diff --git a/.gitattributes b/.gitattributes index 77d0b80504c843a36a30d842710de18b2b78d4a2..1fde9e5f644da9b74e58818470f4d5769d41adac 100644 --- a/.gitattributes +++ b/.gitattributes @@ -217,3 +217,9 @@ epfl_final/wandb/run-20260506_200450-z06f2580/run-z06f2580.wandb filter=lfs diff epfl_final/wandb/run-20260509_201725-v6634orv/run-v6634orv.wandb filter=lfs diff=lfs merge=lfs -text epfl_final/wandb/run-20260511_155411-fii64tue/run-fii64tue.wandb filter=lfs diff=lfs merge=lfs -text epfl_final/wandb/run-20260511_201933-jzi5hfrk/run-jzi5hfrk.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/wandb/run-20260512_052740-cn25b1jk/run-cn25b1jk.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/wandb/run-20260513_051915-x63i12u5/run-x63i12u5.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/wandb/run-20260513_052440-i0f0xwcq/run-i0f0xwcq.wandb filter=lfs diff=lfs merge=lfs -text +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 diff --git a/epfl_final/wandb/run-20260511_215604-377k1je4/files/config.yaml b/epfl_final/wandb/run-20260511_215604-377k1je4/files/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2cf081bd8f90f195e5f332c5eb29489c0033de1e --- /dev/null +++ b/epfl_final/wandb/run-20260511_215604-377k1je4/files/config.yaml @@ -0,0 +1,134 @@ +_wandb: + value: + cli_version: 0.26.1 + e: + jhi8chi0zzs19xazmkzvwdnmzvij10cx: + codePath: SparseAtt/train.py + codePathLocal: SparseAtt/train.py + cpu_count: 96 + cpu_count_logical: 192 + cudaVersion: "13.0" + disk: + /: + total: "9374931091456" + used: "7086919069696" + email: ruben.navasardyan@mail.utoronto.ca + executable: /usr/bin/python3 + gpu: NVIDIA H100 80GB HBM3 + gpu_count: 1 + gpu_nvidia: + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-5cb9f8b7-4a13-4f85-d73e-6bcbebebefb8 + host: h100-train-13-0-5 + memory: + total: "1623005741056" + os: Linux-6.8.0-59-generic-x86_64-with-glibc2.35 + program: /mloscratch/homes/navasard/sparse/SparseAtt/train.py + python: CPython 3.10.12 + root: /mloscratch/homes/navasard/sparse + startedAt: "2026-05-11T21:56:04.033845Z" + writerId: jhi8chi0zzs19xazmkzvwdnmzvij10cx + m: [] + python_version: 3.10.12 + t: + "1": + - 1 + - 11 + - 49 + - 51 + - 71 + "2": + - 1 + - 11 + - 49 + - 51 + - 71 + "3": + - 15 + - 16 + "4": 3.10.12 + "5": 0.26.1 + "6": 5.8.0 + "12": 0.26.1 + "13": linux-x86_64 +attention_type: + value: sparse_stochastic +checkpoint_activations: + value: false +eval_batches: + value: 200 +eval_steps: + value: 250 +gradient_accumulation_steps: + value: 8 +init_from_scratch: + value: true +learning_rate: + value: 0.0005 +logging_steps: + value: 10 +lr_scheduler: + value: cosine +max_grad_norm: + value: 1 +max_seq_length: + value: 8192 +max_steps: + value: 20005 +mixed_precision: + value: bf16 +model_dtype: + value: bfloat16 +model_path: + value: /mloscratch/homes/navasard/qwen3_06b_base +num_epochs: + value: 1 +num_workers: + value: 8 +output_dir: + value: ./checkpoints/run_20260511_215307 +per_device_batch_size: + value: 3 +resume_from_checkpoint: + value: null +save_steps: + value: 1000 +seed: + value: 42 +sparse_block_size: + value: 128 +sparse_layer_indices: + value: null +sparse_mask_cache_dir: + value: /mloscratch/homes/navasard/sparse/mask_cache +sparse_mask_pool_size: + value: 10000 +sparse_num_random_blocks: + value: 31 +sparse_val_dense_compare: + value: false +strategy: + value: ddp +train_path: + value: /mloscratch/homes/navasard/data/fineweb/tokenized +val_path: + value: null +verbose: + value: true +wandb_enabled: + value: true +wandb_name: + value: null +wandb_project: + value: stochastic_sparsity +wandb_tags: + value: + - qwen3 + - 0.6b +warmup_steps: + value: 250 +weight_decay: + value: 0.01 diff --git a/epfl_final/wandb/run-20260512_052740-cn25b1jk/files/config.yaml b/epfl_final/wandb/run-20260512_052740-cn25b1jk/files/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f11e2840e3dc0266244f31b7b0d2bfa3d52b881b --- /dev/null +++ b/epfl_final/wandb/run-20260512_052740-cn25b1jk/files/config.yaml @@ -0,0 +1,136 @@ +_wandb: + value: + cli_version: 0.26.1 + e: + n6qlcy60609ow7u1awe6lzorqadjusj0: + codePath: SparseAtt/train.py + codePathLocal: SparseAtt/train.py + cpu_count: 96 + cpu_count_logical: 192 + cudaVersion: "13.0" + disk: + /: + total: "9374931091456" + used: "6480959242240" + email: ruben.navasardyan@mail.utoronto.ca + executable: /usr/bin/python3 + gpu: NVIDIA H100 80GB HBM3 + gpu_count: 1 + gpu_nvidia: + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-cd5c7d97-0f62-2f41-36c8-233c8f57b814 + host: h100-train-1-0-3 + memory: + total: "1623005847552" + os: Linux-6.8.0-59-generic-x86_64-with-glibc2.35 + program: /mloscratch/homes/navasard/sparse/SparseAtt/train.py + python: CPython 3.10.12 + root: /mloscratch/homes/navasard/sparse + startedAt: "2026-05-12T05:27:40.216251Z" + writerId: n6qlcy60609ow7u1awe6lzorqadjusj0 + m: [] + python_version: 3.10.12 + t: + "1": + - 1 + - 11 + - 49 + - 51 + - 71 + "2": + - 1 + - 11 + - 49 + - 51 + - 71 + "3": + - 2 + - 15 + - 16 + - 61 + "4": 3.10.12 + "5": 0.26.1 + "6": 5.8.0 + "12": 0.26.1 + "13": linux-x86_64 +attention_type: + value: sparse_stochastic +checkpoint_activations: + value: false +eval_batches: + value: 200 +eval_steps: + value: 250 +gradient_accumulation_steps: + value: 8 +init_from_scratch: + value: true +learning_rate: + value: 0.0005 +logging_steps: + value: 10 +lr_scheduler: + value: cosine +max_grad_norm: + value: 1 +max_seq_length: + value: 8192 +max_steps: + value: 20005 +mixed_precision: + value: bf16 +model_dtype: + value: bfloat16 +model_path: + value: /mloscratch/homes/navasard/qwen3_06b_base +num_epochs: + value: 1 +num_workers: + value: 8 +output_dir: + value: ./checkpoints/run_20260512_052551 +per_device_batch_size: + value: 3 +resume_from_checkpoint: + value: null +save_steps: + value: 1000 +seed: + value: 42 +sparse_block_size: + value: 128 +sparse_layer_indices: + value: null +sparse_mask_cache_dir: + value: /mloscratch/homes/navasard/sparse/mask_cache +sparse_mask_pool_size: + value: 10000 +sparse_num_random_blocks: + value: 31 +sparse_val_dense_compare: + value: false +strategy: + value: ddp +train_path: + value: /mloscratch/homes/navasard/data/fineweb/tokenized +val_path: + value: null +verbose: + value: true +wandb_enabled: + value: true +wandb_name: + value: null +wandb_project: + value: stochastic_sparsity +wandb_tags: + value: + - qwen3 + - 0.6b +warmup_steps: + value: 250 +weight_decay: + value: 0.01 diff --git a/epfl_final/wandb/run-20260512_052740-cn25b1jk/files/output.log b/epfl_final/wandb/run-20260512_052740-cn25b1jk/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..410319487ca5d1949094ea70a514d7a9baaf1e5b --- /dev/null +++ b/epfl_final/wandb/run-20260512_052740-cn25b1jk/files/output.log @@ -0,0 +1,2207 @@ + + +================================================================================ +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: 10000 + 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:1704: 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) +Starting training... +Step 10/20005 | Loss: 12.0555 | LR: 2.00e-05 | 3533.2ms/step | 6.8 samples/s +Step 20/20005 | Loss: 11.1488 | LR: 4.00e-05 | 2648.4ms/step | 9.1 samples/s +Step 30/20005 | Loss: 10.4104 | LR: 6.00e-05 | 2645.0ms/step | 9.1 samples/s +Step 40/20005 | Loss: 9.8572 | LR: 8.00e-05 | 2640.1ms/step | 9.1 samples/s +Step 50/20005 | Loss: 9.0275 | LR: 1.00e-04 | 2636.6ms/step | 9.1 samples/s +Step 60/20005 | Loss: 8.2401 | LR: 1.20e-04 | 2640.5ms/step | 9.1 samples/s +Step 70/20005 | Loss: 7.6642 | LR: 1.40e-04 | 2654.8ms/step | 9.0 samples/s +Step 80/20005 | Loss: 7.4240 | LR: 1.60e-04 | 2668.2ms/step | 9.0 samples/s +Step 90/20005 | Loss: 7.2488 | LR: 1.80e-04 | 2672.4ms/step | 9.0 samples/s +Step 100/20005 | Loss: 7.1054 | LR: 2.00e-04 | 2677.7ms/step | 9.0 samples/s +Step 110/20005 | Loss: 6.9278 | LR: 2.20e-04 | 2675.7ms/step | 9.0 samples/s +Step 120/20005 | Loss: 6.8122 | LR: 2.40e-04 | 2679.8ms/step | 9.0 samples/s +Step 130/20005 | Loss: 6.6822 | LR: 2.60e-04 | 2680.3ms/step | 9.0 samples/s +Step 140/20005 | Loss: 6.5549 | LR: 2.80e-04 | 2680.5ms/step | 9.0 samples/s +Step 150/20005 | Loss: 6.5414 | LR: 3.00e-04 | 2678.7ms/step | 9.0 samples/s +Step 160/20005 | Loss: 6.4115 | LR: 3.20e-04 | 2681.6ms/step | 8.9 samples/s +Step 170/20005 | Loss: 6.3252 | LR: 3.40e-04 | 2679.2ms/step | 9.0 samples/s +Step 180/20005 | Loss: 6.2597 | LR: 3.60e-04 | 2680.6ms/step | 9.0 samples/s +Step 190/20005 | Loss: 6.2129 | LR: 3.80e-04 | 2684.0ms/step | 8.9 samples/s +Step 200/20005 | Loss: 6.1192 | LR: 4.00e-04 | 2684.3ms/step | 8.9 samples/s +Step 210/20005 | Loss: 6.0611 | LR: 4.20e-04 | 2683.3ms/step | 8.9 samples/s +Step 220/20005 | Loss: 6.0229 | LR: 4.40e-04 | 2681.4ms/step | 9.0 samples/s +Step 230/20005 | Loss: 5.9433 | LR: 4.60e-04 | 2683.3ms/step | 8.9 samples/s +Step 240/20005 | Loss: 5.9214 | LR: 4.80e-04 | 2684.6ms/step | 8.9 samples/s +Step 250/20005 | Loss: 5.8588 | LR: 5.00e-04 | 2685.7ms/step | 8.9 samples/s +Validation at step 250: Loss = 5.8007, Perplexity = 330.54 +Step 260/20005 | Loss: 5.7526 | LR: 5.00e-04 | 24127.5ms/step | 1.0 samples/s +Step 270/20005 | Loss: 5.7460 | LR: 5.00e-04 | 2692.9ms/step | 8.9 samples/s +Step 280/20005 | Loss: 5.7011 | LR: 5.00e-04 | 2687.6ms/step | 8.9 samples/s +Step 290/20005 | Loss: 5.6141 | LR: 5.00e-04 | 2689.3ms/step | 8.9 samples/s +Step 300/20005 | Loss: 5.5741 | LR: 5.00e-04 | 2692.2ms/step | 8.9 samples/s +Step 310/20005 | Loss: 5.4958 | LR: 5.00e-04 | 2686.0ms/step | 8.9 samples/s +Step 320/20005 | Loss: 5.4513 | LR: 5.00e-04 | 2690.0ms/step | 8.9 samples/s +Step 330/20005 | Loss: 5.3774 | LR: 5.00e-04 | 2691.1ms/step | 8.9 samples/s +Step 340/20005 | Loss: 5.3691 | LR: 5.00e-04 | 2691.2ms/step | 8.9 samples/s +Step 350/20005 | Loss: 5.2848 | LR: 5.00e-04 | 2689.8ms/step | 8.9 samples/s +Step 360/20005 | Loss: 5.2633 | LR: 5.00e-04 | 2690.3ms/step | 8.9 samples/s +Step 370/20005 | Loss: 5.1821 | LR: 5.00e-04 | 2689.5ms/step | 8.9 samples/s +Step 380/20005 | Loss: 5.1799 | LR: 5.00e-04 | 2687.7ms/step | 8.9 samples/s +Step 390/20005 | Loss: 5.1241 | LR: 5.00e-04 | 2690.0ms/step | 8.9 samples/s +Step 400/20005 | Loss: 5.1148 | LR: 5.00e-04 | 2689.7ms/step | 8.9 samples/s +Step 410/20005 | Loss: 5.0398 | LR: 5.00e-04 | 2688.6ms/step | 8.9 samples/s +Step 420/20005 | Loss: 5.0150 | LR: 5.00e-04 | 2687.8ms/step | 8.9 samples/s +Step 430/20005 | Loss: 5.0035 | LR: 5.00e-04 | 2690.1ms/step | 8.9 samples/s +Step 440/20005 | Loss: 4.9670 | LR: 5.00e-04 | 2686.1ms/step | 8.9 samples/s +Step 450/20005 | Loss: 4.8925 | LR: 5.00e-04 | 2684.0ms/step | 8.9 samples/s +Step 460/20005 | Loss: 4.9029 | LR: 5.00e-04 | 2686.3ms/step | 8.9 samples/s +Step 470/20005 | Loss: 4.8650 | LR: 5.00e-04 | 2685.4ms/step | 8.9 samples/s +Step 480/20005 | Loss: 4.8155 | LR: 5.00e-04 | 2687.6ms/step | 8.9 samples/s +Step 490/20005 | Loss: 4.7782 | LR: 5.00e-04 | 2678.6ms/step | 9.0 samples/s +Step 500/20005 | Loss: 4.7731 | LR: 5.00e-04 | 2671.4ms/step | 9.0 samples/s +Validation at step 500: Loss = 4.7636, Perplexity = 117.16 +Step 510/20005 | Loss: 4.7373 | LR: 5.00e-04 | 21125.3ms/step | 1.1 samples/s +Step 520/20005 | Loss: 4.6940 | LR: 5.00e-04 | 2686.3ms/step | 8.9 samples/s +Step 530/20005 | Loss: 4.6883 | LR: 5.00e-04 | 2688.4ms/step | 8.9 samples/s +Step 540/20005 | Loss: 4.6420 | LR: 5.00e-04 | 2684.5ms/step | 8.9 samples/s +Step 550/20005 | Loss: 4.6448 | LR: 5.00e-04 | 2680.5ms/step | 9.0 samples/s +Step 560/20005 | Loss: 4.5816 | LR: 5.00e-04 | 2686.9ms/step | 8.9 samples/s +Step 570/20005 | Loss: 4.5695 | LR: 5.00e-04 | 2685.0ms/step | 8.9 samples/s +Step 580/20005 | Loss: 4.5461 | LR: 5.00e-04 | 2685.9ms/step | 8.9 samples/s +Step 590/20005 | Loss: 4.4950 | LR: 5.00e-04 | 2685.4ms/step | 8.9 samples/s +Step 600/20005 | Loss: 4.4873 | LR: 5.00e-04 | 2684.6ms/step | 8.9 samples/s +Step 610/20005 | Loss: 4.4742 | LR: 5.00e-04 | 2687.3ms/step | 8.9 samples/s +Step 620/20005 | Loss: 4.4207 | LR: 5.00e-04 | 2686.6ms/step | 8.9 samples/s +Step 630/20005 | Loss: 4.4072 | LR: 5.00e-04 | 2685.5ms/step | 8.9 samples/s +Step 640/20005 | Loss: 4.3947 | LR: 5.00e-04 | 2684.2ms/step | 8.9 samples/s +Step 650/20005 | Loss: 4.3740 | LR: 4.99e-04 | 2683.9ms/step | 8.9 samples/s +Step 660/20005 | Loss: 4.3727 | LR: 4.99e-04 | 2687.8ms/step | 8.9 samples/s +Step 670/20005 | Loss: 4.3226 | LR: 4.99e-04 | 2685.6ms/step | 8.9 samples/s +Step 680/20005 | Loss: 4.3483 | LR: 4.99e-04 | 2685.1ms/step | 8.9 samples/s +Step 690/20005 | Loss: 4.3123 | LR: 4.99e-04 | 2682.9ms/step | 8.9 samples/s +Step 700/20005 | Loss: 4.2909 | LR: 4.99e-04 | 2681.2ms/step | 9.0 samples/s +Step 710/20005 | Loss: 4.2683 | LR: 4.99e-04 | 2683.5ms/step | 8.9 samples/s +Step 720/20005 | Loss: 4.2604 | LR: 4.99e-04 | 2681.2ms/step | 9.0 samples/s +Step 730/20005 | Loss: 4.2337 | LR: 4.99e-04 | 2683.9ms/step | 8.9 samples/s +Step 740/20005 | Loss: 4.2073 | LR: 4.99e-04 | 2682.5ms/step | 8.9 samples/s +Step 750/20005 | Loss: 4.2013 | LR: 4.99e-04 | 2682.6ms/step | 8.9 samples/s +Validation at step 750: Loss = 4.2012, Perplexity = 66.76 +Step 760/20005 | Loss: 4.2091 | LR: 4.99e-04 | 21153.9ms/step | 1.1 samples/s +Step 770/20005 | Loss: 4.1634 | LR: 4.99e-04 | 2685.8ms/step | 8.9 samples/s +Step 780/20005 | Loss: 4.1412 | LR: 4.99e-04 | 2684.9ms/step | 8.9 samples/s +Step 790/20005 | Loss: 4.1521 | LR: 4.99e-04 | 2684.9ms/step | 8.9 samples/s +Step 800/20005 | Loss: 4.1434 | LR: 4.99e-04 | 2686.1ms/step | 8.9 samples/s +Step 810/20005 | Loss: 4.1482 | LR: 4.99e-04 | 2684.0ms/step | 8.9 samples/s +Step 820/20005 | Loss: 4.1222 | LR: 4.99e-04 | 2683.3ms/step | 8.9 samples/s +Step 830/20005 | Loss: 4.0958 | LR: 4.99e-04 | 2684.6ms/step | 8.9 samples/s +Step 840/20005 | Loss: 4.1097 | LR: 4.99e-04 | 2687.0ms/step | 8.9 samples/s +Step 850/20005 | Loss: 4.0920 | LR: 4.99e-04 | 2684.7ms/step | 8.9 samples/s +Step 860/20005 | Loss: 4.0785 | LR: 4.99e-04 | 2681.9ms/step | 8.9 samples/s +Step 870/20005 | Loss: 4.0812 | LR: 4.99e-04 | 2680.8ms/step | 9.0 samples/s +Step 880/20005 | Loss: 4.0848 | LR: 4.99e-04 | 2682.5ms/step | 8.9 samples/s +Step 890/20005 | Loss: 4.0437 | LR: 4.99e-04 | 2687.7ms/step | 8.9 samples/s +Step 900/20005 | Loss: 4.0769 | LR: 4.99e-04 | 2684.3ms/step | 8.9 samples/s +Step 910/20005 | Loss: 4.0079 | LR: 4.99e-04 | 2686.1ms/step | 8.9 samples/s +Step 920/20005 | Loss: 4.0256 | LR: 4.99e-04 | 2687.0ms/step | 8.9 samples/s +Step 930/20005 | Loss: 4.0178 | LR: 4.99e-04 | 2684.5ms/step | 8.9 samples/s +Step 940/20005 | Loss: 3.9975 | LR: 4.98e-04 | 2685.8ms/step | 8.9 samples/s +Step 950/20005 | Loss: 3.9846 | LR: 4.98e-04 | 2683.4ms/step | 8.9 samples/s +Step 960/20005 | Loss: 4.0019 | LR: 4.98e-04 | 2683.3ms/step | 8.9 samples/s +Step 970/20005 | Loss: 4.0238 | LR: 4.98e-04 | 2684.7ms/step | 8.9 samples/s +Step 980/20005 | Loss: 3.9834 | LR: 4.98e-04 | 2688.6ms/step | 8.9 samples/s +Step 990/20005 | Loss: 3.9430 | LR: 4.98e-04 | 2685.7ms/step | 8.9 samples/s +Step 1000/20005 | Loss: 3.9718 | LR: 4.98e-04 | 2685.7ms/step | 8.9 samples/s +Validation at step 1000: Loss = 3.9515, Perplexity = 52.01 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-1000 +Step 1010/20005 | Loss: 3.9153 | LR: 4.98e-04 | 21783.8ms/step | 1.1 samples/s +Step 1020/20005 | Loss: 3.9469 | LR: 4.98e-04 | 2677.2ms/step | 9.0 samples/s +Step 1030/20005 | Loss: 3.9153 | LR: 4.98e-04 | 2679.4ms/step | 9.0 samples/s +Step 1040/20005 | Loss: 3.8919 | LR: 4.98e-04 | 2666.0ms/step | 9.0 samples/s +Step 1050/20005 | Loss: 3.8947 | LR: 4.98e-04 | 2670.5ms/step | 9.0 samples/s +Step 1060/20005 | Loss: 3.9195 | LR: 4.98e-04 | 2673.0ms/step | 9.0 samples/s +Step 1070/20005 | Loss: 3.8918 | LR: 4.98e-04 | 2673.5ms/step | 9.0 samples/s +Step 1080/20005 | Loss: 3.8610 | LR: 4.98e-04 | 2678.2ms/step | 9.0 samples/s +Step 1090/20005 | Loss: 3.8554 | LR: 4.98e-04 | 2676.7ms/step | 9.0 samples/s +Step 1100/20005 | Loss: 3.8641 | LR: 4.98e-04 | 2678.3ms/step | 9.0 samples/s +Step 1110/20005 | Loss: 3.8592 | LR: 4.98e-04 | 2680.3ms/step | 9.0 samples/s +Step 1120/20005 | Loss: 3.8836 | LR: 4.98e-04 | 2679.1ms/step | 9.0 samples/s +Step 1130/20005 | Loss: 3.8653 | LR: 4.98e-04 | 2683.1ms/step | 8.9 samples/s +Step 1140/20005 | Loss: 3.8775 | LR: 4.98e-04 | 2681.5ms/step | 9.0 samples/s +Step 1150/20005 | Loss: 3.8552 | LR: 4.97e-04 | 2679.7ms/step | 9.0 samples/s +Step 1160/20005 | Loss: 3.8290 | LR: 4.97e-04 | 2679.9ms/step | 9.0 samples/s +Step 1170/20005 | Loss: 3.8390 | LR: 4.97e-04 | 2681.5ms/step | 9.0 samples/s +Step 1180/20005 | Loss: 3.8335 | LR: 4.97e-04 | 2680.4ms/step | 9.0 samples/s +Step 1190/20005 | Loss: 3.8143 | LR: 4.97e-04 | 2679.5ms/step | 9.0 samples/s +Step 1200/20005 | Loss: 3.8177 | LR: 4.97e-04 | 2684.5ms/step | 8.9 samples/s +Step 1210/20005 | Loss: 3.8405 | LR: 4.97e-04 | 2680.6ms/step | 9.0 samples/s +Step 1220/20005 | Loss: 3.7903 | LR: 4.97e-04 | 2684.0ms/step | 8.9 samples/s +Step 1230/20005 | Loss: 3.8148 | LR: 4.97e-04 | 2681.5ms/step | 9.0 samples/s +Step 1240/20005 | Loss: 3.7647 | LR: 4.97e-04 | 2682.9ms/step | 8.9 samples/s +Step 1250/20005 | Loss: 3.8048 | LR: 4.97e-04 | 2683.2ms/step | 8.9 samples/s +Validation at step 1250: Loss = 3.7909, Perplexity = 44.29 +Step 1260/20005 | Loss: 3.7933 | LR: 4.97e-04 | 21680.8ms/step | 1.1 samples/s +Step 1270/20005 | Loss: 3.7779 | LR: 4.97e-04 | 2726.9ms/step | 8.8 samples/s +Step 1280/20005 | Loss: 3.8020 | LR: 4.97e-04 | 2722.5ms/step | 8.8 samples/s +Step 1290/20005 | Loss: 3.7758 | LR: 4.97e-04 | 2719.0ms/step | 8.8 samples/s +Step 1300/20005 | Loss: 3.7674 | LR: 4.97e-04 | 2722.2ms/step | 8.8 samples/s +Step 1310/20005 | Loss: 3.7415 | LR: 4.96e-04 | 2721.3ms/step | 8.8 samples/s +Step 1320/20005 | Loss: 3.7795 | LR: 4.96e-04 | 2737.5ms/step | 8.8 samples/s +Step 1330/20005 | Loss: 3.7342 | LR: 4.96e-04 | 2731.9ms/step | 8.8 samples/s +Step 1340/20005 | Loss: 3.7219 | LR: 4.96e-04 | 2728.0ms/step | 8.8 samples/s +Step 1350/20005 | Loss: 3.7312 | LR: 4.96e-04 | 2730.9ms/step | 8.8 samples/s +Step 1360/20005 | Loss: 3.7470 | LR: 4.96e-04 | 2729.4ms/step | 8.8 samples/s +Step 1370/20005 | Loss: 3.7490 | LR: 4.96e-04 | 2728.4ms/step | 8.8 samples/s +Step 1380/20005 | Loss: 3.7068 | LR: 4.96e-04 | 2727.6ms/step | 8.8 samples/s +Step 1390/20005 | Loss: 3.7583 | LR: 4.96e-04 | 2726.2ms/step | 8.8 samples/s +Step 1400/20005 | Loss: 3.7017 | LR: 4.96e-04 | 2725.8ms/step | 8.8 samples/s +Step 1410/20005 | Loss: 3.7272 | LR: 4.96e-04 | 2726.9ms/step | 8.8 samples/s +Step 1420/20005 | Loss: 3.7293 | LR: 4.96e-04 | 2726.9ms/step | 8.8 samples/s +Step 1430/20005 | Loss: 3.7299 | LR: 4.96e-04 | 2729.9ms/step | 8.8 samples/s +Step 1440/20005 | Loss: 3.7179 | LR: 4.96e-04 | 2734.1ms/step | 8.8 samples/s +Step 1450/20005 | Loss: 3.6930 | LR: 4.95e-04 | 2726.6ms/step | 8.8 samples/s +Step 1460/20005 | Loss: 3.7076 | LR: 4.95e-04 | 2740.4ms/step | 8.8 samples/s +Step 1470/20005 | Loss: 3.7009 | LR: 4.95e-04 | 2733.4ms/step | 8.8 samples/s +Step 1480/20005 | Loss: 3.6779 | LR: 4.95e-04 | 2721.2ms/step | 8.8 samples/s +Step 1490/20005 | Loss: 3.6990 | LR: 4.95e-04 | 2718.7ms/step | 8.8 samples/s +Step 1500/20005 | Loss: 3.6585 | LR: 4.95e-04 | 2716.9ms/step | 8.8 samples/s +Validation at step 1500: Loss = 3.6845, Perplexity = 39.82 +Step 1510/20005 | Loss: 3.6789 | LR: 4.95e-04 | 21399.6ms/step | 1.1 samples/s +Step 1520/20005 | Loss: 3.6892 | LR: 4.95e-04 | 2690.1ms/step | 8.9 samples/s +Step 1530/20005 | Loss: 3.6380 | LR: 4.95e-04 | 2684.5ms/step | 8.9 samples/s +Step 1540/20005 | Loss: 3.6716 | LR: 4.95e-04 | 2685.1ms/step | 8.9 samples/s +Step 1550/20005 | Loss: 3.6594 | LR: 4.95e-04 | 2686.1ms/step | 8.9 samples/s +Step 1560/20005 | Loss: 3.6880 | LR: 4.95e-04 | 2684.8ms/step | 8.9 samples/s +Step 1570/20005 | Loss: 3.6545 | LR: 4.95e-04 | 2680.6ms/step | 9.0 samples/s +Step 1580/20005 | Loss: 3.6344 | LR: 4.94e-04 | 2679.8ms/step | 9.0 samples/s +Step 1590/20005 | Loss: 3.6443 | LR: 4.94e-04 | 2682.5ms/step | 8.9 samples/s +Step 1600/20005 | Loss: 3.6828 | LR: 4.94e-04 | 2684.9ms/step | 8.9 samples/s +Step 1610/20005 | Loss: 3.6325 | LR: 4.94e-04 | 2683.5ms/step | 8.9 samples/s +Step 1620/20005 | Loss: 3.6625 | LR: 4.94e-04 | 2685.2ms/step | 8.9 samples/s +Step 1630/20005 | Loss: 3.6520 | LR: 4.94e-04 | 2686.9ms/step | 8.9 samples/s +Step 1640/20005 | Loss: 3.6562 | LR: 4.94e-04 | 2683.3ms/step | 8.9 samples/s +Step 1650/20005 | Loss: 3.6091 | LR: 4.94e-04 | 2682.7ms/step | 8.9 samples/s +Step 1660/20005 | Loss: 3.6465 | LR: 4.94e-04 | 2680.4ms/step | 9.0 samples/s +Step 1670/20005 | Loss: 3.6143 | LR: 4.94e-04 | 2671.0ms/step | 9.0 samples/s +Step 1680/20005 | Loss: 3.5909 | LR: 4.94e-04 | 2670.3ms/step | 9.0 samples/s +Step 1690/20005 | Loss: 3.6369 | LR: 4.93e-04 | 2674.7ms/step | 9.0 samples/s +Step 1700/20005 | Loss: 3.6021 | LR: 4.93e-04 | 2676.9ms/step | 9.0 samples/s +Step 1710/20005 | Loss: 3.6365 | LR: 4.93e-04 | 2675.6ms/step | 9.0 samples/s +Step 1720/20005 | Loss: 3.6187 | LR: 4.93e-04 | 2676.2ms/step | 9.0 samples/s +Step 1730/20005 | Loss: 3.6243 | LR: 4.93e-04 | 2678.7ms/step | 9.0 samples/s +Step 1740/20005 | Loss: 3.5932 | LR: 4.93e-04 | 2676.0ms/step | 9.0 samples/s +Step 1750/20005 | Loss: 3.6014 | LR: 4.93e-04 | 2678.3ms/step | 9.0 samples/s +Validation at step 1750: Loss = 3.6017, Perplexity = 36.66 +Step 1760/20005 | Loss: 3.6064 | LR: 4.93e-04 | 21087.2ms/step | 1.1 samples/s +Step 1770/20005 | Loss: 3.6173 | LR: 4.93e-04 | 2681.0ms/step | 9.0 samples/s +Step 1780/20005 | Loss: 3.5655 | LR: 4.93e-04 | 2684.8ms/step | 8.9 samples/s +Step 1790/20005 | Loss: 3.6157 | LR: 4.93e-04 | 2683.3ms/step | 8.9 samples/s +Step 1800/20005 | Loss: 3.5796 | LR: 4.92e-04 | 2683.7ms/step | 8.9 samples/s +Step 1810/20005 | Loss: 3.6040 | LR: 4.92e-04 | 2682.0ms/step | 8.9 samples/s +Step 1820/20005 | Loss: 3.5768 | LR: 4.92e-04 | 2681.8ms/step | 8.9 samples/s +Step 1830/20005 | Loss: 3.5825 | LR: 4.92e-04 | 2681.1ms/step | 9.0 samples/s +Step 1840/20005 | Loss: 3.5842 | LR: 4.92e-04 | 2680.8ms/step | 9.0 samples/s +Step 1850/20005 | Loss: 3.5742 | LR: 4.92e-04 | 2683.1ms/step | 8.9 samples/s +Step 1860/20005 | Loss: 3.5666 | LR: 4.92e-04 | 2684.5ms/step | 8.9 samples/s +Step 1870/20005 | Loss: 3.5484 | LR: 4.92e-04 | 2680.7ms/step | 9.0 samples/s +Step 1880/20005 | Loss: 3.5627 | LR: 4.92e-04 | 2679.4ms/step | 9.0 samples/s +Step 1890/20005 | Loss: 3.5474 | LR: 4.92e-04 | 2682.0ms/step | 8.9 samples/s +Step 1900/20005 | Loss: 3.5341 | LR: 4.91e-04 | 2682.4ms/step | 8.9 samples/s +Step 1910/20005 | Loss: 3.5605 | LR: 4.91e-04 | 2680.1ms/step | 9.0 samples/s +Step 1920/20005 | Loss: 3.5314 | LR: 4.91e-04 | 2682.0ms/step | 8.9 samples/s +Step 1930/20005 | Loss: 3.5490 | LR: 4.91e-04 | 2683.8ms/step | 8.9 samples/s +Step 1940/20005 | Loss: 3.5647 | LR: 4.91e-04 | 2683.3ms/step | 8.9 samples/s +Step 1950/20005 | Loss: 3.5517 | LR: 4.91e-04 | 2684.4ms/step | 8.9 samples/s +Step 1960/20005 | Loss: 3.5513 | LR: 4.91e-04 | 2681.1ms/step | 9.0 samples/s +Step 1970/20005 | Loss: 3.5792 | LR: 4.91e-04 | 2683.0ms/step | 8.9 samples/s +Step 1980/20005 | Loss: 3.5424 | LR: 4.91e-04 | 2683.8ms/step | 8.9 samples/s +Step 1990/20005 | Loss: 3.5515 | LR: 4.90e-04 | 2681.7ms/step | 8.9 samples/s +Step 2000/20005 | Loss: 3.5235 | LR: 4.90e-04 | 2684.5ms/step | 8.9 samples/s +Validation at step 2000: Loss = 3.5366, Perplexity = 34.35 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-2000 +Step 2010/20005 | Loss: 3.5423 | LR: 4.90e-04 | 21796.5ms/step | 1.1 samples/s +Step 2020/20005 | Loss: 3.5449 | LR: 4.90e-04 | 2675.3ms/step | 9.0 samples/s +Step 2030/20005 | Loss: 3.5407 | LR: 4.90e-04 | 2678.8ms/step | 9.0 samples/s +Step 2040/20005 | Loss: 3.5265 | LR: 4.90e-04 | 2684.7ms/step | 8.9 samples/s +Step 2050/20005 | Loss: 3.5335 | LR: 4.90e-04 | 2685.9ms/step | 8.9 samples/s +Step 2060/20005 | Loss: 3.5251 | LR: 4.90e-04 | 2683.3ms/step | 8.9 samples/s +Step 2070/20005 | Loss: 3.5319 | LR: 4.90e-04 | 2680.8ms/step | 9.0 samples/s +Step 2080/20005 | Loss: 3.5227 | LR: 4.89e-04 | 2682.7ms/step | 8.9 samples/s +Step 2090/20005 | Loss: 3.5216 | LR: 4.89e-04 | 2679.5ms/step | 9.0 samples/s +Step 2100/20005 | Loss: 3.5015 | LR: 4.89e-04 | 2680.3ms/step | 9.0 samples/s +Step 2110/20005 | Loss: 3.5007 | LR: 4.89e-04 | 2683.1ms/step | 8.9 samples/s +Step 2120/20005 | Loss: 3.5165 | LR: 4.89e-04 | 2679.7ms/step | 9.0 samples/s +Step 2130/20005 | Loss: 3.4918 | LR: 4.89e-04 | 2678.6ms/step | 9.0 samples/s +Step 2140/20005 | Loss: 3.4846 | LR: 4.89e-04 | 2681.9ms/step | 8.9 samples/s +Step 2150/20005 | Loss: 3.4870 | LR: 4.89e-04 | 2677.2ms/step | 9.0 samples/s +Step 2160/20005 | Loss: 3.5265 | LR: 4.89e-04 | 2681.7ms/step | 8.9 samples/s +Step 2170/20005 | Loss: 3.5085 | LR: 4.88e-04 | 2681.9ms/step | 8.9 samples/s +Step 2180/20005 | Loss: 3.4969 | LR: 4.88e-04 | 2679.9ms/step | 9.0 samples/s +Step 2190/20005 | Loss: 3.5018 | LR: 4.88e-04 | 2678.8ms/step | 9.0 samples/s +Step 2200/20005 | Loss: 3.5181 | LR: 4.88e-04 | 2679.7ms/step | 9.0 samples/s +Step 2210/20005 | Loss: 3.5105 | LR: 4.88e-04 | 2681.5ms/step | 9.0 samples/s +Step 2220/20005 | Loss: 3.4875 | LR: 4.88e-04 | 2682.5ms/step | 8.9 samples/s +Step 2230/20005 | Loss: 3.5015 | LR: 4.88e-04 | 2680.7ms/step | 9.0 samples/s +Step 2240/20005 | Loss: 3.4838 | LR: 4.88e-04 | 2683.6ms/step | 8.9 samples/s +Step 2250/20005 | Loss: 3.4734 | LR: 4.87e-04 | 2683.0ms/step | 8.9 samples/s +Validation at step 2250: Loss = 3.4862, Perplexity = 32.66 +Step 2260/20005 | Loss: 3.5083 | LR: 4.87e-04 | 21044.5ms/step | 1.1 samples/s +Step 2270/20005 | Loss: 3.4622 | LR: 4.87e-04 | 2676.2ms/step | 9.0 samples/s +Step 2280/20005 | Loss: 3.4806 | LR: 4.87e-04 | 2677.4ms/step | 9.0 samples/s +Step 2290/20005 | Loss: 3.4991 | LR: 4.87e-04 | 2675.7ms/step | 9.0 samples/s +Step 2300/20005 | Loss: 3.4659 | LR: 4.87e-04 | 3223.1ms/step | 7.4 samples/s +Step 2310/20005 | Loss: 3.4751 | LR: 4.87e-04 | 2680.2ms/step | 9.0 samples/s +Step 2320/20005 | Loss: 3.4772 | LR: 4.87e-04 | 2684.2ms/step | 8.9 samples/s +Step 2330/20005 | Loss: 3.4697 | LR: 4.86e-04 | 2684.5ms/step | 8.9 samples/s +Step 2340/20005 | Loss: 3.4398 | LR: 4.86e-04 | 2683.2ms/step | 8.9 samples/s +Step 2350/20005 | Loss: 3.4612 | LR: 4.86e-04 | 2686.9ms/step | 8.9 samples/s +Step 2360/20005 | Loss: 3.4895 | LR: 4.86e-04 | 2684.9ms/step | 8.9 samples/s +Step 2370/20005 | Loss: 3.4700 | LR: 4.86e-04 | 2683.4ms/step | 8.9 samples/s +Step 2380/20005 | Loss: 3.4897 | LR: 4.86e-04 | 2688.8ms/step | 8.9 samples/s +Step 2390/20005 | Loss: 3.4660 | LR: 4.86e-04 | 2685.9ms/step | 8.9 samples/s +Step 2400/20005 | Loss: 3.4660 | LR: 4.86e-04 | 2690.4ms/step | 8.9 samples/s +Step 2410/20005 | Loss: 3.4323 | LR: 4.85e-04 | 2689.4ms/step | 8.9 samples/s +Step 2420/20005 | Loss: 3.4698 | LR: 4.85e-04 | 2688.7ms/step | 8.9 samples/s +Step 2430/20005 | Loss: 3.4411 | LR: 4.85e-04 | 2687.3ms/step | 8.9 samples/s +Step 2440/20005 | Loss: 3.4716 | LR: 4.85e-04 | 2685.9ms/step | 8.9 samples/s +Step 2450/20005 | Loss: 3.4507 | LR: 4.85e-04 | 2688.2ms/step | 8.9 samples/s +Step 2460/20005 | Loss: 3.4546 | LR: 4.85e-04 | 2686.7ms/step | 8.9 samples/s +Step 2470/20005 | Loss: 3.4807 | LR: 4.85e-04 | 2690.9ms/step | 8.9 samples/s +Step 2480/20005 | Loss: 3.4321 | LR: 4.84e-04 | 2690.1ms/step | 8.9 samples/s +Step 2490/20005 | Loss: 3.4491 | LR: 4.84e-04 | 2690.8ms/step | 8.9 samples/s +Step 2500/20005 | Loss: 3.4694 | LR: 4.84e-04 | 2688.6ms/step | 8.9 samples/s +Validation at step 2500: Loss = 3.4436, Perplexity = 31.30 +Step 2510/20005 | Loss: 3.4523 | LR: 4.84e-04 | 21135.2ms/step | 1.1 samples/s +Step 2520/20005 | Loss: 3.4320 | LR: 4.84e-04 | 2688.0ms/step | 8.9 samples/s +Step 2530/20005 | Loss: 3.4434 | LR: 4.84e-04 | 2689.8ms/step | 8.9 samples/s +Step 2540/20005 | Loss: 3.4392 | LR: 4.84e-04 | 2693.0ms/step | 8.9 samples/s +Step 2550/20005 | Loss: 3.4472 | LR: 4.83e-04 | 2684.5ms/step | 8.9 samples/s +Step 2560/20005 | Loss: 3.4434 | LR: 4.83e-04 | 2686.0ms/step | 8.9 samples/s +Step 2570/20005 | Loss: 3.4314 | LR: 4.83e-04 | 2682.8ms/step | 8.9 samples/s +Step 2580/20005 | Loss: 3.4208 | LR: 4.83e-04 | 2686.6ms/step | 8.9 samples/s +Step 2590/20005 | Loss: 3.4264 | LR: 4.83e-04 | 2686.7ms/step | 8.9 samples/s +Step 2600/20005 | Loss: 3.4260 | LR: 4.83e-04 | 2690.1ms/step | 8.9 samples/s +Step 2610/20005 | Loss: 3.4461 | LR: 4.83e-04 | 2686.6ms/step | 8.9 samples/s +Step 2620/20005 | Loss: 3.4182 | LR: 4.82e-04 | 2688.8ms/step | 8.9 samples/s +Step 2630/20005 | Loss: 3.4084 | LR: 4.82e-04 | 2688.4ms/step | 8.9 samples/s +Step 2640/20005 | Loss: 3.4153 | LR: 4.82e-04 | 2687.6ms/step | 8.9 samples/s +Step 2650/20005 | Loss: 3.4169 | LR: 4.82e-04 | 2692.1ms/step | 8.9 samples/s +Step 2660/20005 | Loss: 3.3769 | LR: 4.82e-04 | 2689.2ms/step | 8.9 samples/s +Step 2670/20005 | Loss: 3.4264 | LR: 4.82e-04 | 2689.8ms/step | 8.9 samples/s +Step 2680/20005 | Loss: 3.4048 | LR: 4.82e-04 | 2689.2ms/step | 8.9 samples/s +Step 2690/20005 | Loss: 3.4325 | LR: 4.81e-04 | 2685.0ms/step | 8.9 samples/s +Step 2700/20005 | Loss: 3.4346 | LR: 4.81e-04 | 2685.3ms/step | 8.9 samples/s +Step 2710/20005 | Loss: 3.4115 | LR: 4.81e-04 | 2689.6ms/step | 8.9 samples/s +Step 2720/20005 | Loss: 3.4208 | LR: 4.81e-04 | 2686.4ms/step | 8.9 samples/s +Step 2730/20005 | Loss: 3.3960 | LR: 4.81e-04 | 2688.6ms/step | 8.9 samples/s +Step 2740/20005 | Loss: 3.3863 | LR: 4.81e-04 | 2689.8ms/step | 8.9 samples/s +Step 2750/20005 | Loss: 3.4115 | LR: 4.81e-04 | 2689.3ms/step | 8.9 samples/s +Validation at step 2750: Loss = 3.4057, Perplexity = 30.13 +Step 2760/20005 | Loss: 3.4077 | LR: 4.80e-04 | 21132.5ms/step | 1.1 samples/s +Step 2770/20005 | Loss: 3.4312 | LR: 4.80e-04 | 2684.8ms/step | 8.9 samples/s +Step 2780/20005 | Loss: 3.4119 | LR: 4.80e-04 | 2686.2ms/step | 8.9 samples/s +Step 2790/20005 | Loss: 3.3738 | LR: 4.80e-04 | 2687.0ms/step | 8.9 samples/s +Step 2800/20005 | Loss: 3.4055 | LR: 4.80e-04 | 2685.3ms/step | 8.9 samples/s +Step 2810/20005 | Loss: 3.3983 | LR: 4.80e-04 | 2687.4ms/step | 8.9 samples/s +Step 2820/20005 | Loss: 3.4008 | LR: 4.79e-04 | 2682.7ms/step | 8.9 samples/s +Step 2830/20005 | Loss: 3.3886 | LR: 4.79e-04 | 2665.2ms/step | 9.0 samples/s +Step 2840/20005 | Loss: 3.4084 | LR: 4.79e-04 | 2670.6ms/step | 9.0 samples/s +Step 2850/20005 | Loss: 3.3932 | LR: 4.79e-04 | 2676.2ms/step | 9.0 samples/s +Step 2860/20005 | Loss: 3.3837 | LR: 4.79e-04 | 2681.2ms/step | 9.0 samples/s +Step 2870/20005 | Loss: 3.3604 | LR: 4.79e-04 | 2683.5ms/step | 8.9 samples/s +Step 2880/20005 | Loss: 3.3900 | LR: 4.78e-04 | 2683.2ms/step | 8.9 samples/s +Step 2890/20005 | Loss: 3.3898 | LR: 4.78e-04 | 2684.5ms/step | 8.9 samples/s +Step 2900/20005 | Loss: 3.3941 | LR: 4.78e-04 | 2688.5ms/step | 8.9 samples/s +Step 2910/20005 | Loss: 3.3682 | LR: 4.78e-04 | 2684.2ms/step | 8.9 samples/s +Step 2920/20005 | Loss: 3.3712 | LR: 4.78e-04 | 2685.8ms/step | 8.9 samples/s +Step 2930/20005 | Loss: 3.3910 | LR: 4.78e-04 | 2688.8ms/step | 8.9 samples/s +Step 2940/20005 | Loss: 3.3820 | LR: 4.77e-04 | 2688.2ms/step | 8.9 samples/s +Step 2950/20005 | Loss: 3.3597 | LR: 4.77e-04 | 2690.5ms/step | 8.9 samples/s +Step 2960/20005 | Loss: 3.3835 | LR: 4.77e-04 | 2688.4ms/step | 8.9 samples/s +Step 2970/20005 | Loss: 3.3989 | LR: 4.77e-04 | 2685.8ms/step | 8.9 samples/s +Step 2980/20005 | Loss: 3.3539 | LR: 4.77e-04 | 2688.6ms/step | 8.9 samples/s +Step 2990/20005 | Loss: 3.3797 | LR: 4.77e-04 | 2687.4ms/step | 8.9 samples/s +Step 3000/20005 | Loss: 3.3827 | LR: 4.76e-04 | 2688.7ms/step | 8.9 samples/s +Validation at step 3000: Loss = 3.3742, Perplexity = 29.20 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-3000 +Step 3010/20005 | Loss: 3.3750 | LR: 4.76e-04 | 21811.7ms/step | 1.1 samples/s +Step 3020/20005 | Loss: 3.3417 | LR: 4.76e-04 | 2686.9ms/step | 8.9 samples/s +Step 3030/20005 | Loss: 3.3890 | LR: 4.76e-04 | 2687.0ms/step | 8.9 samples/s +Step 3040/20005 | Loss: 3.3941 | LR: 4.76e-04 | 2686.5ms/step | 8.9 samples/s +Step 3050/20005 | Loss: 3.3687 | LR: 4.76e-04 | 2686.9ms/step | 8.9 samples/s +Step 3060/20005 | Loss: 3.3726 | LR: 4.75e-04 | 2687.8ms/step | 8.9 samples/s +Step 3070/20005 | Loss: 3.3397 | LR: 4.75e-04 | 2689.3ms/step | 8.9 samples/s +Step 3080/20005 | Loss: 3.3437 | LR: 4.75e-04 | 2686.6ms/step | 8.9 samples/s +Step 3090/20005 | Loss: 3.3303 | LR: 4.75e-04 | 2690.2ms/step | 8.9 samples/s +Step 3100/20005 | Loss: 3.3575 | LR: 4.75e-04 | 2687.7ms/step | 8.9 samples/s +Step 3110/20005 | Loss: 3.3320 | LR: 4.75e-04 | 2686.6ms/step | 8.9 samples/s +Step 3120/20005 | Loss: 3.3544 | LR: 4.74e-04 | 2686.4ms/step | 8.9 samples/s +Step 3130/20005 | Loss: 3.3353 | LR: 4.74e-04 | 2686.2ms/step | 8.9 samples/s +Step 3140/20005 | Loss: 3.3497 | LR: 4.74e-04 | 2685.2ms/step | 8.9 samples/s +Step 3150/20005 | Loss: 3.3449 | LR: 4.74e-04 | 2686.9ms/step | 8.9 samples/s +Step 3160/20005 | Loss: 3.3552 | LR: 4.74e-04 | 2686.9ms/step | 8.9 samples/s +Step 3170/20005 | Loss: 3.3592 | LR: 4.74e-04 | 2685.8ms/step | 8.9 samples/s +Step 3180/20005 | Loss: 3.3535 | LR: 4.73e-04 | 2686.6ms/step | 8.9 samples/s +Step 3190/20005 | Loss: 3.3439 | LR: 4.73e-04 | 2687.0ms/step | 8.9 samples/s +Step 3200/20005 | Loss: 3.3407 | LR: 4.73e-04 | 2691.0ms/step | 8.9 samples/s +Step 3210/20005 | Loss: 3.3531 | LR: 4.73e-04 | 2686.5ms/step | 8.9 samples/s +Step 3220/20005 | Loss: 3.3439 | LR: 4.73e-04 | 2684.1ms/step | 8.9 samples/s +Step 3230/20005 | Loss: 3.3443 | LR: 4.72e-04 | 2686.8ms/step | 8.9 samples/s +Step 3240/20005 | Loss: 3.3433 | LR: 4.72e-04 | 2685.3ms/step | 8.9 samples/s +Step 3250/20005 | Loss: 3.3279 | LR: 4.72e-04 | 2684.8ms/step | 8.9 samples/s +Validation at step 3250: Loss = 3.3451, Perplexity = 28.36 +Step 3260/20005 | Loss: 3.3719 | LR: 4.72e-04 | 21131.0ms/step | 1.1 samples/s +Step 3270/20005 | Loss: 3.3569 | LR: 4.72e-04 | 2683.4ms/step | 8.9 samples/s +Step 3280/20005 | Loss: 3.3305 | LR: 4.72e-04 | 2687.4ms/step | 8.9 samples/s +Step 3290/20005 | Loss: 3.3237 | LR: 4.71e-04 | 2689.0ms/step | 8.9 samples/s +Step 3300/20005 | Loss: 3.3703 | LR: 4.71e-04 | 2688.3ms/step | 8.9 samples/s +Step 3310/20005 | Loss: 3.3204 | LR: 4.71e-04 | 2688.8ms/step | 8.9 samples/s +Step 3320/20005 | Loss: 3.3660 | LR: 4.71e-04 | 2686.5ms/step | 8.9 samples/s +Step 3330/20005 | Loss: 3.3445 | LR: 4.71e-04 | 2690.9ms/step | 8.9 samples/s +Step 3340/20005 | Loss: 3.3273 | LR: 4.70e-04 | 2689.1ms/step | 8.9 samples/s +Step 3350/20005 | Loss: 3.3397 | LR: 4.70e-04 | 2684.7ms/step | 8.9 samples/s +Step 3360/20005 | Loss: 3.3222 | LR: 4.70e-04 | 2687.5ms/step | 8.9 samples/s +Step 3370/20005 | Loss: 3.3295 | LR: 4.70e-04 | 2685.5ms/step | 8.9 samples/s +Step 3380/20005 | Loss: 3.3091 | LR: 4.70e-04 | 2688.5ms/step | 8.9 samples/s +Step 3390/20005 | Loss: 3.3283 | LR: 4.69e-04 | 2684.1ms/step | 8.9 samples/s +Step 3400/20005 | Loss: 3.3298 | LR: 4.69e-04 | 2687.7ms/step | 8.9 samples/s +Step 3410/20005 | Loss: 3.3327 | LR: 4.69e-04 | 2688.8ms/step | 8.9 samples/s +Step 3420/20005 | Loss: 3.3199 | LR: 4.69e-04 | 2688.6ms/step | 8.9 samples/s +Step 3430/20005 | Loss: 3.3282 | LR: 4.69e-04 | 2683.1ms/step | 8.9 samples/s +Step 3440/20005 | Loss: 3.3361 | LR: 4.69e-04 | 2669.8ms/step | 9.0 samples/s +Step 3450/20005 | Loss: 3.3139 | LR: 4.68e-04 | 2670.1ms/step | 9.0 samples/s +Step 3460/20005 | Loss: 3.3196 | LR: 4.68e-04 | 2677.1ms/step | 9.0 samples/s +Step 3470/20005 | Loss: 3.3213 | LR: 4.68e-04 | 2674.1ms/step | 9.0 samples/s +Step 3480/20005 | Loss: 3.3130 | LR: 4.68e-04 | 2671.9ms/step | 9.0 samples/s +Step 3490/20005 | Loss: 3.3129 | LR: 4.68e-04 | 2679.4ms/step | 9.0 samples/s +Step 3500/20005 | Loss: 3.3514 | LR: 4.67e-04 | 2681.3ms/step | 9.0 samples/s +Validation at step 3500: Loss = 3.3186, Perplexity = 27.62 +Step 3510/20005 | Loss: 3.3039 | LR: 4.67e-04 | 21183.4ms/step | 1.1 samples/s +Step 3520/20005 | Loss: 3.3014 | LR: 4.67e-04 | 2690.6ms/step | 8.9 samples/s +Step 3530/20005 | Loss: 3.3051 | LR: 4.67e-04 | 2682.7ms/step | 8.9 samples/s +Step 3540/20005 | Loss: 3.3291 | LR: 4.67e-04 | 2680.4ms/step | 9.0 samples/s +Step 3550/20005 | Loss: 3.3256 | LR: 4.66e-04 | 2680.5ms/step | 9.0 samples/s +Step 3560/20005 | Loss: 3.2947 | LR: 4.66e-04 | 2682.4ms/step | 8.9 samples/s +Step 3570/20005 | Loss: 3.2907 | LR: 4.66e-04 | 2681.7ms/step | 8.9 samples/s +Step 3580/20005 | Loss: 3.3020 | LR: 4.66e-04 | 2684.1ms/step | 8.9 samples/s +Step 3590/20005 | Loss: 3.2948 | LR: 4.66e-04 | 2680.9ms/step | 9.0 samples/s +Step 3600/20005 | Loss: 3.3214 | LR: 4.65e-04 | 2682.8ms/step | 8.9 samples/s +Step 3610/20005 | Loss: 3.2954 | LR: 4.65e-04 | 2681.3ms/step | 9.0 samples/s +Step 3620/20005 | Loss: 3.3094 | LR: 4.65e-04 | 2682.0ms/step | 8.9 samples/s +Step 3630/20005 | Loss: 3.3059 | LR: 4.65e-04 | 2681.3ms/step | 9.0 samples/s +Step 3640/20005 | Loss: 3.3129 | LR: 4.65e-04 | 2678.0ms/step | 9.0 samples/s +Step 3650/20005 | Loss: 3.3138 | LR: 4.64e-04 | 2677.5ms/step | 9.0 samples/s +Step 3660/20005 | Loss: 3.2894 | LR: 4.64e-04 | 2693.0ms/step | 8.9 samples/s +Step 3670/20005 | Loss: 3.3094 | LR: 4.64e-04 | 2708.1ms/step | 8.9 samples/s +Step 3680/20005 | Loss: 3.3033 | LR: 4.64e-04 | 2696.4ms/step | 8.9 samples/s +Step 3690/20005 | Loss: 3.2922 | LR: 4.64e-04 | 2690.4ms/step | 8.9 samples/s +Step 3700/20005 | Loss: 3.3103 | LR: 4.63e-04 | 2688.3ms/step | 8.9 samples/s +Step 3710/20005 | Loss: 3.3120 | LR: 4.63e-04 | 2685.3ms/step | 8.9 samples/s +Step 3720/20005 | Loss: 3.3114 | LR: 4.63e-04 | 2689.1ms/step | 8.9 samples/s +Step 3730/20005 | Loss: 3.2710 | LR: 4.63e-04 | 2685.9ms/step | 8.9 samples/s +Step 3740/20005 | Loss: 3.3136 | LR: 4.62e-04 | 2683.3ms/step | 8.9 samples/s +Step 3750/20005 | Loss: 3.2804 | LR: 4.62e-04 | 2682.8ms/step | 8.9 samples/s +Validation at step 3750: Loss = 3.2945, Perplexity = 26.96 +Step 3760/20005 | Loss: 3.3034 | LR: 4.62e-04 | 21120.0ms/step | 1.1 samples/s +Step 3770/20005 | Loss: 3.3364 | LR: 4.62e-04 | 2711.7ms/step | 8.9 samples/s +Step 3780/20005 | Loss: 3.2840 | LR: 4.62e-04 | 2751.4ms/step | 8.7 samples/s +Step 3790/20005 | Loss: 3.2836 | LR: 4.61e-04 | 2780.0ms/step | 8.6 samples/s +Step 3800/20005 | Loss: 3.2972 | LR: 4.61e-04 | 2751.0ms/step | 8.7 samples/s +Step 3810/20005 | Loss: 3.3037 | LR: 4.61e-04 | 2723.4ms/step | 8.8 samples/s +Step 3820/20005 | Loss: 3.2876 | LR: 4.61e-04 | 2717.8ms/step | 8.8 samples/s +Step 3830/20005 | Loss: 3.2871 | LR: 4.61e-04 | 2718.0ms/step | 8.8 samples/s +Step 3840/20005 | Loss: 3.2761 | LR: 4.60e-04 | 2713.6ms/step | 8.8 samples/s +Step 3850/20005 | Loss: 3.2878 | LR: 4.60e-04 | 2713.0ms/step | 8.8 samples/s +Step 3860/20005 | Loss: 3.2548 | LR: 4.60e-04 | 2736.6ms/step | 8.8 samples/s +Step 3870/20005 | Loss: 3.2720 | LR: 4.60e-04 | 2754.6ms/step | 8.7 samples/s +Step 3880/20005 | Loss: 3.2907 | LR: 4.59e-04 | 2743.6ms/step | 8.7 samples/s +Step 3890/20005 | Loss: 3.2792 | LR: 4.59e-04 | 2736.9ms/step | 8.8 samples/s +Step 3900/20005 | Loss: 3.2830 | LR: 4.59e-04 | 2766.7ms/step | 8.7 samples/s +Step 3910/20005 | Loss: 3.2829 | LR: 4.59e-04 | 2760.3ms/step | 8.7 samples/s +Step 3920/20005 | Loss: 3.2678 | LR: 4.59e-04 | 2789.9ms/step | 8.6 samples/s +Step 3930/20005 | Loss: 3.2655 | LR: 4.58e-04 | 2753.2ms/step | 8.7 samples/s +Step 3940/20005 | Loss: 3.2740 | LR: 4.58e-04 | 2751.0ms/step | 8.7 samples/s +Step 3950/20005 | Loss: 3.2683 | LR: 4.58e-04 | 2743.4ms/step | 8.7 samples/s +Step 3960/20005 | Loss: 3.2677 | LR: 4.58e-04 | 2960.1ms/step | 8.1 samples/s +Step 3970/20005 | Loss: 3.2737 | LR: 4.58e-04 | 2826.7ms/step | 8.5 samples/s +Step 3980/20005 | Loss: 3.2914 | LR: 4.57e-04 | 2727.0ms/step | 8.8 samples/s +Step 3990/20005 | Loss: 3.2911 | LR: 4.57e-04 | 2669.8ms/step | 9.0 samples/s +Step 4000/20005 | Loss: 3.2542 | LR: 4.57e-04 | 2662.0ms/step | 9.0 samples/s +Validation at step 4000: Loss = 3.2737, Perplexity = 26.41 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-4000 +Step 4010/20005 | Loss: 3.2707 | LR: 4.57e-04 | 21818.6ms/step | 1.1 samples/s +Step 4020/20005 | Loss: 3.2571 | LR: 4.56e-04 | 2697.7ms/step | 8.9 samples/s +Step 4030/20005 | Loss: 3.2681 | LR: 4.56e-04 | 2717.3ms/step | 8.8 samples/s +Step 4040/20005 | Loss: 3.2774 | LR: 4.56e-04 | 2717.3ms/step | 8.8 samples/s +Step 4050/20005 | Loss: 3.2550 | LR: 4.56e-04 | 2700.0ms/step | 8.9 samples/s +Step 4060/20005 | Loss: 3.2834 | LR: 4.55e-04 | 2707.5ms/step | 8.9 samples/s +Step 4070/20005 | Loss: 3.2834 | LR: 4.55e-04 | 2704.7ms/step | 8.9 samples/s +Step 4080/20005 | Loss: 3.2474 | LR: 4.55e-04 | 2700.9ms/step | 8.9 samples/s +Step 4090/20005 | Loss: 3.2675 | LR: 4.55e-04 | 2701.5ms/step | 8.9 samples/s +Step 4100/20005 | Loss: 3.2812 | LR: 4.55e-04 | 2705.6ms/step | 8.9 samples/s +Step 4110/20005 | Loss: 3.2481 | LR: 4.54e-04 | 2710.7ms/step | 8.9 samples/s +Step 4120/20005 | Loss: 3.2678 | LR: 4.54e-04 | 2705.2ms/step | 8.9 samples/s +Step 4130/20005 | Loss: 3.2731 | LR: 4.54e-04 | 2708.4ms/step | 8.9 samples/s +Step 4140/20005 | Loss: 3.2816 | LR: 4.54e-04 | 2710.0ms/step | 8.9 samples/s +Step 4150/20005 | Loss: 3.2700 | LR: 4.53e-04 | 2703.6ms/step | 8.9 samples/s +Step 4160/20005 | Loss: 3.2603 | LR: 4.53e-04 | 2707.9ms/step | 8.9 samples/s +Step 4170/20005 | Loss: 3.2509 | LR: 4.53e-04 | 2708.8ms/step | 8.9 samples/s +Step 4180/20005 | Loss: 3.2512 | LR: 4.53e-04 | 2712.1ms/step | 8.8 samples/s +Step 4190/20005 | Loss: 3.2353 | LR: 4.53e-04 | 2711.4ms/step | 8.9 samples/s +Step 4200/20005 | Loss: 3.2712 | LR: 4.52e-04 | 2707.9ms/step | 8.9 samples/s +Step 4210/20005 | Loss: 3.2533 | LR: 4.52e-04 | 2707.0ms/step | 8.9 samples/s +Step 4220/20005 | Loss: 3.2572 | LR: 4.52e-04 | 2702.7ms/step | 8.9 samples/s +Step 4230/20005 | Loss: 3.2352 | LR: 4.52e-04 | 2702.9ms/step | 8.9 samples/s +Step 4240/20005 | Loss: 3.2420 | LR: 4.51e-04 | 2707.2ms/step | 8.9 samples/s +Step 4250/20005 | Loss: 3.2531 | LR: 4.51e-04 | 2704.1ms/step | 8.9 samples/s +Validation at step 4250: Loss = 3.2537, Perplexity = 25.88 +Step 4260/20005 | Loss: 3.2624 | LR: 4.51e-04 | 21287.3ms/step | 1.1 samples/s +Step 4270/20005 | Loss: 3.2729 | LR: 4.51e-04 | 2658.3ms/step | 9.0 samples/s +Step 4280/20005 | Loss: 3.2630 | LR: 4.50e-04 | 2656.9ms/step | 9.0 samples/s +Step 4290/20005 | Loss: 3.2568 | LR: 4.50e-04 | 2653.7ms/step | 9.0 samples/s +Step 4300/20005 | Loss: 3.2675 | LR: 4.50e-04 | 2654.0ms/step | 9.0 samples/s +Step 4310/20005 | Loss: 3.2426 | LR: 4.50e-04 | 2654.7ms/step | 9.0 samples/s +Step 4320/20005 | Loss: 3.2906 | LR: 4.49e-04 | 2653.2ms/step | 9.0 samples/s +Step 4330/20005 | Loss: 3.2303 | LR: 4.49e-04 | 2653.8ms/step | 9.0 samples/s +Step 4340/20005 | Loss: 3.2486 | LR: 4.49e-04 | 2651.2ms/step | 9.1 samples/s +Step 4350/20005 | Loss: 3.2478 | LR: 4.49e-04 | 2655.6ms/step | 9.0 samples/s +Step 4360/20005 | Loss: 3.2603 | LR: 4.48e-04 | 2654.3ms/step | 9.0 samples/s +Step 4370/20005 | Loss: 3.2345 | LR: 4.48e-04 | 2652.5ms/step | 9.0 samples/s +Step 4380/20005 | Loss: 3.2402 | LR: 4.48e-04 | 2651.9ms/step | 9.1 samples/s +Step 4390/20005 | Loss: 3.2451 | LR: 4.48e-04 | 2650.9ms/step | 9.1 samples/s +Step 4400/20005 | Loss: 3.2397 | LR: 4.48e-04 | 2653.7ms/step | 9.0 samples/s +Step 4410/20005 | Loss: 3.2599 | LR: 4.47e-04 | 2654.5ms/step | 9.0 samples/s +Step 4420/20005 | Loss: 3.2589 | LR: 4.47e-04 | 2655.5ms/step | 9.0 samples/s +Step 4430/20005 | Loss: 3.2402 | LR: 4.47e-04 | 2653.8ms/step | 9.0 samples/s +Step 4440/20005 | Loss: 3.2424 | LR: 4.47e-04 | 2654.2ms/step | 9.0 samples/s +Step 4450/20005 | Loss: 3.2382 | LR: 4.46e-04 | 2655.1ms/step | 9.0 samples/s +Step 4460/20005 | Loss: 3.2456 | LR: 4.46e-04 | 2656.0ms/step | 9.0 samples/s +Step 4470/20005 | Loss: 3.2455 | LR: 4.46e-04 | 2656.0ms/step | 9.0 samples/s +Step 4480/20005 | Loss: 3.2175 | LR: 4.46e-04 | 2654.6ms/step | 9.0 samples/s +Step 4490/20005 | Loss: 3.2089 | LR: 4.45e-04 | 2655.2ms/step | 9.0 samples/s +Step 4500/20005 | Loss: 3.2316 | LR: 4.45e-04 | 2656.2ms/step | 9.0 samples/s +Validation at step 4500: Loss = 3.2360, Perplexity = 25.43 +Step 4510/20005 | Loss: 3.2091 | LR: 4.45e-04 | 20837.9ms/step | 1.2 samples/s +Step 4520/20005 | Loss: 3.2313 | LR: 4.45e-04 | 2654.4ms/step | 9.0 samples/s +Step 4530/20005 | Loss: 3.2259 | LR: 4.44e-04 | 2653.5ms/step | 9.0 samples/s +Step 4540/20005 | Loss: 3.2334 | LR: 4.44e-04 | 2653.4ms/step | 9.0 samples/s +Step 4550/20005 | Loss: 3.2250 | LR: 4.44e-04 | 2652.5ms/step | 9.0 samples/s +Step 4560/20005 | Loss: 3.2115 | LR: 4.44e-04 | 2654.0ms/step | 9.0 samples/s +Step 4570/20005 | Loss: 3.2252 | LR: 4.43e-04 | 2650.3ms/step | 9.1 samples/s +Step 4580/20005 | Loss: 3.2170 | LR: 4.43e-04 | 2652.9ms/step | 9.0 samples/s +Step 4590/20005 | Loss: 3.2462 | LR: 4.43e-04 | 2652.0ms/step | 9.0 samples/s +Step 4600/20005 | Loss: 3.2293 | LR: 4.43e-04 | 2652.6ms/step | 9.0 samples/s +Step 4610/20005 | Loss: 3.2292 | LR: 4.42e-04 | 2650.5ms/step | 9.1 samples/s +Step 4620/20005 | Loss: 3.2196 | LR: 4.42e-04 | 2676.7ms/step | 9.0 samples/s +Step 4630/20005 | Loss: 3.2309 | LR: 4.42e-04 | 2663.2ms/step | 9.0 samples/s +Step 4640/20005 | Loss: 3.2266 | LR: 4.42e-04 | 2655.4ms/step | 9.0 samples/s +Step 4650/20005 | Loss: 3.2469 | LR: 4.41e-04 | 2658.4ms/step | 9.0 samples/s +Step 4660/20005 | Loss: 3.2224 | LR: 4.41e-04 | 2658.6ms/step | 9.0 samples/s +Step 4670/20005 | Loss: 3.2205 | LR: 4.41e-04 | 2657.6ms/step | 9.0 samples/s +Step 4680/20005 | Loss: 3.2194 | LR: 4.40e-04 | 2656.9ms/step | 9.0 samples/s +Step 4690/20005 | Loss: 3.2300 | LR: 4.40e-04 | 2658.4ms/step | 9.0 samples/s +Step 4700/20005 | Loss: 3.2368 | LR: 4.40e-04 | 2657.5ms/step | 9.0 samples/s +Step 4710/20005 | Loss: 3.2036 | LR: 4.40e-04 | 2655.9ms/step | 9.0 samples/s +Step 4720/20005 | Loss: 3.2284 | LR: 4.39e-04 | 2654.8ms/step | 9.0 samples/s +Step 4730/20005 | Loss: 3.2379 | LR: 4.39e-04 | 2654.9ms/step | 9.0 samples/s +Step 4740/20005 | Loss: 3.2515 | LR: 4.39e-04 | 2655.4ms/step | 9.0 samples/s +Step 4750/20005 | Loss: 3.2085 | LR: 4.39e-04 | 2653.2ms/step | 9.0 samples/s +Validation at step 4750: Loss = 3.2199, Perplexity = 25.03 +Step 4760/20005 | Loss: 3.2020 | LR: 4.38e-04 | 20881.1ms/step | 1.1 samples/s +Step 4770/20005 | Loss: 3.2141 | LR: 4.38e-04 | 2654.7ms/step | 9.0 samples/s +Step 4780/20005 | Loss: 3.1923 | LR: 4.38e-04 | 2654.5ms/step | 9.0 samples/s +Step 4790/20005 | Loss: 3.2005 | LR: 4.38e-04 | 2655.0ms/step | 9.0 samples/s +Step 4800/20005 | Loss: 3.2270 | LR: 4.37e-04 | 2654.2ms/step | 9.0 samples/s +Step 4810/20005 | Loss: 3.2258 | LR: 4.37e-04 | 2650.9ms/step | 9.1 samples/s +Step 4820/20005 | Loss: 3.2097 | LR: 4.37e-04 | 2652.4ms/step | 9.0 samples/s +Step 4830/20005 | Loss: 3.2157 | LR: 4.37e-04 | 2652.3ms/step | 9.0 samples/s +Step 4840/20005 | Loss: 3.2069 | LR: 4.36e-04 | 2651.7ms/step | 9.1 samples/s +Step 4850/20005 | Loss: 3.1953 | LR: 4.36e-04 | 2653.0ms/step | 9.0 samples/s +Step 4860/20005 | Loss: 3.2355 | LR: 4.36e-04 | 2651.4ms/step | 9.1 samples/s +Step 4870/20005 | Loss: 3.2238 | LR: 4.36e-04 | 2655.3ms/step | 9.0 samples/s +Step 4880/20005 | Loss: 3.1958 | LR: 4.35e-04 | 2654.6ms/step | 9.0 samples/s +Step 4890/20005 | Loss: 3.2303 | LR: 4.35e-04 | 2652.0ms/step | 9.0 samples/s +Step 4900/20005 | Loss: 3.1872 | LR: 4.35e-04 | 2655.4ms/step | 9.0 samples/s +Step 4910/20005 | Loss: 3.2022 | LR: 4.34e-04 | 2652.9ms/step | 9.0 samples/s +Step 4920/20005 | Loss: 3.1966 | LR: 4.34e-04 | 2655.5ms/step | 9.0 samples/s +Step 4930/20005 | Loss: 3.2133 | LR: 4.34e-04 | 2654.5ms/step | 9.0 samples/s +Step 4940/20005 | Loss: 3.1679 | LR: 4.34e-04 | 2655.0ms/step | 9.0 samples/s +Step 4950/20005 | Loss: 3.2173 | LR: 4.33e-04 | 2654.8ms/step | 9.0 samples/s +Step 4960/20005 | Loss: 3.1962 | LR: 4.33e-04 | 2655.6ms/step | 9.0 samples/s +Step 4970/20005 | Loss: 3.2088 | LR: 4.33e-04 | 2654.3ms/step | 9.0 samples/s +Step 4980/20005 | Loss: 3.2055 | LR: 4.33e-04 | 2654.6ms/step | 9.0 samples/s +Step 4990/20005 | Loss: 3.1756 | LR: 4.32e-04 | 2656.1ms/step | 9.0 samples/s +Step 5000/20005 | Loss: 3.2029 | LR: 4.32e-04 | 2652.8ms/step | 9.0 samples/s +Validation at step 5000: Loss = 3.2032, Perplexity = 24.61 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-5000 +Step 5010/20005 | Loss: 3.1829 | LR: 4.32e-04 | 21945.5ms/step | 1.1 samples/s +Step 5020/20005 | Loss: 3.1908 | LR: 4.31e-04 | 2671.6ms/step | 9.0 samples/s +Step 5030/20005 | Loss: 3.1949 | LR: 4.31e-04 | 2670.9ms/step | 9.0 samples/s +Step 5040/20005 | Loss: 3.2293 | LR: 4.31e-04 | 2671.0ms/step | 9.0 samples/s +Step 5050/20005 | Loss: 3.1853 | LR: 4.31e-04 | 2669.0ms/step | 9.0 samples/s +Step 5060/20005 | Loss: 3.2113 | LR: 4.30e-04 | 2669.0ms/step | 9.0 samples/s +Step 5070/20005 | Loss: 3.1928 | LR: 4.30e-04 | 2671.1ms/step | 9.0 samples/s +Step 5080/20005 | Loss: 3.1780 | LR: 4.30e-04 | 2668.5ms/step | 9.0 samples/s +Step 5090/20005 | Loss: 3.1925 | LR: 4.30e-04 | 2670.1ms/step | 9.0 samples/s +Step 5100/20005 | Loss: 3.2108 | LR: 4.29e-04 | 2669.5ms/step | 9.0 samples/s +Step 5110/20005 | Loss: 3.1617 | LR: 4.29e-04 | 2670.5ms/step | 9.0 samples/s +Step 5120/20005 | Loss: 3.1391 | LR: 4.29e-04 | 2668.0ms/step | 9.0 samples/s +Step 5130/20005 | Loss: 3.1703 | LR: 4.28e-04 | 2668.3ms/step | 9.0 samples/s +Step 5140/20005 | Loss: 3.2077 | LR: 4.28e-04 | 2666.1ms/step | 9.0 samples/s +Step 5150/20005 | Loss: 3.1811 | LR: 4.28e-04 | 2670.6ms/step | 9.0 samples/s +Step 5160/20005 | Loss: 3.1997 | LR: 4.28e-04 | 2669.1ms/step | 9.0 samples/s +Step 5170/20005 | Loss: 3.1987 | LR: 4.27e-04 | 2668.5ms/step | 9.0 samples/s +Step 5180/20005 | Loss: 3.1866 | LR: 4.27e-04 | 2666.1ms/step | 9.0 samples/s +Step 5190/20005 | Loss: 3.1975 | LR: 4.27e-04 | 2665.0ms/step | 9.0 samples/s +Step 5200/20005 | Loss: 3.1781 | LR: 4.26e-04 | 2665.9ms/step | 9.0 samples/s +Step 5210/20005 | Loss: 3.1701 | LR: 4.26e-04 | 2664.9ms/step | 9.0 samples/s +Step 5220/20005 | Loss: 3.1960 | LR: 4.26e-04 | 2664.8ms/step | 9.0 samples/s +Step 5230/20005 | Loss: 3.1998 | LR: 4.26e-04 | 2666.3ms/step | 9.0 samples/s +Step 5240/20005 | Loss: 3.1998 | LR: 4.25e-04 | 2665.0ms/step | 9.0 samples/s +Step 5250/20005 | Loss: 3.2011 | LR: 4.25e-04 | 2662.6ms/step | 9.0 samples/s +Validation at step 5250: Loss = 3.1893, Perplexity = 24.27 +Step 5260/20005 | Loss: 3.1699 | LR: 4.25e-04 | 21045.4ms/step | 1.1 samples/s +Step 5270/20005 | Loss: 3.1880 | LR: 4.24e-04 | 2665.8ms/step | 9.0 samples/s +Step 5280/20005 | Loss: 3.2016 | LR: 4.24e-04 | 2665.5ms/step | 9.0 samples/s +Step 5290/20005 | Loss: 3.2064 | LR: 4.24e-04 | 2665.9ms/step | 9.0 samples/s +Step 5300/20005 | Loss: 3.1716 | LR: 4.24e-04 | 2662.6ms/step | 9.0 samples/s +Step 5310/20005 | Loss: 3.2125 | LR: 4.23e-04 | 2662.0ms/step | 9.0 samples/s +Step 5320/20005 | Loss: 3.2040 | LR: 4.23e-04 | 2660.9ms/step | 9.0 samples/s +Step 5330/20005 | Loss: 3.1804 | LR: 4.23e-04 | 2662.0ms/step | 9.0 samples/s +Step 5340/20005 | Loss: 3.1819 | LR: 4.22e-04 | 2664.9ms/step | 9.0 samples/s +Step 5350/20005 | Loss: 3.1858 | LR: 4.22e-04 | 2661.9ms/step | 9.0 samples/s +Step 5360/20005 | Loss: 3.1825 | LR: 4.22e-04 | 2665.1ms/step | 9.0 samples/s +Step 5370/20005 | Loss: 3.1994 | LR: 4.22e-04 | 2663.7ms/step | 9.0 samples/s +Step 5380/20005 | Loss: 3.2057 | LR: 4.21e-04 | 2661.5ms/step | 9.0 samples/s +Step 5390/20005 | Loss: 3.1767 | LR: 4.21e-04 | 2663.5ms/step | 9.0 samples/s +Step 5400/20005 | Loss: 3.1766 | LR: 4.21e-04 | 2668.0ms/step | 9.0 samples/s +Step 5410/20005 | Loss: 3.2076 | LR: 4.20e-04 | 2664.0ms/step | 9.0 samples/s +Step 5420/20005 | Loss: 3.1576 | LR: 4.20e-04 | 2664.6ms/step | 9.0 samples/s +Step 5430/20005 | Loss: 3.1917 | LR: 4.20e-04 | 2663.4ms/step | 9.0 samples/s +Step 5440/20005 | Loss: 3.1856 | LR: 4.20e-04 | 2666.1ms/step | 9.0 samples/s +Step 5450/20005 | Loss: 3.1713 | LR: 4.19e-04 | 2665.3ms/step | 9.0 samples/s +Step 5460/20005 | Loss: 3.1646 | LR: 4.19e-04 | 2663.9ms/step | 9.0 samples/s +Step 5470/20005 | Loss: 3.1502 | LR: 4.19e-04 | 2666.4ms/step | 9.0 samples/s +Step 5480/20005 | Loss: 3.1665 | LR: 4.18e-04 | 2662.6ms/step | 9.0 samples/s +Step 5490/20005 | Loss: 3.1924 | LR: 4.18e-04 | 2667.3ms/step | 9.0 samples/s +Step 5500/20005 | Loss: 3.1593 | LR: 4.18e-04 | 2663.2ms/step | 9.0 samples/s +Validation at step 5500: Loss = 3.1762, Perplexity = 23.95 +Step 5510/20005 | Loss: 3.1820 | LR: 4.18e-04 | 21122.3ms/step | 1.1 samples/s +Step 5520/20005 | Loss: 3.1842 | LR: 4.17e-04 | 2677.6ms/step | 9.0 samples/s +Step 5530/20005 | Loss: 3.1611 | LR: 4.17e-04 | 2676.7ms/step | 9.0 samples/s +Step 5540/20005 | Loss: 3.1465 | LR: 4.17e-04 | 2679.0ms/step | 9.0 samples/s +Step 5550/20005 | Loss: 3.1541 | LR: 4.16e-04 | 2679.7ms/step | 9.0 samples/s +Step 5560/20005 | Loss: 3.1584 | LR: 4.16e-04 | 2680.4ms/step | 9.0 samples/s +Step 5570/20005 | Loss: 3.1699 | LR: 4.16e-04 | 2679.2ms/step | 9.0 samples/s +Step 5580/20005 | Loss: 3.2146 | LR: 4.15e-04 | 2678.5ms/step | 9.0 samples/s +Step 5590/20005 | Loss: 3.1797 | LR: 4.15e-04 | 2678.2ms/step | 9.0 samples/s +Step 5600/20005 | Loss: 3.1664 | LR: 4.15e-04 | 2679.5ms/step | 9.0 samples/s +Step 5610/20005 | Loss: 3.1351 | LR: 4.15e-04 | 2679.6ms/step | 9.0 samples/s +Step 5620/20005 | Loss: 3.1832 | LR: 4.14e-04 | 2678.3ms/step | 9.0 samples/s +Step 5630/20005 | Loss: 3.1523 | LR: 4.14e-04 | 2679.1ms/step | 9.0 samples/s +Step 5640/20005 | Loss: 3.1850 | LR: 4.14e-04 | 3691.2ms/step | 6.5 samples/s +Step 5650/20005 | Loss: 3.1573 | LR: 4.13e-04 | 2666.8ms/step | 9.0 samples/s +Step 5660/20005 | Loss: 3.1643 | LR: 4.13e-04 | 2669.6ms/step | 9.0 samples/s +Step 5670/20005 | Loss: 3.1708 | LR: 4.13e-04 | 2672.1ms/step | 9.0 samples/s +Step 5680/20005 | Loss: 3.1458 | LR: 4.12e-04 | 2675.5ms/step | 9.0 samples/s +Step 5690/20005 | Loss: 3.1653 | LR: 4.12e-04 | 2674.1ms/step | 9.0 samples/s +Step 5700/20005 | Loss: 3.1629 | LR: 4.12e-04 | 2672.2ms/step | 9.0 samples/s +Step 5710/20005 | Loss: 3.1842 | LR: 4.12e-04 | 2673.0ms/step | 9.0 samples/s +Step 5720/20005 | Loss: 3.1644 | LR: 4.11e-04 | 2672.7ms/step | 9.0 samples/s +Step 5730/20005 | Loss: 3.1650 | LR: 4.11e-04 | 2672.0ms/step | 9.0 samples/s +Step 5740/20005 | Loss: 3.1608 | LR: 4.11e-04 | 2673.6ms/step | 9.0 samples/s +Step 5750/20005 | Loss: 3.1980 | LR: 4.10e-04 | 2673.1ms/step | 9.0 samples/s +Validation at step 5750: Loss = 3.1627, Perplexity = 23.63 +Step 5760/20005 | Loss: 3.1632 | LR: 4.10e-04 | 20993.3ms/step | 1.1 samples/s +Step 5770/20005 | Loss: 3.1385 | LR: 4.10e-04 | 2674.7ms/step | 9.0 samples/s +Step 5780/20005 | Loss: 3.1330 | LR: 4.09e-04 | 2672.5ms/step | 9.0 samples/s +Step 5790/20005 | Loss: 3.1774 | LR: 4.09e-04 | 2674.8ms/step | 9.0 samples/s +Step 5800/20005 | Loss: 3.1587 | LR: 4.09e-04 | 2674.9ms/step | 9.0 samples/s +Step 5810/20005 | Loss: 3.1726 | LR: 4.08e-04 | 2675.8ms/step | 9.0 samples/s +Step 5820/20005 | Loss: 3.1547 | LR: 4.08e-04 | 2675.0ms/step | 9.0 samples/s +Step 5830/20005 | Loss: 3.1768 | LR: 4.08e-04 | 2676.3ms/step | 9.0 samples/s +Step 5840/20005 | Loss: 3.1440 | LR: 4.08e-04 | 2674.5ms/step | 9.0 samples/s +Step 5850/20005 | Loss: 3.1486 | LR: 4.07e-04 | 2672.8ms/step | 9.0 samples/s +Step 5860/20005 | Loss: 3.1357 | LR: 4.07e-04 | 2670.7ms/step | 9.0 samples/s +Step 5870/20005 | Loss: 3.1546 | LR: 4.07e-04 | 2671.6ms/step | 9.0 samples/s +Step 5880/20005 | Loss: 3.1643 | LR: 4.06e-04 | 2670.7ms/step | 9.0 samples/s +Step 5890/20005 | Loss: 3.1536 | LR: 4.06e-04 | 2673.5ms/step | 9.0 samples/s +Step 5900/20005 | Loss: 3.1414 | LR: 4.06e-04 | 2672.5ms/step | 9.0 samples/s +Step 5910/20005 | Loss: 3.1213 | LR: 4.05e-04 | 2676.7ms/step | 9.0 samples/s +Step 5920/20005 | Loss: 3.1786 | LR: 4.05e-04 | 2674.9ms/step | 9.0 samples/s +Step 5930/20005 | Loss: 3.1460 | LR: 4.05e-04 | 2676.1ms/step | 9.0 samples/s +Step 5940/20005 | Loss: 3.1407 | LR: 4.04e-04 | 2674.1ms/step | 9.0 samples/s +Step 5950/20005 | Loss: 3.1559 | LR: 4.04e-04 | 2673.3ms/step | 9.0 samples/s +Step 5960/20005 | Loss: 3.1313 | LR: 4.04e-04 | 2674.0ms/step | 9.0 samples/s +Step 5970/20005 | Loss: 3.1148 | LR: 4.04e-04 | 2672.1ms/step | 9.0 samples/s +Step 5980/20005 | Loss: 3.1573 | LR: 4.03e-04 | 2672.0ms/step | 9.0 samples/s +Step 5990/20005 | Loss: 3.1303 | LR: 4.03e-04 | 2673.3ms/step | 9.0 samples/s +Step 6000/20005 | Loss: 3.1651 | LR: 4.03e-04 | 2675.6ms/step | 9.0 samples/s +Validation at step 6000: Loss = 3.1515, Perplexity = 23.37 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-6000 +Step 6010/20005 | Loss: 3.1444 | LR: 4.02e-04 | 21695.2ms/step | 1.1 samples/s +Step 6020/20005 | Loss: 3.1600 | LR: 4.02e-04 | 2652.1ms/step | 9.0 samples/s +Step 6030/20005 | Loss: 3.1268 | LR: 4.02e-04 | 2654.2ms/step | 9.0 samples/s +Step 6040/20005 | Loss: 3.1556 | LR: 4.01e-04 | 2657.5ms/step | 9.0 samples/s +Step 6050/20005 | Loss: 3.1369 | LR: 4.01e-04 | 2656.1ms/step | 9.0 samples/s +Step 6060/20005 | Loss: 3.1317 | LR: 4.01e-04 | 2657.9ms/step | 9.0 samples/s +Step 6070/20005 | Loss: 3.1523 | LR: 4.00e-04 | 2657.2ms/step | 9.0 samples/s +Step 6080/20005 | Loss: 3.1074 | LR: 4.00e-04 | 2657.3ms/step | 9.0 samples/s +Step 6090/20005 | Loss: 3.1382 | LR: 4.00e-04 | 2656.2ms/step | 9.0 samples/s +Step 6100/20005 | Loss: 3.1499 | LR: 3.99e-04 | 2656.0ms/step | 9.0 samples/s +Step 6110/20005 | Loss: 3.1307 | LR: 3.99e-04 | 2658.2ms/step | 9.0 samples/s +Step 6120/20005 | Loss: 3.1377 | LR: 3.99e-04 | 2657.7ms/step | 9.0 samples/s +Step 6130/20005 | Loss: 3.1616 | LR: 3.98e-04 | 2655.7ms/step | 9.0 samples/s +Step 6140/20005 | Loss: 3.1339 | LR: 3.98e-04 | 2654.3ms/step | 9.0 samples/s +Step 6150/20005 | Loss: 3.1201 | LR: 3.98e-04 | 2657.3ms/step | 9.0 samples/s +Step 6160/20005 | Loss: 3.1252 | LR: 3.97e-04 | 2654.8ms/step | 9.0 samples/s +Step 6170/20005 | Loss: 3.1253 | LR: 3.97e-04 | 2657.7ms/step | 9.0 samples/s +Step 6180/20005 | Loss: 3.1597 | LR: 3.97e-04 | 2657.9ms/step | 9.0 samples/s +Step 6190/20005 | Loss: 3.1379 | LR: 3.97e-04 | 2655.6ms/step | 9.0 samples/s +Step 6200/20005 | Loss: 3.1452 | LR: 3.96e-04 | 2656.9ms/step | 9.0 samples/s +Step 6210/20005 | Loss: 3.1460 | LR: 3.96e-04 | 2656.2ms/step | 9.0 samples/s +Step 6220/20005 | Loss: 3.1488 | LR: 3.96e-04 | 2657.2ms/step | 9.0 samples/s +Step 6230/20005 | Loss: 3.1484 | LR: 3.95e-04 | 2655.1ms/step | 9.0 samples/s +Step 6240/20005 | Loss: 3.1450 | LR: 3.95e-04 | 2655.7ms/step | 9.0 samples/s +Step 6250/20005 | Loss: 3.1275 | LR: 3.95e-04 | 2656.9ms/step | 9.0 samples/s +Validation at step 6250: Loss = 3.1388, Perplexity = 23.08 +Step 6260/20005 | Loss: 3.1337 | LR: 3.94e-04 | 20893.9ms/step | 1.1 samples/s +Step 6270/20005 | Loss: 3.1230 | LR: 3.94e-04 | 2655.6ms/step | 9.0 samples/s +Step 6280/20005 | Loss: 3.1560 | LR: 3.94e-04 | 2657.5ms/step | 9.0 samples/s +Step 6290/20005 | Loss: 3.1290 | LR: 3.93e-04 | 2657.9ms/step | 9.0 samples/s +Step 6300/20005 | Loss: 3.1177 | LR: 3.93e-04 | 2654.6ms/step | 9.0 samples/s +Step 6310/20005 | Loss: 3.1397 | LR: 3.93e-04 | 2655.4ms/step | 9.0 samples/s +Step 6320/20005 | Loss: 3.1262 | LR: 3.92e-04 | 2655.8ms/step | 9.0 samples/s +Step 6330/20005 | Loss: 3.1613 | LR: 3.92e-04 | 2656.9ms/step | 9.0 samples/s +Step 6340/20005 | Loss: 3.1523 | LR: 3.92e-04 | 2655.3ms/step | 9.0 samples/s +Step 6350/20005 | Loss: 3.1337 | LR: 3.91e-04 | 2657.6ms/step | 9.0 samples/s +Step 6360/20005 | Loss: 3.1495 | LR: 3.91e-04 | 2657.7ms/step | 9.0 samples/s +Step 6370/20005 | Loss: 3.1370 | LR: 3.91e-04 | 2654.6ms/step | 9.0 samples/s +Step 6380/20005 | Loss: 3.1068 | LR: 3.90e-04 | 2658.4ms/step | 9.0 samples/s +Step 6390/20005 | Loss: 3.1434 | LR: 3.90e-04 | 2657.7ms/step | 9.0 samples/s +Step 6400/20005 | Loss: 3.1348 | LR: 3.90e-04 | 2657.5ms/step | 9.0 samples/s +Step 6410/20005 | Loss: 3.1203 | LR: 3.89e-04 | 2655.1ms/step | 9.0 samples/s +Step 6420/20005 | Loss: 3.1019 | LR: 3.89e-04 | 2657.0ms/step | 9.0 samples/s +Step 6430/20005 | Loss: 3.1289 | LR: 3.89e-04 | 2657.6ms/step | 9.0 samples/s +Step 6440/20005 | Loss: 3.1220 | LR: 3.88e-04 | 2654.3ms/step | 9.0 samples/s +Step 6450/20005 | Loss: 3.1050 | LR: 3.88e-04 | 2653.8ms/step | 9.0 samples/s +Step 6460/20005 | Loss: 3.1291 | LR: 3.88e-04 | 2656.4ms/step | 9.0 samples/s +Step 6470/20005 | Loss: 3.1273 | LR: 3.87e-04 | 2656.1ms/step | 9.0 samples/s +Step 6480/20005 | Loss: 3.1147 | LR: 3.87e-04 | 2658.8ms/step | 9.0 samples/s +Step 6490/20005 | Loss: 3.1143 | LR: 3.87e-04 | 2657.7ms/step | 9.0 samples/s +Step 6500/20005 | Loss: 3.1174 | LR: 3.86e-04 | 2655.0ms/step | 9.0 samples/s +Validation at step 6500: Loss = 3.1276, Perplexity = 22.82 +Step 6510/20005 | Loss: 3.1313 | LR: 3.86e-04 | 20872.6ms/step | 1.1 samples/s +Step 6520/20005 | Loss: 3.1298 | LR: 3.86e-04 | 2656.6ms/step | 9.0 samples/s +Step 6530/20005 | Loss: 3.1311 | LR: 3.85e-04 | 2657.8ms/step | 9.0 samples/s +Step 6540/20005 | Loss: 3.1256 | LR: 3.85e-04 | 2658.4ms/step | 9.0 samples/s +Step 6550/20005 | Loss: 3.1025 | LR: 3.85e-04 | 2657.5ms/step | 9.0 samples/s +Step 6560/20005 | Loss: 3.1248 | LR: 3.84e-04 | 2653.7ms/step | 9.0 samples/s +Step 6570/20005 | Loss: 3.1078 | LR: 3.84e-04 | 2659.0ms/step | 9.0 samples/s +Step 6580/20005 | Loss: 3.1552 | LR: 3.84e-04 | 2658.9ms/step | 9.0 samples/s +Step 6590/20005 | Loss: 3.1308 | LR: 3.83e-04 | 2658.0ms/step | 9.0 samples/s +Step 6600/20005 | Loss: 3.1516 | LR: 3.83e-04 | 2656.7ms/step | 9.0 samples/s +Step 6610/20005 | Loss: 3.1153 | LR: 3.83e-04 | 2656.5ms/step | 9.0 samples/s +Step 6620/20005 | Loss: 3.1142 | LR: 3.82e-04 | 2656.8ms/step | 9.0 samples/s +Step 6630/20005 | Loss: 3.1269 | LR: 3.82e-04 | 2654.1ms/step | 9.0 samples/s +Step 6640/20005 | Loss: 3.1045 | LR: 3.82e-04 | 2652.0ms/step | 9.0 samples/s +Step 6650/20005 | Loss: 3.1145 | LR: 3.81e-04 | 2655.5ms/step | 9.0 samples/s +Step 6660/20005 | Loss: 3.1292 | LR: 3.81e-04 | 2655.8ms/step | 9.0 samples/s +Step 6670/20005 | Loss: 3.1089 | LR: 3.81e-04 | 2653.3ms/step | 9.0 samples/s +Step 6680/20005 | Loss: 3.0978 | LR: 3.80e-04 | 2656.6ms/step | 9.0 samples/s +Step 6690/20005 | Loss: 3.0989 | LR: 3.80e-04 | 2654.8ms/step | 9.0 samples/s +Step 6700/20005 | Loss: 3.1021 | LR: 3.80e-04 | 2657.8ms/step | 9.0 samples/s +Step 6710/20005 | Loss: 3.1021 | LR: 3.79e-04 | 2657.9ms/step | 9.0 samples/s +Step 6720/20005 | Loss: 3.1124 | LR: 3.79e-04 | 2655.8ms/step | 9.0 samples/s +Step 6730/20005 | Loss: 3.1060 | LR: 3.79e-04 | 2656.4ms/step | 9.0 samples/s +Step 6740/20005 | Loss: 3.0939 | LR: 3.78e-04 | 2654.1ms/step | 9.0 samples/s +Step 6750/20005 | Loss: 3.1506 | LR: 3.78e-04 | 2659.9ms/step | 9.0 samples/s +Validation at step 6750: Loss = 3.1175, Perplexity = 22.59 +Step 6760/20005 | Loss: 3.1143 | LR: 3.78e-04 | 20871.4ms/step | 1.1 samples/s +Step 6770/20005 | Loss: 3.0939 | LR: 3.77e-04 | 2655.7ms/step | 9.0 samples/s +Step 6780/20005 | Loss: 3.1318 | LR: 3.77e-04 | 2657.4ms/step | 9.0 samples/s +Step 6790/20005 | Loss: 3.1315 | LR: 3.77e-04 | 2653.9ms/step | 9.0 samples/s +Step 6800/20005 | Loss: 3.1296 | LR: 3.76e-04 | 2656.3ms/step | 9.0 samples/s +Step 6810/20005 | Loss: 3.0831 | LR: 3.76e-04 | 2656.4ms/step | 9.0 samples/s +Step 6820/20005 | Loss: 3.1006 | LR: 3.76e-04 | 2656.3ms/step | 9.0 samples/s +Step 6830/20005 | Loss: 3.0935 | LR: 3.75e-04 | 2658.5ms/step | 9.0 samples/s +Step 6840/20005 | Loss: 3.1140 | LR: 3.75e-04 | 2656.2ms/step | 9.0 samples/s +Step 6850/20005 | Loss: 3.1039 | LR: 3.74e-04 | 2660.4ms/step | 9.0 samples/s +Step 6860/20005 | Loss: 3.1142 | LR: 3.74e-04 | 2656.9ms/step | 9.0 samples/s +Step 6870/20005 | Loss: 3.1120 | LR: 3.74e-04 | 2657.9ms/step | 9.0 samples/s +Step 6880/20005 | Loss: 3.0905 | LR: 3.73e-04 | 2656.7ms/step | 9.0 samples/s +Step 6890/20005 | Loss: 3.1270 | LR: 3.73e-04 | 2658.0ms/step | 9.0 samples/s +Step 6900/20005 | Loss: 3.0951 | LR: 3.73e-04 | 2659.8ms/step | 9.0 samples/s +Step 6910/20005 | Loss: 3.1089 | LR: 3.72e-04 | 2657.0ms/step | 9.0 samples/s +Step 6920/20005 | Loss: 3.1062 | LR: 3.72e-04 | 2657.9ms/step | 9.0 samples/s +Step 6930/20005 | Loss: 3.0693 | LR: 3.72e-04 | 2655.3ms/step | 9.0 samples/s +Step 6940/20005 | Loss: 3.1221 | LR: 3.71e-04 | 2657.2ms/step | 9.0 samples/s +Step 6950/20005 | Loss: 3.1114 | LR: 3.71e-04 | 2654.9ms/step | 9.0 samples/s +Step 6960/20005 | Loss: 3.0933 | LR: 3.71e-04 | 2652.2ms/step | 9.0 samples/s +Step 6970/20005 | Loss: 3.1148 | LR: 3.70e-04 | 2653.1ms/step | 9.0 samples/s +Step 6980/20005 | Loss: 3.0962 | LR: 3.70e-04 | 2654.7ms/step | 9.0 samples/s +Step 6990/20005 | Loss: 3.1079 | LR: 3.70e-04 | 2655.8ms/step | 9.0 samples/s +Step 7000/20005 | Loss: 3.1232 | LR: 3.69e-04 | 2657.6ms/step | 9.0 samples/s +Validation at step 7000: Loss = 3.1060, Perplexity = 22.33 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-7000 +Step 7010/20005 | Loss: 3.1089 | LR: 3.69e-04 | 21590.9ms/step | 1.1 samples/s +Step 7020/20005 | Loss: 3.0828 | LR: 3.69e-04 | 2659.8ms/step | 9.0 samples/s +Step 7030/20005 | Loss: 3.0997 | LR: 3.68e-04 | 2656.8ms/step | 9.0 samples/s +Step 7040/20005 | Loss: 3.1013 | LR: 3.68e-04 | 2653.8ms/step | 9.0 samples/s +Step 7050/20005 | Loss: 3.1351 | LR: 3.68e-04 | 2656.2ms/step | 9.0 samples/s +Step 7060/20005 | Loss: 3.1304 | LR: 3.67e-04 | 2655.1ms/step | 9.0 samples/s +Step 7070/20005 | Loss: 3.0999 | LR: 3.67e-04 | 2654.6ms/step | 9.0 samples/s +Step 7080/20005 | Loss: 3.0944 | LR: 3.66e-04 | 2656.6ms/step | 9.0 samples/s +Step 7090/20005 | Loss: 3.1127 | LR: 3.66e-04 | 2655.5ms/step | 9.0 samples/s +Step 7100/20005 | Loss: 3.1217 | LR: 3.66e-04 | 2655.9ms/step | 9.0 samples/s +Step 7110/20005 | Loss: 3.1078 | LR: 3.65e-04 | 2654.0ms/step | 9.0 samples/s +Step 7120/20005 | Loss: 3.1114 | LR: 3.65e-04 | 2653.4ms/step | 9.0 samples/s +Step 7130/20005 | Loss: 3.0953 | LR: 3.65e-04 | 2654.8ms/step | 9.0 samples/s +Step 7140/20005 | Loss: 3.0791 | LR: 3.64e-04 | 2654.6ms/step | 9.0 samples/s +Step 7150/20005 | Loss: 3.0989 | LR: 3.64e-04 | 2657.0ms/step | 9.0 samples/s +Step 7160/20005 | Loss: 3.0958 | LR: 3.64e-04 | 2655.0ms/step | 9.0 samples/s +Step 7170/20005 | Loss: 3.0883 | LR: 3.63e-04 | 2655.9ms/step | 9.0 samples/s +Step 7180/20005 | Loss: 3.1123 | LR: 3.63e-04 | 2655.4ms/step | 9.0 samples/s +Step 7190/20005 | Loss: 3.1172 | LR: 3.63e-04 | 2653.2ms/step | 9.0 samples/s +Step 7200/20005 | Loss: 3.1149 | LR: 3.62e-04 | 2654.0ms/step | 9.0 samples/s +Step 7210/20005 | Loss: 3.1030 | LR: 3.62e-04 | 2657.1ms/step | 9.0 samples/s +Step 7220/20005 | Loss: 3.0980 | LR: 3.62e-04 | 2656.1ms/step | 9.0 samples/s +Step 7230/20005 | Loss: 3.0969 | LR: 3.61e-04 | 2656.4ms/step | 9.0 samples/s +Step 7240/20005 | Loss: 3.0732 | LR: 3.61e-04 | 2656.6ms/step | 9.0 samples/s +Step 7250/20005 | Loss: 3.0920 | LR: 3.60e-04 | 2656.3ms/step | 9.0 samples/s +Validation at step 7250: Loss = 3.0955, Perplexity = 22.10 +Step 7260/20005 | Loss: 3.1176 | LR: 3.60e-04 | 20869.2ms/step | 1.2 samples/s +Step 7270/20005 | Loss: 3.0939 | LR: 3.60e-04 | 2656.8ms/step | 9.0 samples/s +Step 7280/20005 | Loss: 3.0876 | LR: 3.59e-04 | 2656.6ms/step | 9.0 samples/s +Step 7290/20005 | Loss: 3.0886 | LR: 3.59e-04 | 2658.4ms/step | 9.0 samples/s +Step 7300/20005 | Loss: 3.1103 | LR: 3.59e-04 | 2655.5ms/step | 9.0 samples/s +Step 7310/20005 | Loss: 3.1076 | LR: 3.58e-04 | 2656.9ms/step | 9.0 samples/s +Step 7320/20005 | Loss: 3.0742 | LR: 3.58e-04 | 2657.7ms/step | 9.0 samples/s +Step 7330/20005 | Loss: 3.1073 | LR: 3.58e-04 | 2659.2ms/step | 9.0 samples/s +Step 7340/20005 | Loss: 3.0812 | LR: 3.57e-04 | 2655.4ms/step | 9.0 samples/s +Step 7350/20005 | Loss: 3.0881 | LR: 3.57e-04 | 2660.6ms/step | 9.0 samples/s +Step 7360/20005 | Loss: 3.0937 | LR: 3.57e-04 | 2657.3ms/step | 9.0 samples/s +Step 7370/20005 | Loss: 3.1056 | LR: 3.56e-04 | 2656.7ms/step | 9.0 samples/s +Step 7380/20005 | Loss: 3.1004 | LR: 3.56e-04 | 2659.8ms/step | 9.0 samples/s +Step 7390/20005 | Loss: 3.0864 | LR: 3.55e-04 | 2656.4ms/step | 9.0 samples/s +Step 7400/20005 | Loss: 3.0679 | LR: 3.55e-04 | 2656.8ms/step | 9.0 samples/s +Step 7410/20005 | Loss: 3.1184 | LR: 3.55e-04 | 2655.6ms/step | 9.0 samples/s +Step 7420/20005 | Loss: 3.1075 | LR: 3.54e-04 | 2656.3ms/step | 9.0 samples/s +Step 7430/20005 | Loss: 3.0879 | LR: 3.54e-04 | 2656.8ms/step | 9.0 samples/s +Step 7440/20005 | Loss: 3.0683 | LR: 3.54e-04 | 2658.6ms/step | 9.0 samples/s +Step 7450/20005 | Loss: 3.0766 | LR: 3.53e-04 | 2659.5ms/step | 9.0 samples/s +Step 7460/20005 | Loss: 3.0992 | LR: 3.53e-04 | 2658.3ms/step | 9.0 samples/s +Step 7470/20005 | Loss: 3.0764 | LR: 3.53e-04 | 2658.3ms/step | 9.0 samples/s +Step 7480/20005 | Loss: 3.0919 | LR: 3.52e-04 | 2654.9ms/step | 9.0 samples/s +Step 7490/20005 | Loss: 3.0804 | LR: 3.52e-04 | 2656.5ms/step | 9.0 samples/s +Step 7500/20005 | Loss: 3.0809 | LR: 3.51e-04 | 2657.4ms/step | 9.0 samples/s +Validation at step 7500: Loss = 3.0888, Perplexity = 21.95 +Step 7510/20005 | Loss: 3.1039 | LR: 3.51e-04 | 20871.9ms/step | 1.1 samples/s +Step 7520/20005 | Loss: 3.1097 | LR: 3.51e-04 | 2659.4ms/step | 9.0 samples/s +Step 7530/20005 | Loss: 3.0769 | LR: 3.50e-04 | 2656.0ms/step | 9.0 samples/s +Step 7540/20005 | Loss: 3.0953 | LR: 3.50e-04 | 2655.7ms/step | 9.0 samples/s +Step 7550/20005 | Loss: 3.1067 | LR: 3.50e-04 | 2661.1ms/step | 9.0 samples/s +Step 7560/20005 | Loss: 3.1083 | LR: 3.49e-04 | 2660.3ms/step | 9.0 samples/s +Step 7570/20005 | Loss: 3.0959 | LR: 3.49e-04 | 2661.2ms/step | 9.0 samples/s +Step 7580/20005 | Loss: 3.0493 | LR: 3.49e-04 | 2659.0ms/step | 9.0 samples/s +Step 7590/20005 | Loss: 3.0824 | LR: 3.48e-04 | 2657.5ms/step | 9.0 samples/s +Step 7600/20005 | Loss: 3.1043 | LR: 3.48e-04 | 2657.3ms/step | 9.0 samples/s +Step 7610/20005 | Loss: 3.0765 | LR: 3.47e-04 | 2657.8ms/step | 9.0 samples/s +Step 7620/20005 | Loss: 3.0807 | LR: 3.47e-04 | 2658.3ms/step | 9.0 samples/s +Step 7630/20005 | Loss: 3.0986 | LR: 3.47e-04 | 2657.9ms/step | 9.0 samples/s +Step 7640/20005 | Loss: 3.0907 | LR: 3.46e-04 | 2658.1ms/step | 9.0 samples/s +Step 7650/20005 | Loss: 3.0802 | LR: 3.46e-04 | 2655.4ms/step | 9.0 samples/s +Step 7660/20005 | Loss: 3.0442 | LR: 3.46e-04 | 2657.1ms/step | 9.0 samples/s +Step 7670/20005 | Loss: 3.0844 | LR: 3.45e-04 | 2660.6ms/step | 9.0 samples/s +Step 7680/20005 | Loss: 3.0891 | LR: 3.45e-04 | 2659.4ms/step | 9.0 samples/s +Step 7690/20005 | Loss: 3.0678 | LR: 3.44e-04 | 2657.4ms/step | 9.0 samples/s +Step 7700/20005 | Loss: 3.0944 | LR: 3.44e-04 | 2660.3ms/step | 9.0 samples/s +Step 7710/20005 | Loss: 3.0713 | LR: 3.44e-04 | 2658.3ms/step | 9.0 samples/s +Step 7720/20005 | Loss: 3.0728 | LR: 3.43e-04 | 2660.0ms/step | 9.0 samples/s +Step 7730/20005 | Loss: 3.0820 | LR: 3.43e-04 | 2660.3ms/step | 9.0 samples/s +Step 7740/20005 | Loss: 3.0885 | LR: 3.43e-04 | 2659.8ms/step | 9.0 samples/s +Step 7750/20005 | Loss: 3.0946 | LR: 3.42e-04 | 2657.2ms/step | 9.0 samples/s +Validation at step 7750: Loss = 3.0785, Perplexity = 21.73 +Step 7760/20005 | Loss: 3.0885 | LR: 3.42e-04 | 20875.4ms/step | 1.1 samples/s +Step 7770/20005 | Loss: 3.0675 | LR: 3.42e-04 | 2660.5ms/step | 9.0 samples/s +Step 7780/20005 | Loss: 3.0913 | LR: 3.41e-04 | 2660.2ms/step | 9.0 samples/s +Step 7790/20005 | Loss: 3.0904 | LR: 3.41e-04 | 2662.8ms/step | 9.0 samples/s +Step 7800/20005 | Loss: 3.0556 | LR: 3.40e-04 | 2660.0ms/step | 9.0 samples/s +Step 7810/20005 | Loss: 3.0648 | LR: 3.40e-04 | 2658.0ms/step | 9.0 samples/s +Step 7820/20005 | Loss: 3.0550 | LR: 3.40e-04 | 2660.6ms/step | 9.0 samples/s +Step 7830/20005 | Loss: 3.0816 | LR: 3.39e-04 | 2662.5ms/step | 9.0 samples/s +Step 7840/20005 | Loss: 3.1042 | LR: 3.39e-04 | 2662.2ms/step | 9.0 samples/s +Step 7850/20005 | Loss: 3.0920 | LR: 3.39e-04 | 2661.2ms/step | 9.0 samples/s +Step 7860/20005 | Loss: 3.0565 | LR: 3.38e-04 | 2662.8ms/step | 9.0 samples/s +Step 7870/20005 | Loss: 3.0440 | LR: 3.38e-04 | 2659.2ms/step | 9.0 samples/s +Step 7880/20005 | Loss: 3.0425 | LR: 3.37e-04 | 2665.6ms/step | 9.0 samples/s +Step 7890/20005 | Loss: 3.0420 | LR: 3.37e-04 | 2669.2ms/step | 9.0 samples/s +Step 7900/20005 | Loss: 3.0690 | LR: 3.37e-04 | 2663.9ms/step | 9.0 samples/s +Step 7910/20005 | Loss: 3.0466 | LR: 3.36e-04 | 2667.3ms/step | 9.0 samples/s +Step 7920/20005 | Loss: 3.0824 | LR: 3.36e-04 | 2664.8ms/step | 9.0 samples/s +Step 7930/20005 | Loss: 3.0516 | LR: 3.36e-04 | 2668.9ms/step | 9.0 samples/s +Step 7940/20005 | Loss: 3.0641 | LR: 3.35e-04 | 2664.0ms/step | 9.0 samples/s +Step 7950/20005 | Loss: 3.0565 | LR: 3.35e-04 | 2663.9ms/step | 9.0 samples/s +Step 7960/20005 | Loss: 3.0797 | LR: 3.34e-04 | 2665.4ms/step | 9.0 samples/s +Step 7970/20005 | Loss: 3.0841 | LR: 3.34e-04 | 2667.0ms/step | 9.0 samples/s +Step 7980/20005 | Loss: 3.0514 | LR: 3.34e-04 | 2661.8ms/step | 9.0 samples/s +Step 7990/20005 | Loss: 3.0583 | LR: 3.33e-04 | 2665.4ms/step | 9.0 samples/s +Step 8000/20005 | Loss: 3.0679 | LR: 3.33e-04 | 2660.3ms/step | 9.0 samples/s +Validation at step 8000: Loss = 3.0684, Perplexity = 21.51 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-8000 +Step 8010/20005 | Loss: 3.0520 | LR: 3.33e-04 | 21686.4ms/step | 1.1 samples/s +Step 8020/20005 | Loss: 3.0870 | LR: 3.32e-04 | 2655.5ms/step | 9.0 samples/s +Step 8030/20005 | Loss: 3.0677 | LR: 3.32e-04 | 2665.0ms/step | 9.0 samples/s +Step 8040/20005 | Loss: 3.0601 | LR: 3.31e-04 | 2667.8ms/step | 9.0 samples/s +Step 8050/20005 | Loss: 3.0894 | LR: 3.31e-04 | 2662.1ms/step | 9.0 samples/s +Step 8060/20005 | Loss: 3.0625 | LR: 3.31e-04 | 2664.8ms/step | 9.0 samples/s +Step 8070/20005 | Loss: 3.0407 | LR: 3.30e-04 | 2662.5ms/step | 9.0 samples/s +Step 8080/20005 | Loss: 3.0703 | LR: 3.30e-04 | 2662.1ms/step | 9.0 samples/s +Step 8090/20005 | Loss: 3.0448 | LR: 3.30e-04 | 2668.0ms/step | 9.0 samples/s +Step 8100/20005 | Loss: 3.0461 | LR: 3.29e-04 | 2663.7ms/step | 9.0 samples/s +Step 8110/20005 | Loss: 3.0593 | LR: 3.29e-04 | 2661.8ms/step | 9.0 samples/s +Step 8120/20005 | Loss: 3.0682 | LR: 3.28e-04 | 2663.1ms/step | 9.0 samples/s +Step 8130/20005 | Loss: 3.0533 | LR: 3.28e-04 | 2659.6ms/step | 9.0 samples/s +Step 8140/20005 | Loss: 3.0553 | LR: 3.28e-04 | 2663.1ms/step | 9.0 samples/s +Step 8150/20005 | Loss: 3.0649 | LR: 3.27e-04 | 2663.2ms/step | 9.0 samples/s +Step 8160/20005 | Loss: 3.0676 | LR: 3.27e-04 | 2662.8ms/step | 9.0 samples/s +Step 8170/20005 | Loss: 3.0716 | LR: 3.27e-04 | 2662.0ms/step | 9.0 samples/s +Step 8180/20005 | Loss: 3.0673 | LR: 3.26e-04 | 2661.2ms/step | 9.0 samples/s +Step 8190/20005 | Loss: 3.0493 | LR: 3.26e-04 | 2667.9ms/step | 9.0 samples/s +Step 8200/20005 | Loss: 3.0637 | LR: 3.25e-04 | 2666.3ms/step | 9.0 samples/s +Step 8210/20005 | Loss: 3.0379 | LR: 3.25e-04 | 2664.0ms/step | 9.0 samples/s +Step 8220/20005 | Loss: 3.0414 | LR: 3.25e-04 | 2663.5ms/step | 9.0 samples/s +Step 8230/20005 | Loss: 3.0541 | LR: 3.24e-04 | 2662.9ms/step | 9.0 samples/s +Step 8240/20005 | Loss: 3.0657 | LR: 3.24e-04 | 2660.4ms/step | 9.0 samples/s +Step 8250/20005 | Loss: 3.0316 | LR: 3.24e-04 | 2666.7ms/step | 9.0 samples/s +Validation at step 8250: Loss = 3.0600, Perplexity = 21.33 +Step 8260/20005 | Loss: 3.0755 | LR: 3.23e-04 | 20945.9ms/step | 1.1 samples/s +Step 8270/20005 | Loss: 3.0720 | LR: 3.23e-04 | 2662.4ms/step | 9.0 samples/s +Step 8280/20005 | Loss: 3.0386 | LR: 3.22e-04 | 2661.6ms/step | 9.0 samples/s +Step 8290/20005 | Loss: 3.0474 | LR: 3.22e-04 | 2659.6ms/step | 9.0 samples/s +Step 8300/20005 | Loss: 3.0606 | LR: 3.22e-04 | 2658.8ms/step | 9.0 samples/s +Step 8310/20005 | Loss: 3.0352 | LR: 3.21e-04 | 2665.7ms/step | 9.0 samples/s +Step 8320/20005 | Loss: 3.0519 | LR: 3.21e-04 | 2664.1ms/step | 9.0 samples/s +Step 8330/20005 | Loss: 3.0416 | LR: 3.20e-04 | 2661.3ms/step | 9.0 samples/s +Step 8340/20005 | Loss: 3.0559 | LR: 3.20e-04 | 2663.3ms/step | 9.0 samples/s +Step 8350/20005 | Loss: 3.0174 | LR: 3.20e-04 | 2663.5ms/step | 9.0 samples/s +Step 8360/20005 | Loss: 3.0576 | LR: 3.19e-04 | 2659.7ms/step | 9.0 samples/s +Step 8370/20005 | Loss: 3.0551 | LR: 3.19e-04 | 2661.0ms/step | 9.0 samples/s +Step 8380/20005 | Loss: 3.0421 | LR: 3.19e-04 | 2663.1ms/step | 9.0 samples/s +Step 8390/20005 | Loss: 3.0467 | LR: 3.18e-04 | 2661.7ms/step | 9.0 samples/s +Step 8400/20005 | Loss: 3.0632 | LR: 3.18e-04 | 2658.4ms/step | 9.0 samples/s +Step 8410/20005 | Loss: 3.0257 | LR: 3.17e-04 | 2660.0ms/step | 9.0 samples/s +Step 8420/20005 | Loss: 3.0503 | LR: 3.17e-04 | 2663.4ms/step | 9.0 samples/s +Step 8430/20005 | Loss: 3.0396 | LR: 3.17e-04 | 2664.9ms/step | 9.0 samples/s +Step 8440/20005 | Loss: 3.0468 | LR: 3.16e-04 | 2660.4ms/step | 9.0 samples/s +Step 8450/20005 | Loss: 3.0744 | LR: 3.16e-04 | 2663.0ms/step | 9.0 samples/s +Step 8460/20005 | Loss: 3.0390 | LR: 3.16e-04 | 2660.3ms/step | 9.0 samples/s +Step 8470/20005 | Loss: 3.0475 | LR: 3.15e-04 | 2662.2ms/step | 9.0 samples/s +Step 8480/20005 | Loss: 3.0519 | LR: 3.15e-04 | 2667.4ms/step | 9.0 samples/s +Step 8490/20005 | Loss: 3.0520 | LR: 3.14e-04 | 2669.7ms/step | 9.0 samples/s +Step 8500/20005 | Loss: 3.0432 | LR: 3.14e-04 | 2672.2ms/step | 9.0 samples/s +Validation at step 8500: Loss = 3.0519, Perplexity = 21.15 +Step 8510/20005 | Loss: 3.0739 | LR: 3.14e-04 | 21206.3ms/step | 1.1 samples/s +Step 8520/20005 | Loss: 3.0355 | LR: 3.13e-04 | 2679.6ms/step | 9.0 samples/s +Step 8530/20005 | Loss: 3.0636 | LR: 3.13e-04 | 2672.8ms/step | 9.0 samples/s +Step 8540/20005 | Loss: 3.0176 | LR: 3.12e-04 | 2681.3ms/step | 9.0 samples/s +Step 8550/20005 | Loss: 3.0842 | LR: 3.12e-04 | 2683.5ms/step | 8.9 samples/s +Step 8560/20005 | Loss: 3.0331 | LR: 3.12e-04 | 2673.8ms/step | 9.0 samples/s +Step 8570/20005 | Loss: 3.0738 | LR: 3.11e-04 | 2673.7ms/step | 9.0 samples/s +Step 8580/20005 | Loss: 3.0421 | LR: 3.11e-04 | 2676.3ms/step | 9.0 samples/s +Step 8590/20005 | Loss: 3.0386 | LR: 3.11e-04 | 2673.6ms/step | 9.0 samples/s +Step 8600/20005 | Loss: 3.0552 | LR: 3.10e-04 | 2676.3ms/step | 9.0 samples/s +Step 8610/20005 | Loss: 3.0345 | LR: 3.10e-04 | 2679.8ms/step | 9.0 samples/s +Step 8620/20005 | Loss: 3.0219 | LR: 3.09e-04 | 2671.6ms/step | 9.0 samples/s +Step 8630/20005 | Loss: 3.0069 | LR: 3.09e-04 | 2672.9ms/step | 9.0 samples/s +Step 8640/20005 | Loss: 3.0375 | LR: 3.09e-04 | 2676.8ms/step | 9.0 samples/s +Step 8650/20005 | Loss: 3.0418 | LR: 3.08e-04 | 2671.3ms/step | 9.0 samples/s +Step 8660/20005 | Loss: 3.0418 | LR: 3.08e-04 | 2676.0ms/step | 9.0 samples/s +Step 8670/20005 | Loss: 3.0534 | LR: 3.07e-04 | 2681.1ms/step | 9.0 samples/s +Step 8680/20005 | Loss: 3.0274 | LR: 3.07e-04 | 2680.6ms/step | 9.0 samples/s +Step 8690/20005 | Loss: 3.0165 | LR: 3.07e-04 | 2680.0ms/step | 9.0 samples/s +Step 8700/20005 | Loss: 3.0349 | LR: 3.06e-04 | 2673.5ms/step | 9.0 samples/s +Step 8710/20005 | Loss: 3.0199 | LR: 3.06e-04 | 2677.7ms/step | 9.0 samples/s +Step 8720/20005 | Loss: 3.0480 | LR: 3.05e-04 | 2678.5ms/step | 9.0 samples/s +Step 8730/20005 | Loss: 3.0560 | LR: 3.05e-04 | 2672.2ms/step | 9.0 samples/s +Step 8740/20005 | Loss: 3.0463 | LR: 3.05e-04 | 2672.2ms/step | 9.0 samples/s +Step 8750/20005 | Loss: 3.0345 | LR: 3.04e-04 | 2669.8ms/step | 9.0 samples/s +Validation at step 8750: Loss = 3.0442, Perplexity = 20.99 +Step 8760/20005 | Loss: 3.0365 | LR: 3.04e-04 | 21045.3ms/step | 1.1 samples/s +Step 8770/20005 | Loss: 3.0365 | LR: 3.04e-04 | 2664.1ms/step | 9.0 samples/s +Step 8780/20005 | Loss: 3.0364 | LR: 3.03e-04 | 2665.4ms/step | 9.0 samples/s +Step 8790/20005 | Loss: 3.0315 | LR: 3.03e-04 | 2662.6ms/step | 9.0 samples/s +Step 8800/20005 | Loss: 3.0439 | LR: 3.02e-04 | 2663.8ms/step | 9.0 samples/s +Step 8810/20005 | Loss: 3.0316 | LR: 3.02e-04 | 2667.9ms/step | 9.0 samples/s +Step 8820/20005 | Loss: 3.0255 | LR: 3.02e-04 | 2663.7ms/step | 9.0 samples/s +Step 8830/20005 | Loss: 3.0560 | LR: 3.01e-04 | 2665.9ms/step | 9.0 samples/s +Step 8840/20005 | Loss: 3.0353 | LR: 3.01e-04 | 2662.5ms/step | 9.0 samples/s +Step 8850/20005 | Loss: 3.0219 | LR: 3.00e-04 | 2664.3ms/step | 9.0 samples/s +Step 8860/20005 | Loss: 3.0457 | LR: 3.00e-04 | 2663.5ms/step | 9.0 samples/s +Step 8870/20005 | Loss: 3.0490 | LR: 3.00e-04 | 2665.7ms/step | 9.0 samples/s +Step 8880/20005 | Loss: 3.0443 | LR: 2.99e-04 | 2661.1ms/step | 9.0 samples/s +Step 8890/20005 | Loss: 3.0363 | LR: 2.99e-04 | 2663.5ms/step | 9.0 samples/s +Step 8900/20005 | Loss: 3.0436 | LR: 2.98e-04 | 2661.2ms/step | 9.0 samples/s +Step 8910/20005 | Loss: 3.0246 | LR: 2.98e-04 | 2664.8ms/step | 9.0 samples/s +Step 8920/20005 | Loss: 3.0401 | LR: 2.98e-04 | 2662.7ms/step | 9.0 samples/s +Step 8930/20005 | Loss: 2.9948 | LR: 2.97e-04 | 2660.8ms/step | 9.0 samples/s +Step 8940/20005 | Loss: 3.0608 | LR: 2.97e-04 | 2662.2ms/step | 9.0 samples/s +Step 8950/20005 | Loss: 3.0518 | LR: 2.97e-04 | 2660.4ms/step | 9.0 samples/s +Step 8960/20005 | Loss: 3.0051 | LR: 2.96e-04 | 2660.6ms/step | 9.0 samples/s +Step 8970/20005 | Loss: 3.0371 | LR: 2.96e-04 | 2659.3ms/step | 9.0 samples/s +Step 8980/20005 | Loss: 3.0244 | LR: 2.95e-04 | 3315.6ms/step | 7.2 samples/s +Step 8990/20005 | Loss: 3.0166 | LR: 2.95e-04 | 2657.8ms/step | 9.0 samples/s +Step 9000/20005 | Loss: 3.0481 | LR: 2.95e-04 | 2655.3ms/step | 9.0 samples/s +Validation at step 9000: Loss = 3.0356, Perplexity = 20.81 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-9000 +Step 9010/20005 | Loss: 3.0319 | LR: 2.94e-04 | 21663.7ms/step | 1.1 samples/s +Step 9020/20005 | Loss: 3.0541 | LR: 2.94e-04 | 2673.1ms/step | 9.0 samples/s +Step 9030/20005 | Loss: 3.0594 | LR: 2.93e-04 | 2661.0ms/step | 9.0 samples/s +Step 9040/20005 | Loss: 3.0590 | LR: 2.93e-04 | 2658.7ms/step | 9.0 samples/s +Step 9050/20005 | Loss: 3.0324 | LR: 2.93e-04 | 2658.8ms/step | 9.0 samples/s +Step 9060/20005 | Loss: 3.0365 | LR: 2.92e-04 | 2658.1ms/step | 9.0 samples/s +Step 9070/20005 | Loss: 3.0451 | LR: 2.92e-04 | 2658.0ms/step | 9.0 samples/s +Step 9080/20005 | Loss: 3.0308 | LR: 2.91e-04 | 2659.9ms/step | 9.0 samples/s +Step 9090/20005 | Loss: 3.0050 | LR: 2.91e-04 | 2662.0ms/step | 9.0 samples/s +Step 9100/20005 | Loss: 3.0347 | LR: 2.91e-04 | 2664.9ms/step | 9.0 samples/s +Step 9110/20005 | Loss: 3.0278 | LR: 2.90e-04 | 2656.9ms/step | 9.0 samples/s +Step 9120/20005 | Loss: 3.0333 | LR: 2.90e-04 | 2659.6ms/step | 9.0 samples/s +Step 9130/20005 | Loss: 3.0574 | LR: 2.89e-04 | 2658.5ms/step | 9.0 samples/s +Step 9140/20005 | Loss: 3.0133 | LR: 2.89e-04 | 2658.2ms/step | 9.0 samples/s +Step 9150/20005 | Loss: 3.0150 | LR: 2.89e-04 | 2660.0ms/step | 9.0 samples/s +Step 9160/20005 | Loss: 3.0106 | LR: 2.88e-04 | 2660.3ms/step | 9.0 samples/s +Step 9170/20005 | Loss: 3.0202 | LR: 2.88e-04 | 2657.0ms/step | 9.0 samples/s +Step 9180/20005 | Loss: 3.0079 | LR: 2.88e-04 | 2657.9ms/step | 9.0 samples/s +Step 9190/20005 | Loss: 3.0232 | LR: 2.87e-04 | 2658.1ms/step | 9.0 samples/s +Step 9200/20005 | Loss: 3.0346 | LR: 2.87e-04 | 2655.4ms/step | 9.0 samples/s +Step 9210/20005 | Loss: 3.0417 | LR: 2.86e-04 | 2656.3ms/step | 9.0 samples/s +Step 9220/20005 | Loss: 3.0371 | LR: 2.86e-04 | 2659.3ms/step | 9.0 samples/s +Step 9230/20005 | Loss: 3.0412 | LR: 2.86e-04 | 2657.7ms/step | 9.0 samples/s +Step 9240/20005 | Loss: 3.0398 | LR: 2.85e-04 | 2659.2ms/step | 9.0 samples/s +Step 9250/20005 | Loss: 3.0190 | LR: 2.85e-04 | 2657.7ms/step | 9.0 samples/s +Validation at step 9250: Loss = 3.0269, Perplexity = 20.63 +Step 9260/20005 | Loss: 3.0106 | LR: 2.84e-04 | 20887.2ms/step | 1.1 samples/s +Step 9270/20005 | Loss: 3.0414 | LR: 2.84e-04 | 2659.6ms/step | 9.0 samples/s +Step 9280/20005 | Loss: 3.0343 | LR: 2.84e-04 | 2659.5ms/step | 9.0 samples/s +Step 9290/20005 | Loss: 3.0429 | LR: 2.83e-04 | 2658.6ms/step | 9.0 samples/s +Step 9300/20005 | Loss: 3.0205 | LR: 2.83e-04 | 2659.1ms/step | 9.0 samples/s +Step 9310/20005 | Loss: 3.0143 | LR: 2.82e-04 | 2657.2ms/step | 9.0 samples/s +Step 9320/20005 | Loss: 3.0211 | LR: 2.82e-04 | 2657.8ms/step | 9.0 samples/s +Step 9330/20005 | Loss: 3.0187 | LR: 2.82e-04 | 2657.1ms/step | 9.0 samples/s +Step 9340/20005 | Loss: 2.9913 | LR: 2.81e-04 | 2656.8ms/step | 9.0 samples/s +Step 9350/20005 | Loss: 3.0617 | LR: 2.81e-04 | 2658.2ms/step | 9.0 samples/s +Step 9360/20005 | Loss: 3.0175 | LR: 2.80e-04 | 2659.8ms/step | 9.0 samples/s +Step 9370/20005 | Loss: 2.9917 | LR: 2.80e-04 | 2654.8ms/step | 9.0 samples/s +Step 9380/20005 | Loss: 3.0100 | LR: 2.80e-04 | 2655.6ms/step | 9.0 samples/s +Step 9390/20005 | Loss: 3.0067 | LR: 2.79e-04 | 2657.1ms/step | 9.0 samples/s +Step 9400/20005 | Loss: 3.0199 | LR: 2.79e-04 | 2657.1ms/step | 9.0 samples/s +Step 9410/20005 | Loss: 3.0605 | LR: 2.78e-04 | 2659.5ms/step | 9.0 samples/s +Step 9420/20005 | Loss: 3.0464 | LR: 2.78e-04 | 2659.3ms/step | 9.0 samples/s +Step 9430/20005 | Loss: 3.0056 | LR: 2.78e-04 | 2653.9ms/step | 9.0 samples/s +Step 9440/20005 | Loss: 3.0152 | LR: 2.77e-04 | 2655.1ms/step | 9.0 samples/s +Step 9450/20005 | Loss: 3.0199 | LR: 2.77e-04 | 2655.7ms/step | 9.0 samples/s +Step 9460/20005 | Loss: 3.0348 | LR: 2.76e-04 | 2658.1ms/step | 9.0 samples/s +Step 9470/20005 | Loss: 3.0116 | LR: 2.76e-04 | 2659.2ms/step | 9.0 samples/s +Step 9480/20005 | Loss: 3.0019 | LR: 2.76e-04 | 2657.6ms/step | 9.0 samples/s +Step 9490/20005 | Loss: 3.0017 | LR: 2.75e-04 | 2659.4ms/step | 9.0 samples/s +Step 9500/20005 | Loss: 3.0397 | LR: 2.75e-04 | 2657.1ms/step | 9.0 samples/s +Validation at step 9500: Loss = 3.0203, Perplexity = 20.50 +Step 9510/20005 | Loss: 3.0203 | LR: 2.75e-04 | 20885.8ms/step | 1.1 samples/s +Step 9520/20005 | Loss: 3.0016 | LR: 2.74e-04 | 2656.7ms/step | 9.0 samples/s +Step 9530/20005 | Loss: 3.0081 | LR: 2.74e-04 | 2655.3ms/step | 9.0 samples/s +Step 9540/20005 | Loss: 3.0223 | LR: 2.73e-04 | 2655.1ms/step | 9.0 samples/s +Step 9550/20005 | Loss: 2.9996 | LR: 2.73e-04 | 2659.9ms/step | 9.0 samples/s +Step 9560/20005 | Loss: 3.0240 | LR: 2.73e-04 | 2656.7ms/step | 9.0 samples/s +Step 9570/20005 | Loss: 3.0047 | LR: 2.72e-04 | 2657.7ms/step | 9.0 samples/s +Step 9580/20005 | Loss: 3.0238 | LR: 2.72e-04 | 2653.8ms/step | 9.0 samples/s +Step 9590/20005 | Loss: 3.0247 | LR: 2.71e-04 | 2658.1ms/step | 9.0 samples/s +Step 9600/20005 | Loss: 3.0297 | LR: 2.71e-04 | 2659.8ms/step | 9.0 samples/s +Step 9610/20005 | Loss: 3.0205 | LR: 2.71e-04 | 2659.1ms/step | 9.0 samples/s +Step 9620/20005 | Loss: 3.0169 | LR: 2.70e-04 | 2657.4ms/step | 9.0 samples/s +Step 9630/20005 | Loss: 3.0127 | LR: 2.70e-04 | 2657.8ms/step | 9.0 samples/s +Step 9640/20005 | Loss: 3.0178 | LR: 2.69e-04 | 2655.8ms/step | 9.0 samples/s +Step 9650/20005 | Loss: 3.0198 | LR: 2.69e-04 | 2655.7ms/step | 9.0 samples/s +Step 9660/20005 | Loss: 3.0401 | LR: 2.69e-04 | 2656.8ms/step | 9.0 samples/s +Step 9670/20005 | Loss: 3.0338 | LR: 2.68e-04 | 2656.0ms/step | 9.0 samples/s +Step 9680/20005 | Loss: 3.0391 | LR: 2.68e-04 | 2658.0ms/step | 9.0 samples/s +Step 9690/20005 | Loss: 3.0260 | LR: 2.67e-04 | 2657.9ms/step | 9.0 samples/s +Step 9700/20005 | Loss: 3.0272 | LR: 2.67e-04 | 2657.7ms/step | 9.0 samples/s +Step 9710/20005 | Loss: 3.0276 | LR: 2.67e-04 | 2658.5ms/step | 9.0 samples/s +Step 9720/20005 | Loss: 3.0300 | LR: 2.66e-04 | 2657.4ms/step | 9.0 samples/s +Step 9730/20005 | Loss: 3.0341 | LR: 2.66e-04 | 2658.4ms/step | 9.0 samples/s +Step 9740/20005 | Loss: 3.0232 | LR: 2.65e-04 | 2658.6ms/step | 9.0 samples/s +Step 9750/20005 | Loss: 2.9963 | LR: 2.65e-04 | 2656.7ms/step | 9.0 samples/s +Validation at step 9750: Loss = 3.0130, Perplexity = 20.35 +Step 9760/20005 | Loss: 2.9938 | LR: 2.65e-04 | 20883.5ms/step | 1.1 samples/s +Step 9770/20005 | Loss: 3.0070 | LR: 2.64e-04 | 2657.6ms/step | 9.0 samples/s +Step 9780/20005 | Loss: 3.0241 | LR: 2.64e-04 | 2660.0ms/step | 9.0 samples/s +Step 9790/20005 | Loss: 3.0203 | LR: 2.63e-04 | 2657.1ms/step | 9.0 samples/s +Step 9800/20005 | Loss: 2.9823 | LR: 2.63e-04 | 2657.0ms/step | 9.0 samples/s +Step 9810/20005 | Loss: 3.0026 | LR: 2.63e-04 | 2656.7ms/step | 9.0 samples/s +Step 9820/20005 | Loss: 2.9956 | LR: 2.62e-04 | 2659.6ms/step | 9.0 samples/s +Step 9830/20005 | Loss: 2.9788 | LR: 2.62e-04 | 2655.7ms/step | 9.0 samples/s +Step 9840/20005 | Loss: 3.0121 | LR: 2.61e-04 | 2656.6ms/step | 9.0 samples/s +Step 9850/20005 | Loss: 2.9863 | LR: 2.61e-04 | 2658.2ms/step | 9.0 samples/s +Step 9860/20005 | Loss: 3.0203 | LR: 2.61e-04 | 2654.3ms/step | 9.0 samples/s +Step 9870/20005 | Loss: 3.0036 | LR: 2.60e-04 | 2657.2ms/step | 9.0 samples/s +Step 9880/20005 | Loss: 3.0117 | LR: 2.60e-04 | 2658.8ms/step | 9.0 samples/s +Step 9890/20005 | Loss: 3.0280 | LR: 2.59e-04 | 2654.0ms/step | 9.0 samples/s +Step 9900/20005 | Loss: 2.9875 | LR: 2.59e-04 | 2659.1ms/step | 9.0 samples/s +Step 9910/20005 | Loss: 3.0454 | LR: 2.59e-04 | 2658.6ms/step | 9.0 samples/s +Step 9920/20005 | Loss: 3.0023 | LR: 2.58e-04 | 2658.1ms/step | 9.0 samples/s +Step 9930/20005 | Loss: 3.0094 | LR: 2.58e-04 | 2660.6ms/step | 9.0 samples/s +Step 9940/20005 | Loss: 2.9975 | LR: 2.57e-04 | 2657.4ms/step | 9.0 samples/s +Step 9950/20005 | Loss: 3.0060 | LR: 2.57e-04 | 2657.4ms/step | 9.0 samples/s +Step 9960/20005 | Loss: 2.9909 | LR: 2.57e-04 | 2656.5ms/step | 9.0 samples/s +Step 9970/20005 | Loss: 3.0353 | LR: 2.56e-04 | 2656.5ms/step | 9.0 samples/s +Step 9980/20005 | Loss: 3.0115 | LR: 2.56e-04 | 2655.6ms/step | 9.0 samples/s +Step 9990/20005 | Loss: 3.0216 | LR: 2.55e-04 | 2657.9ms/step | 9.0 samples/s +Step 10000/20005 | Loss: 3.0164 | LR: 2.55e-04 | 2655.8ms/step | 9.0 samples/s +Validation at step 10000: Loss = 3.0058, Perplexity = 20.20 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-10000 +Step 10010/20005 | Loss: 3.0261 | LR: 2.55e-04 | 21547.1ms/step | 1.1 samples/s +Step 10020/20005 | Loss: 3.0153 | LR: 2.54e-04 | 2654.1ms/step | 9.0 samples/s +Step 10030/20005 | Loss: 2.9965 | LR: 2.54e-04 | 2654.9ms/step | 9.0 samples/s +Step 10040/20005 | Loss: 2.9942 | LR: 2.53e-04 | 2654.4ms/step | 9.0 samples/s +Step 10050/20005 | Loss: 3.0025 | LR: 2.53e-04 | 2656.0ms/step | 9.0 samples/s +Step 10060/20005 | Loss: 3.0399 | LR: 2.53e-04 | 2655.8ms/step | 9.0 samples/s +Step 10070/20005 | Loss: 3.0259 | LR: 2.52e-04 | 2653.7ms/step | 9.0 samples/s +Step 10080/20005 | Loss: 2.9945 | LR: 2.52e-04 | 2651.7ms/step | 9.1 samples/s +Step 10090/20005 | Loss: 3.0029 | LR: 2.51e-04 | 2655.3ms/step | 9.0 samples/s +Step 10100/20005 | Loss: 3.0187 | LR: 2.51e-04 | 2654.5ms/step | 9.0 samples/s +Step 10110/20005 | Loss: 2.9807 | LR: 2.51e-04 | 2655.1ms/step | 9.0 samples/s +Step 10120/20005 | Loss: 2.9987 | LR: 2.50e-04 | 2656.2ms/step | 9.0 samples/s +Step 10130/20005 | Loss: 2.9573 | LR: 2.50e-04 | 2655.8ms/step | 9.0 samples/s +Step 10140/20005 | Loss: 3.0127 | LR: 2.50e-04 | 2655.7ms/step | 9.0 samples/s +Step 10150/20005 | Loss: 3.0171 | LR: 2.49e-04 | 2655.3ms/step | 9.0 samples/s +Step 10160/20005 | Loss: 2.9780 | LR: 2.49e-04 | 2656.9ms/step | 9.0 samples/s +Step 10170/20005 | Loss: 3.0116 | LR: 2.48e-04 | 2655.2ms/step | 9.0 samples/s +Step 10180/20005 | Loss: 2.9989 | LR: 2.48e-04 | 2654.7ms/step | 9.0 samples/s +Step 10190/20005 | Loss: 3.0157 | LR: 2.48e-04 | 2657.0ms/step | 9.0 samples/s +Step 10200/20005 | Loss: 2.9977 | LR: 2.47e-04 | 2656.7ms/step | 9.0 samples/s +Step 10210/20005 | Loss: 3.0070 | LR: 2.47e-04 | 2654.7ms/step | 9.0 samples/s +Step 10220/20005 | Loss: 3.0013 | LR: 2.46e-04 | 2655.5ms/step | 9.0 samples/s +Step 10230/20005 | Loss: 2.9783 | LR: 2.46e-04 | 2656.2ms/step | 9.0 samples/s +Step 10240/20005 | Loss: 2.9978 | LR: 2.46e-04 | 2655.5ms/step | 9.0 samples/s +Step 10250/20005 | Loss: 2.9961 | LR: 2.45e-04 | 2654.9ms/step | 9.0 samples/s +Validation at step 10250: Loss = 2.9992, Perplexity = 20.07 +Step 10260/20005 | Loss: 2.9813 | LR: 2.45e-04 | 20871.2ms/step | 1.1 samples/s +Step 10270/20005 | Loss: 2.9917 | LR: 2.44e-04 | 2654.4ms/step | 9.0 samples/s +Step 10280/20005 | Loss: 3.0066 | LR: 2.44e-04 | 2654.3ms/step | 9.0 samples/s +Step 10290/20005 | Loss: 2.9855 | LR: 2.44e-04 | 2655.3ms/step | 9.0 samples/s +Step 10300/20005 | Loss: 2.9995 | LR: 2.43e-04 | 2654.2ms/step | 9.0 samples/s +Step 10310/20005 | Loss: 2.9635 | LR: 2.43e-04 | 2653.3ms/step | 9.0 samples/s +Step 10320/20005 | Loss: 2.9902 | LR: 2.42e-04 | 2654.6ms/step | 9.0 samples/s +Step 10330/20005 | Loss: 3.0026 | LR: 2.42e-04 | 2653.4ms/step | 9.0 samples/s +Step 10340/20005 | Loss: 2.9788 | LR: 2.42e-04 | 2653.5ms/step | 9.0 samples/s +Step 10350/20005 | Loss: 2.9955 | LR: 2.41e-04 | 2654.8ms/step | 9.0 samples/s +Step 10360/20005 | Loss: 3.0211 | LR: 2.41e-04 | 2652.7ms/step | 9.0 samples/s +Step 10370/20005 | Loss: 2.9935 | LR: 2.40e-04 | 2654.0ms/step | 9.0 samples/s +Step 10380/20005 | Loss: 3.0055 | LR: 2.40e-04 | 2652.3ms/step | 9.0 samples/s +Step 10390/20005 | Loss: 2.9978 | LR: 2.40e-04 | 2653.0ms/step | 9.0 samples/s +Step 10400/20005 | Loss: 2.9922 | LR: 2.39e-04 | 2655.7ms/step | 9.0 samples/s +Step 10410/20005 | Loss: 3.0195 | LR: 2.39e-04 | 2652.6ms/step | 9.0 samples/s +Step 10420/20005 | Loss: 2.9997 | LR: 2.38e-04 | 2655.3ms/step | 9.0 samples/s +Step 10430/20005 | Loss: 2.9980 | LR: 2.38e-04 | 2655.0ms/step | 9.0 samples/s +Step 10440/20005 | Loss: 2.9771 | LR: 2.38e-04 | 2654.5ms/step | 9.0 samples/s +Step 10450/20005 | Loss: 2.9981 | LR: 2.37e-04 | 2653.8ms/step | 9.0 samples/s +Step 10460/20005 | Loss: 2.9804 | LR: 2.37e-04 | 2654.0ms/step | 9.0 samples/s +Step 10470/20005 | Loss: 3.0294 | LR: 2.36e-04 | 2656.2ms/step | 9.0 samples/s +Step 10480/20005 | Loss: 2.9907 | LR: 2.36e-04 | 2655.5ms/step | 9.0 samples/s +Step 10490/20005 | Loss: 3.0037 | LR: 2.36e-04 | 2654.6ms/step | 9.0 samples/s +Step 10500/20005 | Loss: 2.9724 | LR: 2.35e-04 | 2654.8ms/step | 9.0 samples/s +Validation at step 10500: Loss = 2.9928, Perplexity = 19.94 +Step 10510/20005 | Loss: 2.9879 | LR: 2.35e-04 | 20859.8ms/step | 1.2 samples/s +Step 10520/20005 | Loss: 2.9745 | LR: 2.34e-04 | 2655.9ms/step | 9.0 samples/s +Step 10530/20005 | Loss: 2.9760 | LR: 2.34e-04 | 2656.3ms/step | 9.0 samples/s +Step 10540/20005 | Loss: 3.0162 | LR: 2.34e-04 | 2651.5ms/step | 9.1 samples/s +Step 10550/20005 | Loss: 2.9847 | LR: 2.33e-04 | 2652.4ms/step | 9.0 samples/s +Step 10560/20005 | Loss: 2.9985 | LR: 2.33e-04 | 2652.4ms/step | 9.0 samples/s +Step 10570/20005 | Loss: 2.9921 | LR: 2.32e-04 | 2657.7ms/step | 9.0 samples/s +Step 10580/20005 | Loss: 2.9846 | LR: 2.32e-04 | 2655.6ms/step | 9.0 samples/s +Step 10590/20005 | Loss: 2.9846 | LR: 2.32e-04 | 2655.6ms/step | 9.0 samples/s +Step 10600/20005 | Loss: 2.9832 | LR: 2.31e-04 | 2657.2ms/step | 9.0 samples/s +Step 10610/20005 | Loss: 2.9691 | LR: 2.31e-04 | 2658.1ms/step | 9.0 samples/s +Step 10620/20005 | Loss: 2.9760 | LR: 2.30e-04 | 2652.7ms/step | 9.0 samples/s +Step 10630/20005 | Loss: 2.9911 | LR: 2.30e-04 | 2654.1ms/step | 9.0 samples/s +Step 10640/20005 | Loss: 2.9851 | LR: 2.30e-04 | 2655.0ms/step | 9.0 samples/s +Step 10650/20005 | Loss: 3.0060 | LR: 2.29e-04 | 2652.4ms/step | 9.0 samples/s +Step 10660/20005 | Loss: 2.9880 | LR: 2.29e-04 | 2653.7ms/step | 9.0 samples/s +Step 10670/20005 | Loss: 2.9810 | LR: 2.28e-04 | 2658.2ms/step | 9.0 samples/s +Step 10680/20005 | Loss: 2.9832 | LR: 2.28e-04 | 2655.9ms/step | 9.0 samples/s +Step 10690/20005 | Loss: 2.9932 | LR: 2.28e-04 | 2655.4ms/step | 9.0 samples/s +Step 10700/20005 | Loss: 2.9793 | LR: 2.27e-04 | 2657.4ms/step | 9.0 samples/s +Step 10710/20005 | Loss: 3.0175 | LR: 2.27e-04 | 2657.2ms/step | 9.0 samples/s +Step 10720/20005 | Loss: 2.9897 | LR: 2.26e-04 | 2655.9ms/step | 9.0 samples/s +Step 10730/20005 | Loss: 2.9549 | LR: 2.26e-04 | 2658.1ms/step | 9.0 samples/s +Step 10740/20005 | Loss: 3.0047 | LR: 2.26e-04 | 2658.3ms/step | 9.0 samples/s +Step 10750/20005 | Loss: 2.9891 | LR: 2.25e-04 | 2655.9ms/step | 9.0 samples/s +Validation at step 10750: Loss = 2.9867, Perplexity = 19.82 +Step 10760/20005 | Loss: 3.0138 | LR: 2.25e-04 | 20867.3ms/step | 1.2 samples/s +Step 10770/20005 | Loss: 2.9811 | LR: 2.25e-04 | 2654.5ms/step | 9.0 samples/s +Step 10780/20005 | Loss: 2.9920 | LR: 2.24e-04 | 2654.9ms/step | 9.0 samples/s +Step 10790/20005 | Loss: 2.9867 | LR: 2.24e-04 | 2653.1ms/step | 9.0 samples/s +Step 10800/20005 | Loss: 3.0030 | LR: 2.23e-04 | 2654.0ms/step | 9.0 samples/s +Step 10810/20005 | Loss: 2.9683 | LR: 2.23e-04 | 2652.7ms/step | 9.0 samples/s +Step 10820/20005 | Loss: 2.9988 | LR: 2.23e-04 | 2655.7ms/step | 9.0 samples/s +Step 10830/20005 | Loss: 2.9702 | LR: 2.22e-04 | 2654.9ms/step | 9.0 samples/s +Step 10840/20005 | Loss: 2.9549 | LR: 2.22e-04 | 2653.7ms/step | 9.0 samples/s +Step 10850/20005 | Loss: 2.9763 | LR: 2.21e-04 | 2655.8ms/step | 9.0 samples/s +Step 10860/20005 | Loss: 3.0120 | LR: 2.21e-04 | 2654.7ms/step | 9.0 samples/s +Step 10870/20005 | Loss: 2.9538 | LR: 2.21e-04 | 2654.5ms/step | 9.0 samples/s +Step 10880/20005 | Loss: 2.9674 | LR: 2.20e-04 | 2654.2ms/step | 9.0 samples/s +Step 10890/20005 | Loss: 2.9618 | LR: 2.20e-04 | 2656.5ms/step | 9.0 samples/s +Step 10900/20005 | Loss: 2.9846 | LR: 2.19e-04 | 2651.7ms/step | 9.1 samples/s +Step 10910/20005 | Loss: 2.9886 | LR: 2.19e-04 | 2653.7ms/step | 9.0 samples/s +Step 10920/20005 | Loss: 2.9926 | LR: 2.19e-04 | 2652.9ms/step | 9.0 samples/s +Step 10930/20005 | Loss: 2.9944 | LR: 2.18e-04 | 2653.7ms/step | 9.0 samples/s +Step 10940/20005 | Loss: 2.9804 | LR: 2.18e-04 | 2656.8ms/step | 9.0 samples/s +Step 10950/20005 | Loss: 2.9933 | LR: 2.17e-04 | 2654.3ms/step | 9.0 samples/s +Step 10960/20005 | Loss: 2.9620 | LR: 2.17e-04 | 2654.7ms/step | 9.0 samples/s +Step 10970/20005 | Loss: 2.9858 | LR: 2.17e-04 | 2652.4ms/step | 9.0 samples/s +Step 10980/20005 | Loss: 3.0186 | LR: 2.16e-04 | 2653.1ms/step | 9.0 samples/s +Step 10990/20005 | Loss: 2.9680 | LR: 2.16e-04 | 2656.0ms/step | 9.0 samples/s +Step 11000/20005 | Loss: 2.9902 | LR: 2.15e-04 | 2652.0ms/step | 9.0 samples/s +Validation at step 11000: Loss = 2.9813, Perplexity = 19.71 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-11000 +Step 11010/20005 | Loss: 2.9750 | LR: 2.15e-04 | 21576.3ms/step | 1.1 samples/s +Step 11020/20005 | Loss: 2.9561 | LR: 2.15e-04 | 2656.6ms/step | 9.0 samples/s +Step 11030/20005 | Loss: 3.0249 | LR: 2.14e-04 | 2653.1ms/step | 9.0 samples/s +Step 11040/20005 | Loss: 2.9996 | LR: 2.14e-04 | 2655.3ms/step | 9.0 samples/s +Step 11050/20005 | Loss: 2.9828 | LR: 2.13e-04 | 2654.9ms/step | 9.0 samples/s +Step 11060/20005 | Loss: 2.9605 | LR: 2.13e-04 | 2652.0ms/step | 9.0 samples/s +Step 11070/20005 | Loss: 2.9833 | LR: 2.13e-04 | 2653.8ms/step | 9.0 samples/s +Step 11080/20005 | Loss: 2.9892 | LR: 2.12e-04 | 2652.2ms/step | 9.0 samples/s +Step 11090/20005 | Loss: 2.9985 | LR: 2.12e-04 | 2655.2ms/step | 9.0 samples/s +Step 11100/20005 | Loss: 2.9670 | LR: 2.11e-04 | 2655.8ms/step | 9.0 samples/s +Step 11110/20005 | Loss: 2.9999 | LR: 2.11e-04 | 2654.9ms/step | 9.0 samples/s +Step 11120/20005 | Loss: 2.9910 | LR: 2.11e-04 | 2655.6ms/step | 9.0 samples/s +Step 11130/20005 | Loss: 2.9675 | LR: 2.10e-04 | 2655.9ms/step | 9.0 samples/s +Step 11140/20005 | Loss: 2.9770 | LR: 2.10e-04 | 2655.8ms/step | 9.0 samples/s +Step 11150/20005 | Loss: 2.9493 | LR: 2.10e-04 | 2653.8ms/step | 9.0 samples/s +Step 11160/20005 | Loss: 2.9569 | LR: 2.09e-04 | 2654.7ms/step | 9.0 samples/s +Step 11170/20005 | Loss: 2.9817 | LR: 2.09e-04 | 2655.4ms/step | 9.0 samples/s +Step 11180/20005 | Loss: 2.9675 | LR: 2.08e-04 | 2655.0ms/step | 9.0 samples/s +Step 11190/20005 | Loss: 2.9557 | LR: 2.08e-04 | 2657.7ms/step | 9.0 samples/s +Step 11200/20005 | Loss: 2.9636 | LR: 2.08e-04 | 2656.0ms/step | 9.0 samples/s +Step 11210/20005 | Loss: 2.9797 | LR: 2.07e-04 | 2654.1ms/step | 9.0 samples/s +Step 11220/20005 | Loss: 2.9936 | LR: 2.07e-04 | 2657.2ms/step | 9.0 samples/s +Step 11230/20005 | Loss: 2.9534 | LR: 2.06e-04 | 2656.8ms/step | 9.0 samples/s +Step 11240/20005 | Loss: 2.9665 | LR: 2.06e-04 | 2655.8ms/step | 9.0 samples/s +Step 11250/20005 | Loss: 2.9751 | LR: 2.06e-04 | 2653.2ms/step | 9.0 samples/s +Validation at step 11250: Loss = 2.9755, Perplexity = 19.60 +Step 11260/20005 | Loss: 2.9657 | LR: 2.05e-04 | 20853.6ms/step | 1.2 samples/s +Step 11270/20005 | Loss: 3.0173 | LR: 2.05e-04 | 2655.3ms/step | 9.0 samples/s +Step 11280/20005 | Loss: 2.9709 | LR: 2.04e-04 | 2654.0ms/step | 9.0 samples/s +Step 11290/20005 | Loss: 2.9534 | LR: 2.04e-04 | 2654.3ms/step | 9.0 samples/s +Step 11300/20005 | Loss: 2.9632 | LR: 2.04e-04 | 2653.0ms/step | 9.0 samples/s +Step 11310/20005 | Loss: 2.9577 | LR: 2.03e-04 | 2651.7ms/step | 9.1 samples/s +Step 11320/20005 | Loss: 2.9617 | LR: 2.03e-04 | 2651.6ms/step | 9.1 samples/s +Step 11330/20005 | Loss: 2.9673 | LR: 2.02e-04 | 2655.3ms/step | 9.0 samples/s +Step 11340/20005 | Loss: 2.9748 | LR: 2.02e-04 | 2650.1ms/step | 9.1 samples/s +Step 11350/20005 | Loss: 2.9893 | LR: 2.02e-04 | 2656.0ms/step | 9.0 samples/s +Step 11360/20005 | Loss: 2.9834 | LR: 2.01e-04 | 2656.0ms/step | 9.0 samples/s +Step 11370/20005 | Loss: 3.0021 | LR: 2.01e-04 | 2654.0ms/step | 9.0 samples/s +Step 11380/20005 | Loss: 2.9713 | LR: 2.01e-04 | 2653.0ms/step | 9.0 samples/s +Step 11390/20005 | Loss: 2.9502 | LR: 2.00e-04 | 2655.1ms/step | 9.0 samples/s +Step 11400/20005 | Loss: 2.9624 | LR: 2.00e-04 | 2655.1ms/step | 9.0 samples/s +Step 11410/20005 | Loss: 2.9828 | LR: 1.99e-04 | 2653.8ms/step | 9.0 samples/s +Step 11420/20005 | Loss: 2.9846 | LR: 1.99e-04 | 2655.0ms/step | 9.0 samples/s +Step 11430/20005 | Loss: 2.9524 | LR: 1.99e-04 | 2655.3ms/step | 9.0 samples/s +Step 11440/20005 | Loss: 2.9714 | LR: 1.98e-04 | 2658.0ms/step | 9.0 samples/s +Step 11450/20005 | Loss: 2.9617 | LR: 1.98e-04 | 2654.0ms/step | 9.0 samples/s +Step 11460/20005 | Loss: 2.9443 | LR: 1.97e-04 | 2656.0ms/step | 9.0 samples/s +Step 11470/20005 | Loss: 2.9550 | LR: 1.97e-04 | 2658.1ms/step | 9.0 samples/s +Step 11480/20005 | Loss: 3.0012 | LR: 1.97e-04 | 2656.6ms/step | 9.0 samples/s +Step 11490/20005 | Loss: 2.9770 | LR: 1.96e-04 | 2654.1ms/step | 9.0 samples/s +Step 11500/20005 | Loss: 2.9708 | LR: 1.96e-04 | 2654.9ms/step | 9.0 samples/s +Validation at step 11500: Loss = 2.9712, Perplexity = 19.51 +Step 11510/20005 | Loss: 2.9801 | LR: 1.95e-04 | 20863.2ms/step | 1.2 samples/s +Step 11520/20005 | Loss: 2.9759 | LR: 1.95e-04 | 2654.4ms/step | 9.0 samples/s +Step 11530/20005 | Loss: 2.9695 | LR: 1.95e-04 | 2654.5ms/step | 9.0 samples/s +Step 11540/20005 | Loss: 2.9780 | LR: 1.94e-04 | 2655.0ms/step | 9.0 samples/s +Step 11550/20005 | Loss: 2.9774 | LR: 1.94e-04 | 2654.7ms/step | 9.0 samples/s +Step 11560/20005 | Loss: 2.9644 | LR: 1.94e-04 | 2654.5ms/step | 9.0 samples/s +Step 11570/20005 | Loss: 2.9611 | LR: 1.93e-04 | 2653.3ms/step | 9.0 samples/s +Step 11580/20005 | Loss: 2.9534 | LR: 1.93e-04 | 2660.8ms/step | 9.0 samples/s +Step 11590/20005 | Loss: 2.9909 | LR: 1.92e-04 | 2658.9ms/step | 9.0 samples/s +Step 11600/20005 | Loss: 2.9780 | LR: 1.92e-04 | 2655.6ms/step | 9.0 samples/s +Step 11610/20005 | Loss: 2.9490 | LR: 1.92e-04 | 2656.3ms/step | 9.0 samples/s +Step 11620/20005 | Loss: 2.9240 | LR: 1.91e-04 | 2655.7ms/step | 9.0 samples/s +Step 11630/20005 | Loss: 2.9775 | LR: 1.91e-04 | 2658.7ms/step | 9.0 samples/s +Step 11640/20005 | Loss: 2.9539 | LR: 1.90e-04 | 2659.3ms/step | 9.0 samples/s +Step 11650/20005 | Loss: 2.9761 | LR: 1.90e-04 | 2663.4ms/step | 9.0 samples/s +Step 11660/20005 | Loss: 2.9814 | LR: 1.90e-04 | 2673.3ms/step | 9.0 samples/s +Step 11670/20005 | Loss: 2.9542 | LR: 1.89e-04 | 2680.1ms/step | 9.0 samples/s +Step 11680/20005 | Loss: 2.9761 | LR: 1.89e-04 | 2691.3ms/step | 8.9 samples/s +Step 11690/20005 | Loss: 2.9910 | LR: 1.89e-04 | 2688.7ms/step | 8.9 samples/s +Step 11700/20005 | Loss: 2.9589 | LR: 1.88e-04 | 2688.0ms/step | 8.9 samples/s +Step 11710/20005 | Loss: 2.9769 | LR: 1.88e-04 | 2686.6ms/step | 8.9 samples/s +Step 11720/20005 | Loss: 2.9627 | LR: 1.87e-04 | 2689.0ms/step | 8.9 samples/s +Step 11730/20005 | Loss: 2.9953 | LR: 1.87e-04 | 2685.7ms/step | 8.9 samples/s +Step 11740/20005 | Loss: 2.9587 | LR: 1.87e-04 | 2689.0ms/step | 8.9 samples/s +Step 11750/20005 | Loss: 2.9702 | LR: 1.86e-04 | 2681.9ms/step | 8.9 samples/s +Validation at step 11750: Loss = 2.9661, Perplexity = 19.42 +Step 11760/20005 | Loss: 2.9594 | LR: 1.86e-04 | 20887.6ms/step | 1.1 samples/s +Step 11770/20005 | Loss: 2.9406 | LR: 1.85e-04 | 2654.6ms/step | 9.0 samples/s +Step 11780/20005 | Loss: 2.9582 | LR: 1.85e-04 | 2658.0ms/step | 9.0 samples/s +Step 11790/20005 | Loss: 3.0103 | LR: 1.85e-04 | 2655.6ms/step | 9.0 samples/s +Step 11800/20005 | Loss: 2.9511 | LR: 1.84e-04 | 2657.9ms/step | 9.0 samples/s +Step 11810/20005 | Loss: 2.9960 | LR: 1.84e-04 | 2656.9ms/step | 9.0 samples/s +Step 11820/20005 | Loss: 2.9638 | LR: 1.84e-04 | 2654.9ms/step | 9.0 samples/s +Step 11830/20005 | Loss: 2.9626 | LR: 1.83e-04 | 2655.0ms/step | 9.0 samples/s +Step 11840/20005 | Loss: 2.9632 | LR: 1.83e-04 | 2655.8ms/step | 9.0 samples/s +Step 11850/20005 | Loss: 2.9838 | LR: 1.82e-04 | 2657.4ms/step | 9.0 samples/s +Step 11860/20005 | Loss: 2.9560 | LR: 1.82e-04 | 2655.1ms/step | 9.0 samples/s +Step 11870/20005 | Loss: 2.9957 | LR: 1.82e-04 | 2652.9ms/step | 9.0 samples/s +Step 11880/20005 | Loss: 2.9732 | LR: 1.81e-04 | 2651.1ms/step | 9.1 samples/s +Step 11890/20005 | Loss: 2.9840 | LR: 1.81e-04 | 2654.1ms/step | 9.0 samples/s +Step 11900/20005 | Loss: 2.9479 | LR: 1.80e-04 | 2656.6ms/step | 9.0 samples/s +Step 11910/20005 | Loss: 2.9505 | LR: 1.80e-04 | 2652.9ms/step | 9.0 samples/s +Step 11920/20005 | Loss: 2.9745 | LR: 1.80e-04 | 2655.2ms/step | 9.0 samples/s +Step 11930/20005 | Loss: 2.9497 | LR: 1.79e-04 | 2655.3ms/step | 9.0 samples/s +Step 11940/20005 | Loss: 2.9381 | LR: 1.79e-04 | 2653.0ms/step | 9.0 samples/s +Step 11950/20005 | Loss: 2.9675 | LR: 1.79e-04 | 2651.2ms/step | 9.1 samples/s +Step 11960/20005 | Loss: 2.9812 | LR: 1.78e-04 | 2653.0ms/step | 9.0 samples/s +Step 11970/20005 | Loss: 2.9402 | LR: 1.78e-04 | 2655.7ms/step | 9.0 samples/s +Step 11980/20005 | Loss: 2.9802 | LR: 1.77e-04 | 2652.7ms/step | 9.0 samples/s +Step 11990/20005 | Loss: 2.9300 | LR: 1.77e-04 | 2652.6ms/step | 9.0 samples/s +Step 12000/20005 | Loss: 2.9508 | LR: 1.77e-04 | 2653.1ms/step | 9.0 samples/s +Validation at step 12000: Loss = 2.9617, Perplexity = 19.33 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-12000 +Step 12010/20005 | Loss: 2.9403 | LR: 1.76e-04 | 21569.0ms/step | 1.1 samples/s +Step 12020/20005 | Loss: 2.9667 | LR: 1.76e-04 | 2665.9ms/step | 9.0 samples/s +Step 12030/20005 | Loss: 2.9785 | LR: 1.76e-04 | 2666.3ms/step | 9.0 samples/s +Step 12040/20005 | Loss: 2.9698 | LR: 1.75e-04 | 2670.7ms/step | 9.0 samples/s +Step 12050/20005 | Loss: 2.9578 | LR: 1.75e-04 | 2666.7ms/step | 9.0 samples/s +Step 12060/20005 | Loss: 2.9848 | LR: 1.74e-04 | 2670.0ms/step | 9.0 samples/s +Step 12070/20005 | Loss: 2.9773 | LR: 1.74e-04 | 2673.2ms/step | 9.0 samples/s +Step 12080/20005 | Loss: 2.9455 | LR: 1.74e-04 | 2674.0ms/step | 9.0 samples/s +Step 12090/20005 | Loss: 2.9280 | LR: 1.73e-04 | 2673.3ms/step | 9.0 samples/s +Step 12100/20005 | Loss: 2.9505 | LR: 1.73e-04 | 2672.2ms/step | 9.0 samples/s +Step 12110/20005 | Loss: 2.9594 | LR: 1.72e-04 | 2671.2ms/step | 9.0 samples/s +Step 12120/20005 | Loss: 2.9713 | LR: 1.72e-04 | 2672.5ms/step | 9.0 samples/s +Step 12130/20005 | Loss: 2.9641 | LR: 1.72e-04 | 2673.3ms/step | 9.0 samples/s +Step 12140/20005 | Loss: 2.9368 | LR: 1.71e-04 | 2665.0ms/step | 9.0 samples/s +Step 12150/20005 | Loss: 2.9545 | LR: 1.71e-04 | 2656.6ms/step | 9.0 samples/s +Step 12160/20005 | Loss: 2.9542 | LR: 1.71e-04 | 2660.0ms/step | 9.0 samples/s +Step 12170/20005 | Loss: 2.9530 | LR: 1.70e-04 | 2655.4ms/step | 9.0 samples/s +Step 12180/20005 | Loss: 2.9363 | LR: 1.70e-04 | 2659.1ms/step | 9.0 samples/s +Step 12190/20005 | Loss: 2.9306 | LR: 1.69e-04 | 2667.6ms/step | 9.0 samples/s +Step 12200/20005 | Loss: 2.9640 | LR: 1.69e-04 | 2659.9ms/step | 9.0 samples/s +Step 12210/20005 | Loss: 2.9672 | LR: 1.69e-04 | 2656.9ms/step | 9.0 samples/s +Step 12220/20005 | Loss: 2.9584 | LR: 1.68e-04 | 2658.0ms/step | 9.0 samples/s +Step 12230/20005 | Loss: 2.9262 | LR: 1.68e-04 | 2654.1ms/step | 9.0 samples/s +Step 12240/20005 | Loss: 2.9679 | LR: 1.68e-04 | 2657.3ms/step | 9.0 samples/s +Step 12250/20005 | Loss: 2.9921 | LR: 1.67e-04 | 2654.7ms/step | 9.0 samples/s +Validation at step 12250: Loss = 2.9577, Perplexity = 19.25 +Step 12260/20005 | Loss: 2.9486 | LR: 1.67e-04 | 20957.9ms/step | 1.1 samples/s +Step 12270/20005 | Loss: 2.9651 | LR: 1.66e-04 | 2658.4ms/step | 9.0 samples/s +Step 12280/20005 | Loss: 2.9564 | LR: 1.66e-04 | 2670.3ms/step | 9.0 samples/s +Step 12290/20005 | Loss: 2.9289 | LR: 1.66e-04 | 2670.5ms/step | 9.0 samples/s +Step 12300/20005 | Loss: 2.9557 | LR: 1.65e-04 | 2660.9ms/step | 9.0 samples/s +Step 12310/20005 | Loss: 2.9663 | LR: 1.65e-04 | 2671.5ms/step | 9.0 samples/s +Step 12320/20005 | Loss: 2.9781 | LR: 1.65e-04 | 3187.3ms/step | 7.5 samples/s +Step 12330/20005 | Loss: 2.9612 | LR: 1.64e-04 | 2665.7ms/step | 9.0 samples/s +Step 12340/20005 | Loss: 2.9549 | LR: 1.64e-04 | 2670.4ms/step | 9.0 samples/s +Step 12350/20005 | Loss: 2.9712 | LR: 1.63e-04 | 2670.4ms/step | 9.0 samples/s +Step 12360/20005 | Loss: 2.9766 | LR: 1.63e-04 | 2673.4ms/step | 9.0 samples/s +Step 12370/20005 | Loss: 2.9467 | LR: 1.63e-04 | 2672.6ms/step | 9.0 samples/s +Step 12380/20005 | Loss: 2.9380 | LR: 1.62e-04 | 2670.3ms/step | 9.0 samples/s +Step 12390/20005 | Loss: 2.9682 | LR: 1.62e-04 | 2669.3ms/step | 9.0 samples/s +Step 12400/20005 | Loss: 2.9594 | LR: 1.62e-04 | 2671.2ms/step | 9.0 samples/s +Step 12410/20005 | Loss: 2.9691 | LR: 1.61e-04 | 2672.4ms/step | 9.0 samples/s +Step 12420/20005 | Loss: 2.9843 | LR: 1.61e-04 | 2670.0ms/step | 9.0 samples/s +Step 12430/20005 | Loss: 2.9608 | LR: 1.60e-04 | 2672.1ms/step | 9.0 samples/s +Step 12440/20005 | Loss: 2.9580 | LR: 1.60e-04 | 2669.6ms/step | 9.0 samples/s +Step 12450/20005 | Loss: 2.9744 | LR: 1.60e-04 | 2672.7ms/step | 9.0 samples/s +Step 12460/20005 | Loss: 2.9484 | LR: 1.59e-04 | 2674.0ms/step | 9.0 samples/s +Step 12470/20005 | Loss: 2.9422 | LR: 1.59e-04 | 2671.8ms/step | 9.0 samples/s +Step 12480/20005 | Loss: 2.9506 | LR: 1.59e-04 | 2669.5ms/step | 9.0 samples/s +Step 12490/20005 | Loss: 2.9332 | LR: 1.58e-04 | 2668.1ms/step | 9.0 samples/s +Step 12500/20005 | Loss: 2.9129 | LR: 1.58e-04 | 2669.2ms/step | 9.0 samples/s +Validation at step 12500: Loss = 2.9540, Perplexity = 19.18 +Step 12510/20005 | Loss: 2.9609 | LR: 1.58e-04 | 20968.3ms/step | 1.1 samples/s +Step 12520/20005 | Loss: 2.9367 | LR: 1.57e-04 | 2671.6ms/step | 9.0 samples/s +Step 12530/20005 | Loss: 2.9890 | LR: 1.57e-04 | 2666.9ms/step | 9.0 samples/s +Step 12540/20005 | Loss: 2.9504 | LR: 1.56e-04 | 2673.2ms/step | 9.0 samples/s +Step 12550/20005 | Loss: 2.9548 | LR: 1.56e-04 | 2674.0ms/step | 9.0 samples/s +Step 12560/20005 | Loss: 2.9525 | LR: 1.56e-04 | 2672.0ms/step | 9.0 samples/s +Step 12570/20005 | Loss: 2.9271 | LR: 1.55e-04 | 2673.2ms/step | 9.0 samples/s +Step 12580/20005 | Loss: 2.9407 | LR: 1.55e-04 | 2671.1ms/step | 9.0 samples/s +Step 12590/20005 | Loss: 2.9391 | LR: 1.55e-04 | 2666.1ms/step | 9.0 samples/s +Step 12600/20005 | Loss: 2.9496 | LR: 1.54e-04 | 2668.9ms/step | 9.0 samples/s +Step 12610/20005 | Loss: 2.9600 | LR: 1.54e-04 | 2670.8ms/step | 9.0 samples/s +Step 12620/20005 | Loss: 2.9674 | LR: 1.53e-04 | 2673.2ms/step | 9.0 samples/s +Step 12630/20005 | Loss: 2.9563 | LR: 1.53e-04 | 2671.7ms/step | 9.0 samples/s +Step 12640/20005 | Loss: 2.9266 | LR: 1.53e-04 | 2669.0ms/step | 9.0 samples/s +Step 12650/20005 | Loss: 2.9482 | LR: 1.52e-04 | 2669.8ms/step | 9.0 samples/s +Step 12660/20005 | Loss: 2.9660 | LR: 1.52e-04 | 2671.7ms/step | 9.0 samples/s +Step 12670/20005 | Loss: 2.9754 | LR: 1.52e-04 | 2673.6ms/step | 9.0 samples/s +Step 12680/20005 | Loss: 2.9480 | LR: 1.51e-04 | 2669.5ms/step | 9.0 samples/s +Step 12690/20005 | Loss: 2.9322 | LR: 1.51e-04 | 2668.3ms/step | 9.0 samples/s +Step 12700/20005 | Loss: 2.9686 | LR: 1.51e-04 | 2670.6ms/step | 9.0 samples/s +Step 12710/20005 | Loss: 2.9504 | LR: 1.50e-04 | 2669.0ms/step | 9.0 samples/s +Step 12720/20005 | Loss: 2.9325 | LR: 1.50e-04 | 2672.0ms/step | 9.0 samples/s +Step 12730/20005 | Loss: 2.9097 | LR: 1.49e-04 | 2674.8ms/step | 9.0 samples/s +Step 12740/20005 | Loss: 2.9599 | LR: 1.49e-04 | 2672.6ms/step | 9.0 samples/s +Step 12750/20005 | Loss: 2.9658 | LR: 1.49e-04 | 2672.7ms/step | 9.0 samples/s +Validation at step 12750: Loss = 2.9504, Perplexity = 19.11 +Step 12760/20005 | Loss: 2.9614 | LR: 1.48e-04 | 20969.8ms/step | 1.1 samples/s +Step 12770/20005 | Loss: 2.9568 | LR: 1.48e-04 | 2669.8ms/step | 9.0 samples/s +Step 12780/20005 | Loss: 2.9282 | LR: 1.48e-04 | 2671.5ms/step | 9.0 samples/s +Step 12790/20005 | Loss: 2.9674 | LR: 1.47e-04 | 2671.0ms/step | 9.0 samples/s +Step 12800/20005 | Loss: 2.9412 | LR: 1.47e-04 | 2671.3ms/step | 9.0 samples/s +Step 12810/20005 | Loss: 2.9407 | LR: 1.47e-04 | 2672.3ms/step | 9.0 samples/s +Step 12820/20005 | Loss: 2.9360 | LR: 1.46e-04 | 2671.1ms/step | 9.0 samples/s +Step 12830/20005 | Loss: 2.9347 | LR: 1.46e-04 | 2671.6ms/step | 9.0 samples/s +Step 12840/20005 | Loss: 2.9530 | LR: 1.45e-04 | 2673.3ms/step | 9.0 samples/s +Step 12850/20005 | Loss: 2.9470 | LR: 1.45e-04 | 2676.2ms/step | 9.0 samples/s +Step 12860/20005 | Loss: 2.9410 | LR: 1.45e-04 | 2676.2ms/step | 9.0 samples/s +Step 12870/20005 | Loss: 2.9417 | LR: 1.44e-04 | 2673.8ms/step | 9.0 samples/s +Step 12880/20005 | Loss: 2.9652 | LR: 1.44e-04 | 2670.6ms/step | 9.0 samples/s +Step 12890/20005 | Loss: 2.9711 | LR: 1.44e-04 | 2670.1ms/step | 9.0 samples/s +Step 12900/20005 | Loss: 2.9369 | LR: 1.43e-04 | 2672.5ms/step | 9.0 samples/s +Step 12910/20005 | Loss: 2.9635 | LR: 1.43e-04 | 2674.5ms/step | 9.0 samples/s +Step 12920/20005 | Loss: 2.9586 | LR: 1.43e-04 | 2672.6ms/step | 9.0 samples/s +Step 12930/20005 | Loss: 2.9432 | LR: 1.42e-04 | 2671.5ms/step | 9.0 samples/s +Step 12940/20005 | Loss: 2.9668 | LR: 1.42e-04 | 2670.4ms/step | 9.0 samples/s +Step 12950/20005 | Loss: 2.9587 | LR: 1.42e-04 | 2670.3ms/step | 9.0 samples/s +Step 12960/20005 | Loss: 2.9482 | LR: 1.41e-04 | 2670.9ms/step | 9.0 samples/s +Step 12970/20005 | Loss: 2.9602 | LR: 1.41e-04 | 2669.4ms/step | 9.0 samples/s +Step 12980/20005 | Loss: 2.9593 | LR: 1.40e-04 | 2673.6ms/step | 9.0 samples/s +Step 12990/20005 | Loss: 2.9424 | LR: 1.40e-04 | 2669.9ms/step | 9.0 samples/s +Step 13000/20005 | Loss: 2.9432 | LR: 1.40e-04 | 2673.0ms/step | 9.0 samples/s +Validation at step 13000: Loss = 2.9471, Perplexity = 19.05 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-13000 +Step 13010/20005 | Loss: 2.9546 | LR: 1.39e-04 | 21641.0ms/step | 1.1 samples/s +Step 13020/20005 | Loss: 2.9570 | LR: 1.39e-04 | 2668.0ms/step | 9.0 samples/s +Step 13030/20005 | Loss: 2.9384 | LR: 1.39e-04 | 2672.2ms/step | 9.0 samples/s +Step 13040/20005 | Loss: 2.9218 | LR: 1.38e-04 | 2668.9ms/step | 9.0 samples/s +Step 13050/20005 | Loss: 2.9625 | LR: 1.38e-04 | 2673.4ms/step | 9.0 samples/s +Step 13060/20005 | Loss: 2.9586 | LR: 1.38e-04 | 2669.7ms/step | 9.0 samples/s +Step 13070/20005 | Loss: 2.9584 | LR: 1.37e-04 | 2671.5ms/step | 9.0 samples/s +Step 13080/20005 | Loss: 2.9390 | LR: 1.37e-04 | 2671.3ms/step | 9.0 samples/s +Step 13090/20005 | Loss: 2.9518 | LR: 1.37e-04 | 2673.4ms/step | 9.0 samples/s +Step 13100/20005 | Loss: 2.9362 | LR: 1.36e-04 | 2669.0ms/step | 9.0 samples/s +Step 13110/20005 | Loss: 2.9447 | LR: 1.36e-04 | 2671.6ms/step | 9.0 samples/s +Step 13120/20005 | Loss: 2.9436 | LR: 1.35e-04 | 2674.4ms/step | 9.0 samples/s +Step 13130/20005 | Loss: 2.9411 | LR: 1.35e-04 | 2674.7ms/step | 9.0 samples/s +Step 13140/20005 | Loss: 2.9437 | LR: 1.35e-04 | 2672.0ms/step | 9.0 samples/s +Step 13150/20005 | Loss: 2.9545 | LR: 1.34e-04 | 2673.1ms/step | 9.0 samples/s +Step 13160/20005 | Loss: 2.9729 | LR: 1.34e-04 | 2673.8ms/step | 9.0 samples/s +Step 13170/20005 | Loss: 2.9540 | LR: 1.34e-04 | 2670.3ms/step | 9.0 samples/s +Step 13180/20005 | Loss: 2.9454 | LR: 1.33e-04 | 2672.4ms/step | 9.0 samples/s +Step 13190/20005 | Loss: 2.9589 | LR: 1.33e-04 | 2673.0ms/step | 9.0 samples/s +Step 13200/20005 | Loss: 2.9181 | LR: 1.33e-04 | 2674.3ms/step | 9.0 samples/s +Step 13210/20005 | Loss: 2.9187 | LR: 1.32e-04 | 2675.0ms/step | 9.0 samples/s +Step 13220/20005 | Loss: 2.9310 | LR: 1.32e-04 | 2672.1ms/step | 9.0 samples/s +Step 13230/20005 | Loss: 2.9168 | LR: 1.32e-04 | 2676.3ms/step | 9.0 samples/s +Step 13240/20005 | Loss: 2.9568 | LR: 1.31e-04 | 2672.0ms/step | 9.0 samples/s +Step 13250/20005 | Loss: 2.9495 | LR: 1.31e-04 | 2674.1ms/step | 9.0 samples/s +Validation at step 13250: Loss = 2.9441, Perplexity = 18.99 +Step 13260/20005 | Loss: 2.9402 | LR: 1.31e-04 | 20960.4ms/step | 1.1 samples/s +Step 13270/20005 | Loss: 2.9328 | LR: 1.30e-04 | 2671.3ms/step | 9.0 samples/s +Step 13280/20005 | Loss: 2.8998 | LR: 1.30e-04 | 2668.9ms/step | 9.0 samples/s +Step 13290/20005 | Loss: 2.9454 | LR: 1.30e-04 | 2672.4ms/step | 9.0 samples/s +Step 13300/20005 | Loss: 2.9361 | LR: 1.29e-04 | 2667.7ms/step | 9.0 samples/s +Step 13310/20005 | Loss: 2.9285 | LR: 1.29e-04 | 2665.0ms/step | 9.0 samples/s +Step 13320/20005 | Loss: 2.9366 | LR: 1.28e-04 | 2670.3ms/step | 9.0 samples/s +Step 13330/20005 | Loss: 2.9370 | LR: 1.28e-04 | 2668.4ms/step | 9.0 samples/s +Step 13340/20005 | Loss: 2.9350 | LR: 1.28e-04 | 2671.5ms/step | 9.0 samples/s +Step 13350/20005 | Loss: 2.9300 | LR: 1.27e-04 | 2670.8ms/step | 9.0 samples/s +Step 13360/20005 | Loss: 2.9815 | LR: 1.27e-04 | 2672.5ms/step | 9.0 samples/s +Step 13370/20005 | Loss: 2.9401 | LR: 1.27e-04 | 2668.9ms/step | 9.0 samples/s +Step 13380/20005 | Loss: 2.9278 | LR: 1.26e-04 | 2670.6ms/step | 9.0 samples/s +Step 13390/20005 | Loss: 2.9378 | LR: 1.26e-04 | 2671.9ms/step | 9.0 samples/s +Step 13400/20005 | Loss: 2.9440 | LR: 1.26e-04 | 2670.4ms/step | 9.0 samples/s +Step 13410/20005 | Loss: 2.9631 | LR: 1.25e-04 | 2671.2ms/step | 9.0 samples/s +Step 13420/20005 | Loss: 2.9260 | LR: 1.25e-04 | 2667.4ms/step | 9.0 samples/s +Step 13430/20005 | Loss: 2.9487 | LR: 1.25e-04 | 2670.2ms/step | 9.0 samples/s +Step 13440/20005 | Loss: 2.9223 | LR: 1.24e-04 | 2671.0ms/step | 9.0 samples/s +Step 13450/20005 | Loss: 2.9625 | LR: 1.24e-04 | 2674.7ms/step | 9.0 samples/s +Step 13460/20005 | Loss: 2.9398 | LR: 1.24e-04 | 2670.2ms/step | 9.0 samples/s +Step 13470/20005 | Loss: 2.9333 | LR: 1.23e-04 | 2671.5ms/step | 9.0 samples/s +Step 13480/20005 | Loss: 2.9325 | LR: 1.23e-04 | 2670.2ms/step | 9.0 samples/s +Step 13490/20005 | Loss: 2.9473 | LR: 1.23e-04 | 2673.7ms/step | 9.0 samples/s +Step 13500/20005 | Loss: 2.9667 | LR: 1.22e-04 | 2673.4ms/step | 9.0 samples/s +Validation at step 13500: Loss = 2.9410, Perplexity = 18.93 +Step 13510/20005 | Loss: 2.9634 | LR: 1.22e-04 | 20980.7ms/step | 1.1 samples/s +Step 13520/20005 | Loss: 2.9223 | LR: 1.22e-04 | 2671.8ms/step | 9.0 samples/s +Step 13530/20005 | Loss: 2.9402 | LR: 1.21e-04 | 2672.9ms/step | 9.0 samples/s +Step 13540/20005 | Loss: 2.9307 | LR: 1.21e-04 | 2671.9ms/step | 9.0 samples/s +Step 13550/20005 | Loss: 2.9371 | LR: 1.21e-04 | 2672.7ms/step | 9.0 samples/s +Step 13560/20005 | Loss: 2.9204 | LR: 1.20e-04 | 2672.6ms/step | 9.0 samples/s +Step 13570/20005 | Loss: 2.9338 | LR: 1.20e-04 | 2672.0ms/step | 9.0 samples/s +Step 13580/20005 | Loss: 2.9410 | LR: 1.20e-04 | 2674.0ms/step | 9.0 samples/s +Step 13590/20005 | Loss: 2.9446 | LR: 1.19e-04 | 2672.0ms/step | 9.0 samples/s +Step 13600/20005 | Loss: 2.9512 | LR: 1.19e-04 | 2672.8ms/step | 9.0 samples/s +Step 13610/20005 | Loss: 2.9452 | LR: 1.19e-04 | 2673.3ms/step | 9.0 samples/s +Step 13620/20005 | Loss: 2.9442 | LR: 1.18e-04 | 2670.8ms/step | 9.0 samples/s +Step 13630/20005 | Loss: 2.9442 | LR: 1.18e-04 | 2669.0ms/step | 9.0 samples/s +Step 13640/20005 | Loss: 2.9407 | LR: 1.18e-04 | 2669.9ms/step | 9.0 samples/s +Step 13650/20005 | Loss: 2.9185 | LR: 1.17e-04 | 2672.6ms/step | 9.0 samples/s +Step 13660/20005 | Loss: 2.9577 | LR: 1.17e-04 | 2668.7ms/step | 9.0 samples/s +Step 13670/20005 | Loss: 2.9497 | LR: 1.16e-04 | 2670.8ms/step | 9.0 samples/s +Step 13680/20005 | Loss: 2.9757 | LR: 1.16e-04 | 2668.7ms/step | 9.0 samples/s +Step 13690/20005 | Loss: 2.9482 | LR: 1.16e-04 | 2671.1ms/step | 9.0 samples/s +Step 13700/20005 | Loss: 2.9527 | LR: 1.15e-04 | 2670.9ms/step | 9.0 samples/s +Step 13710/20005 | Loss: 2.9742 | LR: 1.15e-04 | 2671.9ms/step | 9.0 samples/s +Step 13720/20005 | Loss: 2.9552 | LR: 1.15e-04 | 2672.1ms/step | 9.0 samples/s +Step 13730/20005 | Loss: 2.9538 | LR: 1.14e-04 | 2672.1ms/step | 9.0 samples/s +Step 13740/20005 | Loss: 2.9519 | LR: 1.14e-04 | 2673.7ms/step | 9.0 samples/s +Step 13750/20005 | Loss: 2.9368 | LR: 1.14e-04 | 2672.7ms/step | 9.0 samples/s +Validation at step 13750: Loss = 2.9385, Perplexity = 18.89 +Step 13760/20005 | Loss: 2.9583 | LR: 1.13e-04 | 20961.3ms/step | 1.1 samples/s +Step 13770/20005 | Loss: 2.9317 | LR: 1.13e-04 | 2670.1ms/step | 9.0 samples/s +Step 13780/20005 | Loss: 2.9091 | LR: 1.13e-04 | 2670.0ms/step | 9.0 samples/s +Step 13790/20005 | Loss: 2.9156 | LR: 1.12e-04 | 2669.6ms/step | 9.0 samples/s +Step 13800/20005 | Loss: 2.9523 | LR: 1.12e-04 | 2671.7ms/step | 9.0 samples/s +Step 13810/20005 | Loss: 2.9334 | LR: 1.12e-04 | 2670.7ms/step | 9.0 samples/s +Step 13820/20005 | Loss: 2.9440 | LR: 1.11e-04 | 2670.3ms/step | 9.0 samples/s +Step 13830/20005 | Loss: 2.9280 | LR: 1.11e-04 | 2670.9ms/step | 9.0 samples/s +Step 13840/20005 | Loss: 2.9599 | LR: 1.11e-04 | 2670.5ms/step | 9.0 samples/s +Step 13850/20005 | Loss: 2.9301 | LR: 1.10e-04 | 2673.6ms/step | 9.0 samples/s +Step 13860/20005 | Loss: 2.9367 | LR: 1.10e-04 | 2670.3ms/step | 9.0 samples/s +Step 13870/20005 | Loss: 2.9462 | LR: 1.10e-04 | 2671.7ms/step | 9.0 samples/s +Step 13880/20005 | Loss: 2.9333 | LR: 1.10e-04 | 2670.8ms/step | 9.0 samples/s +Step 13890/20005 | Loss: 2.9144 | LR: 1.09e-04 | 2670.4ms/step | 9.0 samples/s +Step 13900/20005 | Loss: 2.9394 | LR: 1.09e-04 | 2673.1ms/step | 9.0 samples/s +Step 13910/20005 | Loss: 2.9518 | LR: 1.09e-04 | 2669.7ms/step | 9.0 samples/s +Step 13920/20005 | Loss: 2.9613 | LR: 1.08e-04 | 2669.2ms/step | 9.0 samples/s +Step 13930/20005 | Loss: 2.9396 | LR: 1.08e-04 | 2670.7ms/step | 9.0 samples/s +Step 13940/20005 | Loss: 2.9056 | LR: 1.08e-04 | 2673.4ms/step | 9.0 samples/s +Step 13950/20005 | Loss: 2.9717 | LR: 1.07e-04 | 2667.9ms/step | 9.0 samples/s +Step 13960/20005 | Loss: 2.9253 | LR: 1.07e-04 | 2668.5ms/step | 9.0 samples/s +Step 13970/20005 | Loss: 2.9397 | LR: 1.07e-04 | 2670.3ms/step | 9.0 samples/s +Step 13980/20005 | Loss: 2.9525 | LR: 1.06e-04 | 2672.9ms/step | 9.0 samples/s +Step 13990/20005 | Loss: 2.9365 | LR: 1.06e-04 | 2672.4ms/step | 9.0 samples/s +Step 14000/20005 | Loss: 2.9298 | LR: 1.06e-04 | 2670.0ms/step | 9.0 samples/s +Validation at step 14000: Loss = 2.9362, Perplexity = 18.84 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-14000 +Step 14010/20005 | Loss: 2.9393 | LR: 1.05e-04 | 21647.0ms/step | 1.1 samples/s +Step 14020/20005 | Loss: 2.9258 | LR: 1.05e-04 | 2663.4ms/step | 9.0 samples/s +Step 14030/20005 | Loss: 2.9406 | LR: 1.05e-04 | 2650.1ms/step | 9.1 samples/s +Step 14040/20005 | Loss: 2.9106 | LR: 1.04e-04 | 2652.8ms/step | 9.0 samples/s +Step 14050/20005 | Loss: 2.9278 | LR: 1.04e-04 | 2653.4ms/step | 9.0 samples/s +Step 14060/20005 | Loss: 2.9278 | LR: 1.04e-04 | 2653.9ms/step | 9.0 samples/s +Step 14070/20005 | Loss: 2.9459 | LR: 1.03e-04 | 2655.4ms/step | 9.0 samples/s +Step 14080/20005 | Loss: 2.9559 | LR: 1.03e-04 | 2655.4ms/step | 9.0 samples/s +Step 14090/20005 | Loss: 2.9466 | LR: 1.03e-04 | 2659.9ms/step | 9.0 samples/s +Step 14100/20005 | Loss: 2.9059 | LR: 1.02e-04 | 2655.6ms/step | 9.0 samples/s +Step 14110/20005 | Loss: 2.9217 | LR: 1.02e-04 | 2655.9ms/step | 9.0 samples/s +Step 14120/20005 | Loss: 2.9266 | LR: 1.02e-04 | 2653.6ms/step | 9.0 samples/s +Step 14130/20005 | Loss: 2.9369 | LR: 1.01e-04 | 2657.3ms/step | 9.0 samples/s +Step 14140/20005 | Loss: 2.9333 | LR: 1.01e-04 | 2652.7ms/step | 9.0 samples/s +Step 14150/20005 | Loss: 2.9348 | LR: 1.01e-04 | 2664.2ms/step | 9.0 samples/s +Step 14160/20005 | Loss: 2.9407 | LR: 1.00e-04 | 2654.9ms/step | 9.0 samples/s +Step 14170/20005 | Loss: 2.9331 | LR: 1.00e-04 | 2653.9ms/step | 9.0 samples/s +Step 14180/20005 | Loss: 2.9390 | LR: 9.98e-05 | 2655.3ms/step | 9.0 samples/s +Step 14190/20005 | Loss: 2.9291 | LR: 9.95e-05 | 2653.4ms/step | 9.0 samples/s +Step 14200/20005 | Loss: 2.9605 | LR: 9.92e-05 | 2654.1ms/step | 9.0 samples/s +Step 14210/20005 | Loss: 2.9305 | LR: 9.89e-05 | 2655.2ms/step | 9.0 samples/s +Step 14220/20005 | Loss: 2.9024 | LR: 9.85e-05 | 2657.9ms/step | 9.0 samples/s +Step 14230/20005 | Loss: 2.9633 | LR: 9.82e-05 | 2659.0ms/step | 9.0 samples/s +Step 14240/20005 | Loss: 2.8980 | LR: 9.79e-05 | 2655.1ms/step | 9.0 samples/s +Step 14250/20005 | Loss: 2.9447 | LR: 9.76e-05 | 2658.1ms/step | 9.0 samples/s +Validation at step 14250: Loss = 2.9342, Perplexity = 18.81 +Step 14260/20005 | Loss: 2.9666 | LR: 9.73e-05 | 20840.4ms/step | 1.2 samples/s +Step 14270/20005 | Loss: 2.9345 | LR: 9.70e-05 | 2651.4ms/step | 9.1 samples/s +Step 14280/20005 | Loss: 2.9329 | LR: 9.66e-05 | 2653.6ms/step | 9.0 samples/s +Step 14290/20005 | Loss: 2.9193 | LR: 9.63e-05 | 2654.6ms/step | 9.0 samples/s +Step 14300/20005 | Loss: 2.9085 | LR: 9.60e-05 | 2654.1ms/step | 9.0 samples/s +Step 14310/20005 | Loss: 2.9383 | LR: 9.57e-05 | 2660.7ms/step | 9.0 samples/s +Step 14320/20005 | Loss: 2.9326 | LR: 9.54e-05 | 2657.5ms/step | 9.0 samples/s +Step 14330/20005 | Loss: 2.9328 | LR: 9.51e-05 | 2654.7ms/step | 9.0 samples/s +Step 14340/20005 | Loss: 2.9537 | LR: 9.48e-05 | 2657.1ms/step | 9.0 samples/s +Step 14350/20005 | Loss: 2.9186 | LR: 9.45e-05 | 2658.2ms/step | 9.0 samples/s +Step 14360/20005 | Loss: 2.9545 | LR: 9.41e-05 | 2667.7ms/step | 9.0 samples/s +Step 14370/20005 | Loss: 2.9356 | LR: 9.38e-05 | 2665.8ms/step | 9.0 samples/s +Step 14380/20005 | Loss: 2.9233 | LR: 9.35e-05 | 2654.1ms/step | 9.0 samples/s +Step 14390/20005 | Loss: 2.9515 | LR: 9.32e-05 | 2660.1ms/step | 9.0 samples/s +Step 14400/20005 | Loss: 2.9391 | LR: 9.29e-05 | 2663.9ms/step | 9.0 samples/s +Step 14410/20005 | Loss: 2.9323 | LR: 9.26e-05 | 2655.3ms/step | 9.0 samples/s +Step 14420/20005 | Loss: 2.9251 | LR: 9.23e-05 | 2656.8ms/step | 9.0 samples/s +Step 14430/20005 | Loss: 2.9185 | LR: 9.20e-05 | 2656.7ms/step | 9.0 samples/s +Step 14440/20005 | Loss: 2.9411 | LR: 9.17e-05 | 2659.9ms/step | 9.0 samples/s +Step 14450/20005 | Loss: 2.9069 | LR: 9.14e-05 | 2657.2ms/step | 9.0 samples/s +Step 14460/20005 | Loss: 2.9319 | LR: 9.11e-05 | 2652.2ms/step | 9.0 samples/s +Step 14470/20005 | Loss: 2.9305 | LR: 9.08e-05 | 2657.2ms/step | 9.0 samples/s +Step 14480/20005 | Loss: 2.9257 | LR: 9.04e-05 | 2664.7ms/step | 9.0 samples/s +Step 14490/20005 | Loss: 2.9329 | LR: 9.01e-05 | 2654.5ms/step | 9.0 samples/s +Step 14500/20005 | Loss: 2.9152 | LR: 8.98e-05 | 2658.9ms/step | 9.0 samples/s +Validation at step 14500: Loss = 2.9324, Perplexity = 18.77 +Step 14510/20005 | Loss: 2.9173 | LR: 8.95e-05 | 20851.1ms/step | 1.2 samples/s +Step 14520/20005 | Loss: 2.9607 | LR: 8.92e-05 | 2666.2ms/step | 9.0 samples/s +Step 14530/20005 | Loss: 2.9369 | LR: 8.89e-05 | 2659.3ms/step | 9.0 samples/s +Step 14540/20005 | Loss: 2.9627 | LR: 8.86e-05 | 2653.9ms/step | 9.0 samples/s +Step 14550/20005 | Loss: 2.9412 | LR: 8.83e-05 | 2659.5ms/step | 9.0 samples/s +Step 14560/20005 | Loss: 2.9527 | LR: 8.80e-05 | 2654.9ms/step | 9.0 samples/s +Step 14570/20005 | Loss: 2.9538 | LR: 8.77e-05 | 2661.1ms/step | 9.0 samples/s +Step 14580/20005 | Loss: 2.9326 | LR: 8.74e-05 | 2655.3ms/step | 9.0 samples/s +Step 14590/20005 | Loss: 2.9242 | LR: 8.71e-05 | 2656.3ms/step | 9.0 samples/s +Step 14600/20005 | Loss: 2.9348 | LR: 8.68e-05 | 2655.9ms/step | 9.0 samples/s +Step 14610/20005 | Loss: 2.9259 | LR: 8.65e-05 | 2654.5ms/step | 9.0 samples/s +Step 14620/20005 | Loss: 2.9028 | LR: 8.62e-05 | 2656.5ms/step | 9.0 samples/s +Step 14630/20005 | Loss: 2.9362 | LR: 8.59e-05 | 2658.6ms/step | 9.0 samples/s +Step 14640/20005 | Loss: 2.9680 | LR: 8.56e-05 | 2654.6ms/step | 9.0 samples/s +Step 14650/20005 | Loss: 2.9303 | LR: 8.53e-05 | 2661.8ms/step | 9.0 samples/s +Step 14660/20005 | Loss: 2.8935 | LR: 8.50e-05 | 2666.6ms/step | 9.0 samples/s +Step 14670/20005 | Loss: 2.9522 | LR: 8.47e-05 | 2670.5ms/step | 9.0 samples/s +Step 14680/20005 | Loss: 2.9378 | LR: 8.44e-05 | 2669.6ms/step | 9.0 samples/s +Step 14690/20005 | Loss: 2.9090 | LR: 8.41e-05 | 2656.9ms/step | 9.0 samples/s +Step 14700/20005 | Loss: 2.9165 | LR: 8.38e-05 | 2655.2ms/step | 9.0 samples/s +Step 14710/20005 | Loss: 2.9530 | LR: 8.35e-05 | 2663.9ms/step | 9.0 samples/s +Step 14720/20005 | Loss: 2.9330 | LR: 8.32e-05 | 2668.2ms/step | 9.0 samples/s +Step 14730/20005 | Loss: 2.9454 | LR: 8.29e-05 | 2654.0ms/step | 9.0 samples/s +Step 14740/20005 | Loss: 2.9100 | LR: 8.26e-05 | 2666.0ms/step | 9.0 samples/s +Step 14750/20005 | Loss: 2.8968 | LR: 8.23e-05 | 2663.2ms/step | 9.0 samples/s +Validation at step 14750: Loss = 2.9309, Perplexity = 18.75 +Step 14760/20005 | Loss: 2.9275 | LR: 8.20e-05 | 20934.8ms/step | 1.1 samples/s +Step 14770/20005 | Loss: 2.9472 | LR: 8.17e-05 | 2668.2ms/step | 9.0 samples/s +Step 14780/20005 | Loss: 2.8968 | LR: 8.15e-05 | 2664.7ms/step | 9.0 samples/s +Step 14790/20005 | Loss: 2.9190 | LR: 8.12e-05 | 2660.1ms/step | 9.0 samples/s +Step 14800/20005 | Loss: 2.9410 | LR: 8.09e-05 | 2653.6ms/step | 9.0 samples/s +Step 14810/20005 | Loss: 2.9351 | LR: 8.06e-05 | 2667.6ms/step | 9.0 samples/s +Step 14820/20005 | Loss: 2.9502 | LR: 8.03e-05 | 2653.4ms/step | 9.0 samples/s +Step 14830/20005 | Loss: 2.9210 | LR: 8.00e-05 | 2653.6ms/step | 9.0 samples/s +Step 14840/20005 | Loss: 2.9058 | LR: 7.97e-05 | 2653.9ms/step | 9.0 samples/s +Step 14850/20005 | Loss: 2.9066 | LR: 7.94e-05 | 2657.7ms/step | 9.0 samples/s +Step 14860/20005 | Loss: 2.9392 | LR: 7.91e-05 | 2668.9ms/step | 9.0 samples/s +Step 14870/20005 | Loss: 2.9170 | LR: 7.88e-05 | 2652.2ms/step | 9.0 samples/s +Step 14880/20005 | Loss: 2.9679 | LR: 7.85e-05 | 2653.5ms/step | 9.0 samples/s +Step 14890/20005 | Loss: 2.9368 | LR: 7.82e-05 | 2652.8ms/step | 9.0 samples/s +Step 14900/20005 | Loss: 2.9344 | LR: 7.80e-05 | 2663.8ms/step | 9.0 samples/s +Step 14910/20005 | Loss: 2.9278 | LR: 7.77e-05 | 2650.9ms/step | 9.1 samples/s +Step 14920/20005 | Loss: 2.9694 | LR: 7.74e-05 | 2654.1ms/step | 9.0 samples/s +Step 14930/20005 | Loss: 2.9584 | LR: 7.71e-05 | 2652.8ms/step | 9.0 samples/s +Step 14940/20005 | Loss: 2.9277 | LR: 7.68e-05 | 2652.7ms/step | 9.0 samples/s +Step 14950/20005 | Loss: 2.9283 | LR: 7.65e-05 | 2655.3ms/step | 9.0 samples/s +Step 14960/20005 | Loss: 2.9230 | LR: 7.62e-05 | 2656.3ms/step | 9.0 samples/s +Step 14970/20005 | Loss: 2.8981 | LR: 7.59e-05 | 2655.8ms/step | 9.0 samples/s +Step 14980/20005 | Loss: 2.9395 | LR: 