-0-20 + memory: + total: "1623005626368" + os: Linux-6.8.0-124-generic-x86_64-with-glibc2.35 + program: /mloscratch/homes/navasard/sparse/SparseAtt/train.py + python: CPython 3.13.13 + root: /mloscratch/homes/navasard/sparse/SparseAtt + startedAt: "2026-08-26T12:51:20.210286Z" + writerId: ytqkg7u3glj963rt25z7964dvigxmlgd + m: [] + python_version: 3.13.13 + t: + "1": + - 1 + - 5 + - 11 + - 49 + - 51 + - 53 + - 71 + "2": + - 1 + - 5 + - 11 + - 49 + - 51 + - 53 + - 71 + "3": + - 5 + - 13 + - 14 + - 15 + - 16 + - 41 + - 61 + - 62 + "4": 3.13.13 + "5": 0.26.1 + "6": 5.7.0 + "12": 0.26.1 + "13": linux-x86_64 +attention_dropout: + value: null +attention_type: + value: sparse_stochastic +checkpoint_activations: + value: false +dense_mode: + value: true +dense_step_intervals: + value: null +eval_batches: + value: 50 +eval_steps: + value: 250 +force_new_run: + value: false +gradient_accumulation_steps: + value: 15 +head_dim: + value: null +hidden_size: + value: 1536 +init_from_scratch: + value: true +intermediate_size: + value: 6144 +learning_rate: + value: 0.0005 +logging_steps: + value: 10 +lr_scheduler: + value: cosine +max_grad_norm: + value: 1 +max_seq_length: + value: 8192 +max_steps: + value: 50462 +mixed_precision: + value: bf16 +model_dtype: + value: bfloat16 +model_path: + value: /mloscratch/homes/navasard/qwen3_06b_base +num_attention_heads: + value: 12 +num_epochs: + value: 1 +num_hidden_layers: + value: 28 +num_key_value_heads: + value: 4 +num_workers: + value: 8 +output_dir: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810 +per_device_batch_size: + value: 2 +resume_from_checkpoint: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k1p2b_dense_seed70/run_20260823_043810/checkpoint-32000 +rope_train_position_scale_set: + value: null +save_steps: + value: 250 +seed: + value: 70 +sparse_block_size: + value: 128 +sparse_layer_indices: + value: null +sparse_mask_cache_dir: + value: null +sparse_mask_pool_size: + value: 1 +sparse_mask_seed: + value: 0 +sparse_mixed_nrb_set: + value: null +sparse_num_random_blocks: + value: 31 +sparse_val_dense_compare: + value: false +strategy: + value: ddp +train_path: + value: /mloscratch/homes/navasard/data/fineweb_large/tokenized +val_path: + value: null +verbose: + value: true +wandb_enabled: + value: true +wandb_name: + value: 1.2b dense 8k seed70 2gpu resume +wandb_project: + value: stochastic_sparsity +wandb_tags: + value: + - qwen3 + - 1.2b + - 8k + - p2 + - dense + - seed70 +warmup_steps: + value: 750 +weight_decay: + value: 0.01 diff --git a/epfl_final/SparseAtt/wandb/run-20260826_125120-rgmkfpnl/files/output.log b/epfl_final/SparseAtt/wandb/run-20260826_125120-rgmkfpnl/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..f7023888fcabf2c043d4277780b41048cfc0b819 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260826_125120-rgmkfpnl/files/output.log @@ -0,0 +1,228 @@ +Starting training... +Validation at step 32000: Loss = 2.5319, Perplexity = 12.58 +Switching attention mode for step 32001: dense (dense step interval) +wandb: WARNING Tried to log to step 32000 that is less than the current step 32121. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Traceback (most recent call last): + File "/mloscratch/homes/navasard/sparse/SparseAtt/train.py", line 1503, in + main() + ~~~~^^ + File "/mloscratch/homes/navasard/sparse/SparseAtt/train.py", line 1500, in main + train(config) + ~~~~~^^^^^^^^ + File "/mloscratch/homes/navasard/sparse/SparseAtt/train.py", line 1364, in train + outputs = model( + input_ids=input_ids, + ...<2 lines>... + sparse_indices=sparse_indices, + ) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl + return forward_call(*args, **kwargs) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/parallel/distributed.py", line 1699, in forward + else self._run_ddp_forward(*inputs, **kwargs) + ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/parallel/distributed.py", line 1524, in _run_ddp_forward + return self.module(*inputs, **kwargs) # type: ignore[index] + ~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 472, in __call__ + return super().__call__(*args, **kwargs) + ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl + return forward_call(*args, **kwargs) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 1024, in compile_wrapper + return fn(*args, **kwargs) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl + return forward_call(*args, **kwargs) + File "/mloscratch/homes/navasard/sparse/SparseAtt/sparseatt/model.py", line 305, in forward + def forward( + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 472, in __call__ + return super().