diff --git a/.gitattributes b/.gitattributes index b3425cbe69ea5dae04cafef6e146ecbf51d84f9b..87c758bc45836505acdb9a27f2da05b6ce94bd6d 100644 --- a/.gitattributes +++ b/.gitattributes @@ -43,3 +43,10 @@ epfl_final/SparseAtt/wandb/run-20260707_035814-kxni9nyw/run-kxni9nyw.wandb filte epfl_final/SparseAtt/wandb/run-20260707_035818-m10lf13v/run-m10lf13v.wandb filter=lfs diff=lfs merge=lfs -text epfl_final/SparseAtt/wandb/run-20260707_035828-jmi9928p/run-jmi9928p.wandb filter=lfs diff=lfs merge=lfs -text epfl_final/SparseAtt/wandb/run-20260707_035835-sh1m3lmh/run-sh1m3lmh.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/SparseAtt/wandb/run-20260707_170941-qlqhc3gy/run-qlqhc3gy.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/SparseAtt/wandb/run-20260707_170941-dbtl6d2o/run-dbtl6d2o.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/SparseAtt/wandb/run-20260707_170941-lgjoqt2r/run-lgjoqt2r.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/SparseAtt/wandb/run-20260707_171131-304r0ilz/run-304r0ilz.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/SparseAtt/wandb/run-20260708_045920-qlqhc3gy/run-qlqhc3gy.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/SparseAtt/wandb/run-20260708_054405-43sa4ouk/run-43sa4ouk.wandb filter=lfs diff=lfs merge=lfs -text +epfl_final/SparseAtt/wandb/run-20260708_060003-qlqhc3gy/run-qlqhc3gy.wandb filter=lfs diff=lfs merge=lfs -text diff --git a/epfl_final/SparseAtt/wandb/run-20260707_170941-dbtl6d2o/files/config.yaml b/epfl_final/SparseAtt/wandb/run-20260707_170941-dbtl6d2o/files/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aaeea7e9e8fe13a4e2e9321ff258e181127cd873 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_170941-dbtl6d2o/files/config.yaml @@ -0,0 +1,189 @@ +_wandb: + value: + cli_version: 0.26.1 + e: + p578vnxv2tp5uy8pd7xp1mgwafzl15g5: + args: + - --config + - configs/ladder8k/fixed_s1.json + codePath: train.py + codePathLocal: train.py + cpu_count: 96 + cpu_count_logical: 192 + cudaVersion: "13.0" + disk: + /: + total: "9371709865984" + used: "5840433963008" + email: ruben.navasardyan@mail.utoronto.ca + executable: /mloscratch/homes/navasard/conda/bin/python + git: + commit: 88298c7a418622530ca5426b22b1e5ebd10ca0cb + remote: https://github.com/rubentium/TokenPrune.git + gpu: NVIDIA H100 80GB HBM3 + gpu_count: 4 + gpu_nvidia: + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-98029aa4-c589-b65b-3ab7-6495256f31ed + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-37a1c6c2-d3df-3064-44df-33fa82304bd0 + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-b87e8111-63b6-b364-28b9-c4ce747aec08 + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-bbbaaf81-9234-a1c6-0093-6d87b4e6af4c + host: h100-workspace-4-gpu-0-4 + memory: + total: "1623005732864" + os: Linux-6.8.0-124-generic-x86_64-with-glibc2.35 + program: /mloscratch/homes/navasard/sparse/SparseAtt/train.py + python: CPython 3.13.13 + root: /mloscratch/homes/navasard/sparse/SparseAtt + startedAt: "2026-07-07T17:09:41.400774Z" + writerId: p578vnxv2tp5uy8pd7xp1mgwafzl15g5 + m: [] + python_version: 3.13.13 + t: + "1": + - 1 + - 5 + - 11 + - 49 + - 51 + - 53 + - 71 + "2": + - 1 + - 5 + - 11 + - 49 + - 51 + - 53 + - 71 + "3": + - 2 + - 5 + - 13 + - 14 + - 15 + - 16 + - 61 + - 62 + "4": 3.13.13 + "5": 0.26.1 + "6": 5.7.0 + "12": 0.26.1 + "13": linux-x86_64 +attention_type: + value: sparse_stochastic +checkpoint_activations: + value: false +dense_mode: + value: false +dense_step_intervals: + value: null +eval_batches: + value: 50 +eval_steps: + value: 250 +force_new_run: + value: false +gradient_accumulation_steps: + value: 10 +head_dim: + value: null +hidden_size: + value: 768 +init_from_scratch: + value: true +intermediate_size: + value: 3072 +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: 44000 +mixed_precision: + value: bf16 +model_dtype: + value: bfloat16 +model_path: + value: /mloscratch/homes/navasard/qwen3_06b_base +num_attention_heads: + value: 6 +num_epochs: + value: 1 +num_hidden_layers: + value: 28 +num_key_value_heads: + value: 2 +num_workers: + value: 8 +output_dir: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557 +per_device_batch_size: + value: 2 +resume_from_checkpoint: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-14000 +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_8k_fixed_s1 +sparse_mask_pool_size: + value: 1 +sparse_mask_seed: + value: 1 +sparse_num_random_blocks: + value: 31 +sparse_val_dense_compare: + value: false +strategy: + value: ddp +train_path: + value: /mloscratch/homes/navasard/data/fineweb_large/tokenized +val_path: + value: null +verbose: + value: true +wandb_enabled: + value: true +wandb_name: + value: 365m fixed s1 8k +wandb_project: + value: stochastic_sparsity +wandb_tags: + value: + - qwen3 + - 365m + - 8k + - scaleladder + - fixed + - seed1 +warmup_steps: + value: 750 +weight_decay: + value: 0.01 diff --git a/epfl_final/SparseAtt/wandb/run-20260707_170941-dbtl6d2o/files/output.log b/epfl_final/SparseAtt/wandb/run-20260707_170941-dbtl6d2o/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..f54ade8e07433c52d2867274edc5b41b7146533c --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_170941-dbtl6d2o/files/output.log @@ -0,0 +1,3249 @@ +Starting training... +Validation at step 14000: Loss = 3.0939, Perplexity = 22.06 +wandb: WARNING Tried to log to step 14000 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Switching attention mode for step 14001: sparse_stochastic (configured sparse attention) +Step 14010/44000 | Loss: 3.0717 | LR: 3.93e-04 | 36272.6ms/step | 0.6 samples/s +wandb: WARNING Tried to log to step 14010 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14020/44000 | Loss: 3.0844 | LR: 3.93e-04 | 1272.9ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14020 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14030/44000 | Loss: 3.0550 | LR: 3.92e-04 | 1275.7ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14030 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14040/44000 | Loss: 3.1056 | LR: 3.92e-04 | 1275.3ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14040 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14050/44000 | Loss: 3.0706 | LR: 3.92e-04 | 1277.0ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14050 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14060/44000 | Loss: 3.1171 | LR: 3.92e-04 | 1278.5ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14060 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14070/44000 | Loss: 3.1076 | LR: 3.92e-04 | 1276.0ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14070 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14080/44000 | Loss: 3.0844 | LR: 3.92e-04 | 1277.2ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14080 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14090/44000 | Loss: 3.0508 | LR: 3.92e-04 | 1276.4ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14090 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14100/44000 | Loss: 3.0672 | LR: 3.91e-04 | 1277.1ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14100 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14110/44000 | Loss: 3.0404 | LR: 3.91e-04 | 1276.4ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14110 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14120/44000 | Loss: 3.0622 | LR: 3.91e-04 | 1276.1ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14120 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14130/44000 | Loss: 3.0956 | LR: 3.91e-04 | 1276.7ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14130 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14140/44000 | Loss: 3.0628 | LR: 3.91e-04 | 1278.8ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14140 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14150/44000 | Loss: 3.0654 | LR: 3.91e-04 | 1278.0ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14150 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14160/44000 | Loss: 3.0623 | LR: 3.90e-04 | 1275.9ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14160 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14170/44000 | Loss: 3.1063 | LR: 3.90e-04 | 1276.5ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14170 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14180/44000 | Loss: 3.0581 | LR: 3.90e-04 | 1276.6ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14180 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14190/44000 | Loss: 3.0919 | LR: 3.90e-04 | 1276.3ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14190 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14200/44000 | Loss: 3.1001 | LR: 3.90e-04 | 1273.8ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14200 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14210/44000 | Loss: 3.0687 | LR: 3.90e-04 | 1275.4ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14210 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14220/44000 | Loss: 3.0570 | LR: 3.90e-04 | 1275.4ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14220 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14230/44000 | Loss: 3.0769 | LR: 3.89e-04 | 1277.0ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14230 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14240/44000 | Loss: 3.0517 | LR: 3.89e-04 | 1277.7ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14240 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14250/44000 | Loss: 3.0713 | LR: 3.89e-04 | 1276.7ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14250 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 14250: Loss = 3.0902, Perplexity = 21.98 +Step 14260/44000 | Loss: 3.0478 | LR: 3.89e-04 | 3448.4ms/step | 5.8 samples/s +wandb: WARNING Tried to log to step 14260 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14270/44000 | Loss: 3.0643 | LR: 3.89e-04 | 1293.0ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14270 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14280/44000 | Loss: 3.0700 | LR: 3.89e-04 | 1292.1ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14280 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14290/44000 | Loss: 3.0583 | LR: 3.89e-04 | 1291.0ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14290 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14300/44000 | Loss: 3.0548 | LR: 3.88e-04 | 1290.0ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14300 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14310/44000 | Loss: 3.1147 | LR: 3.88e-04 | 1284.9ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14310 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14320/44000 | Loss: 3.0778 | LR: 3.88e-04 | 1287.2ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14320 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14330/44000 | Loss: 3.0972 | LR: 3.88e-04 | 1285.6ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14330 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14340/44000 | Loss: 3.0649 | LR: 3.88e-04 | 1287.4ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14340 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14350/44000 | Loss: 3.0928 | LR: 3.88e-04 | 1294.1ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14350 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14360/44000 | Loss: 3.0692 | LR: 3.87e-04 | 1285.8ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14360 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14370/44000 | Loss: 3.0663 | LR: 3.87e-04 | 1284.0ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14370 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14380/44000 | Loss: 3.0440 | LR: 3.87e-04 | 1286.7ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14380 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14390/44000 | Loss: 3.0679 | LR: 3.87e-04 | 1294.9ms/step | 15.4 samples/s +wandb: WARNING Tried to log to step 14390 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14400/44000 | Loss: 3.0395 | LR: 3.87e-04 | 1285.5ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14400 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14410/44000 | Loss: 3.0615 | LR: 3.87e-04 | 1288.4ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14410 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14420/44000 | Loss: 3.0514 | LR: 3.87e-04 | 1281.7ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14420 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14430/44000 | Loss: 3.0657 | LR: 3.86e-04 | 1283.7ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14430 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14440/44000 | Loss: 3.0541 | LR: 3.86e-04 | 1282.1ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14440 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14450/44000 | Loss: 3.0715 | LR: 3.86e-04 | 1286.1ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14450 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14460/44000 | Loss: 3.0462 | LR: 3.86e-04 | 1286.4ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14460 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14470/44000 | Loss: 3.0909 | LR: 3.86e-04 | 1290.5ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14470 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14480/44000 | Loss: 3.0689 | LR: 3.86e-04 | 1288.5ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14480 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14490/44000 | Loss: 3.0710 | LR: 3.85e-04 | 1286.3ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14490 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14500/44000 | Loss: 3.0812 | LR: 3.85e-04 | 1285.8ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14500 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 14500: Loss = 3.0864, Perplexity = 21.90 +Step 14510/44000 | Loss: 3.0841 | LR: 3.85e-04 | 3434.0ms/step | 5.8 samples/s +wandb: WARNING Tried to log to step 14510 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14520/44000 | Loss: 3.0567 | LR: 3.85e-04 | 1285.6ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14520 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14530/44000 | Loss: 3.0839 | LR: 3.85e-04 | 1285.9ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14530 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14540/44000 | Loss: 3.0747 | LR: 3.85e-04 | 1285.6ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14540 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14550/44000 | Loss: 3.0472 | LR: 3.85e-04 | 1285.7ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14550 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14560/44000 | Loss: 3.0937 | LR: 3.84e-04 | 1284.2ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14560 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14570/44000 | Loss: 3.0575 | LR: 3.84e-04 | 1283.0ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14570 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14580/44000 | Loss: 3.0653 | LR: 3.84e-04 | 1283.3ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14580 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14590/44000 | Loss: 3.0659 | LR: 3.84e-04 | 1282.3ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14590 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14600/44000 | Loss: 3.0364 | LR: 3.84e-04 | 1281.8ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14600 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14610/44000 | Loss: 3.0661 | LR: 3.84e-04 | 1285.5ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14610 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14620/44000 | Loss: 3.1025 | LR: 3.83e-04 | 1286.3ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14620 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14630/44000 | Loss: 3.0533 | LR: 3.83e-04 | 1287.4ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14630 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14640/44000 | Loss: 3.0508 | LR: 3.83e-04 | 1285.6ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14640 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14650/44000 | Loss: 3.0715 | LR: 3.83e-04 | 1286.5ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14650 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14660/44000 | Loss: 3.0672 | LR: 3.83e-04 | 1284.6ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14660 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14670/44000 | Loss: 3.0565 | LR: 3.83e-04 | 1283.0ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14670 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14680/44000 | Loss: 3.0802 | LR: 3.83e-04 | 1284.7ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14680 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14690/44000 | Loss: 3.0857 | LR: 3.82e-04 | 1283.0ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14690 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14700/44000 | Loss: 3.0545 | LR: 3.82e-04 | 1283.1ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14700 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14710/44000 | Loss: 3.0851 | LR: 3.82e-04 | 1282.8ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14710 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14720/44000 | Loss: 3.0832 | LR: 3.82e-04 | 1284.6ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14720 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14730/44000 | Loss: 3.0736 | LR: 3.82e-04 | 1288.6ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14730 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14740/44000 | Loss: 3.0767 | LR: 3.82e-04 | 1287.0ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14740 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14750/44000 | Loss: 3.0343 | LR: 3.81e-04 | 1283.5ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14750 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 14750: Loss = 3.0829, Perplexity = 21.82 +Step 14760/44000 | Loss: 3.0810 | LR: 3.81e-04 | 3434.1ms/step | 5.8 samples/s +wandb: WARNING Tried to log to step 14760 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14770/44000 | Loss: 3.0461 | LR: 3.81e-04 | 1283.8ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14770 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14780/44000 | Loss: 3.0425 | LR: 3.81e-04 | 1283.9ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14780 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14790/44000 | Loss: 3.0605 | LR: 3.81e-04 | 1283.2ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14790 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14800/44000 | Loss: 3.0806 | LR: 3.81e-04 | 1282.2ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14800 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14810/44000 | Loss: 3.0416 | LR: 3.81e-04 | 1279.0ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14810 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14820/44000 | Loss: 3.0753 | LR: 3.80e-04 | 1281.1ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14820 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14830/44000 | Loss: 3.0604 | LR: 3.80e-04 | 1275.4ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14830 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14840/44000 | Loss: 3.0660 | LR: 3.80e-04 | 1276.8ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14840 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14850/44000 | Loss: 3.0640 | LR: 3.80e-04 | 