7.57e-05 | 2651.3ms/step | 9.1 samples/s +Step 14990/20005 | Loss: 2.9102 | LR: 7.54e-05 | 2653.8ms/step | 9.0 samples/s +Step 15000/20005 | Loss: 2.9527 | LR: 7.51e-05 | 2657.6ms/step | 9.0 samples/s +Validation at step 15000: Loss = 2.9293, Perplexity = 18.71 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-15000 +Step 15010/20005 | Loss: 2.9066 | LR: 7.48e-05 | 21522.7ms/step | 1.1 samples/s +Step 15020/20005 | Loss: 2.9336 | LR: 7.45e-05 | 2650.3ms/step | 9.1 samples/s +Step 15030/20005 | Loss: 2.9225 | LR: 7.42e-05 | 2653.6ms/step | 9.0 samples/s +Step 15040/20005 | Loss: 2.9025 | LR: 7.40e-05 | 2653.0ms/step | 9.0 samples/s +Step 15050/20005 | Loss: 2.9435 | LR: 7.37e-05 | 2654.2ms/step | 9.0 samples/s +Step 15060/20005 | Loss: 2.9433 | LR: 7.34e-05 | 2652.9ms/step | 9.0 samples/s +Step 15070/20005 | Loss: 2.9144 | LR: 7.31e-05 | 2653.4ms/step | 9.0 samples/s +Step 15080/20005 | Loss: 2.9316 | LR: 7.28e-05 | 2655.3ms/step | 9.0 samples/s +Step 15090/20005 | Loss: 2.9178 | LR: 7.26e-05 | 2651.9ms/step | 9.0 samples/s +Step 15100/20005 | Loss: 2.9123 | LR: 7.23e-05 | 2654.6ms/step | 9.0 samples/s +Step 15110/20005 | Loss: 2.9196 | LR: 7.20e-05 | 2657.7ms/step | 9.0 samples/s +Step 15120/20005 | Loss: 2.9345 | LR: 7.17e-05 | 2657.7ms/step | 9.0 samples/s +Step 15130/20005 | Loss: 2.9014 | LR: 7.14e-05 | 2656.5ms/step | 9.0 samples/s +Step 15140/20005 | Loss: 2.9090 | LR: 7.12e-05 | 2657.1ms/step | 9.0 samples/s +Step 15150/20005 | Loss: 2.9348 | LR: 7.09e-05 | 2658.4ms/step | 9.0 samples/s +Step 15160/20005 | Loss: 2.9168 | LR: 7.06e-05 | 2653.2ms/step | 9.0 samples/s +Step 15170/20005 | Loss: 2.9303 | LR: 7.03e-05 | 2656.0ms/step | 9.0 samples/s +Step 15180/20005 | Loss: 2.9389 | LR: 7.01e-05 | 2653.8ms/step | 9.0 samples/s +Step 15190/20005 | Loss: 2.9183 | LR: 6.98e-05 | 2657.2ms/step | 9.0 samples/s +Step 15200/20005 | Loss: 2.9367 | LR: 6.95e-05 | 2652.7ms/step | 9.0 samples/s +Step 15210/20005 | Loss: 2.9172 | LR: 6.92e-05 | 2652.3ms/step | 9.0 samples/s +Step 15220/20005 | Loss: 2.9183 | LR: 6.90e-05 | 2653.3ms/step | 9.0 samples/s +Step 15230/20005 | Loss: 2.9273 | LR: 6.87e-05 | 2651.8ms/step | 9.1 samples/s +Step 15240/20005 | Loss: 2.9163 | LR: 6.84e-05 | 2652.4ms/step | 9.0 samples/s +Step 15250/20005 | Loss: 2.9364 | LR: 6.81e-05 | 2653.0ms/step | 9.0 samples/s +Validation at step 15250: Loss = 2.9283, Perplexity = 18.70 +Step 15260/20005 | Loss: 2.9296 | LR: 6.79e-05 | 20834.2ms/step | 1.2 samples/s +Step 15270/20005 | Loss: 2.9243 | LR: 6.76e-05 | 2653.6ms/step | 9.0 samples/s +Step 15280/20005 | Loss: 2.9287 | LR: 6.73e-05 | 2654.1ms/step | 9.0 samples/s +Step 15290/20005 | Loss: 2.9200 | LR: 6.70e-05 | 2650.9ms/step | 9.1 samples/s +Step 15300/20005 | Loss: 2.9685 | LR: 6.68e-05 | 2650.9ms/step | 9.1 samples/s +Step 15310/20005 | Loss: 2.9468 | LR: 6.65e-05 | 2652.1ms/step | 9.0 samples/s +Step 15320/20005 | Loss: 2.9362 | LR: 6.62e-05 | 2653.6ms/step | 9.0 samples/s +Step 15330/20005 | Loss: 2.9231 | LR: 6.60e-05 | 2653.8ms/step | 9.0 samples/s +Step 15340/20005 | Loss: 2.9181 | LR: 6.57e-05 | 2653.3ms/step | 9.0 samples/s +Step 15350/20005 | Loss: 2.9305 | LR: 6.54e-05 | 2649.8ms/step | 9.1 samples/s +Step 15360/20005 | Loss: 2.9235 | LR: 6.52e-05 | 2652.7ms/step | 9.0 samples/s +Step 15370/20005 | Loss: 2.9216 | LR: 6.49e-05 | 2651.4ms/step | 9.1 samples/s +Step 15380/20005 | Loss: 2.9328 | LR: 6.46e-05 | 2659.3ms/step | 9.0 samples/s +Step 15390/20005 | Loss: 2.9471 | LR: 6.44e-05 | 2658.2ms/step | 9.0 samples/s +Step 15400/20005 | Loss: 2.9182 | LR: 6.41e-05 | 2656.3ms/step | 9.0 samples/s +Step 15410/20005 | Loss: 2.9386 | LR: 6.38e-05 | 2654.3ms/step | 9.0 samples/s +Step 15420/20005 | Loss: 2.9310 | LR: 6.36e-05 | 2655.9ms/step | 9.0 samples/s +Step 15430/20005 | Loss: 2.9323 | LR: 6.33e-05 | 2655.2ms/step | 9.0 samples/s +Step 15440/20005 | Loss: 2.9020 | LR: 6.30e-05 | 2657.3ms/step | 9.0 samples/s +Step 15450/20005 | Loss: 2.9308 | LR: 6.28e-05 | 2654.8ms/step | 9.0 samples/s +Step 15460/20005 | Loss: 2.9286 | LR: 6.25e-05 | 2650.5ms/step | 9.1 samples/s +Step 15470/20005 | Loss: 2.9004 | LR: 6.22e-05 | 2655.8ms/step | 9.0 samples/s +Step 15480/20005 | Loss: 2.9297 | LR: 6.20e-05 | 2653.8ms/step | 9.0 samples/s +Step 15490/20005 | Loss: 2.9208 | LR: 6.17e-05 | 2656.9ms/step | 9.0 samples/s +Step 15500/20005 | Loss: 2.9259 | LR: 6.15e-05 | 2656.1ms/step | 9.0 samples/s +Validation at step 15500: Loss = 2.9272, Perplexity = 18.68 +Step 15510/20005 | Loss: 2.9301 | LR: 6.12e-05 | 20853.8ms/step | 1.2 samples/s +Step 15520/20005 | Loss: 2.9117 | LR: 6.09e-05 | 2654.3ms/step | 9.0 samples/s +Step 15530/20005 | Loss: 2.9492 | LR: 6.07e-05 | 2654.8ms/step | 9.0 samples/s +Step 15540/20005 | Loss: 2.9156 | LR: 6.04e-05 | 2656.3ms/step | 9.0 samples/s +Step 15550/20005 | Loss: 2.9183 | LR: 6.02e-05 | 2653.4ms/step | 9.0 samples/s +Step 15560/20005 | Loss: 2.9020 | LR: 5.99e-05 | 2652.9ms/step | 9.0 samples/s +Step 15570/20005 | Loss: 2.9308 | LR: 5.96e-05 | 2655.2ms/step | 9.0 samples/s +Step 15580/20005 | Loss: 2.9404 | LR: 5.94e-05 | 2655.2ms/step | 9.0 samples/s +Step 15590/20005 | Loss: 2.9405 | LR: 5.91e-05 | 2654.9ms/step | 9.0 samples/s +Step 15600/20005 | Loss: 2.9270 | LR: 5.89e-05 | 2657.5ms/step | 9.0 samples/s +Step 15610/20005 | Loss: 2.9239 | LR: 5.86e-05 | 2652.9ms/step | 9.0 samples/s +Step 15620/20005 | Loss: 2.9006 | LR: 5.84e-05 | 2651.6ms/step | 9.1 samples/s +Step 15630/20005 | Loss: 2.8843 | LR: 5.81e-05 | 2655.0ms/step | 9.0 samples/s +Step 15640/20005 | Loss: 2.9175 | LR: 5.79e-05 | 2652.1ms/step | 9.0 samples/s +Step 15650/20005 | Loss: 2.9127 | LR: 5.76e-05 | 2653.1ms/step | 9.0 samples/s +Step 15660/20005 | Loss: 2.9165 | LR: 5.73e-05 | 2656.7ms/step | 9.0 samples/s +Step 15670/20005 | Loss: 2.9096 | LR: 5.71e-05 | 3197.8ms/step | 7.5 samples/s +Step 15680/20005 | Loss: 2.9509 | LR: 5.68e-05 | 2665.5ms/step | 9.0 samples/s +Step 15690/20005 | Loss: 2.9216 | LR: 5.66e-05 | 2667.9ms/step | 9.0 samples/s +Step 15700/20005 | Loss: 2.9427 | LR: 5.63e-05 | 2668.8ms/step | 9.0 samples/s +Step 15710/20005 | Loss: 2.9380 | LR: 5.61e-05 | 2671.4ms/step | 9.0 samples/s +Step 15720/20005 | Loss: 2.9379 | LR: 5.58e-05 | 2671.3ms/step | 9.0 samples/s +Step 15730/20005 | Loss: 2.9291 | LR: 5.56e-05 | 2669.8ms/step | 9.0 samples/s +Step 15740/20005 | Loss: 2.8919 | LR: 5.53e-05 | 2670.5ms/step | 9.0 samples/s +Step 15750/20005 | Loss: 2.9384 | LR: 5.51e-05 | 2663.7ms/step | 9.0 samples/s +Validation at step 15750: Loss = 2.9263, Perplexity = 18.66 +Step 15760/20005 | Loss: 2.9300 | LR: 5.48e-05 | 20954.1ms/step | 1.1 samples/s +Step 15770/20005 | Loss: 2.9081 | LR: 5.46e-05 | 2656.7ms/step | 9.0 samples/s +Step 15780/20005 | Loss: 2.9332 | LR: 5.43e-05 | 2659.4ms/step | 9.0 samples/s +Step 15790/20005 | Loss: 2.9257 | LR: 5.41e-05 | 2667.4ms/step | 9.0 samples/s +Step 15800/20005 | Loss: 2.9334 | LR: 5.38e-05 | 2663.9ms/step | 9.0 samples/s +Step 15810/20005 | Loss: 2.9174 | LR: 5.36e-05 | 2658.7ms/step | 9.0 samples/s +Step 15820/20005 | Loss: 2.9371 | LR: 5.34e-05 | 2654.6ms/step | 9.0 samples/s +Step 15830/20005 | Loss: 2.9225 | LR: 5.31e-05 | 2667.5ms/step | 9.0 samples/s +Step 15840/20005 | Loss: 2.9052 | LR: 5.29e-05 | 2655.3ms/step | 9.0 samples/s +Step 15850/20005 | Loss: 2.9200 | LR: 5.26e-05 | 2653.3ms/step | 9.0 samples/s +Step 15860/20005 | Loss: 2.8997 | LR: 5.24e-05 | 2655.6ms/step | 9.0 samples/s +Step 15870/20005 | Loss: 2.9339 | LR: 5.21e-05 | 2656.1ms/step | 9.0 samples/s +Step 15880/20005 | Loss: 2.9330 | LR: 5.19e-05 | 2652.8ms/step | 9.0 samples/s +Step 15890/20005 | Loss: 2.9499 | LR: 5.16e-05 | 2658.1ms/step | 9.0 samples/s +Step 15900/20005 | Loss: 2.9169 | LR: 5.14e-05 | 2661.5ms/step | 9.0 samples/s +Step 15910/20005 | Loss: 2.9110 | LR: 5.12e-05 | 2658.6ms/step | 9.0 samples/s +Step 15920/20005 | Loss: 2.9339 | LR: 5.09e-05 | 2655.0ms/step | 9.0 samples/s +Step 15930/20005 | Loss: 2.9120 | LR: 5.07e-05 | 2659.1ms/step | 9.0 samples/s +Step 15940/20005 | Loss: 2.9325 | LR: 5.04e-05 | 2655.1ms/step | 9.0 samples/s +Step 15950/20005 | Loss: 2.9213 | LR: 5.02e-05 | 2658.1ms/step | 9.0 samples/s +Step 15960/20005 | Loss: 2.9244 | LR: 5.00e-05 | 2652.7ms/step | 9.0 samples/s +Step 15970/20005 | Loss: 2.9500 | LR: 4.97e-05 | 2652.6ms/step | 9.0 samples/s +Step 15980/20005 | Loss: 2.9139 | LR: 4.95e-05 | 2654.2ms/step | 9.0 samples/s +Step 15990/20005 | Loss: 2.9310 | LR: 4.93e-05 | 2656.5ms/step | 9.0 samples/s +Step 16000/20005 | Loss: 2.9338 | LR: 4.90e-05 | 2654.6ms/step | 9.0 samples/s +Validation at step 16000: Loss = 2.9257, Perplexity = 18.65 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-16000 +Step 16010/20005 | Loss: 2.9350 | LR: 4.88e-05 | 21542.1ms/step | 1.1 samples/s +Step 16020/20005 | Loss: 2.9523 | LR: 4.85e-05 | 2659.9ms/step | 9.0 samples/s +Step 16030/20005 | Loss: 2.9493 | LR: 4.83e-05 | 2654.6ms/step | 9.0 samples/s +Step 16040/20005 | Loss: 2.9399 | LR: 4.81e-05 | 2664.7ms/step | 9.0 samples/s +Step 16050/20005 | Loss: 2.8994 | LR: 4.78e-05 | 2653.8ms/step | 9.0 samples/s +Step 16060/20005 | Loss: 2.9622 | LR: 4.76e-05 | 2651.0ms/step | 9.1 samples/s +Step 16070/20005 | Loss: 2.9386 | LR: 4.74e-05 | 2651.9ms/step | 9.1 samples/s +Step 16080/20005 | Loss: 2.9309 | LR: 4.71e-05 | 2652.2ms/step | 9.0 samples/s +Step 16090/20005 | Loss: 2.9398 | LR: 4.69e-05 | 2649.1ms/step | 9.1 samples/s +Step 16100/20005 | Loss: 2.9271 | LR: 4.67e-05 | 2654.4ms/step | 9.0 samples/s +Step 16110/20005 | Loss: 2.9069 | LR: 4.64e-05 | 2652.5ms/step | 9.0 samples/s +Step 16120/20005 | Loss: 2.9206 | LR: 4.62e-05 | 2655.0ms/step | 9.0 samples/s +Step 16130/20005 | Loss: 2.8734 | LR: 4.60e-05 | 2654.6ms/step | 9.0 samples/s +Step 16140/20005 | Loss: 2.9209 | LR: 4.58e-05 | 2658.0ms/step | 9.0 samples/s +Step 16150/20005 | Loss: 2.9246 | LR: 4.55e-05 | 2657.0ms/step | 9.0 samples/s +Step 16160/20005 | Loss: 2.9268 | LR: 4.53e-05 | 2654.0ms/step | 9.0 samples/s +Step 16170/20005 | Loss: 2.9403 | LR: 4.51e-05 | 2655.1ms/step | 9.0 samples/s +Step 16180/20005 | Loss: 2.9029 | LR: 4.48e-05 | 2657.1ms/step | 9.0 samples/s +Step 16190/20005 | Loss: 2.9379 | LR: 4.46e-05 | 2657.8ms/step | 9.0 samples/s +Step 16200/20005 | Loss: 2.9433 | LR: 4.44e-05 | 2654.0ms/step | 9.0 samples/s +Step 16210/20005 | Loss: 2.8877 | LR: 4.42e-05 | 2657.2ms/step | 9.0 samples/s +Step 16220/20005 | Loss: 2.9046 | LR: 4.39e-05 | 2654.3ms/step | 9.0 samples/s +Step 16230/20005 | Loss: 2.9227 | LR: 4.37e-05 | 2653.3ms/step | 9.0 samples/s +Step 16240/20005 | Loss: 2.9301 | LR: 4.35e-05 | 2655.1ms/step | 9.0 samples/s +Step 16250/20005 | Loss: 2.9250 | LR: 4.33e-05 | 2654.6ms/step | 9.0 samples/s +Validation at step 16250: Loss = 2.9250, Perplexity = 18.63 +Step 16260/20005 | Loss: 2.9302 | LR: 4.30e-05 | 20841.0ms/step | 1.2 samples/s +Step 16270/20005 | Loss: 2.9128 | LR: 4.28e-05 | 2655.0ms/step | 9.0 samples/s +Step 16280/20005 | Loss: 2.9429 | LR: 4.26e-05 | 2656.8ms/step | 9.0 samples/s +Step 16290/20005 | Loss: 2.9305 | LR: 4.24e-05 | 2652.0ms/step | 9.0 samples/s +Step 16300/20005 | Loss: 2.9267 | LR: 4.22e-05 | 2654.4ms/step | 9.0 samples/s +Step 16310/20005 | Loss: 2.9020 | LR: 4.19e-05 | 2655.8ms/step | 9.0 samples/s +Step 16320/20005 | Loss: 2.9268 | LR: 4.17e-05 | 2651.1ms/step | 9.1 samples/s +Step 16330/20005 | Loss: 2.9169 | LR: 4.15e-05 | 2657.3ms/step | 9.0 samples/s +Step 16340/20005 | Loss: 2.9324 | LR: 4.13e-05 | 2653.5ms/step | 9.0 samples/s +Step 16350/20005 | Loss: 2.9524 | LR: 4.11e-05 | 2657.1ms/step | 9.0 samples/s +Step 16360/20005 | Loss: 2.9411 | LR: 4.08e-05 | 2654.8ms/step | 9.0 samples/s +Step 16370/20005 | Loss: 2.9267 | LR: 4.06e-05 | 2654.7ms/step | 9.0 samples/s +Step 16380/20005 | Loss: 2.9042 | LR: 4.04e-05 | 2652.7ms/step | 9.0 samples/s +Step 16390/20005 | Loss: 2.9134 | LR: 4.02e-05 | 2652.8ms/step | 9.0 samples/s +Step 16400/20005 | Loss: 2.9078 | LR: 4.00e-05 | 2649.9ms/step | 9.1 samples/s +Step 16410/20005 | Loss: 2.9303 | LR: 3.98e-05 | 2657.9ms/step | 9.0 samples/s +Step 16420/20005 | Loss: 2.8946 | LR: 3.95e-05 | 2655.0ms/step | 9.0 samples/s +Step 16430/20005 | Loss: 2.9326 | LR: 3.93e-05 | 2653.3ms/step | 9.0 samples/s +Step 16440/20005 | Loss: 2.9361 | LR: 3.91e-05 | 2656.5ms/step | 9.0 samples/s +Step 16450/20005 | Loss: 2.9202 | LR: 3.89e-05 | 2651.5ms/step | 9.1 samples/s +Step 16460/20005 | Loss: 2.9357 | LR: 3.87e-05 | 2654.1ms/step | 9.0 samples/s +Step 16470/20005 | Loss: 2.8964 | LR: 3.85e-05 | 2651.7ms/step | 9.1 samples/s +Step 16480/20005 | Loss: 2.9276 | LR: 3.83e-05 | 2654.6ms/step | 9.0 samples/s +Step 16490/20005 | Loss: 2.8993 | LR: 3.81e-05 | 2655.8ms/step | 9.0 samples/s +Step 16500/20005 | Loss: 2.9052 | LR: 3.78e-05 | 2652.3ms/step | 9.0 samples/s +Validation at step 16500: Loss = 2.9246, Perplexity = 18.63 +Step 16510/20005 | Loss: 2.9193 | LR: 3.76e-05 | 20839.4ms/step | 1.2 samples/s +Step 16520/20005 | Loss: 2.9305 | LR: 3.74e-05 | 2654.5ms/step | 9.0 samples/s +Step 16530/20005 | Loss: 2.9155 | LR: 3.72e-05 | 2654.3ms/step | 9.0 samples/s +Step 16540/20005 | Loss: 2.9637 | LR: 3.70e-05 | 2652.3ms/step | 9.0 samples/s +Step 16550/20005 | Loss: 2.9373 | LR: 3.68e-05 | 2652.0ms/step | 9.0 samples/s +Step 16560/20005 | Loss: 2.9400 | LR: 3.66e-05 | 2651.9ms/step | 9.0 samples/s +Step 16570/20005 | Loss: 2.9019 | LR: 3.64e-05 | 2651.8ms/step | 9.1 samples/s +Step 16580/20005 | Loss: 2.9270 | LR: 3.62e-05 | 2653.8ms/step | 9.0 samples/s +Step 16590/20005 | Loss: 2.9384 | LR: 3.60e-05 | 2656.9ms/step | 9.0 samples/s +Step 16600/20005 | Loss: 2.9129 | LR: 3.58e-05 | 2653.8ms/step | 9.0 samples/s +Step 16610/20005 | Loss: 2.9056 | LR: 3.56e-05 | 2651.3ms/step | 9.1 samples/s +Step 16620/20005 | Loss: 2.9073 | LR: 3.54e-05 | 2652.6ms/step | 9.0 samples/s +Step 16630/20005 | Loss: 2.9167 | LR: 3.52e-05 | 2652.7ms/step | 9.0 samples/s +Step 16640/20005 | Loss: 2.9345 | LR: 3.49e-05 | 2653.3ms/step | 9.0 samples/s +Step 16650/20005 | Loss: 2.9219 | LR: 3.47e-05 | 2653.2ms/step | 9.0 samples/s +Step 16660/20005 | Loss: 2.9222 | LR: 3.45e-05 | 2651.8ms/step | 9.1 samples/s +Step 16670/20005 | Loss: 2.9148 | LR: 3.43e-05 | 2651.1ms/step | 9.1 samples/s +Step 16680/20005 | Loss: 2.9119 | LR: 3.41e-05 | 2654.8ms/step | 9.0 samples/s +Step 16690/20005 | Loss: 2.9240 | LR: 3.39e-05 | 2655.7ms/step | 9.0 samples/s +Step 16700/20005 | Loss: 2.9405 | LR: 3.37e-05 | 2651.6ms/step | 9.1 samples/s +Step 16710/20005 | Loss: 2.9245 | LR: 3.35e-05 | 2652.4ms/step | 9.0 samples/s +Step 16720/20005 | Loss: 2.9165 | LR: 3.33e-05 | 2653.6ms/step | 9.0 samples/s +Step 16730/20005 | Loss: 2.9288 | LR: 3.31e-05 | 2648.8ms/step | 9.1 samples/s +Step 16740/20005 | Loss: 2.9583 | LR: 3.29e-05 | 2651.2ms/step | 9.1 samples/s +Step 16750/20005 | Loss: 2.9327 | LR: 3.28e-05 | 2651.9ms/step | 9.1 samples/s +Validation at step 16750: Loss = 2.9243, Perplexity = 18.62 +Step 16760/20005 | Loss: 2.9084 | LR: 3.26e-05 | 20842.8ms/step | 1.2 samples/s +Step 16770/20005 | Loss: 2.9102 | LR: 3.24e-05 | 2652.0ms/step | 9.0 samples/s +Step 16780/20005 | Loss: 2.9474 | LR: 3.22e-05 | 2654.6ms/step | 9.0 samples/s +Step 16790/20005 | Loss: 2.9147 | LR: 3.20e-05 | 2651.3ms/step | 9.1 samples/s +Step 16800/20005 | Loss: 2.9109 | LR: 3.18e-05 | 2654.3ms/step | 9.0 samples/s +Step 16810/20005 | Loss: 2.9100 | LR: 3.16e-05 | 2652.2ms/step | 9.0 samples/s +Step 16820/20005 | Loss: 2.9335 | LR: 3.14e-05 | 2653.6ms/step | 9.0 samples/s +Step 16830/20005 | Loss: 2.9122 | LR: 3.12e-05 | 2652.1ms/step | 9.0 samples/s +Step 16840/20005 | Loss: 2.8946 | LR: 3.10e-05 | 2655.9ms/step | 9.0 samples/s +Step 16850/20005 | Loss: 2.9293 | LR: 3.08e-05 | 2653.8ms/step | 9.0 samples/s +Step 16860/20005 | Loss: 2.9428 | LR: 3.06e-05 | 2651.5ms/step | 9.1 samples/s +Step 16870/20005 | Loss: 2.9023 | LR: 3.04e-05 | 2655.9ms/step | 9.0 samples/s +Step 16880/20005 | Loss: 2.9165 | LR: 3.02e-05 | 2653.2ms/step | 9.0 samples/s +Step 16890/20005 | Loss: 2.9341 | LR: 3.01e-05 | 2651.9ms/step | 9.1 samples/s +Step 16900/20005 | Loss: 2.9275 | LR: 2.99e-05 | 2650.9ms/step | 9.1 samples/s +Step 16910/20005 | Loss: 2.9229 | LR: 2.97e-05 | 2648.8ms/step | 9.1 samples/s +Step 16920/20005 | Loss: 2.9357 | LR: 2.95e-05 | 2652.4ms/step | 9.0 samples/s +Step 16930/20005 | Loss: 2.9170 | LR: 2.93e-05 | 2655.1ms/step | 9.0 samples/s +Step 16940/20005 | Loss: 2.9530 | LR: 2.91e-05 | 2655.8ms/step | 9.0 samples/s +Step 16950/20005 | Loss: 2.9283 | LR: 2.89e-05 | 2651.4ms/step | 9.1 samples/s +Step 16960/20005 | Loss: 2.9584 | LR: 2.87e-05 | 2656.0ms/step | 9.0 samples/s +Step 16970/20005 | Loss: 2.9199 | LR: 2.86e-05 | 2652.7ms/step | 9.0 samples/s +Step 16980/20005 | Loss: 2.9042 | LR: 2.84e-05 | 2654.4ms/step | 9.0 samples/s +Step 16990/20005 | Loss: 2.9492 | LR: 2.82e-05 | 2651.7ms/step | 9.1 samples/s +Step 17000/20005 | Loss: 2.9150 | LR: 2.80e-05 | 2652.5ms/step | 9.0 samples/s +Validation at step 17000: Loss = 2.9241, Perplexity = 18.62 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-17000 +Step 17010/20005 | Loss: 2.9300 | LR: 2.78e-05 | 21524.6ms/step | 1.1 samples/s +Step 17020/20005 | Loss: 2.9072 | LR: 2.76e-05 | 2654.6ms/step | 9.0 samples/s +Step 17030/20005 | Loss: 2.9335 | LR: 2.75e-05 | 2652.4ms/step | 9.0 samples/s +Step 17040/20005 | Loss: 2.9393 | LR: 2.73e-05 | 2655.9ms/step | 9.0 samples/s +Step 17050/20005 | Loss: 2.9035 | LR: 2.71e-05 | 2653.1ms/step | 9.0 samples/s +Step 17060/20005 | Loss: 2.9364 | LR: 2.69e-05 | 2654.5ms/step | 9.0 samples/s +Step 17070/20005 | Loss: 2.9148 | LR: 2.67e-05 | 2653.2ms/step | 9.0 samples/s +Step 17080/20005 | Loss: 2.9303 | LR: 2.66e-05 | 2654.5ms/step | 9.0 samples/s +Step 17090/20005 | Loss: 2.9239 | LR: 2.64e-05 | 2653.6ms/step | 9.0 samples/s +Step 17100/20005 | Loss: 2.9050 | LR: 2.62e-05 | 2656.2ms/step | 9.0 samples/s +Step 17110/20005 | Loss: 2.9311 | LR: 2.60e-05 | 2653.2ms/step | 9.0 samples/s +Step 17120/20005 | Loss: 2.9166 | LR: 2.59e-05 | 2653.4ms/step | 9.0 samples/s +Step 17130/20005 | Loss: 2.9296 | LR: 2.57e-05 | 2657.7ms/step | 9.0 samples/s +Step 17140/20005 | Loss: 2.8836 | LR: 2.55e-05 | 2654.6ms/step | 9.0 samples/s +Step 17150/20005 | Loss: 2.9119 | LR: 2.53e-05 | 2650.9ms/step | 9.1 samples/s +Step 17160/20005 | Loss: 2.9195 | LR: 2.52e-05 | 2653.4ms/step | 9.0 samples/s +Step 17170/20005 | Loss: 2.9186 | LR: 2.50e-05 | 2653.6ms/step | 9.0 samples/s +Step 17180/20005 | Loss: 2.9022 | LR: 2.48e-05 | 2652.1ms/step | 9.0 samples/s +Step 17190/20005 | Loss: 2.8962 | LR: 2.46e-05 | 2651.8ms/step | 9.1 samples/s +Step 17200/20005 | Loss: 2.9317 | LR: 2.45e-05 | 2653.0ms/step | 9.0 samples/s +Step 17210/20005 | Loss: 2.9210 | LR: 2.43e-05 | 2652.6ms/step | 9.0 samples/s +Step 17220/20005 | Loss: 2.9300 | LR: 2.41e-05 | 2653.3ms/step | 9.0 samples/s +Step 17230/20005 | Loss: 2.9447 | LR: 2.40e-05 | 2655.2ms/step | 9.0 samples/s +Step 17240/20005 | Loss: 2.9190 | LR: 2.38e-05 | 2652.3ms/step | 9.0 samples/s +Step 17250/20005 | Loss: 2.9378 | LR: 2.36e-05 | 2652.5ms/step | 9.0 samples/s +Validation at step 17250: Loss = 2.9238, Perplexity = 18.61 +Step 17260/20005 | Loss: 2.9392 | LR: 2.34e-05 | 20834.1ms/step | 1.2 samples/s +Step 17270/20005 | Loss: 2.9225 | LR: 2.33e-05 | 2652.9ms/step | 9.0 samples/s +Step 17280/20005 | Loss: 2.9340 | LR: 2.31e-05 | 2653.7ms/step | 9.0 samples/s +Step 17290/20005 | Loss: 2.9214 | LR: 2.29e-05 | 2655.2ms/step | 9.0 samples/s +Step 17300/20005 | Loss: 2.9146 | LR: 2.28e-05 | 2653.3ms/step | 9.0 samples/s +Step 17310/20005 | Loss: 2.9483 | LR: 2.26e-05 | 2653.3ms/step | 9.0 samples/s +Step 17320/20005 | Loss: 2.9121 | LR: 2.24e-05 | 2649.6ms/step | 9.1 samples/s +Step 17330/20005 | Loss: 2.9207 | LR: 2.23e-05 | 2651.8ms/step | 9.1 samples/s +Step 17340/20005 | Loss: 2.9433 | LR: 2.21e-05 | 2654.2ms/step | 9.0 samples/s +Step 17350/20005 | Loss: 2.9441 | LR: 2.20e-05 | 2653.9ms/step | 9.0 samples/s +Step 17360/20005 | Loss: 2.9190 | LR: 2.18e-05 | 2653.0ms/step | 9.0 samples/s +Step 17370/20005 | Loss: 2.9083 | LR: 2.16e-05 | 2657.1ms/step | 9.0 samples/s +Step 17380/20005 | Loss: 2.9083 | LR: 2.15e-05 | 2652.1ms/step | 9.0 samples/s +Step 17390/20005 | Loss: 2.9241 | LR: 2.13e-05 | 2653.9ms/step | 9.0 samples/s +Step 17400/20005 | Loss: 2.9504 | LR: 2.11e-05 | 2654.2ms/step | 9.0 samples/s +Step 17410/20005 | Loss: 2.9418 | LR: 2.10e-05 | 2652.9ms/step | 9.0 samples/s +Step 17420/20005 | Loss: 2.9260 | LR: 2.08e-05 | 2654.7ms/step | 9.0 samples/s +Step 17430/20005 | Loss: 2.9452 | LR: 2.07e-05 | 2651.9ms/step | 9.1 samples/s +Step 17440/20005 | Loss: 2.9305 | LR: 2.05e-05 | 2655.5ms/step | 9.0 samples/s +Step 17450/20005 | Loss: 2.9473 | LR: 2.04e-05 | 2653.5ms/step | 9.0 samples/s +Step 17460/20005 | Loss: 2.9112 | LR: 2.02e-05 | 2653.5ms/step | 9.0 samples/s +Step 17470/20005 | Loss: 2.9102 | LR: 2.00e-05 | 2650.8ms/step | 9.1 samples/s +Step 17480/20005 | Loss: 2.9086 | LR: 1.99e-05 | 2653.5ms/step | 9.0 samples/s +Step 17490/20005 | Loss: 2.9274 | LR: 1.97e-05 | 2653.3ms/step | 9.0 samples/s +Step 17500/20005 | Loss: 2.8938 | LR: 1.96e-05 | 2655.7ms/step | 9.0 samples/s +Validation at step 17500: Loss = 2.9236, Perplexity = 18.61 +Step 17510/20005 | Loss: 2.9026 | LR: 1.94e-05 | 20842.6ms/step | 1.2 samples/s +Step 17520/20005 | Loss: 2.8989 | LR: 1.93e-05 | 2653.6ms/step | 9.0 samples/s +Step 17530/20005 | Loss: 2.9420 | LR: 1.91e-05 | 2654.1ms/step | 9.0 samples/s +Step 17540/20005 | Loss: 2.9220 | LR: 1.90e-05 | 2654.0ms/step | 9.0 samples/s +Step 17550/20005 | Loss: 2.9094 | LR: 1.88e-05 | 2650.7ms/step | 9.1 samples/s +Step 17560/20005 | Loss: 2.9320 | LR: 1.87e-05 | 2653.4ms/step | 9.0 samples/s +Step 17570/20005 | Loss: 2.9470 | LR: 1.85e-05 | 2654.6ms/step | 9.0 samples/s +Step 17580/20005 | Loss: 2.9243 | LR: 1.84e-05 | 2652.6ms/step | 9.0 samples/s +Step 17590/20005 | Loss: 2.9176 | LR: 1.82e-05 | 2653.2ms/step | 9.0 samples/s +Step 17600/20005 | Loss: 2.9395 | LR: 1.81e-05 | 2657.3ms/step | 9.0 samples/s +Step 17610/20005 | Loss: 2.9068 | LR: 1.79e-05 | 2654.0ms/step | 9.0 samples/s +Step 17620/20005 | Loss: 2.9231 | LR: 1.78e-05 | 2654.0ms/step | 9.0 samples/s +Step 17630/20005 | Loss: 2.9239 | LR: 1.76e-05 | 2650.4ms/step | 9.1 samples/s +Step 17640/20005 | Loss: 2.8854 | LR: 1.75e-05 | 2655.0ms/step | 9.0 samples/s +Step 17650/20005 | Loss: 2.9387 | LR: 1.73e-05 | 2656.6ms/step | 9.0 samples/s +Step 17660/20005 | Loss: 2.8973 | LR: 1.72e-05 | 2653.3ms/step | 9.0 samples/s +Step 17670/20005 | Loss: 2.9300 | LR: 1.70e-05 | 2650.6ms/step | 9.1 samples/s +Step 17680/20005 | Loss: 2.9366 | LR: 1.69e-05 | 2654.1ms/step | 9.0 samples/s +Step 17690/20005 | Loss: 2.9202 | LR: 1.68e-05 | 2652.4ms/step | 9.0 samples/s +Step 17700/20005 | Loss: 2.9162 | LR: 1.66e-05 | 2653.4ms/step | 9.0 samples/s +Step 17710/20005 | Loss: 2.8965 | LR: 1.65e-05 | 2653.4ms/step | 9.0 samples/s +Step 17720/20005 | Loss: 2.9583 | LR: 1.63e-05 | 2652.9ms/step | 9.0 samples/s +Step 17730/20005 | Loss: 2.9098 | LR: 1.62e-05 | 2654.2ms/step | 9.0 samples/s +Step 17740/20005 | Loss: 2.9183 | LR: 1.60e-05 | 2651.7ms/step | 9.1 samples/s +Step 17750/20005 | Loss: 2.9492 | LR: 1.59e-05 | 2654.0ms/step | 9.0 samples/s +Validation at step 17750: Loss = 2.9235, Perplexity = 18.61 +Step 17760/20005 | Loss: 2.9370 | LR: 1.58e-05 | 20841.9ms/step | 1.2 samples/s +Step 17770/20005 | Loss: 2.9219 | LR: 1.56e-05 | 2656.7ms/step | 9.0 samples/s +Step 17780/20005 | Loss: 2.9070 | LR: 1.55e-05 | 2653.7ms/step | 9.0 samples/s +Step 17790/20005 | Loss: 2.9390 | LR: 1.53e-05 | 2653.7ms/step | 9.0 samples/s +Step 17800/20005 | Loss: 2.9321 | LR: 1.52e-05 | 2652.4ms/step | 9.0 samples/s +Step 17810/20005 | Loss: 2.9222 | LR: 1.51e-05 | 2655.2ms/step | 9.0 samples/s +Step 17820/20005 | Loss: 2.9334 | LR: 1.49e-05 | 2653.7ms/step | 9.0 samples/s +Step 17830/20005 | Loss: 2.9027 | LR: 1.48e-05 | 2651.3ms/step | 9.1 samples/s +Step 17840/20005 | Loss: 2.8837 | LR: 1.47e-05 | 2652.9ms/step | 9.0 samples/s +Step 17850/20005 | Loss: 2.9139 | LR: 1.45e-05 | 2651.4ms/step | 9.1 samples/s +Step 17860/20005 | Loss: 2.9159 | LR: 1.44e-05 | 2651.6ms/step | 9.1 samples/s +Step 17870/20005 | Loss: 2.8909 | LR: 1.43e-05 | 2653.5ms/step | 9.0 samples/s +Step 17880/20005 | Loss: 2.9186 | LR: 1.41e-05 | 2653.4ms/step | 9.0 samples/s +Step 17890/20005 | Loss: 2.9089 | LR: 1.40e-05 | 2653.7ms/step | 9.0 samples/s +Step 17900/20005 | Loss: 2.9169 | LR: 1.39e-05 | 2654.2ms/step | 9.0 samples/s +Step 17910/20005 | Loss: 2.9336 | LR: 1.37e-05 | 2653.3ms/step | 9.0 samples/s +Step 17920/20005 | Loss: 2.9138 | LR: 1.36e-05 | 2654.8ms/step | 9.0 samples/s +Step 17930/20005 | Loss: 2.9248 | LR: 1.35e-05 | 2653.0ms/step | 9.0 samples/s +Step 17940/20005 | Loss: 2.9504 | LR: 1.34e-05 | 2654.3ms/step | 9.0 samples/s +Step 17950/20005 | Loss: 2.9172 | LR: 1.32e-05 | 2655.7ms/step | 9.0 samples/s +Step 17960/20005 | Loss: 2.9257 | LR: 1.31e-05 | 2653.9ms/step | 9.0 samples/s +Step 17970/20005 | Loss: 2.9208 | LR: 1.30e-05 | 2655.8ms/step | 9.0 samples/s +Step 17980/20005 | Loss: 2.9432 | LR: 1.29e-05 | 2658.6ms/step | 9.0 samples/s +Step 17990/20005 | Loss: 2.9384 | LR: 1.27e-05 | 2655.6ms/step | 9.0 samples/s +Step 18000/20005 | Loss: 2.9218 | LR: 1.26e-05 | 2655.7ms/step | 9.0 samples/s +Validation at step 18000: Loss = 2.9235, Perplexity = 18.61 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-18000 +Step 18010/20005 | Loss: 2.9213 | LR: 1.25e-05 | 21534.8ms/step | 1.1 samples/s +Step 18020/20005 | Loss: 2.9164 | LR: 1.24e-05 | 2670.7ms/step | 9.0 samples/s +Step 18030/20005 | Loss: 2.9295 | LR: 1.22e-05 | 2671.5ms/step | 9.0 samples/s +Step 18040/20005 | Loss: 2.9203 | LR: 1.21e-05 | 2669.2ms/step | 9.0 samples/s +Step 18050/20005 | Loss: 2.8938 | LR: 1.20e-05 | 2672.6ms/step | 9.0 samples/s +Step 18060/20005 | Loss: 2.9255 | LR: 1.19e-05 | 2673.3ms/step | 9.0 samples/s +Step 18070/20005 | Loss: 2.9349 | LR: 1.17e-05 | 2671.2ms/step | 9.0 samples/s +Step 18080/20005 | Loss: 2.9365 | LR: 1.16e-05 | 2669.5ms/step | 9.0 samples/s +Step 18090/20005 | Loss: 2.9033 | LR: 1.15e-05 | 2670.2ms/step | 9.0 samples/s +Step 18100/20005 | Loss: 2.9216 | LR: 1.14e-05 | 2671.8ms/step | 9.0 samples/s +Step 18110/20005 | Loss: 2.9101 | LR: 1.13e-05 | 2670.6ms/step | 9.0 samples/s +Step 18120/20005 | Loss: 2.9521 | LR: 1.11e-05 | 2669.3ms/step | 9.0 samples/s +Step 18130/20005 | Loss: 2.8951 | LR: 1.10e-05 | 2672.6ms/step | 9.0 samples/s +Step 18140/20005 | Loss: 2.9289 | LR: 1.09e-05 | 2668.7ms/step | 9.0 samples/s +Step 18150/20005 | Loss: 2.9628 | LR: 1.08e-05 | 2672.0ms/step | 9.0 samples/s +Step 18160/20005 | Loss: 2.9406 | LR: 1.07e-05 | 2671.5ms/step | 9.0 samples/s +Step 18170/20005 | Loss: 2.9313 | LR: 1.06e-05 | 2671.6ms/step | 9.0 samples/s +Step 18180/20005 | Loss: 2.9269 | LR: 1.05e-05 | 2671.4ms/step | 9.0 samples/s +Step 18190/20005 | Loss: 2.9117 | LR: 1.03e-05 | 2672.9ms/step | 9.0 samples/s +Step 18200/20005 | Loss: 2.8867 | LR: 1.02e-05 | 2673.2ms/step | 9.0 samples/s +Step 18210/20005 | Loss: 2.9258 | LR: 1.01e-05 | 2669.8ms/step | 9.0 samples/s +Step 18220/20005 | Loss: 2.9322 | LR: 1.00e-05 | 2669.5ms/step | 9.0 samples/s +Step 18230/20005 | Loss: 2.9195 | LR: 9.89e-06 | 2671.7ms/step | 9.0 samples/s +Step 18240/20005 | Loss: 2.9304 | LR: 9.78e-06 | 2673.0ms/step | 9.0 samples/s +Step 18250/20005 | Loss: 2.9231 | LR: 9.67e-06 | 2669.2ms/step | 9.0 samples/s +Validation at step 18250: Loss = 2.9235, Perplexity = 18.61 +Step 18260/20005 | Loss: 2.9128 | LR: 9.56e-06 | 20959.5ms/step | 1.1 samples/s +Step 18270/20005 | Loss: 2.9449 | LR: 9.46e-06 | 2670.0ms/step | 9.0 samples/s +Step 18280/20005 | Loss: 2.9301 | LR: 9.35e-06 | 2673.3ms/step | 9.0 samples/s +Step 18290/20005 | Loss: 2.9412 | LR: 9.24e-06 | 2671.5ms/step | 9.0 samples/s +Step 18300/20005 | Loss: 2.9190 | LR: 9.13e-06 | 2670.4ms/step | 9.0 samples/s +Step 18310/20005 | Loss: 2.9200 | LR: 9.03e-06 | 2672.2ms/step | 9.0 samples/s +Step 18320/20005 | Loss: 2.9047 | LR: 8.92e-06 | 2669.8ms/step | 9.0 samples/s +Step 18330/20005 | Loss: 2.9008 | LR: 8.82e-06 | 2671.9ms/step | 9.0 samples/s +Step 18340/20005 | Loss: 2.8961 | LR: 8.71e-06 | 2672.3ms/step | 9.0 samples/s +Step 18350/20005 | Loss: 2.9539 | LR: 8.61e-06 | 2671.0ms/step | 9.0 samples/s +Step 18360/20005 | Loss: 2.9076 | LR: 8.51e-06 | 2672.9ms/step | 9.0 samples/s +Step 18370/20005 | Loss: 2.9333 | LR: 8.40e-06 | 2671.5ms/step | 9.0 samples/s +Step 18380/20005 | Loss: 2.9440 | LR: 8.30e-06 | 2669.7ms/step | 9.0 samples/s +Step 18390/20005 | Loss: 2.9134 | LR: 8.20e-06 | 2669.5ms/step | 9.0 samples/s +Step 18400/20005 | Loss: 2.9750 | LR: 8.10e-06 | 2669.8ms/step | 9.0 samples/s +Step 18410/20005 | Loss: 2.9371 | LR: 8.00e-06 | 2670.5ms/step | 9.0 samples/s +Step 18420/20005 | Loss: 2.9387 | LR: 7.90e-06 | 2670.7ms/step | 9.0 samples/s +Step 18430/20005 | Loss: 2.9029 | LR: 7.80e-06 | 2672.1ms/step | 9.0 samples/s +Step 18440/20005 | Loss: 2.9070 | LR: 7.70e-06 | 2670.9ms/step | 9.0 samples/s +Step 18450/20005 | Loss: 2.9085 | LR: 7.61e-06 | 2670.6ms/step | 9.0 samples/s +Step 18460/20005 | Loss: 2.8962 | LR: 7.51e-06 | 2672.5ms/step | 9.0 samples/s +Step 18470/20005 | Loss: 2.9443 | LR: 7.41e-06 | 2670.9ms/step | 9.0 samples/s +Step 18480/20005 | Loss: 2.8996 | LR: 7.32e-06 | 2672.9ms/step | 9.0 samples/s +Step 18490/20005 | Loss: 2.9041 | LR: 7.22e-06 | 2672.9ms/step | 9.0 samples/s +Step 18500/20005 | Loss: 2.9374 | LR: 7.13e-06 | 2670.6ms/step | 9.0 samples/s +Validation at step 18500: Loss = 2.9235, Perplexity = 18.61 +Step 18510/20005 | Loss: 2.9242 | LR: 7.03e-06 | 20964.7ms/step | 1.1 samples/s +Step 18520/20005 | Loss: 2.9355 | LR: 6.94e-06 | 2668.9ms/step | 9.0 samples/s +Step 18530/20005 | Loss: 2.9297 | LR: 6.85e-06 | 2670.3ms/step | 9.0 samples/s +Step 18540/20005 | Loss: 2.9461 | LR: 6.75e-06 | 2669.8ms/step | 9.0 samples/s +Step 18550/20005 | Loss: 2.9222 | LR: 6.66e-06 | 2673.0ms/step | 9.0 samples/s +Step 18560/20005 | Loss: 2.9108 | LR: 6.57e-06 | 2670.2ms/step | 9.0 samples/s +Step 18570/20005 | Loss: 2.9281 | LR: 6.48e-06 | 2669.8ms/step | 9.0 samples/s +Step 18580/20005 | Loss: 2.9243 | LR: 6.39e-06 | 2669.1ms/step | 9.0 samples/s +Step 18590/20005 | Loss: 2.9163 | LR: 6.30e-06 | 2670.2ms/step | 9.0 samples/s +Step 18600/20005 | Loss: 2.8973 | LR: 6.21e-06 | 2670.2ms/step | 9.0 samples/s +Step 18610/20005 | Loss: 2.9214 | LR: 6.13e-06 | 2669.9ms/step | 9.0 samples/s +Step 18620/20005 | Loss: 2.9192 | LR: 6.04e-06 | 2670.6ms/step | 9.0 samples/s +Step 18630/20005 | Loss: 2.9190 | LR: 5.95e-06 | 2670.2ms/step | 9.0 samples/s +Step 18640/20005 | Loss: 2.9299 | LR: 5.87e-06 | 2673.1ms/step | 9.0 samples/s +Step 18650/20005 | Loss: 2.9196 | LR: 5.78e-06 | 2670.2ms/step | 9.0 samples/s +Step 18660/20005 | Loss: 2.9179 | LR: 5.70e-06 | 2670.3ms/step | 9.0 samples/s +Step 18670/20005 | Loss: 2.9338 | LR: 5.61e-06 | 2670.3ms/step | 9.0 samples/s +Step 18680/20005 | Loss: 2.9463 | LR: 5.53e-06 | 2670.6ms/step | 9.0 samples/s +Step 18690/20005 | Loss: 2.9268 | LR: 5.45e-06 | 2671.4ms/step | 9.0 samples/s +Step 18700/20005 | Loss: 2.9149 | LR: 5.36e-06 | 2670.6ms/step | 9.0 samples/s +Step 18710/20005 | Loss: 2.9171 | LR: 5.28e-06 | 2671.8ms/step | 9.0 samples/s +Step 18720/20005 | Loss: 2.9369 | LR: 5.20e-06 | 2673.0ms/step | 9.0 samples/s +Step 18730/20005 | Loss: 2.9264 | LR: 5.12e-06 | 2670.2ms/step | 9.0 samples/s +Step 18740/20005 | Loss: 2.9469 | LR: 5.04e-06 | 2670.6ms/step | 9.0 samples/s +Step 18750/20005 | Loss: 2.9350 | LR: 4.96e-06 | 2672.4ms/step | 9.0 samples/s +Validation at step 18750: Loss = 2.9232, Perplexity = 18.60 +Step 18760/20005 | Loss: 2.9257 | LR: 4.88e-06 | 20961.4ms/step | 1.1 samples/s +Step 18770/20005 | Loss: 2.9246 | LR: 4.81e-06 | 2666.6ms/step | 9.0 samples/s +Step 18780/20005 | Loss: 2.9054 | LR: 4.73e-06 | 2670.9ms/step | 9.0 samples/s +Step 18790/20005 | Loss: 2.9329 | LR: 4.65e-06 | 2672.2ms/step | 9.0 samples/s +Step 18800/20005 | Loss: 2.9594 | LR: 4.58e-06 | 2672.4ms/step | 9.0 samples/s +Step 18810/20005 | Loss: 2.9190 | LR: 4.50e-06 | 2670.9ms/step | 9.0 samples/s +Step 18820/20005 | Loss: 2.9452 | LR: 4.43e-06 | 2670.5ms/step | 9.0 samples/s +Step 18830/20005 | Loss: 2.9173 | LR: 4.35e-06 | 2669.1ms/step | 9.0 samples/s +Step 18840/20005 | Loss: 2.9447 | LR: 4.28e-06 | 2668.6ms/step | 9.0 samples/s +Step 18850/20005 | Loss: 2.9047 | LR: 4.21e-06 | 2669.3ms/step | 9.0 samples/s +Step 18860/20005 | Loss: 2.9626 | LR: 4.13e-06 | 2668.0ms/step | 9.0 samples/s +Step 18870/20005 | Loss: 2.9344 | LR: 4.06e-06 | 2668.2ms/step | 9.0 samples/s +Step 18880/20005 | Loss: 2.9088 | LR: 3.99e-06 | 2673.9ms/step | 9.0 samples/s +Step 18890/20005 | Loss: 2.9030 | LR: 3.92e-06 | 2669.9ms/step | 9.0 samples/s +Step 18900/20005 | Loss: 2.9036 | LR: 3.85e-06 | 2671.5ms/step | 9.0 samples/s +Step 18910/20005 | Loss: 2.9131 | LR: 3.78e-06 | 2668.7ms/step | 9.0 samples/s +Step 18920/20005 | Loss: 2.9417 | LR: 3.71e-06 | 2668.5ms/step | 9.0 samples/s +Step 18930/20005 | Loss: 2.9039 | LR: 3.64e-06 | 2670.6ms/step | 9.0 samples/s +Step 18940/20005 | Loss: 2.9159 | LR: 3.58e-06 | 2672.1ms/step | 9.0 samples/s +Step 18950/20005 | Loss: 2.9297 | LR: 3.51e-06 | 2669.4ms/step | 9.0 samples/s +Step 18960/20005 | Loss: 2.8953 | LR: 3.44e-06 | 2669.9ms/step | 9.0 samples/s +Step 18970/20005 | Loss: 2.9243 | LR: 3.38e-06 | 2668.0ms/step | 9.0 samples/s +Step 18980/20005 | Loss: 2.9201 | LR: 3.31e-06 | 2671.3ms/step | 9.0 samples/s +Step 18990/20005 | Loss: 2.9077 | LR: 3.25e-06 | 2668.0ms/step | 9.0 samples/s +Step 19000/20005 | Loss: 2.9186 | LR: 3.19e-06 | 2672.1ms/step | 9.0 samples/s +Validation at step 19000: Loss = 2.9233, Perplexity = 18.60 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-19000 +Step 19010/20005 | Loss: 2.9254 | LR: 3.12e-06 | 22171.0ms/step | 1.1 samples/s +Step 19020/20005 | Loss: 2.9052 | LR: 3.06e-06 | 2652.8ms/step | 9.0 samples/s +Step 19030/20005 | Loss: 2.9320 | LR: 3.00e-06 | 2650.4ms/step | 9.1 samples/s +Step 19040/20005 | Loss: 2.9376 | LR: 2.94e-06 | 2651.1ms/step | 9.1 samples/s +Step 19050/20005 | Loss: 2.9238 | LR: 2.88e-06 | 2653.6ms/step | 9.0 samples/s +Step 19060/20005 | Loss: 2.9080 | LR: 2.82e-06 | 2653.4ms/step | 9.0 samples/s +Step 19070/20005 | Loss: 2.9214 | LR: 2.76e-06 | 2652.3ms/step | 9.0 samples/s +Step 19080/20005 | Loss: 2.9214 | LR: 2.70e-06 | 2654.0ms/step | 9.0 samples/s +Step 19090/20005 | Loss: 2.9412 | LR: 2.64e-06 | 2656.4ms/step | 9.0 samples/s +Step 19100/20005 | Loss: 2.9285 | LR: 2.58e-06 | 2651.4ms/step | 9.1 samples/s +Step 19110/20005 | Loss: 2.9151 | LR: 2.53e-06 | 2651.1ms/step | 9.1 samples/s +Step 19120/20005 | Loss: 2.9327 | LR: 2.47e-06 | 2649.0ms/step | 9.1 samples/s +Step 19130/20005 | Loss: 2.8931 | LR: 2.42e-06 | 2654.1ms/step | 9.0 samples/s +Step 19140/20005 | Loss: 2.8837 | LR: 2.36e-06 | 2654.8ms/step | 9.0 samples/s +Step 19150/20005 | Loss: 2.9398 | LR: 2.31e-06 | 2655.9ms/step | 9.0 samples/s +Step 19160/20005 | Loss: 2.9337 | LR: 2.25e-06 | 2652.9ms/step | 9.0 samples/s +Step 19170/20005 | Loss: 2.9437 | LR: 2.20e-06 | 2654.1ms/step | 9.0 samples/s +Step 19180/20005 | Loss: 2.9096 | LR: 2.15e-06 | 2653.5ms/step | 9.0 samples/s +Step 19190/20005 | Loss: 2.9258 | LR: 2.10e-06 | 2654.3ms/step | 9.0 samples/s +Step 19200/20005 | Loss: 2.9122 | LR: 2.05e-06 | 2655.0ms/step | 9.0 samples/s +Step 19210/20005 | Loss: 2.8980 | LR: 2.00e-06 | 2653.2ms/step | 9.0 samples/s +Step 19220/20005 | Loss: 2.9068 | LR: 1.95e-06 | 2651.7ms/step | 9.1 samples/s +Step 19230/20005 | Loss: 2.9060 | LR: 1.90e-06 | 2654.2ms/step | 9.0 samples/s +Step 19240/20005 | Loss: 2.9383 | LR: 1.85e-06 | 2653.2ms/step | 9.0 samples/s +Step 19250/20005 | Loss: 2.9211 | LR: 1.80e-06 | 2654.3ms/step | 9.0 samples/s +Validation at step 19250: Loss = 2.9235, Perplexity = 18.61 +Step 19260/20005 | Loss: 2.9014 | LR: 1.75e-06 | 20846.9ms/step | 1.2 samples/s +Step 19270/20005 | Loss: 2.9165 | LR: 1.71e-06 | 2654.9ms/step | 9.0 samples/s +Step 19280/20005 | Loss: 2.8870 | LR: 1.66e-06 | 2656.3ms/step | 9.0 samples/s +Step 19290/20005 | Loss: 2.9228 | LR: 1.61e-06 | 2656.6ms/step | 9.0 samples/s +Step 19300/20005 | Loss: 2.9120 | LR: 1.57e-06 | 2656.3ms/step | 9.0 samples/s +Step 19310/20005 | Loss: 2.9254 | LR: 1.53e-06 | 2653.7ms/step | 9.0 samples/s +Step 19320/20005 | Loss: 2.9367 | LR: 1.48e-06 | 2653.4ms/step | 9.0 samples/s +Step 19330/20005 | Loss: 2.9227 | LR: 1.44e-06 | 2652.6ms/step | 9.0 samples/s +Step 19340/20005 | Loss: 2.9036 | LR: 1.40e-06 | 2653.4ms/step | 9.0 samples/s +Step 19350/20005 | Loss: 2.8992 | LR: 1.36e-06 | 2654.7ms/step | 9.0 samples/s +Step 19360/20005 | Loss: 2.9070 | LR: 1.31e-06 | 2654.2ms/step | 9.0 samples/s +Step 19370/20005 | Loss: 2.9097 | LR: 1.27e-06 | 2653.3ms/step | 9.0 samples/s +Step 19380/20005 | Loss: 2.8812 | LR: 1.23e-06 | 2653.8ms/step | 9.0 samples/s +Step 19390/20005 | Loss: 2.9405 | LR: 1.19e-06 | 2655.3ms/step | 9.0 samples/s +Step 19400/20005 | Loss: 2.9120 | LR: 1.16e-06 | 2656.2ms/step | 9.0 samples/s +Step 19410/20005 | Loss: 2.9189 | LR: 1.12e-06 | 2654.0ms/step | 9.0 samples/s +Step 19420/20005 | Loss: 2.9119 | LR: 1.08e-06 | 2657.2ms/step | 9.0 samples/s +Step 19430/20005 | Loss: 2.9055 | LR: 1.04e-06 | 2658.0ms/step | 9.0 samples/s +Step 19440/20005 | Loss: 2.9172 | LR: 1.01e-06 | 2653.2ms/step | 9.0 samples/s +Step 19450/20005 | Loss: 2.8958 | LR: 9.73e-07 | 2655.8ms/step | 9.0 samples/s +Step 19460/20005 | Loss: 2.8992 | LR: 9.38e-07 | 2653.2ms/step | 9.0 samples/s +Step 19470/20005 | Loss: 2.9003 | LR: 9.04e-07 | 2654.1ms/step | 9.0 samples/s +Step 19480/20005 | Loss: 2.9113 | LR: 8.71e-07 | 2653.6ms/step | 9.0 samples/s +Step 19490/20005 | Loss: 2.9119 | LR: 8.38e-07 | 2652.5ms/step | 9.0 samples/s +Step 19500/20005 | Loss: 2.9218 | LR: 8.06e-07 | 2653.2ms/step | 9.0 samples/s +Validation at step 19500: Loss = 2.9233, Perplexity = 18.60 +Step 19510/20005 | Loss: 2.9288 | LR: 7.74e-07 | 20857.8ms/step | 1.2 samples/s +Step 19520/20005 | Loss: 2.8957 | LR: 7.43e-07 | 2655.4ms/step | 9.0 samples/s +Step 19530/20005 | Loss: 2.9130 | LR: 7.13e-07 | 2653.8ms/step | 9.0 samples/s +Step 19540/20005 | Loss: 2.9187 | LR: 6.83e-07 | 2652.1ms/step | 9.0 samples/s +Step 19550/20005 | Loss: 2.9307 | LR: 6.54e-07 | 2652.9ms/step | 9.0 samples/s +Step 19560/20005 | Loss: 2.9047 | LR: 6.26e-07 | 2654.6ms/step | 9.0 samples/s +Step 19570/20005 | Loss: 2.9166 | LR: 5.98e-07 | 2652.0ms/step | 9.0 samples/s +Step 19580/20005 | Loss: 2.9310 | LR: 5.71e-07 | 2656.0ms/step | 9.0 samples/s +Step 19590/20005 | Loss: 2.9281 | LR: 5.44e-07 | 2656.1ms/step | 9.0 samples/s +Step 19600/20005 | Loss: 2.9011 | LR: 5.18e-07 | 2654.4ms/step | 9.0 samples/s +Step 19610/20005 | Loss: 2.9386 | LR: 4.93e-07 | 2651.7ms/step | 9.1 samples/s +Step 19620/20005 | Loss: 2.9407 | LR: 4.68e-07 | 2656.8ms/step | 9.0 samples/s +Step 19630/20005 | Loss: 2.9033 | LR: 4.44e-07 | 2656.1ms/step | 9.0 samples/s +Step 19640/20005 | Loss: 2.9249 | LR: 4.21e-07 | 2654.6ms/step | 9.0 samples/s +Step 19650/20005 | Loss: 2.9417 | LR: 3.98e-07 | 2655.0ms/step | 9.0 samples/s +Step 19660/20005 | Loss: 2.9098 | LR: 3.76e-07 | 2655.9ms/step | 9.0 samples/s +Step 19670/20005 | Loss: 2.9364 | LR: 3.55e-07 | 2655.1ms/step | 9.0 samples/s +Step 19680/20005 | Loss: 2.9327 | LR: 3.34e-07 | 2651.7ms/step | 9.1 samples/s +Step 19690/20005 | Loss: 2.9362 | LR: 3.14e-07 | 2655.9ms/step | 9.0 samples/s +Step 19700/20005 | Loss: 2.9033 | LR: 2.94e-07 | 2654.5ms/step | 9.0 samples/s +Step 19710/20005 | Loss: 2.9202 | LR: 2.75e-07 | 2653.9ms/step | 9.0 samples/s +Step 19720/20005 | Loss: 2.9142 | LR: 2.57e-07 | 2656.0ms/step | 9.0 samples/s +Step 19730/20005 | Loss: 2.9240 | LR: 2.39e-07 | 2653.2ms/step | 9.0 samples/s +Step 19740/20005 | Loss: 2.9251 | LR: 2.22e-07 | 2657.1ms/step | 9.0 samples/s +Step 19750/20005 | Loss: 2.9103 | LR: 2.06e-07 | 2654.4ms/step | 9.0 samples/s +Validation at step 19750: Loss = 2.9234, Perplexity = 18.61 +Step 19760/20005 | Loss: 2.9487 | LR: 1.90e-07 | 20856.3ms/step | 1.2 samples/s +Step 19770/20005 | Loss: 2.9290 | LR: 1.75e-07 | 2657.2ms/step | 9.0 samples/s +Step 19780/20005 | Loss: 2.9254 | LR: 1.60e-07 | 2654.0ms/step | 9.0 samples/s +Step 19790/20005 | Loss: 2.9310 | LR: 1.46e-07 | 2654.8ms/step | 9.0 samples/s +Step 19800/20005 | Loss: 2.9115 | LR: 1.33e-07 | 2655.3ms/step | 9.0 samples/s +Step 19810/20005 | Loss: 2.9414 | LR: 1.20e-07 | 2653.6ms/step | 9.0 samples/s +Step 19820/20005 | Loss: 2.9316 | LR: 1.08e-07 | 2655.9ms/step | 9.0 samples/s +Step 19830/20005 | Loss: 2.8866 | LR: 9.68e-08 | 2653.9ms/step | 9.0 samples/s +Step 19840/20005 | Loss: 2.9279 | LR: 8.61e-08 | 2652.4ms/step | 9.0 samples/s +Step 19850/20005 | Loss: 2.9102 | LR: 7.59e-08 | 2654.0ms/step | 9.0 samples/s +Step 19860/20005 | Loss: 2.9149 | LR: 6.65e-08 | 2654.9ms/step | 9.0 samples/s +Step 19870/20005 | Loss: 2.9304 | LR: 5.76e-08 | 2654.6ms/step | 9.0 samples/s +Step 19880/20005 | Loss: 2.9446 | LR: 4.94e-08 | 2654.2ms/step | 9.0 samples/s +Step 19890/20005 | Loss: 2.9238 | LR: 4.18e-08 | 2653.3ms/step | 9.0 samples/s +Step 19900/20005 | Loss: 2.9133 | LR: 3.49e-08 | 2655.7ms/step | 9.0 samples/s +Step 19910/20005 | Loss: 2.9348 | LR: 2.85e-08 | 2653.5ms/step | 9.0 samples/s +Step 19920/20005 | Loss: 2.9005 | LR: 2.28e-08 | 2656.5ms/step | 9.0 samples/s +Step 19930/20005 | Loss: 2.9421 | LR: 1.78e-08 | 2655.5ms/step | 9.0 samples/s +Step 19940/20005 | Loss: 2.9158 | LR: 1.34e-08 | 2658.1ms/step | 9.0 samples/s +Step 19950/20005 | Loss: 2.9390 | LR: 9.56e-09 | 2652.2ms/step | 9.0 samples/s +Step 19960/20005 | Loss: 2.9096 | LR: 6.40e-09 | 2652.9ms/step | 9.0 samples/s +Step 19970/20005 | Loss: 2.9406 | LR: 3.87e-09 | 2654.0ms/step | 9.0 samples/s +Step 19980/20005 | Loss: 2.9545 | LR: 1.98e-09 | 2654.3ms/step | 9.0 samples/s +Step 19990/20005 | Loss: 2.9016 | LR: 7.11e-10 | 2657.1ms/step | 9.0 samples/s +Step 20000/20005 | Loss: 2.9196 | LR: 7.90e-11 | 2655.1ms/step | 9.0 samples/s +Validation at step 20000: Loss = 2.9234, Perplexity = 18.60 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-20000 +Saved checkpoint to checkpoints/run_20260512_052551/checkpoint-20005 diff --git a/epfl_final/wandb/run-20260512_052740-cn25b1jk/files/requirements.txt b/epfl_final/wandb/run-20260512_052740-cn25b1jk/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..3f89498c995f36bd9fa0b56af8282ae6fa0356f0 --- /dev/null +++ b/epfl_final/wandb/run-20260512_052740-cn25b1jk/files/requirements.txt @@ -0,0 +1,97 @@ +pytz==2026.2 +nvidia-cusparselt-cu13==0.8.0 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.7.0 +urllib3==2.7.0 +tzdata==2026.2 +typing_extensions==4.15.0 +triton==3.6.0 +tqdm==4.67.3 +torchinfo==1.8.0 +sympy==1.14.0 +smmap==5.0.3 +six==1.17.0 +shellingham==1.5.4 +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 +nvidia-nccl-cu13==2.28.9 +nvidia-curand==10.4.0.35 +nvidia-cufile==1.15.1.6 +nvidia-cuda-runtime==13.0.96 +nvidia-cuda-nvrtc==13.0.88 +nvidia-cuda-cupti==13.0.85 +nvidia-cublas==13.1.0.3 +numpy==2.2.6 +networkx==3.4.2 +mdurl==0.1.2 +MarkupSafe==3.0.3 +idna==3.14 +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==8.3.3 +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==2.59.0 +requests==2.34.0 +python-dateutil==2.9.0.post0 +pydantic_core==2.46.4 +nvidia-cusparse==12.6.3.3 +nvidia-cufft==12.0.0.61 +nvidia-cudnn-cu13==9.19.0.56 +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 +GitPython==3.1.50 +anyio==4.13.0 +wandb==0.26.1 +typer==0.25.1 +httpx==0.28.1 +aiohttp==3.13.5 +torch==2.11.0 +huggingface_hub==1.14.0 +tokenizers==0.22.2 +datasets==4.8.5 +accelerate==1.13.0 +transformers==5.8.0 +PyGObject==3.42.1 +dbus-python==1.2.18 +distro==1.7.0 +pip==22.0.2 +setuptools==59.6.0 +ssh-import-id==5.11 +wheel==0.37.1 diff --git a/epfl_final/wandb/run-20260512_052740-cn25b1jk/files/wandb-metadata.json 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'output_dir': './checkpoints/run_20260512_052551', 'resume_from_checkpoint': None, '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': None, 'wandb_tags': ['qwen3', '0.6b'], 'attention_type': 'sparse_stochastic', 'sparse_block_size': 128, 'sparse_num_random_blocks': 31, 'sparse_mask_pool_size': 10000, 'sparse_val_dense_compare': False, 'sparse_layer_indices': None, 'sparse_mask_cache_dir': '/mloscratch/homes/navasard/sparse/mask_cache', '_wandb': {}} +2026-05-12 05:27:40,239 INFO MainThread:25915 [wandb_init.py:init():898] starting backend +2026-05-12 05:27:40,470 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returning control to user process +2026-05-13 00:24:41,391 INFO MainThread:25915 [wandb_run.py:_finish():2321] finishing run ruben-navasardyan4869-epfl/stochastic_sparsity/cn25b1jk +2026-05-13 00:24:41,392 INFO MainThread:25915 [wandb_run.py:_atexit_cleanup():2520] got exitcode: 0 +2026-05-13 00:24:41,393 INFO MainThread:25915 [wandb_run.py:_restore():2502] restore +2026-05-13 00:24:41,393 INFO MainThread:25915 [wandb_run.py:_restore():2508] restore done +2026-05-13 00:24:42,807 INFO MainThread:25915 [wandb_run.py:_footer_sync_info():3889] logging synced files diff --git a/epfl_final/wandb/run-20260512_052740-cn25b1jk/run-cn25b1jk.wandb b/epfl_final/wandb/run-20260512_052740-cn25b1jk/run-cn25b1jk.wandb new file mode 100644 index 0000000000000000000000000000000000000000..ab571c27a77d8d35e8db184890847a8dc897f03d --- /dev/null +++ b/epfl_final/wandb/run-20260512_052740-cn25b1jk/run-cn25b1jk.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a15e4afbef688195317652e83d6a7c117d31d8c53b18ec7377ecd78d8c959641 +size 11223915 diff --git a/epfl_final/wandb/run-20260513_051915-x63i12u5/files/config.yaml b/epfl_final/wandb/run-20260513_051915-x63i12u5/files/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d75ef80b1392a829172db28c1302e46e9053e1ff --- /dev/null +++ b/epfl_final/wandb/run-20260513_051915-x63i12u5/files/config.yaml @@ -0,0 +1,140 @@ +_wandb: + value: + cli_version: 0.26.1 + e: + rwkqonaudhuzcez0jkojd2bi7cq7j6so: + codePath: SparseAtt/train.py + codePathLocal: SparseAtt/train.py + cpu_count: 96 + cpu_count_logical: 192 + cudaVersion: "13.0" + disk: + /: + total: "9374931091456" + used: "7268479995904" + email: ruben.navasardyan@mail.utoronto.ca + executable: /usr/bin/python3 + gpu: NVIDIA H100 80GB HBM3 + gpu_count: 1 + gpu_nvidia: + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-3ea6c840-350f-c68c-7562-6e0affa4e153 + host: h100-workspace-7-0-4 + memory: + total: "1623005741056" + os: Linux-6.8.0-59-generic-x86_64-with-glibc2.35 + program: /mloscratch/homes/navasard/sparse/SparseAtt/train.py + python: CPython 3.10.12 + root: /mloscratch/homes/navasard/sparse + startedAt: "2026-05-13T05:19:15.392571Z" + writerId: rwkqonaudhuzcez0jkojd2bi7cq7j6so + m: [] + python_version: 3.10.12 + t: + "1": + - 1 + - 11 + - 49 + - 51 + - 71 + "2": + - 1 + - 11 + - 49 + - 51 + - 71 + "3": + - 2 + - 13 + - 15 + - 16 + - 61 + "4": 3.10.12 + "5": 0.26.1 + "6": 5.8.0 + "12": 0.26.1 + "13": linux-x86_64 +attention_type: + value: sparse_stochastic +checkpoint_activations: + value: false +dense_mode: + value: true +eval_batches: + value: 200 +eval_steps: + value: 250 +gradient_accumulation_steps: + value: 8 +init_from_scratch: + value: true +learning_rate: + value: 0.0005 +logging_steps: + value: 10 +lr_scheduler: + value: cosine +max_grad_norm: + value: 1 +max_seq_length: + value: 8192 +max_steps: + value: 20005 +mixed_precision: + value: bf16 +model_dtype: + value: bfloat16 +model_path: + value: /mloscratch/homes/navasard/qwen3_06b_base +num_epochs: + value: 1 +num_workers: + value: 8 +output_dir: + value: /mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723 +per_device_batch_size: + value: 3 +resume_from_checkpoint: + value: /mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723/checkpoint-18000 +save_steps: + value: 1000 +seed: + value: 42 +sparse_block_size: + value: 128 +sparse_layer_indices: + value: null +sparse_mask_cache_dir: + value: null +sparse_mask_pool_size: + value: 10 +sparse_num_random_blocks: + value: 31 +sparse_val_dense_compare: + value: false +strategy: + value: ddp +train_path: + value: /mloscratch/homes/navasard/data/fineweb/tokenized +val_path: + value: null +verbose: + value: true +wandb_enabled: + value: true +wandb_name: + value: dense-resume-18k +wandb_project: + value: stochastic_sparsity +wandb_tags: + value: + - qwen3 + - 0.6b + - dense-resume +warmup_steps: + value: 250 +weight_decay: + value: 0.01 diff --git a/epfl_final/wandb/run-20260513_051915-x63i12u5/files/output.log b/epfl_final/wandb/run-20260513_051915-x63i12u5/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..7fee25e3dc4cc080ad01507cb24e1b6bd03169b0 --- /dev/null +++ b/epfl_final/wandb/run-20260513_051915-x63i12u5/files/output.log @@ -0,0 +1,314 @@ + + +================================================================================ +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_20260511_191723/checkpoint-18000... +Resumed from checkpoint at step 17999 (epoch 0, micro_step 8) +Resuming training from step 17999 +Starting training... +Step 18000/20005 | Loss: 0.2852 | LR: 1.26e-05 | 10700.3ms/step | 2.2 samples/s +Validation at step 18000: Loss = 2.9081, Perplexity = 18.32 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723/checkpoint-18000 +Step 18010/20005 | Loss: 2.9110 | LR: 1.25e-05 | 41505.6ms/step | 0.6 samples/s +Step 18020/20005 | Loss: 2.9064 | LR: 1.23e-05 | 5760.1ms/step | 4.2 samples/s +Step 18030/20005 | Loss: 2.9086 | LR: 1.22e-05 | 5760.0ms/step | 4.2 samples/s +Step 18040/20005 | Loss: 2.8658 | LR: 1.21e-05 | 5759.9ms/step | 4.2 samples/s +Step 18050/20005 | Loss: 2.8887 | LR: 1.20e-05 | 5759.9ms/step | 4.2 samples/s +Step 18060/20005 | Loss: 2.9105 | LR: 1.18e-05 | 5760.0ms/step | 4.2 samples/s +Step 18070/20005 | Loss: 2.9040 | LR: 1.17e-05 | 5759.7ms/step | 4.2 samples/s +Step 18080/20005 | Loss: 2.8859 | LR: 1.16e-05 | 5760.2ms/step | 4.2 samples/s +Step 18090/20005 | Loss: 2.8690 | LR: 1.15e-05 | 5764.3ms/step | 4.2 samples/s +Step 18100/20005 | Loss: 2.9167 | LR: 1.14e-05 | 5766.5ms/step | 4.2 samples/s +Step 18110/20005 | Loss: 2.8816 | LR: 1.12e-05 | 5762.6ms/step | 4.2 samples/s +Step 18120/20005 | Loss: 2.9037 | LR: 1.11e-05 | 5760.5ms/step | 4.2 samples/s +Step 18130/20005 | Loss: 2.8764 | LR: 1.10e-05 | 5759.8ms/step | 4.2 samples/s +Step 18140/20005 | Loss: 2.8728 | LR: 1.09e-05 | 5760.0ms/step | 4.2 samples/s +Step 18150/20005 | Loss: 2.8748 | LR: 1.08e-05 | 5759.9ms/step | 4.2 samples/s +Step 18160/20005 | Loss: 2.8974 | LR: 1.07e-05 | 5759.9ms/step | 4.2 samples/s +Step 18170/20005 | Loss: 2.8732 | LR: 1.05e-05 | 5759.7ms/step | 4.2 samples/s +Step 18180/20005 | Loss: 2.9163 | LR: 1.04e-05 | 5760.3ms/step | 4.2 samples/s +Step 18190/20005 | Loss: 2.8905 | LR: 1.03e-05 | 5762.0ms/step | 4.2 samples/s +Step 18200/20005 | Loss: 2.8774 | LR: 1.02e-05 | 5766.3ms/step | 4.2 samples/s +Step 18210/20005 | Loss: 2.8885 | LR: 1.01e-05 | 5778.2ms/step | 4.2 samples/s +Step 18220/20005 | Loss: 2.8888 | LR: 9.98e-06 | 5759.5ms/step | 4.2 samples/s +Step 18230/20005 | Loss: 2.8564 | LR: 9.87e-06 | 5759.8ms/step | 4.2 samples/s +Step 18240/20005 | Loss: 2.8919 | LR: 9.76e-06 | 5759.9ms/step | 4.2 samples/s +Step 18250/20005 | Loss: 2.8810 | LR: 9.65e-06 | 5760.6ms/step | 4.2 samples/s +Validation at step 18250: Loss = 2.8985, Perplexity = 18.15 +Step 18260/20005 | Loss: 2.8656 | LR: 9.54e-06 | 40647.7ms/step | 0.6 samples/s +Step 18270/20005 | Loss: 2.9053 | LR: 9.43e-06 | 5771.9ms/step | 4.2 samples/s +Step 18280/20005 | Loss: 2.8800 | LR: 9.33e-06 | 5786.6ms/step | 4.1 samples/s +Step 18290/20005 | Loss: 2.8887 | LR: 9.22e-06 | 5774.1ms/step | 4.2 samples/s +Step 18300/20005 | Loss: 2.8839 | LR: 9.11e-06 | 5776.8ms/step | 4.2 samples/s +Step 18310/20005 | Loss: 2.8669 | LR: 9.01e-06 | 5778.4ms/step | 4.2 samples/s +Step 18320/20005 | Loss: 2.8687 | LR: 8.90e-06 | 5774.5ms/step | 4.2 samples/s +Step 18330/20005 | Loss: 2.8891 | LR: 8.80e-06 | 5775.6ms/step | 4.2 samples/s +Step 18340/20005 | Loss: 2.8904 | LR: 8.69e-06 | 5771.7ms/step | 4.2 samples/s +Step 18350/20005 | Loss: 2.8801 | LR: 8.59e-06 | 5774.2ms/step | 4.2 samples/s +Step 18360/20005 | Loss: 2.8828 | LR: 8.49e-06 | 5775.4ms/step | 4.2 samples/s +Step 18370/20005 | Loss: 2.8928 | LR: 8.38e-06 | 5777.1ms/step | 4.2 samples/s +Step 18380/20005 | Loss: 2.9098 | LR: 8.28e-06 | 5774.0ms/step | 4.2 samples/s +Step 18390/20005 | Loss: 2.9067 | LR: 8.18e-06 | 5775.2ms/step | 4.2 samples/s +Step 18400/20005 | Loss: 2.8925 | LR: 8.08e-06 | 5773.9ms/step | 4.2 samples/s +Step 18410/20005 | Loss: 2.8638 | LR: 7.98e-06 | 5771.0ms/step | 4.2 samples/s +Step 18420/20005 | Loss: 2.8978 | LR: 7.88e-06 | 5771.7ms/step | 4.2 samples/s +Step 18430/20005 | Loss: 2.8809 | LR: 7.78e-06 | 5772.0ms/step | 4.2 samples/s +Step 18440/20005 | Loss: 2.8783 | LR: 7.68e-06 | 5775.7ms/step | 4.2 samples/s +Step 18450/20005 | Loss: 2.9109 | LR: 7.59e-06 | 5776.0ms/step | 4.2 samples/s +Step 18460/20005 | Loss: 2.9144 | LR: 7.49e-06 | 5775.8ms/step | 4.2 samples/s +Step 18470/20005 | Loss: 2.8866 | LR: 7.39e-06 | 5776.2ms/step | 4.2 samples/s +Step 18480/20005 | Loss: 2.8802 | LR: 7.30e-06 | 5775.8ms/step | 4.2 samples/s +Step 18490/20005 | Loss: 2.8752 | LR: 7.20e-06 | 5775.6ms/step | 4.2 samples/s +Step 18500/20005 | Loss: 2.8748 | LR: 7.11e-06 | 5774.0ms/step | 4.2 samples/s +Validation at step 18500: Loss = 2.8981, Perplexity = 18.14 +Step 18510/20005 | Loss: 2.8879 | LR: 7.01e-06 | 40721.3ms/step | 0.6 samples/s +Step 18520/20005 | Loss: 2.8966 | LR: 6.92e-06 | 5782.4ms/step | 4.2 samples/s +Step 18530/20005 | Loss: 2.8946 | LR: 6.83e-06 | 5778.6ms/step | 4.2 samples/s +Step 18540/20005 | Loss: 2.8748 | LR: 6.74e-06 | 5780.1ms/step | 4.2 samples/s +Step 18550/20005 | Loss: 2.8823 | LR: 6.64e-06 | 5779.3ms/step | 4.2 samples/s +Step 18560/20005 | Loss: 2.8972 | LR: 6.55e-06 | 5818.9ms/step | 4.1 samples/s +Step 18570/20005 | Loss: 2.9034 | LR: 6.46e-06 | 5780.9ms/step | 4.2 samples/s +Step 18580/20005 | Loss: 2.8880 | LR: 6.37e-06 | 5780.6ms/step | 4.2 samples/s +Step 18590/20005 | Loss: 2.9004 | LR: 6.29e-06 | 5775.3ms/step | 4.2 samples/s +Step 18600/20005 | Loss: 2.8733 | LR: 6.20e-06 | 5780.6ms/step | 4.2 samples/s +Step 18610/20005 | Loss: 2.8637 | LR: 6.11e-06 | 5775.6ms/step | 4.2 samples/s +Step 18620/20005 | Loss: 2.8966 | LR: 6.02e-06 | 5775.9ms/step | 4.2 samples/s +Step 18630/20005 | Loss: 2.8995 | LR: 5.94e-06 | 5777.4ms/step | 4.2 samples/s +Step 18640/20005 | Loss: 2.8848 | LR: 5.85e-06 | 5772.6ms/step | 4.2 samples/s +Step 18650/20005 | Loss: 2.9146 | LR: 5.76e-06 | 5778.0ms/step | 4.2 samples/s +Step 18660/20005 | Loss: 2.8737 | LR: 5.68e-06 | 5778.2ms/step | 4.2 samples/s +Step 18670/20005 | Loss: 2.8748 | LR: 5.60e-06 | 5778.0ms/step | 4.2 samples/s +Step 18680/20005 | Loss: 2.8967 | LR: 5.51e-06 | 5777.8ms/step | 4.2 samples/s +Step 18690/20005 | Loss: 2.8899 | LR: 5.43e-06 | 5780.1ms/step | 4.2 samples/s +Step 18700/20005 | Loss: 2.8876 | LR: 5.35e-06 | 5780.2ms/step | 4.2 samples/s +Step 18710/20005 | Loss: 2.8914 | LR: 5.27e-06 | 5777.7ms/step | 4.2 samples/s +Step 18720/20005 | Loss: 2.8691 | LR: 5.19e-06 | 5778.1ms/step | 4.2 samples/s +Step 18730/20005 | Loss: 2.8760 | LR: 5.11e-06 | 5781.6ms/step | 4.2 samples/s +Step 18740/20005 | Loss: 2.8732 | LR: 5.03e-06 | 5780.2ms/step | 4.2 samples/s +Step 18750/20005 | Loss: 2.8755 | LR: 4.95e-06 | 5779.0ms/step | 4.2 samples/s +Validation at step 18750: Loss = 2.8979, Perplexity = 18.14 +Step 18760/20005 | Loss: 2.8886 | LR: 4.87e-06 | 40736.6ms/step | 0.6 samples/s +Step 18770/20005 | Loss: 2.8898 | LR: 4.79e-06 | 5778.0ms/step | 4.2 samples/s +Step 18780/20005 | Loss: 2.9159 | LR: 4.71e-06 | 5776.5ms/step | 4.2 samples/s +Step 18790/20005 | Loss: 2.8839 | LR: 4.64e-06 | 5780.8ms/step | 4.2 samples/s +Step 18800/20005 | Loss: 2.8888 | LR: 4.56e-06 | 5782.9ms/step | 4.2 samples/s +Step 18810/20005 | Loss: 2.8654 | LR: 4.49e-06 | 5780.0ms/step | 4.2 samples/s +Step 18820/20005 | Loss: 2.8871 | LR: 4.41e-06 | 5779.5ms/step | 4.2 samples/s +Step 18830/20005 | Loss: 2.8760 | LR: 4.34e-06 | 5773.8ms/step | 4.2 samples/s +Step 18840/20005 | Loss: 2.8729 | LR: 4.26e-06 | 5776.2ms/step | 4.2 samples/s +Step 18850/20005 | Loss: 2.8442 | LR: 4.19e-06 | 5791.7ms/step | 4.1 samples/s +Step 18860/20005 | Loss: 2.8648 | LR: 4.12e-06 | 5769.8ms/step | 4.2 samples/s +Step 18870/20005 | Loss: 2.8708 | LR: 4.05e-06 | 5763.9ms/step | 4.2 samples/s +Step 18880/20005 | Loss: 2.8830 | LR: 3.98e-06 | 5760.7ms/step | 4.2 samples/s +Step 18890/20005 | Loss: 2.8680 | LR: 3.91e-06 | 5777.8ms/step | 4.2 samples/s +Step 18900/20005 | Loss: 2.8684 | LR: 3.84e-06 | 5775.8ms/step | 4.2 samples/s +Step 18910/20005 | Loss: 2.8863 | LR: 3.77e-06 | 5773.6ms/step | 4.2 samples/s +Step 18920/20005 | Loss: 2.8779 | LR: 3.70e-06 | 5760.1ms/step | 4.2 samples/s +Step 18930/20005 | Loss: 2.8561 | LR: 3.63e-06 | 5774.8ms/step | 4.2 samples/s +Step 18940/20005 | Loss: 2.8433 | LR: 3.56e-06 | 5778.9ms/step | 4.2 samples/s +Step 18950/20005 | Loss: 2.8701 | LR: 3.50e-06 | 5773.9ms/step | 4.2 samples/s +Step 18960/20005 | Loss: 2.8910 | LR: 3.43e-06 | 5780.5ms/step | 4.2 samples/s +Step 18970/20005 | Loss: 2.8687 | LR: 3.37e-06 | 5775.0ms/step | 4.2 samples/s +Step 18980/20005 | Loss: 2.8965 | LR: 3.30e-06 | 5775.0ms/step | 4.2 samples/s +Step 18990/20005 | Loss: 2.8651 | LR: 3.24e-06 | 5778.0ms/step | 4.2 samples/s +Step 19000/20005 | Loss: 2.8824 | LR: 3.17e-06 | 5776.1ms/step | 4.2 samples/s +Validation at step 19000: Loss = 2.8979, Perplexity = 18.14 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723/checkpoint-19000 +Step 19010/20005 | Loss: 2.8664 | LR: 3.11e-06 | 41143.6ms/step | 0.6 samples/s +Step 19020/20005 | Loss: 2.8876 | LR: 3.05e-06 | 5779.8ms/step | 4.2 samples/s +Step 19030/20005 | Loss: 2.8684 | LR: 2.99e-06 | 5774.5ms/step | 4.2 samples/s +Step 19040/20005 | Loss: 2.8736 | LR: 2.93e-06 | 5781.5ms/step | 4.2 samples/s +Step 19050/20005 | Loss: 2.8690 | LR: 2.87e-06 | 5774.6ms/step | 4.2 samples/s +Step 19060/20005 | Loss: 2.8869 | LR: 2.81e-06 | 5771.3ms/step | 4.2 samples/s +Step 19070/20005 | Loss: 2.8845 | LR: 2.75e-06 | 5764.2ms/step | 4.2 samples/s +Step 19080/20005 | Loss: 2.8591 | LR: 2.69e-06 | 5769.6ms/step | 4.2 samples/s +Step 19090/20005 | Loss: 2.8939 | LR: 2.63e-06 | 5763.8ms/step | 4.2 samples/s +Step 19100/20005 | Loss: 2.8573 | LR: 2.57e-06 | 5759.8ms/step | 4.2 samples/s +Step 19110/20005 | Loss: 2.8781 | LR: 2.52e-06 | 5773.0ms/step | 4.2 samples/s +Step 19120/20005 | Loss: 2.8942 | LR: 2.46e-06 | 5791.6ms/step | 4.1 samples/s +Step 19130/20005 | Loss: 2.8947 | LR: 2.41e-06 | 5778.0ms/step | 4.2 samples/s +Step 19140/20005 | Loss: 2.8891 | LR: 2.35e-06 | 5776.2ms/step | 4.2 samples/s +Step 19150/20005 | Loss: 2.8893 | LR: 2.30e-06 | 5775.6ms/step | 4.2 samples/s +Step 19160/20005 | Loss: 2.8665 | LR: 2.24e-06 | 5776.2ms/step | 4.2 samples/s +Step 19170/20005 | Loss: 2.9181 | LR: 2.19e-06 | 5779.7ms/step | 4.2 samples/s +Step 19180/20005 | Loss: 2.8777 | LR: 2.14e-06 | 5778.1ms/step | 4.2 samples/s +Step 19190/20005 | Loss: 2.8752 | LR: 2.09e-06 | 5777.8ms/step | 4.2 samples/s +Step 19200/20005 | Loss: 2.8909 | LR: 2.04e-06 | 5779.3ms/step | 4.2 samples/s +Step 19210/20005 | Loss: 2.8683 | LR: 1.99e-06 | 5777.0ms/step | 4.2 samples/s +Step 19220/20005 | Loss: 2.8592 | LR: 1.94e-06 | 5775.7ms/step | 4.2 samples/s +Step 19230/20005 | Loss: 2.9080 | LR: 1.89e-06 | 5777.4ms/step | 4.2 samples/s +Step 19240/20005 | Loss: 2.8627 | LR: 1.84e-06 | 5775.9ms/step | 4.2 samples/s +Step 19250/20005 | Loss: 2.8805 | LR: 1.79e-06 | 5776.8ms/step | 4.2 samples/s +Validation at step 19250: Loss = 2.8979, Perplexity = 18.14 +Step 19260/20005 | Loss: 2.8908 | LR: 1.74e-06 | 40705.5ms/step | 0.6 samples/s +Step 19270/20005 | Loss: 2.9098 | LR: 1.70e-06 | 5778.0ms/step | 4.2 samples/s +Step 19280/20005 | Loss: 2.8604 | LR: 1.65e-06 | 5776.3ms/step | 4.2 samples/s +Step 19290/20005 | Loss: 2.8455 | LR: 1.61e-06 | 5776.0ms/step | 4.2 samples/s +Step 19300/20005 | Loss: 2.8978 | LR: 1.56e-06 | 5777.9ms/step | 4.2 samples/s +Step 19310/20005 | Loss: 2.8934 | LR: 1.52e-06 | 5779.6ms/step | 4.2 samples/s +Step 19320/20005 | Loss: 2.8838 | LR: 1.47e-06 | 5773.6ms/step | 4.2 samples/s +Step 19330/20005 | Loss: 2.8824 | LR: 1.43e-06 | 5776.8ms/step | 4.2 samples/s +Step 19340/20005 | Loss: 2.8992 | LR: 1.39e-06 | 5780.0ms/step | 4.2 samples/s +Step 19350/20005 | Loss: 2.8552 | LR: 1.35e-06 | 5777.8ms/step | 4.2 samples/s +Step 19360/20005 | Loss: 2.9096 | LR: 1.31e-06 | 5778.1ms/step | 4.2 samples/s +Step 19370/20005 | Loss: 2.8786 | LR: 1.27e-06 | 5773.7ms/step | 4.2 samples/s +Step 19380/20005 | Loss: 2.8628 | LR: 1.23e-06 | 5770.1ms/step | 4.2 samples/s +Step 19390/20005 | Loss: 2.8680 | LR: 1.19e-06 | 5777.8ms/step | 4.2 samples/s +Step 19400/20005 | Loss: 2.9039 | LR: 1.15e-06 | 5787.8ms/step | 4.1 samples/s +Step 19410/20005 | Loss: 2.8735 | LR: 1.11e-06 | 5780.3ms/step | 4.2 samples/s +Step 19420/20005 | Loss: 2.8843 | LR: 1.07e-06 | 5777.6ms/step | 4.2 samples/s +Step 19430/20005 | Loss: 2.8824 | LR: 1.04e-06 | 5776.6ms/step | 4.2 samples/s +Step 19440/20005 | Loss: 2.8936 | LR: 1.00e-06 | 5773.9ms/step | 4.2 samples/s +Step 19450/20005 | Loss: 2.8645 | LR: 9.66e-07 | 5776.2ms/step | 4.2 samples/s +Step 19460/20005 | Loss: 2.8658 | LR: 9.32e-07 | 5775.3ms/step | 4.2 samples/s +Step 19470/20005 | Loss: 2.9018 | LR: 8.98e-07 | 5775.5ms/step | 4.2 samples/s +Step 19480/20005 | Loss: 2.8946 | LR: 8.64e-07 | 5774.4ms/step | 4.2 samples/s +Step 19490/20005 | Loss: 2.8730 | LR: 8.31e-07 | 5778.1ms/step | 4.2 samples/s +Step 19500/20005 | Loss: 2.9203 | LR: 7.99e-07 | 5777.7ms/step | 4.2 samples/s +Validation at step 19500: Loss = 2.8979, Perplexity = 18.14 +Step 19510/20005 | Loss: 2.8908 | LR: 7.68e-07 | 40711.9ms/step | 0.6 samples/s +Step 19520/20005 | Loss: 2.8764 | LR: 7.37e-07 | 5778.0ms/step | 4.2 samples/s +Step 19530/20005 | Loss: 2.8918 | LR: 7.07e-07 | 5777.3ms/step | 4.2 samples/s +Step 19540/20005 | Loss: 2.8953 | LR: 6.77e-07 | 5776.2ms/step | 4.2 samples/s +Step 19550/20005 | Loss: 2.8620 | LR: 6.48e-07 | 5779.5ms/step | 4.2 samples/s +Step 19560/20005 | Loss: 2.8739 | LR: 6.20e-07 | 5778.6ms/step | 4.2 samples/s +Step 19570/20005 | Loss: 2.9002 | LR: 5.92e-07 | 5777.4ms/step | 4.2 samples/s +Step 19580/20005 | Loss: 2.8928 | LR: 5.65e-07 | 5776.2ms/step | 4.2 samples/s +Step 19590/20005 | Loss: 2.8798 | LR: 5.39e-07 | 5774.3ms/step | 4.2 samples/s +Step 19600/20005 | Loss: 2.8677 | LR: 5.13e-07 | 5779.9ms/step | 4.2 samples/s +Step 19610/20005 | Loss: 2.8904 | LR: 4.88e-07 | 5780.2ms/step | 4.2 samples/s +Step 19620/20005 | Loss: 2.9101 | LR: 4.64e-07 | 5777.7ms/step | 4.2 samples/s +Step 19630/20005 | Loss: 2.8670 | LR: 4.40e-07 | 5777.9ms/step | 4.2 samples/s +Step 19640/20005 | Loss: 2.8891 | LR: 4.16e-07 | 5778.0ms/step | 4.2 samples/s +Step 19650/20005 | Loss: 2.8858 | LR: 3.94e-07 | 5780.1ms/step | 4.2 samples/s +Step 19660/20005 | Loss: 2.8628 | LR: 3.72e-07 | 5775.7ms/step | 4.2 samples/s +Step 19670/20005 | Loss: 2.9036 | LR: 3.50e-07 | 5778.7ms/step | 4.2 samples/s +Step 19680/20005 | Loss: 2.8706 | LR: 3.30e-07 | 5779.3ms/step | 4.2 samples/s +Step 19690/20005 | Loss: 2.8739 | LR: 3.10e-07 | 5778.1ms/step | 4.2 samples/s +Step 19700/20005 | Loss: 2.8742 | LR: 2.90e-07 | 5771.9ms/step | 4.2 samples/s +Step 19710/20005 | Loss: 2.8850 | LR: 2.71e-07 | 5775.1ms/step | 4.2 samples/s +Step 19720/20005 | Loss: 2.8914 | LR: 2.53e-07 | 5776.7ms/step | 4.2 samples/s +Step 19730/20005 | Loss: 2.8632 | LR: 2.36e-07 | 5772.3ms/step | 4.2 samples/s +Step 19740/20005 | Loss: 2.8995 | LR: 2.19e-07 | 5777.8ms/step | 4.2 samples/s +Step 19750/20005 | Loss: 2.8975 | LR: 2.02e-07 | 5777.7ms/step | 4.2 samples/s +Validation at step 19750: Loss = 2.8979, Perplexity = 18.14 +Step 19760/20005 | Loss: 2.9018 | LR: 1.87e-07 | 40710.2ms/step | 0.6 samples/s +Step 19770/20005 | Loss: 2.8736 | LR: 1.72e-07 | 5777.7ms/step | 4.2 samples/s +Step 19780/20005 | Loss: 2.8970 | LR: 1.57e-07 | 5779.6ms/step | 4.2 samples/s +Step 19790/20005 | Loss: 2.9008 | LR: 1.43e-07 | 5776.4ms/step | 4.2 samples/s +Step 19800/20005 | Loss: 2.8631 | LR: 1.30e-07 | 5778.7ms/step | 4.2 samples/s +Step 19810/20005 | Loss: 2.8762 | LR: 1.18e-07 | 5777.3ms/step | 4.2 samples/s +Step 19820/20005 | Loss: 2.8971 | LR: 1.06e-07 | 5777.5ms/step | 4.2 samples/s +Step 19830/20005 | Loss: 2.8783 | LR: 9.46e-08 | 5776.2ms/step | 4.2 samples/s +Step 19840/20005 | Loss: 2.8528 | LR: 8.40e-08 | 5776.0ms/step | 4.2 samples/s +Step 19850/20005 | Loss: 2.8973 | LR: 7.40e-08 | 5780.0ms/step | 4.2 samples/s +Step 19860/20005 | Loss: 2.9007 | LR: 6.46e-08 | 5777.9ms/step | 4.2 samples/s +Step 19870/20005 | Loss: 2.8989 | LR: 5.59e-08 | 5779.7ms/step | 4.2 samples/s +Step 19880/20005 | Loss: 2.8650 | LR: 4.78e-08 | 5776.2ms/step | 4.2 samples/s +Step 19890/20005 | Loss: 2.8813 | LR: 4.04e-08 | 5779.7ms/step | 4.2 samples/s +Step 19900/20005 | Loss: 2.8916 | LR: 3.35e-08 | 5777.9ms/step | 4.2 samples/s +Step 19910/20005 | Loss: 2.8695 | LR: 2.73e-08 | 5774.5ms/step | 4.2 samples/s +Step 19920/20005 | Loss: 2.8699 | LR: 2.18e-08 | 5779.9ms/step | 4.2 samples/s +Step 19930/20005 | Loss: 2.8845 | LR: 1.68e-08 | 5775.9ms/step | 4.2 samples/s +Step 19940/20005 | Loss: 2.8951 | LR: 1.25e-08 | 5776.4ms/step | 4.2 samples/s +Step 19950/20005 | Loss: 2.8941 | LR: 