__call__(*args, **kwargs) + ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl + return forward_call(*args, **kwargs) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 1263, in _fn + return fn(*args, **kwargs) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/fx/graph_module.py", line 949, in call_wrapped + return self._wrapped_call(self, *args, **kwargs) + ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/fx/graph_module.py", line 461, in __call__ + raise e + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/fx/graph_module.py", line 447, in __call__ + return super(self.cls, obj).__call__(*args, **kwargs) # type: ignore[misc] + ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl + return forward_call(*args, **kwargs) + File ".1397", line 538, in forward + submod_48 = self.compiled_submod_48(getitem_142, l_self_modules_model_modules_layers_modules_23_modules_mlp_modules_up_proj_parameters_weight_, getitem_143, l_self_modules_model_modules_layers_modules_23_modules_mlp_modules_down_proj_parameters_weight_, getitem_144, l_self_modules_model_modules_layers_modules_24_modules_input_layernorm_parameters_weight_, l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_q_proj_parameters_weight_); getitem_142 = l_self_modules_model_modules_layers_modules_23_modules_mlp_modules_up_proj_parameters_weight_ = getitem_143 = l_self_modules_model_modules_layers_modules_23_modules_mlp_modules_down_proj_parameters_weight_ = getitem_144 = l_self_modules_model_modules_layers_modules_24_modules_input_layernorm_parameters_weight_ = l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_q_proj_parameters_weight_ = None + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl + return forward_call(*args, **kwargs) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/backends/distributed.py", line 215, in forward + x = self.submod(*args) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 1263, in _fn + return fn(*args, **kwargs) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/aot_autograd.py", line 1200, in forward + return compiled_fn(full_args) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 566, in runtime_wrapper + all_outs = call_func_at_runtime_with_args( + compiled_fn, args_, disable_amp=disable_amp, steal_args=True + ) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/utils.py", line 138, in call_func_at_runtime_with_args + out = normalize_as_list(f(args)) + ~^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/utils.py", line 105, in g + return f(*args) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/autograd/function.py", line 596, in apply + return super().apply(*args, **kwargs) # type: ignore[misc] + ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 2503, in forward + fw_outs = call_func_at_runtime_with_args( + CompiledFunction.compiled_fw, + ...<2 lines>... + disable_amp=disable_amp, + ) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/utils.py", line 138, in call_func_at_runtime_with_args + out = normalize_as_list(f(args)) + ~^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 894, in wrapper + return compiled_fn(runtime_args) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 783, in wrapper + return compiled_fn(runtime_args) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 1011, in inner_fn + outs = compiled_fn(args) + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/output_code.py", line 656, in __call__ + return self.current_callable(inputs) + ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^ + File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/utils.py", line 3401, in run + out = model(new_inputs) + File "/home/navasard/.cache/torch_inductor/kz/ckzeei2s5aihbbiaemoxvp6rih2h5oksf5gvhflv35t7halppstj.py", line 220, in call + buf7 = empty_strided_cuda((16384, 1536), (1536, 1), torch.bfloat16) +torch.OutOfMemoryError: CUDA out of memory. Tried to allocate 48.00 MiB. GPU 0 has a total capacity of 79.18 GiB of which 20.44 MiB is free. Including non-PyTorch memory, this process has 39.50 GiB memory in use. Process 485 has 39.64 GiB memory in use. Of the allocated memory 37.75 GiB is allocated by PyTorch, and 191.44 MiB is reserved by PyTorch but unallocated. If reserved but unallocated memory is large try setting PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True to avoid fragmentation. See documentation for Memory Management (https://docs.pytorch.org/docs/stable/notes/cuda.html#optimizing-memory-usage-with-pytorch-cuda-alloc-conf) +[rank0]: Traceback (most recent call last): +[rank0]: File "/mloscratch/homes/navasard/sparse/SparseAtt/train.py", line 1503, in +[rank0]: main() +[rank0]: ~~~~^^ +[rank0]: File "/mloscratch/homes/navasard/sparse/SparseAtt/train.py", line 1500, in main +[rank0]: train(config) +[rank0]: ~~~~~^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/sparse/SparseAtt/train.py", line 1364, in train +[rank0]: outputs = model( +[rank0]: input_ids=input_ids, +[rank0]: ...