1280.7ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14850 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14860/44000 | Loss: 3.0384 | LR: 3.80e-04 | 1286.3ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14860 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14870/44000 | Loss: 3.0396 | LR: 3.80e-04 | 1285.9ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14870 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14880/44000 | Loss: 3.0364 | LR: 3.79e-04 | 1286.5ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14880 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14890/44000 | Loss: 3.0716 | LR: 3.79e-04 | 1284.4ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14890 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14900/44000 | Loss: 3.0778 | LR: 3.79e-04 | 1282.6ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14900 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14910/44000 | Loss: 3.0422 | LR: 3.79e-04 | 1283.6ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14910 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14920/44000 | Loss: 3.0824 | LR: 3.79e-04 | 1282.2ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14920 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14930/44000 | Loss: 3.0637 | LR: 3.79e-04 | 1282.8ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14930 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14940/44000 | Loss: 3.0736 | LR: 3.79e-04 | 1283.2ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14940 that is less than the current step 14941. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14950/44000 | Loss: 3.0438 | LR: 3.78e-04 | 1283.9ms/step | 15.6 samples/s +Step 14960/44000 | Loss: 3.0051 | LR: 3.78e-04 | 1282.8ms/step | 15.6 samples/s +Step 14970/44000 | Loss: 3.0565 | LR: 3.78e-04 | 1282.5ms/step | 15.6 samples/s +Step 14980/44000 | Loss: 3.0415 | LR: 3.78e-04 | 1284.9ms/step | 15.6 samples/s +Step 14990/44000 | Loss: 3.0745 | LR: 3.78e-04 | 1285.6ms/step | 15.6 samples/s +Step 15000/44000 | Loss: 3.1051 | LR: 3.78e-04 | 1287.8ms/step | 15.5 samples/s +Validation at step 15000: Loss = 3.0799, Perplexity = 21.76 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-15000 +Step 15010/44000 | Loss: 3.0805 | LR: 3.77e-04 | 3750.3ms/step | 5.3 samples/s +Step 15020/44000 | Loss: 3.0504 | LR: 3.77e-04 | 1281.9ms/step | 15.6 samples/s +Step 15030/44000 | Loss: 3.0684 | LR: 3.77e-04 | 1284.2ms/step | 15.6 samples/s +Step 15040/44000 | Loss: 3.0779 | LR: 3.77e-04 | 1284.6ms/step | 15.6 samples/s +Step 15050/44000 | Loss: 3.0543 | LR: 3.77e-04 | 1281.5ms/step | 15.6 samples/s +Step 15060/44000 | Loss: 3.0881 | LR: 3.77e-04 | 1283.0ms/step | 15.6 samples/s +Step 15070/44000 | Loss: 3.0511 | LR: 3.77e-04 | 1285.0ms/step | 15.6 samples/s +Step 15080/44000 | Loss: 3.0911 | LR: 3.76e-04 | 1284.2ms/step | 15.6 samples/s +Step 15090/44000 | Loss: 3.0651 | LR: 3.76e-04 | 1285.8ms/step | 15.6 samples/s +Step 15100/44000 | Loss: 3.0406 | LR: 3.76e-04 | 1283.2ms/step | 15.6 samples/s +Step 15110/44000 | Loss: 3.0831 | LR: 3.76e-04 | 1284.4ms/step | 15.6 samples/s +Step 15120/44000 | Loss: 3.0865 | LR: 3.76e-04 | 1283.3ms/step | 15.6 samples/s +Step 15130/44000 | Loss: 3.0586 | LR: 3.76e-04 | 1284.0ms/step | 15.6 samples/s +Step 15140/44000 | Loss: 3.0707 | LR: 3.75e-04 | 1286.2ms/step | 15.6 samples/s +Step 15150/44000 | Loss: 3.0675 | LR: 3.75e-04 | 1285.8ms/step | 15.6 samples/s +Step 15160/44000 | Loss: 3.0896 | LR: 3.75e-04 | 1285.4ms/step | 15.6 samples/s +Step 15170/44000 | Loss: 3.0618 | LR: 3.75e-04 | 1285.3ms/step | 15.6 samples/s +Step 15180/44000 | Loss: 3.0953 | LR: 3.75e-04 | 1284.4ms/step | 15.6 samples/s +Step 15190/44000 | Loss: 3.0590 | LR: 3.75e-04 | 1285.2ms/step | 15.6 samples/s +Step 15200/44000 | Loss: 3.0947 | LR: 3.74e-04 | 1287.0ms/step | 15.5 samples/s +Step 15210/44000 | Loss: 3.0605 | LR: 3.74e-04 | 1287.8ms/step | 15.5 samples/s +Step 15220/44000 | Loss: 3.0517 | LR: 3.74e-04 | 1286.4ms/step | 15.5 samples/s +Step 15230/44000 | Loss: 3.0373 | LR: 3.74e-04 | 1286.6ms/step | 15.5 samples/s +Step 15240/44000 | Loss: 3.0177 | LR: 3.74e-04 | 1286.4ms/step | 15.5 samples/s +Step 15250/44000 | Loss: 3.0745 | LR: 3.74e-04 | 1281.8ms/step | 15.6 samples/s +Validation at step 15250: Loss = 3.0767, Perplexity = 21.69 +Step 15260/44000 | Loss: 3.0492 | LR: 3.74e-04 | 3454.9ms/step | 5.8 samples/s +Step 15270/44000 | Loss: 3.0461 | LR: 3.73e-04 | 1290.3ms/step | 15.5 samples/s +Step 15280/44000 | Loss: 3.0500 | LR: 3.73e-04 | 1293.7ms/step | 15.5 samples/s +Step 15290/44000 | Loss: 3.0593 | LR: 3.73e-04 | 1295.1ms/step | 15.4 samples/s +Step 15300/44000 | Loss: 3.0645 | LR: 3.73e-04 | 1297.7ms/step | 15.4 samples/s +Step 15310/44000 | Loss: 3.0761 | LR: 3.73e-04 | 1299.2ms/step | 15.4 samples/s +Step 15320/44000 | Loss: 3.0667 | LR: 3.73e-04 | 1299.5ms/step | 15.4 samples/s +Step 15330/44000 | Loss: 3.0508 | LR: 3.72e-04 | 1291.9ms/step | 15.5 samples/s +Step 15340/44000 | Loss: 3.0557 | LR: 3.72e-04 | 1297.5ms/step | 15.4 samples/s +Step 15350/44000 | Loss: 3.0473 | LR: 3.72e-04 | 1290.4ms/step | 15.5 samples/s +Step 15360/44000 | Loss: 3.0524 | LR: 3.72e-04 | 1284.6ms/step | 15.6 samples/s +Step 15370/44000 | Loss: 3.0554 | LR: 3.72e-04 | 1284.0ms/step | 15.6 samples/s +Step 15380/44000 | Loss: 3.0587 | LR: 3.72e-04 | 1282.4ms/step | 15.6 samples/s +Step 15390/44000 | Loss: 3.0274 | LR: 3.71e-04 | 1283.6ms/step | 15.6 samples/s +Step 15400/44000 | Loss: 3.0366 | LR: 3.71e-04 | 1285.8ms/step | 15.6 samples/s +Step 15410/44000 | Loss: 3.0318 | LR: 3.71e-04 | 1284.2ms/step | 15.6 samples/s +Step 15420/44000 | Loss: 3.0596 | LR: 3.71e-04 | 1280.0ms/step | 15.6 samples/s +Step 15430/44000 | Loss: 3.0463 | LR: 3.71e-04 | 1280.8ms/step | 15.6 samples/s +Step 15440/44000 | Loss: 3.0848 | LR: 3.71e-04 | 1286.6ms/step | 15.5 samples/s +Step 15450/44000 | Loss: 3.0631 | LR: 3.71e-04 | 1284.8ms/step | 15.6 samples/s +Step 15460/44000 | Loss: 3.0606 | LR: 3.70e-04 | 1285.2ms/step | 15.6 samples/s +Step 15470/44000 | Loss: 3.0559 | LR: 3.70e-04 | 1284.1ms/step | 15.6 samples/s +Step 15480/44000 | Loss: 3.0538 | LR: 3.70e-04 | 1285.0ms/step | 15.6 samples/s +Step 15490/44000 | Loss: 3.0473 | LR: 3.70e-04 | 1286.4ms/step | 15.5 samples/s +Step 15500/44000 | Loss: 3.0887 | LR: 3.70e-04 | 1285.5ms/step | 15.6 samples/s +Validation at step 15500: Loss = 3.0731, Perplexity = 21.61 +Step 15510/44000 | Loss: 3.0568 | LR: 3.70e-04 | 3434.6ms/step | 5.8 samples/s +Step 15520/44000 | Loss: 3.0800 | LR: 3.69e-04 | 1284.3ms/step | 15.6 samples/s +Step 15530/44000 | Loss: 3.0442 | LR: 3.69e-04 | 1286.1ms/step | 15.6 samples/s +Step 15540/44000 | Loss: 3.0307 | LR: 3.69e-04 | 1280.8ms/step | 15.6 samples/s +Step 15550/44000 | Loss: 3.0350 | LR: 3.69e-04 | 1279.9ms/step | 15.6 samples/s +Step 15560/44000 | Loss: 3.0492 | LR: 3.69e-04 | 1283.2ms/step | 15.6 samples/s +Step 15570/44000 | Loss: 3.0587 | LR: 3.69e-04 | 1281.2ms/step | 15.6 samples/s +Step 15580/44000 | Loss: 3.0632 | LR: 3.68e-04 | 1283.2ms/step | 15.6 samples/s +Step 15590/44000 | Loss: 3.0720 | LR: 3.68e-04 | 1284.4ms/step | 15.6 samples/s +Step 15600/44000 | Loss: 3.0524 | LR: 3.68e-04 | 1285.7ms/step | 15.6 samples/s +Step 15610/44000 | Loss: 3.0666 | LR: 3.68e-04 | 1285.7ms/step | 15.6 samples/s +Step 15620/44000 | Loss: 3.0768 | LR: 3.68e-04 | 1284.7ms/step | 15.6 samples/s +Step 15630/44000 | Loss: 3.0382 | LR: 3.68e-04 | 1285.7ms/step | 15.6 samples/s +Step 15640/44000 | Loss: 3.0588 | LR: 3.67e-04 | 1285.4ms/step | 15.6 samples/s +Step 15650/44000 | Loss: 3.0592 | LR: 3.67e-04 | 1282.4ms/step | 15.6 samples/s +Step 15660/44000 | Loss: 3.0322 | LR: 3.67e-04 | 1283.5ms/step | 15.6 samples/s +Step 15670/44000 | Loss: 3.0450 | LR: 3.67e-04 | 1282.6ms/step | 15.6 samples/s +Step 15680/44000 | Loss: 3.1043 | LR: 3.67e-04 | 1284.2ms/step | 15.6 samples/s +Step 15690/44000 | Loss: 3.0765 | LR: 3.67e-04 | 1284.5ms/step | 15.6 samples/s +Step 15700/44000 | Loss: 3.0900 | LR: 3.67e-04 | 1285.5ms/step | 15.6 samples/s +Step 15710/44000 | Loss: 3.0993 | LR: 3.66e-04 | 1289.4ms/step | 15.5 samples/s +Step 15720/44000 | Loss: 3.0405 | LR: 3.66e-04 | 1288.0ms/step | 15.5 samples/s +Step 15730/44000 | Loss: 3.0514 | LR: 3.66e-04 | 1287.4ms/step | 15.5 samples/s +Step 15740/44000 | Loss: 3.0452 | LR: 3.66e-04 | 1288.2ms/step | 15.5 samples/s +Step 15750/44000 | Loss: 3.0419 | LR: 3.66e-04 | 1291.1ms/step | 15.5 samples/s +Validation at step 15750: Loss = 3.0697, Perplexity = 21.54 +Step 15760/44000 | Loss: 3.0442 | LR: 3.66e-04 | 3491.0ms/step | 5.7 samples/s +Step 15770/44000 | Loss: 3.0359 | LR: 3.65e-04 | 1288.5ms/step | 15.5 samples/s +Step 15780/44000 | Loss: 3.0506 | LR: 3.65e-04 | 1291.5ms/step | 15.5 samples/s +Step 15790/44000 | Loss: 3.0573 | LR: 3.65e-04 | 1292.0ms/step | 15.5 samples/s +Step 15800/44000 | Loss: 3.0506 | LR: 3.65e-04 | 1284.6ms/step | 15.6 samples/s +Step 15810/44000 | Loss: 3.0354 | LR: 3.65e-04 | 1285.0ms/step | 15.6 samples/s +Step 15820/44000 | Loss: 3.0391 | LR: 3.65e-04 | 1285.5ms/step | 15.6 samples/s +Step 15830/44000 | Loss: 3.0641 | LR: 3.64e-04 | 1285.7ms/step | 15.6 samples/s +Step 15840/44000 | Loss: 3.0520 | LR: 3.64e-04 | 1285.3ms/step | 15.6 samples/s +Step 15850/44000 | Loss: 3.0375 | LR: 3.64e-04 | 1286.6ms/step | 15.5 samples/s +Step 15860/44000 | Loss: 3.0424 | LR: 3.64e-04 | 1285.9ms/step | 15.6 samples/s +Step 15870/44000 | Loss: 3.0527 | LR: 3.64e-04 | 1283.9ms/step | 15.6 samples/s +Step 15880/44000 | Loss: 3.0579 | LR: 3.64e-04 | 1282.5ms/step | 15.6 samples/s +Step 15890/44000 | Loss: 3.0248 | LR: 3.63e-04 | 1285.4ms/step | 15.6 samples/s +Step 15900/44000 | Loss: 3.0678 | LR: 3.63e-04 | 1286.0ms/step | 15.6 samples/s +Step 15910/44000 | Loss: 