8.88e-09 | 5779.3ms/step | 4.2 samples/s +Step 19960/20005 | Loss: 2.9041 | LR: 5.85e-09 | 5774.6ms/step | 4.2 samples/s +Step 19970/20005 | Loss: 2.8624 | LR: 3.44e-09 | 5787.5ms/step | 4.1 samples/s +Step 19980/20005 | Loss: 2.8843 | LR: 1.67e-09 | 5781.1ms/step | 4.2 samples/s +Step 19990/20005 | Loss: 2.8803 | LR: 5.34e-10 | 5777.1ms/step | 4.2 samples/s +Step 20000/20005 | Loss: 2.9004 | LR: 2.85e-11 | 5774.7ms/step | 4.2 samples/s +Validation at step 20000: Loss = 2.8979, Perplexity = 18.14 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723/checkpoint-20000 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723/checkpoint-20005 diff --git a/epfl_final/wandb/run-20260513_051915-x63i12u5/files/requirements.txt b/epfl_final/wandb/run-20260513_051915-x63i12u5/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..838e4a9bed0e0092e9d9faea15a66c3459d07c18 --- /dev/null +++ b/epfl_final/wandb/run-20260513_051915-x63i12u5/files/requirements.txt @@ -0,0 +1,97 @@ +pytz==2026.2 +nvidia-cusparselt-cu13==0.8.0 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.7.0 +urllib3==2.7.0 +tzdata==2026.2 +typing_extensions==4.15.0 +triton==3.6.0 +tqdm==4.67.3 +torchinfo==1.8.0 +sympy==1.14.0 +smmap==5.0.3 +six==1.17.0 +shellingham==1.5.4 +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 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+{"time":"2026-05-13T09:25:23.638836376Z","level":"INFO","msg":"stream: all finished"} diff --git a/epfl_final/wandb/run-20260513_051915-x63i12u5/logs/debug.log b/epfl_final/wandb/run-20260513_051915-x63i12u5/logs/debug.log new file mode 100644 index 0000000000000000000000000000000000000000..ac8f880c098b01543602b8ac8dac4a6a825d5b8b --- /dev/null +++ b/epfl_final/wandb/run-20260513_051915-x63i12u5/logs/debug.log @@ -0,0 +1,24 @@ +2026-05-13 05:19:15,409 INFO MainThread:37729 [wandb_setup.py:_flush():81] Current SDK version is 0.26.1 +2026-05-13 05:19:15,409 INFO MainThread:37729 [wandb_setup.py:_flush():81] Configure stats pid to 37729 +2026-05-13 05:19:15,410 INFO MainThread:37729 [wandb_setup.py:_flush():81] Loading settings from environment variables +2026-05-13 05:19:15,410 INFO MainThread:37729 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/wandb/run-20260513_051915-x63i12u5/logs/debug.log +2026-05-13 05:19:15,411 INFO MainThread:37729 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/wandb/run-20260513_051915-x63i12u5/logs/debug-internal.log +2026-05-13 05:19:15,411 INFO MainThread:37729 [wandb_init.py:init():850] calling init triggers +2026-05-13 05:19:15,412 INFO MainThread:37729 [wandb_init.py:init():855] wandb.init called with sweep_config: {} +config: {'model_path': '/mloscratch/homes/navasard/qwen3_06b_base', 'model_dtype': 'bfloat16', 'init_from_scratch': True, 'train_path': '/mloscratch/homes/navasard/data/fineweb/tokenized', 'val_path': None, 'max_seq_length': 8192, 'num_workers': 8, 'output_dir': '/mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723', 'resume_from_checkpoint': '/mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723/checkpoint-18000', '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-resume-18k', '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': {}} +2026-05-13 05:19:15,412 INFO MainThread:37729 [wandb_init.py:init():898] starting backend +2026-05-13 05:19:15,628 INFO MainThread:37729 [wandb_init.py:init():913] sending inform_init request +2026-05-13 05:19:15,932 INFO MainThread:37729 [wandb_init.py:init():918] backend started and connected +2026-05-13 05:19:15,934 INFO MainThread:37729 [wandb_init.py:init():988] updated telemetry +2026-05-13 05:19:15,934 INFO MainThread:37729 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout +2026-05-13 05:19:16,334 INFO MainThread:37729 [wandb_init.py:init():1056] starting run threads in backend +2026-05-13 05:19:16,389 INFO MainThread:37729 [wandb_run.py:_console_start():2554] atexit reg +2026-05-13 05:19:16,389 INFO MainThread:37729 [wandb_run.py:_redirect():2403] redirect: wrap_raw +2026-05-13 05:19:16,389 INFO MainThread:37729 [wandb_run.py:_redirect():2472] Wrapping output streams. +2026-05-13 05:19:16,389 INFO MainThread:37729 [wandb_run.py:_redirect():2495] Redirects installed. +2026-05-13 05:19:16,391 INFO MainThread:37729 [wandb_init.py:init():1094] run started, returning control to user process +2026-05-13 09:25:22,614 INFO MainThread:37729 [wandb_run.py:_finish():2321] finishing run ruben-navasardyan4869-epfl/stochastic_sparsity/x63i12u5 +2026-05-13 09:25:22,615 INFO MainThread:37729 [wandb_run.py:_atexit_cleanup():2520] got exitcode: 0 +2026-05-13 09:25:22,615 INFO MainThread:37729 [wandb_run.py:_restore():2502] restore +2026-05-13 09:25:22,616 INFO MainThread:37729 [wandb_run.py:_restore():2508] restore done +2026-05-13 09:25:23,635 INFO MainThread:37729 [wandb_run.py:_footer_sync_info():3889] logging synced files diff --git a/epfl_final/wandb/run-20260513_051915-x63i12u5/run-x63i12u5.wandb b/epfl_final/wandb/run-20260513_051915-x63i12u5/run-x63i12u5.wandb new file mode 100644 index 0000000000000000000000000000000000000000..589f6cb8f4bf9f51936e309057ec5c46d74ee524 --- /dev/null +++ b/epfl_final/wandb/run-20260513_051915-x63i12u5/run-x63i12u5.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fd79cea41e5d4174d9a111f6137133e8d48ce83aa7f2ffa88f85b75e57badf7c +size 2146561 diff --git a/epfl_final/wandb/run-20260513_052440-i0f0xwcq/files/config.yaml b/epfl_final/wandb/run-20260513_052440-i0f0xwcq/files/config.yaml new file mode 100644 index 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startedAt: "2026-05-13T05:24:40.371637Z" + writerId: oi35laauinf857cg8y9o9liqwb40t030 + m: [] + python_version: 3.10.12 + t: + "1": + - 1 + - 11 + - 49 + - 51 + - 71 + "2": + - 1 + - 11 + - 49 + - 51 + - 71 + "3": + - 2 + - 13 + - 15 + - 16 + - 61 + "4": 3.10.12 + "5": 0.26.1 + "6": 5.8.1 + "12": 0.26.1 + "13": linux-x86_64 +attention_type: + value: sparse_stochastic +checkpoint_activations: + value: false +dense_mode: + value: true +eval_batches: + value: 200 +eval_steps: + value: 250 +gradient_accumulation_steps: + value: 8 +init_from_scratch: + value: true +learning_rate: + value: 0.0005 +logging_steps: + value: 10 +lr_scheduler: + value: cosine +max_grad_norm: + value: 1 +max_seq_length: + value: 8192 +max_steps: + value: 20005 +mixed_precision: + value: bf16 +model_dtype: + value: bfloat16 +model_path: + value: /mloscratch/homes/navasard/qwen3_06b_base +num_epochs: + value: 1 +num_workers: + value: 8 +output_dir: + value: /mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723 +per_device_batch_size: + value: 3 +resume_from_checkpoint: + value: /mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723/checkpoint-19000 +save_steps: + value: 1000 +seed: + value: 42 +sparse_block_size: + value: 128 +sparse_layer_indices: + value: null +sparse_mask_cache_dir: + value: null +sparse_mask_pool_size: + value: 10 +sparse_num_random_blocks: + value: 31 +sparse_val_dense_compare: + value: false +strategy: + value: ddp +train_path: + value: /mloscratch/homes/navasard/data/fineweb/tokenized +val_path: + value: null +verbose: + value: true +wandb_enabled: + value: true +wandb_name: + value: dense-resume-18k +wandb_project: + value: stochastic_sparsity +wandb_tags: + value: + - qwen3 + - 0.6b + - dense-resume +warmup_steps: + value: 250 +weight_decay: + value: 0.01 diff --git a/epfl_final/wandb/run-20260513_052440-i0f0xwcq/files/output.log b/epfl_final/wandb/run-20260513_052440-i0f0xwcq/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..09d145fd6ad3899a7f5ffabb73449982e77a6224 --- /dev/null +++ b/epfl_final/wandb/run-20260513_052440-i0f0xwcq/files/output.log @@ -0,0 +1,211 @@ + + +================================================================================ +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_20260511_191723/checkpoint-19000... +Warning: no RNG state file found for rank 0; RNG will not be restored. +Resumed from checkpoint at step 18999 (epoch 0, micro_step 0) +Resuming training from step 18999 +Starting training... +Warning: no loader_gen_state file found; DataLoader shuffle order on resume may differ from original run. +Step 19000/20005 | Loss: 0.2856 | LR: 3.18e-06 | 64856.9ms/step | 0.4 samples/s +Validation at step 19000: Loss = 2.9082, Perplexity = 18.32 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723/checkpoint-19000 +Step 19010/20005 | Loss: 2.8841 | LR: 3.12e-06 | 43506.1ms/step | 0.6 samples/s +Step 19020/20005 | Loss: 2.9121 | LR: 3.05e-06 | 5798.6ms/step | 4.1 samples/s +Step 19030/20005 | Loss: 2.8848 | LR: 2.99e-06 | 5799.2ms/step | 4.1 samples/s +Step 19040/20005 | Loss: 2.9030 | LR: 2.93e-06 | 5796.6ms/step | 4.1 samples/s +Step 19050/20005 | Loss: 2.9076 | LR: 2.87e-06 | 5801.1ms/step | 4.1 samples/s +Step 19060/20005 | Loss: 2.9055 | LR: 2.81e-06 | 5802.7ms/step | 4.1 samples/s +Step 19070/20005 | Loss: 2.9181 | LR: 2.75e-06 | 5800.7ms/step | 4.1 samples/s +Step 19080/20005 | Loss: 2.8634 | LR: 2.69e-06 | 5803.0ms/step | 4.1 samples/s +Step 19090/20005 | Loss: 2.9011 | LR: 2.64e-06 | 5803.1ms/step | 4.1 samples/s +Step 19100/20005 | Loss: 2.8946 | LR: 2.58e-06 | 5801.6ms/step | 4.1 samples/s +Step 19110/20005 | Loss: 2.8855 | LR: 2.52e-06 | 5846.1ms/step | 4.1 samples/s +Step 19120/20005 | Loss: 2.8977 | LR: 2.47e-06 | 5802.8ms/step | 4.1 samples/s +Step 19130/20005 | Loss: 2.8775 | LR: 2.41e-06 | 5799.4ms/step | 4.1 samples/s +Step 19140/20005 | Loss: 2.8940 | LR: 2.36e-06 | 5801.6ms/step | 4.1 samples/s +Step 19150/20005 | Loss: 2.8891 | LR: 2.30e-06 | 5801.3ms/step | 4.1 samples/s +Step 19160/20005 | Loss: 2.8665 | LR: 2.25e-06 | 5803.0ms/step | 4.1 samples/s +Step 19170/20005 | Loss: 2.8587 | LR: 2.20e-06 | 5802.4ms/step | 4.1 samples/s +Step 19180/20005 | Loss: 2.8930 | LR: 2.14e-06 | 5798.3ms/step | 4.1 samples/s +Step 19190/20005 | Loss: 2.9038 | LR: 2.09e-06 | 5801.6ms/step | 4.1 samples/s +Step 19200/20005 | Loss: 2.8835 | LR: 2.04e-06 | 5799.8ms/step | 4.1 samples/s +Step 19210/20005 | Loss: 2.9115 | LR: 1.99e-06 | 5801.6ms/step | 4.1 samples/s +Step 19220/20005 | Loss: 2.9010 | LR: 1.94e-06 | 5800.3ms/step | 4.1 samples/s +Step 19230/20005 | Loss: 2.9071 | LR: 1.89e-06 | 5800.3ms/step | 4.1 samples/s +Step 19240/20005 | Loss: 2.9033 | LR: 1.84e-06 | 5802.5ms/step | 4.1 samples/s +Step 19250/20005 | Loss: 2.8618 | LR: 1.80e-06 | 5799.7ms/step | 4.1 samples/s +Validation at step 19250: Loss = 2.9042, Perplexity = 18.25 +Step 19260/20005 | Loss: 2.8789 | LR: 1.75e-06 | 40859.3ms/step | 0.6 samples/s +Step 19270/20005 | Loss: 2.9005 | LR: 1.70e-06 | 5798.0ms/step | 4.1 samples/s +Step 19280/20005 | Loss: 2.9064 | LR: 1.66e-06 | 5802.0ms/step | 4.1 samples/s +Step 19290/20005 | Loss: 2.9035 | LR: 1.61e-06 | 5802.4ms/step | 4.1 samples/s +Step 19300/20005 | Loss: 2.8814 | LR: 1.57e-06 | 5800.4ms/step | 4.1 samples/s +Step 19310/20005 | Loss: 2.9034 | LR: 1.52e-06 | 5799.9ms/step | 4.1 samples/s +Step 19320/20005 | Loss: 2.8996 | LR: 1.48e-06 | 5800.9ms/step | 4.1 samples/s +Step 19330/20005 | Loss: 2.8856 | LR: 1.43e-06 | 5802.4ms/step | 4.1 samples/s +Step 19340/20005 | Loss: 2.8643 | LR: 1.39e-06 | 5798.2ms/step | 4.1 samples/s +Step 19350/20005 | Loss: 2.8999 | LR: 1.35e-06 | 5801.1ms/step | 4.1 samples/s +Step 19360/20005 | Loss: 2.8943 | LR: 1.31e-06 | 5803.3ms/step | 4.1 samples/s +Step 19370/20005 | Loss: 2.8913 | LR: 1.27e-06 | 5801.3ms/step | 4.1 samples/s +Step 19380/20005 | Loss: 2.8962 | LR: 1.23e-06 | 5800.5ms/step | 4.1 samples/s +Step 19390/20005 | Loss: 2.8758 | LR: 1.19e-06 | 5802.7ms/step | 4.1 samples/s +Step 19400/20005 | Loss: 2.8741 | LR: 1.15e-06 | 5800.3ms/step | 4.1 samples/s +Step 19410/20005 | Loss: 2.9121 | LR: 1.11e-06 | 5798.2ms/step | 4.1 samples/s +Step 19420/20005 | Loss: 2.8689 | LR: 1.08e-06 | 5798.5ms/step | 4.1 samples/s +Step 19430/20005 | Loss: 2.8710 | LR: 1.04e-06 | 5798.4ms/step | 4.1 samples/s +Step 19440/20005 | Loss: 2.8682 | LR: 1.00e-06 | 5801.2ms/step | 4.1 samples/s +Step 19450/20005 | Loss: 2.8935 | LR: 9.70e-07 | 5801.5ms/step | 4.1 samples/s +Step 19460/20005 | Loss: 2.8957 | LR: 9.35e-07 | 5801.1ms/step | 4.1 samples/s +Step 19470/20005 | Loss: 2.8909 | LR: 9.01e-07 | 5798.9ms/step | 4.1 samples/s +Step 19480/20005 | Loss: 2.8730 | LR: 8.67e-07 | 5796.8ms/step | 4.1 samples/s +Step 19490/20005 | Loss: 2.8959 | LR: 8.35e-07 | 5797.7ms/step | 4.1 samples/s +Step 19500/20005 | Loss: 2.8824 | LR: 8.03e-07 | 5797.8ms/step | 4.1 samples/s +Validation at step 19500: Loss = 2.9036, Perplexity = 18.24 +Step 19510/20005 | Loss: 2.8928 | LR: 7.71e-07 | 40869.8ms/step | 0.6 samples/s +Step 19520/20005 | Loss: 2.8678 | LR: 7.40e-07 | 5801.5ms/step | 4.1 samples/s +Step 19530/20005 | Loss: 2.8681 | LR: 7.10e-07 | 5800.2ms/step | 4.1 samples/s +Step 19540/20005 | Loss: 2.8642 | LR: 6.80e-07 | 5798.5ms/step | 4.1 samples/s +Step 19550/20005 | Loss: 2.9356 | LR: 6.51e-07 | 5801.8ms/step | 4.1 samples/s +Step 19560/20005 | Loss: 2.8972 | LR: 6.23e-07 | 5802.1ms/step | 4.1 samples/s +Step 19570/20005 | Loss: 2.9023 | LR: 5.95e-07 | 5798.3ms/step | 4.1 samples/s +Step 19580/20005 | Loss: 2.8574 | LR: 5.68e-07 | 5836.4ms/step | 4.1 samples/s +Step 19590/20005 | Loss: 2.8756 | LR: 5.42e-07 | 5807.5ms/step | 4.1 samples/s +Step 19600/20005 | Loss: 2.8952 | LR: 5.16e-07 | 5800.3ms/step | 4.1 samples/s +Step 19610/20005 | Loss: 2.8886 | LR: 4.91e-07 | 5799.3ms/step | 4.1 samples/s +Step 19620/20005 | Loss: 2.8894 | LR: 4.66e-07 | 5803.7ms/step | 4.1 samples/s +Step 19630/20005 | Loss: 2.8946 | LR: 4.42e-07 | 5803.9ms/step | 4.1 samples/s +Step 19640/20005 | Loss: 2.9110 | LR: 4.19e-07 | 5802.1ms/step | 4.1 samples/s +Step 19650/20005 | Loss: 2.9165 | LR: 3.96e-07 | 5800.4ms/step | 4.1 samples/s +Step 19660/20005 | Loss: 2.8830 | LR: 3.74e-07 | 5804.4ms/step | 4.1 samples/s +Step 19670/20005 | Loss: 2.8803 | LR: 3.53e-07 | 5801.1ms/step | 4.1 samples/s +Step 19680/20005 | Loss: 2.8821 | LR: 3.32e-07 | 5802.8ms/step | 4.1 samples/s +Step 19690/20005 | Loss: 2.8748 | LR: 3.12e-07 | 5801.4ms/step | 4.1 samples/s +Step 19700/20005 | Loss: 2.8839 | LR: 2.92e-07 | 5802.6ms/step | 4.1 samples/s +Step 19710/20005 | Loss: 2.8690 | LR: 2.73e-07 | 5803.1ms/step | 4.1 samples/s +Step 19720/20005 | Loss: 2.8843 | LR: 2.55e-07 | 5799.9ms/step | 4.1 samples/s +Step 19730/20005 | Loss: 2.8619 | LR: 2.37e-07 | 5802.0ms/step | 4.1 samples/s +Step 19740/20005 | Loss: 2.8787 | LR: 2.20e-07 | 5803.5ms/step | 4.1 samples/s +Step 19750/20005 | Loss: 2.8705 | LR: 2.04e-07 | 5801.0ms/step | 4.1 samples/s +Validation at step 19750: Loss = 2.9035, Perplexity = 18.24 +Step 19760/20005 | Loss: 2.8728 | LR: 1.88e-07 | 40861.9ms/step | 0.6 samples/s +Step 19770/20005 | Loss: 2.9028 | LR: 1.73e-07 | 5803.2ms/step | 4.1 samples/s +Step 19780/20005 | Loss: 2.8959 | LR: 1.59e-07 | 5801.9ms/step | 4.1 samples/s +Step 19790/20005 | Loss: 2.8860 | LR: 1.45e-07 | 5800.9ms/step | 4.1 samples/s +Step 19800/20005 | Loss: 2.8817 | LR: 1.32e-07 | 5799.4ms/step | 4.1 samples/s +Step 19810/20005 | Loss: 2.8840 | LR: 1.19e-07 | 5798.4ms/step | 4.1 samples/s +Step 19820/20005 | Loss: 2.8737 | LR: 1.07e-07 | 5797.4ms/step | 4.1 samples/s +Step 19830/20005 | Loss: 2.8726 | LR: 9.57e-08 | 5800.9ms/step | 4.1 samples/s +Step 19840/20005 | Loss: 2.8749 | LR: 8.50e-08 | 5800.1ms/step | 4.1 samples/s +Step 19850/20005 | Loss: 2.8855 | LR: 7.50e-08 | 5798.7ms/step | 4.1 samples/s +Step 19860/20005 | Loss: 2.8639 | LR: 6.55e-08 | 5798.3ms/step | 4.1 samples/s +Step 19870/20005 | Loss: 2.9065 | LR: 5.68e-08 | 5798.5ms/step | 4.1 samples/s +Step 19880/20005 | Loss: 2.8865 | LR: 4.86e-08 | 5799.3ms/step | 4.1 samples/s +Step 19890/20005 | Loss: 2.8910 | LR: 4.11e-08 | 5801.9ms/step | 4.1 samples/s +Step 19900/20005 | Loss: 2.8658 | LR: 3.42e-08 | 5806.0ms/step | 4.1 samples/s +Step 19910/20005 | Loss: 2.8996 | LR: 2.79e-08 | 5799.8ms/step | 4.1 samples/s +Step 19920/20005 | Loss: 2.8895 | LR: 2.23e-08 | 5799.6ms/step | 4.1 samples/s +Step 19930/20005 | Loss: 2.8606 | LR: 1.73e-08 | 5802.8ms/step | 4.1 samples/s +Step 19940/20005 | Loss: 2.8804 | LR: 1.29e-08 | 5800.1ms/step | 4.1 samples/s +Step 19950/20005 | Loss: 2.8914 | LR: 9.22e-09 | 5803.8ms/step | 4.1 samples/s +Step 19960/20005 | Loss: 2.9020 | LR: 6.12e-09 | 5804.7ms/step | 4.1 samples/s +Step 19970/20005 | Loss: 2.9103 | LR: 3.65e-09 | 5801.9ms/step | 4.1 samples/s +Step 19980/20005 | Loss: 2.9041 | LR: 1.82e-09 | 5802.7ms/step | 4.1 samples/s +Step 19990/20005 | Loss: 2.8692 | LR: 6.20e-10 | 5801.4ms/step | 4.1 samples/s +Step 20000/20005 | Loss: 2.8643 | LR: 5.06e-11 | 5798.9ms/step | 4.1 samples/s +Validation at step 20000: Loss = 2.9035, Perplexity = 18.24 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723/checkpoint-20000 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723/checkpoint-20005 diff --git a/epfl_final/wandb/run-20260513_052440-i0f0xwcq/files/requirements.txt b/epfl_final/wandb/run-20260513_052440-i0f0xwcq/files/requirements.txt new 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run ruben-navasardyan4869-epfl/stochastic_sparsity/i0f0xwcq +2026-05-13 07:32:58,074 INFO MainThread:2274 [wandb_run.py:_atexit_cleanup():2520] got exitcode: 0 +2026-05-13 07:32:58,074 INFO MainThread:2274 [wandb_run.py:_restore():2502] restore +2026-05-13 07:32:58,075 INFO MainThread:2274 [wandb_run.py:_restore():2508] restore done +2026-05-13 07:32:59,635 INFO MainThread:2274 [wandb_run.py:_footer_sync_info():3889] logging synced files diff --git a/epfl_final/wandb/run-20260513_052440-i0f0xwcq/run-i0f0xwcq.wandb b/epfl_final/wandb/run-20260513_052440-i0f0xwcq/run-i0f0xwcq.wandb new file mode 100644 index 0000000000000000000000000000000000000000..9f3ccf39f9f7af5fa09760ef3425527d533f10e7 --- /dev/null +++ b/epfl_final/wandb/run-20260513_052440-i0f0xwcq/run-i0f0xwcq.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f86037cf88e114dae924fecec941a332ce5737d02df2b556d277a42e51fd162f +size 1114772 diff --git a/epfl_final/wandb/run-20260513_151725-qudv4nmq/files/output.log b/epfl_final/wandb/run-20260513_151725-qudv4nmq/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..3628cb2b3341bc9adde89d5946d42eb2d2441ad3 --- /dev/null +++ b/epfl_final/wandb/run-20260513_151725-qudv4nmq/files/output.log @@ -0,0 +1,236 @@ + + +================================================================================ +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_20260511_191723/checkpoint-16000... +Warning: no RNG state file found for rank 0; RNG will not be restored. +Resumed from checkpoint at step 15999 (epoch 0, micro_step 0) +Resuming training from step 15999 +Starting training... +Warning: no loader_gen_state file found; DataLoader shuffle order on resume may differ from original run. +Step 16000/20005 | Loss: 0.2859 | LR: 4.90e-05 | 61450.0ms/step | 0.4 samples/s +Validation at step 16000: Loss = 2.9095, Perplexity = 18.35 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723/checkpoint-16000 +Step 16010/20005 | Loss: 2.8805 | LR: 4.88e-05 | 42322.3ms/step | 0.6 samples/s +Step 16020/20005 | Loss: 2.9052 | LR: 4.85e-05 | 5797.6ms/step | 4.1 samples/s +Step 16030/20005 | Loss: 2.8774 | LR: 4.83e-05 | 5801.3ms/step | 4.1 samples/s +Step 16040/20005 | Loss: 2.8951 | LR: 4.80e-05 | 5783.8ms/step | 4.1 samples/s +Step 16050/20005 | Loss: 2.8999 | LR: 4.78e-05 | 5774.8ms/step | 4.2 samples/s +Step 16060/20005 | Loss: 2.8975 | LR: 4.76e-05 | 5774.1ms/step | 4.2 samples/s +Step 16070/20005 | Loss: 2.9103 | LR: 4.73e-05 | 5786.3ms/step | 4.1 samples/s +Step 16080/20005 | Loss: 2.8558 | LR: 4.71e-05 | 5793.9ms/step | 4.1 samples/s +Step 16090/20005 | Loss: 2.8936 | LR: 4.69e-05 | 5796.0ms/step | 4.1 samples/s +Step 16100/20005 | Loss: 2.8871 | LR: 4.67e-05 | 5782.7ms/step | 4.2 samples/s +Step 16110/20005 | Loss: 2.8781 | LR: 4.64e-05 | 5777.7ms/step | 4.2 samples/s +Step 16120/20005 | Loss: 2.8904 | LR: 4.62e-05 | 5775.9ms/step | 4.2 samples/s +Step 16130/20005 | Loss: 2.8697 | LR: 4.60e-05 | 5791.7ms/step | 4.1 samples/s +Step 16140/20005 | Loss: 2.8868 | LR: 4.57e-05 | 5801.7ms/step | 4.1 samples/s +Step 16150/20005 | Loss: 2.8816 | LR: 4.55e-05 | 5800.1ms/step | 4.1 samples/s +Step 16160/20005 | Loss: 2.8591 | LR: 4.53e-05 | 5784.0ms/step | 4.1 samples/s +Step 16170/20005 | Loss: 2.8515 | LR: 4.50e-05 | 5782.4ms/step | 4.2 samples/s +Step 16180/20005 | Loss: 2.8859 | LR: 4.48e-05 | 5784.0ms/step | 4.1 samples/s +Step 16190/20005 | Loss: 2.8966 | LR: 4.46e-05 | 5787.5ms/step | 4.1 samples/s +Step 16200/20005 | Loss: 2.8766 | LR: 4.44e-05 | 5802.8ms/step | 4.1 samples/s +Step 16210/20005 | Loss: 2.9043 | LR: 4.41e-05 | 5805.9ms/step | 4.1 samples/s +Step 16220/20005 | Loss: 2.8939 | LR: 4.39e-05 | 5783.9ms/step | 4.1 samples/s +Step 16230/20005 | Loss: 2.8999 | LR: 4.37e-05 | 5777.6ms/step | 4.2 samples/s +Step 16240/20005 | Loss: 2.8962 | LR: 4.35e-05 | 5775.0ms/step | 4.2 samples/s +Step 16250/20005 | Loss: 2.8544 | LR: 4.32e-05 | 5791.8ms/step | 4.1 samples/s +Validation at step 16250: Loss = 2.8974, Perplexity = 18.13 +Step 16260/20005 | Loss: 2.8719 | LR: 4.30e-05 | 39967.3ms/step | 0.6 samples/s +Step 16270/20005 | Loss: 2.8932 | LR: 4.28e-05 | 5794.1ms/step | 4.1 samples/s +Step 16280/20005 | Loss: 2.8991 | LR: 4.26e-05 | 5778.4ms/step | 4.2 samples/s +Step 16290/20005 | Loss: 2.8963 | LR: 4.24e-05 | 5782.1ms/step | 4.2 samples/s +Step 16300/20005 | Loss: 2.8744 | LR: 4.21e-05 | 5779.4ms/step | 4.2 samples/s +Step 16310/20005 | Loss: 2.8959 | LR: 4.19e-05 | 5794.2ms/step | 4.1 samples/s +Step 16320/20005 | Loss: 2.8922 | LR: 4.17e-05 | 5805.9ms/step | 4.1 samples/s +Step 16330/20005 | Loss: 2.8783 | LR: 4.15e-05 | 5792.6ms/step | 4.1 samples/s +Step 16340/20005 | Loss: 2.8571 | LR: 4.13e-05 | 5780.2ms/step | 4.2 samples/s +Step 16350/20005 | Loss: 2.8927 | LR: 4.10e-05 | 5782.3ms/step | 4.2 samples/s +Step 16360/20005 | Loss: 2.8868 | LR: 4.08e-05 | 5774.0ms/step | 4.2 samples/s +Step 16370/20005 | Loss: 2.8835 | LR: 4.06e-05 | 5793.8ms/step | 4.1 samples/s +Step 16380/20005 | Loss: 2.8890 | LR: 4.04e-05 | 5805.2ms/step | 4.1 samples/s +Step 16390/20005 | Loss: 2.8688 | LR: 4.02e-05 | 5792.8ms/step | 4.1 samples/s +Step 16400/20005 | Loss: 2.8665 | LR: 3.99e-05 | 5775.8ms/step | 4.2 samples/s +Step 16410/20005 | Loss: 2.9046 | LR: 3.97e-05 | 5798.5ms/step | 4.1 samples/s +Step 16420/20005 | Loss: 2.8618 | LR: 3.95e-05 | 5777.6ms/step | 4.2 samples/s +Step 16430/20005 | Loss: 2.8637 | LR: 3.93e-05 | 5798.4ms/step | 4.1 samples/s +Step 16440/20005 | Loss: 2.8608 | LR: 3.91e-05 | 5808.3ms/step | 4.1 samples/s +Step 16450/20005 | Loss: 2.8862 | LR: 3.89e-05 | 5787.8ms/step | 4.1 samples/s +Step 16460/20005 | Loss: 2.8885 | LR: 3.87e-05 | 5775.7ms/step | 4.2 samples/s +Step 16470/20005 | Loss: 2.8833 | LR: 3.85e-05 | 5771.0ms/step | 4.2 samples/s +Step 16480/20005 | Loss: 2.8654 | LR: 3.82e-05 | 5777.6ms/step | 4.2 samples/s +Step 16490/20005 | Loss: 2.8883 | LR: 3.80e-05 | 5805.9ms/step | 4.1 samples/s +Step 16500/20005 | Loss: 2.8750 | LR: 3.78e-05 | 5847.9ms/step | 4.1 samples/s +Validation at step 16500: Loss = 2.8964, Perplexity = 18.11 +Step 16510/20005 | Loss: 2.8852 | LR: 3.76e-05 | 39988.2ms/step | 0.6 samples/s +Step 16520/20005 | Loss: 2.8601 | LR: 3.74e-05 | 5779.8ms/step | 4.2 samples/s +Step 16530/20005 | Loss: 2.8606 | LR: 3.72e-05 | 5778.4ms/step | 4.2 samples/s +Step 16540/20005 | Loss: 2.8567 | LR: 3.70e-05 | 5788.9ms/step | 4.1 samples/s +Step 16550/20005 | Loss: 2.9279 | LR: 3.68e-05 | 5799.2ms/step | 4.1 samples/s +Step 16560/20005 | Loss: 2.8896 | LR: 3.66e-05 | 5806.0ms/step | 4.1 samples/s +Step 16570/20005 | Loss: 2.8944 | LR: 3.64e-05 | 5789.4ms/step | 4.1 samples/s +Step 16580/20005 | Loss: 2.8497 | LR: 3.62e-05 | 5778.2ms/step | 4.2 samples/s +Step 16590/20005 | Loss: 2.8682 | LR: 3.59e-05 | 5787.9ms/step | 4.1 samples/s +Step 16600/20005 | Loss: 2.8877 | LR: 3.57e-05 | 5789.2ms/step | 4.1 samples/s +Step 16610/20005 | Loss: 2.8810 | LR: 3.55e-05 | 5805.3ms/step | 4.1 samples/s +Step 16620/20005 | Loss: 2.8817 | LR: 3.53e-05 | 5806.6ms/step | 4.1 samples/s +Step 16630/20005 | Loss: 2.8868 | LR: 3.51e-05 | 5785.3ms/step | 4.1 samples/s +Step 16640/20005 | Loss: 2.9033 | LR: 3.49e-05 | 5778.0ms/step | 4.2 samples/s +Step 16650/20005 | Loss: 2.9087 | LR: 3.47e-05 | 5774.1ms/step | 4.2 samples/s +Step 16660/20005 | Loss: 2.8753 | LR: 3.45e-05 | 5783.8ms/step | 4.1 samples/s +Step 16670/20005 | Loss: 2.8726 | LR: 3.43e-05 | 5806.0ms/step | 4.1 samples/s +Step 16680/20005 | Loss: 2.8741 | LR: 3.41e-05 | 5808.2ms/step | 4.1 samples/s +Step 16690/20005 | Loss: 2.8671 | LR: 3.39e-05 | 5792.3ms/step | 4.1 samples/s +Step 16700/20005 | Loss: 2.8762 | LR: 3.37e-05 | 5802.2ms/step | 4.1 samples/s +Step 16710/20005 | Loss: 2.8609 | LR: 3.35e-05 | 5801.5ms/step | 4.1 samples/s +Step 16720/20005 | Loss: 2.8764 | LR: 3.33e-05 | 5798.4ms/step | 4.1 samples/s +Step 16730/20005 | Loss: 2.8537 | LR: 3.31e-05 | 5804.1ms/step | 4.1 samples/s +Step 16740/20005 | Loss: 2.8709 | LR: 3.29e-05 | 5801.8ms/step | 4.1 samples/s +Step 16750/20005 | Loss: 2.8625 | LR: 3.27e-05 | 5785.3ms/step | 4.1 samples/s +Validation at step 16750: Loss = 2.8958, Perplexity = 18.10 +Step 16760/20005 | Loss: 2.8645 | LR: 3.25e-05 | 40056.8ms/step | 0.6 samples/s +Step 16770/20005 | Loss: 2.8947 | LR: 3.23e-05 | 5803.4ms/step | 4.1 samples/s +Step 16780/20005 | Loss: 2.8879 | LR: 3.21e-05 | 5797.2ms/step | 4.1 samples/s +Step 16790/20005 | Loss: 2.8779 | LR: 3.20e-05 | 5802.3ms/step | 4.1 samples/s +Step 16800/20005 | Loss: 2.8738 | LR: 3.18e-05 | 5812.2ms/step | 4.1 samples/s +Step 16810/20005 | Loss: 2.8759 | LR: 3.16e-05 | 5789.0ms/step | 4.1 samples/s +Step 16820/20005 | Loss: 2.8653 | LR: 3.14e-05 | 5787.6ms/step | 4.1 samples/s +Step 16830/20005 | Loss: 2.8641 | LR: 3.12e-05 | 5796.3ms/step | 4.1 samples/s +Step 16840/20005 | Loss: 2.8667 | LR: 3.10e-05 | 5800.3ms/step | 4.1 samples/s +Step 16850/20005 | Loss: 2.8774 | LR: 3.08e-05 | 5800.0ms/step | 4.1 samples/s +Step 16860/20005 | Loss: 2.8557 | LR: 3.06e-05 | 5810.7ms/step | 4.1 samples/s +Step 16870/20005 | Loss: 2.8982 | LR: 3.04e-05 | 5787.4ms/step | 4.1 samples/s +Step 16880/20005 | Loss: 2.8782 | LR: 3.02e-05 | 5794.7ms/step | 4.1 samples/s +Step 16890/20005 | Loss: 2.8829 | LR: 3.00e-05 | 5801.1ms/step | 4.1 samples/s +Step 16900/20005 | Loss: 2.8573 | LR: 2.98e-05 | 5800.6ms/step | 4.1 samples/s +Step 16910/20005 | Loss: 2.8912 | LR: 2.97e-05 | 5796.6ms/step | 4.1 samples/s +Step 16920/20005 | Loss: 2.8813 | LR: 2.95e-05 | 5808.5ms/step | 4.1 samples/s +Step 16930/20005 | Loss: 2.8525 | LR: 2.93e-05 | 5787.2ms/step | 4.1 samples/s +Step 16940/20005 | Loss: 2.8718 | LR: 2.91e-05 | 5777.5ms/step | 4.2 samples/s +Step 16950/20005 | Loss: 2.8829 | LR: 2.89e-05 | 5788.7ms/step | 4.1 samples/s +Step 16960/20005 | Loss: 2.8935 | LR: 2.87e-05 | 5801.4ms/step | 4.1 samples/s +Step 16970/20005 | Loss: 2.9022 | LR: 2.85e-05 | 5795.8ms/step | 4.1 samples/s +Step 16980/20005 | Loss: 2.8955 | LR: 2.84e-05 | 5799.3ms/step | 4.1 samples/s +Step 16990/20005 | Loss: 2.8606 | LR: 2.82e-05 | 5796.4ms/step | 4.1 samples/s +Step 17000/20005 | Loss: 2.8556 | LR: 2.80e-05 | 5822.8ms/step | 4.1 samples/s +Validation at step 17000: Loss = 2.8954, Perplexity = 18.09 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723/checkpoint-17000 +Step 17010/20005 | Loss: 2.8932 | LR: 2.78e-05 | 40472.1ms/step | 0.6 samples/s +Step 17020/20005 | Loss: 2.8715 | LR: 2.76e-05 | 5795.8ms/step | 4.1 samples/s +Step 17030/20005 | Loss: 2.8630 | LR: 2.74e-05 | 5784.2ms/step | 4.1 samples/s +Step 17040/20005 | Loss: 2.8649 | LR: 2.73e-05 | 5804.2ms/step | 4.1 samples/s +Step 17050/20005 | Loss: 2.8631 | LR: 2.71e-05 | 5803.9ms/step | 4.1 samples/s +Step 17060/20005 | Loss: 2.8951 | LR: 2.69e-05 | 5785.9ms/step | 4.1 samples/s +Step 17070/20005 | Loss: 2.8709 | LR: 2.67e-05 | 5773.8ms/step | 4.2 samples/s +Step 17080/20005 | Loss: 2.9004 | LR: 2.65e-05 | 5774.1ms/step | 4.2 samples/s +Step 17090/20005 | Loss: 2.8492 | LR: 2.64e-05 | 5778.0ms/step | 4.2 samples/s +Step 17100/20005 | Loss: 2.8993 | LR: 2.62e-05 | 5799.8ms/step | 4.1 samples/s +Step 17110/20005 | Loss: 2.9000 | LR: 2.60e-05 | 5806.2ms/step | 4.1 samples/s +Step 17120/20005 | Loss: 2.8823 | LR: 2.58e-05 | 5780.5ms/step | 4.2 samples/s +Step 17130/20005 | Loss: 2.8930 | LR: 2.57e-05 | 5777.5ms/step | 4.2 samples/s +Step 17140/20005 | Loss: 2.8838 | LR: 2.55e-05 | 5772.2ms/step | 4.2 samples/s +Step 17150/20005 | Loss: 2.8710 | LR: 2.53e-05 | 5776.7ms/step | 4.2 samples/s +Step 17160/20005 | Loss: 2.8906 | LR: 2.51e-05 | 5799.7ms/step | 4.1 samples/s +Step 17170/20005 | Loss: 2.8886 | LR: 2.50e-05 | 5802.9ms/step | 4.1 samples/s +Step 17180/20005 | Loss: 2.8920 | LR: 2.48e-05 | 5786.9ms/step | 4.1 samples/s +Step 17190/20005 | Loss: 2.8665 | LR: 2.46e-05 | 5775.9ms/step | 4.2 samples/s +Step 17200/20005 | Loss: 2.8719 | LR: 2.44e-05 | 5776.3ms/step | 4.2 samples/s +Step 17210/20005 | Loss: 2.8837 | LR: 2.43e-05 | 5777.9ms/step | 4.2 samples/s +Step 17220/20005 | Loss: 2.8843 | LR: 2.41e-05 | 5796.4ms/step | 4.1 samples/s +Step 17230/20005 | Loss: 2.8992 | LR: 2.39e-05 | 5804.3ms/step | 4.1 samples/s +Step 17240/20005 | Loss: 2.8704 | LR: 2.38e-05 | 5788.7ms/step | 4.1 samples/s +Step 17250/20005 | Loss: 2.8868 | LR: 2.36e-05 | 5776.6ms/step | 4.2 samples/s +Validation at step 17250: Loss = 2.8951, Perplexity = 18.08 diff --git a/epfl_final/wandb/run-20260513_151725-qudv4nmq/files/requirements.txt b/epfl_final/wandb/run-20260513_151725-qudv4nmq/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..c00675cf5868b1c5737e57290561b451b29827fb --- /dev/null +++ b/epfl_final/wandb/run-20260513_151725-qudv4nmq/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 +nvidia-nccl-cu13==2.29.7 +nvidia-curand==10.4.0.35 +nvidia-cufile==1.15.1.6 +nvidia-cuda-runtime==13.0.96 +nvidia-cuda-nvrtc==13.0.88 +nvidia-cuda-cupti==13.0.85 +numpy==2.2.6 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+{"time":"2026-05-13T17:54:42.701060697Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"} diff --git a/epfl_final/wandb/run-20260513_151725-qudv4nmq/logs/debug.log b/epfl_final/wandb/run-20260513_151725-qudv4nmq/logs/debug.log new file mode 100644 index 0000000000000000000000000000000000000000..36ff723c9072e878101ab5656f2b20068a72400d --- /dev/null +++ b/epfl_final/wandb/run-20260513_151725-qudv4nmq/logs/debug.log @@ -0,0 +1,19 @@ +2026-05-13 15:17:25,959 INFO MainThread:2444 [wandb_setup.py:_flush():81] Current SDK version is 0.26.1 +2026-05-13 15:17:25,959 INFO MainThread:2444 [wandb_setup.py:_flush():81] Configure stats pid to 2444 +2026-05-13 15:17:25,960 INFO MainThread:2444 [wandb_setup.py:_flush():81] Loading settings from environment variables +2026-05-13 15:17:25,960 INFO MainThread:2444 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/wandb/run-20260513_151725-qudv4nmq/logs/debug.log +2026-05-13 15:17:25,961 INFO MainThread:2444 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/wandb/run-20260513_151725-qudv4nmq/logs/debug-internal.log +2026-05-13 15:17:25,961 INFO MainThread:2444 [wandb_init.py:init():850] calling init triggers +2026-05-13 15:17:25,962 INFO MainThread:2444 [wandb_init.py:init():855] wandb.init called with sweep_config: {} +config: {'model_path': '/mloscratch/homes/navasard/qwen3_06b_base', 'model_dtype': 'bfloat16', 'init_from_scratch': True, 'train_path': '/mloscratch/homes/navasard/data/fineweb/tokenized', 'val_path': None, 'max_seq_length': 8192, 'num_workers': 8, 'output_dir': '/mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723', 'resume_from_checkpoint': '/mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723/checkpoint-16000', '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-resume-18k', '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': {}} +2026-05-13 15:17:25,962 INFO MainThread:2444 [wandb_init.py:init():898] starting backend +2026-05-13 15:17:26,183 INFO MainThread:2444 [wandb_init.py:init():913] sending inform_init request +2026-05-13 15:17:26,496 INFO MainThread:2444 [wandb_init.py:init():918] backend started and connected +2026-05-13 15:17:26,498 INFO MainThread:2444 [wandb_init.py:init():988] updated telemetry +2026-05-13 15:17:26,499 INFO MainThread:2444 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout +2026-05-13 15:17:27,411 INFO MainThread:2444 [wandb_init.py:init():1056] starting run threads in backend +2026-05-13 15:17:27,498 INFO MainThread:2444 [wandb_run.py:_console_start():2554] atexit reg +2026-05-13 15:17:27,498 INFO MainThread:2444 [wandb_run.py:_redirect():2403] redirect: wrap_raw +2026-05-13 15:17:27,499 INFO MainThread:2444 [wandb_run.py:_redirect():2472] Wrapping output streams. +2026-05-13 15:17:27,499 INFO MainThread:2444 [wandb_run.py:_redirect():2495] Redirects installed. +2026-05-13 15:17:27,502 INFO MainThread:2444 [wandb_init.py:init():1094] run started, returning control to user process diff --git a/epfl_final/wandb/run-20260513_151725-qudv4nmq/run-qudv4nmq.wandb b/epfl_final/wandb/run-20260513_151725-qudv4nmq/run-qudv4nmq.wandb new file mode 100644 index 0000000000000000000000000000000000000000..d2eb9f5cb84818eb46903ccc2ec64526962d5bf8 --- /dev/null +++ b/epfl_final/wandb/run-20260513_151725-qudv4nmq/run-qudv4nmq.