<2 lines>... +[rank0]: sparse_indices=sparse_indices, +[rank0]: ) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl +[rank0]: return self._call_impl(*args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl +[rank0]: return forward_call(*args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/parallel/distributed.py", line 1699, in forward +[rank0]: else self._run_ddp_forward(*inputs, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/parallel/distributed.py", line 1524, in _run_ddp_forward +[rank0]: return self.module(*inputs, **kwargs) # type: ignore[index] +[rank0]: ~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 472, in __call__ +[rank0]: return super().__call__(*args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl +[rank0]: return self._call_impl(*args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl +[rank0]: return forward_call(*args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 1024, in compile_wrapper +[rank0]: return fn(*args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl +[rank0]: return self._call_impl(*args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl +[rank0]: return forward_call(*args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/sparse/SparseAtt/sparseatt/model.py", line 305, in forward +[rank0]: def forward( +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 472, in __call__ +[rank0]: return super().__call__(*args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl +[rank0]: return self._call_impl(*args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl +[rank0]: return forward_call(*args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 1263, in _fn +[rank0]: return fn(*args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/fx/graph_module.py", line 949, in call_wrapped +[rank0]: return self._wrapped_call(self, *args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/fx/graph_module.py", line 461, in __call__ +[rank0]: raise e +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/fx/graph_module.py", line 447, in __call__ +[rank0]: return super(self.cls, obj).__call__(*args, **kwargs) # type: ignore[misc] +[rank0]: ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl +[rank0]: return self._call_impl(*args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl +[rank0]: return forward_call(*args, **kwargs) +[rank0]: File ".1397", line 538, in forward +[rank0]: submod_48 = self.compiled_submod_48(getitem_142, l_self_modules_model_modules_layers_modules_23_modules_mlp_modules_up_proj_parameters_weight_, getitem_143, l_self_modules_model_modules_layers_modules_23_modules_mlp_modules_down_proj_parameters_weight_, getitem_144, l_self_modules_model_modules_layers_modules_24_modules_input_layernorm_parameters_weight_, l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_q_proj_parameters_weight_); getitem_142 = l_self_modules_model_modules_layers_modules_23_modules_mlp_modules_up_proj_parameters_weight_ = getitem_143 = l_self_modules_model_modules_layers_modules_23_modules_mlp_modules_down_proj_parameters_weight_ = getitem_144 = l_self_modules_model_modules_layers_modules_24_modules_input_layernorm_parameters_weight_ = l_self_modules_model_modules_layers_modules_24_modules_self_attn_modules_q_proj_parameters_weight_ = None +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1779, in _wrapped_call_impl +[rank0]: return self._call_impl(*args, **kwargs) +[rank0]: ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1790, in _call_impl +[rank0]: return forward_call(*args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/backends/distributed.py", line 215, in forward +[rank0]: x = self.submod(*args) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_dynamo/eval_frame.py", line 1263, in _fn +[rank0]: return fn(*args, **kwargs) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/aot_autograd.py", line 1200, in forward +[rank0]: return compiled_fn(full_args) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 566, in runtime_wrapper +[rank0]: all_outs = call_func_at_runtime_with_args( +[rank0]: compiled_fn, args_, disable_amp=disable_amp, steal_args=True +[rank0]: ) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/utils.py", line 138, in call_func_at_runtime_with_args +[rank0]: out = normalize_as_list(f(args)) +[rank0]: ~^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/utils.py", line 105, in g +[rank0]: return f(*args) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/autograd/function.py", line 596, in apply +[rank0]: return super().apply(*args, **kwargs) # type: ignore[misc] +[rank0]: ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 2503, in forward +[rank0]: fw_outs = call_func_at_runtime_with_args( +[rank0]: CompiledFunction.compiled_fw, +[rank0]: ...