3.0639 | LR: 3.63e-04 | 1291.0ms/step | 15.5 samples/s +Step 15920/44000 | Loss: 3.0618 | LR: 3.63e-04 | 1287.5ms/step | 15.5 samples/s +Step 15930/44000 | Loss: 3.0182 | LR: 3.63e-04 | 1289.8ms/step | 15.5 samples/s +Step 15940/44000 | Loss: 3.0410 | LR: 3.63e-04 | 1286.2ms/step | 15.6 samples/s +Step 15950/44000 | Loss: 3.0232 | LR: 3.62e-04 | 1283.9ms/step | 15.6 samples/s +Step 15960/44000 | Loss: 3.0314 | LR: 3.62e-04 | 1284.6ms/step | 15.6 samples/s +Step 15970/44000 | Loss: 3.0437 | LR: 3.62e-04 | 1291.4ms/step | 15.5 samples/s +Step 15980/44000 | Loss: 3.0532 | LR: 3.62e-04 | 1291.3ms/step | 15.5 samples/s +Step 15990/44000 | Loss: 3.0582 | LR: 3.62e-04 | 1286.0ms/step | 15.6 samples/s +Step 16000/44000 | Loss: 3.0620 | LR: 3.62e-04 | 1290.6ms/step | 15.5 samples/s +Validation at step 16000: Loss = 3.0662, Perplexity = 21.46 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-16000 +Step 16010/44000 | Loss: 3.0124 | LR: 3.62e-04 | 3811.5ms/step | 5.2 samples/s +Step 16020/44000 | Loss: 3.0321 | LR: 3.61e-04 | 1285.4ms/step | 15.6 samples/s +Step 16030/44000 | Loss: 3.0500 | LR: 3.61e-04 | 1282.4ms/step | 15.6 samples/s +Step 16040/44000 | Loss: 3.0356 | LR: 3.61e-04 | 1283.0ms/step | 15.6 samples/s +Step 16050/44000 | Loss: 3.0704 | LR: 3.61e-04 | 1287.3ms/step | 15.5 samples/s +Step 16060/44000 | Loss: 3.0395 | LR: 3.61e-04 | 1283.1ms/step | 15.6 samples/s +Step 16070/44000 | Loss: 3.0620 | LR: 3.61e-04 | 1284.2ms/step | 15.6 samples/s +Step 16080/44000 | Loss: 3.0507 | LR: 3.60e-04 | 1285.2ms/step | 15.6 samples/s +Step 16090/44000 | Loss: 3.0167 | LR: 3.60e-04 | 1287.6ms/step | 15.5 samples/s +Step 16100/44000 | Loss: 3.0382 | LR: 3.60e-04 | 1284.6ms/step | 15.6 samples/s +Step 16110/44000 | Loss: 3.0543 | LR: 3.60e-04 | 1284.4ms/step | 15.6 samples/s +Step 16120/44000 | Loss: 3.0534 | LR: 3.60e-04 | 1285.0ms/step | 15.6 samples/s +Step 16130/44000 | Loss: 3.0371 | LR: 3.60e-04 | 1284.6ms/step | 15.6 samples/s +Step 16140/44000 | Loss: 3.0457 | LR: 3.59e-04 | 1284.9ms/step | 15.6 samples/s +Step 16150/44000 | Loss: 3.0243 | LR: 3.59e-04 | 1286.6ms/step | 15.5 samples/s +Step 16160/44000 | Loss: 3.0408 | LR: 3.59e-04 | 1287.3ms/step | 15.5 samples/s +Step 16170/44000 | Loss: 3.0647 | LR: 3.59e-04 | 1284.5ms/step | 15.6 samples/s +Step 16180/44000 | Loss: 3.0686 | LR: 3.59e-04 | 1285.9ms/step | 15.6 samples/s +Step 16190/44000 | Loss: 3.0600 | LR: 3.59e-04 | 1286.4ms/step | 15.5 samples/s +Step 16200/44000 | Loss: 3.0303 | LR: 3.58e-04 | 1283.3ms/step | 15.6 samples/s +Step 16210/44000 | Loss: 3.0297 | LR: 3.58e-04 | 1282.6ms/step | 15.6 samples/s +Step 16220/44000 | Loss: 3.0760 | LR: 3.58e-04 | 1282.7ms/step | 15.6 samples/s +Step 16230/44000 | Loss: 3.0131 | LR: 3.58e-04 | 1282.6ms/step | 15.6 samples/s +Step 16240/44000 | Loss: 3.0276 | LR: 3.58e-04 | 1281.0ms/step | 15.6 samples/s +Step 16250/44000 | Loss: 3.0706 | LR: 3.58e-04 | 1285.1ms/step | 15.6 samples/s +Validation at step 16250: Loss = 3.0627, Perplexity = 21.38 +Step 16260/44000 | Loss: 3.0303 | LR: 3.57e-04 | 3427.9ms/step | 5.8 samples/s +Step 16270/44000 | Loss: 3.0872 | LR: 3.57e-04 | 1280.7ms/step | 15.6 samples/s +Step 16280/44000 | Loss: 3.0468 | LR: 3.57e-04 | 1281.6ms/step | 15.6 samples/s +Step 16290/44000 | Loss: 3.0264 | LR: 3.57e-04 | 1281.3ms/step | 15.6 samples/s +Step 16300/44000 | Loss: 3.0739 | LR: 3.57e-04 | 1282.8ms/step | 15.6 samples/s +Step 16310/44000 | Loss: 3.0590 | LR: 3.57e-04 | 1280.5ms/step | 15.6 samples/s +Step 16320/44000 | Loss: 3.0155 | LR: 3.56e-04 | 1283.5ms/step | 15.6 samples/s +Step 16330/44000 | Loss: 3.0324 | LR: 3.56e-04 | 1284.2ms/step | 15.6 samples/s +Step 16340/44000 | Loss: 3.0574 | LR: 3.56e-04 | 1284.1ms/step | 15.6 samples/s +Step 16350/44000 | Loss: 3.0559 | LR: 3.56e-04 | 1281.6ms/step | 15.6 samples/s +Step 16360/44000 | Loss: 3.0621 | LR: 3.56e-04 | 1284.1ms/step | 15.6 samples/s +Step 16370/44000 | Loss: 3.0332 | LR: 3.56e-04 | 1285.0ms/step | 15.6 samples/s +Step 16380/44000 | Loss: 3.0467 | LR: 3.55e-04 | 1282.3ms/step | 15.6 samples/s +Step 16390/44000 | Loss: 3.0818 | LR: 3.55e-04 | 1284.6ms/step | 15.6 samples/s +Step 16400/44000 | Loss: 3.0288 | LR: 3.55e-04 | 1287.1ms/step | 15.5 samples/s +Step 16410/44000 | Loss: 3.0402 | LR: 3.55e-04 | 1288.1ms/step | 15.5 samples/s +Step 16420/44000 | Loss: 3.0361 | LR: 3.55e-04 | 1288.6ms/step | 15.5 samples/s +Step 16430/44000 | Loss: 3.0558 | LR: 3.55e-04 | 1285.3ms/step | 15.6 samples/s +Step 16440/44000 | Loss: 3.0420 | LR: 3.54e-04 | 1285.2ms/step | 15.6 samples/s +Step 16450/44000 | Loss: 3.0457 | LR: 3.54e-04 | 1285.6ms/step | 15.6 samples/s +Step 16460/44000 | Loss: 3.0574 | LR: 3.54e-04 | 1284.4ms/step | 15.6 samples/s +Step 16470/44000 | Loss: 3.0222 | LR: 3.54e-04 | 1284.7ms/step | 15.6 samples/s +Step 16480/44000 | Loss: 3.0274 | LR: 3.54e-04 | 1280.8ms/step | 15.6 samples/s +Step 16490/44000 | Loss: 3.0245 | LR: 3.54e-04 | 1280.1ms/step | 15.6 samples/s +Step 16500/44000 | Loss: 3.0369 | LR: 3.53e-04 | 1281.3ms/step | 15.6 samples/s +Validation at step 16500: Loss = 3.0596, Perplexity = 21.32 +Step 16510/44000 | Loss: 3.0587 | LR: 3.53e-04 | 3432.8ms/step | 5.8 samples/s +Step 16520/44000 | Loss: 3.0352 | LR: 3.53e-04 | 1279.4ms/step | 15.6 samples/s +Step 16530/44000 | Loss: 3.0097 | LR: 3.53e-04 | 1280.6ms/step | 15.6 samples/s +Step 16540/44000 | Loss: 3.0463 | LR: 3.53e-04 | 1279.6ms/step | 15.6 samples/s +Step 16550/44000 | Loss: 3.0009 | LR: 3.53e-04 | 1278.8ms/step | 15.6 samples/s +Step 16560/44000 | Loss: 3.0270 | LR: 3.52e-04 | 1282.4ms/step | 15.6 samples/s +Step 16570/44000 | Loss: 3.0602 | LR: 3.52e-04 | 1282.4ms/step | 15.6 samples/s +Step 16580/44000 | Loss: 3.0265 | LR: 3.52e-04 | 1280.2ms/step | 15.6 samples/s +Step 16590/44000 | Loss: 3.0388 | LR: 3.52e-04 | 1280.8ms/step | 15.6 samples/s +Step 16600/44000 | Loss: 3.0228 | LR: 3.52e-04 | 1282.7ms/step | 15.6 samples/s +Step 16610/44000 | Loss: 3.0425 | LR: 3.52e-04 | 1289.1ms/step | 15.5 samples/s +Step 16620/44000 | Loss: 3.0454 | LR: 3.51e-04 | 1288.8ms/step | 15.5 samples/s +Step 16630/44000 | Loss: 3.0226 | LR: 3.51e-04 | 1289.8ms/step | 15.5 samples/s +Step 16640/44000 | Loss: 3.0564 | LR: 3.51e-04 | 1289.1ms/step | 15.5 samples/s +Step 16650/44000 | Loss: 3.0230 | LR: 3.51e-04 | 1286.5ms/step | 15.5 samples/s +Step 16660/44000 | Loss: 3.0227 | LR: 3.51e-04 | 1287.3ms/step | 15.5 samples/s +Step 16670/44000 | Loss: 3.0491 | LR: 3.51e-04 | 1289.2ms/step | 15.5 samples/s +Step 16680/44000 | Loss: 3.0036 | LR: 3.50e-04 | 1292.7ms/step | 15.5 samples/s +Step 16690/44000 | Loss: 3.0298 | LR: 3.50e-04 | 1288.2ms/step | 15.5 samples/s +Step 16700/44000 | Loss: 3.0641 | LR: 3.50e-04 | 1296.0ms/step | 15.4 samples/s +Step 16710/44000 | Loss: 3.0045 | LR: 3.50e-04 | 1298.9ms/step | 15.4 samples/s +Step 16720/44000 | Loss: 3.0490 | LR: 3.50e-04 | 1289.6ms/step | 15.5 samples/s +Step 16730/44000 | Loss: 3.0162 | LR: 3.50e-04 | 1285.8ms/step | 15.6 samples/s +Step 16740/44000 | Loss: 3.0196 | LR: 3.49e-04 | 1285.9ms/step | 15.6 samples/s +Step 16750/44000 | Loss: 3.0150 | LR: 3.49e-04 | 1286.0ms/step | 15.6 samples/s +Validation at step 16750: Loss = 3.0567, Perplexity = 21.26 +Step 16760/44000 | Loss: 3.0594 | LR: 3.49e-04 | 3430.8ms/step | 5.8 samples/s +Step 16770/44000 | Loss: 3.0625 | LR: 3.49e-04 | 1283.5ms/step | 15.6 samples/s +Step 16780/44000 | Loss: 3.0520 | LR: 3.49e-04 | 1285.7ms/step | 15.6 samples/s +Step 16790/44000 | Loss: 3.0692 | LR: 3.49e-04 | 1281.8ms/step | 15.6 samples/s +Step 16800/44000 | Loss: 3.0445 | LR: 3.48e-04 | 1279.6ms/step | 15.6 samples/s +Step 16810/44000 | Loss: 3.0208 | LR: 3.48e-04 | 1281.4ms/step | 15.6 samples/s +Step 16820/44000 | Loss: 3.0675 | LR: 3.48e-04 | 1282.6ms/step | 15.6 samples/s +Step 16830/44000 | Loss: 3.0628 | LR: 3.48e-04 | 1280.6ms/step | 15.6 samples/s +Step 16840/44000 | Loss: 3.0339 | LR: 3.48e-04 | 1279.5ms/step | 15.6 samples/s +Step 16850/44000 | Loss: 3.0215 | LR: 3.48e-04 | 1280.5ms/step | 15.6 samples/s +Step 16860/44000 | Loss: 3.0616 | LR: 3.47e-04 | 1282.1ms/step | 15.6 samples/s +Step 16870/44000 | Loss: 3.0347 | LR: 3.47e-04 | 1286.1ms/step | 15.6 samples/s +Step 16880/44000 | Loss: 3.0572 | LR: 3.47e-04 | 1285.8ms/step | 15.6 samples/s +Step 16890/44000 | Loss: 3.0239 | LR: 3.47e-04 | 1287.2ms/step | 15.5 samples/s +Step 16900/44000 | Loss: 3.0497 | LR: 3.47e-04 | 1286.9ms/step | 15.5 samples/s +Step 16910/44000 | Loss: 3.0365 | LR: 3.47e-04 | 1286.1ms/step | 15.6 samples/s +Step 16920/44000 | Loss: 3.0499 | LR: 3.46e-04 | 1286.6ms/step | 15.5 samples/s +Step 16930/44000 | Loss: 3.0707 | LR: 3.46e-04 | 1285.7ms/step | 15.6 samples/s +Step 16940/44000 | Loss: 3.0315 | LR: 3.46e-04 | 1285.4ms/step | 15.6 samples/s +Step 16950/44000 | Loss: 3.0215 | LR: 3.46e-04 | 1287.0ms/step | 15.5 samples/s +Step 16960/44000 | Loss: 3.0342 | LR: 3.46e-04 | 1288.0ms/step | 15.5 samples/s +Step 16970/44000 | Loss: 3.0612 | LR: 3.46e-04 | 1281.4ms/step | 15.6 samples/s +Step 16980/44000 | Loss: 3.0686 | LR: 3.45e-04 | 1281.2ms/step | 15.6 samples/s +Step 16990/44000 | Loss: 3.0262 | LR: 3.45e-04 | 1282.0ms/step | 15.6 samples/s +Step 17000/44000 | Loss: 3.0383 | LR: 3.45e-04 | 1279.9ms/step | 15.6 samples/s +Validation at step 17000: Loss = 3.0539, Perplexity = 21.20 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-17000 +Step 17010/44000 | Loss: 3.0536 | LR: 3.45e-04 | 3734.7ms/step | 5.4 samples/s +Step 17020/44000 | Loss: 3.0330 | LR: 3.45e-04 | 1285.7ms/step | 15.6 samples/s +Step 17030/44000 | Loss: 3.0396 | LR: 3.45e-04 | 1286.2ms/step | 15.5 samples/s +Step 17040/44000 | Loss: 3.0738 | LR: 3.44e-04 | 1282.2ms/step | 15.6 samples/s +Step 17050/44000 | Loss: 3.0665 | LR: 3.44e-04 | 