diff --git a/.gitattributes b/.gitattributes index 1fde9e5f644da9b74e58818470f4d5769d41adac..8693a251edfae0fa5a48cfa3383e3ceb75b97cd2 100644 --- a/.gitattributes +++ b/.gitattributes @@ -223,3 +223,7 @@ epfl_final/wandb/run-20260513_052440-i0f0xwcq/run-i0f0xwcq.wandb filter=lfs diff epfl_final/wandb/run-20260513_151725-qudv4nmq/run-qudv4nmq.wandb filter=lfs diff=lfs merge=lfs -text epfl_final/wandb/run-20260513_164613-40cb81kv/run-40cb81kv.wandb filter=lfs diff=lfs merge=lfs -text epfl_final/wandb/run-20260517_023932-hi2z3jh6/run-hi2z3jh6.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/wandb/run-20260517_042355-hi2z3jh6/run-hi2z3jh6.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/wandb/run-20260517_162018-hi2z3jh6/run-hi2z3jh6.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/wandb/run-20260518_025234-hi2z3jh6/run-hi2z3jh6.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/wandb/run-20260519_212833-oeak7lgl/run-oeak7lgl.wandb filter=lfs diff=lfs merge=lfs -text diff --git a/epfl_final/wandb/run-20260517_041523-2uawripc/files/output.log b/epfl_final/wandb/run-20260517_041523-2uawripc/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..7c02ce2c147ffc13b8293a277b473f76ac2b3456 --- /dev/null +++ b/epfl_final/wandb/run-20260517_041523-2uawripc/files/output.log @@ -0,0 +1,110 @@ + + +================================================================================ +MODEL ARCHITECTURE +================================================================================ +Model config: + vocab_size: 151936 + hidden_size: 1024 + num_hidden_layers: 28 + num_attention_heads: 16 + num_key_value_heads: 8 + head_dim: 128 + intermediate_size: 3072 + max_position_embeddings: 32768 + rope_theta: 1000000 + attention_type: sparse_stochastic + sparse_block_size: 128 + sparse_num_random_blocks: 18 + sparse_mask_pool_size: 2000 + sparse_max_seq_length: 8192 + +Parameter count: + Total parameters: 596,049,920 + Trainable parameters: 596,049,920 + Non-trainable parameters: 0 + Model size (BF16): 1.19 GB + +-------------------------------------------------------------------------------- +LAYER-BY-LAYER SUMMARY +-------------------------------------------------------------------------------- +/home/navasard/.local/lib/python3.10/site-packages/torch/nn/attention/flex_attention.py:2055: UserWarning: flex_attention called without torch.compile() - this will use an unfused implementation that materializes the full scores matrix instead of generating a fused kernel. + +SOLUTION: Use torch.compile(flex_attention)(...) + +If you want to debug your score_mod/mask_mod, you can set: +torch.nn.attention.flex_attention._FLEX_ATTENTION_DISABLE_COMPILE_DEBUG = True + +This will allow you to use print statements or breakpoints. Note: This doesn't work with the backwards pass and may produce incorrect results. + _warn_once( +================================================================================================================================================================ +Layer (type:depth-idx) Input Shape Output Shape Param # Trainable +================================================================================================================================================================ +Qwen3ForCausalLM [3, 8192] -- -- True +├─Qwen3Model: 1-1 -- [3, 8192, 1024] -- True +│ └─Embedding: 2-1 [3, 8192] [3, 8192, 1024] 155,582,464 True +│ └─ModuleList: 2-2 -- -- -- True +│ │ └─Qwen3DecoderLayer: 3-1 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-2 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-3 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-4 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-5 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-6 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-7 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-8 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-9 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-10 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-11 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-12 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-13 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-14 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-15 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-16 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-17 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-18 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-19 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-20 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-21 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-22 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-23 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-24 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-25 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-26 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-27 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-28 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ └─Qwen3RMSNorm: 2-3 [3, 8192, 1024] [3, 8192, 1024] 1,024 True +├─Linear: 1-2 [3, 8192, 1024] [3, 8192, 151936] 155,582,464 True +================================================================================================================================================================ +Total params: 751,632,384 +Trainable params: 751,632,384 +Non-trainable params: 0 +Total mult-adds (G): 2.25 +================================================================================================================================================================ +Input size (MB): 0.20 +Forward/backward pass size (MB): 63052.97 +Params size (MB): 1503.26 +Estimated Total Size (MB): 64556.43 +================================================================================================================================================================ +================================================================================ + +Loading dataset from /mloscratch/homes/navasard/data/fineweb/tokenized... +Using pre-tokenized dataset (no runtime tokenization) +Loading pre-tokenized HF dataset from /mloscratch/homes/navasard/data/fineweb/tokenized... +Loaded 5088012 pre-tokenized examples (stored_len=2048, pack_factor=4, packed_examples=1272003) +Dataset split: 1017602 train, 254401 validation +Training examples (packed, train split): 1017602 +Validation examples (packed, val split): 254401 +Per-device batch size: 3 +World size (GPUs): 1 +Gradient accumulation steps: 8 +Effective batch size (seqs/step): 24 +Sequence length: 8192 +Tokens per optimizer step: 196,608 +Micro-batches per epoch (per rank): 339200 +Optimizer steps per epoch: 42400 +Total optimizer steps: 20005 (capped by max_steps; 0.47 epochs) +Loading checkpoint from checkpoints/run_20260517_023855/checkpoint-1000... +Resumed from checkpoint at step 999 (epoch 0, micro_step 8000) +Resuming training from step 999 +Starting training... +Step 1000/20005 | Loss: 0.3998 | LR: 4.98e-04 | 82882.0ms/step | 0.3 samples/s diff --git a/epfl_final/wandb/run-20260517_041523-2uawripc/files/requirements.txt 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a/epfl_final/wandb/run-20260517_041954-4vpsvlj0/files/output.log b/epfl_final/wandb/run-20260517_041954-4vpsvlj0/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..20d85f0957155d9ca8aa8f9c4df10eea271244c7 --- /dev/null +++ b/epfl_final/wandb/run-20260517_041954-4vpsvlj0/files/output.log @@ -0,0 +1,159 @@ +Running config: +{ + "model_path": "/mloscratch/homes/navasard/qwen3_06b_base", + "model_dtype": "bfloat16", + "init_from_scratch": true, + "train_path": "/mloscratch/homes/navasard/data/fineweb/tokenized", + "val_path": null, + "max_seq_length": 8192, + "num_workers": 8, + "output_dir": "checkpoints/run_20260517_023855", + "resume_from_checkpoint": "checkpoints/run_20260517_023855/checkpoint-1000", + "force_new_run": false, + "num_epochs": 1, + "max_steps": 20005, + "per_device_batch_size": 3, + "gradient_accumulation_steps": 8, + "learning_rate": 0.0005, + "weight_decay": 0.01, + "warmup_steps": 250, + "lr_scheduler": "cosine", + "max_grad_norm": 1.0, + "save_steps": 1000, + "eval_steps": 250, + "eval_batches": 200, + "logging_steps": 10, + "seed": 42, + "verbose": true, + "checkpoint_activations": false, + "strategy": "ddp", + "mixed_precision": "bf16", + "wandb_enabled": true, + "wandb_project": "stochastic_sparsity", + "wandb_name": "sparse 30%", + "wandb_tags": [ + "qwen3", + "0.6b" + ], + "attention_type": "sparse_stochastic", + "sparse_block_size": 128, + "sparse_num_random_blocks": 18, + "sparse_mask_pool_size": 2000, + "sparse_val_dense_compare": false, + "sparse_layer_indices": null, + "sparse_mask_cache_dir": "/mloscratch/homes/navasard/sparse/mask_cache_19", + "dense_mode": false +} +Loading tokenizer from /mloscratch/homes/navasard/qwen3_06b_base... +Resuming from checkpoint: checkpoints/run_20260517_023855/checkpoint-1000 +Checkpoint activations: False + + +================================================================================ +MODEL ARCHITECTURE +================================================================================ +Model config: + vocab_size: 151936 + hidden_size: 1024 + num_hidden_layers: 28 + num_attention_heads: 16 + num_key_value_heads: 8 + head_dim: 128 + intermediate_size: 3072 + max_position_embeddings: 32768 + rope_theta: 1000000 + attention_type: sparse_stochastic + sparse_block_size: 128 + sparse_num_random_blocks: 18 + sparse_mask_pool_size: 2000 + sparse_max_seq_length: 8192 + +Parameter count: + Total parameters: 596,049,920 + Trainable parameters: 596,049,920 + Non-trainable parameters: 0 + Model size (BF16): 1.19 GB + +-------------------------------------------------------------------------------- +LAYER-BY-LAYER SUMMARY +-------------------------------------------------------------------------------- +/home/navasard/.local/lib/python3.10/site-packages/torch/nn/attention/flex_attention.py:2055: UserWarning: flex_attention called without torch.compile() - this will use an unfused implementation that materializes the full scores matrix instead of generating a fused kernel. + +SOLUTION: Use torch.compile(flex_attention)(...) + +If you want to debug your score_mod/mask_mod, you can set: +torch.nn.attention.flex_attention._FLEX_ATTENTION_DISABLE_COMPILE_DEBUG = True + +This will allow you to use print statements or breakpoints. Note: This doesn't work with the backwards pass and may produce incorrect results. + _warn_once( +================================================================================================================================================================ +Layer (type:depth-idx) Input Shape Output Shape Param # Trainable +================================================================================================================================================================ +Qwen3ForCausalLM [3, 8192] -- -- True +├─Qwen3Model: 1-1 -- [3, 8192, 1024] -- True +│ └─Embedding: 2-1 [3, 8192] [3, 8192, 1024] 155,582,464 True +│ └─ModuleList: 2-2 -- -- -- True +│ │ └─Qwen3DecoderLayer: 3-1 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-2 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-3 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-4 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-5 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-6 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-7 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-8 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-9 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-10 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-11 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-12 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-13 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-14 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-15 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-16 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-17 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-18 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-19 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-20 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-21 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-22 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-23 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-24 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-25 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-26 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-27 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-28 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ └─Qwen3RMSNorm: 2-3 [3, 8192, 1024] [3, 8192, 1024] 1,024 True +├─Linear: 1-2 [3, 8192, 1024] [3, 8192, 151936] 155,582,464 True +================================================================================================================================================================ +Total params: 751,632,384 +Trainable params: 751,632,384 +Non-trainable params: 0 +Total mult-adds (G): 2.25 +================================================================================================================================================================ +Input size (MB): 0.20 +Forward/backward pass size (MB): 63052.97 +Params size (MB): 1503.26 +Estimated Total Size (MB): 64556.43 +================================================================================================================================================================ +================================================================================ + +Loading dataset from /mloscratch/homes/navasard/data/fineweb/tokenized... +Using pre-tokenized dataset (no runtime tokenization) +Loading pre-tokenized HF dataset from /mloscratch/homes/navasard/data/fineweb/tokenized... +Loaded 5088012 pre-tokenized examples (stored_len=2048, pack_factor=4, packed_examples=1272003) +Dataset split: 1017602 train, 254401 validation +Training examples (packed, train split): 1017602 +Validation examples (packed, val split): 254401 +Per-device batch size: 3 +World size (GPUs): 1 +Gradient accumulation steps: 8 +Effective batch size (seqs/step): 24 +Sequence length: 8192 +Tokens per optimizer step: 196,608 +Micro-batches per epoch (per rank): 339200 +Optimizer steps per epoch: 42400 +Total optimizer steps: 20005 (capped by max_steps; 0.47 epochs) +Loading checkpoint from checkpoints/run_20260517_023855/checkpoint-1000... +Resumed from checkpoint at step 999 (epoch 0, micro_step 8000) +Resuming training from step 999 +Starting training... +Step 1000/20005 | Loss: 0.3998 | LR: 4.98e-04 | 35334.6ms/step | 0.7 samples/s diff --git a/epfl_final/wandb/run-20260517_041954-4vpsvlj0/files/requirements.txt 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+networkx==3.4.2 +mdurl==0.1.2 +MarkupSafe==3.0.3 +idna==3.15 +hf-xet==1.5.0 +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==8.4.0 +charset-normalizer==3.4.7 +certifi==2026.4.22 +attrs==26.1.0 +async-timeout==5.0.1 +annotated-types==0.7.0 +annotated-doc==0.0.4 +aiohappyeyeballs==2.6.1 +typing-inspection==0.4.2 +sentry-sdk==2.60.0 +requests==2.34.2 +python-dateutil==2.9.0.post0 +pydantic_core==2.46.4 +nvidia-cusparse==12.6.3.3 +nvidia-cufft==12.0.0.61 +nvidia-cublas==13.1.1.3 +multiprocess==0.70.19 +multidict==6.7.1 +markdown-it-py==4.2.0 +Jinja2==3.1.6 +httpcore==1.0.9 +gitdb==4.0.12 +exceptiongroup==1.3.1 +cuda-bindings==13.2.0 +aiosignal==1.4.0 +yarl==1.23.0 +rich==15.0.0 +pydantic==2.13.4 +pandas==2.3.3 +nvidia-cusolver==12.0.4.66 +nvidia-cudnn-cu13==9.20.0.48 +GitPython==3.1.50 +anyio==4.13.0 +wandb==0.27.0 +typer==0.25.1 +httpx==0.28.1 +aiohttp==3.13.5 +torch==2.12.0 +huggingface_hub==1.15.0 +tokenizers==0.22.2 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sent","status":"200 OK"} diff --git a/epfl_final/wandb/run-20260517_041954-4vpsvlj0/logs/debug.log b/epfl_final/wandb/run-20260517_041954-4vpsvlj0/logs/debug.log new file mode 100644 index 0000000000000000000000000000000000000000..5ce8db4ec7b6982119a6a5d7887fe935d825443b --- /dev/null +++ b/epfl_final/wandb/run-20260517_041954-4vpsvlj0/logs/debug.log @@ -0,0 +1,19 @@ +2026-05-17 04:19:54,912 INFO MainThread:6565 [wandb_setup.py:_flush():81] Current SDK version is 0.27.0 +2026-05-17 04:19:54,912 INFO MainThread:6565 [wandb_setup.py:_flush():81] Configure stats pid to 6565 +2026-05-17 04:19:54,912 INFO MainThread:6565 [wandb_setup.py:_flush():81] Loading settings from environment variables +2026-05-17 04:19:54,913 INFO MainThread:6565 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/wandb/run-20260517_041954-4vpsvlj0/logs/debug.log +2026-05-17 04:19:54,914 INFO MainThread:6565 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/wandb/run-20260517_041954-4vpsvlj0/logs/debug-internal.log +2026-05-17 04:19:54,914 INFO MainThread:6565 [wandb_init.py:init():851] calling init triggers +2026-05-17 04:19:54,915 INFO MainThread:6565 [wandb_init.py:init():856] 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/tokenized', 'val_path': None, 'max_seq_length': 8192, 'num_workers': 8, 'output_dir': 'checkpoints/run_20260517_023855', 'resume_from_checkpoint': 'checkpoints/run_20260517_023855/checkpoint-1000', 'force_new_run': False, 'num_epochs': 1, 'max_steps': 20005, 'per_device_batch_size': 3, 'gradient_accumulation_steps': 8, 'learning_rate': 0.0005, 'weight_decay': 0.01, 'warmup_steps': 250, 'lr_scheduler': 'cosine', 'max_grad_norm': 1.0, 'save_steps': 1000, 'eval_steps': 250, 'eval_batches': 200, 'logging_steps': 10, 'seed': 42, 'verbose': True, 'checkpoint_activations': False, 'strategy': 'ddp', 'mixed_precision': 'bf16', 'wandb_enabled': True, 'wandb_project': 'stochastic_sparsity', 'wandb_name': 'sparse 30%', 'wandb_tags': ['qwen3', '0.6b'], 'attention_type': 'sparse_stochastic', 'sparse_block_size': 128, 'sparse_num_random_blocks': 18, 'sparse_mask_pool_size': 2000, 'sparse_val_dense_compare': False, 'sparse_layer_indices': None, 'sparse_mask_cache_dir': '/mloscratch/homes/navasard/sparse/mask_cache_19', 'dense_mode': False, '_wandb': {}} +2026-05-17 04:19:54,916 INFO MainThread:6565 [wandb_init.py:init():899] starting backend +2026-05-17 04:19:55,134 INFO MainThread:6565 [wandb_init.py:init():914] sending inform_init request +2026-05-17 04:19:55,478 INFO MainThread:6565 [wandb_init.py:init():919] backend started and connected +2026-05-17 04:19:55,481 INFO MainThread:6565 [wandb_init.py:init():989] updated telemetry +2026-05-17 04:19:55,482 INFO MainThread:6565 [wandb_init.py:init():1012] communicating run to backend with 90.0 second timeout +2026-05-17 04:19:55,788 INFO MainThread:6565 [wandb_init.py:init():1057] starting run threads in backend +2026-05-17 04:19:55,874 INFO MainThread:6565 [wandb_run.py:_console_start():2509] atexit reg +2026-05-17 04:19:55,875 INFO MainThread:6565 [wandb_run.py:_redirect():2359] redirect: wrap_raw +2026-05-17 04:19:55,875 INFO MainThread:6565 [wandb_run.py:_redirect():2428] Wrapping output streams. +2026-05-17 04:19:55,875 INFO MainThread:6565 [wandb_run.py:_redirect():2451] Redirects installed. +2026-05-17 04:19:55,877 INFO MainThread:6565 [wandb_init.py:init():1095] run started, returning control to user process diff --git a/epfl_final/wandb/run-20260517_041954-4vpsvlj0/run-4vpsvlj0.wandb b/epfl_final/wandb/run-20260517_041954-4vpsvlj0/run-4vpsvlj0.wandb new file mode 100644 index 0000000000000000000000000000000000000000..96d3e3c40796f88bfeb747f9088b3de0f734c442 Binary files /dev/null and b/epfl_final/wandb/run-20260517_041954-4vpsvlj0/run-4vpsvlj0.wandb differ diff --git a/epfl_final/wandb/run-20260517_042355-hi2z3jh6/files/output.log b/epfl_final/wandb/run-20260517_042355-hi2z3jh6/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..62ab727fbe09bc6bb780b0f70feb7d9b07547096 --- /dev/null +++ b/epfl_final/wandb/run-20260517_042355-hi2z3jh6/files/output.log @@ -0,0 +1,824 @@ +Running config: +{ + "model_path": "/mloscratch/homes/navasard/qwen3_06b_base", + "model_dtype": "bfloat16", + "init_from_scratch": true, + "train_path": "/mloscratch/homes/navasard/data/fineweb/tokenized", + "val_path": null, + "max_seq_length": 8192, + "num_workers": 8, + "output_dir": "checkpoints/run_20260517_023855", + "resume_from_checkpoint": "checkpoints/run_20260517_023855/checkpoint-1000", + "force_new_run": false, + "num_epochs": 1, + "max_steps": 20005, + "per_device_batch_size": 3, + "gradient_accumulation_steps": 8, + "learning_rate": 0.0005, + "weight_decay": 0.01, + "warmup_steps": 250, + "lr_scheduler": "cosine", + "max_grad_norm": 1.0, + "save_steps": 1000, + "eval_steps": 250, + "eval_batches": 200, + "logging_steps": 10, + "seed": 42, + "verbose": true, + "checkpoint_activations": false, + "strategy": "ddp", + "mixed_precision": "bf16", + "wandb_enabled": true, + "wandb_project": "stochastic_sparsity", + "wandb_name": "sparse 30%", + "wandb_tags": [ + "qwen3", + "0.6b" + ], + "attention_type": "sparse_stochastic", + "sparse_block_size": 128, + "sparse_num_random_blocks": 18, + "sparse_mask_pool_size": 2000, + "sparse_val_dense_compare": false, + "sparse_layer_indices": null, + "sparse_mask_cache_dir": "/mloscratch/homes/navasard/sparse/mask_cache_19", + "dense_mode": false +} +Loading tokenizer from /mloscratch/homes/navasard/qwen3_06b_base... +Resuming from checkpoint: checkpoints/run_20260517_023855/checkpoint-1000 +Checkpoint activations: False + + +================================================================================ +MODEL ARCHITECTURE +================================================================================ +Model config: + vocab_size: 151936 + hidden_size: 1024 + num_hidden_layers: 28 + num_attention_heads: 16 + num_key_value_heads: 8 + head_dim: 128 + intermediate_size: 3072 + max_position_embeddings: 32768 + rope_theta: 1000000 + attention_type: sparse_stochastic + sparse_block_size: 128 + sparse_num_random_blocks: 18 + sparse_mask_pool_size: 2000 + sparse_max_seq_length: 8192 + +Parameter count: + Total parameters: 596,049,920 + Trainable parameters: 596,049,920 + Non-trainable parameters: 0 + Model size (BF16): 1.19 GB + +-------------------------------------------------------------------------------- +LAYER-BY-LAYER SUMMARY +-------------------------------------------------------------------------------- +/home/navasard/.local/lib/python3.10/site-packages/torch/nn/attention/flex_attention.py:2055: UserWarning: flex_attention called without torch.compile() - this will use an unfused implementation that materializes the full scores matrix instead of generating a fused kernel. + +SOLUTION: Use torch.compile(flex_attention)(...) + +If you want to debug your score_mod/mask_mod, you can set: +torch.nn.attention.flex_attention._FLEX_ATTENTION_DISABLE_COMPILE_DEBUG = True + +This will allow you to use print statements or breakpoints. Note: This doesn't work with the backwards pass and may produce incorrect results. + _warn_once( +================================================================================================================================================================ +Layer (type:depth-idx) Input Shape Output Shape Param # Trainable +================================================================================================================================================================ +Qwen3ForCausalLM [3, 8192] -- -- True +├─Qwen3Model: 1-1 -- [3, 8192, 1024] -- True +│ └─Embedding: 2-1 [3, 8192] [3, 8192, 1024] 155,582,464 True +│ └─ModuleList: 2-2 -- -- -- True +│ │ └─Qwen3DecoderLayer: 3-1 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-2 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-3 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-4 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-5 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-6 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-7 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-8 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-9 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-10 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-11 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-12 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-13 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-14 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-15 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-16 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-17 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-18 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-19 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-20 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-21 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-22 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-23 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-24 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-25 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-26 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-27 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-28 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ └─Qwen3RMSNorm: 2-3 [3, 8192, 1024] [3, 8192, 1024] 1,024 True +├─Linear: 1-2 [3, 8192, 1024] [3, 8192, 151936] 155,582,464 True +================================================================================================================================================================ +Total params: 751,632,384 +Trainable params: 751,632,384 +Non-trainable params: 0 +Total mult-adds (G): 2.25 +================================================================================================================================================================ +Input size (MB): 0.20 +Forward/backward pass size (MB): 63052.97 +Params size (MB): 1503.26 +Estimated Total Size (MB): 64556.43 +================================================================================================================================================================ +================================================================================ + +Loading dataset from /mloscratch/homes/navasard/data/fineweb/tokenized... +Using pre-tokenized dataset (no runtime tokenization) +Loading pre-tokenized HF dataset from /mloscratch/homes/navasard/data/fineweb/tokenized... +Loaded 5088012 pre-tokenized examples (stored_len=2048, pack_factor=4, packed_examples=1272003) +Dataset split: 1017602 train, 254401 validation +Training examples (packed, train split): 1017602 +Validation examples (packed, val split): 254401 +Per-device batch size: 3 +World size (GPUs): 1 +Gradient accumulation steps: 8 +Effective batch size (seqs/step): 24 +Sequence length: 8192 +Tokens per optimizer step: 196,608 +Micro-batches per epoch (per rank): 339200 +Optimizer steps per epoch: 42400 +Total optimizer steps: 20005 (capped by max_steps; 0.47 epochs) +Loading checkpoint from checkpoints/run_20260517_023855/checkpoint-1000... +Resumed from checkpoint at step 999 (epoch 0, micro_step 8000) +Resuming training from step 999 +Starting training... +Step 1000/20005 | Loss: 0.3998 | LR: 4.98e-04 | 35522.8ms/step | 0.7 samples/s +wandb: WARNING Tried to log to step 1000 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 1000: Loss = 3.9606, Perplexity = 52.49 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-1000 +wandb: WARNING Tried to log to step 1000 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1010/20005 | Loss: 3.9276 | LR: 4.98e-04 | 19084.3ms/step | 1.3 samples/s +wandb: WARNING Tried to log to step 1010 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1020/20005 | Loss: 3.9534 | LR: 4.98e-04 | 2297.9ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1020 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1030/20005 | Loss: 3.9302 | LR: 4.98e-04 | 2299.8ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1030 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1040/20005 | Loss: 3.9131 | LR: 4.98e-04 | 2299.3ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1040 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1050/20005 | Loss: 3.9269 | LR: 4.98e-04 | 2298.4ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1050 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1060/20005 | Loss: 3.9039 | LR: 4.98e-04 | 2300.1ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1060 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1070/20005 | Loss: 3.9059 | LR: 4.98e-04 | 2298.5ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1070 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1080/20005 | Loss: 3.9133 | LR: 4.98e-04 | 2299.1ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1080 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1090/20005 | Loss: 3.9251 | LR: 4.98e-04 | 2298.1ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1090 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1100/20005 | Loss: 3.8744 | LR: 4.98e-04 | 2298.5ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1100 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1110/20005 | Loss: 3.8858 | LR: 4.98e-04 | 2298.7ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1110 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1120/20005 | Loss: 3.8987 | LR: 4.98e-04 | 2299.2ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1120 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1130/20005 | Loss: 3.8878 | LR: 4.98e-04 | 2299.6ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1130 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1140/20005 | Loss: 3.8660 | LR: 4.97e-04 | 2297.3ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1140 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1150/20005 | Loss: 3.8729 | LR: 4.97e-04 | 2299.0ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1150 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1160/20005 | Loss: 3.8615 | LR: 4.97e-04 | 2298.6ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1160 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1170/20005 | Loss: 3.8681 | LR: 4.97e-04 | 2299.1ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1170 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1180/20005 | Loss: 3.8544 | LR: 4.97e-04 | 2297.3ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1180 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1190/20005 | Loss: 3.8422 | LR: 4.97e-04 | 2298.8ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1190 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1200/20005 | Loss: 3.8391 | LR: 4.97e-04 | 2297.6ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1200 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1210/20005 | Loss: 3.8169 | LR: 4.97e-04 | 2298.4ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1210 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1220/20005 | Loss: 3.8116 | LR: 4.97e-04 | 2296.3ms/step | 10.5 samples/s +wandb: WARNING Tried to log to step 1220 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1230/20005 | Loss: 3.8485 | LR: 4.97e-04 | 2297.8ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1230 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1240/20005 | Loss: 3.7997 | LR: 4.97e-04 | 2298.6ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1240 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1250/20005 | Loss: 3.8127 | LR: 4.97e-04 | 2299.3ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1250 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 1250: Loss = 3.8110, Perplexity = 45.20 +wandb: WARNING Tried to log to step 1250 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1260/20005 | Loss: 3.8067 | LR: 4.97e-04 | 17398.2ms/step | 1.4 samples/s +wandb: WARNING Tried to log to step 1260 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1270/20005 | Loss: 3.8315 | LR: 4.97e-04 | 2301.8ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1270 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1280/20005 | Loss: 3.7741 | LR: 4.97e-04 | 2300.6ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1280 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1290/20005 | Loss: 3.7474 | LR: 4.97e-04 | 2302.2ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1290 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1300/20005 | Loss: 3.7980 | LR: 4.97e-04 | 2299.2ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1300 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1310/20005 | Loss: 3.8003 | LR: 4.96e-04 | 2300.2ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1310 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1320/20005 | Loss: 3.7876 | LR: 4.96e-04 | 2297.9ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 1320 that is less than the current step 1321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 1330/20005 | Loss: 3.7562 | LR: 4.96e-04 | 2294.7ms/step | 10.5 samples/s +Step 1340/20005 | Loss: 3.7852 | LR: 4.96e-04 | 2299.3ms/step | 10.4 samples/s +Step 1350/20005 | Loss: 3.7429 | LR: 4.96e-04 | 2298.3ms/step | 10.4 samples/s +Step 1360/20005 | Loss: 3.7881 | LR: 4.96e-04 | 2298.8ms/step | 10.4 samples/s +Step 1370/20005 | Loss: 3.7557 | LR: 4.96e-04 | 2297.1ms/step | 10.4 samples/s +Step 1380/20005 | Loss: 3.7201 | LR: 4.96e-04 | 2300.2ms/step | 10.4 samples/s +Step 1390/20005 | Loss: 3.7457 | LR: 4.96e-04 | 2299.3ms/step | 10.4 samples/s +Step 1400/20005 | Loss: 3.7639 | LR: 4.96e-04 | 2298.2ms/step | 10.4 samples/s +Step 1410/20005 | Loss: 3.7374 | LR: 4.96e-04 | 2297.1ms/step | 10.4 samples/s +Step 1420/20005 | Loss: 3.7420 | LR: 4.96e-04 | 2299.7ms/step | 10.4 samples/s +Step 1430/20005 | Loss: 3.7419 | LR: 4.96e-04 | 2299.0ms/step | 10.4 samples/s +Step 1440/20005 | Loss: 3.7317 | LR: 4.96e-04 | 2298.7ms/step | 10.4 samples/s +Step 1450/20005 | Loss: 3.7051 | LR: 4.95e-04 | 2298.6ms/step | 10.4 samples/s +Step 1460/20005 | Loss: 3.7073 | LR: 4.95e-04 | 2296.4ms/step | 10.5 samples/s +Step 1470/20005 | Loss: 3.7299 | LR: 4.95e-04 | 2298.8ms/step | 10.4 samples/s +Step 1480/20005 | Loss: 3.7257 | LR: 4.95e-04 | 2300.6ms/step | 10.4 samples/s +Step 1490/20005 | Loss: 3.6955 | LR: 4.95e-04 | 2297.8ms/step | 10.4 samples/s +Step 1500/20005 | Loss: 3.7397 | LR: 4.95e-04 | 2298.1ms/step | 10.4 samples/s +Validation at step 1500: Loss = 3.7066, Perplexity = 40.72 +Step 1510/20005 | Loss: 3.7021 | LR: 4.95e-04 | 17291.7ms/step | 1.4 samples/s +Step 1520/20005 | Loss: 3.6917 | LR: 4.95e-04 | 2298.2ms/step | 10.4 samples/s +Step 1530/20005 | Loss: 3.7007 | LR: 4.95e-04 | 2297.6ms/step | 10.4 samples/s +Step 1540/20005 | Loss: 3.6938 | LR: 4.95e-04 | 2298.7ms/step | 10.4 samples/s +Step 1550/20005 | Loss: 3.6861 | LR: 4.95e-04 | 2297.7ms/step | 10.4 samples/s +Step 1560/20005 | Loss: 3.6639 | LR: 4.95e-04 | 2297.6ms/step | 10.4 samples/s +Step 1570/20005 | Loss: 3.6871 | LR: 4.95e-04 | 2299.1ms/step | 10.4 samples/s +Step 1580/20005 | Loss: 3.6975 | LR: 4.94e-04 | 2294.8ms/step | 10.5 samples/s +Step 1590/20005 | Loss: 3.6826 | LR: 4.94e-04 | 2297.7ms/step | 10.4 samples/s +Step 1600/20005 | Loss: 3.6514 | LR: 4.94e-04 | 2296.3ms/step | 10.5 samples/s +Step 1610/20005 | Loss: 3.6636 | LR: 4.94e-04 | 2296.7ms/step | 10.4 samples/s +Step 1620/20005 | Loss: 3.6964 | LR: 4.94e-04 | 2295.4ms/step | 10.5 samples/s +Step 1630/20005 | Loss: 3.6471 | LR: 4.94e-04 | 2295.9ms/step | 10.5 samples/s +Step 1640/20005 | Loss: 3.6661 | LR: 4.94e-04 | 2295.6ms/step | 10.5 samples/s +Step 1650/20005 | Loss: 3.6637 | LR: 4.94e-04 | 2295.7ms/step | 10.5 samples/s +Step 1660/20005 | Loss: 3.6418 | LR: 4.94e-04 | 2296.2ms/step | 10.5 samples/s +Step 1670/20005 | Loss: 3.6548 | LR: 4.94e-04 | 2294.6ms/step | 10.5 samples/s +Step 1680/20005 | Loss: 3.6420 | LR: 4.94e-04 | 2296.5ms/step | 10.5 samples/s +Step 1690/20005 | Loss: 3.6254 | LR: 4.93e-04 | 2297.6ms/step | 10.4 samples/s +Step 1700/20005 | Loss: 3.6323 | LR: 4.93e-04 | 2296.9ms/step | 10.4 samples/s +Step 1710/20005 | Loss: 3.6316 | LR: 4.93e-04 | 2296.6ms/step | 10.5 samples/s +Step 1720/20005 | Loss: 3.6314 | LR: 4.93e-04 | 2296.2ms/step | 10.5 samples/s +Step 1730/20005 | Loss: 3.6171 | LR: 4.93e-04 | 2295.2ms/step | 10.5 samples/s +Step 1740/20005 | Loss: 3.6403 | LR: 4.93e-04 | 2296.8ms/step | 10.4 samples/s +Step 1750/20005 | Loss: 3.6444 | LR: 4.93e-04 | 2295.6ms/step | 10.5 samples/s +Validation at step 1750: Loss = 3.6232, Perplexity = 37.46 +Step 1760/20005 | Loss: 3.6255 | LR: 4.93e-04 | 17278.0ms/step | 1.4 samples/s +Step 1770/20005 | Loss: 3.6134 | LR: 4.93e-04 | 2296.0ms/step | 10.5 samples/s +Step 1780/20005 | Loss: 3.6407 | LR: 4.93e-04 | 2297.9ms/step | 10.4 samples/s +Step 1790/20005 | Loss: 3.6292 | LR: 4.93e-04 | 2296.9ms/step | 10.4 samples/s +Step 1800/20005 | Loss: 3.6005 | LR: 4.92e-04 | 2296.2ms/step | 10.5 samples/s +Step 1810/20005 | Loss: 3.5947 | LR: 4.92e-04 | 2297.7ms/step | 10.4 samples/s +Step 1820/20005 | Loss: 3.6164 | LR: 4.92e-04 | 2435.3ms/step | 9.9 samples/s +Step 1830/20005 | Loss: 3.5960 | LR: 4.92e-04 | 2298.3ms/step | 10.4 samples/s +Step 1840/20005 | Loss: 3.5775 | LR: 4.92e-04 | 2298.1ms/step | 10.4 samples/s +Step 1850/20005 | Loss: 3.6085 | LR: 4.92e-04 | 2299.3ms/step | 10.4 samples/s +Step 1860/20005 | Loss: 3.6199 | LR: 4.92e-04 | 2296.4ms/step | 10.5 samples/s +Step 1870/20005 | Loss: 3.6121 | LR: 4.92e-04 | 2299.1ms/step | 10.4 samples/s +Step 1880/20005 | Loss: 3.5697 | LR: 4.92e-04 | 2297.5ms/step | 10.4 samples/s +Step 1890/20005 | Loss: 3.5982 | LR: 4.92e-04 | 2299.2ms/step | 10.4 samples/s +Step 1900/20005 | Loss: 3.5975 | LR: 4.91e-04 | 2300.0ms/step | 10.4 samples/s +Step 1910/20005 | Loss: 3.5777 | LR: 4.91e-04 | 2297.8ms/step | 10.4 samples/s +Step 1920/20005 | Loss: 3.5641 | LR: 4.91e-04 | 2297.9ms/step | 10.4 samples/s +Step 1930/20005 | Loss: 3.5782 | LR: 4.91e-04 | 2298.2ms/step | 10.4 samples/s +Step 1940/20005 | Loss: 3.5899 | LR: 4.91e-04 | 2299.5ms/step | 10.4 samples/s +Step 1950/20005 | Loss: 3.5848 | LR: 4.91e-04 | 2300.4ms/step | 10.4 samples/s +Step 1960/20005 | Loss: 3.5971 | LR: 4.91e-04 | 2296.3ms/step | 10.5 samples/s +Step 1970/20005 | Loss: 3.5468 | LR: 4.91e-04 | 2297.4ms/step | 10.4 samples/s +Step 1980/20005 | Loss: 3.5792 | LR: 4.91e-04 | 2314.5ms/step | 10.4 samples/s +Step 1990/20005 | Loss: 3.5597 | LR: 4.90e-04 | 2307.3ms/step | 10.4 samples/s +Step 2000/20005 | Loss: 3.5800 | LR: 4.90e-04 | 2309.2ms/step | 10.4 samples/s +Validation at step 2000: Loss = 3.5615, Perplexity = 35.22 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-2000 +Step 2010/20005 | Loss: 3.5639 | LR: 4.90e-04 | 17812.0ms/step | 1.3 samples/s +Step 2020/20005 | Loss: 3.5651 | LR: 4.90e-04 | 2295.4ms/step | 10.5 samples/s +Step 2030/20005 | Loss: 3.5786 | LR: 4.90e-04 | 2296.8ms/step | 10.4 samples/s +Step 2040/20005 | Loss: 3.5739 | LR: 4.90e-04 | 2298.7ms/step | 10.4 samples/s +Step 2050/20005 | Loss: 3.5705 | LR: 4.90e-04 | 2297.1ms/step | 10.4 samples/s +Step 2060/20005 | Loss: 3.5291 | LR: 4.90e-04 | 2299.3ms/step | 10.4 samples/s +Step 2070/20005 | Loss: 3.5556 | LR: 4.90e-04 | 2296.6ms/step | 10.5 samples/s +Step 2080/20005 | Loss: 3.5463 | LR: 4.89e-04 | 2297.6ms/step | 10.4 samples/s +Step 2090/20005 | Loss: 3.5461 | LR: 4.89e-04 | 2297.9ms/step | 10.4 samples/s +Step 2100/20005 | Loss: 3.5473 | LR: 4.89e-04 | 2297.6ms/step | 10.4 samples/s +Step 2110/20005 | Loss: 3.5402 | LR: 4.89e-04 | 2298.5ms/step | 10.4 samples/s +Step 2120/20005 | Loss: 3.5312 | LR: 4.89e-04 | 2297.6ms/step | 10.4 samples/s +Step 2130/20005 | Loss: 3.5331 | LR: 4.89e-04 | 2297.2ms/step | 10.4 samples/s +Step 2140/20005 | Loss: 3.5563 | LR: 4.89e-04 | 2298.4ms/step | 10.4 samples/s +Step 2150/20005 | Loss: 3.5249 | LR: 4.89e-04 | 2297.0ms/step | 10.4 samples/s +Step 2160/20005 | Loss: 3.5221 | LR: 4.89e-04 | 2297.4ms/step | 10.4 samples/s +Step 2170/20005 | Loss: 3.5136 | LR: 4.88e-04 | 2297.8ms/step | 10.4 samples/s +Step 2180/20005 | Loss: 3.4931 | LR: 4.88e-04 | 2296.4ms/step | 10.5 samples/s +Step 2190/20005 | Loss: 3.5300 | LR: 4.88e-04 | 2297.9ms/step | 10.4 samples/s +Step 2200/20005 | Loss: 3.5344 | LR: 4.88e-04 | 2298.0ms/step | 10.4 samples/s +Step 2210/20005 | Loss: 3.5477 | LR: 4.88e-04 | 2296.8ms/step | 10.4 samples/s +Step 2220/20005 | Loss: 3.5295 | LR: 4.88e-04 | 2297.9ms/step | 10.4 samples/s +Step 2230/20005 | Loss: 3.5041 | LR: 4.88e-04 | 2300.2ms/step | 10.4 samples/s +Step 2240/20005 | Loss: 3.5213 | LR: 4.88e-04 | 2299.0ms/step | 10.4 samples/s +Step 2250/20005 | Loss: 3.4978 | LR: 4.87e-04 | 2298.2ms/step | 10.4 samples/s +Validation at step 2250: Loss = 3.5080, Perplexity = 33.38 +Step 2260/20005 | Loss: 3.4940 | LR: 4.87e-04 | 17284.2ms/step | 1.4 samples/s +Step 2270/20005 | Loss: 3.5003 | LR: 4.87e-04 | 2299.3ms/step | 10.4 samples/s +Step 2280/20005 | Loss: 3.5254 | LR: 4.87e-04 | 2297.6ms/step | 10.4 samples/s +Step 2290/20005 | Loss: 3.5128 | LR: 4.87e-04 | 2297.7ms/step | 10.4 samples/s +Step 2300/20005 | Loss: 3.4993 | LR: 4.87e-04 | 2297.8ms/step | 10.4 samples/s +Step 2310/20005 | Loss: 3.5023 | LR: 4.87e-04 | 2300.1ms/step | 10.4 samples/s +Step 2320/20005 | Loss: 3.4985 | LR: 4.87e-04 | 2299.3ms/step | 10.4 samples/s +Step 2330/20005 | Loss: 3.4773 | LR: 4.86e-04 | 2299.2ms/step | 10.4 samples/s +Step 2340/20005 | Loss: 3.4738 | LR: 4.86e-04 | 2298.0ms/step | 10.4 samples/s +Step 2350/20005 | Loss: 3.4968 | LR: 4.86e-04 | 2299.1ms/step | 10.4 samples/s +Step 2360/20005 | Loss: 3.4823 | LR: 4.86e-04 | 2298.0ms/step | 10.4 samples/s +Step 2370/20005 | Loss: 3.4963 | LR: 4.86e-04 | 2299.8ms/step | 10.4 samples/s +Step 2380/20005 | Loss: 3.4879 | LR: 4.86e-04 | 2296.7ms/step | 10.4 samples/s +Step 2390/20005 | Loss: 3.4928 | LR: 4.86e-04 | 2299.2ms/step | 10.4 samples/s +Step 2400/20005 | Loss: 3.5022 | LR: 4.86e-04 | 2298.4ms/step | 10.4 samples/s +Step 2410/20005 | Loss: 3.4629 | LR: 4.85e-04 | 2299.3ms/step | 10.4 samples/s +Step 2420/20005 | Loss: 3.4705 | LR: 4.85e-04 | 2295.4ms/step | 10.5 samples/s +Step 2430/20005 | Loss: 3.4690 | LR: 4.85e-04 | 2298.1ms/step | 10.4 samples/s +Step 2440/20005 | Loss: 3.4900 | LR: 4.85e-04 | 2297.4ms/step | 10.4 samples/s +Step 2450/20005 | Loss: 3.4738 | LR: 4.85e-04 | 2299.0ms/step | 10.4 samples/s +Step 2460/20005 | Loss: 3.4627 | LR: 4.85e-04 | 2296.2ms/step | 10.5 samples/s +Step 2470/20005 | Loss: 3.4742 | LR: 4.85e-04 | 2298.2ms/step | 10.4 samples/s +Step 2480/20005 | Loss: 3.4923 | LR: 4.84e-04 | 2298.2ms/step | 10.4 samples/s +Step 2490/20005 | Loss: 3.4722 | LR: 4.84e-04 | 2296.2ms/step | 10.5 samples/s +Step 2500/20005 | Loss: 3.4673 | LR: 4.84e-04 | 2298.8ms/step | 10.4 samples/s +Validation at step 2500: Loss = 3.4651, Perplexity = 31.98 +Step 2510/20005 | Loss: 3.4436 | LR: 4.84e-04 | 17273.2ms/step | 1.4 samples/s +Step 2520/20005 | Loss: 3.5013 | LR: 4.84e-04 | 2296.1ms/step | 10.5 samples/s +Step 2530/20005 | Loss: 3.4774 | LR: 4.84e-04 | 2298.5ms/step | 10.4 samples/s +Step 2540/20005 | Loss: 3.4287 | LR: 4.84e-04 | 2296.7ms/step | 10.4 samples/s +Step 2550/20005 | Loss: 3.4625 | LR: 4.83e-04 | 2296.3ms/step | 10.5 samples/s +Step 2560/20005 | Loss: 3.4592 | LR: 4.83e-04 | 2296.0ms/step | 10.5 samples/s +Step 2570/20005 | Loss: 3.4703 | LR: 4.83e-04 | 2296.8ms/step | 10.4 samples/s +Step 2580/20005 | Loss: 3.4668 | LR: 4.83e-04 | 2296.4ms/step | 10.5 samples/s +Step 2590/20005 | Loss: 3.4395 | LR: 4.83e-04 | 2296.4ms/step | 10.5 samples/s +Step 2600/20005 | Loss: 3.4420 | LR: 4.83e-04 | 2297.7ms/step | 10.4 samples/s +Step 2610/20005 | Loss: 3.4448 | LR: 4.83e-04 | 2298.2ms/step | 10.4 samples/s +Step 2620/20005 | Loss: 3.4322 | LR: 4.82e-04 | 2296.2ms/step | 10.5 samples/s +Step 2630/20005 | Loss: 3.4073 | LR: 4.82e-04 | 2297.8ms/step | 10.4 samples/s +Step 2640/20005 | Loss: 3.4410 | LR: 4.82e-04 | 2296.1ms/step | 10.5 samples/s +Step 2650/20005 | Loss: 3.4573 | LR: 4.82e-04 | 2298.2ms/step | 10.4 samples/s +Step 2660/20005 | Loss: 3.4249 | LR: 4.82e-04 | 2296.7ms/step | 10.4 samples/s +Step 2670/20005 | Loss: 3.4524 | LR: 4.82e-04 | 2297.9ms/step | 10.4 samples/s +Step 2680/20005 | Loss: 3.4188 | LR: 4.82e-04 | 2298.2ms/step | 10.4 samples/s +Step 2690/20005 | Loss: 3.4476 | LR: 4.81e-04 | 2296.6ms/step | 10.5 samples/s +Step 2700/20005 | Loss: 3.4084 | LR: 4.81e-04 | 2297.2ms/step | 10.4 samples/s +Step 2710/20005 | Loss: 3.4404 | LR: 4.81e-04 | 2298.4ms/step | 10.4 samples/s +Step 2720/20005 | Loss: 3.4263 | LR: 4.81e-04 | 2296.2ms/step | 10.5 samples/s +Step 2730/20005 | Loss: 3.4218 | LR: 4.81e-04 | 2298.1ms/step | 10.4 samples/s +Step 2740/20005 | Loss: 3.4188 | LR: 4.81e-04 | 2298.2ms/step | 10.4 samples/s +Step 2750/20005 | Loss: 3.4393 | LR: 4.80e-04 | 2297.3ms/step | 10.4 samples/s +Validation at step 2750: Loss = 3.4264, Perplexity = 30.77 +Step 2760/20005 | Loss: 3.4406 | LR: 4.80e-04 | 17403.2ms/step | 1.4 samples/s +Step 2770/20005 | Loss: 3.4319 | LR: 4.80e-04 | 2297.7ms/step | 10.4 samples/s +Step 2780/20005 | Loss: 3.4174 | LR: 4.80e-04 | 2297.8ms/step | 10.4 samples/s +Step 2790/20005 | Loss: 3.4255 | LR: 4.80e-04 | 2297.7ms/step | 10.4 samples/s +Step 2800/20005 | Loss: 3.3918 | LR: 4.80e-04 | 2296.7ms/step | 10.4 samples/s +Step 2810/20005 | Loss: 3.4305 | LR: 4.80e-04 | 2297.6ms/step | 10.4 samples/s +Step 2820/20005 | Loss: 3.4067 | LR: 4.79e-04 | 2298.6ms/step | 10.4 samples/s +Step 2830/20005 | Loss: 3.4237 | LR: 4.79e-04 | 2297.7ms/step | 10.4 samples/s +Step 2840/20005 | Loss: 3.4003 | LR: 4.79e-04 | 2298.7ms/step | 10.4 samples/s +Step 2850/20005 | Loss: 3.4233 | LR: 4.79e-04 | 2297.7ms/step | 10.4 samples/s +Step 2860/20005 | Loss: 3.3977 | LR: 4.79e-04 | 2299.1ms/step | 10.4 samples/s +Step 2870/20005 | Loss: 3.3976 | LR: 4.79e-04 | 2300.8ms/step | 10.4 samples/s +Step 2880/20005 | Loss: 3.3941 | LR: 4.78e-04 | 2299.5ms/step | 10.4 samples/s +Step 2890/20005 | Loss: 3.3950 | LR: 4.78e-04 | 2296.6ms/step | 10.5 samples/s +Step 2900/20005 | Loss: 3.4301 | LR: 4.78e-04 | 2297.1ms/step | 10.4 samples/s +Step 2910/20005 | Loss: 3.3844 | LR: 4.78e-04 | 2297.7ms/step | 10.4 samples/s +Step 2920/20005 | Loss: 3.4093 | LR: 4.78e-04 | 2298.8ms/step | 10.4 samples/s +Step 2930/20005 | Loss: 3.3665 | LR: 4.78e-04 | 2296.4ms/step | 10.5 samples/s +Step 2940/20005 | Loss: 3.3739 | LR: 4.77e-04 | 2297.2ms/step | 10.4 samples/s +Step 2950/20005 | Loss: 3.4081 | LR: 4.77e-04 | 2295.6ms/step | 10.5 samples/s +Step 2960/20005 | Loss: 3.3755 | LR: 4.77e-04 | 2296.6ms/step | 10.5 samples/s +Step 2970/20005 | Loss: 3.4158 | LR: 4.77e-04 | 2296.6ms/step | 10.5 samples/s +Step 2980/20005 | Loss: 3.4059 | LR: 4.77e-04 | 2296.8ms/step | 10.4 samples/s +Step 2990/20005 | Loss: 3.3629 | LR: 4.77e-04 | 2297.7ms/step | 10.4 samples/s +Step 3000/20005 | Loss: 3.3750 | LR: 4.76e-04 | 2298.4ms/step | 10.4 samples/s +Validation at step 3000: Loss = 3.3943, Perplexity = 29.79 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-3000 +Step 3010/20005 | Loss: 3.4043 | LR: 4.76e-04 | 17802.0ms/step | 1.3 samples/s +Step 3020/20005 | Loss: 3.3785 | LR: 4.76e-04 | 2309.0ms/step | 10.4 samples/s +Step 3030/20005 | Loss: 3.3743 | LR: 4.76e-04 | 2310.7ms/step | 10.4 samples/s +Step 3040/20005 | Loss: 3.3921 | LR: 4.76e-04 | 2310.2ms/step | 10.4 samples/s +Step 3050/20005 | Loss: 3.3710 | LR: 4.76e-04 | 2309.6ms/step | 10.4 samples/s +Step 3060/20005 | Loss: 3.3760 | LR: 4.75e-04 | 2311.2ms/step | 10.4 samples/s +Step 3070/20005 | Loss: 3.3840 | LR: 4.75e-04 | 2315.9ms/step | 10.4 samples/s +Step 3080/20005 | Loss: 3.3580 | LR: 4.75e-04 | 2319.1ms/step | 10.3 samples/s +Step 3090/20005 | Loss: 3.3722 | LR: 4.75e-04 | 2316.4ms/step | 10.4 samples/s +Step 3100/20005 | Loss: 3.3822 | LR: 4.75e-04 | 2317.5ms/step | 10.4 samples/s +Step 3110/20005 | Loss: 3.3517 | LR: 4.75e-04 | 2310.4ms/step | 10.4 samples/s +Step 3120/20005 | Loss: 3.3717 | LR: 4.74e-04 | 2310.2ms/step | 10.4 samples/s +Step 3130/20005 | Loss: 3.3568 | LR: 4.74e-04 | 2311.8ms/step | 10.4 samples/s +Step 3140/20005 | Loss: 3.3643 | LR: 4.74e-04 | 2313.7ms/step | 10.4 samples/s +Step 3150/20005 | Loss: 3.3959 | LR: 4.74e-04 | 2316.4ms/step | 10.4 samples/s +Step 3160/20005 | Loss: 3.3789 | LR: 4.74e-04 | 2314.1ms/step | 10.4 samples/s +Step 3170/20005 | Loss: 3.3773 | LR: 4.74e-04 | 2310.9ms/step | 10.4 samples/s +Step 3180/20005 | Loss: 3.3774 | LR: 4.73e-04 | 2311.0ms/step | 10.4 samples/s +Step 3190/20005 | Loss: 3.3797 | LR: 4.73e-04 | 2310.7ms/step | 10.4 samples/s +Step 3200/20005 | Loss: 3.3721 | LR: 4.73e-04 | 2312.0ms/step | 10.4 samples/s +Step 3210/20005 | Loss: 3.3825 | LR: 4.73e-04 | 2309.9ms/step | 10.4 samples/s +Step 3220/20005 | Loss: 3.3641 | LR: 4.73e-04 | 2310.5ms/step | 10.4 samples/s +Step 3230/20005 | Loss: 3.3721 | LR: 4.72e-04 | 2310.3ms/step | 10.4 samples/s +Step 3240/20005 | Loss: 3.3833 | LR: 4.72e-04 | 2311.2ms/step | 10.4 samples/s +Step 3250/20005 | Loss: 3.3775 | LR: 4.72e-04 | 2311.4ms/step | 10.4 samples/s +Validation at step 3250: Loss = 3.3670, Perplexity = 28.99 +Step 3260/20005 | Loss: 3.3747 | LR: 4.72e-04 | 17408.7ms/step | 1.4 samples/s +Step 3270/20005 | Loss: 3.3522 | LR: 4.72e-04 | 2301.9ms/step | 10.4 samples/s +Step 3280/20005 | Loss: 3.3638 | LR: 4.72e-04 | 2305.6ms/step | 10.4 samples/s +Step 3290/20005 | Loss: 3.3459 | LR: 4.71e-04 | 2306.4ms/step | 10.4 samples/s +Step 3300/20005 | Loss: 3.3603 | LR: 4.71e-04 | 2305.7ms/step | 10.4 samples/s +Step 3310/20005 | Loss: 3.3736 | LR: 4.71e-04 | 2307.6ms/step | 10.4 samples/s +Step 3320/20005 | Loss: 3.3552 | LR: 4.71e-04 | 2304.0ms/step | 10.4 samples/s +Step 3330/20005 | Loss: 3.3894 | LR: 4.71e-04 | 2302.3ms/step | 10.4 samples/s +Step 3340/20005 | Loss: 3.3773 | LR: 4.70e-04 | 2304.4ms/step | 10.4 samples/s +Step 3350/20005 | Loss: 3.3649 | LR: 4.70e-04 | 2302.7ms/step | 10.4 samples/s +Step 3360/20005 | Loss: 3.3615 | LR: 4.70e-04 | 2302.7ms/step | 10.4 samples/s +Step 3370/20005 | Loss: 3.3461 | LR: 4.70e-04 | 2306.5ms/step | 10.4 samples/s +Step 3380/20005 | Loss: 3.3689 | LR: 4.70e-04 | 2305.3ms/step | 10.4 samples/s +Step 3390/20005 | Loss: 3.3048 | LR: 4.69e-04 | 2303.9ms/step | 10.4 samples/s +Step 3400/20005 | Loss: 3.3553 | LR: 4.69e-04 | 2305.4ms/step | 10.4 samples/s +Step 3410/20005 | Loss: 3.3456 | LR: 4.69e-04 | 2302.3ms/step | 10.4 samples/s +Step 3420/20005 | Loss: 3.3120 | LR: 4.69e-04 | 2303.5ms/step | 10.4 samples/s +Step 3430/20005 | Loss: 3.3585 | LR: 4.69e-04 | 2302.8ms/step | 10.4 samples/s +Step 3440/20005 | Loss: 3.3637 | LR: 4.68e-04 | 2304.2ms/step | 10.4 samples/s +Step 3450/20005 | Loss: 3.3342 | LR: 4.68e-04 | 2304.6ms/step | 10.4 samples/s +Step 3460/20005 | Loss: 3.3428 | LR: 4.68e-04 | 2304.1ms/step | 10.4 samples/s +Step 3470/20005 | Loss: 3.3394 | LR: 4.68e-04 | 2305.0ms/step | 10.4 samples/s +Step 3480/20005 | Loss: 3.3323 | LR: 4.68e-04 | 2306.2ms/step | 10.4 samples/s +Step 3490/20005 | Loss: 3.3316 | LR: 4.68e-04 | 2302.7ms/step | 10.4 samples/s +Step 3500/20005 | Loss: 3.3446 | LR: 4.67e-04 | 2304.1ms/step | 10.4 samples/s +Validation at step 3500: Loss = 3.3386, Perplexity = 28.18 +Step 3510/20005 | Loss: 3.3336 | LR: 4.67e-04 | 17351.5ms/step | 1.4 samples/s +Step 3520/20005 | Loss: 3.3429 | LR: 4.67e-04 | 2300.2ms/step | 10.4 samples/s +Step 3530/20005 | Loss: 3.3552 | LR: 4.67e-04 | 2301.5ms/step | 10.4 samples/s +Step 3540/20005 | Loss: 3.3469 | LR: 4.67e-04 | 2302.0ms/step | 10.4 samples/s +Step 3550/20005 | Loss: 3.3403 | LR: 4.66e-04 | 2300.2ms/step | 10.4 samples/s +Step 3560/20005 | Loss: 3.3176 | LR: 4.66e-04 | 2301.8ms/step | 10.4 samples/s +Step 3570/20005 | Loss: 3.3144 | LR: 4.66e-04 | 2300.3ms/step | 10.4 samples/s +Step 3580/20005 | Loss: 3.3298 | LR: 4.66e-04 | 2300.2ms/step | 10.4 samples/s +Step 3590/20005 | Loss: 3.3344 | LR: 4.66e-04 | 2300.9ms/step | 10.4 samples/s +Step 3600/20005 | Loss: 3.3482 | LR: 4.65e-04 | 2299.9ms/step | 10.4 samples/s +Step 3610/20005 | Loss: 3.3315 | LR: 4.65e-04 | 2301.1ms/step | 10.4 samples/s +Step 3620/20005 | Loss: 3.3413 | LR: 4.65e-04 | 2300.4ms/step | 10.4 samples/s +Step 3630/20005 | Loss: 3.3199 | LR: 4.65e-04 | 2301.1ms/step | 10.4 samples/s +Step 3640/20005 | Loss: 3.3406 | LR: 4.65e-04 | 2301.8ms/step | 10.4 samples/s +Step 3650/20005 | Loss: 3.3107 | LR: 4.64e-04 | 2301.4ms/step | 10.4 samples/s +Step 3660/20005 | Loss: 3.3099 | LR: 4.64e-04 | 2302.6ms/step | 10.4 samples/s +Step 3670/20005 | Loss: 3.3660 | LR: 4.64e-04 | 2301.2ms/step | 10.4 samples/s +Step 3680/20005 | Loss: 3.3217 | LR: 4.64e-04 | 2301.3ms/step | 10.4 samples/s +Step 3690/20005 | Loss: 3.3204 | LR: 4.63e-04 | 2300.8ms/step | 10.4 samples/s +Step 3700/20005 | Loss: 3.3263 | LR: 4.63e-04 | 2301.4ms/step | 10.4 samples/s +Step 3710/20005 | Loss: 3.2963 | LR: 4.63e-04 | 2487.3ms/step | 9.6 samples/s +Step 3720/20005 | Loss: 3.3083 | LR: 4.63e-04 | 2310.4ms/step | 10.4 samples/s +Step 3730/20005 | Loss: 3.3284 | LR: 4.63e-04 | 2311.4ms/step | 10.4 samples/s +Step 3740/20005 | Loss: 3.3077 | LR: 4.62e-04 | 2310.5ms/step | 10.4 samples/s +Step 3750/20005 | Loss: 3.3083 | LR: 4.62e-04 | 2312.0ms/step | 10.4 samples/s +Validation at step 3750: Loss = 3.3157, Perplexity = 27.54 +Step 3760/20005 | Loss: 3.3224 | LR: 4.62e-04 | 17399.8ms/step | 1.4 samples/s +Step 3770/20005 | Loss: 3.3415 | LR: 4.62e-04 | 2309.7ms/step | 10.4 samples/s +Step 3780/20005 | Loss: 3.3247 | LR: 4.62e-04 | 2309.3ms/step | 10.4 samples/s +Step 3790/20005 | Loss: 3.3185 | LR: 4.61e-04 | 2310.9ms/step | 10.4 samples/s +Step 3800/20005 | Loss: 3.2931 | LR: 4.61e-04 | 2309.3ms/step | 10.4 samples/s +Step 3810/20005 | Loss: 3.3120 | LR: 4.61e-04 | 2307.3ms/step | 10.4 samples/s +Step 3820/20005 | Loss: 3.3149 | LR: 4.61e-04 | 2310.4ms/step | 10.4 samples/s +Step 3830/20005 | Loss: 3.2968 | LR: 4.61e-04 | 2311.2ms/step | 10.4 samples/s +Step 3840/20005 | Loss: 3.2989 | LR: 4.60e-04 | 2307.5ms/step | 10.4 samples/s +Step 3850/20005 | Loss: 3.3332 | LR: 4.60e-04 | 2310.0ms/step | 10.4 samples/s +Step 3860/20005 | Loss: 3.3292 | LR: 4.60e-04 | 2309.5ms/step | 10.4 samples/s +Step 3870/20005 | Loss: 3.2892 | LR: 4.60e-04 | 2308.4ms/step | 10.4 samples/s +Step 3880/20005 | Loss: 3.3084 | LR: 4.59e-04 | 2309.1ms/step | 10.4 samples/s +Step 3890/20005 | Loss: 3.3052 | LR: 4.59e-04 | 2309.6ms/step | 10.4 samples/s +Step 3900/20005 | Loss: 3.2974 | LR: 4.59e-04 | 2309.6ms/step | 10.4 samples/s +Step 3910/20005 | Loss: 3.2934 | LR: 4.59e-04 | 2310.1ms/step | 10.4 samples/s +Step 3920/20005 | Loss: 3.2869 | LR: 4.59e-04 | 2310.2ms/step | 10.4 samples/s +Step 3930/20005 | Loss: 3.2909 | LR: 4.58e-04 | 2309.9ms/step | 10.4 samples/s +Step 3940/20005 | Loss: 3.3000 | LR: 4.58e-04 | 2309.2ms/step | 10.4 samples/s +Step 3950/20005 | Loss: 3.3116 | LR: 4.58e-04 | 2309.5ms/step | 10.4 samples/s +Step 3960/20005 | Loss: 3.2894 | LR: 4.58e-04 | 2308.4ms/step | 10.4 samples/s +Step 3970/20005 | Loss: 3.3043 | LR: 4.57e-04 | 2310.3ms/step | 10.4 samples/s +Step 3980/20005 | Loss: 3.3012 | LR: 4.57e-04 | 2310.0ms/step | 10.4 samples/s +Step 3990/20005 | Loss: 3.2945 | LR: 4.57e-04 | 2310.0ms/step | 10.4 samples/s +Step 4000/20005 | Loss: 3.2997 | LR: 4.57e-04 | 2311.1ms/step | 10.4 samples/s +Validation at step 4000: Loss = 3.2948, Perplexity = 26.97 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-4000 +Step 4010/20005 | Loss: 3.3060 | LR: 4.57e-04 | 17880.7ms/step | 1.3 samples/s +Step 4020/20005 | Loss: 3.2992 | LR: 4.56e-04 | 2309.9ms/step | 10.4 samples/s +Step 4030/20005 | Loss: 3.2725 | LR: 4.56e-04 | 2311.4ms/step | 10.4 samples/s +Step 4040/20005 | Loss: 3.3014 | LR: 4.56e-04 | 2310.7ms/step | 10.4 samples/s +Step 4050/20005 | Loss: 3.2515 | LR: 4.56e-04 | 2309.1ms/step | 10.4 samples/s +Step 4060/20005 | Loss: 3.2812 | LR: 4.55e-04 | 2309.0ms/step | 10.4 samples/s +Step 4070/20005 | Loss: 3.2827 | LR: 4.55e-04 | 2310.9ms/step | 10.4 samples/s +Step 4080/20005 | Loss: 3.2731 | LR: 4.55e-04 | 2311.5ms/step | 10.4 samples/s +Step 4090/20005 | Loss: 3.2971 | LR: 4.55e-04 | 2310.2ms/step | 10.4 samples/s +Step 4100/20005 | Loss: 3.3017 | LR: 4.55e-04 | 2309.7ms/step | 10.4 samples/s +Step 4110/20005 | Loss: 3.2878 | LR: 4.54e-04 | 2310.2ms/step | 10.4 samples/s +Step 4120/20005 | Loss: 3.2913 | LR: 4.54e-04 | 2311.2ms/step | 10.4 samples/s +Step 4130/20005 | Loss: 3.2752 | LR: 4.54e-04 | 2309.3ms/step | 10.4 samples/s +Step 4140/20005 | Loss: 3.2851 | LR: 4.54e-04 | 2310.0ms/step | 10.4 samples/s +Step 4150/20005 | Loss: 3.2679 | LR: 4.53e-04 | 2309.3ms/step | 10.4 samples/s +Step 4160/20005 | Loss: 3.2765 | LR: 4.53e-04 | 2310.0ms/step | 10.4 samples/s +Step 4170/20005 | Loss: 3.2707 | LR: 4.53e-04 | 2314.3ms/step | 10.4 samples/s +Step 4180/20005 | Loss: 3.2619 | LR: 4.53e-04 | 2310.2ms/step | 10.4 samples/s +Step 4190/20005 | Loss: 3.2897 | LR: 4.52e-04 | 2310.3ms/step | 10.4 samples/s +Step 4200/20005 | Loss: 3.2867 | LR: 4.52e-04 | 2311.5ms/step | 10.4 samples/s +Step 4210/20005 | Loss: 3.2853 | LR: 4.52e-04 | 2307.4ms/step | 10.4 samples/s +Step 4220/20005 | Loss: 3.2685 | LR: 4.52e-04 | 2309.8ms/step | 10.4 samples/s +Step 4230/20005 | Loss: 3.2637 | LR: 4.52e-04 | 2311.1ms/step | 10.4 samples/s +Step 4240/20005 | Loss: 3.2898 | LR: 4.51e-04 | 2310.4ms/step | 10.4 samples/s +Step 4250/20005 | Loss: 3.2819 | LR: 4.51e-04 | 2307.3ms/step | 10.4 samples/s +Validation at step 4250: Loss = 3.2750, Perplexity = 26.44 +Step 4260/20005 | Loss: 3.2865 | LR: 4.51e-04 | 17398.1ms/step | 1.4 samples/s +Step 4270/20005 | Loss: 3.2660 | LR: 4.51e-04 | 2311.6ms/step | 10.4 samples/s +Step 4280/20005 | Loss: 3.2667 | LR: 4.50e-04 | 2308.6ms/step | 10.4 samples/s +Step 4290/20005 | Loss: 3.2558 | LR: 4.50e-04 | 2313.2ms/step | 10.4 samples/s +Step 4300/20005 | Loss: 3.2841 | LR: 4.50e-04 | 2310.4ms/step | 10.4 samples/s +Step 4310/20005 | Loss: 3.2431 | LR: 4.50e-04 | 2313.0ms/step | 10.4 samples/s +Step 4320/20005 | Loss: 3.2726 | LR: 4.49e-04 | 2310.3ms/step | 10.4 samples/s +Step 4330/20005 | Loss: 3.2797 | LR: 4.49e-04 | 2311.5ms/step | 10.4 samples/s +Step 4340/20005 | Loss: 3.2878 | LR: 4.49e-04 | 2311.1ms/step | 10.4 samples/s +Step 4350/20005 | Loss: 3.2529 | LR: 4.49e-04 | 2310.0ms/step | 10.4 samples/s +Step 4360/20005 | Loss: 3.2584 | LR: 4.48e-04 | 2311.0ms/step | 10.4 samples/s +Step 4370/20005 | Loss: 3.3119 | LR: 4.48e-04 | 2311.7ms/step | 10.4 samples/s +Step 4380/20005 | Loss: 3.2548 | LR: 4.48e-04 | 2311.3ms/step | 10.4 samples/s +Step 4390/20005 | Loss: 3.2647 | LR: 4.48e-04 | 2310.6ms/step | 10.4 samples/s +Step 4400/20005 | Loss: 3.2836 | LR: 4.47e-04 | 2310.8ms/step | 10.4 samples/s +Step 4410/20005 | Loss: 3.2683 | LR: 4.47e-04 | 2311.6ms/step | 10.4 samples/s +Step 4420/20005 | Loss: 3.2429 | LR: 4.47e-04 | 2308.5ms/step | 10.4 samples/s +Step 4430/20005 | Loss: 3.2781 | LR: 4.47e-04 | 2311.9ms/step | 10.4 samples/s +Step 4440/20005 | Loss: 3.2903 | LR: 4.46e-04 | 2311.0ms/step | 10.4 samples/s +Step 4450/20005 | Loss: 3.2413 | LR: 4.46e-04 | 2311.3ms/step | 10.4 samples/s +Step 4460/20005 | Loss: 3.2837 | LR: 4.46e-04 | 2309.3ms/step | 10.4 samples/s +Step 4470/20005 | Loss: 3.2438 | LR: 4.46e-04 | 2310.5ms/step | 10.4 samples/s +Step 4480/20005 | Loss: 3.2249 | LR: 4.46e-04 | 2311.7ms/step | 10.4 samples/s +Step 4490/20005 | Loss: 3.2353 | LR: 4.45e-04 | 2312.0ms/step | 10.4 samples/s +Step 4500/20005 | Loss: 3.2586 | LR: 4.45e-04 | 2307.8ms/step | 10.4 samples/s +Validation at step 4500: Loss = 3.2564, Perplexity = 25.95 +Step 4510/20005 | Loss: 3.2608 | LR: 4.45e-04 | 17396.8ms/step | 1.4 samples/s +Step 4520/20005 | Loss: 3.2450 | LR: 4.45e-04 | 2311.3ms/step | 10.4 samples/s +Step 4530/20005 | Loss: 3.2396 | LR: 4.44e-04 | 2309.7ms/step | 10.4 samples/s +Step 4540/20005 | Loss: 3.2508 | LR: 4.44e-04 | 2312.1ms/step | 10.4 samples/s +Step 4550/20005 | Loss: 3.2650 | LR: 4.44e-04 | 2309.1ms/step | 10.4 samples/s +Step 4560/20005 | Loss: 3.2451 | LR: 4.44e-04 | 2309.3ms/step | 10.4 samples/s +Step 4570/20005 | Loss: 3.2474 | LR: 4.43e-04 | 2310.6ms/step | 10.4 samples/s +Step 4580/20005 | Loss: 3.2540 | LR: 4.43e-04 | 2310.1ms/step | 10.4 samples/s +Step 4590/20005 | Loss: 3.2663 | LR: 4.43e-04 | 2308.4ms/step | 10.4 samples/s +Step 4600/20005 | Loss: 3.2718 | LR: 4.43e-04 | 2309.3ms/step | 10.4 samples/s +Step 4610/20005 | Loss: 3.2498 | LR: 4.42e-04 | 2309.9ms/step | 10.4 samples/s +Step 4620/20005 | Loss: 3.2728 | LR: 4.42e-04 | 2309.7ms/step | 10.4 samples/s +Step 4630/20005 | Loss: 3.2559 | LR: 4.42e-04 | 2307.9ms/step | 10.4 samples/s +Step 4640/20005 | Loss: 3.2258 | LR: 4.41e-04 | 2311.5ms/step | 10.4 samples/s +Step 4650/20005 | Loss: 3.2357 | LR: 4.41e-04 | 2446.6ms/step | 9.8 samples/s +Step 4660/20005 | Loss: 3.2495 | LR: 4.41e-04 | 2298.4ms/step | 10.4 samples/s +Step 4670/20005 | Loss: 3.2349 | LR: 4.41e-04 | 2298.9ms/step | 10.4 samples/s +Step 4680/20005 | Loss: 3.2487 | LR: 4.40e-04 | 2298.3ms/step | 10.4 samples/s +Step 4690/20005 | Loss: 3.2556 | LR: 4.40e-04 | 2298.3ms/step | 10.4 samples/s +Step 4700/20005 | Loss: 3.2504 | LR: 4.40e-04 | 2298.6ms/step | 10.4 samples/s +Step 4710/20005 | Loss: 3.2082 | LR: 4.40e-04 | 2300.4ms/step | 10.4 samples/s +Step 4720/20005 | Loss: 3.2445 | LR: 4.39e-04 | 2299.2ms/step | 10.4 samples/s +Step 4730/20005 | Loss: 3.2601 | LR: 4.39e-04 | 2299.9ms/step | 10.4 samples/s +Step 4740/20005 | Loss: 3.2301 | LR: 4.39e-04 | 2298.0ms/step | 10.4 samples/s +Step 4750/20005 | Loss: 3.2471 | LR: 4.39e-04 | 2298.1ms/step | 10.4 samples/s +Validation at step 4750: Loss = 3.2398, Perplexity = 25.53 +Step 4760/20005 | Loss: 3.2145 | LR: 4.38e-04 | 17316.5ms/step | 1.4 samples/s +Step 4770/20005 | Loss: 3.2513 | LR: 4.38e-04 | 2299.2ms/step | 10.4 samples/s +Step 4780/20005 | Loss: 3.2256 | LR: 4.38e-04 | 2298.1ms/step | 10.4 samples/s +Step 4790/20005 | Loss: 3.2478 | LR: 4.38e-04 | 2298.8ms/step | 10.4 samples/s +Step 4800/20005 | Loss: 3.2303 | LR: 4.37e-04 | 2299.6ms/step | 10.4 samples/s +Step 4810/20005 | Loss: 3.2441 | LR: 4.37e-04 | 2299.5ms/step | 10.4 samples/s +Step 4820/20005 | Loss: 3.2271 | LR: 4.37e-04 | 2298.3ms/step | 10.4 samples/s +Step 4830/20005 | Loss: 3.2275 | LR: 4.37e-04 | 2297.8ms/step | 10.4 samples/s +Step 4840/20005 | Loss: 3.2064 | LR: 4.36e-04 | 2300.4ms/step | 10.4 samples/s +Step 