<2 lines>... +[rank0]: disable_amp=disable_amp, +[rank0]: ) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/utils.py", line 138, in call_func_at_runtime_with_args +[rank0]: out = normalize_as_list(f(args)) +[rank0]: ~^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 894, in wrapper +[rank0]: return compiled_fn(runtime_args) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 783, in wrapper +[rank0]: return compiled_fn(runtime_args) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_functorch/_aot_autograd/runtime_wrappers.py", line 1011, in inner_fn +[rank0]: outs = compiled_fn(args) +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/output_code.py", line 656, in __call__ +[rank0]: return self.current_callable(inputs) +[rank0]: ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^ +[rank0]: File "/mloscratch/homes/navasard/conda/lib/python3.13/site-packages/torch/_inductor/utils.py", line 3401, in run +[rank0]: out = model(new_inputs) +[rank0]: File "/home/navasard/.cache/torch_inductor/kz/ckzeei2s5aihbbiaemoxvp6rih2h5oksf5gvhflv35t7halppstj.py", line 220, in call +[rank0]: buf7 = empty_strided_cuda((16384, 1536), (1536, 1), torch.bfloat16) +[rank0]: torch.OutOfMemoryError: CUDA out of memory. Tried to allocate 48.00 MiB. GPU 0 has a total capacity of 79.18 GiB of which 20.44 MiB is free. Including non-PyTorch memory, this process has 39.50 GiB memory in use. Process 485 has 39.64 GiB memory in use. Of the allocated memory 37.75 GiB is allocated by PyTorch, and 191.44 MiB is reserved by PyTorch but unallocated. If reserved but unallocated memory is large try setting PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True to avoid fragmentation. See documentation for Memory Management (https://docs.pytorch.org/docs/stable/notes/cuda.html#optimizing-memory-usage-with-pytorch-cuda-alloc-conf) diff --git a/epfl_final/SparseAtt/wandb/run-20260826_125120-rgmkfpnl/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260826_125120-rgmkfpnl/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c3e38c4cce87cb53d52f45f6ac8cbf8688a7d92 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260826_125120-rgmkfpnl/files/requirements.txt @@ -0,0 +1,142 @@ +pip==26.0.1 +nvidia-cusparselt-cu13==0.8.0 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.7.0 +urllib3==2.6.3 +typing_extensions==4.15.0 +triton==3.6.0 +tqdm==4.67.3 +torchinfo==1.8.0 +sympy==1.14.0 +smmap==5.0.3 +six==1.17.0 +shellingham==1.5.4 +setuptools==81.0.0 +safetensors==0.7.0 +regex==2026.4.4 +PyYAML==6.0.3 +Pygments==2.20.0 +pyarrow==24.0.0 +psutil==7.2.2 +protobuf==7.34.1 +propcache==0.4.1 +platformdirs==4.9.6 +packaging==26.2 +nvidia-nvtx==13.0.85 +nvidia-nvshmem-cu13==3.4.5 +nvidia-nvjitlink==13.0.88 +nvidia-nccl-cu13==2.28.9 +nvidia-curand==10.4.0.35 +nvidia-cufile==1.15.1.6 +nvidia-cuda-runtime==13.0.96 +nvidia-cuda-nvrtc==13.0.88 +nvidia-cuda-cupti==13.0.85 +nvidia-cublas==13.1.0.3 +numpy==2.4.4 +networkx==3.6.1 +multidict==6.7.1 +mdurl==0.1.2 +MarkupSafe==3.0.3 +idna==3.13 +hf-xet==1.4.3 +h11==0.16.0 +fsspec==2026.2.0 +frozenlist==1.8.0 +filelock==3.29.0 +dill==0.4.1 +cuda-pathfinder==1.5.4 +click==8.3.3 +charset-normalizer==3.4.7 +certifi==2026.4.22 +attrs==26.1.0 +annotated-types==0.7.0 +annotated-doc==0.0.4 +aiohappyeyeballs==2.6.1 +yarl==1.23.0 +typing-inspection==0.4.2 +sentry-sdk==2.58.0 +requests==2.33.1 +python-dateutil==2.9.0.post0 +pydantic_core==2.46.3 +nvidia-cusparse==12.6.3.3 +nvidia-cufft==12.0.0.61 +nvidia-cudnn-cu13==9.19.0.56 +multiprocess==0.70.19 +markdown-it-py==4.0.0 +Jinja2==3.1.6 +httpcore==1.0.9 +gitdb==4.0.12 +cuda-bindings==13.2.0 +anyio==4.13.0 +aiosignal==1.4.0 +rich==15.0.0 +pydantic==2.13.3 +pandas==3.0.2 +nvidia-cusolver==12.0.4.66 +httpx==0.28.1 +GitPython==3.1.49 +aiohttp==3.13.5 +wandb==0.26.1 +typer==0.25.1 +torch==2.11.0 +huggingface_hub==1.13.0 +tokenizers==0.22.2 +datasets==4.8.5 +accelerate==1.13.0 +transformers==5.7.0 +word2number==1.1 +sqlitedict==2.1.0 +pytz==2026.2 +threadpoolctl==3.6.0 +tcolorpy==0.1.7 +tabulate==0.10.0 +scipy==1.17.1 +portalocker==3.2.0 +pathvalidate==3.3.1 +narwhals==2.22.1 +more-itertools==11.1.0 +lxml==6.1.1 +joblib==1.5.3 +colorama==0.4.6 +chardet==6.0.0.post1 +absl-py==2.4.0 +scikit-learn==1.9.0 +sacrebleu==2.6.0 +nltk==3.9.4 +mbstrdecoder==1.1.5 +typepy==1.3.5 +rouge_score==0.1.2 +DataProperty==1.1.1 +tabledata==1.3.5 +evaluate==0.4.6 +pytablewriter==1.2.1 +lm_eval==0.4.12 +pluggy==1.6.0 +iniconfig==2.3.0 +pytest==9.1.0 +py-spy==0.4.2 +pillow==12.2.0 +tifffile==2026.6.1 +imagecodecs==2026.6.26 +zipp==4.1.0 +importlib_metadata==9.0.0 +derivative==0.6.3 +pysindy==2.1.0 +pyparsing==3.3.2 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