1289.2ms/step | 15.5 samples/s +Step 17060/44000 | Loss: 3.0193 | LR: 3.44e-04 | 1286.8ms/step | 15.5 samples/s +Step 17070/44000 | Loss: 3.0040 | LR: 3.44e-04 | 1289.2ms/step | 15.5 samples/s +Step 17080/44000 | Loss: 3.0496 | LR: 3.44e-04 | 1296.7ms/step | 15.4 samples/s +Step 17090/44000 | Loss: 3.0335 | LR: 3.44e-04 | 1298.6ms/step | 15.4 samples/s +Step 17100/44000 | Loss: 3.0394 | LR: 3.43e-04 | 1290.4ms/step | 15.5 samples/s +Step 17110/44000 | Loss: 3.0318 | LR: 3.43e-04 | 1285.8ms/step | 15.6 samples/s +Step 17120/44000 | Loss: 3.0372 | LR: 3.43e-04 | 1282.5ms/step | 15.6 samples/s +Step 17130/44000 | Loss: 3.0251 | LR: 3.43e-04 | 1279.6ms/step | 15.6 samples/s +Step 17140/44000 | Loss: 3.0532 | LR: 3.43e-04 | 1282.8ms/step | 15.6 samples/s +Step 17150/44000 | Loss: 3.0553 | LR: 3.43e-04 | 1289.4ms/step | 15.5 samples/s +Step 17160/44000 | Loss: 3.0192 | LR: 3.42e-04 | 1283.2ms/step | 15.6 samples/s +Step 17170/44000 | Loss: 3.0321 | LR: 3.42e-04 | 1282.7ms/step | 15.6 samples/s +Step 17180/44000 | Loss: 3.0137 | LR: 3.42e-04 | 1279.7ms/step | 15.6 samples/s +Step 17190/44000 | Loss: 3.0567 | LR: 3.42e-04 | 1278.9ms/step | 15.6 samples/s +Step 17200/44000 | Loss: 3.0300 | LR: 3.42e-04 | 1279.4ms/step | 15.6 samples/s +Step 17210/44000 | Loss: 3.0496 | LR: 3.42e-04 | 1284.6ms/step | 15.6 samples/s +Step 17220/44000 | Loss: 3.0390 | LR: 3.41e-04 | 1284.2ms/step | 15.6 samples/s +Step 17230/44000 | Loss: 3.0322 | LR: 3.41e-04 | 1283.2ms/step | 15.6 samples/s +Step 17240/44000 | Loss: 3.0331 | LR: 3.41e-04 | 1283.2ms/step | 15.6 samples/s +Step 17250/44000 | Loss: 3.0446 | LR: 3.41e-04 | 1284.7ms/step | 15.6 samples/s +Validation at step 17250: Loss = 3.0509, Perplexity = 21.13 +Step 17260/44000 | Loss: 3.0369 | LR: 3.41e-04 | 3431.6ms/step | 5.8 samples/s +Step 17270/44000 | Loss: 3.0482 | LR: 3.41e-04 | 1284.3ms/step | 15.6 samples/s +Step 17280/44000 | Loss: 3.0362 | LR: 3.40e-04 | 1282.6ms/step | 15.6 samples/s +Step 17290/44000 | Loss: 3.0347 | LR: 3.40e-04 | 1285.9ms/step | 15.6 samples/s +Step 17300/44000 | Loss: 3.0215 | LR: 3.40e-04 | 1284.1ms/step | 15.6 samples/s +Step 17310/44000 | Loss: 3.0288 | LR: 3.40e-04 | 1284.1ms/step | 15.6 samples/s +Step 17320/44000 | Loss: 3.0343 | LR: 3.40e-04 | 1283.3ms/step | 15.6 samples/s +Step 17330/44000 | Loss: 3.0383 | LR: 3.40e-04 | 1283.9ms/step | 15.6 samples/s +Step 17340/44000 | Loss: 3.0362 | LR: 3.39e-04 | 1285.5ms/step | 15.6 samples/s +Step 17350/44000 | Loss: 3.0342 | LR: 3.39e-04 | 1284.2ms/step | 15.6 samples/s +Step 17360/44000 | Loss: 3.0300 | LR: 3.39e-04 | 1284.6ms/step | 15.6 samples/s +Step 17370/44000 | Loss: 3.0059 | LR: 3.39e-04 | 1285.3ms/step | 15.6 samples/s +Step 17380/44000 | Loss: 3.0545 | LR: 3.39e-04 | 1283.4ms/step | 15.6 samples/s +Step 17390/44000 | Loss: 3.0280 | LR: 3.39e-04 | 1280.9ms/step | 15.6 samples/s +Step 17400/44000 | Loss: 3.0575 | LR: 3.38e-04 | 1279.7ms/step | 15.6 samples/s +Step 17410/44000 | Loss: 3.0365 | LR: 3.38e-04 | 1278.7ms/step | 15.6 samples/s +Step 17420/44000 | Loss: 3.0114 | LR: 3.38e-04 | 1282.5ms/step | 15.6 samples/s +Step 17430/44000 | Loss: 3.0396 | LR: 3.38e-04 | 1281.9ms/step | 15.6 samples/s +Step 17440/44000 | Loss: 3.0339 | LR: 3.38e-04 | 1279.7ms/step | 15.6 samples/s +Step 17450/44000 | Loss: 3.0083 | LR: 3.38e-04 | 1283.7ms/step | 15.6 samples/s +Step 17460/44000 | Loss: 3.0264 | LR: 3.37e-04 | 1284.7ms/step | 15.6 samples/s +Step 17470/44000 | Loss: 3.0279 | LR: 3.37e-04 | 1283.8ms/step | 15.6 samples/s +Step 17480/44000 | Loss: 3.0517 | LR: 3.37e-04 | 1284.2ms/step | 15.6 samples/s +Step 17490/44000 | Loss: 3.0063 | LR: 3.37e-04 | 1285.8ms/step | 15.6 samples/s +Step 17500/44000 | Loss: 3.0574 | LR: 3.37e-04 | 1285.7ms/step | 15.6 samples/s +Validation at step 17500: Loss = 3.0470, Perplexity = 21.05 +Step 17510/44000 | Loss: 3.0325 | LR: 3.37e-04 | 3425.8ms/step | 5.8 samples/s +Step 17520/44000 | Loss: 2.9941 | LR: 3.36e-04 | 1283.4ms/step | 15.6 samples/s +Step 17530/44000 | Loss: 3.0313 | LR: 3.36e-04 | 1285.1ms/step | 15.6 samples/s +Step 17540/44000 | Loss: 3.0572 | LR: 3.36e-04 | 1281.7ms/step | 15.6 samples/s +Step 17550/44000 | Loss: 3.0196 | LR: 3.36e-04 | 1284.1ms/step | 15.6 samples/s +Step 17560/44000 | Loss: 3.0186 | LR: 3.36e-04 | 1283.9ms/step | 15.6 samples/s +Step 17570/44000 | Loss: 3.0554 | LR: 3.35e-04 | 1282.8ms/step | 15.6 samples/s +Step 17580/44000 | Loss: 3.0308 | LR: 3.35e-04 | 1281.9ms/step | 15.6 samples/s +Step 17590/44000 | Loss: 3.0340 | LR: 3.35e-04 | 1283.3ms/step | 15.6 samples/s +Step 17600/44000 | Loss: 3.0430 | LR: 3.35e-04 | 1282.8ms/step | 15.6 samples/s +Step 17610/44000 | Loss: 3.0396 | LR: 3.35e-04 | 1283.3ms/step | 15.6 samples/s +Step 17620/44000 | Loss: 3.0906 | LR: 3.35e-04 | 1282.4ms/step | 15.6 samples/s +Step 17630/44000 | Loss: 3.0588 | LR: 3.34e-04 | 1283.7ms/step | 15.6 samples/s +Step 17640/44000 | Loss: 3.0448 | LR: 3.34e-04 | 1285.1ms/step | 15.6 samples/s +Step 17650/44000 | Loss: 3.0134 | LR: 3.34e-04 | 1284.3ms/step | 15.6 samples/s +Step 17660/44000 | Loss: 3.0437 | LR: 3.34e-04 | 1284.3ms/step | 15.6 samples/s +Step 17670/44000 | Loss: 3.0554 | LR: 3.34e-04 | 1284.5ms/step | 15.6 samples/s +Step 17680/44000 | Loss: 3.0043 | LR: 3.34e-04 | 1285.0ms/step | 15.6 samples/s +Step 17690/44000 | Loss: 3.0255 | LR: 3.33e-04 | 1284.0ms/step | 15.6 samples/s +Step 17700/44000 | Loss: 3.0500 | LR: 3.33e-04 | 1284.7ms/step | 15.6 samples/s +Step 17710/44000 | Loss: 3.0223 | LR: 3.33e-04 | 1279.7ms/step | 15.6 samples/s +Step 17720/44000 | Loss: 3.0154 | LR: 3.33e-04 | 1274.2ms/step | 15.7 samples/s +Step 17730/44000 | Loss: 2.9979 | LR: 3.33e-04 | 1279.4ms/step | 15.6 samples/s +Step 17740/44000 | Loss: 3.0116 | LR: 3.33e-04 | 1281.1ms/step | 15.6 samples/s +Step 17750/44000 | Loss: 3.0464 | LR: 3.32e-04 | 1282.8ms/step | 15.6 samples/s +Validation at step 17750: Loss = 3.0450, Perplexity = 21.01 +Step 17760/44000 | Loss: 3.0257 | LR: 3.32e-04 | 3425.9ms/step | 5.8 samples/s +Step 17770/44000 | Loss: 3.0403 | LR: 3.32e-04 | 1280.4ms/step | 15.6 samples/s +Step 17780/44000 | Loss: 3.0456 | LR: 3.32e-04 | 1281.6ms/step | 15.6 samples/s +Step 17790/44000 | Loss: 3.0250 | LR: 3.32e-04 | 1280.0ms/step | 15.6 samples/s +Step 17800/44000 | Loss: 3.0286 | LR: 3.32e-04 | 1283.6ms/step | 15.6 samples/s +Step 17810/44000 | Loss: 3.0285 | LR: 3.31e-04 | 1286.3ms/step | 15.5 samples/s +Step 17820/44000 | Loss: 3.0594 | LR: 3.31e-04 | 1285.5ms/step | 15.6 samples/s +Step 17830/44000 | Loss: 3.0208 | LR: 3.31e-04 | 1283.7ms/step | 15.6 samples/s +Step 17840/44000 | Loss: 3.0366 | LR: 3.31e-04 | 1284.8ms/step | 15.6 samples/s +Step 17850/44000 | Loss: 3.0246 | LR: 3.31e-04 | 1284.8ms/step | 15.6 samples/s +Step 17860/44000 | Loss: 3.0099 | LR: 3.31e-04 | 1286.0ms/step | 15.6 samples/s +Step 17870/44000 | Loss: 3.0264 | LR: 3.30e-04 | 1280.8ms/step | 15.6 samples/s +Step 17880/44000 | Loss: 3.0160 | LR: 3.30e-04 | 1279.3ms/step | 15.6 samples/s +Step 17890/44000 | Loss: 2.9986 | LR: 3.30e-04 | 1279.0ms/step | 15.6 samples/s +Step 17900/44000 | Loss: 3.0390 | LR: 3.30e-04 | 1279.4ms/step | 15.6 samples/s +Step 17910/44000 | Loss: 3.0471 | LR: 3.30e-04 | 1278.7ms/step | 15.6 samples/s +Step 17920/44000 | Loss: 3.0211 | LR: 3.29e-04 | 1280.2ms/step | 15.6 samples/s +Step 17930/44000 | Loss: 3.0241 | LR: 3.29e-04 | 1281.8ms/step | 15.6 samples/s +Step 17940/44000 | Loss: 3.0236 | LR: 3.29e-04 | 1285.6ms/step | 15.6 samples/s +Step 17950/44000 | Loss: 3.0216 | LR: 3.29e-04 | 1285.1ms/step | 15.6 samples/s +Step 17960/44000 | Loss: 3.0383 | LR: 3.29e-04 | 1284.2ms/step | 15.6 samples/s +Step 17970/44000 | Loss: 3.0423 | LR: 3.29e-04 | 1283.4ms/step | 15.6 samples/s +Step 17980/44000 | Loss: 3.0002 | LR: 3.28e-04 | 1288.0ms/step | 15.5 samples/s +Step 17990/44000 | Loss: 3.0341 | LR: 3.28e-04 | 1290.2ms/step | 15.5 samples/s +Step 18000/44000 | Loss: 3.0417 | LR: 3.28e-04 | 1289.0ms/step | 15.5 samples/s +Validation at step 18000: Loss = 3.0422, Perplexity = 20.95 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-18000 +Step 18010/44000 | Loss: 3.0201 | LR: 3.28e-04 | 3789.2ms/step | 5.3 samples/s +Step 18020/44000 | Loss: 3.0181 | LR: 3.28e-04 | 1284.1ms/step | 15.6 samples/s +Step 18030/44000 | Loss: 2.9943 | LR: 3.28e-04 | 1285.7ms/step | 15.6 samples/s +Step 18040/44000 | Loss: 3.0486 | LR: 3.27e-04 | 1284.7ms/step | 15.6 samples/s +Step 18050/44000 | Loss: 3.0135 | LR: 3.27e-04 | 1292.5ms/step | 15.5 samples/s +Step 18060/44000 | Loss: 3.0187 | LR: 3.27e-04 | 1294.2ms/step | 15.5 samples/s +Step 18070/44000 | Loss: 3.0018 | LR: 3.27e-04 | 1285.8ms/step | 15.6 samples/s +Step 18080/44000 | Loss: 3.0140 | LR: 3.27e-04 | 1282.8ms/step | 15.6 samples/s +Step 18090/44000 | Loss: 3.0258 | LR: 3.27e-04 | 1285.5ms/step | 15.6 samples/s +Step 18100/44000 | Loss: 3.0060 | LR: 3.26e-04 | 1282.3ms/step | 15.6 samples/s +Step 18110/44000 | Loss: 3.0436 | LR: 3.26e-04 | 1287.2ms/step | 15.5 samples/s +Step 18120/44000 | Loss: 3.0402 | LR: 3.26e-04 | 1286.1ms/step | 15.6 samples/s +Step 18130/44000 | Loss: 3.0282 | LR: 3.26e-04 | 1284.9ms/step | 15.6 samples/s +Step 18140/44000 | Loss: 3.0137 | LR: 3.26e-04 | 1285.4ms/step | 15.6 samples/s +Step 18150/44000 | Loss: 3.0026 | LR: 3.26e-04 | 1286.1ms/step | 15.6 samples/s +Step 18160/44000 | Loss: 3.0279 | LR: 3.25e-04 | 1290.7ms/step | 15.5 samples/s +Step 18170/44000 | Loss: 3.0295 | LR: 3.25e-04 | 1290.0ms/step | 15.5 samples/s +Step 18180/44000 | Loss: 3.0169 | LR: 3.25e-04 | 1287.0ms/step | 15.5 samples/s +Step 18190/44000 | Loss: 3.0428 | LR: 3.25e-04 | 1282.7ms/step | 15.6 samples/s +Step 18200/44000 | Loss: 3.0308 | LR: 3.25e-04 | 1286.1ms/step | 15.6 samples/s +Step 18210/44000 | Loss: 3.0253 | LR: 