4850/20005 | Loss: 3.2338 | LR: 4.36e-04 | 2297.6ms/step | 10.4 samples/s +Step 4860/20005 | Loss: 3.2094 | LR: 4.36e-04 | 2299.8ms/step | 10.4 samples/s +Step 4870/20005 | Loss: 3.2546 | LR: 4.35e-04 | 2299.8ms/step | 10.4 samples/s +Step 4880/20005 | Loss: 3.2223 | LR: 4.35e-04 | 2298.7ms/step | 10.4 samples/s +Step 4890/20005 | Loss: 3.2384 | LR: 4.35e-04 | 2299.7ms/step | 10.4 samples/s +Step 4900/20005 | Loss: 3.2163 | LR: 4.35e-04 | 2300.7ms/step | 10.4 samples/s +Step 4910/20005 | Loss: 3.2368 | LR: 4.34e-04 | 2299.9ms/step | 10.4 samples/s +Step 4920/20005 | Loss: 3.2488 | LR: 4.34e-04 | 2301.9ms/step | 10.4 samples/s +Step 4930/20005 | Loss: 3.2331 | LR: 4.34e-04 | 2298.5ms/step | 10.4 samples/s +Step 4940/20005 | Loss: 3.2078 | LR: 4.34e-04 | 2298.5ms/step | 10.4 samples/s +Step 4950/20005 | Loss: 3.2136 | LR: 4.33e-04 | 2301.1ms/step | 10.4 samples/s +Step 4960/20005 | Loss: 3.2227 | LR: 4.33e-04 | 2298.7ms/step | 10.4 samples/s +Step 4970/20005 | Loss: 3.2171 | LR: 4.33e-04 | 2299.1ms/step | 10.4 samples/s +Step 4980/20005 | Loss: 3.1890 | LR: 4.33e-04 | 2299.5ms/step | 10.4 samples/s +Step 4990/20005 | Loss: 3.2246 | LR: 4.32e-04 | 2299.3ms/step | 10.4 samples/s +Step 5000/20005 | Loss: 3.2077 | LR: 4.32e-04 | 2300.0ms/step | 10.4 samples/s +Validation at step 5000: Loss = 3.2249, Perplexity = 25.15 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-5000 +Step 5010/20005 | Loss: 3.2205 | LR: 4.32e-04 | 17832.7ms/step | 1.3 samples/s +Step 5020/20005 | Loss: 3.2215 | LR: 4.31e-04 | 2299.8ms/step | 10.4 samples/s +Step 5030/20005 | Loss: 3.2351 | LR: 4.31e-04 | 2297.7ms/step | 10.4 samples/s +Step 5040/20005 | Loss: 3.2114 | LR: 4.31e-04 | 2299.1ms/step | 10.4 samples/s +Step 5050/20005 | Loss: 3.2217 | LR: 4.31e-04 | 2299.1ms/step | 10.4 samples/s +Step 5060/20005 | Loss: 3.2202 | LR: 4.30e-04 | 2298.9ms/step | 10.4 samples/s +Step 5070/20005 | Loss: 3.2287 | LR: 4.30e-04 | 2299.1ms/step | 10.4 samples/s +Step 5080/20005 | Loss: 3.2043 | LR: 4.30e-04 | 2299.6ms/step | 10.4 samples/s +Step 5090/20005 | Loss: 3.2417 | LR: 4.30e-04 | 2298.6ms/step | 10.4 samples/s +Step 5100/20005 | Loss: 3.2167 | LR: 4.29e-04 | 2299.2ms/step | 10.4 samples/s +Step 5110/20005 | Loss: 3.1993 | LR: 4.29e-04 | 2299.7ms/step | 10.4 samples/s +Step 5120/20005 | Loss: 3.2129 | LR: 4.29e-04 | 2297.9ms/step | 10.4 samples/s +Step 5130/20005 | Loss: 3.2258 | LR: 4.28e-04 | 2299.5ms/step | 10.4 samples/s +Step 5140/20005 | Loss: 3.2265 | LR: 4.28e-04 | 2300.9ms/step | 10.4 samples/s +Step 5150/20005 | Loss: 3.1969 | LR: 4.28e-04 | 2299.2ms/step | 10.4 samples/s +Step 5160/20005 | Loss: 3.2422 | LR: 4.28e-04 | 2299.0ms/step | 10.4 samples/s +Step 5170/20005 | Loss: 3.1901 | LR: 4.27e-04 | 2298.5ms/step | 10.4 samples/s +Step 5180/20005 | Loss: 3.1797 | LR: 4.27e-04 | 2299.5ms/step | 10.4 samples/s +Step 5190/20005 | Loss: 3.2050 | LR: 4.27e-04 | 2301.1ms/step | 10.4 samples/s +Step 5200/20005 | Loss: 3.2266 | LR: 4.26e-04 | 2299.6ms/step | 10.4 samples/s +Step 5210/20005 | Loss: 3.2000 | LR: 4.26e-04 | 2299.9ms/step | 10.4 samples/s +Step 5220/20005 | Loss: 3.2097 | LR: 4.26e-04 | 2299.5ms/step | 10.4 samples/s +Step 5230/20005 | Loss: 3.2039 | LR: 4.26e-04 | 2299.2ms/step | 10.4 samples/s +Step 5240/20005 | Loss: 3.2095 | LR: 4.25e-04 | 2298.3ms/step | 10.4 samples/s +Step 5250/20005 | Loss: 3.2310 | LR: 4.25e-04 | 2299.3ms/step | 10.4 samples/s +Validation at step 5250: Loss = 3.2101, Perplexity = 24.78 +Step 5260/20005 | Loss: 3.2258 | LR: 4.25e-04 | 17310.0ms/step | 1.4 samples/s +Step 5270/20005 | Loss: 3.2242 | LR: 4.24e-04 | 2299.1ms/step | 10.4 samples/s +Step 5280/20005 | Loss: 3.2015 | LR: 4.24e-04 | 2301.1ms/step | 10.4 samples/s +Step 5290/20005 | Loss: 3.2094 | LR: 4.24e-04 | 2299.6ms/step | 10.4 samples/s +Step 5300/20005 | Loss: 3.1955 | LR: 4.24e-04 | 2299.4ms/step | 10.4 samples/s +Step 5310/20005 | Loss: 3.2315 | LR: 4.23e-04 | 2297.9ms/step | 10.4 samples/s +Step 5320/20005 | Loss: 3.1858 | LR: 4.23e-04 | 2298.1ms/step | 10.4 samples/s +Step 5330/20005 | Loss: 3.1962 | LR: 4.23e-04 | 2299.9ms/step | 10.4 samples/s +Step 5340/20005 | Loss: 3.1937 | LR: 4.22e-04 | 2298.3ms/step | 10.4 samples/s +Step 5350/20005 | Loss: 3.2127 | LR: 4.22e-04 | 2300.7ms/step | 10.4 samples/s +Step 5360/20005 | Loss: 3.2047 | LR: 4.22e-04 | 2301.9ms/step | 10.4 samples/s +Step 5370/20005 | Loss: 3.2220 | LR: 4.22e-04 | 2298.1ms/step | 10.4 samples/s +Step 5380/20005 | Loss: 3.2102 | LR: 4.21e-04 | 2299.9ms/step | 10.4 samples/s +Step 5390/20005 | Loss: 3.1818 | LR: 4.21e-04 | 2296.4ms/step | 10.5 samples/s +Step 5400/20005 | Loss: 3.2025 | LR: 4.21e-04 | 2298.5ms/step | 10.4 samples/s +Step 5410/20005 | Loss: 3.1776 | LR: 4.20e-04 | 2300.0ms/step | 10.4 samples/s +Step 5420/20005 | Loss: 3.2156 | LR: 4.20e-04 | 2297.9ms/step | 10.4 samples/s +Step 5430/20005 | Loss: 3.2140 | LR: 4.20e-04 | 2299.6ms/step | 10.4 samples/s +Step 5440/20005 | Loss: 3.1654 | LR: 4.20e-04 | 2298.8ms/step | 10.4 samples/s +Step 5450/20005 | Loss: 3.2195 | LR: 4.19e-04 | 2301.8ms/step | 10.4 samples/s +Step 5460/20005 | Loss: 3.1934 | LR: 4.19e-04 | 2299.4ms/step | 10.4 samples/s +Step 5470/20005 | Loss: 3.1904 | LR: 4.19e-04 | 2301.0ms/step | 10.4 samples/s +Step 5480/20005 | Loss: 3.1763 | LR: 4.18e-04 | 2300.1ms/step | 10.4 samples/s +Step 5490/20005 | Loss: 3.1838 | LR: 4.18e-04 | 2297.5ms/step | 10.4 samples/s +Step 5500/20005 | Loss: 3.1913 | LR: 4.18e-04 | 2300.6ms/step | 10.4 samples/s +Validation at step 5500: Loss = 3.1960, Perplexity = 24.43 +Step 5510/20005 | Loss: 3.1761 | LR: 4.17e-04 | 17306.9ms/step | 1.4 samples/s +Step 5520/20005 | Loss: 3.2122 | LR: 4.17e-04 | 2298.0ms/step | 10.4 samples/s +Step 5530/20005 | Loss: 3.1874 | LR: 4.17e-04 | 2298.5ms/step | 10.4 samples/s +Step 5540/20005 | Loss: 3.2022 | LR: 4.17e-04 | 2300.2ms/step | 10.4 samples/s +Step 5550/20005 | Loss: 3.2076 | LR: 4.16e-04 | 2299.6ms/step | 10.4 samples/s +Step 5560/20005 | Loss: 3.2150 | LR: 4.16e-04 | 2297.4ms/step | 10.4 samples/s +Step 5570/20005 | Loss: 3.2023 | LR: 4.16e-04 | 2299.4ms/step | 10.4 samples/s +Step 5580/20005 | Loss: 3.1716 | LR: 4.15e-04 | 2298.3ms/step | 10.4 samples/s +Step 5590/20005 | Loss: 3.1930 | LR: 4.15e-04 | 2438.2ms/step | 9.8 samples/s +Step 5600/20005 | Loss: 3.1883 | LR: 4.15e-04 | 2298.3ms/step | 10.4 samples/s +Step 5610/20005 | Loss: 3.1919 | LR: 4.15e-04 | 2295.7ms/step | 10.5 samples/s +Step 5620/20005 | Loss: 3.2078 | LR: 4.14e-04 | 2297.0ms/step | 10.4 samples/s +Step 5630/20005 | Loss: 3.1685 | LR: 4.14e-04 | 2298.5ms/step | 10.4 samples/s +Step 5640/20005 | Loss: 3.2065 | LR: 4.14e-04 | 2298.9ms/step | 10.4 samples/s +Step 5650/20005 | Loss: 3.1772 | LR: 4.13e-04 | 2299.9ms/step | 10.4 samples/s +Step 5660/20005 | Loss: 3.1739 | LR: 4.13e-04 | 2299.5ms/step | 10.4 samples/s +Step 5670/20005 | Loss: 3.1828 | LR: 4.13e-04 | 2299.4ms/step | 10.4 samples/s +Step 5680/20005 | Loss: 3.1828 | LR: 4.12e-04 | 2301.4ms/step | 10.4 samples/s +Step 5690/20005 | Loss: 3.1874 | LR: 4.12e-04 | 2300.8ms/step | 10.4 samples/s +Step 5700/20005 | Loss: 3.1741 | LR: 4.12e-04 | 2298.7ms/step | 10.4 samples/s +Step 5710/20005 | Loss: 3.1700 | LR: 4.12e-04 | 2298.5ms/step | 10.4 samples/s +Step 5720/20005 | Loss: 3.1818 | LR: 4.11e-04 | 2298.1ms/step | 10.4 samples/s +Step 5730/20005 | Loss: 3.1372 | LR: 4.11e-04 | 2298.7ms/step | 10.4 samples/s +Step 5740/20005 | Loss: 3.2102 | LR: 4.11e-04 | 2299.3ms/step | 10.4 samples/s +Step 5750/20005 | Loss: 3.1773 | LR: 4.10e-04 | 2298.6ms/step | 10.4 samples/s +Validation at step 5750: Loss = 3.1817, Perplexity = 24.09 +Step 5760/20005 | Loss: 3.1909 | LR: 4.10e-04 | 17315.2ms/step | 1.4 samples/s +Step 5770/20005 | Loss: 3.2037 | LR: 4.10e-04 | 2302.0ms/step | 10.4 samples/s +Step 5780/20005 | Loss: 3.1790 | LR: 4.09e-04 | 2299.0ms/step | 10.4 samples/s +Step 5790/20005 | Loss: 3.1456 | LR: 4.09e-04 | 2298.2ms/step | 10.4 samples/s +Step 5800/20005 | Loss: 3.1684 | LR: 4.09e-04 | 2299.6ms/step | 10.4 samples/s +Step 5810/20005 | Loss: 3.1825 | LR: 4.08e-04 | 2297.7ms/step | 10.4 samples/s +Step 5820/20005 | Loss: 3.1442 | LR: 4.08e-04 | 2299.3ms/step | 10.4 samples/s +Step 5830/20005 | Loss: 3.1798 | LR: 4.08e-04 | 2298.0ms/step | 10.4 samples/s +Step 5840/20005 | Loss: 3.2001 | LR: 4.08e-04 | 2298.0ms/step | 10.4 samples/s +Step 5850/20005 | Loss: 3.1666 | LR: 4.07e-04 | 2298.5ms/step | 10.4 samples/s +Step 5860/20005 | Loss: 3.1840 | LR: 4.07e-04 | 2299.8ms/step | 10.4 samples/s +Step 5870/20005 | Loss: 3.1763 | LR: 4.07e-04 | 2299.1ms/step | 10.4 samples/s +Step 5880/20005 | Loss: 3.1817 | LR: 4.06e-04 | 2298.6ms/step | 10.4 samples/s +Step 5890/20005 | Loss: 3.1568 | LR: 4.06e-04 | 2298.4ms/step | 10.4 samples/s +Step 5900/20005 | Loss: 3.1609 | LR: 4.06e-04 | 2299.9ms/step | 10.4 samples/s +Step 5910/20005 | Loss: 3.1954 | LR: 4.05e-04 | 2300.1ms/step | 10.4 samples/s +Step 5920/20005 | Loss: 3.1442 | LR: 4.05e-04 | 2299.3ms/step | 10.4 samples/s +Step 5930/20005 | Loss: 3.1578 | LR: 4.05e-04 | 2301.3ms/step | 10.4 samples/s +Step 5940/20005 | Loss: 3.1838 | LR: 4.04e-04 | 2299.9ms/step | 10.4 samples/s +Step 5950/20005 | Loss: 3.1736 | LR: 4.04e-04 | 2299.7ms/step | 10.4 samples/s +Step 5960/20005 | Loss: 3.1779 | LR: 4.04e-04 | 2298.3ms/step | 10.4 samples/s +Step 5970/20005 | Loss: 3.1718 | LR: 4.03e-04 | 2299.0ms/step | 10.4 samples/s +Step 5980/20005 | Loss: 3.1570 | LR: 4.03e-04 | 2299.9ms/step | 10.4 samples/s +Step 5990/20005 | Loss: 3.1823 | LR: 4.03e-04 | 2298.9ms/step | 10.4 samples/s +Step 6000/20005 | Loss: 3.1593 | LR: 4.03e-04 | 2298.8ms/step | 10.4 samples/s +Validation at step 6000: Loss = 3.1698, Perplexity = 23.80 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-6000 +Step 6010/20005 | Loss: 3.1827 | LR: 4.02e-04 | 17816.3ms/step | 1.3 samples/s +Step 6020/20005 | Loss: 3.1507 | LR: 4.02e-04 | 2295.9ms/step | 10.5 samples/s +Step 6030/20005 | Loss: 3.1578 | LR: 4.02e-04 | 2298.2ms/step | 10.4 samples/s +Step 6040/20005 | Loss: 3.1645 | LR: 4.01e-04 | 2297.9ms/step | 10.4 samples/s +Step 6050/20005 | Loss: 3.1627 | LR: 4.01e-04 | 2296.0ms/step | 10.5 samples/s +Step 6060/20005 | Loss: 3.1576 | LR: 4.01e-04 | 2299.7ms/step | 10.4 samples/s +Step 6070/20005 | Loss: 3.1536 | LR: 4.00e-04 | 2298.4ms/step | 10.4 samples/s +Step 6080/20005 | Loss: 3.1656 | LR: 4.00e-04 | 2298.1ms/step | 10.4 samples/s +Step 6090/20005 | Loss: 3.1583 | LR: 4.00e-04 | 2298.6ms/step | 10.4 samples/s +Step 6100/20005 | Loss: 3.1606 | LR: 3.99e-04 | 2296.9ms/step | 10.4 samples/s +Step 6110/20005 | Loss: 3.1783 | LR: 3.99e-04 | 2297.6ms/step | 10.4 samples/s +Step 6120/20005 | Loss: 3.1647 | LR: 3.99e-04 | 2297.8ms/step | 10.4 samples/s +Step 6130/20005 | Loss: 3.1640 | LR: 3.98e-04 | 2297.8ms/step | 10.4 samples/s +Step 6140/20005 | Loss: 3.1640 | LR: 3.98e-04 | 2297.7ms/step | 10.4 samples/s +Step 6150/20005 | Loss: 3.1779 | LR: 3.98e-04 | 2298.6ms/step | 10.4 samples/s +Step 6160/20005 | Loss: 3.1703 | LR: 3.97e-04 | 2300.6ms/step | 10.4 samples/s +Step 6170/20005 | Loss: 3.1528 | LR: 3.97e-04 | 2300.2ms/step | 10.4 samples/s +Step 6180/20005 | Loss: 3.1592 | LR: 3.97e-04 | 2299.6ms/step | 10.4 samples/s +Step 6190/20005 | Loss: 3.1413 | LR: 3.96e-04 | 2300.0ms/step | 10.4 samples/s +Step 6200/20005 | Loss: 3.1226 | LR: 3.96e-04 | 2297.7ms/step | 10.4 samples/s +Step 6210/20005 | Loss: 3.1727 | LR: 3.96e-04 | 2297.7ms/step | 10.4 samples/s +Step 6220/20005 | Loss: 3.1433 | LR: 3.96e-04 | 2299.8ms/step | 10.4 samples/s +Step 6230/20005 | Loss: 3.1535 | LR: 3.95e-04 | 2299.0ms/step | 10.4 samples/s +Step 6240/20005 | Loss: 3.1380 | LR: 3.95e-04 | 2297.9ms/step | 10.4 samples/s +Step 6250/20005 | Loss: 3.1582 | LR: 3.95e-04 | 2299.7ms/step | 10.4 samples/s +Validation at step 6250: Loss = 3.1600, Perplexity = 23.57 +Step 6260/20005 | Loss: 3.1675 | LR: 3.94e-04 | 17381.9ms/step | 1.4 samples/s +Step 6270/20005 | Loss: 3.1477 | LR: 3.94e-04 | 2307.7ms/step | 10.4 samples/s +Step 6280/20005 | Loss: 3.1233 | LR: 3.94e-04 | 2307.6ms/step | 10.4 samples/s +Step 6290/20005 | Loss: 3.1457 | LR: 3.93e-04 | 2310.5ms/step | 10.4 samples/s +Step 6300/20005 | Loss: 3.1708 | LR: 3.93e-04 | 2309.0ms/step | 10.4 samples/s +Step 6310/20005 | Loss: 3.1623 | LR: 3.93e-04 | 2310.1ms/step | 10.4 samples/s +Step 6320/20005 | Loss: 3.1580 | LR: 3.92e-04 | 2309.4ms/step | 10.4 samples/s +Step 6330/20005 | Loss: 3.1641 | LR: 3.92e-04 | 2310.1ms/step | 10.4 samples/s +Step 6340/20005 | Loss: 3.1829 | LR: 3.92e-04 | 2310.0ms/step | 10.4 samples/s +Step 6350/20005 | Loss: 3.1605 | LR: 3.91e-04 | 2309.3ms/step | 10.4 samples/s +Step 6360/20005 | Loss: 3.1638 | LR: 3.91e-04 | 2310.6ms/step | 10.4 samples/s +Step 6370/20005 | Loss: 3.1825 | LR: 3.91e-04 | 2307.1ms/step | 10.4 samples/s +Step 6380/20005 | Loss: 3.1334 | LR: 3.90e-04 | 2308.3ms/step | 10.4 samples/s +Step 6390/20005 | Loss: 3.1387 | LR: 3.90e-04 | 2308.7ms/step | 10.4 samples/s +Step 6400/20005 | Loss: 3.1453 | LR: 3.90e-04 | 2309.8ms/step | 10.4 samples/s +Step 6410/20005 | Loss: 3.1380 | LR: 3.89e-04 | 2310.8ms/step | 10.4 samples/s +Step 6420/20005 | Loss: 3.1172 | LR: 3.89e-04 | 2309.1ms/step | 10.4 samples/s +Step 6430/20005 | Loss: 3.1523 | LR: 3.89e-04 | 2309.2ms/step | 10.4 samples/s +Step 6440/20005 | Loss: 3.1687 | LR: 3.88e-04 | 2308.9ms/step | 10.4 samples/s +Step 6450/20005 | Loss: 3.1506 | LR: 3.88e-04 | 2307.1ms/step | 10.4 samples/s +Step 6460/20005 | Loss: 3.1600 | LR: 3.88e-04 | 2309.8ms/step | 10.4 samples/s +Step 6470/20005 | Loss: 3.1243 | LR: 3.87e-04 | 2308.2ms/step | 10.4 samples/s +Step 6480/20005 | Loss: 3.1792 | LR: 3.87e-04 | 2308.3ms/step | 10.4 samples/s +Step 6490/20005 | Loss: 3.1123 | LR: 3.87e-04 | 2306.4ms/step | 10.4 samples/s +Step 6500/20005 | Loss: 3.1190 | LR: 3.86e-04 | 2307.4ms/step | 10.4 samples/s +Validation at step 6500: Loss = 3.1479, Perplexity = 23.29 +Step 6510/20005 | Loss: 3.1297 | LR: 3.86e-04 | 17384.4ms/step | 1.4 samples/s +Step 6520/20005 | Loss: 3.1216 | LR: 3.86e-04 | 2307.5ms/step | 10.4 samples/s +Step 6530/20005 | Loss: 3.1484 | LR: 3.85e-04 | 2311.2ms/step | 10.4 samples/s +Step 6540/20005 | Loss: 3.1367 | LR: 3.85e-04 | 2448.8ms/step | 9.8 samples/s +Step 6550/20005 | Loss: 3.1073 | LR: 3.85e-04 | 2310.6ms/step | 10.4 samples/s +Step 6560/20005 | Loss: 3.1410 | LR: 3.84e-04 | 2309.6ms/step | 10.4 samples/s +Step 6570/20005 | Loss: 3.1222 | LR: 3.84e-04 | 2309.8ms/step | 10.4 samples/s +Step 6580/20005 | Loss: 3.1125 | LR: 3.84e-04 | 2307.4ms/step | 10.4 samples/s +Step 6590/20005 | Loss: 3.1591 | LR: 3.83e-04 | 2309.5ms/step | 10.4 samples/s +Step 6600/20005 | Loss: 3.1448 | LR: 3.83e-04 | 2309.3ms/step | 10.4 samples/s +Step 6610/20005 | Loss: 3.1424 | LR: 3.83e-04 | 2315.0ms/step | 10.4 samples/s +Step 6620/20005 | Loss: 3.1445 | LR: 3.82e-04 | 2311.5ms/step | 10.4 samples/s +Step 6630/20005 | Loss: 3.1631 | LR: 3.82e-04 | 2311.4ms/step | 10.4 samples/s +Step 6640/20005 | Loss: 3.1128 | LR: 3.82e-04 | 2310.6ms/step | 10.4 samples/s +Step 6650/20005 | Loss: 3.1287 | LR: 3.81e-04 | 2309.5ms/step | 10.4 samples/s +Step 6660/20005 | Loss: 3.1049 | LR: 3.81e-04 | 2309.8ms/step | 10.4 samples/s +Step 6670/20005 | Loss: 3.1483 | LR: 3.81e-04 | 2308.2ms/step | 10.4 samples/s +Step 6680/20005 | Loss: 3.1597 | LR: 3.80e-04 | 2306.4ms/step | 10.4 samples/s +Step 6690/20005 | Loss: 3.1623 | LR: 3.80e-04 | 2309.8ms/step | 10.4 samples/s +Step 6700/20005 | Loss: 3.1066 | LR: 3.80e-04 | 2307.7ms/step | 10.4 samples/s +Step 6710/20005 | Loss: 3.1409 | LR: 3.79e-04 | 2306.2ms/step | 10.4 samples/s +Step 6720/20005 | Loss: 3.1201 | LR: 3.79e-04 | 2310.4ms/step | 10.4 samples/s +Step 6730/20005 | Loss: 3.1068 | LR: 3.79e-04 | 2304.8ms/step | 10.4 samples/s +Step 6740/20005 | Loss: 3.1531 | LR: 3.78e-04 | 2307.4ms/step | 10.4 samples/s +Step 6750/20005 | Loss: 3.1253 | LR: 3.78e-04 | 2307.8ms/step | 10.4 samples/s +Validation at step 6750: Loss = 3.1378, Perplexity = 23.05 +Step 6760/20005 | Loss: 3.1392 | LR: 3.78e-04 | 17374.3ms/step | 1.4 samples/s +Step 6770/20005 | Loss: 3.1322 | LR: 3.77e-04 | 2308.2ms/step | 10.4 samples/s +Step 6780/20005 | Loss: 3.1549 | LR: 3.77e-04 | 2307.2ms/step | 10.4 samples/s +Step 6790/20005 | Loss: 3.1386 | LR: 3.77e-04 | 2307.5ms/step | 10.4 samples/s +Step 6800/20005 | Loss: 3.1426 | LR: 3.76e-04 | 2309.3ms/step | 10.4 samples/s +Step 6810/20005 | Loss: 3.1542 | LR: 3.76e-04 | 2309.5ms/step | 10.4 samples/s +Step 6820/20005 | Loss: 3.1231 | LR: 3.75e-04 | 2307.5ms/step | 10.4 samples/s +Step 6830/20005 | Loss: 3.1262 | LR: 3.75e-04 | 2309.7ms/step | 10.4 samples/s +Step 6840/20005 | Loss: 3.1451 | LR: 3.75e-04 | 2308.5ms/step | 10.4 samples/s +Step 6850/20005 | Loss: 3.1656 | LR: 3.74e-04 | 2308.2ms/step | 10.4 samples/s +Step 6860/20005 | Loss: 3.1389 | LR: 3.74e-04 | 2308.5ms/step | 10.4 samples/s +Step 6870/20005 | Loss: 3.1291 | LR: 3.74e-04 | 2306.9ms/step | 10.4 samples/s +Step 6880/20005 | Loss: 3.1172 | LR: 3.73e-04 | 2308.1ms/step | 10.4 samples/s +Step 6890/20005 | Loss: 3.1212 | LR: 3.73e-04 | 2307.3ms/step | 10.4 samples/s +Step 6900/20005 | Loss: 3.1467 | LR: 3.73e-04 | 2307.8ms/step | 10.4 samples/s +Step 6910/20005 | Loss: 3.1277 | LR: 3.72e-04 | 2309.5ms/step | 10.4 samples/s +Step 6920/20005 | Loss: 3.1407 | LR: 3.72e-04 | 2309.1ms/step | 10.4 samples/s +Step 6930/20005 | Loss: 3.1364 | LR: 3.72e-04 | 2306.6ms/step | 10.4 samples/s +Step 6940/20005 | Loss: 3.1403 | LR: 3.71e-04 | 2308.1ms/step | 10.4 samples/s +Step 6950/20005 | Loss: 3.1120 | LR: 3.71e-04 | 2306.7ms/step | 10.4 samples/s +Step 6960/20005 | Loss: 3.1028 | LR: 3.71e-04 | 2307.2ms/step | 10.4 samples/s +Step 6970/20005 | Loss: 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MainThread:8134 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/wandb/run-20260517_042355-hi2z3jh6/logs/debug.log +2026-05-17 04:23:55,206 INFO MainThread:8134 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/wandb/run-20260517_042355-hi2z3jh6/logs/debug-internal.log +2026-05-17 04:23:55,206 INFO MainThread:8134 [wandb_init.py:init():851] calling init triggers +2026-05-17 04:23:55,207 INFO MainThread:8134 [wandb_init.py:init():856] 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/tokenized', 'val_path': None, 'max_seq_length': 8192, 'num_workers': 8, 'output_dir': 'checkpoints/run_20260517_023855', 'resume_from_checkpoint': 'checkpoints/run_20260517_023855/checkpoint-1000', 'force_new_run': False, 'num_epochs': 1, 'max_steps': 20005, 'per_device_batch_size': 3, 'gradient_accumulation_steps': 8, 'learning_rate': 0.0005, 'weight_decay': 0.01, 'warmup_steps': 250, 'lr_scheduler': 'cosine', 'max_grad_norm': 1.0, 'save_steps': 1000, 'eval_steps': 250, 'eval_batches': 200, 'logging_steps': 10, 'seed': 42, 'verbose': True, 'checkpoint_activations': False, 'strategy': 'ddp', 'mixed_precision': 'bf16', 'wandb_enabled': True, 'wandb_project': 'stochastic_sparsity', 'wandb_name': 'sparse 30%', 'wandb_tags': ['qwen3', '0.6b'], 'attention_type': 'sparse_stochastic', 'sparse_block_size': 128, 'sparse_num_random_blocks': 18, 'sparse_mask_pool_size': 2000, 'sparse_val_dense_compare': False, 'sparse_layer_indices': None, 'sparse_mask_cache_dir': '/mloscratch/homes/navasard/sparse/mask_cache_19', 'dense_mode': False, '_wandb': {}} +2026-05-17 04:23:55,208 INFO MainThread:8134 [wandb_init.py:init():899] starting backend +2026-05-17 04:23:55,445 INFO MainThread:8134 [wandb_init.py:init():914] sending inform_init request +2026-05-17 04:23:55,776 INFO MainThread:8134 [wandb_init.py:init():919] backend started and connected +2026-05-17 04:23:55,780 INFO MainThread:8134 [wandb_init.py:init():989] updated telemetry +2026-05-17 04:23:55,781 INFO MainThread:8134 [wandb_init.py:init():1012] communicating run to backend with 90.0 second timeout +2026-05-17 04:23:56,241 INFO MainThread:8134 [wandb_init.py:init():1052] run resumed +2026-05-17 04:23:56,243 INFO MainThread:8134 [wandb_init.py:init():1057] starting run threads in backend +2026-05-17 04:23:56,330 INFO MainThread:8134 [wandb_run.py:_console_start():2509] atexit reg +2026-05-17 04:23:56,330 INFO MainThread:8134 [wandb_run.py:_redirect():2359] redirect: wrap_raw +2026-05-17 04:23:56,330 INFO MainThread:8134 [wandb_run.py:_redirect():2428] Wrapping output streams. +2026-05-17 04:23:56,330 INFO MainThread:8134 [wandb_run.py:_redirect():2451] Redirects installed. +2026-05-17 04:23:56,333 INFO MainThread:8134 [wandb_init.py:init():1095] run started, returning control to user process diff --git a/epfl_final/wandb/run-20260517_042355-hi2z3jh6/run-hi2z3jh6.wandb b/epfl_final/wandb/run-20260517_042355-hi2z3jh6/run-hi2z3jh6.wandb new file mode 100644 index 0000000000000000000000000000000000000000..5020e4f1a6448c10c936c8247af3c86220584a0e --- /dev/null +++ b/epfl_final/wandb/run-20260517_042355-hi2z3jh6/run-hi2z3jh6.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ae3e89bf03bd4a61c3c1712b51c22352c0e82748e6879193e2e8e81236e244ee +size 2916352 diff --git a/epfl_final/wandb/run-20260517_162018-hi2z3jh6/files/output.log b/epfl_final/wandb/run-20260517_162018-hi2z3jh6/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..b447dabc843b5e5c61fcb0779c8f28e2d1398c81 --- /dev/null +++ b/epfl_final/wandb/run-20260517_162018-hi2z3jh6/files/output.log @@ -0,0 +1,1576 @@ +Running config: +{ + "model_path": "/mloscratch/homes/navasard/qwen3_06b_base", + "model_dtype": "bfloat16", + "init_from_scratch": true, + "train_path": "/mloscratch/homes/navasard/data/fineweb/tokenized", + "val_path": null, + "max_seq_length": 8192, + "num_workers": 8, + "output_dir": "checkpoints/run_20260517_023855", + "resume_from_checkpoint": "checkpoints/run_20260517_023855/checkpoint-6000", + "force_new_run": false, + "num_epochs": 1, + "max_steps": 20005, + "per_device_batch_size": 3, + "gradient_accumulation_steps": 8, + "learning_rate": 0.0005, + "weight_decay": 0.01, + "warmup_steps": 250, + "lr_scheduler": "cosine", + "max_grad_norm": 1.0, + "save_steps": 1000, + "eval_steps": 250, + "eval_batches": 200, + "logging_steps": 10, + "seed": 42, + "verbose": true, + "checkpoint_activations": false, + "strategy": "ddp", + "mixed_precision": "bf16", + "wandb_enabled": true, + "wandb_project": "stochastic_sparsity", + "wandb_name": "sparse 30%", + "wandb_tags": [ + "qwen3", + "0.6b" + ], + "attention_type": "sparse_stochastic", + "sparse_block_size": 128, + "sparse_num_random_blocks": 18, + "sparse_mask_pool_size": 2000, + "sparse_val_dense_compare": false, + "sparse_layer_indices": null, + "sparse_mask_cache_dir": "/mloscratch/homes/navasard/sparse/mask_cache_19", + "dense_mode": false +} +Loading tokenizer from /mloscratch/homes/navasard/qwen3_06b_base... +Resuming from checkpoint: checkpoints/run_20260517_023855/checkpoint-6000 +Checkpoint activations: False + + +================================================================================ +MODEL ARCHITECTURE +================================================================================ +Model config: + vocab_size: 151936 + hidden_size: 1024 + num_hidden_layers: 28 + num_attention_heads: 16 + num_key_value_heads: 8 + head_dim: 128 + intermediate_size: 3072 + max_position_embeddings: 32768 + rope_theta: 1000000 + attention_type: sparse_stochastic + sparse_block_size: 128 + sparse_num_random_blocks: 18 + sparse_mask_pool_size: 2000 + sparse_max_seq_length: 8192 + +Parameter count: + Total parameters: 596,049,920 + Trainable parameters: 596,049,920 + Non-trainable parameters: 0 + Model size (BF16): 1.19 GB + +-------------------------------------------------------------------------------- +LAYER-BY-LAYER SUMMARY +-------------------------------------------------------------------------------- +/home/navasard/.local/lib/python3.10/site-packages/torch/nn/attention/flex_attention.py:2055: UserWarning: flex_attention called without torch.compile() - this will use an unfused implementation that materializes the full scores matrix instead of generating a fused kernel. + +SOLUTION: Use torch.compile(flex_attention)(...) + +If you want to debug your score_mod/mask_mod, you can set: +torch.nn.attention.flex_attention._FLEX_ATTENTION_DISABLE_COMPILE_DEBUG = True + +This will allow you to use print statements or breakpoints. Note: This doesn't work with the backwards pass and may produce incorrect results. + _warn_once( +================================================================================================================================================================ +Layer (type:depth-idx) Input Shape Output Shape Param # Trainable +================================================================================================================================================================ +Qwen3ForCausalLM [3, 8192] -- -- True +├─Qwen3Model: 1-1 -- [3, 8192, 1024] -- True +│ └─Embedding: 2-1 [3, 8192] [3, 8192, 1024] 155,582,464 True +│ └─ModuleList: 2-2 -- -- -- True +│ │ └─Qwen3DecoderLayer: 3-1 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-2 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-3 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-4 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-5 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-6 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-7 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-8 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-9 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-10 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-11 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-12 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-13 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-14 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-15 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-16 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-17 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-18 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-19 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-20 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-21 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-22 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-23 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-24 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-25 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-26 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-27 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-28 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ └─Qwen3RMSNorm: 2-3 [3, 8192, 1024] [3, 8192, 1024] 1,024 True +├─Linear: 1-2 [3, 8192, 1024] [3, 8192, 151936] 155,582,464 True +================================================================================================================================================================ +Total params: 751,632,384 +Trainable params: 751,632,384 +Non-trainable params: 0 +Total mult-adds (G): 2.25 +================================================================================================================================================================ +Input size (MB): 0.20 +Forward/backward pass size (MB): 63052.97 +Params size (MB): 1503.26 +Estimated Total Size (MB): 64556.43 +================================================================================================================================================================ +================================================================================ + +Loading dataset from /mloscratch/homes/navasard/data/fineweb/tokenized... +Using pre-tokenized dataset (no runtime tokenization) +Loading pre-tokenized HF dataset from /mloscratch/homes/navasard/data/fineweb/tokenized... +Loaded 5088012 pre-tokenized examples (stored_len=2048, pack_factor=4, packed_examples=1272003) +Dataset split: 1017602 train, 254401 validation +Training examples (packed, train split): 1017602 +Validation examples (packed, val split): 254401 +Per-device batch size: 3 +World size (GPUs): 1 +Gradient accumulation steps: 8 +Effective batch size (seqs/step): 24 +Sequence length: 8192 +Tokens per optimizer step: 196,608 +Micro-batches per epoch (per rank): 339200 +Optimizer steps per epoch: 42400 +Total optimizer steps: 20005 (capped by max_steps; 0.47 epochs) +Loading checkpoint from checkpoints/run_20260517_023855/checkpoint-6000... +Resumed from checkpoint at step 5999 (epoch 0, micro_step 48008) +Resuming training from step 5999 +Starting training... +Step 6000/20005 | Loss: 0.3133 | LR: 4.03e-04 | 156790.8ms/step | 0.2 samples/s +wandb: WARNING Tried to log to step 6000 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 6000: Loss = 3.1698, Perplexity = 23.80 +wandb: WARNING Tried to log to step 6000 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-6000 +Step 6010/20005 | Loss: 3.1648 | LR: 4.02e-04 | 20208.6ms/step | 1.2 samples/s +wandb: WARNING Tried to log to step 6010 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6020/20005 | Loss: 3.1615 | LR: 4.02e-04 | 2313.7ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6020 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6030/20005 | Loss: 3.1768 | LR: 4.02e-04 | 2330.5ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6030 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6040/20005 | Loss: 3.1689 | LR: 4.01e-04 | 2318.3ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6040 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6050/20005 | Loss: 3.1847 | LR: 4.01e-04 | 2318.1ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6050 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6060/20005 | Loss: 3.1547 | LR: 4.01e-04 | 2319.4ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6060 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6070/20005 | Loss: 3.1356 | LR: 4.00e-04 | 2320.4ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6070 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6080/20005 | Loss: 3.1712 | LR: 4.00e-04 | 2317.5ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6080 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6090/20005 | Loss: 3.1694 | LR: 4.00e-04 | 2332.2ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6090 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6100/20005 | Loss: 3.1739 | LR: 3.99e-04 | 2320.3ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6100 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6110/20005 | Loss: 3.1575 | LR: 3.99e-04 | 2318.6ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6110 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6120/20005 | Loss: 3.1511 | LR: 3.99e-04 | 2322.7ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6120 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6130/20005 | Loss: 3.1327 | LR: 3.98e-04 | 2318.2ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6130 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6140/20005 | Loss: 3.1712 | LR: 3.98e-04 | 2318.9ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6140 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6150/20005 | Loss: 3.1711 | LR: 3.98e-04 | 