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f84bb4e4d56a929d091c6aa686abea9252247e728aa2ea4e4ed5da90bee64333 +size 1376256 diff --git a/epfl_final/wandb/run-20260513_164613-40cb81kv/files/output.log b/epfl_final/wandb/run-20260513_164613-40cb81kv/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..6e2073871d3eaf1277fc8db1dcc6372b3bd9c5a6 --- /dev/null +++ b/epfl_final/wandb/run-20260513_164613-40cb81kv/files/output.log @@ -0,0 +1,266 @@ + + +================================================================================ +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_20260511_191723/checkpoint-8000... +Warning: no RNG state file found for rank 0; RNG will not be restored. +Resumed from checkpoint at step 7999 (epoch 0, micro_step 0) +Resuming training from step 7999 +Starting training... +Warning: no loader_gen_state file found; DataLoader shuffle order on resume may differ from original run. +Step 8000/20005 | Loss: 0.3005 | LR: 3.33e-04 | 60738.9ms/step | 0.4 samples/s +Validation at step 8000: Loss = 3.0463, Perplexity = 21.04 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723/checkpoint-8000 +Step 8010/20005 | Loss: 3.0209 | LR: 3.33e-04 | 43173.7ms/step | 0.6 samples/s +Step 8020/20005 | Loss: 3.0490 | LR: 3.32e-04 | 5895.2ms/step | 4.1 samples/s +Step 8030/20005 | Loss: 3.0187 | LR: 3.32e-04 | 5845.3ms/step | 4.1 samples/s +Step 8040/20005 | Loss: 3.0369 | LR: 3.31e-04 | 5844.8ms/step | 4.1 samples/s +Step 8050/20005 | Loss: 3.0430 | LR: 3.31e-04 | 5844.2ms/step | 4.1 samples/s +Step 8060/20005 | Loss: 3.0399 | LR: 3.31e-04 | 5844.5ms/step | 4.1 samples/s +Step 8070/20005 | Loss: 3.0496 | LR: 3.30e-04 | 5845.8ms/step | 4.1 samples/s +Step 8080/20005 | Loss: 2.9954 | LR: 3.30e-04 | 5844.4ms/step | 4.1 samples/s +Step 8090/20005 | Loss: 3.0354 | LR: 3.30e-04 | 5846.4ms/step | 4.1 samples/s +Step 8100/20005 | Loss: 3.0208 | LR: 3.29e-04 | 5849.0ms/step | 4.1 samples/s +Step 8110/20005 | Loss: 3.0160 | LR: 3.29e-04 | 5844.7ms/step | 4.1 samples/s +Step 8120/20005 | Loss: 3.0308 | LR: 3.28e-04 | 5849.4ms/step | 4.1 samples/s +Step 8130/20005 | Loss: 3.0105 | LR: 3.28e-04 | 5851.7ms/step | 4.1 samples/s +Step 8140/20005 | Loss: 3.0254 | LR: 3.28e-04 | 5846.8ms/step | 4.1 samples/s +Step 8150/20005 | Loss: 3.0212 | LR: 3.27e-04 | 5848.3ms/step | 4.1 samples/s +Step 8160/20005 | Loss: 2.9973 | LR: 3.27e-04 | 5845.1ms/step | 4.1 samples/s +Step 8170/20005 | Loss: 2.9866 | LR: 3.27e-04 | 5844.8ms/step | 4.1 samples/s +Step 8180/20005 | Loss: 3.0179 | LR: 3.26e-04 | 5844.1ms/step | 4.1 samples/s +Step 8190/20005 | Loss: 3.0313 | LR: 3.26e-04 | 5845.2ms/step | 4.1 samples/s +Step 8200/20005 | Loss: 3.0137 | LR: 3.25e-04 | 5844.7ms/step | 4.1 samples/s +Step 8210/20005 | Loss: 3.0414 | LR: 3.25e-04 | 5844.0ms/step | 4.1 samples/s +Step 8220/20005 | Loss: 3.0272 | LR: 3.25e-04 | 5846.0ms/step | 4.1 samples/s +Step 8230/20005 | Loss: 3.0355 | LR: 3.24e-04 | 5844.2ms/step | 4.1 samples/s +Step 8240/20005 | Loss: 3.0317 | LR: 3.24e-04 | 5846.5ms/step | 4.1 samples/s +Step 8250/20005 | Loss: 2.9886 | LR: 3.24e-04 | 5846.2ms/step | 4.1 samples/s +Validation at step 8250: Loss = 3.0269, Perplexity = 20.63 +Step 8260/20005 | Loss: 3.0043 | LR: 3.23e-04 | 40512.8ms/step | 0.6 samples/s +Step 8270/20005 | Loss: 3.0274 | LR: 3.23e-04 | 5844.8ms/step | 4.1 samples/s +Step 8280/20005 | Loss: 3.0327 | LR: 3.22e-04 | 5845.8ms/step | 4.1 samples/s +Step 8290/20005 | Loss: 3.0293 | LR: 3.22e-04 | 5848.5ms/step | 4.1 samples/s +Step 8300/20005 | Loss: 3.0040 | LR: 3.22e-04 | 5846.7ms/step | 4.1 samples/s +Step 8310/20005 | Loss: 3.0314 | LR: 3.21e-04 | 5845.0ms/step | 4.1 samples/s +Step 8320/20005 | Loss: 3.0232 | LR: 3.21e-04 | 5846.6ms/step | 4.1 samples/s +Step 8330/20005 | Loss: 3.0138 | LR: 3.20e-04 | 5849.4ms/step | 4.1 samples/s +Step 8340/20005 | Loss: 2.9915 | LR: 3.20e-04 | 5850.4ms/step | 4.1 samples/s +Step 8350/20005 | Loss: 3.0238 | LR: 3.20e-04 | 5873.6ms/step | 4.1 samples/s +Step 8360/20005 | Loss: 3.0174 | LR: 3.19e-04 | 5877.6ms/step | 4.1 samples/s +Step 8370/20005 | Loss: 3.0191 | LR: 3.19e-04 | 5881.5ms/step | 4.1 samples/s +Step 8380/20005 | Loss: 3.0175 | LR: 3.19e-04 | 5886.7ms/step | 4.1 samples/s +Step 8390/20005 | Loss: 2.9975 | LR: 3.18e-04 | 5889.4ms/step | 4.1 samples/s +Step 8400/20005 | Loss: 3.0001 | LR: 3.18e-04 | 5890.0ms/step | 4.1 samples/s +Step 8410/20005 | Loss: 3.0340 | LR: 3.17e-04 | 5891.4ms/step | 4.1 samples/s +Step 8420/20005 | Loss: 2.9922 | LR: 3.17e-04 | 5892.5ms/step | 4.1 samples/s +Step 8430/20005 | Loss: 2.9943 | LR: 3.17e-04 | 5896.1ms/step | 4.1 samples/s +Step 8440/20005 | Loss: 2.9912 | LR: 3.16e-04 | 5888.7ms/step | 4.1 samples/s +Step 8450/20005 | Loss: 3.0143 | LR: 3.16e-04 | 5892.4ms/step | 4.1 samples/s +Step 8460/20005 | Loss: 3.0145 | LR: 3.15e-04 | 5890.0ms/step | 4.1 samples/s +Step 8470/20005 | Loss: 3.0116 | LR: 3.15e-04 | 5887.8ms/step | 4.1 samples/s +Step 8480/20005 | Loss: 2.9898 | LR: 3.15e-04 | 5894.9ms/step | 4.1 samples/s +Step 8490/20005 | Loss: 3.0156 | LR: 3.14e-04 | 5895.3ms/step | 4.1 samples/s +Step 8500/20005 | Loss: 3.0061 | LR: 3.14e-04 | 5891.2ms/step | 4.1 samples/s +Validation at step 8500: Loss = 3.0173, Perplexity = 20.44 +Step 8510/20005 | Loss: 3.0116 | LR: 3.14e-04 | 40904.0ms/step | 0.6 samples/s +Step 8520/20005 | Loss: 2.9885 | LR: 3.13e-04 | 5926.6ms/step | 4.0 samples/s +Step 8530/20005 | Loss: 2.9842 | LR: 3.13e-04 | 5884.8ms/step | 4.1 samples/s +Step 8540/20005 | Loss: 2.9798 | LR: 3.12e-04 | 5889.1ms/step | 4.1 samples/s +Step 8550/20005 | Loss: 3.0528 | LR: 3.12e-04 | 5889.0ms/step | 4.1 samples/s +Step 8560/20005 | Loss: 3.0133 | LR: 3.12e-04 | 5890.7ms/step | 4.1 samples/s +Step 8570/20005 | Loss: 3.0188 | LR: 3.11e-04 | 5886.1ms/step | 4.1 samples/s +Step 8580/20005 | Loss: 2.9773 | LR: 3.11e-04 | 5889.0ms/step | 4.1 samples/s +Step 8590/20005 | Loss: 2.9922 | LR: 3.10e-04 | 5892.9ms/step | 4.1 samples/s +Step 8600/20005 | Loss: 3.0110 | LR: 3.10e-04 | 5891.2ms/step | 4.1 samples/s +Step 8610/20005 | Loss: 3.0045 | LR: 3.10e-04 | 5892.3ms/step | 4.1 samples/s +Step 8620/20005 | Loss: 3.0010 | LR: 3.09e-04 | 5896.6ms/step | 4.1 samples/s +Step 8630/20005 | Loss: 3.0084 | LR: 3.09e-04 | 5891.8ms/step | 4.1 samples/s +Step 8640/20005 | Loss: 3.0234 | LR: 3.09e-04 | 5885.1ms/step | 4.1 samples/s +Step 8650/20005 | Loss: 3.0314 | LR: 3.08e-04 | 5891.4ms/step | 4.1 samples/s +Step 8660/20005 | Loss: 2.9966 | LR: 3.08e-04 | 5881.4ms/step | 4.1 samples/s +Step 8670/20005 | Loss: 2.9927 | LR: 3.07e-04 | 5885.8ms/step | 4.1 samples/s +Step 8680/20005 | Loss: 2.9941 | LR: 3.07e-04 | 5893.6ms/step | 4.1 samples/s +Step 8690/20005 | Loss: 2.9849 | LR: 3.07e-04 | 5890.2ms/step | 4.1 samples/s +Step 8700/20005 | Loss: 2.9973 | LR: 3.06e-04 | 5872.2ms/step | 4.1 samples/s +Step 8710/20005 | Loss: 2.9828 | LR: 3.06e-04 | 5873.4ms/step | 4.1 samples/s +Step 8720/20005 | Loss: 2.9969 | LR: 3.05e-04 | 5872.7ms/step | 4.1 samples/s +Step 8730/20005 | Loss: 2.9769 | LR: 3.05e-04 | 5878.6ms/step | 4.1 samples/s +Step 8740/20005 | Loss: 2.9891 | LR: 3.05e-04 | 5876.6ms/step | 4.1 samples/s +Step 8750/20005 | Loss: 2.9813 | LR: 3.04e-04 | 5881.4ms/step | 4.1 samples/s +Validation at step 8750: Loss = 3.0081, Perplexity = 20.25 +Step 8760/20005 | Loss: 2.9837 | LR: 3.04e-04 | 40797.1ms/step | 0.6 samples/s +Step 8770/20005 | Loss: 3.0124 | LR: 3.04e-04 | 5866.5ms/step | 4.1 samples/s +Step 8780/20005 | Loss: 3.0050 | LR: 3.03e-04 | 5867.2ms/step | 4.1 samples/s +Step 8790/20005 | Loss: 2.9934 | LR: 3.03e-04 | 5865.9ms/step | 4.1 samples/s +Step 8800/20005 | Loss: 2.9902 | LR: 3.02e-04 | 5868.6ms/step | 4.1 samples/s +Step 8810/20005 | Loss: 2.9924 | LR: 3.02e-04 | 5866.2ms/step | 4.1 samples/s +Step 8820/20005 | Loss: 2.9850 | LR: 3.02e-04 | 5866.9ms/step | 4.1 samples/s +Step 8830/20005 | Loss: 2.9816 | LR: 3.01e-04 | 5864.8ms/step | 4.1 samples/s +Step 8840/20005 | Loss: 2.9830 | LR: 3.01e-04 | 5866.6ms/step | 4.1 samples/s +Step 8850/20005 | Loss: 2.9927 | LR: 3.00e-04 | 5869.9ms/step | 4.1 samples/s +Step 8860/20005 | Loss: 2.9707 | LR: 3.00e-04 | 5868.1ms/step | 4.1 samples/s +Step 8870/20005 | Loss: 3.0131 | LR: 3.00e-04 | 5869.0ms/step | 4.1 samples/s +Step 8880/20005 | Loss: 2.9928 | LR: 2.99e-04 | 5867.9ms/step | 4.1 samples/s +Step 8890/20005 | Loss: 2.9964 | LR: 2.99e-04 | 5870.2ms/step | 4.1 samples/s +Step 8900/20005 | Loss: 2.9714 | LR: 2.98e-04 | 5865.4ms/step | 4.1 samples/s +Step 8910/20005 | Loss: 3.0026 | LR: 2.98e-04 | 5866.9ms/step | 4.1 samples/s +Step 8920/20005 | Loss: 2.9990 | LR: 2.98e-04 | 5865.3ms/step | 4.1 samples/s +Step 8930/20005 | Loss: 2.9676 | LR: 2.97e-04 | 5866.0ms/step | 4.1 samples/s +Step 8940/20005 | Loss: 2.9855 | LR: 2.97e-04 | 5864.0ms/step | 4.1 samples/s +Step 8950/20005 | Loss: 2.9960 | LR: 2.97e-04 | 5866.3ms/step | 4.1 samples/s +Step 8960/20005 | Loss: 3.0052 | LR: 2.96e-04 | 5866.2ms/step | 4.1 samples/s +Step 8970/20005 | Loss: 3.0131 | LR: 2.96e-04 | 5867.7ms/step | 4.1 samples/s +Step 8980/20005 | Loss: 3.0088 | LR: 2.95e-04 | 5862.7ms/step | 4.1 samples/s +Step 8990/20005 | Loss: 2.9720 | LR: 2.95e-04 | 5861.5ms/step | 4.1 samples/s +Step 9000/20005 | Loss: 2.9688 | LR: 2.95e-04 | 5865.9ms/step | 4.1 samples/s +Validation at step 9000: Loss = 3.0002, Perplexity = 20.09 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723/checkpoint-9000 +Step 9010/20005 | Loss: 3.0051 | LR: 2.94e-04 | 41291.0ms/step | 0.6 samples/s +Step 9020/20005 | Loss: 2.9831 | LR: 2.94e-04 | 5909.6ms/step | 4.1 samples/s +Step 9030/20005 | Loss: 2.9727 | LR: 2.93e-04 | 5873.1ms/step | 4.1 samples/s +Step 9040/20005 | Loss: 2.9759 | LR: 2.93e-04 | 5877.0ms/step | 4.1 samples/s +Step 9050/20005 | Loss: 2.9739 | LR: 2.93e-04 | 5874.8ms/step | 4.1 samples/s +Step 9060/20005 | Loss: 3.0044 | LR: 2.92e-04 | 5868.5ms/step | 4.1 samples/s +Step 9070/20005 | Loss: 2.9791 | LR: 2.92e-04 | 5869.0ms/step | 4.1 samples/s +Step 9080/20005 | Loss: 3.0096 | LR: 2.91e-04 | 5868.7ms/step | 4.1 samples/s +Step 9090/20005 | Loss: 2.9563 | LR: 2.91e-04 | 5870.9ms/step | 4.1 samples/s +Step 9100/20005 | Loss: 3.0059 | LR: 2.91e-04 | 5871.2ms/step | 4.1 samples/s +Step 9110/20005 | Loss: 3.0081 | LR: 2.90e-04 | 5875.1ms/step | 4.1 samples/s +Step 9120/20005 | Loss: 2.9921 | LR: 2.90e-04 | 5876.5ms/step | 4.1 samples/s +Step 9130/20005 | Loss: 2.9977 | LR: 2.89e-04 | 5876.8ms/step | 4.1 samples/s +Step 9140/20005 | Loss: 2.9906 | LR: 2.89e-04 | 5872.4ms/step | 4.1 samples/s +Step 9150/20005 | Loss: 2.9799 | LR: 2.89e-04 | 5871.3ms/step | 4.1 samples/s +Step 9160/20005 | Loss: 2.9954 | LR: 2.88e-04 | 5874.4ms/step | 4.1 samples/s +Step 9170/20005 | Loss: 2.9937 | LR: 2.88e-04 | 5873.1ms/step | 4.1 samples/s +Step 9180/20005 | Loss: 2.9965 | LR: 2.87e-04 | 5873.8ms/step | 4.1 samples/s +Step 9190/20005 | Loss: 2.9725 | LR: 2.87e-04 | 5873.2ms/step | 4.1 samples/s +Step 9200/20005 | Loss: 2.9793 | LR: 2.87e-04 | 5871.9ms/step | 4.1 samples/s +Step 9210/20005 | Loss: 2.9903 | LR: 2.86e-04 | 5870.8ms/step | 4.1 samples/s +Step 9220/20005 | Loss: 2.9914 | LR: 2.86e-04 | 5874.5ms/step | 4.1 samples/s +Step 9230/20005 | Loss: 3.0041 | LR: 2.86e-04 | 5877.4ms/step | 4.1 samples/s +Step 9240/20005 | Loss: 2.9725 | LR: 2.85e-04 | 5876.6ms/step | 4.1 samples/s +Step 9250/20005 | Loss: 2.9899 | LR: 2.85e-04 | 5873.9ms/step | 4.1 samples/s +Validation at step 9250: Loss = 2.9921, Perplexity = 19.93 +Step 9260/20005 | Loss: 2.9607 | LR: 2.84e-04 | 40847.6ms/step | 0.6 samples/s +Step 9270/20005 | Loss: 2.9754 | LR: 2.84e-04 | 5880.0ms/step | 4.1 samples/s +Step 9280/20005 | Loss: 2.9653 | LR: 2.84e-04 | 5879.0ms/step | 4.1 samples/s +Step 9290/20005 | Loss: 2.9909 | LR: 2.83e-04 | 5880.4ms/step | 4.1 samples/s +Step 9300/20005 | Loss: 2.9755 | LR: 2.83e-04 | 5877.0ms/step | 4.1 samples/s +Step 9310/20005 | Loss: 2.9887 | LR: 2.82e-04 | 5877.2ms/step | 4.1 samples/s +Step 9320/20005 | Loss: 3.0098 | LR: 2.82e-04 | 5876.3ms/step | 4.1 samples/s +Step 9330/20005 | Loss: 2.9954 | LR: 2.82e-04 | 5875.9ms/step | 4.1 samples/s +Step 9340/20005 | Loss: 2.9673 | LR: 2.81e-04 | 5874.9ms/step | 4.1 samples/s +Step 9350/20005 | Loss: 2.9928 | LR: 2.81e-04 | 5874.9ms/step | 4.1 samples/s +Step 9360/20005 | Loss: 2.9668 | LR: 2.80e-04 | 5875.5ms/step | 4.1 samples/s +Step 9370/20005 | Loss: 2.9698 | LR: 2.80e-04 | 5874.3ms/step | 4.1 samples/s +Step 9380/20005 | Loss: 2.9749 | LR: 2.80e-04 | 5875.7ms/step | 4.1 samples/s +Step 9390/20005 | Loss: 2.9713 | LR: 2.79e-04 | 5875.9ms/step | 4.1 samples/s +Step 9400/20005 | Loss: 2.9855 | LR: 2.79e-04 | 5878.1ms/step | 4.1 samples/s +Step 9410/20005 | Loss: 2.9873 | LR: 2.78e-04 | 5874.1ms/step | 4.1 samples/s +Step 9420/20005 | Loss: 2.9552 | LR: 2.78e-04 | 5876.0ms/step | 4.1 samples/s +Step 9430/20005 | Loss: 3.0031 | LR: 2.78e-04 | 5875.3ms/step | 4.1 samples/s +Step 9440/20005 | Loss: 3.0040 | LR: 2.77e-04 | 5874.4ms/step | 4.1 samples/s +Step 9450/20005 | Loss: 2.9816 | LR: 2.77e-04 | 5876.0ms/step | 4.1 samples/s +Step 9460/20005 | Loss: 2.9469 | LR: 2.76e-04 | 5875.0ms/step | 4.1 samples/s +Step 9470/20005 | Loss: 2.9661 | LR: 2.76e-04 | 5877.1ms/step | 4.1 samples/s +Step 9480/20005 | Loss: 2.9778 | LR: 2.76e-04 | 5876.0ms/step | 4.1 samples/s +Step 9490/20005 | Loss: 2.9720 | LR: 2.75e-04 | 5877.4ms/step | 4.1 samples/s +Step 9500/20005 | Loss: 2.9646 | LR: 2.75e-04 | 5874.0ms/step | 4.1 samples/s +Validation at step 9500: Loss = 2.9845, Perplexity = 19.78 +Step 9510/20005 | Loss: 2.9689 | LR: 2.74e-04 | 40859.1ms/step | 0.6 samples/s +Step 9520/20005 | Loss: 2.9505 | LR: 2.74e-04 | 5914.9ms/step | 4.1 samples/s +Step 9530/20005 | Loss: 2.9465 | LR: 2.74e-04 | 5875.1ms/step | 4.1 samples/s +Step 9540/20005 | Loss: 2.9960 | LR: 2.73e-04 | 5875.3ms/step | 4.1 samples/s diff --git a/epfl_final/wandb/run-20260513_164613-40cb81kv/files/requirements.txt b/epfl_final/wandb/run-20260513_164613-40cb81kv/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..c00675cf5868b1c5737e57290561b451b29827fb --- /dev/null +++ b/epfl_final/wandb/run-20260513_164613-40cb81kv/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 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Loading settings from environment variables +2026-05-13 16:46:13,069 INFO MainThread:2392 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/wandb/run-20260513_164613-40cb81kv/logs/debug.log +2026-05-13 16:46:13,069 INFO MainThread:2392 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/wandb/run-20260513_164613-40cb81kv/logs/debug-internal.log +2026-05-13 16:46:13,070 INFO MainThread:2392 [wandb_init.py:init():850] calling init triggers +2026-05-13 16:46:13,071 INFO MainThread:2392 [wandb_init.py:init():855] wandb.init called with sweep_config: {} +config: {'model_path': '/mloscratch/homes/navasard/qwen3_06b_base', 'model_dtype': 'bfloat16', 'init_from_scratch': True, 'train_path': '/mloscratch/homes/navasard/data/fineweb/tokenized', 'val_path': None, 'max_seq_length': 8192, 'num_workers': 8, 'output_dir': '/mloscratch/homes/navasard/sparse/checkpoints/run_20260511_191723', 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[wandb_init.py:init():1094] run started, returning control to user process diff --git a/epfl_final/wandb/run-20260513_164613-40cb81kv/run-40cb81kv.wandb b/epfl_final/wandb/run-20260513_164613-40cb81kv/run-40cb81kv.wandb new file mode 100644 index 0000000000000000000000000000000000000000..f58ff03db47c11c11d0a749073807e23be33d876 --- /dev/null +++ b/epfl_final/wandb/run-20260513_164613-40cb81kv/run-40cb81kv.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2a350bdba80e19bed5924c78ce29b37b4e4fea71ce5e33351ea33f016e3b36ea +size 1671168 diff --git a/epfl_final/wandb/run-20260513_200715-r9mojppo/files/output.log b/epfl_final/wandb/run-20260513_200715-r9mojppo/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..dfc7344d646c94244f54594a843ebc474852cf6a --- /dev/null +++ b/epfl_final/wandb/run-20260513_200715-r9mojppo/files/output.log @@ -0,0 +1,106 @@ + + +================================================================================ +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: 19 + 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) +Starting training... diff --git a/epfl_final/wandb/run-20260513_200715-r9mojppo/files/requirements.txt b/epfl_final/wandb/run-20260513_200715-r9mojppo/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..eb3393a915d9a4942392160d6c4913ae72d103e9 --- /dev/null +++ b/epfl_final/wandb/run-20260513_200715-r9mojppo/files/requirements.txt @@ -0,0 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0000000000000000000000000000000000000000..3841e64f842384c8370bf437e6f8ad49d9629d76 --- /dev/null +++ b/epfl_final/wandb/run-20260513_200715-r9mojppo/logs/debug.log @@ -0,0 +1,19 @@ +2026-05-13 20:07:15,600 INFO MainThread:2744 [wandb_setup.py:_flush():81] Current SDK version is 0.26.1 +2026-05-13 20:07:15,600 INFO MainThread:2744 [wandb_setup.py:_flush():81] Configure stats pid to 2744 +2026-05-13 20:07:15,601 INFO MainThread:2744 [wandb_setup.py:_flush():81] Loading settings from environment variables +2026-05-13 20:07:15,601 INFO MainThread:2744 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/wandb/run-20260513_200715-r9mojppo/logs/debug.log +2026-05-13 20:07:15,602 INFO MainThread:2744 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/wandb/run-20260513_200715-r9mojppo/logs/debug-internal.log +2026-05-13 20:07:15,602 INFO MainThread:2744 [wandb_init.py:init():850] calling init triggers +2026-05-13 20:07:15,603 INFO MainThread:2744 [wandb_init.py:init():855] wandb.init called with sweep_config: {} +config: {'model_path': '/mloscratch/homes/navasard/qwen3_06b_base', 'model_dtype': 'bfloat16', 'init_from_scratch': True, 'train_path': '/mloscratch/homes/navasard/data/fineweb/tokenized', 'val_path': None, 'max_seq_length': 8192, 'num_workers': 8, 'output_dir': './checkpoints/run_20260513_200443', 'resume_from_checkpoint': None, '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': 19, 'sparse_mask_pool_size': 2000, 'sparse_val_dense_compare': False, 'sparse_layer_indices': None, 'sparse_mask_cache_dir': '/mloscratch/homes/navasard/sparse/mask_cache', 'dense_mode': False, '_wandb': {}} +2026-05-13 20:07:15,604 INFO MainThread:2744 [wandb_init.py:init():898] starting backend +2026-05-13 20:07:15,822 INFO MainThread:2744 [wandb_init.py:init():913] sending inform_init request +2026-05-13 20:07:16,127 INFO MainThread:2744 [wandb_init.py:init():918] backend started and connected +2026-05-13 20:07:16,128 INFO MainThread:2744 [wandb_init.py:init():988] updated telemetry +2026-05-13 20:07:16,129 INFO MainThread:2744 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout +2026-05-13 20:07:16,561 INFO MainThread:2744 [wandb_init.py:init():1056] starting run threads in backend +2026-05-13 20:07:16,617 INFO MainThread:2744 [wandb_run.py:_console_start():2554] atexit reg +2026-05-13 20:07:16,618 INFO MainThread:2744 [wandb_run.py:_redirect():2403] redirect: wrap_raw +2026-05-13 20:07:16,618 INFO MainThread:2744 [wandb_run.py:_redirect():2472] Wrapping output streams. +2026-05-13 20:07:16,618 INFO MainThread:2744 [wandb_run.py:_redirect():2495] Redirects installed. +2026-05-13 20:07:16,620 INFO MainThread:2744 [wandb_init.py:init():1094] run started, returning control to user process diff --git a/epfl_final/wandb/run-20260513_200715-r9mojppo/run-r9mojppo.wandb b/epfl_final/wandb/run-20260513_200715-r9mojppo/run-r9mojppo.wandb new file mode 100644 index 0000000000000000000000000000000000000000..30977402b08eb894463b83d7de7a007255879a32 Binary files /dev/null and b/epfl_final/wandb/run-20260513_200715-r9mojppo/run-r9mojppo.wandb differ diff --git a/epfl_final/wandb/run-20260517_023932-hi2z3jh6/files/output.log b/epfl_final/wandb/run-20260517_023932-hi2z3jh6/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..b74d51f332bc9d7242fab7cd1ee3f9dda98d24a2 --- /dev/null +++ b/epfl_final/wandb/run-20260517_023932-hi2z3jh6/files/output.log @@ -0,0 +1,245 @@ + + +================================================================================ +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) +Starting training... +Step 10/20005 | Loss: 12.0480 | LR: 2.00e-05 | 8374.8ms/step | 2.9 samples/s +Step 20/20005 | Loss: 11.1479 | LR: 4.00e-05 | 2293.1ms/step | 10.5 samples/s +Step 30/20005 | Loss: 10.3876 | LR: 6.00e-05 | 2291.7ms/step | 10.5 samples/s +Step 40/20005 | Loss: 9.8708 | LR: 8.00e-05 | 2286.8ms/step | 10.5 samples/s +Step 50/20005 | Loss: 9.0176 | LR: 1.00e-04 | 2281.1ms/step | 10.5 samples/s +Step 60/20005 | Loss: 8.2251 | LR: 1.20e-04 | 2275.5ms/step | 10.5 samples/s +Step 70/20005 | Loss: 7.6717 | LR: 1.40e-04 | 2289.0ms/step | 10.5 samples/s +Step 80/20005 | Loss: 7.4142 | LR: 1.60e-04 | 2300.3ms/step | 10.4 samples/s +Step 90/20005 | Loss: 7.2477 | LR: 1.80e-04 | 2301.5ms/step | 10.4 samples/s +Step 100/20005 | Loss: 7.0899 | LR: 2.00e-04 | 2303.8ms/step | 10.4 samples/s +Step 110/20005 | Loss: 6.9225 | LR: 2.20e-04 | 2305.5ms/step | 10.4 samples/s +Step 120/20005 | Loss: 6.7848 | LR: 2.40e-04 | 2306.7ms/step | 10.4 samples/s +Step 130/20005 | Loss: 6.6476 | LR: 2.60e-04 | 2307.9ms/step | 10.4 samples/s +Step 140/20005 | Loss: 6.5474 | LR: 2.80e-04 | 2305.2ms/step | 10.4 samples/s +Step 150/20005 | Loss: 6.4523 | LR: 3.00e-04 | 2307.4ms/step | 10.4 samples/s +Step 160/20005 | Loss: 6.3559 | LR: 3.20e-04 | 2307.6ms/step | 10.4 samples/s +Step 170/20005 | Loss: 6.2772 | LR: 3.40e-04 | 2306.1ms/step | 10.4 samples/s +Step 180/20005 | Loss: 6.2081 | LR: 3.60e-04 | 2306.9ms/step | 10.4 samples/s +Step 190/20005 | Loss: 6.1666 | LR: 3.80e-04 | 2309.4ms/step | 10.4 samples/s +Step 200/20005 | Loss: 6.1099 | LR: 4.00e-04 | 2309.5ms/step | 10.4 samples/s +Step 210/20005 | Loss: 6.0363 | LR: 4.20e-04 | 2307.6ms/step | 10.4 samples/s +Step 220/20005 | Loss: 6.0059 | LR: 4.40e-04 | 2308.5ms/step | 10.4 samples/s +Step 230/20005 | Loss: 5.9565 | LR: 4.60e-04 | 2306.4ms/step | 10.4 samples/s +Step 240/20005 | Loss: 5.8671 | LR: 4.80e-04 | 2306.9ms/step | 10.4 samples/s +Step 250/20005 | Loss: 5.7959 | LR: 5.00e-04 | 2307.3ms/step | 10.4 samples/s +Validation at step 250: Loss = 5.7678, Perplexity = 319.84 +Step 260/20005 | Loss: 5.7540 | LR: 5.00e-04 | 19802.1ms/step | 1.2 samples/s +Step 270/20005 | Loss: 5.6804 | LR: 5.00e-04 | 2309.1ms/step | 10.4 samples/s +Step 280/20005 | Loss: 5.6332 | LR: 5.00e-04 | 2312.7ms/step | 10.4 samples/s +Step 290/20005 | Loss: 5.5953 | LR: 5.00e-04 | 2308.8ms/step | 10.4 samples/s +Step 300/20005 | Loss: 5.4834 | LR: 5.00e-04 | 2307.3ms/step | 10.4 samples/s +Step 310/20005 | Loss: 5.4939 | LR: 5.00e-04 | 2306.5ms/step | 10.4 samples/s +Step 320/20005 | Loss: 5.4410 | LR: 5.00e-04 | 2307.0ms/step | 10.4 samples/s +Step 330/20005 | Loss: 5.3622 | LR: 5.00e-04 | 2308.5ms/step | 10.4 samples/s +Step 340/20005 | Loss: 5.3009 | LR: 5.00e-04 | 2308.1ms/step | 10.4 samples/s +Step 350/20005 | Loss: 5.2969 | LR: 5.00e-04 | 2307.7ms/step | 10.4 samples/s +Step 360/20005 | Loss: 5.2176 | LR: 5.00e-04 | 2312.4ms/step | 10.4 samples/s +Step 370/20005 | Loss: 5.2223 | LR: 5.00e-04 | 2310.7ms/step | 10.4 samples/s +Step 380/20005 | Loss: 5.1195 | LR: 5.00e-04 | 2308.7ms/step | 10.4 samples/s +Step 390/20005 | Loss: 5.0926 | LR: 5.00e-04 | 2309.7ms/step | 10.4 samples/s +Step 400/20005 | Loss: 5.0550 | LR: 5.00e-04 | 2312.8ms/step | 10.4 samples/s +Step 410/20005 | Loss: 5.0757 | LR: 5.00e-04 | 2311.4ms/step | 10.4 samples/s +Step 420/20005 | Loss: 5.0367 | LR: 5.00e-04 | 2309.7ms/step | 10.4 samples/s +Step 430/20005 | Loss: 4.9661 | LR: 5.00e-04 | 2307.4ms/step | 10.4 samples/s +Step 440/20005 | Loss: 4.9184 | LR: 5.00e-04 | 2307.5ms/step | 10.4 samples/s +Step 450/20005 | Loss: 4.9099 | LR: 5.00e-04 | 2308.7ms/step | 10.4 samples/s +Step 460/20005 | Loss: 4.8951 | LR: 5.00e-04 | 2305.6ms/step | 10.4 samples/s +Step 470/20005 | Loss: 4.8453 | LR: 5.00e-04 | 2309.0ms/step | 10.4 samples/s +Step 480/20005 | Loss: 4.8152 | LR: 5.00e-04 | 2309.6ms/step | 10.4 samples/s +Step 490/20005 | Loss: 4.7827 | LR: 5.00e-04 | 2464.6ms/step | 9.7 samples/s +Step 500/20005 | Loss: 4.7654 | LR: 5.00e-04 | 2305.6ms/step | 10.4 samples/s +Validation at step 500: Loss = 4.7523, Perplexity = 115.84 +Step 510/20005 | Loss: 4.7384 | LR: 5.00e-04 | 17401.1ms/step | 1.4 samples/s +Step 520/20005 | Loss: 4.6919 | LR: 5.00e-04 | 2312.1ms/step | 10.4 samples/s +Step 530/20005 | Loss: 4.6701 | LR: 5.00e-04 | 2317.8ms/step | 10.4 samples/s +Step 540/20005 | Loss: 4.6117 | LR: 5.00e-04 | 2315.3ms/step | 10.4 samples/s +Step 550/20005 | Loss: 4.6440 | LR: 5.00e-04 | 2318.6ms/step | 10.4 samples/s +Step 560/20005 | Loss: 4.5925 | LR: 5.00e-04 | 2315.9ms/step | 10.4 samples/s +Step 570/20005 | Loss: 4.5736 | LR: 5.00e-04 | 2316.9ms/step | 10.4 samples/s +Step 580/20005 | Loss: 4.5060 | LR: 5.00e-04 | 2319.4ms/step | 10.3 samples/s +Step 590/20005 | Loss: 4.4832 | LR: 5.00e-04 | 2317.8ms/step | 10.4 samples/s +Step 600/20005 | Loss: 4.4877 | LR: 5.00e-04 | 2319.8ms/step | 10.3 samples/s +Step 610/20005 | Loss: 4.4661 | LR: 5.00e-04 | 2323.7ms/step | 10.3 samples/s +Step 620/20005 | Loss: 4.4391 | LR: 5.00e-04 | 2321.2ms/step | 10.3 samples/s +Step 630/20005 | Loss: 4.4255 | LR: 5.00e-04 | 2321.0ms/step | 10.3 samples/s +Step 640/20005 | Loss: 4.4375 | LR: 5.00e-04 | 2320.3ms/step | 10.3 samples/s +Step 650/20005 | Loss: 4.4180 | LR: 4.99e-04 | 2319.8ms/step | 10.3 samples/s +Step 660/20005 | Loss: 4.3344 | LR: 4.99e-04 | 2317.9ms/step | 10.4 samples/s +Step 670/20005 | Loss: 4.3440 | LR: 4.99e-04 | 2314.6ms/step | 10.4 samples/s +Step 680/20005 | Loss: 4.3308 | LR: 4.99e-04 | 2319.8ms/step | 10.3 samples/s +Step 690/20005 | Loss: 4.2861 | LR: 4.99e-04 | 2322.0ms/step | 10.3 samples/s +Step 700/20005 | Loss: 4.2852 | LR: 4.99e-04 | 2318.6ms/step | 10.4 samples/s +Step 710/20005 | Loss: 4.2833 | LR: 4.99e-04 | 2315.7ms/step | 10.4 samples/s +Step 720/20005 | Loss: 4.2582 | LR: 4.99e-04 | 2317.4ms/step | 10.4 samples/s +Step 730/20005 | Loss: 4.2297 | LR: 4.99e-04 | 2319.9ms/step | 10.3 samples/s +Step 740/20005 | Loss: 4.2219 | LR: 4.99e-04 | 2321.4ms/step | 10.3 samples/s +Step 750/20005 | Loss: 4.1901 | LR: 4.99e-04 | 2318.6ms/step | 10.4 samples/s +Validation at step 750: Loss = 4.2170, Perplexity = 67.83 +Step 760/20005 | Loss: 4.2028 | LR: 4.99e-04 | 17478.8ms/step | 1.4 samples/s +Step 770/20005 | Loss: 4.2164 | LR: 4.99e-04 | 2322.4ms/step | 10.3 samples/s +Step 780/20005 | Loss: 4.1790 | LR: 4.99e-04 | 2320.1ms/step | 10.3 samples/s +Step 790/20005 | Loss: 4.1733 | LR: 4.99e-04 | 2319.4ms/step | 10.3 samples/s +Step 800/20005 | Loss: 4.1427 | LR: 4.99e-04 | 2319.0ms/step | 10.3 samples/s +Step 810/20005 | Loss: 4.1342 | LR: 4.99e-04 | 2318.7ms/step | 10.4 samples/s +Step 820/20005 | Loss: 4.1324 | LR: 4.99e-04 | 2319.6ms/step | 10.3 samples/s +Step 830/20005 | Loss: 4.1026 | LR: 4.99e-04 | 2318.2ms/step | 10.4 samples/s +Step 840/20005 | Loss: 4.0817 | LR: 4.99e-04 | 2318.0ms/step | 10.4 samples/s +Step 850/20005 | Loss: 4.0863 | LR: 4.99e-04 | 2317.7ms/step | 10.4 samples/s +Step 860/20005 | Loss: 4.0704 | LR: 4.99e-04 | 2318.6ms/step | 10.4 samples/s +Step 870/20005 | Loss: 4.0846 | LR: 4.99e-04 | 2322.0ms/step | 10.3 samples/s +Step 880/20005 | Loss: 4.0708 | LR: 4.99e-04 | 2319.7ms/step | 10.3 samples/s +Step 890/20005 | Loss: 4.0503 | LR: 4.99e-04 | 2316.6ms/step | 10.4 samples/s +Step 900/20005 | Loss: 4.0287 | LR: 4.99e-04 | 2317.0ms/step | 10.4 samples/s +Step 910/20005 | Loss: 4.0380 | LR: 4.99e-04 | 2317.0ms/step | 10.4 samples/s +Step 920/20005 | Loss: 4.0394 | LR: 4.99e-04 | 2320.7ms/step | 10.3 samples/s +Step 930/20005 | Loss: 3.9820 | LR: 4.99e-04 | 2319.2ms/step | 10.3 samples/s +Step 940/20005 | Loss: 4.0125 | LR: 4.98e-04 | 2318.8ms/step | 10.4 samples/s +Step 950/20005 | Loss: 3.9945 | LR: 4.98e-04 | 2317.5ms/step | 10.4 samples/s +Step 960/20005 | Loss: 4.0175 | LR: 4.98e-04 | 2318.9ms/step | 10.3 samples/s +Step 970/20005 | Loss: 4.0122 | LR: 4.98e-04 | 2317.8ms/step | 10.4 samples/s +Step 980/20005 | Loss: 3.9866 | LR: 4.98e-04 | 2319.2ms/step | 10.3 samples/s +Step 990/20005 | Loss: 3.9478 | LR: 4.98e-04 | 2322.1ms/step | 10.3 samples/s +Step 1000/20005 | Loss: 3.9490 | LR: 4.98e-04 | 2320.6ms/step | 10.3 samples/s +Validation at step 1000: Loss = 3.9642, Perplexity = 52.68 +Saved checkpoint to checkpoints/run_20260517_023855/checkpoint-1000 +Step 1010/20005 | Loss: 3.9754 | LR: 4.98e-04 | 17894.0ms/step | 1.3 samples/s +Step 1020/20005 | Loss: 3.9452 | LR: 4.98e-04 | 2316.2ms/step | 10.4 samples/s +Step 1030/20005 | Loss: 3.9162 | LR: 4.98e-04 | 2319.5ms/step | 10.3 samples/s +Step 1040/20005 | Loss: 3.9190 | LR: 4.98e-04 | 2319.3ms/step | 10.3 samples/s +Step 1050/20005 | Loss: 3.9139 | LR: 4.98e-04 | 2316.4ms/step | 10.4 samples/s +Step 1060/20005 | Loss: 3.9369 | LR: 4.98e-04 | 2315.1ms/step | 10.4 samples/s +Step 1070/20005 | Loss: 3.9042 | LR: 4.98e-04 | 2317.9ms/step | 10.4 samples/s +Step 1080/20005 | Loss: 3.9171 | LR: 4.98e-04 | 2317.7ms/step | 10.4 samples/s +Step 1090/20005 | Loss: 3.8790 | LR: 4.98e-04 | 2316.5ms/step | 10.4 samples/s +Step 1100/20005 | Loss: 3.8872 | LR: 4.98e-04 | 2315.5ms/step | 10.4 samples/s +Step 1110/20005 | Loss: 3.9088 | LR: 4.98e-04 | 2318.1ms/step | 10.4 samples/s +Step 1120/20005 | Loss: 3.8880 | LR: 4.98e-04 | 2316.4ms/step | 10.4 samples/s +Step 1130/20005 | Loss: 3.8920 | LR: 4.98e-04 | 2316.9ms/step | 10.4 samples/s +Step 1140/20005 | Loss: 3.8729 | LR: 4.98e-04 | 2315.2ms/step | 10.4 samples/s +Step 1150/20005 | Loss: 3.8558 | LR: 4.97e-04 | 2314.9ms/step | 10.4 samples/s +Step 1160/20005 | Loss: 3.8576 | LR: 4.97e-04 | 2316.4ms/step | 10.4 samples/s +Step 1170/20005 | Loss: 3.8610 | LR: 4.97e-04 | 2316.8ms/step | 10.4 samples/s +Step 1180/20005 | Loss: 3.8576 | LR: 4.97e-04 | 2318.6ms/step | 10.4 samples/s +Step 1190/20005 | Loss: 3.8300 | LR: 4.97e-04 | 2310.9ms/step | 10.4 samples/s +Step 1200/20005 | Loss: 3.8220 | LR: 4.97e-04 | 2315.8ms/step | 10.4 samples/s +Step 1210/20005 | Loss: 3.8281 | LR: 4.97e-04 | 2315.0ms/step | 10.4 samples/s +Step 1220/20005 | Loss: 3.8404 | LR: 4.97e-04 | 2317.0ms/step | 10.4 samples/s +Step 1230/20005 | Loss: 3.8407 | LR: 4.97e-04 | 2313.9ms/step | 10.4 samples/s +Step 1240/20005 | Loss: 3.7954 | LR: 4.97e-04 | 2316.0ms/step | 10.4 samples/s +Step 1250/20005 | Loss: 3.8445 | LR: 4.97e-04 | 2320.9ms/step | 10.3 samples/s +Validation at step 1250: Loss = 3.8064, Perplexity = 44.99 +Step 1260/20005 | Loss: 3.7741 | LR: 4.97e-04 | 17457.6ms/step | 1.4 samples/s +Step 1270/20005 | Loss: 3.7992 | LR: 4.97e-04 | 2318.0ms/step | 10.4 samples/s +Step 1280/20005 | Loss: 3.7852 | LR: 4.97e-04 | 2315.2ms/step | 10.4 samples/s +Step 1290/20005 | Loss: 3.7934 | LR: 4.97e-04 | 2319.6ms/step | 10.3 samples/s +Step 1300/20005 | Loss: 3.7663 | LR: 4.97e-04 | 2316.4ms/step | 10.4 samples/s +Step 1310/20005 | Loss: 3.7880 | LR: 4.96e-04 | 2317.9ms/step | 10.4 samples/s +Step 1320/20005 | Loss: 3.7973 | LR: 4.96e-04 | 2317.8ms/step | 10.4 samples/s +Step 1330/20005 | Loss: 3.7853 | LR: 4.96e-04 | 2314.5ms/step | 10.4 samples/s diff --git a/epfl_final/wandb/run-20260517_023932-hi2z3jh6/files/requirements.txt b/epfl_final/wandb/run-20260517_023932-hi2z3jh6/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..133639bcc8ed984d8a4d2f31724a29a5308f8d3b --- /dev/null +++ b/epfl_final/wandb/run-20260517_023932-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 +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 +nvidia-nccl-cu13==2.29.7 +nvidia-curand==10.4.0.35 +nvidia-cufile==1.15.1.6 +nvidia-cuda-runtime==13.0.96 +nvidia-cuda-nvrtc==13.0.88 +nvidia-cuda-cupti==13.0.85 +numpy==2.2.6 +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 +datasets==4.8.5 +accelerate==1.13.0 +transformers==5.8.1 +PyGObject==3.42.1 +dbus-python==1.2.18 +distro==1.7.0 +pip==22.0.2 +setuptools==59.6.0 +ssh-import-id==5.11 +wheel==0.37.1 diff --git a/epfl_final/wandb/run-20260517_023932-hi2z3jh6/files/wandb-metadata.json 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