3.24e-04 | 1289.7ms/step | 15.5 samples/s +Step 18220/44000 | Loss: 3.0148 | LR: 3.24e-04 | 1287.3ms/step | 15.5 samples/s +Step 18230/44000 | Loss: 3.0173 | LR: 3.24e-04 | 1289.4ms/step | 15.5 samples/s +Step 18240/44000 | Loss: 3.0172 | LR: 3.24e-04 | 1288.8ms/step | 15.5 samples/s +Step 18250/44000 | Loss: 3.0118 | LR: 3.24e-04 | 1280.1ms/step | 15.6 samples/s +Validation at step 18250: Loss = 3.0386, Perplexity = 20.88 +Step 18260/44000 | Loss: 3.0257 | LR: 3.24e-04 | 3428.8ms/step | 5.8 samples/s +Step 18270/44000 | Loss: 3.0300 | LR: 3.23e-04 | 1284.0ms/step | 15.6 samples/s +Step 18280/44000 | Loss: 3.0386 | LR: 3.23e-04 | 1280.0ms/step | 15.6 samples/s +Step 18290/44000 | Loss: 3.0057 | LR: 3.23e-04 | 1279.3ms/step | 15.6 samples/s +Step 18300/44000 | Loss: 3.0167 | LR: 3.23e-04 | 1282.7ms/step | 15.6 samples/s +Step 18310/44000 | Loss: 3.0528 | LR: 3.23e-04 | 1284.6ms/step | 15.6 samples/s +Step 18320/44000 | Loss: 3.0043 | LR: 3.23e-04 | 1285.9ms/step | 15.6 samples/s +Step 18330/44000 | Loss: 3.0571 | LR: 3.22e-04 | 1275.7ms/step | 15.7 samples/s +Step 18340/44000 | Loss: 3.0351 | LR: 3.22e-04 | 1274.1ms/step | 15.7 samples/s +Step 18350/44000 | Loss: 3.0359 | LR: 3.22e-04 | 1277.2ms/step | 15.7 samples/s +Step 18360/44000 | Loss: 3.0542 | LR: 3.22e-04 | 1276.9ms/step | 15.7 samples/s +Step 18370/44000 | Loss: 3.0174 | LR: 3.22e-04 | 1278.5ms/step | 15.6 samples/s +Step 18380/44000 | Loss: 3.0129 | LR: 3.22e-04 | 1280.7ms/step | 15.6 samples/s +Step 18390/44000 | Loss: 3.0458 | LR: 3.21e-04 | 1283.1ms/step | 15.6 samples/s +Step 18400/44000 | Loss: 3.0398 | LR: 3.21e-04 | 1283.9ms/step | 15.6 samples/s +Step 18410/44000 | Loss: 3.0260 | LR: 3.21e-04 | 1285.6ms/step | 15.6 samples/s +Step 18420/44000 | Loss: 2.9988 | LR: 3.21e-04 | 1290.1ms/step | 15.5 samples/s +Step 18430/44000 | Loss: 3.0371 | LR: 3.21e-04 | 1288.2ms/step | 15.5 samples/s +Step 18440/44000 | Loss: 3.0149 | LR: 3.20e-04 | 1290.7ms/step | 15.5 samples/s +Step 18450/44000 | Loss: 3.0377 | LR: 3.20e-04 | 1289.4ms/step | 15.5 samples/s +Step 18460/44000 | Loss: 3.0518 | LR: 3.20e-04 | 1290.7ms/step | 15.5 samples/s +Step 18470/44000 | Loss: 2.9960 | LR: 3.20e-04 | 1292.3ms/step | 15.5 samples/s +Step 18480/44000 | Loss: 3.0310 | LR: 3.20e-04 | 1291.5ms/step | 15.5 samples/s +Step 18490/44000 | Loss: 3.0320 | LR: 3.20e-04 | 1288.5ms/step | 15.5 samples/s +Step 18500/44000 | Loss: 3.0265 | LR: 3.19e-04 | 1282.0ms/step | 15.6 samples/s +Validation at step 18500: Loss = 3.0370, Perplexity = 20.84 +Step 18510/44000 | Loss: 3.0014 | LR: 3.19e-04 | 3456.9ms/step | 5.8 samples/s +Step 18520/44000 | Loss: 3.0038 | LR: 3.19e-04 | 1289.6ms/step | 15.5 samples/s +Step 18530/44000 | Loss: 2.9976 | LR: 3.19e-04 | 1288.0ms/step | 15.5 samples/s +Step 18540/44000 | Loss: 3.0493 | LR: 3.19e-04 | 1287.1ms/step | 15.5 samples/s +Step 18550/44000 | Loss: 3.0205 | LR: 3.19e-04 | 1287.3ms/step | 15.5 samples/s +Step 18560/44000 | Loss: 2.9893 | LR: 3.18e-04 | 1285.0ms/step | 15.6 samples/s +Step 18570/44000 | Loss: 3.0251 | LR: 3.18e-04 | 1284.2ms/step | 15.6 samples/s +Step 18580/44000 | Loss: 2.9934 | LR: 3.18e-04 | 1285.0ms/step | 15.6 samples/s +Step 18590/44000 | Loss: 3.0118 | LR: 3.18e-04 | 1282.2ms/step | 15.6 samples/s +Step 18600/44000 | Loss: 3.0366 | LR: 3.18e-04 | 1279.6ms/step | 15.6 samples/s +Step 18610/44000 | Loss: 3.0458 | LR: 3.18e-04 | 1281.3ms/step | 15.6 samples/s +Step 18620/44000 | Loss: 3.0070 | LR: 3.17e-04 | 1283.5ms/step | 15.6 samples/s +Step 18630/44000 | Loss: 3.0097 | LR: 3.17e-04 | 1283.3ms/step | 15.6 samples/s +Step 18640/44000 | Loss: 3.0135 | LR: 3.17e-04 | 1279.3ms/step | 15.6 samples/s +Step 18650/44000 | Loss: 2.9997 | LR: 3.17e-04 | 1280.5ms/step | 15.6 samples/s +Step 18660/44000 | Loss: 2.9760 | LR: 3.17e-04 | 1279.3ms/step | 15.6 samples/s +Step 18670/44000 | Loss: 2.9950 | LR: 3.16e-04 | 1280.9ms/step | 15.6 samples/s +Step 18680/44000 | Loss: 3.0115 | LR: 3.16e-04 | 1282.7ms/step | 15.6 samples/s +Step 18690/44000 | Loss: 3.0160 | LR: 3.16e-04 | 1282.5ms/step | 15.6 samples/s +Step 18700/44000 | Loss: 2.9900 | LR: 3.16e-04 | 1278.9ms/step | 15.6 samples/s +Step 18710/44000 | Loss: 3.0242 | LR: 3.16e-04 | 1286.6ms/step | 15.5 samples/s +Step 18720/44000 | Loss: 3.0313 | LR: 3.16e-04 | 1286.8ms/step | 15.5 samples/s +Step 18730/44000 | Loss: 3.0340 | LR: 3.15e-04 | 1283.0ms/step | 15.6 samples/s +Step 18740/44000 | Loss: 3.0342 | LR: 3.15e-04 | 1285.8ms/step | 15.6 samples/s +Step 18750/44000 | Loss: 3.0379 | LR: 3.15e-04 | 1283.6ms/step | 15.6 samples/s +Validation at step 18750: Loss = 3.0332, Perplexity = 20.76 +Step 18760/44000 | Loss: 3.0182 | LR: 3.15e-04 | 3424.6ms/step | 5.8 samples/s +Step 18770/44000 | Loss: 3.0186 | LR: 3.15e-04 | 1284.8ms/step | 15.6 samples/s +Step 18780/44000 | Loss: 3.0116 | LR: 3.15e-04 | 1285.6ms/step | 15.6 samples/s +Step 18790/44000 | Loss: 3.0095 | LR: 3.14e-04 | 1282.9ms/step | 15.6 samples/s +Step 18800/44000 | Loss: 3.0307 | LR: 3.14e-04 | 1278.5ms/step | 15.6 samples/s +Step 18810/44000 | Loss: 3.0227 | LR: 3.14e-04 | 1280.1ms/step | 15.6 samples/s +Step 18820/44000 | Loss: 3.0142 | LR: 3.14e-04 | 1279.7ms/step | 15.6 samples/s +Step 18830/44000 | Loss: 3.0035 | LR: 3.14e-04 | 1279.8ms/step | 15.6 samples/s +Step 18840/44000 | Loss: 3.0294 | LR: 3.13e-04 | 1280.7ms/step | 15.6 samples/s +Step 18850/44000 | Loss: 2.9878 | LR: 3.13e-04 | 1279.8ms/step | 15.6 samples/s +Step 18860/44000 | Loss: 3.0176 | LR: 3.13e-04 | 1281.2ms/step | 15.6 samples/s +Step 18870/44000 | Loss: 3.0322 | LR: 3.13e-04 | 1280.7ms/step | 15.6 samples/s +Step 18880/44000 | Loss: 3.0012 | LR: 3.13e-04 | 1284.7ms/step | 15.6 samples/s +Step 18890/44000 | Loss: 3.0192 | LR: 3.13e-04 | 1287.8ms/step | 15.5 samples/s +Step 18900/44000 | Loss: 2.9801 | LR: 3.12e-04 | 1286.2ms/step | 15.5 samples/s +Step 18910/44000 | Loss: 3.0202 | LR: 3.12e-04 | 1285.7ms/step | 15.6 samples/s +Step 18920/44000 | Loss: 3.0227 | LR: 3.12e-04 | 1286.2ms/step | 15.5 samples/s +Step 18930/44000 | Loss: 3.0204 | LR: 3.12e-04 | 1285.1ms/step | 15.6 samples/s +Step 18940/44000 | Loss: 3.0281 | LR: 3.12e-04 | 1286.5ms/step | 15.5 samples/s +Step 18950/44000 | Loss: 2.9886 | LR: 3.12e-04 | 1286.9ms/step | 15.5 samples/s +Step 18960/44000 | Loss: 3.0032 | LR: 3.11e-04 | 1288.7ms/step | 15.5 samples/s +Step 18970/44000 | Loss: 3.0258 | LR: 3.11e-04 | 1289.4ms/step | 15.5 samples/s +Step 18980/44000 | Loss: 2.9975 | LR: 3.11e-04 | 1287.8ms/step | 15.5 samples/s +Step 18990/44000 | Loss: 3.0163 | LR: 3.11e-04 | 1284.8ms/step | 15.6 samples/s +Step 19000/44000 | Loss: 3.0136 | LR: 3.11e-04 | 1284.4ms/step | 15.6 samples/s +Validation at step 19000: Loss = 3.0297, Perplexity = 20.69 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-19000 +Step 19010/44000 | Loss: 2.9856 | LR: 3.11e-04 | 3755.3ms/step | 5.3 samples/s +Step 19020/44000 | Loss: 3.0237 | LR: 3.10e-04 | 1287.0ms/step | 15.5 samples/s +Step 19030/44000 | Loss: 3.0011 | LR: 3.10e-04 | 1286.3ms/step | 15.5 samples/s +Step 19040/44000 | Loss: 3.0148 | LR: 3.10e-04 | 1285.7ms/step | 15.6 samples/s +Step 19050/44000 | Loss: 3.0309 | LR: 3.10e-04 | 1283.6ms/step | 15.6 samples/s +Step 19060/44000 | Loss: 3.0458 | LR: 3.10e-04 | 1285.9ms/step | 15.6 samples/s +Step 19070/44000 | Loss: 3.0190 | LR: 3.09e-04 | 1285.4ms/step | 15.6 samples/s +Step 19080/44000 | Loss: 2.9891 | LR: 3.09e-04 | 1283.0ms/step | 15.6 samples/s +Step 19090/44000 | Loss: 3.0086 | LR: 3.09e-04 | 1281.7ms/step | 15.6 samples/s +Step 19100/44000 | Loss: 2.9926 | LR: 3.09e-04 | 1284.4ms/step | 15.6 samples/s +Step 19110/44000 | Loss: 3.0220 | LR: 3.09e-04 | 1283.3ms/step | 15.6 samples/s +Step 19120/44000 | Loss: 3.0168 | LR: 3.09e-04 | 1284.0ms/step | 15.6 samples/s +Step 19130/44000 | Loss: 3.0300 | LR: 3.08e-04 | 1285.3ms/step | 15.6 samples/s +Step 19140/44000 | Loss: 2.9956 | LR: 3.08e-04 | 1287.0ms/step | 15.5 samples/s +Step 19150/44000 | Loss: 3.0076 | LR: 3.08e-04 | 1283.1ms/step | 15.6 samples/s +Step 19160/44000 | Loss: 3.0099 | LR: 3.08e-04 | 1282.3ms/step | 15.6 samples/s +Step 19170/44000 | Loss: 2.9722 | LR: 3.08e-04 | 1282.9ms/step | 15.6 samples/s +Step 19180/44000 | Loss: 3.0345 | LR: 3.08e-04 | 1286.2ms/step | 15.5 samples/s +Step 19190/44000 | Loss: 2.9859 | LR: 3.07e-04 | 1285.8ms/step | 15.6 samples/s +Step 19200/44000 | Loss: 2.9921 | LR: 3.07e-04 | 1284.5ms/step | 15.6 samples/s +Step 19210/44000 | Loss: 3.0178 | LR: 3.07e-04 | 1288.0ms/step | 15.5 samples/s +Step 19220/44000 | Loss: 3.0041 | LR: 3.07e-04 | 1284.0ms/step | 15.6 samples/s +Step 19230/44000 | Loss: 3.0685 | LR: 3.07e-04 | 1284.1ms/step | 15.6 samples/s +Step 19240/44000 | Loss: 3.0199 | LR: 3.06e-04 | 1285.3ms/step | 15.6 samples/s +Step 19250/44000 | Loss: 3.0035 | LR: 3.06e-04 | 1284.1ms/step | 15.6 samples/s +Validation at step 19250: Loss = 3.0272, Perplexity = 20.64 +Step 19260/44000 | Loss: 3.0148 | LR: 3.06e-04 | 3430.9ms/step | 5.8 samples/s +Step 19270/44000 | Loss: 3.0004 | LR: 3.06e-04 | 1285.2ms/step | 15.6 samples/s +Step 19280/44000 | Loss: 2.9888 | LR: 3.06e-04 | 1285.6ms/step | 15.6 samples/s +Step 19290/44000 | Loss: 3.0090 | LR: 3.06e-04 | 1284.5ms/step | 15.6 samples/s +Step 19300/44000 | Loss: 2.9990 | LR: 3.05e-04 | 1285.6ms/step | 15.6 samples/s +Step 19310/44000 | Loss: 3.0261 | LR: 3.05e-04 | 1284.7ms/step | 15.6 samples/s +Step 19320/44000 | Loss: 3.0245 | LR: 3.05e-04 | 1288.5ms/step | 15.5 samples/s +Step 19330/44000 | Loss: 3.0342 | LR: 3.05e-04 | 1286.0ms/step | 15.6 samples/s +Step 19340/44000 | Loss: 3.0287 | LR: 3.05e-04 | 1282.6ms/step | 15.6 samples/s +Step 19350/44000 | Loss: 3.0138 | LR: 3.04e-04 | 1289.3ms/step | 15.5 samples/s +Step 19360/44000 | Loss: 3.0266 | LR: 