2316.9ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6150 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6160/20005 | Loss: 3.1690 | LR: 3.97e-04 | 2316.7ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6160 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6170/20005 | Loss: 3.1764 | LR: 3.97e-04 | 2323.1ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6170 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6180/20005 | Loss: 3.1266 | LR: 3.97e-04 | 2329.1ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6180 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6190/20005 | Loss: 3.1574 | LR: 3.96e-04 | 2315.4ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6190 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6200/20005 | Loss: 3.1312 | LR: 3.96e-04 | 2314.4ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6200 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6210/20005 | Loss: 3.1575 | LR: 3.96e-04 | 2337.6ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6210 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6220/20005 | Loss: 3.1316 | LR: 3.95e-04 | 2320.5ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6220 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6230/20005 | Loss: 3.1745 | LR: 3.95e-04 | 2315.5ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6230 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6240/20005 | Loss: 3.1079 | LR: 3.95e-04 | 2313.6ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6240 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6250/20005 | Loss: 3.1430 | LR: 3.95e-04 | 2317.1ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6250 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 6250: Loss = 3.1595, Perplexity = 23.56 +wandb: WARNING Tried to log to step 6250 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6260/20005 | Loss: 3.1326 | LR: 3.94e-04 | 17457.4ms/step | 1.4 samples/s +wandb: WARNING Tried to log to step 6260 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6270/20005 | Loss: 3.1668 | LR: 3.94e-04 | 2325.2ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6270 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6280/20005 | Loss: 3.1389 | LR: 3.94e-04 | 2326.5ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6280 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6290/20005 | Loss: 3.1373 | LR: 3.93e-04 | 2317.0ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6290 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6300/20005 | Loss: 3.1532 | LR: 3.93e-04 | 2314.6ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6300 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6310/20005 | Loss: 3.1509 | LR: 3.93e-04 | 2316.1ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6310 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6320/20005 | Loss: 3.1171 | LR: 3.92e-04 | 2316.3ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6320 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6330/20005 | Loss: 3.1459 | LR: 3.92e-04 | 2315.9ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6330 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6340/20005 | Loss: 3.1308 | LR: 3.92e-04 | 2316.1ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6340 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6350/20005 | Loss: 3.1684 | LR: 3.91e-04 | 2316.0ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6350 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6360/20005 | Loss: 3.1041 | LR: 3.91e-04 | 2319.9ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6360 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6370/20005 | Loss: 3.1298 | LR: 3.91e-04 | 2318.0ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6370 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6380/20005 | Loss: 3.1379 | LR: 3.90e-04 | 2472.9ms/step | 9.7 samples/s +wandb: WARNING Tried to log to step 6380 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6390/20005 | Loss: 3.1550 | LR: 3.90e-04 | 2317.0ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6390 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6400/20005 | Loss: 3.1496 | LR: 3.90e-04 | 2318.0ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6400 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6410/20005 | Loss: 3.1693 | LR: 3.89e-04 | 2316.5ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6410 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6420/20005 | Loss: 3.1273 | LR: 3.89e-04 | 2323.1ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6420 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6430/20005 | Loss: 3.1448 | LR: 3.89e-04 | 2314.2ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6430 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6440/20005 | Loss: 3.1590 | LR: 3.88e-04 | 2314.9ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6440 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6450/20005 | Loss: 3.1292 | LR: 3.88e-04 | 2317.5ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6450 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6460/20005 | Loss: 3.1363 | LR: 3.88e-04 | 2328.6ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6460 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6470/20005 | Loss: 3.1566 | LR: 3.87e-04 | 2316.3ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6470 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6480/20005 | Loss: 3.1385 | LR: 3.87e-04 | 2316.9ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6480 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6490/20005 | Loss: 3.1350 | LR: 3.87e-04 | 2319.8ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6490 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6500/20005 | Loss: 3.1265 | LR: 3.86e-04 | 2315.5ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6500 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 6500: Loss = 3.1487, Perplexity = 23.31 +wandb: WARNING Tried to log to step 6500 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6510/20005 | Loss: 3.1681 | LR: 3.86e-04 | 17468.9ms/step | 1.4 samples/s +wandb: WARNING Tried to log to step 6510 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6520/20005 | Loss: 3.1479 | LR: 3.86e-04 | 2314.6ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6520 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6530/20005 | Loss: 3.1413 | LR: 3.85e-04 | 2318.9ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6530 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6540/20005 | Loss: 3.1458 | LR: 3.85e-04 | 2325.3ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6540 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6550/20005 | Loss: 3.1617 | LR: 3.85e-04 | 2314.2ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6550 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6560/20005 | Loss: 3.1399 | LR: 3.84e-04 | 2318.4ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6560 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6570/20005 | Loss: 3.1357 | LR: 3.84e-04 | 2322.4ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6570 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6580/20005 | Loss: 3.1317 | LR: 3.84e-04 | 2316.4ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6580 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6590/20005 | Loss: 3.1145 | LR: 3.83e-04 | 2316.8ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6590 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6600/20005 | Loss: 3.1128 | LR: 3.83e-04 | 2316.4ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6600 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6610/20005 | Loss: 3.1410 | LR: 3.83e-04 | 2317.5ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6610 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6620/20005 | Loss: 3.1744 | LR: 3.82e-04 | 2315.7ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6620 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6630/20005 | Loss: 3.1404 | LR: 3.82e-04 | 2315.1ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6630 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6640/20005 | Loss: 3.1367 | LR: 3.82e-04 | 2315.8ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6640 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6650/20005 | Loss: 3.1431 | LR: 3.81e-04 | 2314.6ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6650 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6660/20005 | Loss: 3.1553 | LR: 3.81e-04 | 2314.6ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6660 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6670/20005 | Loss: 3.1313 | LR: 3.81e-04 | 2315.5ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6670 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6680/20005 | Loss: 3.1368 | LR: 3.80e-04 | 2316.3ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6680 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6690/20005 | Loss: 3.1366 | LR: 3.80e-04 | 2315.7ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6690 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6700/20005 | Loss: 3.1369 | LR: 3.80e-04 | 2314.3ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6700 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6710/20005 | Loss: 3.1371 | LR: 3.79e-04 | 2319.0ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6710 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6720/20005 | Loss: 3.1325 | LR: 3.79e-04 | 2315.2ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6720 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6730/20005 | Loss: 3.1378 | LR: 3.79e-04 | 2316.5ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6730 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6740/20005 | Loss: 3.1146 | LR: 3.78e-04 | 2319.4ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6740 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6750/20005 | Loss: 3.1461 | LR: 3.78e-04 | 2315.5ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6750 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 6750: Loss = 3.1376, Perplexity = 23.05 +wandb: WARNING Tried to log to step 6750 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6760/20005 | Loss: 3.1080 | LR: 3.78e-04 | 17370.3ms/step | 1.4 samples/s +wandb: WARNING Tried to log to step 6760 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6770/20005 | Loss: 3.1313 | LR: 3.77e-04 | 2315.3ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6770 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6780/20005 | Loss: 3.1589 | LR: 3.77e-04 | 2315.6ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6780 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6790/20005 | Loss: 3.1533 | LR: 3.76e-04 | 2314.1ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6790 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6800/20005 | Loss: 3.1357 | LR: 3.76e-04 | 2314.0ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6800 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6810/20005 | Loss: 3.1360 | LR: 3.76e-04 | 2313.4ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6810 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6820/20005 | Loss: 3.1231 | LR: 3.75e-04 | 2318.9ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6820 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6830/20005 | Loss: 3.1694 | LR: 3.75e-04 | 2317.7ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6830 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6840/20005 | Loss: 3.1356 | LR: 3.75e-04 | 2315.5ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6840 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6850/20005 | Loss: 3.1512 | LR: 3.74e-04 | 2314.0ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6850 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6860/20005 | Loss: 3.1250 | LR: 3.74e-04 | 2315.1ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6860 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6870/20005 | Loss: 3.1182 | LR: 3.74e-04 | 2325.6ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6870 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6880/20005 | Loss: 3.0941 | LR: 3.73e-04 | 2316.6ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6880 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6890/20005 | Loss: 3.1427 | LR: 3.73e-04 | 2313.7ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6890 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6900/20005 | Loss: 3.1209 | LR: 3.73e-04 | 2315.0ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6900 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6910/20005 | Loss: 3.1335 | LR: 3.72e-04 | 2315.0ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6910 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6920/20005 | Loss: 3.1357 | LR: 3.72e-04 | 2318.7ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6920 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6930/20005 | Loss: 3.1215 | LR: 3.72e-04 | 2334.7ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6930 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6940/20005 | Loss: 3.1121 | LR: 3.71e-04 | 2317.9ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6940 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6950/20005 | Loss: 3.1221 | LR: 3.71e-04 | 2316.3ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6950 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6960/20005 | Loss: 3.1441 | LR: 3.71e-04 | 2317.1ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6960 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6970/20005 | Loss: 3.1293 | LR: 3.70e-04 | 2319.0ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6970 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6980/20005 | Loss: 3.0969 | LR: 3.70e-04 | 2315.7ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 6980 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 6990/20005 | Loss: 3.1389 | LR: 3.70e-04 | 2325.0ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 6990 that is less than the current step 6991. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 7000/20005 | Loss: 3.1118 | LR: 3.69e-04 | 2314.5ms/step | 10.4 samples/s +Validation at step 7000: Loss = 3.1278, Perplexity = 22.82 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-7000 +Step 7010/20005 | Loss: 3.1090 | LR: 3.69e-04 | 17848.4ms/step | 1.3 samples/s +Step 7020/20005 | Loss: 3.1279 | LR: 3.69e-04 | 2313.7ms/step | 10.4 samples/s +Step 7030/20005 | Loss: 3.1091 | LR: 3.68e-04 | 2315.4ms/step | 10.4 samples/s +Step 7040/20005 | Loss: 3.1018 | LR: 3.68e-04 | 2316.9ms/step | 10.4 samples/s +Step 7050/20005 | Loss: 3.1127 | LR: 3.67e-04 | 2328.3ms/step | 10.3 samples/s +Step 7060/20005 | Loss: 3.0963 | LR: 3.67e-04 | 2327.9ms/step | 10.3 samples/s +Step 7070/20005 | Loss: 3.1054 | LR: 3.67e-04 | 2315.5ms/step | 10.4 samples/s +Step 7080/20005 | Loss: 3.1187 | LR: 3.66e-04 | 2316.3ms/step | 10.4 samples/s +Step 7090/20005 | Loss: 3.1300 | LR: 3.66e-04 | 2329.8ms/step | 10.3 samples/s +Step 7100/20005 | Loss: 3.1025 | LR: 3.66e-04 | 2329.0ms/step | 10.3 samples/s +Step 7110/20005 | Loss: 3.1029 | LR: 3.65e-04 | 2319.9ms/step | 10.3 samples/s +Step 7120/20005 | Loss: 3.1225 | LR: 3.65e-04 | 2317.8ms/step | 10.4 samples/s +Step 7130/20005 | Loss: 3.0946 | LR: 3.65e-04 | 2317.8ms/step | 10.4 samples/s +Step 7140/20005 | Loss: 3.1110 | LR: 3.64e-04 | 2319.3ms/step | 10.3 samples/s +Step 7150/20005 | Loss: 3.1081 | LR: 3.64e-04 | 2322.5ms/step | 10.3 samples/s +Step 7160/20005 | Loss: 3.1217 | LR: 3.64e-04 | 2321.4ms/step | 10.3 samples/s +Step 7170/20005 | Loss: 3.1284 | LR: 3.63e-04 | 2318.4ms/step | 10.4 samples/s +Step 7180/20005 | Loss: 3.1195 | LR: 3.63e-04 | 2322.3ms/step | 10.3 samples/s +Step 7190/20005 | Loss: 3.1317 | LR: 3.63e-04 | 2316.9ms/step | 10.4 samples/s +Step 7200/20005 | Loss: 3.1087 | LR: 3.62e-04 | 2332.0ms/step | 10.3 samples/s +Step 7210/20005 | Loss: 3.1044 | LR: 3.62e-04 | 2320.7ms/step | 10.3 samples/s +Step 7220/20005 | Loss: 3.1120 | LR: 3.61e-04 | 2324.0ms/step | 10.3 samples/s +Step 7230/20005 | Loss: 3.1092 | LR: 3.61e-04 | 2321.2ms/step | 10.3 samples/s +Step 7240/20005 | Loss: 3.1082 | LR: 3.61e-04 | 2349.4ms/step | 10.2 samples/s +Step 7250/20005 | Loss: 3.0942 | LR: 3.60e-04 | 2325.9ms/step | 10.3 samples/s +Validation at step 7250: Loss = 3.1174, Perplexity = 22.59 +Step 7260/20005 | Loss: 3.0935 | LR: 3.60e-04 | 17478.4ms/step | 1.4 samples/s +Step 7270/20005 | Loss: 3.0896 | LR: 3.60e-04 | 2317.3ms/step | 10.4 samples/s +Step 7280/20005 | Loss: 3.0893 | LR: 3.59e-04 | 2332.2ms/step | 10.3 samples/s +Step 7290/20005 | Loss: 3.1085 | LR: 3.59e-04 | 2324.9ms/step | 10.3 samples/s +Step 7300/20005 | Loss: 3.1167 | LR: 3.59e-04 | 2321.1ms/step | 10.3 samples/s +Step 7310/20005 | Loss: 3.1293 | LR: 3.58e-04 | 2315.6ms/step | 10.4 samples/s +Step 7320/20005 | Loss: 3.1063 | LR: 3.58e-04 | 2321.1ms/step | 10.3 samples/s +Step 7330/20005 | Loss: 3.1177 | LR: 3.58e-04 | 2314.9ms/step | 10.4 samples/s +Step 7340/20005 | Loss: 3.1081 | LR: 3.57e-04 | 2323.4ms/step | 10.3 samples/s +Step 7350/20005 | Loss: 3.1016 | LR: 3.57e-04 | 2317.1ms/step | 10.4 samples/s +Step 7360/20005 | Loss: 3.1013 | LR: 3.56e-04 | 2320.2ms/step | 10.3 samples/s +Step 7370/20005 | Loss: 3.0911 | LR: 3.56e-04 | 2317.5ms/step | 10.4 samples/s +Step 7380/20005 | Loss: 3.1020 | LR: 3.56e-04 | 2327.6ms/step | 10.3 samples/s +Step 7390/20005 | Loss: 3.1231 | LR: 3.55e-04 | 2319.9ms/step | 10.3 samples/s +Step 7400/20005 | Loss: 3.1073 | LR: 3.55e-04 | 2318.6ms/step | 10.4 samples/s +Step 7410/20005 | Loss: 3.1278 | LR: 3.55e-04 | 2320.3ms/step | 10.3 samples/s +Step 7420/20005 | Loss: 3.1223 | LR: 3.54e-04 | 2314.5ms/step | 10.4 samples/s +Step 7430/20005 | Loss: 3.0883 | LR: 3.54e-04 | 2328.5ms/step | 10.3 samples/s +Step 7440/20005 | Loss: 3.1111 | LR: 3.54e-04 | 2315.3ms/step | 10.4 samples/s +Step 7450/20005 | Loss: 3.0750 | LR: 3.53e-04 | 2321.1ms/step | 10.3 samples/s +Step 7460/20005 | Loss: 3.1124 | LR: 3.53e-04 | 2331.9ms/step | 10.3 samples/s +Step 7470/20005 | Loss: 3.0780 | LR: 3.52e-04 | 2321.2ms/step | 10.3 samples/s +Step 7480/20005 | Loss: 3.1012 | LR: 3.52e-04 | 2319.5ms/step | 10.3 samples/s +Step 7490/20005 | Loss: 3.1153 | LR: 3.52e-04 | 2462.5ms/step | 9.7 samples/s +Step 7500/20005 | Loss: 3.0933 | LR: 3.51e-04 | 2321.2ms/step | 10.3 samples/s +Validation at step 7500: Loss = 3.1082, Perplexity = 22.38 +Step 7510/20005 | Loss: 3.1141 | LR: 3.51e-04 | 17571.3ms/step | 1.4 samples/s +Step 7520/20005 | Loss: 3.1095 | LR: 3.51e-04 | 2333.6ms/step | 10.3 samples/s +Step 7530/20005 | Loss: 3.1109 | LR: 3.50e-04 | 2335.9ms/step | 10.3 samples/s +Step 7540/20005 | Loss: 3.0646 | LR: 3.50e-04 | 2345.3ms/step | 10.2 samples/s +Step 7550/20005 | Loss: 3.1298 | LR: 3.50e-04 | 2334.7ms/step | 10.3 samples/s +Step 7560/20005 | Loss: 3.1172 | LR: 3.49e-04 | 2333.7ms/step | 10.3 samples/s +Step 7570/20005 | Loss: 3.0922 | LR: 3.49e-04 | 2343.3ms/step | 10.2 samples/s +Step 7580/20005 | Loss: 3.0983 | LR: 3.48e-04 | 2341.7ms/step | 10.2 samples/s +Step 7590/20005 | Loss: 3.0952 | LR: 3.48e-04 | 2358.6ms/step | 10.2 samples/s +Step 7600/20005 | Loss: 3.1021 | LR: 3.48e-04 | 2339.7ms/step | 10.3 samples/s +Step 7610/20005 | Loss: 3.0987 | LR: 3.47e-04 | 2347.0ms/step | 10.2 samples/s +Step 7620/20005 | Loss: 3.1020 | LR: 3.47e-04 | 2345.0ms/step | 10.2 samples/s +Step 7630/20005 | Loss: 3.0852 | LR: 3.47e-04 | 2355.3ms/step | 10.2 samples/s +Step 7640/20005 | Loss: 3.1136 | LR: 3.46e-04 | 2362.7ms/step | 10.2 samples/s +Step 7650/20005 | Loss: 3.1024 | LR: 3.46e-04 | 2375.6ms/step | 10.1 samples/s +Step 7660/20005 | Loss: 3.1037 | LR: 3.46e-04 | 2360.3ms/step | 10.2 samples/s +Step 7670/20005 | Loss: 3.1106 | LR: 3.45e-04 | 2360.6ms/step | 10.2 samples/s +Step 7680/20005 | Loss: 3.0787 | LR: 3.45e-04 | 2364.0ms/step | 10.2 samples/s +Step 7690/20005 | Loss: 3.1161 | LR: 3.44e-04 | 2361.7ms/step | 10.2 samples/s +Step 7700/20005 | Loss: 3.0922 | LR: 3.44e-04 | 2362.5ms/step | 10.2 samples/s +Step 7710/20005 | Loss: 3.0886 | LR: 3.44e-04 | 2394.7ms/step | 10.0 samples/s +Step 7720/20005 | Loss: 3.0828 | LR: 3.43e-04 | 2365.5ms/step | 10.1 samples/s +Step 7730/20005 | Loss: 3.0834 | LR: 3.43e-04 | 2357.9ms/step | 10.2 samples/s +Step 7740/20005 | Loss: 3.0850 | LR: 3.43e-04 | 2362.4ms/step | 10.2 samples/s +Step 7750/20005 | Loss: 3.0824 | LR: 3.42e-04 | 2363.8ms/step | 10.2 samples/s +Validation at step 7750: Loss = 3.0998, Perplexity = 22.19 +Step 7760/20005 | Loss: 3.0763 | LR: 3.42e-04 | 18007.2ms/step | 1.3 samples/s +Step 7770/20005 | Loss: 3.0966 | LR: 3.41e-04 | 2360.6ms/step | 10.2 samples/s +Step 7780/20005 | Loss: 3.0911 | LR: 3.41e-04 | 2366.9ms/step | 10.1 samples/s +Step 7790/20005 | Loss: 3.0798 | LR: 3.41e-04 | 2358.3ms/step | 10.2 samples/s +Step 7800/20005 | Loss: 3.0851 | LR: 3.40e-04 | 2349.0ms/step | 10.2 samples/s +Step 7810/20005 | Loss: 3.0840 | LR: 3.40e-04 | 2340.8ms/step | 10.3 samples/s +Step 7820/20005 | Loss: 3.0631 | LR: 3.40e-04 | 2351.8ms/step | 10.2 samples/s +Step 7830/20005 | Loss: 3.1142 | LR: 3.39e-04 | 2339.4ms/step | 10.3 samples/s +Step 7840/20005 | Loss: 3.0904 | LR: 3.39e-04 | 2350.9ms/step | 10.2 samples/s +Step 7850/20005 | Loss: 3.0927 | LR: 3.39e-04 | 2347.0ms/step | 10.2 samples/s +Step 7860/20005 | Loss: 3.0929 | LR: 3.38e-04 | 2350.1ms/step | 10.2 samples/s +Step 7870/20005 | Loss: 3.0705 | LR: 3.38e-04 | 2336.3ms/step | 10.3 samples/s +Step 7880/20005 | Loss: 3.1098 | LR: 3.37e-04 | 2340.8ms/step | 10.3 samples/s +Step 7890/20005 | Loss: 3.1037 | LR: 3.37e-04 | 2339.7ms/step | 10.3 samples/s +Step 7900/20005 | Loss: 3.0756 | LR: 3.37e-04 | 2344.1ms/step | 10.2 samples/s +Step 7910/20005 | Loss: 3.0777 | LR: 3.36e-04 | 2338.3ms/step | 10.3 samples/s +Step 7920/20005 | Loss: 3.0720 | LR: 3.36e-04 | 2349.0ms/step | 10.2 samples/s +Step 7930/20005 | Loss: 3.1060 | LR: 3.36e-04 | 2338.3ms/step | 10.3 samples/s +Step 7940/20005 | Loss: 3.0863 | LR: 3.35e-04 | 2344.9ms/step | 10.2 samples/s +Step 7950/20005 | Loss: 3.0850 | LR: 3.35e-04 | 2338.5ms/step | 10.3 samples/s +Step 7960/20005 | Loss: 3.0919 | LR: 3.34e-04 | 2344.4ms/step | 10.2 samples/s +Step 7970/20005 | Loss: 3.0523 | LR: 3.34e-04 | 2336.5ms/step | 10.3 samples/s +Step 7980/20005 | Loss: 3.0766 | LR: 3.34e-04 | 2344.8ms/step | 10.2 samples/s +Step 7990/20005 | Loss: 3.0848 | LR: 3.33e-04 | 2336.8ms/step | 10.3 samples/s +Step 8000/20005 | Loss: 3.0921 | LR: 3.33e-04 | 2340.1ms/step | 10.3 samples/s +Validation at step 8000: Loss = 3.0899, Perplexity = 21.97 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-8000 +Step 8010/20005 | Loss: 3.0939 | LR: 3.33e-04 | 18282.1ms/step | 1.3 samples/s +Step 8020/20005 | Loss: 3.1080 | LR: 3.32e-04 | 2337.5ms/step | 10.3 samples/s +Step 8030/20005 | Loss: 3.0722 | LR: 3.32e-04 | 2347.0ms/step | 10.2 samples/s +Step 8040/20005 | Loss: 3.0782 | LR: 3.31e-04 | 2346.7ms/step | 10.2 samples/s +Step 8050/20005 | Loss: 3.0929 | LR: 3.31e-04 | 2345.9ms/step | 10.2 samples/s +Step 8060/20005 | Loss: 3.0947 | LR: 3.31e-04 | 2346.8ms/step | 10.2 samples/s +Step 8070/20005 | Loss: 3.0703 | LR: 3.30e-04 | 2350.9ms/step | 10.2 samples/s +Step 8080/20005 | Loss: 3.0949 | LR: 3.30e-04 | 2343.6ms/step | 10.2 samples/s +Step 8090/20005 | Loss: 3.0864 | LR: 3.30e-04 | 2347.6ms/step | 10.2 samples/s +Step 8100/20005 | Loss: 3.0730 | LR: 3.29e-04 | 2336.5ms/step | 10.3 samples/s +Step 8110/20005 | Loss: 3.0704 | LR: 3.29e-04 | 2342.3ms/step | 10.2 samples/s +Step 8120/20005 | Loss: 3.0875 | LR: 3.28e-04 | 2338.6ms/step | 10.3 samples/s +Step 8130/20005 | Loss: 3.1071 | LR: 3.28e-04 | 2346.5ms/step | 10.2 samples/s +Step 8140/20005 | Loss: 3.0863 | LR: 3.28e-04 | 2339.1ms/step | 10.3 samples/s +Step 8150/20005 | Loss: 3.0799 | LR: 3.27e-04 | 2344.4ms/step | 10.2 samples/s +Step 8160/20005 | Loss: 3.1124 | LR: 3.27e-04 | 2342.2ms/step | 10.2 samples/s +Step 8170/20005 | Loss: 3.0552 | LR: 3.26e-04 | 2346.2ms/step | 10.2 samples/s +Step 8180/20005 | Loss: 3.0945 | LR: 3.26e-04 | 2340.3ms/step | 10.3 samples/s +Step 8190/20005 | Loss: 3.0850 | LR: 3.26e-04 | 2347.4ms/step | 10.2 samples/s +Step 8200/20005 | Loss: 3.0547 | LR: 3.25e-04 | 2339.6ms/step | 10.3 samples/s +Step 8210/20005 | Loss: 3.0720 | LR: 3.25e-04 | 2342.7ms/step | 10.2 samples/s +Step 8220/20005 | Loss: 3.0462 | LR: 3.25e-04 | 2334.5ms/step | 10.3 samples/s +Step 8230/20005 | Loss: 3.1039 | LR: 3.24e-04 | 2349.6ms/step | 10.2 samples/s +Step 8240/20005 | Loss: 3.0833 | LR: 3.24e-04 | 2335.6ms/step | 10.3 samples/s +Step 8250/20005 | Loss: 3.0593 | LR: 3.23e-04 | 2344.0ms/step | 10.2 samples/s +Validation at step 8250: Loss = 3.0809, Perplexity = 21.78 +Step 8260/20005 | Loss: 3.0632 | LR: 3.23e-04 | 17795.2ms/step | 1.3 samples/s +Step 8270/20005 | Loss: 3.0552 | LR: 3.23e-04 | 2342.1ms/step | 10.2 samples/s +Step 8280/20005 | Loss: 3.0759 | LR: 3.22e-04 | 2342.3ms/step | 10.2 samples/s +Step 8290/20005 | Loss: 3.0472 | LR: 3.22e-04 | 2342.7ms/step | 10.2 samples/s +Step 8300/20005 | Loss: 3.0619 | LR: 3.22e-04 | 2346.8ms/step | 10.2 samples/s +Step 8310/20005 | Loss: 3.0539 | LR: 3.21e-04 | 2335.5ms/step | 10.3 samples/s +Step 8320/20005 | Loss: 3.0505 | LR: 3.21e-04 | 2332.0ms/step | 10.3 samples/s +Step 8330/20005 | Loss: 3.0914 | LR: 3.20e-04 | 2334.7ms/step | 10.3 samples/s +Step 8340/20005 | Loss: 3.0528 | LR: 3.20e-04 | 2333.2ms/step | 10.3 samples/s +Step 8350/20005 | Loss: 3.0626 | LR: 3.20e-04 | 2335.1ms/step | 10.3 samples/s +Step 8360/20005 | Loss: 3.0863 | LR: 3.19e-04 | 2325.0ms/step | 10.3 samples/s +Step 8370/20005 | Loss: 3.0555 | LR: 3.19e-04 | 2317.2ms/step | 10.4 samples/s +Step 8380/20005 | Loss: 3.0623 | LR: 3.19e-04 | 2317.2ms/step | 10.4 samples/s +Step 8390/20005 | Loss: 3.0923 | LR: 3.18e-04 | 2322.5ms/step | 10.3 samples/s +Step 8400/20005 | Loss: 3.0744 | LR: 3.18e-04 | 2314.3ms/step | 10.4 samples/s +Step 8410/20005 | Loss: 3.0527 | LR: 3.17e-04 | 2314.3ms/step | 10.4 samples/s +Step 8420/20005 | Loss: 3.0803 | LR: 3.17e-04 | 2430.1ms/step | 9.9 samples/s +Step 8430/20005 | Loss: 3.0604 | LR: 3.17e-04 | 2334.1ms/step | 10.3 samples/s +Step 8440/20005 | Loss: 3.0608 | LR: 3.16e-04 | 2400.3ms/step | 10.0 samples/s +Step 8450/20005 | Loss: 3.0613 | LR: 3.16e-04 | 2362.0ms/step | 10.2 samples/s +Step 8460/20005 | Loss: 3.0750 | LR: 3.15e-04 | 2350.2ms/step | 10.2 samples/s +Step 8470/20005 | Loss: 3.0820 | LR: 3.15e-04 | 2387.5ms/step | 10.1 samples/s +Step 8480/20005 | Loss: 3.0697 | LR: 3.15e-04 | 2334.0ms/step | 10.3 samples/s +Step 8490/20005 | Loss: 3.0799 | LR: 3.14e-04 | 2339.1ms/step | 10.3 samples/s +Step 8500/20005 | Loss: 3.0790 | LR: 3.14e-04 | 2337.5ms/step | 10.3 samples/s +Validation at step 8500: Loss = 3.0727, Perplexity = 21.60 +Step 8510/20005 | Loss: 3.0771 | LR: 3.14e-04 | 17755.8ms/step | 1.4 samples/s +Step 8520/20005 | Loss: 3.0615 | LR: 3.13e-04 | 2347.0ms/step | 10.2 samples/s +Step 8530/20005 | Loss: 3.0585 | LR: 3.13e-04 | 2335.5ms/step | 10.3 samples/s +Step 8540/20005 | Loss: 3.1019 | LR: 3.12e-04 | 2347.6ms/step | 10.2 samples/s +Step 8550/20005 | Loss: 3.0386 | LR: 3.12e-04 | 2331.8ms/step | 10.3 samples/s +Step 8560/20005 | Loss: 3.0986 | LR: 3.12e-04 | 2346.9ms/step | 10.2 samples/s +Step 8570/20005 | Loss: 3.0647 | LR: 3.11e-04 | 2338.9ms/step | 10.3 samples/s +Step 8580/20005 | Loss: 3.0910 | LR: 3.11e-04 | 2341.4ms/step | 10.3 samples/s +Step 8590/20005 | Loss: 3.0628 | LR: 3.10e-04 | 2349.3ms/step | 10.2 samples/s +Step 8600/20005 | Loss: 3.0543 | LR: 3.10e-04 | 2653.8ms/step | 9.0 samples/s +Step 8610/20005 | Loss: 3.0645 | LR: 3.10e-04 | 2346.9ms/step | 10.2 samples/s +Step 8620/20005 | Loss: 3.1012 | LR: 3.09e-04 | 2338.4ms/step | 10.3 samples/s +Step 8630/20005 | Loss: 3.0711 | LR: 3.09e-04 | 2347.4ms/step | 10.2 samples/s +Step 8640/20005 | Loss: 3.0636 | LR: 3.09e-04 | 2351.2ms/step | 10.2 samples/s +Step 8650/20005 | Loss: 3.0833 | LR: 3.08e-04 | 2347.5ms/step | 10.2 samples/s +Step 8660/20005 | Loss: 3.0738 | LR: 3.08e-04 | 2344.6ms/step | 10.2 samples/s +Step 8670/20005 | Loss: 3.0644 | LR: 3.07e-04 | 2379.0ms/step | 10.1 samples/s +Step 8680/20005 | Loss: 3.0736 | LR: 3.07e-04 | 2352.9ms/step | 10.2 samples/s +Step 8690/20005 | Loss: 3.0570 | LR: 3.07e-04 | 2349.1ms/step | 10.2 samples/s +Step 8700/20005 | Loss: 3.0546 | LR: 3.06e-04 | 2362.7ms/step | 10.2 samples/s +Step 8710/20005 | Loss: 3.0672 | LR: 3.06e-04 | 2350.2ms/step | 10.2 samples/s +Step 8720/20005 | Loss: 3.0603 | LR: 3.05e-04 | 2364.3ms/step | 10.2 samples/s +Step 8730/20005 | Loss: 3.0436 | LR: 3.05e-04 | 2365.2ms/step | 10.1 samples/s +Step 8740/20005 | Loss: 3.0339 | LR: 3.05e-04 | 2361.2ms/step | 10.2 samples/s +Step 8750/20005 | Loss: 3.0328 | LR: 3.04e-04 | 2352.4ms/step | 10.2 samples/s +Validation at step 8750: Loss = 3.0652, Perplexity = 21.44 +Step 8760/20005 | Loss: 3.0901 | LR: 3.04e-04 | 17898.0ms/step | 1.3 samples/s +Step 8770/20005 | Loss: 3.0561 | LR: 3.03e-04 | 2347.8ms/step | 10.2 samples/s +Step 8780/20005 | Loss: 3.0745 | LR: 3.03e-04 | 2344.9ms/step | 10.2 samples/s +Step 8790/20005 | Loss: 3.0712 | LR: 3.03e-04 | 2390.7ms/step | 10.0 samples/s +Step 8800/20005 | Loss: 3.0672 | LR: 3.02e-04 | 2365.1ms/step | 10.1 samples/s +Step 8810/20005 | Loss: 3.0630 | LR: 3.02e-04 | 2375.0ms/step | 10.1 samples/s +Step 8820/20005 | Loss: 3.0483 | LR: 3.02e-04 | 2385.3ms/step | 10.1 samples/s +Step 8830/20005 | Loss: 3.0619 | LR: 3.01e-04 | 2330.4ms/step | 10.3 samples/s +Step 8840/20005 | Loss: 3.0473 | LR: 3.01e-04 | 2346.2ms/step | 10.2 samples/s +Step 8850/20005 | Loss: 3.0623 | LR: 3.00e-04 | 2341.6ms/step | 10.2 samples/s +Step 8860/20005 | Loss: 3.0418 | LR: 3.00e-04 | 2330.0ms/step | 10.3 samples/s +Step 8870/20005 | Loss: 3.0594 | LR: 3.00e-04 | 2330.7ms/step | 10.3 samples/s +Step 8880/20005 | Loss: 3.0442 | LR: 2.99e-04 | 2443.6ms/step | 9.8 samples/s +Step 8890/20005 | Loss: 3.0485 | LR: 2.99e-04 | 2348.0ms/step | 10.2 samples/s +Step 8900/20005 | Loss: 3.0373 | LR: 2.98e-04 | 2348.0ms/step | 10.2 samples/s +Step 8910/20005 | Loss: 3.0476 | LR: 2.98e-04 | 2370.2ms/step | 10.1 samples/s +Step 8920/20005 | Loss: 3.0502 | LR: 2.98e-04 | 2347.9ms/step | 10.2 samples/s +Step 8930/20005 | Loss: 3.0531 | LR: 2.97e-04 | 2385.2ms/step | 10.1 samples/s +Step 8940/20005 | Loss: 3.0800 | LR: 2.97e-04 | 2361.8ms/step | 10.2 samples/s +Step 8950/20005 | Loss: 3.0669 | LR: 2.96e-04 | 2346.2ms/step | 10.2 samples/s +Step 8960/20005 | Loss: 3.0675 | LR: 2.96e-04 | 2347.9ms/step | 10.2 samples/s +Step 8970/20005 | Loss: 3.0822 | LR: 2.96e-04 | 2457.7ms/step | 9.8 samples/s +Step 8980/20005 | Loss: 3.0474 | LR: 2.95e-04 | 2365.4ms/step | 10.1 samples/s +Step 8990/20005 | Loss: 3.0478 | LR: 2.95e-04 | 2358.8ms/step | 10.2 samples/s +Step 9000/20005 | Loss: 3.0334 | LR: 2.95e-04 | 2371.2ms/step | 10.1 samples/s +Validation at step 9000: Loss = 3.0574, Perplexity = 21.27 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-9000 +Step 9010/20005 | Loss: 3.0623 | LR: 2.94e-04 | 19178.1ms/step | 1.3 samples/s +Step 9020/20005 | Loss: 3.0726 | LR: 2.94e-04 | 2402.8ms/step | 