3.04e-04 | 1281.7ms/step | 15.6 samples/s +Step 19370/44000 | Loss: 3.0206 | LR: 3.04e-04 | 1280.1ms/step | 15.6 samples/s +Step 19380/44000 | Loss: 2.9848 | LR: 3.04e-04 | 1278.1ms/step | 15.6 samples/s +Step 19390/44000 | Loss: 2.9930 | LR: 3.04e-04 | 1278.9ms/step | 15.6 samples/s +Step 19400/44000 | Loss: 3.0142 | LR: 3.04e-04 | 1282.3ms/step | 15.6 samples/s +Step 19410/44000 | Loss: 3.0038 | LR: 3.03e-04 | 1284.2ms/step | 15.6 samples/s +Step 19420/44000 | Loss: 3.0205 | LR: 3.03e-04 | 1279.4ms/step | 15.6 samples/s +Step 19430/44000 | Loss: 2.9804 | LR: 3.03e-04 | 1275.6ms/step | 15.7 samples/s +Step 19440/44000 | Loss: 3.0327 | LR: 3.03e-04 | 1280.4ms/step | 15.6 samples/s +Step 19450/44000 | Loss: 3.0045 | LR: 3.03e-04 | 1278.7ms/step | 15.6 samples/s +Step 19460/44000 | Loss: 3.0194 | LR: 3.03e-04 | 1279.0ms/step | 15.6 samples/s +Step 19470/44000 | Loss: 3.0266 | LR: 3.02e-04 | 1281.6ms/step | 15.6 samples/s +Step 19480/44000 | Loss: 2.9833 | LR: 3.02e-04 | 1282.9ms/step | 15.6 samples/s +Step 19490/44000 | Loss: 3.0332 | LR: 3.02e-04 | 1283.5ms/step | 15.6 samples/s +Step 19500/44000 | Loss: 2.9956 | LR: 3.02e-04 | 1282.9ms/step | 15.6 samples/s +Validation at step 19500: Loss = 3.0237, Perplexity = 20.57 +Step 19510/44000 | Loss: 3.0189 | LR: 3.02e-04 | 3427.2ms/step | 5.8 samples/s +Step 19520/44000 | Loss: 2.9986 | LR: 3.01e-04 | 1279.6ms/step | 15.6 samples/s +Step 19530/44000 | Loss: 2.9789 | LR: 3.01e-04 | 1282.1ms/step | 15.6 samples/s +Step 19540/44000 | Loss: 3.0090 | LR: 3.01e-04 | 1282.3ms/step | 15.6 samples/s +Step 19550/44000 | Loss: 2.9972 | LR: 3.01e-04 | 1280.1ms/step | 15.6 samples/s +Step 19560/44000 | Loss: 3.0046 | LR: 3.01e-04 | 1280.1ms/step | 15.6 samples/s +Step 19570/44000 | Loss: 3.0183 | LR: 3.01e-04 | 1280.1ms/step | 15.6 samples/s +Step 19580/44000 | Loss: 3.0276 | LR: 3.00e-04 | 1279.7ms/step | 15.6 samples/s +Step 19590/44000 | Loss: 3.0119 | LR: 3.00e-04 | 1281.8ms/step | 15.6 samples/s +Step 19600/44000 | Loss: 2.9887 | LR: 3.00e-04 | 1283.7ms/step | 15.6 samples/s +Step 19610/44000 | Loss: 3.0080 | LR: 3.00e-04 | 1282.0ms/step | 15.6 samples/s +Step 19620/44000 | Loss: 3.0044 | LR: 3.00e-04 | 1281.5ms/step | 15.6 samples/s +Step 19630/44000 | Loss: 3.0300 | LR: 3.00e-04 | 1281.6ms/step | 15.6 samples/s +Step 19640/44000 | Loss: 3.0253 | LR: 2.99e-04 | 1278.2ms/step | 15.6 samples/s +Step 19650/44000 | Loss: 2.9944 | LR: 2.99e-04 | 1274.4ms/step | 15.7 samples/s +Step 19660/44000 | Loss: 3.0081 | LR: 2.99e-04 | 1274.9ms/step | 15.7 samples/s +Step 19670/44000 | Loss: 3.0191 | LR: 2.99e-04 | 1281.3ms/step | 15.6 samples/s +Step 19680/44000 | Loss: 3.0340 | LR: 2.99e-04 | 1284.2ms/step | 15.6 samples/s +Step 19690/44000 | Loss: 2.9923 | LR: 2.98e-04 | 1283.7ms/step | 15.6 samples/s +Step 19700/44000 | Loss: 3.0258 | LR: 2.98e-04 | 1282.8ms/step | 15.6 samples/s +Step 19710/44000 | Loss: 3.0201 | LR: 2.98e-04 | 1286.0ms/step | 15.6 samples/s +Step 19720/44000 | Loss: 3.0088 | LR: 2.98e-04 | 1283.4ms/step | 15.6 samples/s +Step 19730/44000 | Loss: 3.0336 | LR: 2.98e-04 | 1282.7ms/step | 15.6 samples/s +Step 19740/44000 | Loss: 3.0070 | LR: 2.98e-04 | 1283.7ms/step | 15.6 samples/s +Step 19750/44000 | Loss: 2.9886 | LR: 2.97e-04 | 1286.8ms/step | 15.5 samples/s +Validation at step 19750: Loss = 3.0214, Perplexity = 20.52 +Step 19760/44000 | Loss: 3.0224 | LR: 2.97e-04 | 3439.8ms/step | 5.8 samples/s +Step 19770/44000 | Loss: 3.0302 | LR: 2.97e-04 | 1289.3ms/step | 15.5 samples/s +Step 19780/44000 | Loss: 3.0246 | LR: 2.97e-04 | 1287.7ms/step | 15.5 samples/s +Step 19790/44000 | Loss: 3.0038 | LR: 2.97e-04 | 1294.3ms/step | 15.5 samples/s +Step 19800/44000 | Loss: 3.0311 | LR: 2.96e-04 | 1291.2ms/step | 15.5 samples/s +Step 19810/44000 | Loss: 2.9905 | LR: 2.96e-04 | 1295.2ms/step | 15.4 samples/s +Step 19820/44000 | Loss: 2.9819 | LR: 2.96e-04 | 1289.7ms/step | 15.5 samples/s +Step 19830/44000 | Loss: 3.0291 | LR: 2.96e-04 | 1287.1ms/step | 15.5 samples/s +Step 19840/44000 | Loss: 3.0043 | LR: 2.96e-04 | 1283.1ms/step | 15.6 samples/s +Step 19850/44000 | Loss: 3.0019 | LR: 2.96e-04 | 1296.4ms/step | 15.4 samples/s +Step 19860/44000 | Loss: 3.0321 | LR: 2.95e-04 | 1292.4ms/step | 15.5 samples/s +Step 19870/44000 | Loss: 3.0281 | LR: 2.95e-04 | 1287.2ms/step | 15.5 samples/s +Step 19880/44000 | Loss: 3.0138 | LR: 2.95e-04 | 1283.4ms/step | 15.6 samples/s +Step 19890/44000 | Loss: 3.0152 | LR: 2.95e-04 | 1284.0ms/step | 15.6 samples/s +Step 19900/44000 | Loss: 2.9991 | LR: 2.95e-04 | 1285.6ms/step | 15.6 samples/s +Step 19910/44000 | Loss: 3.0106 | LR: 2.95e-04 | 1285.4ms/step | 15.6 samples/s +Step 19920/44000 | Loss: 3.0052 | LR: 2.94e-04 | 1282.8ms/step | 15.6 samples/s +Step 19930/44000 | Loss: 3.0160 | LR: 2.94e-04 | 1282.9ms/step | 15.6 samples/s +Step 19940/44000 | Loss: 2.9801 | LR: 2.94e-04 | 1283.4ms/step | 15.6 samples/s +Step 19950/44000 | Loss: 3.0005 | LR: 2.94e-04 | 1284.1ms/step | 15.6 samples/s +Step 19960/44000 | Loss: 3.0386 | LR: 2.94e-04 | 1283.9ms/step | 15.6 samples/s +Step 19970/44000 | Loss: 3.0263 | LR: 2.93e-04 | 1282.0ms/step | 15.6 samples/s +Step 19980/44000 | Loss: 3.0226 | LR: 2.93e-04 | 1282.3ms/step | 15.6 samples/s +Step 19990/44000 | Loss: 3.0116 | LR: 2.93e-04 | 1283.5ms/step | 15.6 samples/s +Step 20000/44000 | Loss: 3.0177 | LR: 2.93e-04 | 1284.5ms/step | 15.6 samples/s +Validation at step 20000: Loss = 3.0181, Perplexity = 20.45 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-20000 +Step 20010/44000 | Loss: 2.9929 | LR: 2.93e-04 | 3749.8ms/step | 5.3 samples/s +Step 20020/44000 | Loss: 3.0172 | LR: 2.93e-04 | 1279.6ms/step | 15.6 samples/s +Step 20030/44000 | Loss: 2.9919 | LR: 2.92e-04 | 1276.7ms/step | 15.7 samples/s +Step 20040/44000 | Loss: 2.9946 | LR: 2.92e-04 | 1278.1ms/step | 15.6 samples/s +Step 20050/44000 | Loss: 3.0095 | LR: 2.92e-04 | 1279.3ms/step | 15.6 samples/s +Step 20060/44000 | Loss: 2.9785 | LR: 2.92e-04 | 1280.4ms/step | 15.6 samples/s +Step 20070/44000 | Loss: 3.0052 | LR: 2.92e-04 | 1280.7ms/step | 15.6 samples/s +Step 20080/44000 | Loss: 2.9874 | LR: 2.91e-04 | 1284.3ms/step | 15.6 samples/s +Step 20090/44000 | Loss: 2.9970 | LR: 2.91e-04 | 1284.8ms/step | 15.6 samples/s +Step 20100/44000 | Loss: 3.0134 | LR: 2.91e-04 | 1282.9ms/step | 15.6 samples/s +Step 20110/44000 | Loss: 3.0052 | LR: 2.91e-04 | 1283.6ms/step | 15.6 samples/s +Step 20120/44000 | Loss: 3.0156 | LR: 2.91e-04 | 1282.8ms/step | 15.6 samples/s +Step 20130/44000 | Loss: 3.0108 | LR: 2.91e-04 | 1283.9ms/step | 15.6 samples/s +Step 20140/44000 | Loss: 3.0126 | LR: 2.90e-04 | 1283.2ms/step | 15.6 samples/s +Step 20150/44000 | Loss: 3.0004 | LR: 2.90e-04 | 1284.4ms/step | 15.6 samples/s +Step 20160/44000 | Loss: 3.0157 | LR: 2.90e-04 | 1283.9ms/step | 15.6 samples/s +Step 20170/44000 | Loss: 2.9701 | LR: 2.90e-04 | 1283.9ms/step | 15.6 samples/s +Step 20180/44000 | Loss: 2.9909 | LR: 2.90e-04 | 1280.2ms/step | 15.6 samples/s +Step 20190/44000 | Loss: 3.0205 | LR: 2.90e-04 | 1280.4ms/step | 15.6 samples/s +Step 20200/44000 | Loss: 2.9804 | LR: 2.89e-04 | 1282.9ms/step | 15.6 samples/s +Step 20210/44000 | Loss: 2.9712 | LR: 2.89e-04 | 1284.6ms/step | 15.6 samples/s +Step 20220/44000 | Loss: 3.0221 | LR: 2.89e-04 | 1285.0ms/step | 15.6 samples/s +Step 20230/44000 | Loss: 3.0086 | LR: 2.89e-04 | 1285.8ms/step | 15.6 samples/s +Step 20240/44000 | Loss: 3.0114 | LR: 2.89e-04 | 1286.5ms/step | 15.5 samples/s +Step 20250/44000 | Loss: 2.9937 | LR: 2.88e-04 | 1285.9ms/step | 15.6 samples/s +Validation at step 20250: Loss = 3.0161, Perplexity = 20.41 +Step 20260/44000 | Loss: 2.9631 | LR: 2.88e-04 | 3429.0ms/step | 5.8 samples/s +Step 20270/44000 | Loss: 3.0146 | LR: 2.88e-04 | 1284.0ms/step | 15.6 samples/s +Step 20280/44000 | Loss: 3.0096 | LR: 2.88e-04 | 1281.8ms/step | 15.6 samples/s +Step 20290/44000 | Loss: 3.0023 | LR: 2.88e-04 | 1284.0ms/step | 15.6 samples/s +Step 20300/44000 | Loss: 3.0249 | LR: 2.88e-04 | 1284.4ms/step | 15.6 samples/s +Step 20310/44000 | Loss: 2.9922 | LR: 2.87e-04 | 1283.5ms/step | 15.6 samples/s +Step 20320/44000 | Loss: 3.0019 | LR: 2.87e-04 | 1282.6ms/step | 15.6 samples/s +Step 20330/44000 | Loss: 2.9905 | LR: 2.87e-04 | 1283.5ms/step | 15.6 samples/s +Step 20340/44000 | Loss: 2.9797 | LR: 2.87e-04 | 1281.9ms/step | 15.6 samples/s +Step 20350/44000 | Loss: 3.0064 | LR: 2.87e-04 | 1284.1ms/step | 15.6 samples/s +Step 20360/44000 | Loss: 3.0193 | LR: 2.86e-04 | 1284.5ms/step | 15.6 samples/s +Step 20370/44000 | Loss: 2.9755 | LR: 2.86e-04 | 1283.7ms/step | 15.6 samples/s +Step 20380/44000 | Loss: 2.9841 | LR: 2.86e-04 | 1284.7ms/step | 15.6 samples/s +Step 20390/44000 | Loss: 3.0006 | LR: 2.86e-04 | 1284.4ms/step | 15.6 samples/s +Step 20400/44000 | Loss: 3.0176 | LR: 2.86e-04 | 1285.4ms/step | 15.6 samples/s +Step 20410/44000 | Loss: 2.9917 | LR: 2.86e-04 | 1285.1ms/step | 15.6 samples/s +Step 20420/44000 | Loss: 3.0150 | LR: 2.85e-04 | 1284.1ms/step | 15.6 samples/s +Step 20430/44000 | Loss: 2.9801 | LR: 2.85e-04 | 1284.1ms/step | 15.6 samples/s +Step 20440/44000 | Loss: 3.0092 | LR: 2.85e-04 | 1284.2ms/step | 15.6 samples/s +Step 20450/44000 | Loss: 2.9999 | LR: 2.85e-04 | 1286.9ms/step | 15.5 samples/s +Step 20460/44000 | Loss: 3.0027 | LR: 2.85e-04 | 1285.6ms/step | 15.6 samples/s +Step 20470/44000 | Loss: 3.0217 | LR: 2.84e-04 | 1286.5ms/step | 15.5 samples/s +Step 20480/44000 | Loss: 2.9969 | LR: 2.84e-04 | 1285.9ms/step | 15.6 samples/s +Step 20490/44000 | Loss: 2.9981 | LR: 2.84e-04 | 1285.5ms/step | 15.6 samples/s +Step 20500/44000 | Loss: 2.9795 | LR: 2.84e-04 | 1286.0ms/step | 15.6 samples/s +Validation at step 20500: Loss = 3.0131, Perplexity = 20.35 +Step 20510/44000 | Loss: 3.0245 | LR: 2.84e-04 | 