10.0 samples/s +Step 9030/20005 | Loss: 3.0335 | LR: 2.93e-04 | 2463.3ms/step | 9.7 samples/s +Step 9040/20005 | Loss: 3.0205 | LR: 2.93e-04 | 2367.7ms/step | 10.1 samples/s +Step 9050/20005 | Loss: 3.0508 | LR: 2.93e-04 | 2376.3ms/step | 10.1 samples/s +Step 9060/20005 | Loss: 3.0560 | LR: 2.92e-04 | 2368.0ms/step | 10.1 samples/s +Step 9070/20005 | Loss: 3.0719 | LR: 2.92e-04 | 2392.7ms/step | 10.0 samples/s +Step 9080/20005 | Loss: 3.0391 | LR: 2.91e-04 | 2371.1ms/step | 10.1 samples/s +Step 9090/20005 | Loss: 3.0428 | LR: 2.91e-04 | 2374.9ms/step | 10.1 samples/s +Step 9100/20005 | Loss: 3.0545 | LR: 2.91e-04 | 2405.0ms/step | 10.0 samples/s +Step 9110/20005 | Loss: 3.0661 | LR: 2.90e-04 | 2379.9ms/step | 10.1 samples/s +Step 9120/20005 | Loss: 3.0667 | LR: 2.90e-04 | 2377.2ms/step | 10.1 samples/s +Step 9130/20005 | Loss: 3.0438 | LR: 2.89e-04 | 2402.2ms/step | 10.0 samples/s +Step 9140/20005 | Loss: 3.0384 | LR: 2.89e-04 | 2397.5ms/step | 10.0 samples/s +Step 9150/20005 | Loss: 3.0485 | LR: 2.89e-04 | 2398.9ms/step | 10.0 samples/s +Step 9160/20005 | Loss: 3.0586 | LR: 2.88e-04 | 2424.0ms/step | 9.9 samples/s +Step 9170/20005 | Loss: 3.0207 | LR: 2.88e-04 | 2460.8ms/step | 9.8 samples/s +Step 9180/20005 | Loss: 3.0374 | LR: 2.87e-04 | 2482.6ms/step | 9.7 samples/s +Step 9190/20005 | Loss: 3.0601 | LR: 2.87e-04 | 2367.0ms/step | 10.1 samples/s +Step 9200/20005 | Loss: 3.0312 | LR: 2.87e-04 | 2415.9ms/step | 9.9 samples/s +Step 9210/20005 | Loss: 3.0460 | LR: 2.86e-04 | 2399.2ms/step | 10.0 samples/s +Step 9220/20005 | Loss: 3.0180 | LR: 2.86e-04 | 2524.5ms/step | 9.5 samples/s +Step 9230/20005 | Loss: 3.0143 | LR: 2.85e-04 | 2453.0ms/step | 9.8 samples/s +Step 9240/20005 | Loss: 3.0206 | LR: 2.85e-04 | 2366.8ms/step | 10.1 samples/s +Step 9250/20005 | Loss: 3.0464 | LR: 2.85e-04 | 2406.8ms/step | 10.0 samples/s +Validation at step 9250: Loss = 3.0483, Perplexity = 21.08 +Step 9260/20005 | Loss: 3.0443 | LR: 2.84e-04 | 18052.7ms/step | 1.3 samples/s +Step 9270/20005 | Loss: 2.9987 | LR: 2.84e-04 | 2342.4ms/step | 10.2 samples/s +Step 9280/20005 | Loss: 3.0299 | LR: 2.84e-04 | 2356.7ms/step | 10.2 samples/s +Step 9290/20005 | Loss: 3.0650 | LR: 2.83e-04 | 2362.8ms/step | 10.2 samples/s +Step 9300/20005 | Loss: 3.0514 | LR: 2.83e-04 | 2364.9ms/step | 10.1 samples/s +Step 9310/20005 | Loss: 3.0398 | LR: 2.82e-04 | 2364.0ms/step | 10.2 samples/s +Step 9320/20005 | Loss: 3.0220 | LR: 2.82e-04 | 2376.2ms/step | 10.1 samples/s +Step 9330/20005 | Loss: 3.0562 | LR: 2.82e-04 | 2359.5ms/step | 10.2 samples/s +Step 9340/20005 | Loss: 3.0254 | LR: 2.81e-04 | 2360.0ms/step | 10.2 samples/s +Step 9350/20005 | Loss: 3.0188 | LR: 2.81e-04 | 2521.2ms/step | 9.5 samples/s +Step 9360/20005 | Loss: 3.0176 | LR: 2.80e-04 | 2366.0ms/step | 10.1 samples/s +Step 9370/20005 | Loss: 3.0412 | LR: 2.80e-04 | 2375.4ms/step | 10.1 samples/s +Step 9380/20005 | Loss: 3.0380 | LR: 2.80e-04 | 2443.4ms/step | 9.8 samples/s +Step 9390/20005 | Loss: 3.0416 | LR: 2.79e-04 | 2466.4ms/step | 9.7 samples/s +Step 9400/20005 | Loss: 3.0185 | LR: 2.79e-04 | 2418.1ms/step | 9.9 samples/s +Step 9410/20005 | Loss: 3.0172 | LR: 2.78e-04 | 2387.8ms/step | 10.1 samples/s +Step 9420/20005 | Loss: 3.0246 | LR: 2.78e-04 | 2543.8ms/step | 9.4 samples/s +Step 9430/20005 | Loss: 3.0459 | LR: 2.78e-04 | 2378.6ms/step | 10.1 samples/s +Step 9440/20005 | Loss: 3.0351 | LR: 2.77e-04 | 2363.4ms/step | 10.2 samples/s +Step 9450/20005 | Loss: 3.0433 | LR: 2.77e-04 | 2452.7ms/step | 9.8 samples/s +Step 9460/20005 | Loss: 3.0477 | LR: 2.76e-04 | 2449.3ms/step | 9.8 samples/s +Step 9470/20005 | Loss: 3.0331 | LR: 2.76e-04 | 2437.7ms/step | 9.8 samples/s +Step 9480/20005 | Loss: 3.0446 | LR: 2.76e-04 | 2482.1ms/step | 9.7 samples/s +Step 9490/20005 | Loss: 3.0135 | LR: 2.75e-04 | 2459.4ms/step | 9.8 samples/s +Step 9500/20005 | Loss: 3.0423 | LR: 2.75e-04 | 2416.8ms/step | 9.9 samples/s +Validation at step 9500: Loss = 3.0413, Perplexity = 20.93 +Step 9510/20005 | Loss: 3.0444 | LR: 2.74e-04 | 18416.3ms/step | 1.3 samples/s +Step 9520/20005 | Loss: 3.0253 | LR: 2.74e-04 | 2315.0ms/step | 10.4 samples/s +Step 9530/20005 | Loss: 3.0589 | LR: 2.74e-04 | 2315.2ms/step | 10.4 samples/s +Step 9540/20005 | Loss: 3.0393 | LR: 2.73e-04 | 2314.0ms/step | 10.4 samples/s +Step 9550/20005 | Loss: 3.0313 | LR: 2.73e-04 | 2320.3ms/step | 10.3 samples/s +Step 9560/20005 | Loss: 3.0201 | LR: 2.72e-04 | 2314.8ms/step | 10.4 samples/s +Step 9570/20005 | Loss: 3.0163 | LR: 2.72e-04 | 2315.8ms/step | 10.4 samples/s +Step 9580/20005 | Loss: 3.0303 | LR: 2.72e-04 | 2318.1ms/step | 10.4 samples/s +Step 9590/20005 | Loss: 3.0630 | LR: 2.71e-04 | 2316.4ms/step | 10.4 samples/s +Step 9600/20005 | Loss: 3.0327 | LR: 2.71e-04 | 2315.8ms/step | 10.4 samples/s +Step 9610/20005 | Loss: 3.0190 | LR: 2.70e-04 | 2315.9ms/step | 10.4 samples/s +Step 9620/20005 | Loss: 3.0042 | LR: 2.70e-04 | 2317.2ms/step | 10.4 samples/s +Step 9630/20005 | Loss: 3.0395 | LR: 2.70e-04 | 2319.9ms/step | 10.3 samples/s +Step 9640/20005 | Loss: 2.9960 | LR: 2.69e-04 | 2316.8ms/step | 10.4 samples/s +Step 9650/20005 | Loss: 3.0330 | LR: 2.69e-04 | 2315.9ms/step | 10.4 samples/s +Step 9660/20005 | Loss: 3.0261 | LR: 2.68e-04 | 2314.1ms/step | 10.4 samples/s +Step 9670/20005 | Loss: 3.0509 | LR: 2.68e-04 | 2317.4ms/step | 10.4 samples/s +Step 9680/20005 | Loss: 3.0121 | LR: 2.68e-04 | 2316.6ms/step | 10.4 samples/s +Step 9690/20005 | Loss: 3.0130 | LR: 2.67e-04 | 2317.6ms/step | 10.4 samples/s +Step 9700/20005 | Loss: 3.0251 | LR: 2.67e-04 | 2467.1ms/step | 9.7 samples/s +Step 9710/20005 | Loss: 3.0449 | LR: 2.67e-04 | 2314.8ms/step | 10.4 samples/s +Step 9720/20005 | Loss: 3.0660 | LR: 2.66e-04 | 2320.0ms/step | 10.3 samples/s +Step 9730/20005 | Loss: 3.0245 | LR: 2.66e-04 | 2331.0ms/step | 10.3 samples/s +Step 9740/20005 | Loss: 3.0310 | LR: 2.65e-04 | 2315.6ms/step | 10.4 samples/s +Step 9750/20005 | Loss: 3.0173 | LR: 2.65e-04 | 2314.5ms/step | 10.4 samples/s +Validation at step 9750: Loss = 3.0342, Perplexity = 20.78 +Step 9760/20005 | Loss: 3.0651 | LR: 2.65e-04 | 17562.6ms/step | 1.4 samples/s +Step 9770/20005 | Loss: 3.0327 | LR: 2.64e-04 | 2399.1ms/step | 10.0 samples/s +Step 9780/20005 | Loss: 3.0361 | LR: 2.64e-04 | 2361.5ms/step | 10.2 samples/s +Step 9790/20005 | Loss: 2.9958 | LR: 2.63e-04 | 2369.0ms/step | 10.1 samples/s +Step 9800/20005 | Loss: 3.0335 | LR: 2.63e-04 | 2363.5ms/step | 10.2 samples/s +Step 9810/20005 | Loss: 3.0369 | LR: 2.63e-04 | 2362.1ms/step | 10.2 samples/s +Step 9820/20005 | Loss: 3.0180 | LR: 2.62e-04 | 2359.9ms/step | 10.2 samples/s +Step 9830/20005 | Loss: 3.0150 | LR: 2.62e-04 | 2364.6ms/step | 10.1 samples/s +Step 9840/20005 | Loss: 3.0291 | LR: 2.61e-04 | 2362.0ms/step | 10.2 samples/s +Step 9850/20005 | Loss: 3.0229 | LR: 2.61e-04 | 2361.1ms/step | 10.2 samples/s +Step 9860/20005 | Loss: 3.0354 | LR: 2.61e-04 | 2364.1ms/step | 10.2 samples/s +Step 9870/20005 | Loss: 3.0402 | LR: 2.60e-04 | 2368.0ms/step | 10.1 samples/s +Step 9880/20005 | Loss: 3.0122 | LR: 2.60e-04 | 2364.4ms/step | 10.2 samples/s +Step 9890/20005 | Loss: 3.0331 | LR: 2.59e-04 | 2365.3ms/step | 10.1 samples/s +Step 9900/20005 | Loss: 3.0193 | LR: 2.59e-04 | 2364.8ms/step | 10.1 samples/s +Step 9910/20005 | Loss: 3.0245 | LR: 2.59e-04 | 2369.2ms/step | 10.1 samples/s +Step 9920/20005 | Loss: 3.0455 | LR: 2.58e-04 | 2370.8ms/step | 10.1 samples/s +Step 9930/20005 | Loss: 2.9988 | LR: 2.58e-04 | 2370.2ms/step | 10.1 samples/s +Step 9940/20005 | Loss: 3.0312 | LR: 2.57e-04 | 2364.6ms/step | 10.1 samples/s +Step 9950/20005 | Loss: 3.0218 | LR: 2.57e-04 | 2363.6ms/step | 10.2 samples/s +Step 9960/20005 | Loss: 3.0471 | LR: 2.57e-04 | 2361.4ms/step | 10.2 samples/s +Step 9970/20005 | Loss: 3.0354 | LR: 2.56e-04 | 2357.7ms/step | 10.2 samples/s +Step 9980/20005 | Loss: 3.0070 | LR: 2.56e-04 | 2377.1ms/step | 10.1 samples/s +Step 9990/20005 | Loss: 3.0179 | LR: 2.55e-04 | 2366.4ms/step | 10.1 samples/s +Step 10000/20005 | Loss: 3.0061 | LR: 2.55e-04 | 2365.1ms/step | 10.1 samples/s +Validation at step 10000: Loss = 3.0269, Perplexity = 20.63 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-10000 +Step 10010/20005 | Loss: 3.0380 | LR: 2.55e-04 | 18670.1ms/step | 1.3 samples/s +Step 10020/20005 | Loss: 3.0509 | LR: 2.54e-04 | 2362.4ms/step | 10.2 samples/s +Step 10030/20005 | Loss: 3.0025 | LR: 2.54e-04 | 2363.3ms/step | 10.2 samples/s +Step 10040/20005 | Loss: 3.0186 | LR: 2.53e-04 | 2360.3ms/step | 10.2 samples/s +Step 10050/20005 | Loss: 3.0203 | LR: 2.53e-04 | 2361.9ms/step | 10.2 samples/s +Step 10060/20005 | Loss: 3.0282 | LR: 2.53e-04 | 2358.7ms/step | 10.2 samples/s +Step 10070/20005 | Loss: 3.0389 | LR: 2.52e-04 | 2349.4ms/step | 10.2 samples/s +Step 10080/20005 | Loss: 3.0282 | LR: 2.52e-04 | 2324.4ms/step | 10.3 samples/s +Step 10090/20005 | Loss: 3.0163 | LR: 2.51e-04 | 2331.8ms/step | 10.3 samples/s +Step 10100/20005 | Loss: 3.0215 | LR: 2.51e-04 | 2359.0ms/step | 10.2 samples/s +Step 10110/20005 | Loss: 3.0068 | LR: 2.51e-04 | 2361.7ms/step | 10.2 samples/s +Step 10120/20005 | Loss: 3.0330 | LR: 2.50e-04 | 2362.9ms/step | 10.2 samples/s +Step 10130/20005 | Loss: 3.0198 | LR: 2.50e-04 | 2364.9ms/step | 10.1 samples/s +Step 10140/20005 | Loss: 3.0064 | LR: 2.49e-04 | 2364.6ms/step | 10.1 samples/s +Step 10150/20005 | Loss: 2.9933 | LR: 2.49e-04 | 2360.7ms/step | 10.2 samples/s +Step 10160/20005 | Loss: 3.0094 | LR: 2.49e-04 | 2363.4ms/step | 10.2 samples/s +Step 10170/20005 | Loss: 3.0404 | LR: 2.48e-04 | 2362.9ms/step | 10.2 samples/s +Step 10180/20005 | Loss: 3.0171 | LR: 2.48e-04 | 2350.1ms/step | 10.2 samples/s +Step 10190/20005 | Loss: 3.0252 | LR: 2.47e-04 | 2360.1ms/step | 10.2 samples/s +Step 10200/20005 | Loss: 3.0205 | LR: 2.47e-04 | 2352.7ms/step | 10.2 samples/s +Step 10210/20005 | Loss: 3.0279 | LR: 2.47e-04 | 2359.9ms/step | 10.2 samples/s +Step 10220/20005 | Loss: 3.0303 | LR: 2.46e-04 | 2354.5ms/step | 10.2 samples/s +Step 10230/20005 | Loss: 3.0119 | LR: 2.46e-04 | 2349.3ms/step | 10.2 samples/s +Step 10240/20005 | Loss: 3.0428 | LR: 2.45e-04 | 2360.2ms/step | 10.2 samples/s +Step 10250/20005 | Loss: 3.0140 | LR: 2.45e-04 | 2350.2ms/step | 10.2 samples/s +Validation at step 10250: Loss = 3.0204, Perplexity = 20.50 +Step 10260/20005 | Loss: 3.0336 | LR: 2.45e-04 | 17867.8ms/step | 1.3 samples/s +Step 10270/20005 | Loss: 3.0125 | LR: 2.44e-04 | 2356.2ms/step | 10.2 samples/s +Step 10280/20005 | Loss: 3.0347 | LR: 2.44e-04 | 2353.3ms/step | 10.2 samples/s +Step 10290/20005 | Loss: 3.0145 | LR: 2.43e-04 | 2362.6ms/step | 10.2 samples/s +Step 10300/20005 | Loss: 3.0025 | LR: 2.43e-04 | 2350.3ms/step | 10.2 samples/s +Step 10310/20005 | Loss: 3.0068 | LR: 2.43e-04 | 2354.1ms/step | 10.2 samples/s +Step 10320/20005 | Loss: 3.0102 | LR: 2.42e-04 | 2359.6ms/step | 10.2 samples/s +Step 10330/20005 | Loss: 3.0199 | LR: 2.42e-04 | 2351.5ms/step | 10.2 samples/s +Step 10340/20005 | Loss: 3.0048 | LR: 2.41e-04 | 2354.1ms/step | 10.2 samples/s +Step 10350/20005 | Loss: 3.0198 | LR: 2.41e-04 | 2358.1ms/step | 10.2 samples/s +Step 10360/20005 | Loss: 3.0168 | LR: 2.41e-04 | 2347.1ms/step | 10.2 samples/s +Step 10370/20005 | Loss: 3.0237 | LR: 2.40e-04 | 2353.2ms/step | 10.2 samples/s +Step 10380/20005 | Loss: 3.0344 | LR: 2.40e-04 | 2353.7ms/step | 10.2 samples/s +Step 10390/20005 | Loss: 3.0051 | LR: 2.39e-04 | 2352.7ms/step | 10.2 samples/s +Step 10400/20005 | Loss: 3.0141 | LR: 2.39e-04 | 2360.7ms/step | 10.2 samples/s +Step 10410/20005 | Loss: 3.0088 | LR: 2.39e-04 | 2355.3ms/step | 10.2 samples/s +Step 10420/20005 | Loss: 3.0283 | LR: 2.38e-04 | 2353.9ms/step | 10.2 samples/s +Step 10430/20005 | Loss: 2.9936 | LR: 2.38e-04 | 2357.1ms/step | 10.2 samples/s +Step 10440/20005 | Loss: 2.9992 | LR: 2.38e-04 | 2348.1ms/step | 10.2 samples/s +Step 10450/20005 | Loss: 3.0219 | LR: 2.37e-04 | 2356.7ms/step | 10.2 samples/s +Step 10460/20005 | Loss: 3.0205 | LR: 2.37e-04 | 2357.6ms/step | 10.2 samples/s +Step 10470/20005 | Loss: 3.0086 | LR: 2.36e-04 | 2348.4ms/step | 10.2 samples/s +Step 10480/20005 | Loss: 2.9996 | LR: 2.36e-04 | 2355.0ms/step | 10.2 samples/s +Step 10490/20005 | Loss: 3.0139 | LR: 2.36e-04 | 2353.1ms/step | 10.2 samples/s +Step 10500/20005 | Loss: 3.0166 | LR: 2.35e-04 | 2318.6ms/step | 10.4 samples/s +Validation at step 10500: Loss = 3.0141, Perplexity = 20.37 +Step 10510/20005 | Loss: 2.9945 | LR: 2.35e-04 | 17358.9ms/step | 1.4 samples/s +Step 10520/20005 | Loss: 3.0105 | LR: 2.34e-04 | 2316.8ms/step | 10.4 samples/s +Step 10530/20005 | Loss: 2.9802 | LR: 2.34e-04 | 2312.7ms/step | 10.4 samples/s +Step 10540/20005 | Loss: 3.0167 | LR: 2.34e-04 | 2313.8ms/step | 10.4 samples/s +Step 10550/20005 | Loss: 3.0246 | LR: 2.33e-04 | 2314.3ms/step | 10.4 samples/s +Step 10560/20005 | Loss: 2.9834 | LR: 2.33e-04 | 2313.5ms/step | 10.4 samples/s +Step 10570/20005 | Loss: 3.0179 | LR: 2.32e-04 | 2314.5ms/step | 10.4 samples/s +Step 10580/20005 | Loss: 3.0398 | LR: 2.32e-04 | 2312.3ms/step | 10.4 samples/s +Step 10590/20005 | Loss: 3.0284 | LR: 2.32e-04 | 2313.9ms/step | 10.4 samples/s +Step 10600/20005 | Loss: 3.0056 | LR: 2.31e-04 | 2314.8ms/step | 10.4 samples/s +Step 10610/20005 | Loss: 2.9991 | LR: 2.31e-04 | 2319.6ms/step | 10.3 samples/s +Step 10620/20005 | Loss: 3.0367 | LR: 2.30e-04 | 2331.5ms/step | 10.3 samples/s +Step 10630/20005 | Loss: 3.0020 | LR: 2.30e-04 | 2356.0ms/step | 10.2 samples/s +Step 10640/20005 | Loss: 3.0285 | LR: 2.30e-04 | 2360.9ms/step | 10.2 samples/s +Step 10650/20005 | Loss: 3.0078 | LR: 2.29e-04 | 2357.7ms/step | 10.2 samples/s +Step 10660/20005 | Loss: 3.0291 | LR: 2.29e-04 | 2359.8ms/step | 10.2 samples/s +Step 10670/20005 | Loss: 2.9926 | LR: 2.28e-04 | 2362.8ms/step | 10.2 samples/s +Step 10680/20005 | Loss: 3.0028 | LR: 2.28e-04 | 2364.9ms/step | 10.1 samples/s +Step 10690/20005 | Loss: 3.0182 | LR: 2.28e-04 | 2362.7ms/step | 10.2 samples/s +Step 10700/20005 | Loss: 2.9937 | LR: 2.27e-04 | 2366.2ms/step | 10.1 samples/s +Step 10710/20005 | Loss: 2.9860 | LR: 2.27e-04 | 2362.8ms/step | 10.2 samples/s +Step 10720/20005 | Loss: 2.9961 | LR: 2.26e-04 | 2362.0ms/step | 10.2 samples/s +Step 10730/20005 | Loss: 2.9976 | LR: 2.26e-04 | 2358.6ms/step | 10.2 samples/s +Step 10740/20005 | Loss: 3.0162 | LR: 2.26e-04 | 2361.6ms/step | 10.2 samples/s +Step 10750/20005 | Loss: 3.0082 | LR: 2.25e-04 | 2362.0ms/step | 10.2 samples/s +Validation at step 10750: Loss = 3.0078, Perplexity = 20.24 +Step 10760/20005 | Loss: 3.0066 | LR: 2.25e-04 | 17939.7ms/step | 1.3 samples/s +Step 10770/20005 | Loss: 2.9927 | LR: 2.24e-04 | 2366.6ms/step | 10.1 samples/s +Step 10780/20005 | Loss: 2.9912 | LR: 2.24e-04 | 2364.3ms/step | 10.2 samples/s +Step 10790/20005 | Loss: 3.0079 | LR: 2.24e-04 | 2364.1ms/step | 10.2 samples/s +Step 10800/20005 | Loss: 2.9982 | LR: 2.23e-04 | 2365.0ms/step | 10.1 samples/s +Step 10810/20005 | Loss: 2.9937 | LR: 2.23e-04 | 2624.7ms/step | 9.1 samples/s +Step 10820/20005 | Loss: 2.9981 | LR: 2.22e-04 | 2359.3ms/step | 10.2 samples/s +Step 10830/20005 | Loss: 3.0227 | LR: 2.22e-04 | 2363.5ms/step | 10.2 samples/s +Step 10840/20005 | Loss: 3.0055 | LR: 2.22e-04 | 2367.8ms/step | 10.1 samples/s +Step 10850/20005 | Loss: 2.9842 | LR: 2.21e-04 | 2368.4ms/step | 10.1 samples/s +Step 10860/20005 | Loss: 3.0220 | LR: 2.21e-04 | 2367.6ms/step | 10.1 samples/s +Step 10870/20005 | Loss: 2.9906 | LR: 2.20e-04 | 2368.5ms/step | 10.1 samples/s +Step 10880/20005 | Loss: 2.9957 | LR: 2.20e-04 | 2364.4ms/step | 10.2 samples/s +Step 10890/20005 | Loss: 3.0131 | LR: 2.20e-04 | 2364.2ms/step | 10.2 samples/s +Step 10900/20005 | Loss: 3.0165 | LR: 2.19e-04 | 2363.1ms/step | 10.2 samples/s +Step 10910/20005 | Loss: 2.9991 | LR: 2.19e-04 | 2363.0ms/step | 10.2 samples/s +Step 10920/20005 | Loss: 3.0335 | LR: 2.18e-04 | 2365.6ms/step | 10.1 samples/s +Step 10930/20005 | Loss: 3.0111 | LR: 2.18e-04 | 2364.6ms/step | 10.1 samples/s +Step 10940/20005 | Loss: 2.9734 | LR: 2.18e-04 | 2364.5ms/step | 10.2 samples/s +Step 10950/20005 | Loss: 3.0008 | LR: 2.17e-04 | 2360.8ms/step | 10.2 samples/s +Step 10960/20005 | Loss: 2.9819 | LR: 2.17e-04 | 2367.4ms/step | 10.1 samples/s +Step 10970/20005 | Loss: 2.9932 | LR: 2.17e-04 | 2365.1ms/step | 10.1 samples/s +Step 10980/20005 | Loss: 3.0095 | LR: 2.16e-04 | 2363.8ms/step | 10.2 samples/s +Step 10990/20005 | Loss: 3.0101 | LR: 2.16e-04 | 2363.3ms/step | 10.2 samples/s +Step 11000/20005 | Loss: 3.0265 | LR: 2.15e-04 | 2365.0ms/step | 10.1 samples/s +Validation at step 11000: Loss = 3.0021, Perplexity = 20.13 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-11000 +Step 11010/20005 | Loss: 3.0002 | LR: 2.15e-04 | 18646.8ms/step | 1.3 samples/s +Step 11020/20005 | Loss: 2.9825 | LR: 2.15e-04 | 2363.4ms/step | 10.2 samples/s +Step 11030/20005 | Loss: 2.9930 | LR: 2.14e-04 | 2358.8ms/step | 10.2 samples/s +Step 11040/20005 | Loss: 2.9902 | LR: 2.14e-04 | 2362.5ms/step | 10.2 samples/s +Step 11050/20005 | Loss: 2.9908 | LR: 2.13e-04 | 2360.6ms/step | 10.2 samples/s +Step 11060/20005 | Loss: 2.9870 | LR: 2.13e-04 | 2362.3ms/step | 10.2 samples/s +Step 11070/20005 | Loss: 2.9857 | LR: 2.13e-04 | 2360.9ms/step | 10.2 samples/s +Step 11080/20005 | Loss: 2.9905 | LR: 2.12e-04 | 2361.5ms/step | 10.2 samples/s +Step 11090/20005 | Loss: 3.0261 | LR: 2.12e-04 | 2366.0ms/step | 10.1 samples/s +Step 11100/20005 | Loss: 2.9786 | LR: 2.11e-04 | 2364.3ms/step | 10.2 samples/s +Step 11110/20005 | Loss: 2.9639 | LR: 2.11e-04 | 2366.1ms/step | 10.1 samples/s +Step 11120/20005 | Loss: 2.9819 | LR: 2.11e-04 | 2359.0ms/step | 10.2 samples/s +Step 11130/20005 | Loss: 3.0023 | LR: 2.10e-04 | 2359.2ms/step | 10.2 samples/s +Step 11140/20005 | Loss: 2.9886 | LR: 2.10e-04 | 2360.6ms/step | 10.2 samples/s +Step 11150/20005 | Loss: 2.9938 | LR: 2.09e-04 | 2361.7ms/step | 10.2 samples/s +Step 11160/20005 | Loss: 3.0259 | LR: 2.09e-04 | 2359.8ms/step | 10.2 samples/s +Step 11170/20005 | Loss: 2.9795 | LR: 2.09e-04 | 2363.9ms/step | 10.2 samples/s +Step 11180/20005 | Loss: 3.0001 | LR: 2.08e-04 | 2362.7ms/step | 10.2 samples/s +Step 11190/20005 | Loss: 3.0065 | LR: 2.08e-04 | 2359.8ms/step | 10.2 samples/s +Step 11200/20005 | Loss: 3.0132 | LR: 2.07e-04 | 2360.4ms/step | 10.2 samples/s +Step 11210/20005 | Loss: 2.9730 | LR: 2.07e-04 | 2368.0ms/step | 10.1 samples/s +Step 11220/20005 | Loss: 2.9687 | LR: 2.07e-04 | 2364.3ms/step | 10.2 samples/s +Step 11230/20005 | Loss: 3.0162 | LR: 2.06e-04 | 2366.7ms/step | 10.1 samples/s +Step 11240/20005 | Loss: 2.9998 | LR: 2.06e-04 | 2367.7ms/step | 10.1 samples/s +Step 11250/20005 | Loss: 2.9811 | LR: 2.06e-04 | 2361.5ms/step | 10.2 samples/s +Validation at step 11250: Loss = 2.9969, Perplexity = 20.02 +Step 11260/20005 | Loss: 2.9700 | LR: 2.05e-04 | 17955.2ms/step | 1.3 samples/s +Step 11270/20005 | Loss: 2.9947 | LR: 2.05e-04 | 2363.0ms/step | 10.2 samples/s +Step 11280/20005 | Loss: 3.0013 | LR: 2.04e-04 | 2361.9ms/step | 10.2 samples/s +Step 11290/20005 | Loss: 2.9852 | LR: 2.04e-04 | 2361.2ms/step | 10.2 samples/s +Step 11300/20005 | Loss: 3.0176 | LR: 2.04e-04 | 2361.0ms/step | 10.2 samples/s +Step 11310/20005 | Loss: 2.9904 | LR: 2.03e-04 | 2362.3ms/step | 10.2 samples/s +Step 11320/20005 | Loss: 3.0104 | LR: 2.03e-04 | 2363.1ms/step | 10.2 samples/s +Step 11330/20005 | Loss: 3.0058 | LR: 2.02e-04 | 2358.2ms/step | 10.2 samples/s +Step 11340/20005 | Loss: 2.9962 | LR: 2.02e-04 | 2363.8ms/step | 10.2 samples/s +Step 11350/20005 | Loss: 3.0057 | LR: 2.02e-04 | 2364.3ms/step | 10.2 samples/s +Step 11360/20005 | Loss: 2.9957 | LR: 2.01e-04 | 2374.2ms/step | 10.1 samples/s +Step 11370/20005 | Loss: 2.9853 | LR: 2.01e-04 | 2365.0ms/step | 10.1 samples/s +Step 11380/20005 | Loss: 2.9820 | LR: 2.00e-04 | 2364.1ms/step | 10.2 samples/s +Step 11390/20005 | Loss: 2.9870 | LR: 2.00e-04 | 2361.0ms/step | 10.2 samples/s +Step 11400/20005 | Loss: 2.9643 | LR: 2.00e-04 | 2361.9ms/step | 10.2 samples/s +Step 11410/20005 | Loss: 3.0189 | LR: 1.99e-04 | 2361.1ms/step | 10.2 samples/s +Step 11420/20005 | Loss: 3.0117 | LR: 1.99e-04 | 2362.0ms/step | 10.2 samples/s +Step 11430/20005 | Loss: 2.9953 | LR: 1.99e-04 | 2365.8ms/step | 10.1 samples/s +Step 11440/20005 | Loss: 2.9883 | LR: 1.98e-04 | 2364.2ms/step | 10.2 samples/s +Step 11450/20005 | Loss: 2.9989 | LR: 1.98e-04 | 2361.8ms/step | 10.2 samples/s +Step 11460/20005 | Loss: 2.9866 | LR: 1.97e-04 | 2364.0ms/step | 10.2 samples/s +Step 11470/20005 | Loss: 2.9810 | LR: 1.97e-04 | 2364.3ms/step | 10.2 samples/s +Step 11480/20005 | Loss: 2.9889 | LR: 1.97e-04 | 2361.5ms/step | 10.2 samples/s +Step 11490/20005 | Loss: 2.9781 | LR: 1.96e-04 | 2361.4ms/step | 10.2 samples/s +Step 11500/20005 | Loss: 2.9918 | LR: 1.96e-04 | 2329.7ms/step | 10.3 samples/s +Validation at step 11500: Loss = 2.9917, Perplexity = 19.92 +Step 11510/20005 | Loss: 2.9838 | LR: 1.95e-04 | 17355.5ms/step | 1.4 samples/s +Step 11520/20005 | Loss: 2.9988 | LR: 1.95e-04 | 2313.3ms/step | 10.4 samples/s +Step 11530/20005 | Loss: 3.0388 | LR: 1.95e-04 | 2310.3ms/step | 10.4 samples/s +Step 11540/20005 | Loss: 2.9614 | LR: 1.94e-04 | 2312.4ms/step | 10.4 samples/s +Step 11550/20005 | Loss: 2.9797 | LR: 1.94e-04 | 2313.2ms/step | 10.4 samples/s +Step 11560/20005 | Loss: 2.9886 | LR: 1.93e-04 | 2313.2ms/step | 10.4 samples/s +Step 11570/20005 | Loss: 2.9897 | LR: 1.93e-04 | 2314.9ms/step | 10.4 samples/s +Step 11580/20005 | Loss: 2.9590 | LR: 1.93e-04 | 2314.1ms/step | 10.4 samples/s +Step 11590/20005 | Loss: 2.9737 | LR: 1.92e-04 | 2312.8ms/step | 10.4 samples/s +Step 11600/20005 | Loss: 2.9945 | LR: 1.92e-04 | 2312.3ms/step | 10.4 samples/s +Step 11610/20005 | Loss: 2.9780 | LR: 1.92e-04 | 2313.9ms/step | 10.4 samples/s +Step 11620/20005 | Loss: 2.9710 | LR: 1.91e-04 | 2315.3ms/step | 10.4 samples/s +Step 11630/20005 | Loss: 2.9947 | LR: 1.91e-04 | 2318.2ms/step | 10.4 samples/s +Step 11640/20005 | Loss: 3.0127 | LR: 1.90e-04 | 2318.3ms/step | 10.4 samples/s +Step 11650/20005 | Loss: 2.9978 | LR: 1.90e-04 | 2313.9ms/step | 10.4 samples/s +Step 11660/20005 | Loss: 3.0167 | LR: 1.90e-04 | 2343.5ms/step | 10.2 samples/s +Step 11670/20005 | Loss: 2.9841 | LR: 1.89e-04 | 2362.6ms/step | 10.2 samples/s +Step 11680/20005 | Loss: 3.0045 | LR: 1.89e-04 | 2360.1ms/step | 10.2 samples/s +Step 11690/20005 | Loss: 2.9781 | LR: 1.88e-04 | 2359.9ms/step | 10.2 samples/s +Step 11700/20005 | Loss: 2.9791 | LR: 1.88e-04 | 2362.0ms/step | 10.2 samples/s +Step 11710/20005 | Loss: 2.9639 | LR: 1.88e-04 | 2358.9ms/step | 10.2 samples/s +Step 11720/20005 | Loss: 2.9843 | LR: 1.87e-04 | 2363.3ms/step | 10.2 samples/s +Step 11730/20005 | Loss: 3.0157 | LR: 1.87e-04 | 2363.2ms/step | 10.2 samples/s +Step 11740/20005 | Loss: 2.9679 | LR: 1.87e-04 | 2359.1ms/step | 10.2 samples/s +Step 11750/20005 | Loss: 2.9812 | LR: 1.86e-04 | 2348.3ms/step | 10.2 samples/s +Validation at step 11750: Loss = 2.9873, Perplexity = 19.83 +Step 11760/20005 | Loss: 3.0166 | LR: 1.86e-04 | 17982.8ms/step | 1.3 samples/s +Step 11770/20005 | Loss: 2.9806 | LR: 1.85e-04 | 2362.9ms/step | 10.2 samples/s +Step 11780/20005 | Loss: 2.9838 | LR: 1.85e-04 | 2361.7ms/step | 10.2 samples/s +Step 11790/20005 | Loss: 2.9868 | LR: 1.85e-04 | 2362.5ms/step | 10.2 samples/s +Step 11800/20005 | Loss: 2.9901 | LR: 1.84e-04 | 2365.6ms/step | 10.1 samples/s +Step 11810/20005 | Loss: 2.9924 | LR: 1.84e-04 | 2362.9ms/step | 10.2 samples/s +Step 11820/20005 | Loss: 2.9798 | LR: 1.83e-04 | 2364.0ms/step | 10.2 samples/s +Step 11830/20005 | Loss: 2.9774 | LR: 1.83e-04 | 2363.8ms/step | 10.2 samples/s +Step 11840/20005 | Loss: 3.0013 | LR: 1.83e-04 | 2364.4ms/step | 10.2 samples/s +Step 11850/20005 | Loss: 2.9918 | LR: 1.82e-04 | 2365.1ms/step | 10.1 samples/s +Step 11860/20005 | Loss: 2.9866 | LR: 1.82e-04 | 2365.4ms/step | 10.1 samples/s +Step 11870/20005 | Loss: 2.9577 | LR: 1.82e-04 | 2367.5ms/step | 10.1 samples/s +Step 11880/20005 | Loss: 2.9842 | LR: 1.81e-04 | 2363.3ms/step | 10.2 samples/s +Step 11890/20005 | Loss: 2.9716 | LR: 1.81e-04 | 2361.8ms/step | 10.2 samples/s +Step 11900/20005 | Loss: 2.9639 | LR: 1.80e-04 | 2363.0ms/step | 10.2 samples/s +Step 11910/20005 | Loss: 2.9963 | LR: 1.80e-04 | 2364.5ms/step | 10.1 samples/s +Step 11920/20005 | Loss: 2.9915 | LR: 1.80e-04 | 2616.1ms/step | 9.2 samples/s +Step 11930/20005 | Loss: 3.0046 | LR: 1.79e-04 | 2358.4ms/step | 10.2 samples/s +Step 11940/20005 | Loss: 2.9751 | LR: 1.79e-04 | 2363.1ms/step | 10.2 samples/s +Step 11950/20005 | Loss: 2.9890 | LR: 1.78e-04 | 2361.9ms/step | 10.2 samples/s +Step 11960/20005 | Loss: 2.9939 | LR: 1.78e-04 | 2364.0ms/step | 10.2 samples/s +Step 11970/20005 | Loss: 2.9570 | LR: 1.78e-04 | 2359.8ms/step | 10.2 samples/s +Step 11980/20005 | Loss: 2.9839 | LR: 1.77e-04 | 2360.2ms/step | 10.2 samples/s +Step 11990/20005 | Loss: 2.9681 | LR: 1.77e-04 | 2362.5ms/step | 10.2 samples/s +Step 12000/20005 | Loss: 2.9952 | LR: 1.77e-04 | 2362.2ms/step | 10.2 samples/s +Validation at step 12000: Loss = 2.9833, Perplexity = 19.75 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-12000 +Step 12010/20005 | Loss: 2.9769 | LR: 1.76e-04 | 18681.2ms/step | 1.3 samples/s +Step 12020/20005 | Loss: 2.9814 | LR: 1.76e-04 | 2365.2ms/step | 10.1 samples/s +Step 12030/20005 | Loss: 2.9727 | LR: 1.75e-04 | 2361.8ms/step | 10.2 samples/s +Step 12040/20005 | Loss: 2.9823 | LR: 1.75e-04 | 2361.1ms/step | 10.2 samples/s +Step 12050/20005 | Loss: 2.9786 | LR: 1.75e-04 | 2364.1ms/step | 10.2 samples/s +Step 12060/20005 | Loss: 2.9805 | LR: 1.74e-04 | 2364.3ms/step | 10.2 samples/s +Step 12070/20005 | Loss: 2.9977 | LR: 1.74e-04 | 2364.4ms/step | 10.2 samples/s +Step 12080/20005 | Loss: 2.9769 | LR: 1.74e-04 | 2361.3ms/step | 10.2 samples/s +Step 12090/20005 | Loss: 2.9451 | LR: 1.73e-04 | 2364.4ms/step | 10.2 samples/s +Step 12100/20005 | Loss: 2.9512 | LR: 1.73e-04 | 2362.2ms/step | 10.2 samples/s +Step 12110/20005 | Loss: 2.9595 | LR: 1.72e-04 | 2358.5ms/step | 10.2 samples/s +Step 12120/20005 | Loss: 3.0050 | LR: 1.72e-04 | 2363.7ms/step | 10.2 samples/s +Step 12130/20005 | Loss: 2.9694 | LR: 1.72e-04 | 2363.7ms/step | 10.2 samples/s +Step 12140/20005 | Loss: 2.9795 | LR: 1.71e-04 | 2360.5ms/step | 10.2 samples/s +Step 12150/20005 | Loss: 3.0240 | LR: 1.71e-04 | 2366.0ms/step | 10.1 samples/s +Step 12160/20005 | Loss: 2.9632 | LR: 1.71e-04 | 2356.7ms/step | 10.2 samples/s +Step 12170/20005 | Loss: 2.9794 | LR: 1.70e-04 | 2353.7ms/step | 10.2 samples/s +Step 12180/20005 | Loss: 2.9695 | LR: 1.70e-04 | 2360.0ms/step | 10.2 samples/s +Step 12190/20005 | Loss: 2.9604 | LR: 1.69e-04 | 2364.4ms/step | 10.2 samples/s +Step 12200/20005 | Loss: 2.9934 | LR: 1.69e-04 | 2365.0ms/step | 10.1 samples/s +Step 12210/20005 | Loss: 2.9856 | LR: 1.69e-04 | 2356.2ms/step | 10.2 samples/s +Step 12220/20005 | Loss: 2.9599 | LR: 1.68e-04 | 2355.6ms/step | 10.2 samples/s +Step 12230/20005 | Loss: 2.9598 | LR: 1.68e-04 | 2357.3ms/step | 10.2 samples/s +Step 12240/20005 | Loss: 2.9641 | LR: 1.68e-04 | 2359.9ms/step | 10.2 samples/s +Step 12250/20005 | Loss: 2.9667 | LR: 1.67e-04 | 2361.6ms/step | 10.2 samples/s +Validation at step 12250: Loss = 2.9794, Perplexity = 19.68 +Step 12260/20005 | Loss: 2.9680 | LR: 1.67e-04 | 17921.1ms/step | 1.3 samples/s +Step 12270/20005 | Loss: 2.9772 | LR: 1.66e-04 | 2362.1ms/step | 10.2 samples/s +Step 12280/20005 | Loss: 3.0107 | LR: 1.66e-04 | 2364.1ms/step | 10.2 samples/s +Step 12290/20005 | Loss: 2.9708 | LR: 1.66e-04 | 2362.3ms/step | 10.2 samples/s +Step 12300/20005 | Loss: 2.9886 | LR: 1.65e-04 | 2360.7ms/step | 10.2 samples/s +Step 12310/20005 | Loss: 2.9953 | LR: 1.65e-04 | 2359.8ms/step | 10.2 samples/s +Step 12320/20005 | Loss: 2.9930 | LR: 1.65e-04 | 2362.4ms/step | 10.2 samples/s +Step 12330/20005 | Loss: 2.9760 | LR: 1.64e-04 | 2361.7ms/step | 10.2 samples/s +Step 12340/20005 | Loss: 2.9619 | LR: 1.64e-04 | 2359.1ms/step | 10.2 samples/s +Step 12350/20005 | Loss: 2.9685 | LR: 1.63e-04 | 2362.0ms/step | 10.2 samples/s +Step 12360/20005 | Loss: 3.0027 | LR: 1.63e-04 | 2361.8ms/step | 10.2 samples/s +Step 12370/20005 | Loss: 2.9556 | LR: 1.63e-04 | 2354.1ms/step | 10.2 samples/s +Step 12380/20005 | Loss: 3.0000 | LR: 1.62e-04 | 2360.6ms/step | 10.2 samples/s +Step 12390/20005 | Loss: 2.9388 | LR: 1.62e-04 | 2362.1ms/step | 10.2 samples/s +Step 12400/20005 | Loss: 2.9537 | LR: 1.62e-04 | 2363.4ms/step | 10.2 samples/s +Step 12410/20005 | Loss: 2.9666 | LR: 1.61e-04 | 2362.0ms/step | 10.2 samples/s +Step 12420/20005 | Loss: 2.9699 | LR: 1.61e-04 | 2361.7ms/step | 10.2 samples/s +Step 12430/20005 | Loss: 2.9611 | LR: 1.60e-04 | 2362.5ms/step | 10.2 samples/s +Step 12440/20005 | Loss: 2.9448 | LR: 1.60e-04 | 2360.2ms/step | 10.2 samples/s +Step 12450/20005 | Loss: 2.9618 | LR: 1.60e-04 | 2363.7ms/step | 10.2 samples/s +Step 12460/20005 | Loss: 2.9858 | LR: 1.59e-04 | 2359.4ms/step | 10.2 samples/s +Step 12470/20005 | Loss: 2.9916 | LR: 1.59e-04 | 2362.3ms/step | 10.2 samples/s +Step 12480/20005 | Loss: 2.9677 | LR: 1.59e-04 | 2360.3ms/step | 10.2 samples/s +Step 12490/20005 | Loss: 2.9751 | LR: 1.58e-04 | 2360.3ms/step | 10.2 samples/s +Step 12500/20005 | Loss: 2.9791 | LR: 1.58e-04 | 2363.7ms/step | 10.2 samples/s +Validation at step 12500: Loss = 2.9755, Perplexity = 19.60 +Step 12510/20005 | Loss: 2.9288 | LR: 1.57e-04 | 17932.1ms/step | 1.3 samples/s +Step 12520/20005 | Loss: 2.9964 | LR: 1.57e-04 | 2363.2ms/step | 10.2 samples/s +Step 12530/20005 | Loss: 2.9788 | LR: 1.57e-04 | 2362.1ms/step | 10.2 samples/s +Step 12540/20005 | Loss: 2.9633 | LR: 1.56e-04 | 2360.3ms/step | 10.2 samples/s +Step 12550/20005 | Loss: 2.9762 | LR: 1.56e-04 | 2362.0ms/step | 10.2 samples/s +Step 12560/20005 | Loss: 2.9643 | LR: 1.56e-04 | 2359.3ms/step | 10.2 samples/s +Step 12570/20005 | Loss: 2.9835 | LR: 1.55e-04 | 2363.1ms/step | 10.2 samples/s +Step 12580/20005 | Loss: 2.9618 | LR: 1.55e-04 | 2359.3ms/step | 10.2 samples/s +Step 12590/20005 | Loss: 2.9688 | LR: 1.55e-04 | 2361.9ms/step | 10.2 samples/s +Step 12600/20005 | Loss: 2.9536 | LR: 1.54e-04 | 2360.3ms/step | 10.2 samples/s +Step 12610/20005 | Loss: 2.9668 | LR: 1.54e-04 | 2361.4ms/step | 10.2 samples/s +Step 12620/20005 | Loss: 2.9851 | LR: 1.53e-04 | 2360.9ms/step | 10.2 samples/s +Step 12630/20005 | Loss: 2.9736 | LR: 1.53e-04 | 2359.8ms/step | 10.2 samples/s +Step 12640/20005 | Loss: 2.9652 | LR: 1.53e-04 | 2361.8ms/step | 10.2 samples/s +Step 12650/20005 | Loss: 2.9912 | LR: 1.52e-04 | 2358.7ms/step | 10.2 samples/s +Step 12660/20005 | Loss: 2.9779 | LR: 1.52e-04 | 2356.6ms/step | 10.2 samples/s +Step 12670/20005 | Loss: 2.9785 | LR: 1.52e-04 | 2358.3ms/step | 10.2 samples/s +Step 12680/20005 | Loss: 2.9296 | LR: 1.51e-04 | 2357.6ms/step | 10.2 samples/s +Step 12690/20005 | Loss: 2.9585 | LR: 1.51e-04 | 2362.9ms/step | 10.2 samples/s +Step 12700/20005 | Loss: 2.9508 | LR: 1.50e-04 | 2358.0ms/step | 10.2 samples/s +Step 12710/20005 | Loss: 2.9448 | LR: 1.50e-04 | 2360.3ms/step | 10.2 samples/s +Step 12720/20005 | Loss: 2.9499 | LR: 1.50e-04 | 2361.3ms/step | 10.2 samples/s +Step 12730/20005 | Loss: 2.9437 | LR: 1.49e-04 | 2359.0ms/step | 10.2 samples/s +Step 12740/20005 | Loss: 2.9522 | LR: 1.49e-04 | 2360.2ms/step | 10.2 samples/s +Step 12750/20005 | Loss: 2.9647 | LR: 1.49e-04 | 2356.5ms/step | 10.2 samples/s +Validation at step 12750: Loss = 2.9719, Perplexity = 19.53 +Step 12760/20005 | Loss: 2.9442 | LR: 1.48e-04 | 17889.7ms/step | 1.3 samples/s +Step 12770/20005 | Loss: 2.9681 | LR: 1.48e-04 | 2360.3ms/step | 10.2 samples/s +Step 12780/20005 | Loss: 2.9650 | LR: 1.48e-04 | 2360.9ms/step | 10.2 samples/s +Step 12790/20005 | Loss: 2.9540 | LR: 1.47e-04 | 2361.1ms/step | 10.2 samples/s +Step 12800/20005 | Loss: 2.9776 | LR: 1.47e-04 | 2359.6ms/step | 10.2 samples/s +Step 12810/20005 | Loss: 2.9516 | LR: 1.46e-04 | 2362.7ms/step | 10.2 samples/s +Step 12820/20005 | Loss: 2.9401 | LR: 1.46e-04 | 2358.6ms/step | 10.2 samples/s +Step 12830/20005 | Loss: 2.9556 | LR: 1.46e-04 | 2363.7ms/step | 10.2 samples/s +Step 12840/20005 | Loss: 2.9627 | LR: 1.45e-04 | 2358.0ms/step | 10.2 samples/s +Step 12850/20005 | Loss: 2.9819 | LR: 1.45e-04 | 2362.5ms/step | 10.2 samples/s +Step 12860/20005 | Loss: 2.9654 | LR: 1.45e-04 | 2358.9ms/step | 10.2 samples/s +Step 12870/20005 | Loss: 2.9581 | LR: 1.44e-04 | 2362.4ms/step | 10.2 samples/s +Step 12880/20005 | Loss: 2.9765 | LR: 1.44e-04 | 2358.8ms/step | 10.2 samples/s +Step 12890/20005 | Loss: 2.9735 | LR: 1.44e-04 | 2362.1ms/step | 10.2 samples/s +Step 12900/20005 | Loss: 2.9622 | LR: 1.43e-04 | 2352.9ms/step | 10.2 samples/s +Step 12910/20005 | Loss: 2.9832 | LR: 1.43e-04 | 2365.6ms/step | 10.1 samples/s +Step 12920/20005 | Loss: 2.9663 | LR: 1.43e-04 | 2362.5ms/step | 10.2 samples/s +Step 12930/20005 | Loss: 2.9656 | LR: 1.42e-04 | 2362.6ms/step | 10.2 samples/s +Step 12940/20005 | Loss: 2.9818 | LR: 1.42e-04 | 2365.2ms/step | 10.1 samples/s +Step 12950/20005 | Loss: 2.9508 | LR: 1.41e-04 | 2364.4ms/step | 10.2 samples/s +Step 12960/20005 | Loss: 2.9533 | LR: 1.41e-04 | 2363.9ms/step | 10.2 samples/s +Step 12970/20005 | Loss: 2.9406 | LR: 1.41e-04 | 2365.5ms/step | 10.1 samples/s +Step 12980/20005 | Loss: 2.9770 | LR: 1.40e-04 | 2366.2ms/step | 10.1 samples/s +Step 12990/20005 | Loss: 2.9611 | LR: 1.40e-04 | 2400.3ms/step | 10.0 samples/s +Step 13000/20005 | Loss: 2.9565 | LR: 1.40e-04 | 2397.6ms/step | 10.0 samples/s +Validation at step 13000: Loss = 2.9684, Perplexity = 19.46 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-13000 +Step 13010/20005 | Loss: 2.9529 | LR: 1.39e-04 | 18209.4ms/step | 1.3 samples/s +Step 13020/20005 | Loss: 2.9687 | LR: 1.39e-04 | 2455.4ms/step | 9.8 samples/s +Step 13030/20005 | Loss: 2.9469 | LR: 1.39e-04 | 2313.1ms/step | 10.4 samples/s +Step 13040/20005 | Loss: 2.9461 | LR: 1.38e-04 | 2314.8ms/step | 10.4 samples/s +Step 13050/20005 | Loss: 2.9593 | LR: 1.38e-04 | 2313.2ms/step | 10.4 samples/s +Step 13060/20005 | Loss: 2.9523 | LR: 1.38e-04 | 2312.9ms/step | 10.4 samples/s +Step 13070/20005 | Loss: 2.9472 | LR: 1.37e-04 | 2313.8ms/step | 10.4 samples/s +Step 13080/20005 | Loss: 2.9558 | LR: 1.37e-04 | 2313.0ms/step | 10.4 samples/s +Step 13090/20005 | Loss: 2.9906 | LR: 1.36e-04 | 2315.2ms/step | 10.4 samples/s +Step 13100/20005 | Loss: 2.9506 | LR: 1.36e-04 | 2358.6ms/step | 10.2 samples/s +Step 13110/20005 | Loss: 2.9858 | LR: 1.36e-04 | 2364.4ms/step | 10.2 samples/s +Step 13120/20005 | Loss: 2.9609 | LR: 1.35e-04 | 2356.6ms/step | 10.2 samples/s +Step 13130/20005 | Loss: 2.9561 | LR: 1.35e-04 | 2349.8ms/step | 10.2 samples/s +Step 13140/20005 | Loss: 2.9484 | LR: 1.35e-04 | 2355.4ms/step | 10.2 samples/s +Step 13150/20005 | Loss: 2.9569 | LR: 1.34e-04 | 2358.2ms/step | 10.2 samples/s +Step 13160/20005 | Loss: 2.9663 | LR: 1.34e-04 | 2365.4ms/step | 10.1 samples/s +Step 13170/20005 | Loss: 2.9964 | LR: 1.34e-04 | 2363.7ms/step | 10.2 samples/s +Step 13180/20005 | Loss: 2.9527 | LR: 1.33e-04 | 2361.8ms/step | 10.2 samples/s +Step 13190/20005 | Loss: 2.9504 | LR: 1.33e-04 | 2358.9ms/step | 10.2 samples/s +Step 13200/20005 | Loss: 2.9590 | LR: 1.33e-04 | 2364.0ms/step | 10.2 samples/s +Step 13210/20005 | Loss: 2.9563 | LR: 1.32e-04 | 2364.4ms/step | 10.2 samples/s +Step 13220/20005 | Loss: 2.9732 | LR: 1.32e-04 | 2363.9ms/step | 10.2 samples/s +Step 13230/20005 | Loss: 2.9367 | LR: 1.32e-04 | 2362.5ms/step | 10.2 samples/s +Step 13240/20005 | Loss: 2.9547 | LR: 1.31e-04 | 2359.8ms/step | 10.2 samples/s +Step 13250/20005 | Loss: 2.9357 | LR: 1.31e-04 | 2363.8ms/step | 10.2 samples/s +Validation at step 13250: Loss = 2.9654, Perplexity = 19.40 +Step 13260/20005 | Loss: 2.9345 | LR: 1.30e-04 | 17979.7ms/step | 1.3 samples/s +Step 13270/20005 | Loss: 2.9575 | LR: 1.30e-04 | 2364.1ms/step | 10.2 samples/s +Step 13280/20005 | Loss: 2.9731 | LR: 1.30e-04 | 2359.1ms/step | 10.2 samples/s +Step 13290/20005 | Loss: 2.9743 | LR: 1.29e-04 | 2369.8ms/step | 10.1 samples/s +Step 13300/20005 | Loss: 2.9479 | LR: 1.29e-04 | 2357.7ms/step | 10.2 samples/s +Step 13310/20005 | Loss: 2.9380 | LR: 1.29e-04 | 2373.3ms/step | 10.1 samples/s +Step 13320/20005 | Loss: 2.9574 | LR: 1.28e-04 | 2365.5ms/step | 10.1 samples/s +Step 13330/20005 | Loss: 2.9821 | LR: 1.28e-04 | 2366.2ms/step | 10.1 samples/s +Step 13340/20005 | Loss: 2.9367 | LR: 1.28e-04 | 2371.0ms/step | 10.1 samples/s +Step 13350/20005 | Loss: 2.9816 | LR: 1.27e-04 | 2359.3ms/step | 10.2 samples/s +Step 13360/20005 | Loss: 2.9450 | LR: 1.27e-04 | 2369.3ms/step | 10.1 samples/s +Step 13370/20005 | Loss: 2.9581 | LR: 1.27e-04 | 2360.3ms/step | 10.2 samples/s +Step 13380/20005 | Loss: 2.9763 | LR: 1.26e-04 | 2365.7ms/step | 10.1 samples/s +Step 13390/20005 | Loss: 2.9407 | LR: 1.26e-04 | 2371.0ms/step | 10.1 samples/s +Step 13400/20005 | Loss: 2.9496 | LR: 1.26e-04 | 2361.4ms/step | 10.2 samples/s +Step 13410/20005 | Loss: 2.9656 | LR: 1.25e-04 | 2369.5ms/step | 10.1 samples/s +Step 13420/20005 | Loss: 2.9449 | LR: 1.25e-04 | 2362.3ms/step | 10.2 samples/s +Step 13430/20005 | Loss: 2.9721 | LR: 1.25e-04 | 2367.6ms/step | 10.1 samples/s +Step 13440/20005 | Loss: 2.9695 | LR: 1.24e-04 | 2367.5ms/step | 10.1 samples/s +Step 13450/20005 | Loss: 2.9252 | LR: 1.24e-04 | 2367.6ms/step | 10.1 samples/s +Step 13460/20005 | Loss: 2.9562 | LR: 1.24e-04 | 2367.2ms/step | 10.1 samples/s +Step 13470/20005 | Loss: 2.9328 | LR: 1.23e-04 | 2359.4ms/step | 10.2 samples/s +Step 13480/20005 | Loss: 2.9476 | LR: 1.23e-04 | 2368.5ms/step | 10.1 samples/s +Step 13490/20005 | Loss: 2.9457 | LR: 1.23e-04 | 2364.9ms/step | 10.1 samples/s +Step 13500/20005 | Loss: 2.9764 | LR: 1.22e-04 | 2363.6ms/step | 10.2 samples/s +Validation at step 13500: Loss = 2.9622, Perplexity = 19.34 +Step 13510/20005 | Loss: 2.9371 | LR: 1.22e-04 | 17965.5ms/step | 1.3 samples/s +Step 13520/20005 | Loss: 2.9690 | LR: 1.22e-04 | 2364.6ms/step | 10.1 samples/s +Step 13530/20005 | Loss: 2.9416 | LR: 1.21e-04 | 2357.9ms/step | 10.2 samples/s +Step 13540/20005 | Loss: 2.9550 | LR: 1.21e-04 | 2366.9ms/step | 10.1 samples/s +Step 13550/20005 | Loss: 2.9536 | LR: 1.20e-04 | 2357.3ms/step | 10.2 samples/s +Step 13560/20005 | Loss: 2.9633 | LR: 1.20e-04 | 2357.3ms/step | 10.2 samples/s +Step 13570/20005 | Loss: 2.9639 | LR: 1.20e-04 | 2365.1ms/step | 10.1 samples/s +Step 13580/20005 | Loss: 2.9462 | LR: 1.19e-04 | 2320.7ms/step | 10.3 samples/s +Step 13590/20005 | Loss: 2.9448 | LR: 1.19e-04 | 2314.2ms/step | 10.4 samples/s +Step 13600/20005 | Loss: 2.9637 | LR: 1.19e-04 | 2313.7ms/step | 10.4 samples/s +Step 13610/20005 | Loss: 2.9713 | LR: 1.18e-04 | 2315.1ms/step | 10.4 samples/s +Step 13620/20005 | Loss: 2.9280 | LR: 1.18e-04 | 2314.2ms/step | 10.4 samples/s +Step 13630/20005 | Loss: 2.9654 | LR: 1.18e-04 | 2326.6ms/step | 10.3 samples/s +Step 13640/20005 | Loss: 2.9587 | LR: 1.17e-04 | 2314.2ms/step | 10.4 samples/s +Step 13650/20005 | Loss: 2.9478 | LR: 1.17e-04 | 2312.6ms/step | 10.4 samples/s +Step 13660/20005 | Loss: 2.9582 | LR: 1.17e-04 | 2312.5ms/step | 10.4 samples/s +Step 13670/20005 | Loss: 2.9538 | LR: 1.16e-04 | 2311.5ms/step | 10.4 samples/s +Step 13680/20005 | Loss: 2.9345 | LR: 1.16e-04 | 2311.2ms/step | 10.4 samples/s +Step 13690/20005 | Loss: 2.9792 | LR: 1.16e-04 | 2312.6ms/step | 10.4 samples/s +Step 13700/20005 | Loss: 2.9524 | LR: 1.15e-04 | 2312.3ms/step | 10.4 samples/s +Step 13710/20005 | Loss: 2.9510 | LR: 1.15e-04 | 2312.3ms/step | 10.4 samples/s +Step 13720/20005 | Loss: 2.9254 | LR: 1.15e-04 | 2314.0ms/step | 10.4 samples/s +Step 13730/20005 | Loss: 2.9351 | LR: 1.14e-04 | 2310.5ms/step | 10.4 samples/s +Step 13740/20005 | Loss: 2.9412 | LR: 1.14e-04 | 2313.7ms/step | 10.4 samples/s +Step 13750/20005 | Loss: 2.9560 | LR: 1.14e-04 | 2312.2ms/step | 10.4 samples/s +Validation at step 13750: Loss = 2.9597, Perplexity = 19.29 +Step 13760/20005 | Loss: 2.9557 | LR: 1.13e-04 | 17352.1ms/step | 1.4 samples/s +Step 13770/20005 | Loss: 2.9872 | LR: 1.13e-04 | 2313.6ms/step | 10.4 samples/s +Step 13780/20005 | Loss: 2.9560 | LR: 1.13e-04 | 2313.5ms/step | 10.4 samples/s +Step 13790/20005 | Loss: 2.9817 | LR: 1.12e-04 | 2312.4ms/step | 10.4 samples/s +Step 13800/20005 | Loss: 2.9572 | LR: 1.12e-04 | 2313.2ms/step | 10.4 samples/s +Step 13810/20005 | Loss: 2.9384 | LR: 1.12e-04 | 2310.6ms/step | 10.4 samples/s +Step 13820/20005 | Loss: 2.9613 | LR: 1.11e-04 | 2312.3ms/step | 10.4 samples/s +Step 13830/20005 | Loss: 2.9398 | LR: 1.11e-04 | 2312.0ms/step | 10.4 samples/s +Step 13840/20005 | Loss: 2.9795 | LR: 1.11e-04 | 2310.7ms/step | 10.4 samples/s +Step 13850/20005 | Loss: 2.9718 | LR: 1.10e-04 | 2310.4ms/step | 10.4 samples/s +Step 13860/20005 | Loss: 2.9603 | LR: 1.10e-04 | 2311.4ms/step | 10.4 samples/s +Step 13870/20005 | Loss: 2.9670 | LR: 1.10e-04 | 2312.8ms/step | 10.4 samples/s +Step 13880/20005 | Loss: 2.9694 | LR: 1.09e-04 | 2312.8ms/step | 10.4 samples/s +Step 13890/20005 | Loss: 2.9490 | LR: 1.09e-04 | 2310.0ms/step | 10.4 samples/s +Step 13900/20005 | Loss: 2.9396 | LR: 1.09e-04 | 2311.1ms/step | 10.4 samples/s +Step 13910/20005 | Loss: 2.9323 | LR: 1.08e-04 | 2312.3ms/step | 10.4 samples/s +Step 13920/20005 | Loss: 2.9603 | LR: 1.08e-04 | 2312.9ms/step | 10.4 samples/s +Step 13930/20005 | Loss: 2.9610 | LR: 1.08e-04 | 2312.1ms/step | 10.4 samples/s +Step 13940/20005 | Loss: 2.9735 | LR: 1.07e-04 | 2312.9ms/step | 10.4 samples/s +Step 13950/20005 | Loss: 2.9589 | LR: 1.07e-04 | 2314.8ms/step | 10.4 samples/s +Step 13960/20005 | Loss: 2.9497 | LR: 1.07e-04 | 2312.7ms/step | 10.4 samples/s +Step 13970/20005 | Loss: 2.9545 | LR: 1.07e-04 | 2311.6ms/step | 10.4 samples/s +Step 13980/20005 | Loss: 2.9615 | LR: 1.06e-04 | 2313.2ms/step | 10.4 samples/s +Step 13990/20005 | Loss: 2.9514 | LR: 1.06e-04 | 2310.6ms/step | 10.4 samples/s +Step 14000/20005 | Loss: 2.9520 | LR: 1.06e-04 | 2312.7ms/step | 10.4 samples/s +Validation at step 14000: Loss = 2.9576, Perplexity = 19.25 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-14000 +Step 14010/20005 | Loss: 2.9580 | LR: 1.05e-04 | 17857.1ms/step | 1.3 samples/s +Step 14020/20005 | Loss: 2.9605 | LR: 1.05e-04 | 2309.2ms/step | 10.4 samples/s +Step 14030/20005 | Loss: 2.9484 | LR: 1.05e-04 | 2313.5ms/step | 10.4 samples/s +Step 14040/20005 | Loss: 2.9587 | LR: 1.04e-04 | 2313.2ms/step | 10.4 samples/s +Step 14050/20005 | Loss: 2.9451 | LR: 1.04e-04 | 2311.9ms/step | 10.4 samples/s +Step 14060/20005 | Loss: 2.9602 | LR: 1.04e-04 | 2313.0ms/step | 10.4 samples/s +Step 14070/20005 | Loss: 2.9556 | LR: 1.03e-04 | 2312.4ms/step | 10.4 samples/s +Step 14080/20005 | Loss: 2.9603 | LR: 1.03e-04 | 2314.5ms/step | 10.4 samples/s +Step 14090/20005 | Loss: 2.9587 | LR: 1.03e-04 | 2312.7ms/step | 10.4 samples/s +Step 14100/20005 | Loss: 2.9556 | LR: 1.02e-04 | 2313.7ms/step | 10.4 samples/s +Step 14110/20005 | Loss: 2.9315 | LR: 1.02e-04 | 2313.6ms/step | 10.4 samples/s +Step 14120/20005 | Loss: 2.9448 | LR: 1.02e-04 | 2452.1ms/step | 9.8 samples/s +Step 14130/20005 | Loss: 2.9599 | LR: 1.01e-04 | 2310.1ms/step | 10.4 samples/s +Step 14140/20005 | Loss: 2.9415 | LR: 1.01e-04 | 2313.5ms/step | 10.4 samples/s +Step 14150/20005 | Loss: 2.9642 | LR: 1.01e-04 | 2312.7ms/step | 10.4 samples/s +Step 14160/20005 | Loss: 2.9456 | LR: 1.00e-04 | 2312.1ms/step | 10.4 samples/s +Step 14170/20005 | Loss: 2.9607 | LR: 1.00e-04 | 2312.5ms/step | 10.4 samples/s +Step 14180/20005 | Loss: 2.9369 | LR: 9.97e-05 | 2312.2ms/step | 10.4 samples/s +Step 14190/20005 | Loss: 2.9307 | LR: 9.94e-05 | 2314.4ms/step | 10.4 samples/s +Step 14200/20005 | Loss: 2.9542 | LR: 9.91e-05 | 2310.9ms/step | 10.4 samples/s +Step 14210/20005 | Loss: 2.9398 | LR: 9.88e-05 | 2313.7ms/step | 10.4 samples/s +Step 14220/20005 | Loss: 2.9725 | LR: 9.85e-05 | 2314.3ms/step | 10.4 samples/s +Step 14230/20005 | Loss: 2.9543 | LR: 9.82e-05 | 2310.2ms/step | 10.4 samples/s +Step 14240/20005 | Loss: 2.9326 | LR: 9.78e-05 | 2312.6ms/step | 10.4 samples/s +Step 14250/20005 | Loss: 2.9388 | LR: 9.75e-05 | 2311.0ms/step | 10.4 samples/s +Validation at step 14250: Loss = 2.9556, Perplexity = 19.21 +Step 14260/20005 | Loss: 2.9629 | LR: 9.72e-05 | 17343.9ms/step | 1.4 samples/s +Step 14270/20005 | Loss: 2.9460 | LR: 9.69e-05 | 2312.9ms/step | 10.4 samples/s +Step 14280/20005 | Loss: 2.9501 | LR: 9.66e-05 | 2312.9ms/step | 10.4 samples/s +Step 14290/20005 | Loss: 2.9984 | LR: 9.63e-05 | 2312.0ms/step | 10.4 samples/s +Step 14300/20005 | Loss: 2.9450 | LR: 9.60e-05 | 2311.4ms/step | 10.4 samples/s +Step 14310/20005 | Loss: 2.9227 | LR: 9.56e-05 | 2313.4ms/step | 10.4 samples/s +Step 14320/20005 | Loss: 2.9792 | LR: 9.53e-05 | 2313.1ms/step | 10.4 samples/s +Step 14330/20005 | Loss: 2.9694 | LR: 9.50e-05 | 2313.1ms/step | 10.4 samples/s +Step 14340/20005 | Loss: 2.9509 | LR: 9.47e-05 | 2312.0ms/step | 10.4 samples/s +Step 14350/20005 | Loss: 2.9510 | LR: 9.44e-05 | 2314.1ms/step | 10.4 samples/s +Step 14360/20005 | Loss: 2.9522 | LR: 9.41e-05 | 2310.3ms/step | 10.4 samples/s +Step 14370/20005 | Loss: 2.9580 | LR: 9.38e-05 | 2312.8ms/step | 10.4 samples/s +Step 14380/20005 | Loss: 2.9636 | LR: 9.35e-05 | 2311.0ms/step | 10.4 samples/s +Step 14390/20005 | Loss: 2.9409 | LR: 9.32e-05 | 2311.7ms/step | 10.4 samples/s +Step 14400/20005 | Loss: 2.9527 | LR: 9.28e-05 | 2313.1ms/step | 10.4 samples/s +Step 14410/20005 | Loss: 2.9753 | LR: 9.25e-05 | 2309.7ms/step | 10.4 samples/s +Step 14420/20005 | Loss: 2.9649 | LR: 9.22e-05 | 2312.6ms/step | 10.4 samples/s +Step 14430/20005 | Loss: 2.9404 | LR: 9.19e-05 | 2312.0ms/step | 10.4 samples/s +Step 14440/20005 | Loss: 2.9234 | LR: 9.16e-05 | 2311.6ms/step | 10.4 samples/s +Step 14450/20005 | Loss: 2.9627 | LR: 9.13e-05 | 2310.5ms/step | 10.4 samples/s +Step 14460/20005 | Loss: 2.9497 | LR: 9.10e-05 | 2310.9ms/step | 10.4 samples/s +Step 14470/20005 | Loss: 2.9399 | LR: 9.07e-05 | 2311.9ms/step | 10.4 samples/s +Step 14480/20005 | Loss: 2.9591 | LR: 9.04e-05 | 2313.1ms/step | 10.4 samples/s +Step 14490/20005 | Loss: 2.9346 | LR: 9.01e-05 | 2312.2ms/step | 10.4 samples/s +Step 14500/20005 | Loss: 2.9419 | LR: 8.98e-05 | 2312.6ms/step | 10.4 samples/s +Validation at step 14500: Loss = 2.9537, Perplexity = 19.18 +Step 14510/20005 | Loss: 2.9445 | LR: 8.95e-05 | 17350.7ms/step | 1.4 samples/s +Step 14520/20005 | Loss: 2.9607 | LR: 8.92e-05 | 2311.5ms/step | 10.4 samples/s +Step 14530/20005 | Loss: 2.9673 | LR: 8.89e-05 | 2311.7ms/step | 10.4 samples/s +Step 14540/20005 | Loss: 2.9404 | LR: 8.86e-05 | 2311.6ms/step | 10.4 samples/s +Step 14550/20005 | Loss: 2.9436 | LR: 8.83e-05 | 2313.6ms/step | 10.4 samples/s +Step 14560/20005 | Loss: 2.9532 | LR: 8.80e-05 | 2310.6ms/step | 10.4 samples/s +Step 14570/20005 | Loss: 2.9619 | LR: 8.76e-05 | 2313.3ms/step | 10.4 samples/s +Step 14580/20005 | Loss: 2.9260 | LR: 8.73e-05 | 2311.4ms/step | 10.4 samples/s +Step 14590/20005 | Loss: 2.9610 | LR: 8.70e-05 | 2311.8ms/step | 10.4 samples/s +Step 14600/20005 | Loss: 2.9561 | LR: 8.67e-05 | 2311.2ms/step | 10.4 samples/s +Step 14610/20005 | Loss: 2.9508 | LR: 8.64e-05 | 2311.8ms/step | 10.4 samples/s +Step 14620/20005 | Loss: 2.9577 | LR: 8.61e-05 | 2310.2ms/step | 10.4 samples/s +Step 14630/20005 | Loss: 2.9567 | LR: 8.58e-05 | 2310.9ms/step | 10.4 samples/s +Step 14640/20005 | Loss: 2.9295 | LR: 8.55e-05 | 2310.8ms/step | 10.4 samples/s +Step 14650/20005 | Loss: 2.9668 | LR: 8.52e-05 | 2310.2ms/step | 10.4 samples/s +Step 14660/20005 | Loss: 2.9797 | LR: 8.49e-05 | 2309.9ms/step | 10.4 samples/s +Step 14670/20005 | Loss: 2.9401 | LR: 8.46e-05 | 2312.9ms/step | 10.4 samples/s +Step 14680/20005 | Loss: 2.9607 | LR: 8.43e-05 | 2309.9ms/step | 10.4 samples/s +Step 14690/20005 | Loss: 2.9586 | LR: 8.41e-05 | 2312.4ms/step | 10.4 samples/s +Step 14700/20005 | Loss: 2.9539 | LR: 8.38e-05 | 2310.9ms/step | 10.4 samples/s +Step 14710/20005 | Loss: 2.9619 | LR: 8.35e-05 | 2310.1ms/step | 10.4 samples/s +Step 14720/20005 | Loss: 2.9532 | LR: 8.32e-05 | 2312.8ms/step | 10.4 samples/s +Step 14730/20005 | Loss: 2.9602 | LR: 8.29e-05 | 2311.2ms/step | 10.4 samples/s +Step 14740/20005 | Loss: 2.9655 | LR: 8.26e-05 | 2313.7ms/step | 10.4 samples/s +Step 14750/20005 | Loss: 2.9878 | LR: 8.23e-05 | 2310.6ms/step | 10.4 samples/s +Validation at step 14750: Loss = 2.9522, Perplexity = 19.15 +Step 14760/20005 | Loss: 2.9182 | LR: 8.20e-05 | 17351.4ms/step | 1.4 samples/s +Step 14770/20005 | Loss: 2.9319 | LR: 8.17e-05 | 2309.5ms/step | 10.4 samples/s +Step 14780/20005 | Loss: 2.9438 | LR: 8.14e-05 | 2313.9ms/step | 10.4 samples/s +Step 14790/20005 | Loss: 2.9458 | LR: 8.11e-05 | 2310.5ms/step | 10.4 samples/s +Step 14800/20005 | Loss: 2.9511 | LR: 8.08e-05 | 2310.6ms/step | 10.4 samples/s +Step 14810/20005 | Loss: 2.9389 | LR: 8.05e-05 | 2313.3ms/step | 10.4 samples/s +Step 14820/20005 | Loss: 2.9416 | LR: 8.02e-05 | 2310.2ms/step | 10.4 samples/s +Step 14830/20005 | Loss: 2.9666 | LR: 7.99e-05 | 2312.9ms/step | 10.4 samples/s +Step 14840/20005 | Loss: 2.9591 | LR: 7.96e-05 | 2310.3ms/step | 10.4 samples/s +Step 14850/20005 | Loss: 2.9491 | LR: 7.93e-05 | 2310.2ms/step | 10.4 samples/s +Step 14860/20005 | Loss: 2.9346 | LR: 7.91e-05 | 2314.5ms/step | 10.4 samples/s +Step 14870/20005 | Loss: 2.9574 | LR: 7.88e-05 | 2309.5ms/step | 10.4 samples/s +Step 14880/20005 | Loss: 2.9219 | LR: 7.85e-05 | 2312.4ms/step | 10.4 samples/s +Step 14890/20005 | Loss: 2.9472 | LR: 7.82e-05 | 2312.0ms/step | 10.4 samples/s +Step 14900/20005 | Loss: 2.9285 | LR: 7.79e-05 | 2309.5ms/step | 10.4 samples/s +Step 14910/20005 | Loss: 2.9621 | LR: 7.76e-05 | 2311.8ms/step | 10.4 samples/s +Step 14920/20005 | Loss: 2.9495 | LR: 7.73e-05 | 2310.7ms/step | 10.4 samples/s +Step 14930/20005 | Loss: 2.9288 | LR: 7.70e-05 | 2312.7ms/step | 10.4 samples/s +Step 14940/20005 | Loss: 2.9686 | LR: 7.68e-05 | 2312.2ms/step | 10.4 samples/s +Step 14950/20005 | Loss: 2.9355 | LR: 7.65e-05 | 2313.2ms/step | 10.4 samples/s +Step 14960/20005 | Loss: 2.9222 | LR: 7.62e-05 | 2311.8ms/step | 10.4 samples/s +Step 14970/20005 | Loss: 2.9614 | LR: 7.59e-05 | 2312.3ms/step | 10.4 samples/s +Step 14980/20005 | Loss: 2.9275 | LR: 7.56e-05 | 2312.2ms/step | 10.4 samples/s +Step 14990/20005 | Loss: 2.9505 | LR: 7.53e-05 | 2311.5ms/step | 10.4 samples/s +Step 15000/20005 | Loss: 2.9197 | LR: 7.50e-05 | 2312.9ms/step | 10.4 samples/s +Validation at step 15000: Loss = 2.9507, Perplexity = 19.12 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-15000 +Step 15010/20005 | Loss: 2.9394 | LR: 7.48e-05 | 17838.0ms/step | 1.3 samples/s +Step 15020/20005 | Loss: 2.9370 | LR: 7.45e-05 | 2309.4ms/step | 10.4 samples/s +Step 15030/20005 | Loss: 2.9475 | LR: 7.42e-05 | 2311.1ms/step | 10.4 samples/s +Step 15040/20005 | Loss: 2.9341 | LR: 7.39e-05 | 2311.6ms/step | 10.4 samples/s +Step 15050/20005 | Loss: 2.9402 | LR: 7.36e-05 | 2313.6ms/step | 10.4 samples/s +Step 15060/20005 | Loss: 2.9464 | LR: 7.33e-05 | 2311.4ms/step | 10.4 samples/s +Step 15070/20005 | Loss: 2.9266 | LR: 7.31e-05 | 2313.1ms/step | 10.4 samples/s +Step 15080/20005 | Loss: 2.9571 | LR: 7.28e-05 | 2311.0ms/step | 10.4 samples/s +Step 15090/20005 | Loss: 2.9552 | LR: 7.25e-05 | 2312.8ms/step | 10.4 samples/s +Step 15100/20005 | Loss: 2.9277 | LR: 7.22e-05 | 2314.2ms/step | 10.4 samples/s +Step 15110/20005 | Loss: 2.9538 | LR: 7.19e-05 | 2312.3ms/step | 10.4 samples/s +Step 15120/20005 | Loss: 2.9556 | LR: 7.17e-05 | 2311.9ms/step | 10.4 samples/s +Step 15130/20005 | Loss: 2.9305 | LR: 7.14e-05 | 2312.7ms/step | 10.4 samples/s +Step 15140/20005 | Loss: 2.9388 | LR: 7.11e-05 | 2312.1ms/step | 10.4 samples/s +Step 15150/20005 | Loss: 3.0048 | LR: 7.08e-05 | 2312.9ms/step | 10.4 samples/s +Step 15160/20005 | Loss: 2.9458 | LR: 7.06e-05 | 2310.3ms/step | 10.4 samples/s +Step 15170/20005 | Loss: 2.9478 | LR: 7.03e-05 | 2311.7ms/step | 10.4 samples/s +Step 15180/20005 | Loss: 2.9448 | LR: 7.00e-05 | 2312.3ms/step | 10.4 samples/s +Step 15190/20005 | Loss: 2.9256 | LR: 6.97e-05 | 2311.0ms/step | 10.4 samples/s +Step 15200/20005 | Loss: 2.9701 | LR: 6.94e-05 | 2311.6ms/step | 10.4 samples/s +Step 15210/20005 | Loss: 2.9577 | LR: 6.92e-05 | 2312.1ms/step | 10.4 samples/s +Step 15220/20005 | Loss: 2.9539 | LR: 6.89e-05 | 2312.0ms/step | 10.4 samples/s +Step 15230/20005 | Loss: 2.9524 | LR: 6.86e-05 | 2444.7ms/step | 9.8 samples/s +Step 15240/20005 | Loss: 2.9412 | LR: 6.84e-05 | 2311.6ms/step | 10.4 samples/s +Step 15250/20005 | Loss: 2.9449 | LR: 6.81e-05 | 2313.6ms/step | 10.4 samples/s +Validation at step 15250: Loss = 2.9497, Perplexity = 19.10 +Step 15260/20005 | Loss: 2.9433 | LR: 6.78e-05 | 17335.2ms/step | 1.4 samples/s +Step 15270/20005 | Loss: 2.9285 | LR: 6.75e-05 | 2314.0ms/step | 10.4 samples/s +Step 15280/20005 | Loss: 2.9029 | LR: 6.73e-05 | 2311.9ms/step | 10.4 samples/s +Step 15290/20005 | Loss: 2.9552 | LR: 6.70e-05 | 2312.4ms/step | 10.4 samples/s +Step 15300/20005 | Loss: 2.9685 | LR: 6.67e-05 | 2312.1ms/step | 10.4 samples/s +Step 15310/20005 | Loss: 2.9421 | LR: 6.65e-05 | 2311.1ms/step | 10.4 samples/s +Step 15320/20005 | Loss: 2.9307 | LR: 6.62e-05 | 2313.0ms/step | 10.4 samples/s +Step 15330/20005 | Loss: 2.9310 | LR: 6.59e-05 | 2311.2ms/step | 10.4 samples/s +Step 15340/20005 | Loss: 2.9488 | LR: 6.56e-05 | 2309.8ms/step | 10.4 samples/s +Step 15350/20005 | Loss: 2.9669 | LR: 6.54e-05 | 2311.3ms/step | 10.4 samples/s +Step 15360/20005 | Loss: 2.9732 | LR: 6.51e-05 | 2311.6ms/step | 10.4 samples/s +Step 15370/20005 | Loss: 2.9398 | LR: 6.48e-05 | 2311.4ms/step | 10.4 samples/s +Step 15380/20005 | Loss: 2.9286 | LR: 6.46e-05 | 2312.5ms/step | 10.4 samples/s +Step 15390/20005 | Loss: 2.9497 | LR: 6.43e-05 | 2311.0ms/step | 10.4 samples/s +Step 15400/20005 | Loss: 2.9313 | LR: 6.40e-05 | 2310.8ms/step | 10.4 samples/s +Step 15410/20005 | Loss: 2.9529 | LR: 6.38e-05 | 2311.6ms/step | 10.4 samples/s +Step 15420/20005 | Loss: 2.9357 | LR: 6.35e-05 | 2310.8ms/step | 10.4 samples/s +Step 15430/20005 | Loss: 2.9831 | LR: 6.32e-05 | 2312.5ms/step | 10.4 samples/s +Step 15440/20005 | Loss: 2.9515 | LR: 6.30e-05 | 2311.4ms/step | 10.4 samples/s +Step 15450/20005 | Loss: 2.9554 | LR: 6.27e-05 | 2312.9ms/step | 10.4 samples/s +Step 15460/20005 | Loss: 2.9739 | LR: 6.25e-05 | 2313.0ms/step | 10.4 samples/s +Step 15470/20005 | Loss: 2.9304 | LR: 6.22e-05 | 2311.3ms/step | 10.4 samples/s +Step 15480/20005 | Loss: 2.9123 | LR: 6.19e-05 | 2311.3ms/step | 10.4 samples/s +Step 15490/20005 | Loss: 2.9763 | LR: 6.17e-05 | 2312.7ms/step | 10.4 samples/s +Step 15500/20005 | Loss: 2.9539 | LR: 6.14e-05 | 2310.3ms/step | 10.4 samples/s +Validation at step 15500: Loss = 2.9486, Perplexity = 19.08 +Step 15510/20005 | Loss: 2.9468 | LR: 6.11e-05 | 17345.3ms/step | 1.4 samples/s +Step 15520/20005 | Loss: 2.9412 | LR: 6.09e-05 | 2310.7ms/step | 10.4 samples/s +Step 15530/20005 | Loss: 2.9340 | LR: 6.06e-05 | 2314.3ms/step | 10.4 samples/s +Step 15540/20005 | Loss: 2.9540 | LR: 6.04e-05 | 2310.3ms/step | 10.4 samples/s +Step 15550/20005 | Loss: 2.9572 | LR: 6.01e-05 | 2312.2ms/step | 10.4 samples/s +Step 15560/20005 | Loss: 2.9262 | LR: 5.99e-05 | 2313.0ms/step | 10.4 samples/s +Step 15570/20005 | Loss: 2.9402 | LR: 5.96e-05 | 2310.8ms/step | 10.4 samples/s +Step 15580/20005 | Loss: 2.9453 | LR: 5.93e-05 | 2311.9ms/step | 10.4 samples/s +Step 15590/20005 | Loss: 2.9462 | LR: 5.91e-05 | 2309.5ms/step | 10.4 samples/s +Step 15600/20005 | Loss: 2.9495 | LR: 5.88e-05 | 2309.0ms/step | 10.4 samples/s +Step 15610/20005 | Loss: 2.9307 | LR: 5.86e-05 | 2311.3ms/step | 10.4 samples/s +Step 15620/20005 | Loss: 2.9847 | LR: 5.83e-05 | 2310.7ms/step | 10.4 samples/s +Step 15630/20005 | Loss: 2.9389 | LR: 5.81e-05 | 2312.8ms/step | 10.4 samples/s +Step 15640/20005 | Loss: 2.9300 | LR: 5.78e-05 | 2310.0ms/step | 10.4 samples/s +Step 15650/20005 | Loss: 2.9424 | LR: 5.75e-05 | 2311.7ms/step | 10.4 samples/s +Step 15660/20005 | Loss: 2.9468 | LR: 5.73e-05 | 2310.9ms/step | 10.4 samples/s +Step 15670/20005 | Loss: 2.9174 | LR: 5.70e-05 | 2310.5ms/step | 10.4 samples/s +Step 15680/20005 | Loss: 2.9471 | LR: 5.68e-05 | 2313.4ms/step | 10.4 samples/s +Step 15690/20005 | Loss: 2.9415 | LR: 5.65e-05 | 2311.5ms/step | 10.4 samples/s +Step 15700/20005 | Loss: 2.9484 | LR: 5.63e-05 | 2312.4ms/step | 10.4 samples/s +Step 15710/20005 | Loss: 2.9583 | LR: 5.60e-05 | 2311.9ms/step | 10.4 samples/s +Step 15720/20005 | Loss: 2.9512 | LR: 5.58e-05 | 2313.8ms/step | 10.4 samples/s +Step 15730/20005 | Loss: 2.9412 | LR: 5.55e-05 | 2314.4ms/step | 10.4 samples/s +Step 15740/20005 | Loss: 2.9449 | LR: 5.53e-05 | 2311.2ms/step | 10.4 samples/s +Step 15750/20005 | Loss: 2.9455 | LR: 5.50e-05 | 2312.8ms/step | 10.4 samples/s +Validation at step 15750: Loss = 2.9477, Perplexity = 19.06 +Step 15760/20005 | Loss: 2.9431 | LR: 5.48e-05 | 17345.4ms/step | 1.4 samples/s +Step 15770/20005 | Loss: 2.9378 | LR: 5.45e-05 | 2313.0ms/step | 10.4 samples/s +Step 15780/20005 | Loss: 2.9399 | LR: 5.43e-05 | 2310.5ms/step | 10.4 samples/s +Step 15790/20005 | Loss: 2.9549 | LR: 5.40e-05 | 2310.9ms/step | 10.4 samples/s +Step 15800/20005 | Loss: 2.9307 | LR: 5.38e-05 | 2311.6ms/step | 10.4 samples/s +Step 15810/20005 | Loss: 2.9440 | LR: 5.35e-05 | 2310.9ms/step | 10.4 samples/s +Step 15820/20005 | Loss: 2.9517 | LR: 5.33e-05 | 2311.7ms/step | 10.4 samples/s +Step 15830/20005 | Loss: 2.9429 | LR: 5.31e-05 | 2313.0ms/step | 10.4 samples/s +Step 15840/20005 | Loss: 2.9389 | LR: 5.28e-05 | 2314.1ms/step | 10.4 samples/s +Step 15850/20005 | Loss: 2.9194 | LR: 5.26e-05 | 2313.7ms/step | 10.4 samples/s +Step 15860/20005 | Loss: 2.9417 | LR: 5.23e-05 | 2312.9ms/step | 10.4 samples/s +Step 15870/20005 | Loss: 2.9246 | LR: 5.21e-05 | 2311.6ms/step | 10.4 samples/s +Step 15880/20005 | Loss: 2.9526 | LR: 5.18e-05 | 2312.5ms/step | 10.4 samples/s +Step 15890/20005 | Loss: 2.9450 | LR: 5.16e-05 | 2311.5ms/step | 10.4 samples/s +Step 15900/20005 | Loss: 2.9423 | LR: 5.14e-05 | 2311.2ms/step | 10.4 samples/s +Step 15910/20005 | Loss: 2.9105 | LR: 5.11e-05 | 2308.9ms/step | 10.4 samples/s +Step 15920/20005 | Loss: 2.9271 | LR: 5.09e-05 | 2311.6ms/step | 10.4 samples/s +Step 15930/20005 | Loss: 2.9431 | LR: 5.06e-05 | 2309.4ms/step | 10.4 samples/s +Step 15940/20005 | Loss: 2.9590 | LR: 5.04e-05 | 2313.6ms/step | 10.4 samples/s +Step 15950/20005 | Loss: 2.9487 | LR: 5.02e-05 | 2308.8ms/step | 10.4 samples/s +Step 15960/20005 | Loss: 2.9336 | LR: 4.99e-05 | 2309.8ms/step | 10.4 samples/s +Step 15970/20005 | Loss: 2.9374 | LR: 4.97e-05 | 2309.1ms/step | 10.4 samples/s +Step 15980/20005 | Loss: 2.9344 | LR: 4.94e-05 | 2309.9ms/step | 10.4 samples/s +Step 15990/20005 | Loss: 2.9354 | LR: 4.92e-05 | 2310.0ms/step | 10.4 samples/s +Step 16000/20005 | Loss: 2.9475 | LR: 4.90e-05 | 2310.1ms/step | 10.4 samples/s +Validation at step 16000: Loss = 2.9471, Perplexity = 19.05 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-16000 +Step 16010/20005 | Loss: 2.9309 | LR: 4.87e-05 | 17825.0ms/step | 1.3 samples/s +Step 16020/20005 | Loss: 2.9378 | LR: 4.85e-05 | 2310.0ms/step | 10.4 samples/s +Step 16030/20005 | Loss: 2.9648 | LR: 4.83e-05 | 2311.2ms/step | 10.4 samples/s +Step 16040/20005 | Loss: 2.9715 | LR: 4.80e-05 | 2311.7ms/step | 10.4 samples/s +Step 16050/20005 | Loss: 2.9353 | LR: 4.78e-05 | 2311.8ms/step | 10.4 samples/s +Step 16060/20005 | Loss: 2.9430 | LR: 4.76e-05 | 2311.1ms/step | 10.4 samples/s +Step 16070/20005 | Loss: 2.9542 | LR: 4.73e-05 | 2310.5ms/step | 10.4 samples/s +Step 16080/20005 | Loss: 2.9492 | LR: 4.71e-05 | 2312.4ms/step | 10.4 samples/s +Step 16090/20005 | Loss: 2.9297 | LR: 4.69e-05 | 2310.4ms/step | 10.4 samples/s +Step 16100/20005 | Loss: 2.9509 | LR: 4.66e-05 | 2312.3ms/step | 10.4 samples/s +Step 16110/20005 | Loss: 2.9459 | LR: 4.64e-05 | 2311.2ms/step | 10.4 samples/s +Step 16120/20005 | Loss: 2.9307 | LR: 4.62e-05 | 2313.6ms/step | 10.4 samples/s +Step 16130/20005 | Loss: 2.9408 | LR: 4.59e-05 | 2310.9ms/step | 10.4 samples/s +Step 16140/20005 | Loss: 2.9399 | LR: 4.57e-05 | 2311.1ms/step | 10.4 samples/s +Step 16150/20005 | Loss: 2.9371 | LR: 4.55e-05 | 2311.1ms/step | 10.4 samples/s +Step 16160/20005 | Loss: 2.9437 | LR: 4.53e-05 | 2311.4ms/step | 10.4 samples/s +Step 16170/20005 | Loss: 2.9397 | LR: 4.50e-05 | 2312.6ms/step | 10.4 samples/s +Step 16180/20005 | Loss: 2.9244 | LR: 4.48e-05 | 2311.5ms/step | 10.4 samples/s +Step 16190/20005 | Loss: 2.9383 | LR: 4.46e-05 | 2310.8ms/step | 10.4 samples/s +Step 16200/20005 | Loss: 2.9399 | LR: 4.43e-05 | 2313.5ms/step | 10.4 samples/s +Step 16210/20005 | Loss: 2.9157 | LR: 4.41e-05 | 2309.9ms/step | 10.4 samples/s +Step 16220/20005 | Loss: 2.9543 | LR: 4.39e-05 | 2311.0ms/step | 10.4 samples/s +Step 16230/20005 | Loss: 2.9542 | LR: 4.37e-05 | 2311.2ms/step | 10.4 samples/s +Step 16240/20005 | Loss: 2.9453 | LR: 4.34e-05 | 2310.4ms/step | 10.4 samples/s +Step 16250/20005 | Loss: 2.9426 | LR: 4.32e-05 | 2311.2ms/step | 10.4 samples/s +Validation at step 16250: Loss = 2.9464, Perplexity = 19.04 +Step 16260/20005 | Loss: 2.9476 | LR: 4.30e-05 | 17351.4ms/step | 1.4 samples/s +Step 16270/20005 | Loss: 2.9375 | LR: 4.28e-05 | 2312.7ms/step | 10.4 samples/s +Step 16280/20005 | Loss: 2.9368 | LR: 4.26e-05 | 2311.3ms/step | 10.4 samples/s +Step 16290/20005 | Loss: 2.9546 | LR: 4.23e-05 | 2310.7ms/step | 10.4 samples/s +Step 16300/20005 | Loss: 2.9326 | LR: 4.21e-05 | 2309.9ms/step | 10.4 samples/s +Step 16310/20005 | Loss: 2.9659 | LR: 4.19e-05 | 2311.8ms/step | 10.4 samples/s +Step 16320/20005 | Loss: 2.9331 | LR: 4.17e-05 | 2312.0ms/step | 10.4 samples/s +Step 16330/20005 | Loss: 2.9374 | LR: 4.14e-05 | 2311.5ms/step | 10.4 samples/s +Step 16340/20005 | Loss: 2.9477 | LR: 4.12e-05 | 2454.7ms/step | 9.8 samples/s +Step 16350/20005 | Loss: 2.9346 | LR: 4.10e-05 | 2309.2ms/step | 10.4 samples/s +Step 16360/20005 | Loss: 2.9434 | LR: 4.08e-05 | 2312.2ms/step | 10.4 samples/s +Step 16370/20005 | Loss: 2.9264 | LR: 4.06e-05 | 2311.1ms/step | 10.4 samples/s +Step 16380/20005 | Loss: 2.9151 | LR: 4.04e-05 | 2312.1ms/step | 10.4 samples/s +Step 16390/20005 | Loss: 2.9463 | LR: 4.01e-05 | 2312.4ms/step | 10.4 samples/s +Step 16400/20005 | Loss: 2.9209 | LR: 3.99e-05 | 2308.7ms/step | 10.4 samples/s +Step 16410/20005 | Loss: 2.9481 | LR: 3.97e-05 | 2310.5ms/step | 10.4 samples/s +Step 16420/20005 | Loss: 2.9418 | LR: 3.95e-05 | 2310.1ms/step | 10.4 samples/s +Step 16430/20005 | Loss: 2.9215 | LR: 3.93e-05 | 2312.7ms/step | 10.4 samples/s +Step 16440/20005 | Loss: 2.9656 | LR: 3.91e-05 | 2312.4ms/step | 10.4 samples/s +Step 16450/20005 | Loss: 2.9261 | LR: 3.89e-05 | 2311.1ms/step | 10.4 samples/s +Step 16460/20005 | Loss: 2.9686 | LR: 3.86e-05 | 2309.0ms/step | 10.4 samples/s +Step 16470/20005 | Loss: 2.9521 | LR: 3.84e-05 | 2312.2ms/step | 10.4 samples/s +Step 16480/20005 | Loss: 2.9426 | LR: 3.82e-05 | 2312.5ms/step | 10.4 samples/s +Step 16490/20005 | Loss: 2.9349 | LR: 3.80e-05 | 2312.1ms/step | 10.4 samples/s +Step 16500/20005 | Loss: 2.9195 | LR: 3.78e-05 | 2311.0ms/step | 10.4 samples/s +Validation at step 16500: Loss = 2.9461, Perplexity = 19.03 +Step 16510/20005 | Loss: 2.9663 | LR: 3.76e-05 | 17341.9ms/step | 1.4 samples/s +Step 16520/20005 | Loss: 2.9154 | LR: 3.74e-05 | 2312.2ms/step | 10.4 samples/s +Step 16530/20005 | Loss: 2.9344 | LR: 3.72e-05 | 2312.2ms/step | 10.4 samples/s +Step 16540/20005 | Loss: 2.9586 | LR: 3.70e-05 | 2313.7ms/step | 10.4 samples/s +Step 16550/20005 | Loss: 2.9598 | LR: 3.68e-05 | 2310.1ms/step | 10.4 samples/s +Step 16560/20005 | Loss: 2.9281 | LR: 3.65e-05 | 2312.3ms/step | 10.4 samples/s +Step 16570/20005 | Loss: 2.9061 | LR: 3.63e-05 | 2311.9ms/step | 10.4 samples/s +Step 16580/20005 | Loss: 2.9464 | LR: 3.61e-05 | 2311.3ms/step | 10.4 samples/s +Step 16590/20005 | Loss: 2.9186 | LR: 3.59e-05 | 2311.6ms/step | 10.4 samples/s +Step 16600/20005 | Loss: 2.9398 | LR: 3.57e-05 | 2309.7ms/step | 10.4 samples/s +Step 16610/20005 | Loss: 2.9641 | LR: 3.55e-05 | 2312.0ms/step | 10.4 samples/s +Step 16620/20005 | Loss: 2.9526 | LR: 3.53e-05 | 2312.9ms/step | 10.4 samples/s +Step 16630/20005 | Loss: 2.9257 | LR: 3.51e-05 | 2311.8ms/step | 10.4 samples/s +Step 16640/20005 | Loss: 2.9436 | LR: 3.49e-05 | 2310.8ms/step | 10.4 samples/s +Step 16650/20005 | Loss: 2.9362 | LR: 3.47e-05 | 2310.0ms/step | 10.4 samples/s +Step 16660/20005 | Loss: 2.9324 | LR: 3.45e-05 | 2312.0ms/step | 10.4 samples/s +Step 16670/20005 | Loss: 2.9220 | LR: 3.43e-05 | 2312.5ms/step | 10.4 samples/s +Step 16680/20005 | Loss: 2.9371 | LR: 3.41e-05 | 2309.9ms/step | 10.4 samples/s +Step 16690/20005 | Loss: 2.9532 | LR: 3.39e-05 | 2311.6ms/step | 10.4 samples/s +Step 16700/20005 | Loss: 2.9489 | LR: 3.37e-05 | 2311.5ms/step | 10.4 samples/s +Step 16710/20005 | Loss: 2.9538 | LR: 3.35e-05 | 2309.6ms/step | 10.4 samples/s +Step 16720/20005 | Loss: 2.9323 | LR: 3.33e-05 | 2310.3ms/step | 10.4 samples/s +Step 16730/20005 | Loss: 2.9395 | LR: 3.31e-05 | 2312.3ms/step | 10.4 samples/s +Step 16740/20005 | Loss: 2.9439 | LR: 3.29e-05 | 2312.0ms/step | 10.4 samples/s +Step 16750/20005 | Loss: 2.9403 | LR: 3.27e-05 | 2312.3ms/step | 10.4 samples/s +Validation at step 16750: Loss = 2.9456, Perplexity = 19.02 +Step 16760/20005 | Loss: 2.9210 | LR: 3.25e-05 | 17340.3ms/step | 1.4 samples/s +Step 16770/20005 | Loss: 2.9360 | LR: 3.23e-05 | 2311.2ms/step | 10.4 samples/s +Step 16780/20005 | Loss: 2.9347 | LR: 3.21e-05 | 2312.4ms/step | 10.4 samples/s +Step 16790/20005 | Loss: 2.9342 | LR: 3.19e-05 | 2313.1ms/step | 10.4 samples/s +Step 16800/20005 | Loss: 2.9483 | LR: 3.17e-05 | 2313.0ms/step | 10.4 samples/s +Step 16810/20005 | Loss: 2.9511 | LR: 3.15e-05 | 2312.2ms/step | 10.4 samples/s +Step 16820/20005 | Loss: 2.9258 | LR: 3.13e-05 | 2310.8ms/step | 10.4 samples/s +Step 16830/20005 | Loss: 2.9166 | LR: 3.12e-05 | 2311.7ms/step | 10.4 samples/s +Step 16840/20005 | Loss: 2.9364 | LR: 3.10e-05 | 2311.2ms/step | 10.4 samples/s +Step 16850/20005 | Loss: 2.9602 | LR: 3.08e-05 | 2312.0ms/step | 10.4 samples/s +Step 16860/20005 | Loss: 2.9360 | LR: 3.06e-05 | 2313.4ms/step | 10.4 samples/s +Step 16870/20005 | Loss: 2.9393 | LR: 3.04e-05 | 2312.1ms/step | 10.4 samples/s +Step 16880/20005 | Loss: 2.9382 | LR: 3.02e-05 | 2309.9ms/step | 10.4 samples/s +Step 16890/20005 | Loss: 2.9615 | LR: 3.00e-05 | 2310.1ms/step | 10.4 samples/s +Step 16900/20005 | Loss: 2.9189 | LR: 2.98e-05 | 2312.2ms/step | 10.4 samples/s +Step 16910/20005 | Loss: 2.9368 | LR: 2.96e-05 | 2312.0ms/step | 10.4 samples/s +Step 16920/20005 | Loss: 2.9574 | LR: 2.95e-05 | 2311.7ms/step | 10.4 samples/s +Step 16930/20005 | Loss: 2.9236 | LR: 2.93e-05 | 2311.4ms/step | 10.4 samples/s +Step 16940/20005 | Loss: 2.9620 | LR: 2.91e-05 | 2312.0ms/step | 10.4 samples/s +Step 16950/20005 | Loss: 2.9287 | LR: 2.89e-05 | 2311.0ms/step | 10.4 samples/s +Step 16960/20005 | Loss: 2.9748 | LR: 2.87e-05 | 2312.3ms/step | 10.4 samples/s +Step 16970/20005 | Loss: 2.9371 | LR: 2.85e-05 | 2311.6ms/step | 10.4 samples/s +Step 16980/20005 | Loss: 2.9140 | LR: 2.83e-05 | 2311.4ms/step | 10.4 samples/s +Step 16990/20005 | Loss: 2.9431 | LR: 2.82e-05 | 2312.3ms/step | 10.4 samples/s +Step 17000/20005 | Loss: 2.9372 | LR: 2.80e-05 | 2311.9ms/step | 10.4 samples/s +Validation at step 17000: Loss = 2.9455, Perplexity = 19.02 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-17000 +Step 17010/20005 | Loss: 2.9540 | LR: 2.78e-05 | 17818.3ms/step | 1.3 samples/s +Step 17020/20005 | Loss: 2.9458 | LR: 2.76e-05 | 2309.8ms/step | 10.4 samples/s +Step 17030/20005 | Loss: 2.9148 | LR: 2.74e-05 | 2314.7ms/step | 10.4 samples/s +Step 17040/20005 | Loss: 2.9429 | LR: 2.72e-05 | 2310.9ms/step | 10.4 samples/s +Step 17050/20005 | Loss: 2.9242 | LR: 2.71e-05 | 2310.9ms/step | 10.4 samples/s +Step 17060/20005 | Loss: 2.9492 | LR: 2.69e-05 | 2310.5ms/step | 10.4 samples/s +Step 17070/20005 | Loss: 2.9449 | LR: 2.67e-05 | 2309.1ms/step | 10.4 samples/s +Step 17080/20005 | Loss: 2.9361 | LR: 2.65e-05 | 2312.4ms/step | 10.4 samples/s +Step 17090/20005 | Loss: 2.8871 | LR: 2.63e-05 | 2311.3ms/step | 10.4 samples/s +Step 17100/20005 | Loss: 2.9325 | LR: 2.62e-05 | 2312.1ms/step | 10.4 samples/s +Step 17110/20005 | Loss: 2.9487 | LR: 2.60e-05 | 2309.6ms/step | 10.4 samples/s +Step 17120/20005 | Loss: 2.9561 | LR: 2.58e-05 | 2312.8ms/step | 10.4 samples/s +Step 17130/20005 | Loss: 2.9573 | LR: 2.56e-05 | 2310.5ms/step | 10.4 samples/s +Step 17140/20005 | Loss: 2.9366 | LR: 2.55e-05 | 2309.7ms/step | 10.4 samples/s +Step 17150/20005 | Loss: 2.9306 | LR: 2.53e-05 | 2312.8ms/step | 10.4 samples/s +Step 17160/20005 | Loss: 2.9494 | LR: 2.51e-05 | 2312.1ms/step | 10.4 samples/s +Step 17170/20005 | Loss: 2.9476 | LR: 2.49e-05 | 2313.1ms/step | 10.4 samples/s +Step 17180/20005 | Loss: 2.9338 | LR: 2.48e-05 | 2311.3ms/step | 10.4 samples/s +Step 17190/20005 | Loss: 2.9229 | LR: 2.46e-05 | 2312.5ms/step | 10.4 samples/s +Step 17200/20005 | Loss: 2.9578 | LR: 2.44e-05 | 2312.6ms/step | 10.4 samples/s +Step 17210/20005 | Loss: 2.9494 | LR: 2.43e-05 | 2312.7ms/step | 10.4 samples/s +Step 17220/20005 | Loss: 2.9352 | LR: 2.41e-05 | 2312.5ms/step | 10.4 samples/s +Step 17230/20005 | Loss: 2.9304 | LR: 2.39e-05 | 2314.6ms/step | 10.4 samples/s +Step 17240/20005 | Loss: 2.9498 | LR: 2.37e-05 | 2311.0ms/step | 10.4 samples/s +Step 17250/20005 | Loss: 2.9476 | LR: 2.36e-05 | 2312.6ms/step | 10.4 samples/s +Validation at step 17250: Loss = 2.9451, Perplexity = 19.01 +Step 17260/20005 | Loss: 2.9329 | LR: 2.34e-05 | 17357.5ms/step | 1.4 samples/s +Step 17270/20005 | Loss: 2.9330 | LR: 2.32e-05 | 2311.3ms/step | 10.4 samples/s +Step 17280/20005 | Loss: 2.9400 | LR: 2.31e-05 | 2312.1ms/step | 10.4 samples/s +Step 17290/20005 | Loss: 2.9334 | LR: 2.29e-05 | 2312.1ms/step | 10.4 samples/s +Step 17300/20005 | Loss: 2.9423 | LR: 2.27e-05 | 2311.9ms/step | 10.4 samples/s +Step 17310/20005 | Loss: 2.9544 | LR: 2.26e-05 | 2312.9ms/step | 10.4 samples/s +Step 17320/20005 | Loss: 2.9208 | LR: 2.24e-05 | 2313.7ms/step | 10.4 samples/s +Step 17330/20005 | Loss: 2.9197 | LR: 2.22e-05 | 2313.1ms/step | 10.4 samples/s +Step 17340/20005 | Loss: 2.9531 | LR: 2.21e-05 | 2311.4ms/step | 10.4 samples/s +Step 17350/20005 | Loss: 2.9791 | LR: 2.19e-05 | 2313.7ms/step | 10.4 samples/s +Step 17360/20005 | Loss: 2.9397 | LR: 2.18e-05 | 2314.0ms/step | 10.4 samples/s +Step 17370/20005 | Loss: 2.9447 | LR: 2.16e-05 | 2310.2ms/step | 10.4 samples/s +Step 17380/20005 | Loss: 2.9523 | LR: 2.14e-05 | 2311.2ms/step | 10.4 samples/s +Step 17390/20005 | Loss: 2.9338 | LR: 2.13e-05 | 2312.0ms/step | 10.4 samples/s +Step 17400/20005 | Loss: 2.9215 | LR: 2.11e-05 | 2312.0ms/step | 10.4 samples/s +Step 17410/20005 | Loss: 2.9622 | LR: 2.10e-05 | 2313.2ms/step | 10.4 samples/s +Step 17420/20005 | Loss: 2.9680 | LR: 2.08e-05 | 2311.6ms/step | 10.4 samples/s +Step 17430/20005 | Loss: 2.9513 | LR: 2.06e-05 | 2310.1ms/step | 10.4 samples/s +Step 17440/20005 | Loss: 2.9462 | LR: 2.05e-05 | 2449.9ms/step | 9.8 samples/s +Step 17450/20005 | Loss: 2.9417 | LR: 2.03e-05 | 2307.2ms/step | 10.4 samples/s +Step 17460/20005 | Loss: 2.9218 | LR: 2.02e-05 | 2311.0ms/step | 10.4 samples/s +Step 17470/20005 | Loss: 2.9288 | LR: 2.00e-05 | 2312.3ms/step | 10.4 samples/s +Step 17480/20005 | Loss: 2.9353 | LR: 1.99e-05 | 2312.5ms/step | 10.4 samples/s +Step 17490/20005 | Loss: 2.9473 | LR: 1.97e-05 | 2311.9ms/step | 10.4 samples/s +Step 17500/20005 | Loss: 2.9037 | LR: 1.95e-05 | 2312.6ms/step | 10.4 samples/s +Validation at step 17500: Loss = 2.9450, Perplexity = 19.01 +Step 17510/20005 | Loss: 2.9890 | LR: 1.94e-05 | 17347.9ms/step | 1.4 samples/s +Step 17520/20005 | Loss: 2.9467 | LR: 1.92e-05 | 2313.9ms/step | 10.4 samples/s +Step 17530/20005 | Loss: 2.9483 | LR: 1.91e-05 | 2312.4ms/step | 10.4 samples/s +Step 17540/20005 | Loss: 2.9408 | LR: 1.89e-05 | 2311.7ms/step | 10.4 samples/s +Step 17550/20005 | Loss: 2.9427 | LR: 1.88e-05 | 2313.0ms/step | 10.4 samples/s +Step 17560/20005 | Loss: 2.9402 | LR: 1.86e-05 | 2310.8ms/step | 10.4 samples/s +Step 17570/20005 | Loss: 2.9341 | LR: 1.85e-05 | 2312.7ms/step | 10.4 samples/s +Step 17580/20005 | Loss: 2.9244 | LR: 1.83e-05 | 2310.2ms/step | 10.4 samples/s +Step 17590/20005 | Loss: 2.9403 | LR: 1.82e-05 | 2310.8ms/step | 10.4 samples/s +Step 17600/20005 | Loss: 2.9456 | LR: 1.80e-05 | 2311.3ms/step | 10.4 samples/s +Step 17610/20005 | Loss: 2.9185 | LR: 1.79e-05 | 2312.3ms/step | 10.4 samples/s +Step 17620/20005 | Loss: 2.9512 | LR: 1.77e-05 | 2312.4ms/step | 10.4 samples/s +Step 17630/20005 | Loss: 2.9430 | LR: 1.76e-05 | 2312.8ms/step | 10.4 samples/s +Step 17640/20005 | Loss: 2.9659 | LR: 1.74e-05 | 2311.8ms/step | 10.4 samples/s +Step 17650/20005 | Loss: 2.9398 | LR: 1.73e-05 | 2312.9ms/step | 10.4 samples/s +Step 17660/20005 | Loss: 2.9617 | LR: 1.72e-05 | 2310.7ms/step | 10.4 samples/s +Step 17670/20005 | Loss: 2.9097 | LR: 1.70e-05 | 2311.3ms/step | 10.4 samples/s +Step 17680/20005 | Loss: 2.9390 | LR: 1.69e-05 | 2311.7ms/step | 10.4 samples/s +Step 17690/20005 | Loss: 2.9336 | LR: 1.67e-05 | 2311.0ms/step | 10.4 samples/s +Step 17700/20005 | Loss: 2.9499 | LR: 1.66e-05 | 2311.1ms/step | 10.4 samples/s +Step 17710/20005 | Loss: 2.9575 | LR: 1.64e-05 | 2311.3ms/step | 10.4 samples/s +Step 17720/20005 | Loss: 2.9446 | LR: 1.63e-05 | 2313.0ms/step | 10.4 samples/s +Step 17730/20005 | Loss: 2.9577 | LR: 1.62e-05 | 2310.0ms/step | 10.4 samples/s +Step 17740/20005 | Loss: 2.9812 | LR: 1.60e-05 | 2312.0ms/step | 10.4 samples/s +Step 17750/20005 | Loss: 2.9316 | LR: 1.59e-05 | 2314.4ms/step | 10.4 samples/s +Validation at step 17750: Loss = 2.9449, Perplexity = 19.01 +Step 17760/20005 | Loss: 2.9362 | LR: 1.57e-05 | 17354.2ms/step | 1.4 samples/s +Step 17770/20005 | Loss: 2.9347 | LR: 1.56e-05 | 2312.7ms/step | 10.4 samples/s +Step 17780/20005 | Loss: 2.9603 | LR: 1.55e-05 | 2313.8ms/step | 10.4 samples/s +Step 17790/20005 | Loss: 2.9152 | LR: 1.53e-05 | 2312.3ms/step | 10.4 samples/s +Step 17800/20005 | Loss: 2.9145 | LR: 1.52e-05 | 2311.2ms/step | 10.4 samples/s +Step 17810/20005 | Loss: 2.9606 | LR: 1.50e-05 | 2310.8ms/step | 10.4 samples/s +Step 17820/20005 | Loss: 2.9286 | LR: 1.49e-05 | 2312.9ms/step | 10.4 samples/s +Step 17830/20005 | Loss: 2.9453 | LR: 1.48e-05 | 2311.5ms/step | 10.4 samples/s +Step 17840/20005 | Loss: 2.9346 | LR: 1.46e-05 | 2312.7ms/step | 10.4 samples/s +Step 17850/20005 | Loss: 2.9387 | LR: 1.45e-05 | 2311.0ms/step | 10.4 samples/s +Step 17860/20005 | Loss: 2.9773 | LR: 1.44e-05 | 2311.7ms/step | 10.4 samples/s +Step 17870/20005 | Loss: 2.9391 | LR: 1.42e-05 | 2312.9ms/step | 10.4 samples/s +Step 17880/20005 | Loss: 2.9457 | LR: 1.41e-05 | 2312.1ms/step | 10.4 samples/s +Step 17890/20005 | Loss: 2.9309 | LR: 1.40e-05 | 2311.0ms/step | 10.4 samples/s +Step 17900/20005 | Loss: 2.9406 | LR: 1.39e-05 | 2313.1ms/step | 10.4 samples/s +Step 17910/20005 | Loss: 2.9531 | LR: 1.37e-05 | 2312.2ms/step | 10.4 samples/s +Step 17920/20005 | Loss: 2.9427 | LR: 1.36e-05 | 2310.5ms/step | 10.4 samples/s +Step 17930/20005 | Loss: 2.9454 | LR: 1.35e-05 | 2312.1ms/step | 10.4 samples/s +Step 17940/20005 | Loss: 2.9439 | LR: 1.33e-05 | 2314.7ms/step | 10.4 samples/s +Step 17950/20005 | Loss: 2.9592 | LR: 1.32e-05 | 2312.9ms/step | 10.4 samples/s +Step 17960/20005 | Loss: 2.9550 | LR: 1.31e-05 | 2313.3ms/step | 10.4 samples/s +Step 17970/20005 | Loss: 2.9670 | LR: 1.30e-05 | 2311.1ms/step | 10.4 samples/s +Step 17980/20005 | Loss: 2.9354 | LR: 1.28e-05 | 2312.1ms/step | 10.4 samples/s +Step 17990/20005 | Loss: 2.9299 | LR: 1.27e-05 | 2312.7ms/step | 10.4 samples/s +Step 18000/20005 | Loss: 2.9503 | LR: 1.26e-05 | 2310.9ms/step | 10.4 samples/s +Validation at step 18000: Loss = 2.9449, Perplexity = 19.01 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-18000 +Step 18010/20005 | Loss: 2.9309 | LR: 1.25e-05 | 17817.9ms/step | 1.3 samples/s +Step 18020/20005 | Loss: 2.9603 | LR: 1.23e-05 | 2309.3ms/step | 10.4 samples/s +Step 18030/20005 | Loss: 2.9312 | LR: 1.22e-05 | 2310.0ms/step | 10.4 samples/s +Step 18040/20005 | Loss: 2.9236 | LR: 1.21e-05 | 2312.7ms/step | 10.4 samples/s +Step 18050/20005 | Loss: 2.9394 | LR: 1.20e-05 | 2311.2ms/step | 10.4 samples/s +Step 18060/20005 | Loss: 2.9491 | LR: 1.18e-05 | 2310.9ms/step | 10.4 samples/s +Step 18070/20005 | Loss: 2.9453 | LR: 1.17e-05 | 2310.9ms/step | 10.4 samples/s +Step 18080/20005 | Loss: 2.9405 | LR: 1.16e-05 | 2311.1ms/step | 10.4 samples/s +Step 18090/20005 | Loss: 2.9330 | LR: 1.15e-05 | 2312.8ms/step | 10.4 samples/s +Step 18100/20005 | Loss: 2.9250 | LR: 1.14e-05 | 2311.2ms/step | 10.4 samples/s +Step 18110/20005 | Loss: 2.9535 | LR: 1.12e-05 | 2312.5ms/step | 10.4 samples/s +Step 18120/20005 | Loss: 2.9263 | LR: 1.11e-05 | 2313.5ms/step | 10.4 samples/s +Step 18130/20005 | Loss: 2.9356 | LR: 1.10e-05 | 2311.7ms/step | 10.4 samples/s +Step 18140/20005 | Loss: 2.9290 | LR: 1.09e-05 | 2311.0ms/step | 10.4 samples/s +Step 18150/20005 | Loss: 2.9291 | LR: 1.08e-05 | 2311.6ms/step | 10.4 samples/s +Step 18160/20005 | Loss: 2.9486 | LR: 1.07e-05 | 2311.9ms/step | 10.4 samples/s +Step 18170/20005 | Loss: 2.9392 | LR: 1.05e-05 | 2312.5ms/step | 10.4 samples/s +Step 18180/20005 | Loss: 2.9601 | LR: 1.04e-05 | 2311.3ms/step | 10.4 samples/s +Step 18190/20005 | Loss: 2.9351 | LR: 1.03e-05 | 2311.8ms/step | 10.4 samples/s +Step 18200/20005 | Loss: 2.9656 | LR: 1.02e-05 | 2311.4ms/step | 10.4 samples/s +Step 18210/20005 | Loss: 2.9271 | LR: 1.01e-05 | 2310.0ms/step | 10.4 samples/s +Step 18220/20005 | Loss: 2.9543 | LR: 9.98e-06 | 2312.2ms/step | 10.4 samples/s +Step 18230/20005 | Loss: 2.9229 | LR: 9.87e-06 | 2313.1ms/step | 10.4 samples/s +Step 18240/20005 | Loss: 2.9414 | LR: 9.76e-06 | 2311.3ms/step | 10.4 samples/s +Step 18250/20005 | Loss: 2.9411 | LR: 9.65e-06 | 2310.5ms/step | 10.4 samples/s +Validation at step 18250: Loss = 2.9449, Perplexity = 19.01 +Step 18260/20005 | Loss: 2.9261 | LR: 9.54e-06 | 17342.4ms/step | 1.4 samples/s +Step 18270/20005 | Loss: 2.9496 | LR: 9.43e-06 | 2312.4ms/step | 10.4 samples/s +Step 18280/20005 | Loss: 2.9237 | LR: 9.33e-06 | 2309.0ms/step | 10.4 samples/s +Step 18290/20005 | Loss: 2.9442 | LR: 9.22e-06 | 2309.7ms/step | 10.4 samples/s +Step 18300/20005 | Loss: 2.9465 | LR: 9.11e-06 | 2309.2ms/step | 10.4 samples/s +Step 18310/20005 | Loss: 2.9131 | LR: 9.01e-06 | 2312.3ms/step | 10.4 samples/s +Step 18320/20005 | Loss: 2.9469 | LR: 8.90e-06 | 2309.3ms/step | 10.4 samples/s +Step 18330/20005 | Loss: 2.9386 | LR: 8.80e-06 | 2313.7ms/step | 10.4 samples/s +Step 18340/20005 | Loss: 2.9313 | LR: 8.69e-06 | 2309.7ms/step | 10.4 samples/s +Step 18350/20005 | Loss: 2.9429 | LR: 8.59e-06 | 2311.3ms/step | 10.4 samples/s +Step 18360/20005 | Loss: 2.9217 | LR: 8.49e-06 | 2311.4ms/step | 10.4 samples/s +Step 18370/20005 | Loss: 2.9337 | LR: 8.38e-06 | 2311.7ms/step | 10.4 samples/s +Step 18380/20005 | Loss: 2.9511 | LR: 8.28e-06 | 2312.4ms/step | 10.4 samples/s +Step 18390/20005 | Loss: 2.9456 | LR: 8.18e-06 | 2311.4ms/step | 10.4 samples/s +Step 18400/20005 | Loss: 2.8988 | LR: 8.08e-06 | 2311.6ms/step | 10.4 samples/s +Step 18410/20005 | Loss: 2.9292 | LR: 7.98e-06 | 2310.7ms/step | 10.4 samples/s +Step 18420/20005 | Loss: 2.9343 | LR: 7.88e-06 | 2312.7ms/step | 10.4 samples/s +Step 18430/20005 | Loss: 2.9312 | LR: 7.78e-06 | 2311.9ms/step | 10.4 samples/s +Step 18440/20005 | Loss: 2.9410 | LR: 7.68e-06 | 2310.2ms/step | 10.4 samples/s +Step 18450/20005 | Loss: 2.9557 | LR: 7.59e-06 | 2312.1ms/step | 10.4 samples/s +Step 18460/20005 | Loss: 2.9443 | LR: 7.49e-06 | 2311.2ms/step | 10.4 samples/s +Step 18470/20005 | Loss: 2.9412 | LR: 7.39e-06 | 2311.3ms/step | 10.4 samples/s +Step 18480/20005 | Loss: 2.9339 | LR: 7.30e-06 | 2311.1ms/step | 10.4 samples/s +Step 18490/20005 | Loss: 2.9513 | LR: 7.20e-06 | 2312.5ms/step | 10.4 samples/s +Step 18500/20005 | Loss: 2.9588 | LR: 7.11e-06 | 2313.6ms/step | 10.4 samples/s diff --git a/epfl_final/wandb/run-20260517_162018-hi2z3jh6/files/requirements.txt b/epfl_final/wandb/run-20260517_162018-hi2z3jh6/files/requirements.txt new 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+2026-05-17 16:20:18,759 INFO MainThread:4559 [wandb_setup.py:_flush():81] Loading settings from environment variables +2026-05-17 16:20:18,760 INFO MainThread:4559 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/wandb/run-20260517_162018-hi2z3jh6/logs/debug.log +2026-05-17 16:20:18,760 INFO MainThread:4559 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/wandb/run-20260517_162018-hi2z3jh6/logs/debug-internal.log +2026-05-17 16:20:18,761 INFO MainThread:4559 [wandb_init.py:init():851] calling init triggers +2026-05-17 16:20:18,761 INFO MainThread:4559 [wandb_init.py:init():856] 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/tokenized', 'val_path': None, 'max_seq_length': 8192, 'num_workers': 8, 'output_dir': 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MainThread:4559 [wandb_init.py:init():899] starting backend +2026-05-17 16:20:18,994 INFO MainThread:4559 [wandb_init.py:init():914] sending inform_init request +2026-05-17 16:20:19,316 INFO MainThread:4559 [wandb_init.py:init():919] backend started and connected +2026-05-17 16:20:19,320 INFO MainThread:4559 [wandb_init.py:init():989] updated telemetry +2026-05-17 16:20:19,321 INFO MainThread:4559 [wandb_init.py:init():1012] communicating run to backend with 90.0 second timeout +2026-05-17 16:20:19,821 INFO MainThread:4559 [wandb_init.py:init():1052] run resumed +2026-05-17 16:20:19,824 INFO MainThread:4559 [wandb_init.py:init():1057] starting run threads in backend +2026-05-17 16:20:19,910 INFO MainThread:4559 [wandb_run.py:_console_start():2509] atexit reg +2026-05-17 16:20:19,910 INFO MainThread:4559 [wandb_run.py:_redirect():2359] redirect: wrap_raw +2026-05-17 16:20:19,911 INFO MainThread:4559 [wandb_run.py:_redirect():2428] Wrapping output streams. +2026-05-17 16:20:19,911 INFO MainThread:4559 [wandb_run.py:_redirect():2451] Redirects installed. +2026-05-17 16:20:19,912 INFO MainThread:4559 [wandb_init.py:init():1095] run started, returning control to user process diff --git a/epfl_final/wandb/run-20260517_162018-hi2z3jh6/run-hi2z3jh6.wandb b/epfl_final/wandb/run-20260517_162018-hi2z3jh6/run-hi2z3jh6.wandb new file mode 100644 index 0000000000000000000000000000000000000000..2c4558dd16aa080a17e141413ca5bd3d30f3bcba --- /dev/null +++ b/epfl_final/wandb/run-20260517_162018-hi2z3jh6/run-hi2z3jh6.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:08eb93eb063fc95436986c3f7952ffed56b5f8e3d0162664f43687a5dabc1114 +size 6094848 diff --git a/epfl_final/wandb/run-20260518_025234-hi2z3jh6/files/output.log b/epfl_final/wandb/run-20260518_025234-hi2z3jh6/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..b8bae317e815d0cee2f0cec1b1b53a34b5bff609 --- /dev/null +++ b/epfl_final/wandb/run-20260518_025234-hi2z3jh6/files/output.log @@ -0,0 +1,356 @@ +Running config: +{ + "model_path": "/mloscratch/homes/navasard/qwen3_06b_base", + "model_dtype": "bfloat16", + "init_from_scratch": true, + "train_path": "/mloscratch/homes/navasard/data/fineweb/tokenized", + "val_path": null, + "max_seq_length": 8192, + "num_workers": 8, + "output_dir": "checkpoints/run_20260517_023855", + "resume_from_checkpoint": "checkpoints/run_20260517_023855/checkpoint-18000", + "force_new_run": false, + "num_epochs": 1, + "max_steps": 20005, + "per_device_batch_size": 3, + "gradient_accumulation_steps": 8, + "learning_rate": 0.0005, + "weight_decay": 0.01, + "warmup_steps": 250, + "lr_scheduler": "cosine", + "max_grad_norm": 1.0, + "save_steps": 1000, + "eval_steps": 250, + "eval_batches": 200, + "logging_steps": 10, + "seed": 42, + "verbose": true, + "checkpoint_activations": false, + "strategy": "ddp", + "mixed_precision": "bf16", + "wandb_enabled": true, + "wandb_project": "stochastic_sparsity", + "wandb_name": "sparse 30%", + "wandb_tags": [ + "qwen3", + "0.6b" + ], + "attention_type": "sparse_stochastic", + "sparse_block_size": 128, + "sparse_num_random_blocks": 18, + "sparse_mask_pool_size": 2000, + "sparse_val_dense_compare": false, + "sparse_layer_indices": null, + "sparse_mask_cache_dir": "/mloscratch/homes/navasard/sparse/mask_cache_19", + "dense_mode": false +} +Loading tokenizer from /mloscratch/homes/navasard/qwen3_06b_base... +Resuming from checkpoint: checkpoints/run_20260517_023855/checkpoint-18000 +Checkpoint activations: False + + +================================================================================ +MODEL ARCHITECTURE +================================================================================ +Model config: + vocab_size: 151936 + hidden_size: 1024 + num_hidden_layers: 28 + num_attention_heads: 16 + num_key_value_heads: 8 + head_dim: 128 + intermediate_size: 3072 + max_position_embeddings: 32768 + rope_theta: 1000000 + attention_type: sparse_stochastic + sparse_block_size: 128 + sparse_num_random_blocks: 18 + sparse_mask_pool_size: 2000 + sparse_max_seq_length: 8192 + +Parameter count: + Total parameters: 596,049,920 + Trainable parameters: 596,049,920 + Non-trainable parameters: 0 + Model size (BF16): 1.19 GB + +-------------------------------------------------------------------------------- +LAYER-BY-LAYER SUMMARY +-------------------------------------------------------------------------------- +/home/navasard/.local/lib/python3.10/site-packages/torch/nn/attention/flex_attention.py:2055: UserWarning: flex_attention called without torch.compile() - this will use an unfused implementation that materializes the full scores matrix instead of generating a fused kernel. + +SOLUTION: Use torch.compile(flex_attention)(...) + +If you want to debug your score_mod/mask_mod, you can set: +torch.nn.attention.flex_attention._FLEX_ATTENTION_DISABLE_COMPILE_DEBUG = True + +This will allow you to use print statements or breakpoints. Note: This doesn't work with the backwards pass and may produce incorrect results. + _warn_once( +================================================================================================================================================================ +Layer (type:depth-idx) Input Shape Output Shape Param # Trainable +================================================================================================================================================================ +Qwen3ForCausalLM [3, 8192] -- -- True +├─Qwen3Model: 1-1 -- [3, 8192, 1024] -- True +│ └─Embedding: 2-1 [3, 8192] [3, 8192, 1024] 155,582,464 True +│ └─ModuleList: 2-2 -- -- -- True +│ │ └─Qwen3DecoderLayer: 3-1 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-2 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-3 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-4 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-5 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-6 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-7 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-8 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-9 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-10 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-11 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-12 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-13 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-14 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-15 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-16 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-17 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-18 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-19 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-20 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-21 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-22 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-23 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-24 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-25 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-26 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-27 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-28 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ └─Qwen3RMSNorm: 2-3 [3, 8192, 1024] [3, 8192, 1024] 1,024 True +├─Linear: 1-2 [3, 8192, 1024] [3, 8192, 151936] 155,582,464 True +================================================================================================================================================================ +Total params: 751,632,384 +Trainable params: 751,632,384 +Non-trainable params: 0 +Total mult-adds (G): 2.25 +================================================================================================================================================================ +Input size (MB): 0.20 +Forward/backward pass size (MB): 63052.97 +Params size (MB): 1503.26 +Estimated Total Size (MB): 64556.43 +================================================================================================================================================================ +================================================================================ + +Loading dataset from /mloscratch/homes/navasard/data/fineweb/tokenized... +Using pre-tokenized dataset (no runtime tokenization) +Loading pre-tokenized HF dataset from /mloscratch/homes/navasard/data/fineweb/tokenized... +Loaded 5088012 pre-tokenized examples (stored_len=2048, pack_factor=4, packed_examples=1272003) +Dataset split: 1017602 train, 254401 validation +Training examples (packed, train split): 1017602 +Validation examples (packed, val split): 254401 +Per-device batch size: 3 +World size (GPUs): 1 +Gradient accumulation steps: 8 +Effective batch size (seqs/step): 24 +Sequence length: 8192 +Tokens per optimizer step: 196,608 +Micro-batches per epoch (per rank): 339200 +Optimizer steps per epoch: 42400 +Total optimizer steps: 20005 (capped by max_steps; 0.47 epochs) +Loading checkpoint from checkpoints/run_20260517_023855/checkpoint-18000... +Resumed from checkpoint at step 17999 (epoch 0, micro_step 144016) +Resuming training from step 17999 +Starting training... +Step 18000/20005 | Loss: 0.2871 | LR: 1.26e-05 | 347868.6ms/step | 0.1 samples/s +wandb: WARNING Tried to log to step 18000 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 18000: Loss = 2.9449, Perplexity = 19.01 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-18000 +wandb: WARNING Tried to log to step 18000 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18010/20005 | Loss: 2.9262 | LR: 1.24e-05 | 20258.4ms/step | 1.2 samples/s +wandb: WARNING Tried to log to step 18010 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18020/20005 | Loss: 2.9380 | LR: 1.23e-05 | 2325.3ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18020 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18030/20005 | Loss: 2.9472 | LR: 1.22e-05 | 2322.8ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18030 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18040/20005 | Loss: 2.9313 | LR: 1.21e-05 | 2315.8ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18040 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18050/20005 | Loss: 2.9340 | LR: 1.19e-05 | 2315.6ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18050 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18060/20005 | Loss: 2.9068 | LR: 1.18e-05 | 2316.8ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18060 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18070/20005 | Loss: 2.8988 | LR: 1.17e-05 | 2315.9ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18070 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18080/20005 | Loss: 2.9077 | LR: 1.16e-05 | 2314.4ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18080 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18090/20005 | Loss: 2.9596 | LR: 1.15e-05 | 2314.3ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18090 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18100/20005 | Loss: 2.9119 | LR: 1.13e-05 | 2316.3ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18100 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18110/20005 | Loss: 2.9399 | LR: 1.12e-05 | 2315.4ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18110 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18120/20005 | Loss: 2.9164 | LR: 1.11e-05 | 2315.4ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18120 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18130/20005 | Loss: 2.9187 | LR: 1.10e-05 | 2321.0ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18130 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18140/20005 | Loss: 2.9256 | LR: 1.09e-05 | 2315.5ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18140 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18150/20005 | Loss: 2.9161 | LR: 1.08e-05 | 2318.5ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18150 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18160/20005 | Loss: 2.9449 | LR: 1.06e-05 | 2323.3ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18160 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18170/20005 | Loss: 2.9103 | LR: 1.05e-05 | 2322.9ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18170 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18180/20005 | Loss: 2.9492 | LR: 1.04e-05 | 2322.2ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18180 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18190/20005 | Loss: 2.9149 | LR: 1.03e-05 | 2318.4ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18190 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18200/20005 | Loss: 2.9357 | LR: 1.02e-05 | 2313.1ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18200 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18210/20005 | Loss: 2.9313 | LR: 1.01e-05 | 2313.5ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18210 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18220/20005 | Loss: 2.9328 | LR: 9.97e-06 | 2310.1ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18220 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18230/20005 | Loss: 2.9211 | LR: 9.86e-06 | 2314.0ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18230 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18240/20005 | Loss: 2.9613 | LR: 9.75e-06 | 2312.3ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18240 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18250/20005 | Loss: 2.9196 | LR: 9.64e-06 | 2310.7ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18250 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 18250: Loss = 2.9449, Perplexity = 19.01 +wandb: WARNING Tried to log to step 18250 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18260/20005 | Loss: 2.9467 | LR: 9.53e-06 | 17425.7ms/step | 1.4 samples/s +wandb: WARNING Tried to log to step 18260 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18270/20005 | Loss: 2.9209 | LR: 9.42e-06 | 2315.3ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18270 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18280/20005 | Loss: 2.9144 | LR: 9.32e-06 | 2314.6ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18280 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18290/20005 | Loss: 2.9284 | LR: 9.21e-06 | 2312.5ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18290 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18300/20005 | Loss: 2.9517 | LR: 9.10e-06 | 2314.0ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18300 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18310/20005 | Loss: 2.9304 | LR: 9.00e-06 | 2315.0ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18310 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18320/20005 | Loss: 2.9358 | LR: 8.89e-06 | 2315.1ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18320 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18330/20005 | Loss: 2.9497 | LR: 8.79e-06 | 2314.7ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18330 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18340/20005 | Loss: 2.9259 | LR: 8.68e-06 | 2313.7ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18340 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18350/20005 | Loss: 2.9214 | LR: 8.58e-06 | 2314.9ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18350 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18360/20005 | Loss: 2.9279 | LR: 8.47e-06 | 2315.6ms/step | 10.4 samples/s +wandb: WARNING Tried to log to step 18360 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18370/20005 | Loss: 2.9385 | LR: 8.37e-06 | 2482.2ms/step | 9.7 samples/s +wandb: WARNING Tried to log to step 18370 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18380/20005 | Loss: 2.9436 | LR: 8.27e-06 | 2321.8ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18380 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18390/20005 | Loss: 2.9214 | LR: 8.17e-06 | 2324.1ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18390 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18400/20005 | Loss: 2.9564 | LR: 8.07e-06 | 2323.5ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18400 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18410/20005 | Loss: 2.9666 | LR: 7.97e-06 | 2326.4ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18410 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18420/20005 | Loss: 2.9280 | LR: 7.87e-06 | 2322.6ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18420 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18430/20005 | Loss: 2.9215 | LR: 7.77e-06 | 2324.1ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18430 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18440/20005 | Loss: 2.9387 | LR: 7.67e-06 | 2321.5ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18440 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18450/20005 | Loss: 2.9111 | LR: 7.58e-06 | 2322.5ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18450 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18460/20005 | Loss: 2.9352 | LR: 7.48e-06 | 2323.8ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18460 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18470/20005 | Loss: 2.9359 | LR: 7.38e-06 | 2322.9ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18470 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18480/20005 | Loss: 2.9074 | LR: 7.29e-06 | 2323.3ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18480 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18490/20005 | Loss: 2.9367 | LR: 7.19e-06 | 2324.8ms/step | 10.3 samples/s +wandb: WARNING Tried to log to step 18490 that is less than the current step 18491. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 18500/20005 | Loss: 2.9431 | LR: 7.10e-06 | 2324.3ms/step | 10.3 samples/s +Validation at step 18500: Loss = 2.9448, Perplexity = 19.01 +Step 18510/20005 | Loss: 2.9130 | LR: 7.00e-06 | 17470.7ms/step | 1.4 samples/s +Step 18520/20005 | Loss: 2.9038 | LR: 6.91e-06 | 2322.2ms/step | 10.3 samples/s +Step 18530/20005 | Loss: 2.9199 | LR: 6.82e-06 | 2322.1ms/step | 10.3 samples/s +Step 18540/20005 | Loss: 2.9125 | LR: 6.73e-06 | 2323.1ms/step | 10.3 samples/s +Step 18550/20005 | Loss: 2.9177 | LR: 6.64e-06 | 2323.3ms/step | 10.3 samples/s +Step 18560/20005 | Loss: 2.9444 | LR: 6.54e-06 | 2324.7ms/step | 10.3 samples/s +Step 18570/20005 | Loss: 2.9868 | LR: 6.45e-06 | 2322.0ms/step | 10.3 samples/s +Step 18580/20005 | Loss: 2.9507 | LR: 6.37e-06 | 2325.7ms/step | 10.3 samples/s +Step 18590/20005 | Loss: 2.9149 | LR: 6.28e-06 | 2322.9ms/step | 10.3 samples/s +Step 18600/20005 | Loss: 2.9023 | LR: 6.19e-06 | 2322.2ms/step | 10.3 samples/s +Step 18610/20005 | Loss: 2.9032 | LR: 6.10e-06 | 2323.1ms/step | 10.3 samples/s +Step 18620/20005 | Loss: 2.9311 | LR: 6.01e-06 | 2324.1ms/step | 10.3 samples/s +Step 18630/20005 | Loss: 2.9542 | LR: 5.93e-06 | 2321.4ms/step | 10.3 samples/s +Step 18640/20005 | Loss: 2.9366 | LR: 5.84e-06 | 2323.6ms/step | 10.3 samples/s +Step 18650/20005 | Loss: 2.9361 | LR: 5.76e-06 | 2321.7ms/step | 10.3 samples/s +Step 18660/20005 | Loss: 2.9005 | LR: 5.67e-06 | 2323.5ms/step | 10.3 samples/s +Step 18670/20005 | Loss: 2.9555 | LR: 5.59e-06 | 2323.3ms/step | 10.3 samples/s +Step 18680/20005 | Loss: 2.9134 | LR: 5.50e-06 | 2321.8ms/step | 10.3 samples/s +Step 18690/20005 | Loss: 2.9358 | LR: 5.42e-06 | 2322.4ms/step | 10.3 samples/s +Step 18700/20005 | Loss: 2.9642 | LR: 5.34e-06 | 2324.8ms/step | 10.3 samples/s +Step 18710/20005 | Loss: 2.9552 | LR: 5.26e-06 | 2324.6ms/step | 10.3 samples/s +Step 18720/20005 | Loss: 2.9366 | LR: 5.18e-06 | 2321.9ms/step | 10.3 samples/s +Step 18730/20005 | Loss: 2.9471 | LR: 5.10e-06 | 2324.7ms/step | 10.3 samples/s +Step 18740/20005 | Loss: 2.9533 | LR: 5.02e-06 | 2322.0ms/step | 10.3 samples/s +Step 18750/20005 | Loss: 2.9640 | LR: 4.94e-06 | 2324.2ms/step | 10.3 samples/s +Validation at step 18750: Loss = 2.9448, Perplexity = 19.01 +Step 18760/20005 | Loss: 2.9110 | LR: 4.86e-06 | 17455.1ms/step | 1.4 samples/s +Step 18770/20005 | Loss: 2.9430 | LR: 4.78e-06 | 2324.1ms/step | 10.3 samples/s +Step 18780/20005 | Loss: 2.9269 | LR: 4.71e-06 | 2324.1ms/step | 10.3 samples/s +Step 18790/20005 | Loss: 2.9330 | LR: 4.63e-06 | 2322.9ms/step | 10.3 samples/s +Step 18800/20005 | Loss: 2.9265 | LR: 4.55e-06 | 2324.7ms/step | 10.3 samples/s +Step 18810/20005 | Loss: 2.9540 | LR: 4.48e-06 | 2322.3ms/step | 10.3 samples/s +Step 18820/20005 | Loss: 2.9309 | LR: 4.40e-06 | 2323.8ms/step | 10.3 samples/s +Step 18830/20005 | Loss: 2.9221 | LR: 4.33e-06 | 2322.5ms/step | 10.3 samples/s +Step 18840/20005 | Loss: 2.9307 | LR: 4.26e-06 | 2324.1ms/step | 10.3 samples/s +Step 18850/20005 | Loss: 2.9446 | LR: 4.18e-06 | 2324.1ms/step | 10.3 samples/s +Step 18860/20005 | Loss: 2.9341 | LR: 4.11e-06 | 2325.6ms/step | 10.3 samples/s +Step 18870/20005 | Loss: 2.9326 | LR: 4.04e-06 | 2320.8ms/step | 10.3 samples/s +Step 18880/20005 | Loss: 2.9186 | LR: 3.97e-06 | 2324.9ms/step | 10.3 samples/s +Step 18890/20005 | Loss: 2.8829 | LR: 3.90e-06 | 2321.1ms/step | 10.3 samples/s +Step 18900/20005 | Loss: 2.9331 | LR: 3.83e-06 | 2323.1ms/step | 10.3 samples/s +Step 18910/20005 | Loss: 2.9285 | LR: 3.76e-06 | 2322.2ms/step | 10.3 samples/s +Step 18920/20005 | Loss: 2.9191 | LR: 3.69e-06 | 2324.2ms/step | 10.3 samples/s +Step 18930/20005 | Loss: 2.9445 | LR: 3.62e-06 | 2322.4ms/step | 10.3 samples/s +Step 18940/20005 | Loss: 2.9198 | LR: 3.56e-06 | 2322.4ms/step | 10.3 samples/s +Step 18950/20005 | Loss: 2.9121 | LR: 3.49e-06 | 2322.2ms/step | 10.3 samples/s +Step 18960/20005 | Loss: 2.9489 | LR: 3.42e-06 | 2322.4ms/step | 10.3 samples/s +Step 18970/20005 | Loss: 2.9495 | LR: 3.36e-06 | 2323.5ms/step | 10.3 samples/s +Step 18980/20005 | Loss: 2.9574 | LR: 3.29e-06 | 2324.0ms/step | 10.3 samples/s +Step 18990/20005 | Loss: 2.9411 | LR: 3.23e-06 | 2323.4ms/step | 10.3 samples/s +Step 19000/20005 | Loss: 2.9165 | LR: 3.17e-06 | 2323.8ms/step | 10.3 samples/s +Validation at step 19000: Loss = 2.9448, Perplexity = 19.01 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-19000 +Step 19010/20005 | Loss: 2.9485 | LR: 3.10e-06 | 17957.6ms/step | 1.3 samples/s +Step 19020/20005 | Loss: 2.9212 | LR: 3.04e-06 | 2320.5ms/step | 10.3 samples/s +Step 19030/20005 | Loss: 2.9169 | LR: 2.98e-06 | 2321.8ms/step | 10.3 samples/s +Step 19040/20005 | Loss: 2.9269 | LR: 2.92e-06 | 2319.3ms/step | 10.3 samples/s +Step 19050/20005 | Loss: 2.9127 | LR: 2.86e-06 | 2323.1ms/step | 10.3 samples/s +Step 19060/20005 | Loss: 2.9314 | LR: 2.80e-06 | 2320.0ms/step | 10.3 samples/s +Step 19070/20005 | Loss: 2.9063 | LR: 2.74e-06 | 2321.0ms/step | 10.3 samples/s +Step 19080/20005 | Loss: 2.9503 | LR: 2.68e-06 | 2322.3ms/step | 10.3 samples/s +Step 19090/20005 | Loss: 2.9136 | LR: 2.62e-06 | 2322.7ms/step | 10.3 samples/s +Step 19100/20005 | Loss: 2.9468 | LR: 2.57e-06 | 2320.4ms/step | 10.3 samples/s +Step 19110/20005 | Loss: 2.9347 | LR: 2.51e-06 | 2321.7ms/step | 10.3 samples/s +Step 19120/20005 | Loss: 2.9539 | LR: 2.46e-06 | 2323.6ms/step | 10.3 samples/s +Step 19130/20005 | Loss: 2.9157 | LR: 2.40e-06 | 2323.4ms/step | 10.3 samples/s +Step 19140/20005 | Loss: 2.9245 | LR: 2.35e-06 | 2322.1ms/step | 10.3 samples/s +Step 19150/20005 | Loss: 2.9305 | LR: 2.29e-06 | 2322.3ms/step | 10.3 samples/s +Step 19160/20005 | Loss: 2.9189 | LR: 2.24e-06 | 2322.3ms/step | 10.3 samples/s +Step 19170/20005 | Loss: 2.9229 | LR: 2.19e-06 | 2320.1ms/step | 10.3 samples/s +Step 19180/20005 | Loss: 2.9198 | LR: 2.13e-06 | 2321.5ms/step | 10.3 samples/s +Step 19190/20005 | Loss: 2.9404 | LR: 2.08e-06 | 2321.7ms/step | 10.3 samples/s +Step 19200/20005 | Loss: 2.9275 | LR: 2.03e-06 | 2320.3ms/step | 10.3 samples/s +Step 19210/20005 | Loss: 2.8980 | LR: 1.98e-06 | 2321.6ms/step | 10.3 samples/s +Step 19220/20005 | Loss: 2.9544 | LR: 1.93e-06 | 2321.7ms/step | 10.3 samples/s +Step 19230/20005 | Loss: 2.9006 | LR: 1.88e-06 | 2321.7ms/step | 10.3 samples/s +Step 19240/20005 | Loss: 2.9618 | LR: 1.83e-06 | 2322.7ms/step | 10.3 samples/s +Step 19250/20005 | Loss: 2.9312 | LR: 1.79e-06 | 2322.5ms/step | 10.3 samples/s +Validation at step 19250: Loss = 2.9449, Perplexity = 19.01 +Step 19260/20005 | Loss: 2.9488 | LR: 1.74e-06 | 17457.2ms/step | 1.4 samples/s +Step 19270/20005 | Loss: 2.9053 | LR: 1.69e-06 | 2323.7ms/step | 10.3 samples/s +Step 19280/20005 | Loss: 2.9239 | LR: 1.65e-06 | 2322.0ms/step | 10.3 samples/s +Step 19290/20005 | Loss: 2.9398 | LR: 1.60e-06 | 2324.0ms/step | 10.3 samples/s +Step 19300/20005 | Loss: 2.9380 | LR: 1.56e-06 | 2320.1ms/step | 10.3 samples/s +Step 19310/20005 | Loss: 2.9300 | LR: 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returning control to user process diff --git a/epfl_final/wandb/run-20260518_025234-hi2z3jh6/run-hi2z3jh6.wandb b/epfl_final/wandb/run-20260518_025234-hi2z3jh6/run-hi2z3jh6.wandb new file mode 100644 index 0000000000000000000000000000000000000000..5128ec82d2686a9f3d4a2d25d515e222ca6b805f --- /dev/null +++ b/epfl_final/wandb/run-20260518_025234-hi2z3jh6/run-hi2z3jh6.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0ba5038a416c5b6a4c6f350cef9b6a0dde964c67e262d229e4947c0416663325 +size 720896 diff --git a/epfl_final/wandb/run-20260519_211405-hi2z3jh6/files/output.log b/epfl_final/wandb/run-20260519_211405-hi2z3jh6/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..0a750a791e20e028785ad8c1c497a68b9219968d --- /dev/null +++ b/epfl_final/wandb/run-20260519_211405-hi2z3jh6/files/output.log @@ -0,0 +1,50 @@ +Running config: +{ + "model_path": "/mloscratch/homes/navasard/qwen3_06b_base", + "model_dtype": "bfloat16", + 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+} +Loading tokenizer from /mloscratch/homes/navasard/qwen3_06b_base... +Resuming from checkpoint: /mloscratch/homes/navasard/sparse/checkpoints/run_20260517_023855/checkpoint-18000 +Checkpoint activations: False diff --git a/epfl_final/wandb/run-20260519_212517-hi2z3jh6/files/requirements.txt b/epfl_final/wandb/run-20260519_212517-hi2z3jh6/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..133639bcc8ed984d8a4d2f31724a29a5308f8d3b --- /dev/null +++ b/epfl_final/wandb/run-20260519_212517-hi2z3jh6/files/requirements.txt @@ -0,0 +1,97 @@ +pytz==2026.2 +nvidia-cusparselt-cu13==0.8.1 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.7.0 +urllib3==2.7.0 +tzdata==2026.2 +typing_extensions==4.15.0 +triton==3.7.0 +tqdm==4.67.3 +torchinfo==1.8.0 +sympy==1.14.0 +smmap==5.0.3 +six==1.17.0 +shellingham==1.5.4 +safetensors==0.7.0 +regex==2026.5.9 +PyYAML==6.0.3 +Pygments==2.20.0 +pyarrow==24.0.0 +psutil==7.2.2 +protobuf==7.34.1 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0000000000000000000000000000000000000000..f32532258de5db44125a9b6a79eff42f8fd609ad --- /dev/null +++ b/epfl_final/wandb/run-20260519_212517-hi2z3jh6/logs/debug.log @@ -0,0 +1,20 @@ +2026-05-19 21:25:17,330 INFO MainThread:7228 [wandb_setup.py:_flush():81] Current SDK version is 0.27.0 +2026-05-19 21:25:17,330 INFO MainThread:7228 [wandb_setup.py:_flush():81] Configure stats pid to 7228 +2026-05-19 21:25:17,331 INFO MainThread:7228 [wandb_setup.py:_flush():81] Loading settings from environment variables +2026-05-19 21:25:17,331 INFO MainThread:7228 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/wandb/run-20260519_212517-hi2z3jh6/logs/debug.log +2026-05-19 21:25:17,337 INFO MainThread:7228 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/wandb/run-20260519_212517-hi2z3jh6/logs/debug-internal.log +2026-05-19 21:25:17,338 INFO MainThread:7228 [wandb_init.py:init():851] calling init triggers +2026-05-19 21:25:17,339 INFO MainThread:7228 [wandb_init.py:init():856] 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/tokenized', 'val_path': None, 'max_seq_length': 8192, 'num_workers': 8, 'output_dir': '/mloscratch/homes/navasard/sparse/checkpoints/run_20260517_023855', 'resume_from_checkpoint': '/mloscratch/homes/navasard/sparse/checkpoints/run_20260517_023855/checkpoint-18000', 'force_new_run': True, 'num_epochs': 1, 'max_steps': 20005, 'per_device_batch_size': 3, 'gradient_accumulation_steps': 8, 'learning_rate': 0.0005, 'weight_decay': 0.01, 'warmup_steps': 250, 'lr_scheduler': 'cosine', 'max_grad_norm': 1.0, 'save_steps': 1000, 'eval_steps': 250, 'eval_batches': 200, 'logging_steps': 10, 'seed': 42, 'verbose': True, 'checkpoint_activations': False, 'strategy': 'ddp', 'mixed_precision': 'bf16', 'wandb_enabled': True, 'wandb_project': 'stochastic_sparsity', 'wandb_name': 'dense continued 8k', 'wandb_tags': ['qwen3', '0.6b', 'dense-resume'], 'attention_type': 'sparse_stochastic', 'sparse_block_size': 128, 'sparse_num_random_blocks': 31, 'sparse_mask_pool_size': 10, 'sparse_val_dense_compare': False, 'sparse_layer_indices': None, 'sparse_mask_cache_dir': None, 'dense_mode': True, '_wandb': {}} +2026-05-19 21:25:17,341 INFO MainThread:7228 [wandb_init.py:init():899] starting backend +2026-05-19 21:25:17,570 INFO MainThread:7228 [wandb_init.py:init():914] sending inform_init request +2026-05-19 21:25:18,104 INFO MainThread:7228 [wandb_init.py:init():919] backend started and connected +2026-05-19 21:25:18,106 INFO MainThread:7228 [wandb_init.py:init():989] updated telemetry +2026-05-19 21:25:18,108 INFO MainThread:7228 [wandb_init.py:init():1012] communicating run to backend with 90.0 second timeout +2026-05-19 21:25:18,922 INFO MainThread:7228 [wandb_init.py:init():1052] run resumed +2026-05-19 21:25:18,924 INFO MainThread:7228 [wandb_init.py:init():1057] starting run threads in backend +2026-05-19 21:25:18,990 INFO MainThread:7228 [wandb_run.py:_console_start():2509] atexit reg +2026-05-19 21:25:18,990 INFO MainThread:7228 [wandb_run.py:_redirect():2359] redirect: wrap_raw +2026-05-19 21:25:18,990 INFO MainThread:7228 [wandb_run.py:_redirect():2428] Wrapping output streams. +2026-05-19 21:25:18,990 INFO MainThread:7228 [wandb_run.py:_redirect():2451] Redirects installed. +2026-05-19 21:25:18,991 INFO MainThread:7228 [wandb_init.py:init():1095] run started, returning control to user process diff --git a/epfl_final/wandb/run-20260519_212517-hi2z3jh6/run-hi2z3jh6.wandb b/epfl_final/wandb/run-20260519_212517-hi2z3jh6/run-hi2z3jh6.wandb new file mode 100644 index 0000000000000000000000000000000000000000..30977402b08eb894463b83d7de7a007255879a32 Binary files /dev/null and b/epfl_final/wandb/run-20260519_212517-hi2z3jh6/run-hi2z3jh6.wandb differ diff --git a/epfl_final/wandb/run-20260519_212833-oeak7lgl/files/output.log b/epfl_final/wandb/run-20260519_212833-oeak7lgl/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..2194628d16432b9254acde4e2cfd604bc6774a32 --- /dev/null +++ b/epfl_final/wandb/run-20260519_212833-oeak7lgl/files/output.log @@ -0,0 +1,217 @@ +Running config: +{ + "model_path": "/mloscratch/homes/navasard/qwen3_06b_base", + "model_dtype": "bfloat16", + "init_from_scratch": true, + "train_path": "/mloscratch/homes/navasard/data/fineweb/tokenized", + "val_path": null, + "max_seq_length": 8192, + "num_workers": 8, + "output_dir": "./checkpoints/run_20260519_212829", + "resume_from_checkpoint": "/mloscratch/homes/navasard/sparse/checkpoints/run_20260517_023855/checkpoint-18000", + "force_new_run": true, + "num_epochs": 1, + "max_steps": 20005, + "per_device_batch_size": 3, + "gradient_accumulation_steps": 8, + "learning_rate": 0.0005, + "weight_decay": 0.01, + "warmup_steps": 250, + "lr_scheduler": "cosine", + "max_grad_norm": 1.0, + "save_steps": 1000, + "eval_steps": 250, + "eval_batches": 200, + "logging_steps": 10, + "seed": 42, + "verbose": true, + "checkpoint_activations": false, + "strategy": "ddp", + "mixed_precision": "bf16", + "wandb_enabled": true, + "wandb_project": "stochastic_sparsity", + "wandb_name": "dense continued 8k", + "wandb_tags": [ + "qwen3", + "0.6b", + "dense-resume" + ], + "attention_type": "sparse_stochastic", + "sparse_block_size": 128, + "sparse_num_random_blocks": 31, + "sparse_mask_pool_size": 10, + "sparse_val_dense_compare": false, + "sparse_layer_indices": null, + "sparse_mask_cache_dir": null, + "dense_mode": true +} +Loading tokenizer from /mloscratch/homes/navasard/qwen3_06b_base... +Resuming from checkpoint: /mloscratch/homes/navasard/sparse/checkpoints/run_20260517_023855/checkpoint-18000 +Checkpoint activations: False +dense_mode=True: sparse attention layers will use standard causal SDPA. + + +================================================================================ +MODEL ARCHITECTURE +================================================================================ +Model config: + vocab_size: 151936 + hidden_size: 1024 + num_hidden_layers: 28 + num_attention_heads: 16 + num_key_value_heads: 8 + head_dim: 128 + intermediate_size: 3072 + max_position_embeddings: 32768 + rope_theta: 1000000 + attention_type: sparse_stochastic + sparse_block_size: 128 + sparse_num_random_blocks: 31 + sparse_mask_pool_size: 10 + sparse_max_seq_length: 8192 + +Parameter count: + Total parameters: 596,049,920 + Trainable parameters: 596,049,920 + Non-trainable parameters: 0 + Model size (BF16): 1.19 GB + +-------------------------------------------------------------------------------- +LAYER-BY-LAYER SUMMARY +-------------------------------------------------------------------------------- +================================================================================================================================================================ +Layer (type:depth-idx) Input Shape Output Shape Param # Trainable +================================================================================================================================================================ +Qwen3ForCausalLM [3, 8192] -- -- True +├─Qwen3Model: 1-1 -- [3, 8192, 1024] -- True +│ └─Embedding: 2-1 [3, 8192] [3, 8192, 1024] 155,582,464 True +│ └─ModuleList: 2-2 -- -- -- True +│ │ └─Qwen3DecoderLayer: 3-1 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-2 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-3 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-4 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-5 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-6 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-7 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-8 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-9 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-10 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-11 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-12 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-13 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-14 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-15 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-16 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-17 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-18 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-19 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-20 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-21 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-22 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-23 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-24 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-25 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-26 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-27 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ │ └─Qwen3DecoderLayer: 3-28 [3, 8192, 1024] [3, 8192, 1024] 15,730,944 True +│ └─Qwen3RMSNorm: 2-3 [3, 8192, 1024] [3, 8192, 1024] 1,024 True +├─Linear: 1-2 [3, 8192, 1024] [3, 8192, 151936] 155,582,464 True +================================================================================================================================================================ +Total params: 751,632,384 +Trainable params: 751,632,384 +Non-trainable params: 0 +Total mult-adds (G): 2.25 +================================================================================================================================================================ +Input size (MB): 0.20 +Forward/backward pass size (MB): 63052.97 +Params size (MB): 1503.26 +Estimated Total Size (MB): 64556.43 +================================================================================================================================================================ +================================================================================ + +Loading dataset from /mloscratch/homes/navasard/data/fineweb/tokenized... +Using pre-tokenized dataset (no runtime tokenization) +Loading pre-tokenized HF dataset from /mloscratch/homes/navasard/data/fineweb/tokenized... +Loaded 5088012 pre-tokenized examples (stored_len=2048, pack_factor=4, packed_examples=1272003) +Dataset split: 1017602 train, 254401 validation +Training examples (packed, train split): 1017602 +Validation examples (packed, val split): 254401 +Per-device batch size: 3 +World size (GPUs): 1 +Gradient accumulation steps: 8 +Effective batch size (seqs/step): 24 +Sequence length: 8192 +Tokens per optimizer step: 196,608 +Micro-batches per epoch (per rank): 339200 +Optimizer steps per epoch: 42400 +Total optimizer steps: 20005 (capped by max_steps; 0.47 epochs) +Loading checkpoint from /mloscratch/homes/navasard/sparse/checkpoints/run_20260517_023855/checkpoint-18000... +Resumed from checkpoint at step 17999 (epoch 0, micro_step 144024) +Resuming training from step 17999 +Starting training... +Step 18000/20005 | Loss: 0.2932 | LR: 1.26e-05 | 638407.9ms/step | 0.0 samples/s +Validation at step 18000: Loss = 2.9421, Perplexity = 18.96 +Saved checkpoint to checkpoints/run_20260519_212829/checkpoint-18000 +Step 18010/20005 | Loss: 2.9429 | LR: 1.24e-05 | 44368.4ms/step | 0.5 samples/s +Step 18020/20005 | Loss: 2.8996 | LR: 1.23e-05 | 5892.3ms/step | 4.1 samples/s +Step 18030/20005 | Loss: 2.8949 | LR: 1.22e-05 | 5974.8ms/step | 4.0 samples/s +Step 18040/20005 | Loss: 2.8822 | LR: 1.21e-05 | 5889.9ms/step | 4.1 samples/s +Step 18050/20005 | Loss: 2.9279 | LR: 1.19e-05 | 5891.4ms/step | 4.1 samples/s +Step 18060/20005 | Loss: 2.9004 | LR: 1.18e-05 | 5883.8ms/step | 4.1 samples/s +Step 18070/20005 | Loss: 2.8831 | LR: 1.17e-05 | 5895.3ms/step | 4.1 samples/s +Step 18080/20005 | Loss: 2.8618 | LR: 1.16e-05 | 5892.2ms/step | 4.1 samples/s +Step 18090/20005 | Loss: 2.8818 | LR: 1.15e-05 | 5892.1ms/step | 4.1 samples/s +Step 18100/20005 | Loss: 2.8697 | LR: 1.13e-05 | 5898.6ms/step | 4.1 samples/s +Step 18110/20005 | Loss: 2.8987 | LR: 1.12e-05 | 5892.7ms/step | 4.1 samples/s +Step 18120/20005 | Loss: 2.9018 | LR: 1.11e-05 | 5889.0ms/step | 4.1 samples/s +Step 18130/20005 | Loss: 2.9144 | LR: 1.10e-05 | 5893.2ms/step | 4.1 samples/s +Step 18140/20005 | Loss: 2.9089 | LR: 1.09e-05 | 5888.2ms/step | 4.1 samples/s +Step 18150/20005 | Loss: 2.8999 | LR: 1.08e-05 | 5889.4ms/step | 4.1 samples/s +Step 18160/20005 | Loss: 2.8862 | LR: 1.06e-05 | 5887.0ms/step | 4.1 samples/s +Step 18170/20005 | Loss: 2.9011 | LR: 1.05e-05 | 5886.8ms/step | 4.1 samples/s +Step 18180/20005 | Loss: 2.9096 | LR: 1.04e-05 | 5897.3ms/step | 4.1 samples/s +Step 18190/20005 | Loss: 2.8956 | LR: 1.03e-05 | 5897.9ms/step | 4.1 samples/s +Step 18200/20005 | Loss: 2.8945 | LR: 1.02e-05 | 5894.8ms/step | 4.1 samples/s +Step 18210/20005 | Loss: 2.8873 | LR: 1.01e-05 | 5887.9ms/step | 4.1 samples/s +Step 18220/20005 | Loss: 2.8870 | LR: 9.96e-06 | 5889.2ms/step | 4.1 samples/s +Step 18230/20005 | Loss: 2.9008 | LR: 9.85e-06 | 5886.2ms/step | 4.1 samples/s +Step 18240/20005 | Loss: 2.8994 | LR: 9.74e-06 | 5890.5ms/step | 4.1 samples/s +Step 18250/20005 | Loss: 2.9039 | LR: 9.63e-06 | 5887.4ms/step | 4.1 samples/s +Validation at step 18250: Loss = 2.9114, Perplexity = 18.38 +Step 18260/20005 | Loss: 2.8679 | LR: 9.52e-06 | 40989.8ms/step | 0.6 samples/s +Step 18270/20005 | Loss: 2.8799 | LR: 9.41e-06 | 5890.8ms/step | 4.1 samples/s +Step 18280/20005 | Loss: 2.8720 | LR: 9.30e-06 | 5890.4ms/step | 4.1 samples/s +Step 18290/20005 | Loss: 2.8980 | LR: 9.20e-06 | 5890.3ms/step | 4.1 samples/s +Step 18300/20005 | Loss: 2.9070 | LR: 9.09e-06 | 5890.3ms/step | 4.1 samples/s +Step 18310/20005 | Loss: 2.8755 | LR: 8.99e-06 | 5888.9ms/step | 4.1 samples/s +Step 18320/20005 | Loss: 2.9267 | LR: 8.88e-06 | 5891.0ms/step | 4.1 samples/s +Step 18330/20005 | Loss: 2.9028 | LR: 8.78e-06 | 5887.3ms/step | 4.1 samples/s +Step 18340/20005 | Loss: 2.8972 | LR: 8.67e-06 | 5883.4ms/step | 4.1 samples/s +Step 18350/20005 | Loss: 2.9147 | LR: 8.57e-06 | 5882.8ms/step | 4.1 samples/s +Step 18360/20005 | Loss: 2.8991 | LR: 8.46e-06 | 5897.9ms/step | 4.1 samples/s +Step 18370/20005 | Loss: 2.9054 | LR: 8.36e-06 | 5898.7ms/step | 4.1 samples/s +Step 18380/20005 | Loss: 2.8886 | LR: 8.26e-06 | 5897.2ms/step | 4.1 samples/s +Step 18390/20005 | Loss: 2.8998 | LR: 8.16e-06 | 5885.8ms/step | 4.1 samples/s +Step 18400/20005 | Loss: 2.9087 | LR: 8.06e-06 | 5890.7ms/step | 4.1 samples/s +Step 18410/20005 | Loss: 2.8897 | LR: 7.96e-06 | 5889.8ms/step | 4.1 samples/s +Step 18420/20005 | Loss: 2.8887 | LR: 7.86e-06 | 5887.1ms/step | 4.1 samples/s +Step 18430/20005 | Loss: 2.8875 | LR: 7.76e-06 | 5885.5ms/step | 4.1 samples/s +Step 18440/20005 | Loss: 2.8767 | LR: 7.66e-06 | 5888.8ms/step | 4.1 samples/s +Step 18450/20005 | Loss: 2.9146 | LR: 7.57e-06 | 5886.7ms/step | 4.1 samples/s +Step 18460/20005 | Loss: 2.8945 | LR: 7.47e-06 | 5884.0ms/step | 4.1 samples/s +Step 18470/20005 | Loss: 2.9128 | LR: 7.37e-06 | 5895.7ms/step | 4.1 samples/s +Step 18480/20005 | Loss: 2.9192 | LR: 7.28e-06 | 5897.7ms/step | 4.1 samples/s +Step 18490/20005 | Loss: 2.8914 | LR: 7.18e-06 | 5895.0ms/step | 4.1 samples/s +Step 18500/20005 | Loss: 2.8621 | LR: 7.09e-06 | 5954.1ms/step | 4.0 samples/s +Validation at step 18500: Loss = 2.9103, Perplexity = 18.36 +Step 18510/20005 | Loss: 2.9280 | LR: 6.99e-06 | 41109.7ms/step | 0.6 samples/s +Step 18520/20005 | Loss: 2.8590 | LR: 6.90e-06 | 5906.6ms/step | 4.1 samples/s +Step 18530/20005 | Loss: 2.8556 | LR: 6.81e-06 | 5913.0ms/step | 4.1 samples/s +Step 18540/20005 | Loss: 2.8744 | LR: 6.72e-06 | 5908.0ms/step | 4.1 samples/s +Step 18550/20005 | Loss: 2.8819 | LR: 6.63e-06 | 5907.4ms/step | 4.1 samples/s +Step 18560/20005 | Loss: 2.8989 | LR: 6.54e-06 | 5904.5ms/step | 4.1 samples/s +Step 18570/20005 | Loss: 2.8603 | LR: 6.45e-06 | 5903.6ms/step | 4.1 samples/s +Step 18580/20005 | Loss: 2.9193 | LR: 6.36e-06 | 5907.4ms/step | 4.1 samples/s +Step 18590/20005 | Loss: 2.8858 | LR: 6.27e-06 | 5903.6ms/step | 4.1 samples/s +Step 18600/20005 | Loss: 2.9107 | LR: 6.18e-06 | 5915.9ms/step | 4.1 samples/s +Step 18610/20005 | Loss: 2.9068 | LR: 6.09e-06 | 5902.7ms/step | 4.1 samples/s diff --git a/epfl_final/wandb/run-20260519_212833-oeak7lgl/files/requirements.txt b/epfl_final/wandb/run-20260519_212833-oeak7lgl/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..133639bcc8ed984d8a4d2f31724a29a5308f8d3b --- /dev/null +++ b/epfl_final/wandb/run-20260519_212833-oeak7lgl/files/requirements.txt @@ -0,0 +1,97 @@ +pytz==2026.2 +nvidia-cusparselt-cu13==0.8.1 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.7.0 +urllib3==2.7.0 +tzdata==2026.2 +typing_extensions==4.15.0 +triton==3.7.0 +tqdm==4.67.3 +torchinfo==1.8.0 +sympy==1.14.0 +smmap==5.0.3 +six==1.17.0 +shellingham==1.5.4 +safetensors==0.7.0 +regex==2026.5.9 +PyYAML==6.0.3 +Pygments==2.20.0 +pyarrow==24.0.0 +psutil==7.2.2 +protobuf==7.34.1 +propcache==0.5.2 +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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