3434.3ms/step | 5.8 samples/s +Step 20520/44000 | Loss: 2.9809 | LR: 2.84e-04 | 1284.3ms/step | 15.6 samples/s +Step 20530/44000 | Loss: 2.9710 | LR: 2.83e-04 | 1279.8ms/step | 15.6 samples/s +Step 20540/44000 | Loss: 2.9999 | LR: 2.83e-04 | 1279.4ms/step | 15.6 samples/s +Step 20550/44000 | Loss: 3.0111 | LR: 2.83e-04 | 1280.7ms/step | 15.6 samples/s +Step 20560/44000 | Loss: 3.0153 | LR: 2.83e-04 | 1279.9ms/step | 15.6 samples/s +Step 20570/44000 | Loss: 3.0111 | LR: 2.83e-04 | 1282.7ms/step | 15.6 samples/s +Step 20580/44000 | Loss: 2.9812 | LR: 2.83e-04 | 1282.9ms/step | 15.6 samples/s +Step 20590/44000 | Loss: 3.0195 | LR: 2.82e-04 | 1283.9ms/step | 15.6 samples/s +Step 20600/44000 | Loss: 2.9984 | LR: 2.82e-04 | 1283.9ms/step | 15.6 samples/s +Step 20610/44000 | Loss: 3.0054 | LR: 2.82e-04 | 1284.4ms/step | 15.6 samples/s +Step 20620/44000 | Loss: 3.0004 | LR: 2.82e-04 | 1281.6ms/step | 15.6 samples/s +Step 20630/44000 | Loss: 3.0069 | LR: 2.82e-04 | 1281.6ms/step | 15.6 samples/s +Step 20640/44000 | Loss: 2.9676 | LR: 2.81e-04 | 1283.9ms/step | 15.6 samples/s +Step 20650/44000 | Loss: 3.0147 | LR: 2.81e-04 | 1283.1ms/step | 15.6 samples/s +Step 20660/44000 | Loss: 2.9665 | LR: 2.81e-04 | 1284.2ms/step | 15.6 samples/s +Step 20670/44000 | Loss: 3.0132 | LR: 2.81e-04 | 1284.7ms/step | 15.6 samples/s +Step 20680/44000 | Loss: 3.0050 | LR: 2.81e-04 | 1285.4ms/step | 15.6 samples/s +Step 20690/44000 | Loss: 2.9922 | LR: 2.81e-04 | 1285.6ms/step | 15.6 samples/s +Step 20700/44000 | Loss: 3.0035 | LR: 2.80e-04 | 1286.0ms/step | 15.6 samples/s +Step 20710/44000 | Loss: 3.0095 | LR: 2.80e-04 | 1289.4ms/step | 15.5 samples/s +Step 20720/44000 | Loss: 3.0107 | LR: 2.80e-04 | 1284.6ms/step | 15.6 samples/s +Step 20730/44000 | Loss: 3.0238 | LR: 2.80e-04 | 1285.9ms/step | 15.6 samples/s +Step 20740/44000 | Loss: 3.0079 | LR: 2.80e-04 | 1289.4ms/step | 15.5 samples/s +Step 20750/44000 | Loss: 3.0030 | LR: 2.79e-04 | 1289.6ms/step | 15.5 samples/s +Validation at step 20750: Loss = 3.0103, Perplexity = 20.29 +Step 20760/44000 | Loss: 3.0086 | LR: 2.79e-04 | 3445.6ms/step | 5.8 samples/s +Step 20770/44000 | Loss: 2.9920 | LR: 2.79e-04 | 1286.1ms/step | 15.6 samples/s +Step 20780/44000 | Loss: 2.9695 | LR: 2.79e-04 | 1285.3ms/step | 15.6 samples/s +Step 20790/44000 | Loss: 2.9871 | LR: 2.79e-04 | 1284.2ms/step | 15.6 samples/s +Step 20800/44000 | Loss: 2.9890 | LR: 2.79e-04 | 1284.4ms/step | 15.6 samples/s +Step 20810/44000 | Loss: 3.0068 | LR: 2.78e-04 | 1283.7ms/step | 15.6 samples/s +Step 20820/44000 | Loss: 3.0037 | LR: 2.78e-04 | 1285.7ms/step | 15.6 samples/s +Step 20830/44000 | Loss: 3.0067 | LR: 2.78e-04 | 1286.0ms/step | 15.6 samples/s +Step 20840/44000 | Loss: 2.9940 | LR: 2.78e-04 | 1286.0ms/step | 15.6 samples/s +Step 20850/44000 | Loss: 2.9946 | LR: 2.78e-04 | 1286.3ms/step | 15.5 samples/s +Step 20860/44000 | Loss: 3.0144 | LR: 2.77e-04 | 1285.4ms/step | 15.6 samples/s +Step 20870/44000 | Loss: 3.0187 | LR: 2.77e-04 | 1283.7ms/step | 15.6 samples/s +Step 20880/44000 | Loss: 2.9900 | LR: 2.77e-04 | 1284.1ms/step | 15.6 samples/s +Step 20890/44000 | Loss: 2.9752 | LR: 2.77e-04 | 1282.8ms/step | 15.6 samples/s +Step 20900/44000 | Loss: 2.9776 | LR: 2.77e-04 | 1282.5ms/step | 15.6 samples/s +Step 20910/44000 | Loss: 3.0097 | LR: 2.77e-04 | 1282.9ms/step | 15.6 samples/s +Step 20920/44000 | Loss: 2.9725 | LR: 2.76e-04 | 1281.1ms/step | 15.6 samples/s +Step 20930/44000 | Loss: 2.9806 | LR: 2.76e-04 | 1280.6ms/step | 15.6 samples/s +Step 20940/44000 | Loss: 3.0048 | LR: 2.76e-04 | 1285.4ms/step | 15.6 samples/s +Step 20950/44000 | Loss: 2.9694 | LR: 2.76e-04 | 1285.3ms/step | 15.6 samples/s +Step 20960/44000 | Loss: 2.9854 | LR: 2.76e-04 | 1283.1ms/step | 15.6 samples/s +Step 20970/44000 | Loss: 2.9682 | LR: 2.75e-04 | 1280.3ms/step | 15.6 samples/s +Step 20980/44000 | Loss: 2.9736 | LR: 2.75e-04 | 1279.9ms/step | 15.6 samples/s +Step 20990/44000 | Loss: 2.9807 | LR: 2.75e-04 | 1279.7ms/step | 15.6 samples/s +Step 21000/44000 | Loss: 2.9814 | LR: 2.75e-04 | 1281.9ms/step | 15.6 samples/s +Validation at step 21000: Loss = 3.0090, Perplexity = 20.27 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-21000 +Step 21010/44000 | Loss: 2.9882 | LR: 2.75e-04 | 3731.9ms/step | 5.4 samples/s +Step 21020/44000 | Loss: 2.9880 | LR: 2.75e-04 | 1282.4ms/step | 15.6 samples/s +Step 21030/44000 | Loss: 3.0264 | LR: 2.74e-04 | 1279.9ms/step | 15.6 samples/s +Step 21040/44000 | Loss: 2.9714 | LR: 2.74e-04 | 1281.8ms/step | 15.6 samples/s +Step 21050/44000 | Loss: 2.9884 | LR: 2.74e-04 | 1285.9ms/step | 15.6 samples/s +Step 21060/44000 | Loss: 2.9728 | LR: 2.74e-04 | 1283.4ms/step | 15.6 samples/s +Step 21070/44000 | Loss: 3.0152 | LR: 2.74e-04 | 1284.4ms/step | 15.6 samples/s +Step 21080/44000 | Loss: 2.9600 | LR: 2.73e-04 | 1285.1ms/step | 15.6 samples/s +Step 21090/44000 | Loss: 3.0210 | LR: 2.73e-04 | 1280.3ms/step | 15.6 samples/s +Step 21100/44000 | Loss: 3.0027 | LR: 2.73e-04 | 1283.5ms/step | 15.6 samples/s +Step 21110/44000 | Loss: 2.9933 | LR: 2.73e-04 | 1282.6ms/step | 15.6 samples/s +Step 21120/44000 | Loss: 3.0043 | LR: 2.73e-04 | 1285.5ms/step | 15.6 samples/s +Step 21130/44000 | Loss: 3.0261 | LR: 2.73e-04 | 1284.7ms/step | 15.6 samples/s +Step 21140/44000 | Loss: 2.9880 | LR: 2.72e-04 | 1285.8ms/step | 15.6 samples/s +Step 21150/44000 | Loss: 2.9977 | LR: 2.72e-04 | 1285.8ms/step | 15.6 samples/s +Step 21160/44000 | Loss: 2.9782 | LR: 2.72e-04 | 1289.2ms/step | 15.5 samples/s +Step 21170/44000 | Loss: 2.9933 | LR: 2.72e-04 | 1285.6ms/step | 15.6 samples/s +Step 21180/44000 | Loss: 3.0018 | LR: 2.72e-04 | 1282.8ms/step | 15.6 samples/s +Step 21190/44000 | Loss: 2.9420 | LR: 2.71e-04 | 1283.0ms/step | 15.6 samples/s +Step 21200/44000 | Loss: 3.0118 | LR: 2.71e-04 | 1284.1ms/step | 15.6 samples/s +Step 21210/44000 | Loss: 2.9946 | LR: 2.71e-04 | 1284.9ms/step | 15.6 samples/s +Step 21220/44000 | Loss: 2.9834 | LR: 2.71e-04 | 1286.6ms/step | 15.5 samples/s +Step 21230/44000 | Loss: 2.9972 | LR: 2.71e-04 | 1284.6ms/step | 15.6 samples/s +Step 21240/44000 | Loss: 2.9864 | LR: 2.71e-04 | 1280.4ms/step | 15.6 samples/s +Step 21250/44000 | Loss: 2.9794 | LR: 2.70e-04 | 1281.3ms/step | 15.6 samples/s +Validation at step 21250: Loss = 3.0053, Perplexity = 20.19 +Step 21260/44000 | Loss: 3.0218 | LR: 2.70e-04 | 3431.7ms/step | 5.8 samples/s +Step 21270/44000 | Loss: 3.0002 | LR: 2.70e-04 | 1284.3ms/step | 15.6 samples/s +Step 21280/44000 | Loss: 2.9889 | LR: 2.70e-04 | 1283.6ms/step | 15.6 samples/s +Step 21290/44000 | Loss: 2.9852 | LR: 2.70e-04 | 1283.2ms/step | 15.6 samples/s +Step 21300/44000 | Loss: 2.9940 | LR: 2.70e-04 | 1281.4ms/step | 15.6 samples/s +Step 21310/44000 | Loss: 2.9960 | LR: 2.69e-04 | 1281.9ms/step | 15.6 samples/s +Step 21320/44000 | Loss: 3.0075 | LR: 2.69e-04 | 1281.3ms/step | 15.6 samples/s +Step 21330/44000 | Loss: 2.9919 | LR: 2.69e-04 | 1283.3ms/step | 15.6 samples/s +Step 21340/44000 | Loss: 2.9855 | LR: 2.69e-04 | 1285.5ms/step | 15.6 samples/s +Step 21350/44000 | Loss: 3.0197 | LR: 2.69e-04 | 1283.2ms/step | 15.6 samples/s +Step 21360/44000 | Loss: 2.9889 | LR: 2.68e-04 | 1283.0ms/step | 15.6 samples/s +Step 21370/44000 | Loss: 2.9922 | LR: 2.68e-04 | 1280.8ms/step | 15.6 samples/s +Step 21380/44000 | Loss: 2.9806 | LR: 2.68e-04 | 1281.8ms/step | 15.6 samples/s +Step 21390/44000 | Loss: 3.0110 | LR: 2.68e-04 | 1283.7ms/step | 15.6 samples/s +Step 21400/44000 | Loss: 2.9724 | LR: 2.68e-04 | 1283.2ms/step | 15.6 samples/s +Step 21410/44000 | Loss: 3.0140 | LR: 2.68e-04 | 1284.2ms/step | 15.6 samples/s +Step 21420/44000 | Loss: 2.9624 | LR: 2.67e-04 | 1281.3ms/step | 15.6 samples/s +Step 21430/44000 | Loss: 2.9778 | LR: 2.67e-04 | 1284.0ms/step | 15.6 samples/s +Step 21440/44000 | Loss: 2.9697 | LR: 2.67e-04 | 1284.9ms/step | 15.6 samples/s +Step 21450/44000 | Loss: 2.9863 | LR: 2.67e-04 | 1284.8ms/step | 15.6 samples/s +Step 21460/44000 | Loss: 2.9948 | LR: 2.67e-04 | 1286.1ms/step | 15.6 samples/s +Step 21470/44000 | Loss: 2.9995 | LR: 2.66e-04 | 1284.1ms/step | 15.6 samples/s +Step 21480/44000 | Loss: 2.9793 | LR: 2.66e-04 | 1284.3ms/step | 15.6 samples/s +Step 21490/44000 | Loss: 2.9951 | LR: 2.66e-04 | 1285.6ms/step | 15.6 samples/s +Step 21500/44000 | Loss: 2.9941 | LR: 2.66e-04 | 1283.8ms/step | 15.6 samples/s +Validation at step 21500: Loss = 3.0030, Perplexity = 20.15 +Step 21510/44000 | Loss: 2.9968 | LR: 2.66e-04 | 3429.2ms/step | 5.8 samples/s +Step 21520/44000 | Loss: 2.9848 | LR: 2.66e-04 | 1283.2ms/step | 15.6 samples/s +Step 21530/44000 | Loss: 2.9807 | LR: 2.65e-04 | 1283.5ms/step | 15.6 samples/s +Step 21540/44000 | Loss: 2.9920 | LR: 2.65e-04 | 1283.0ms/step | 15.6 samples/s +Step 21550/44000 | Loss: 2.9916 | LR: 2.65e-04 | 1283.6ms/step | 15.6 samples/s +Step 21560/44000 | Loss: 2.9950 | LR: 2.65e-04 | 1284.4ms/step | 15.6 samples/s +Step 21570/44000 | Loss: 2.9738 | LR: 2.65e-04 | 1283.3ms/step | 15.6 samples/s +Step 21580/44000 | Loss: 2.9674 | LR: 2.64e-04 | 1284.1ms/step | 15.6 samples/s +Step 21590/44000 | Loss: 2.9846 | LR: 2.64e-04 | 1283.3ms/step | 15.6 samples/s +Step 21600/44000 | Loss: 2.9847 | LR: 2.64e-04 | 1284.3ms/step | 15.6 samples/s +Step 21610/44000 | Loss: 2.9796 | LR: 2.64e-04 | 1285.2ms/step | 15.6 samples/s +Step 21620/44000 | Loss: 3.0022 | LR: 2.64e-04 | 1284.7ms/step | 15.6 samples/s +Step 21630/44000 | Loss: 2.9730 | LR: 2.64e-04 | 1283.2ms/step | 15.6 samples/s +Step 21640/44000 | Loss: 2.9655 | LR: 2.63e-04 | 1284.2ms/step | 15.6 samples/s +Step 21650/44000 | Loss: 2.9913 | LR: 2.63e-04 | 1282.2ms/step | 15.6 samples/s +Step 21660/44000 | Loss: 3.0270 | LR: 2.63e-04 | 1283.7ms/step | 15.6 samples/s +Step 21670/44000 | Loss: 2.9715 | LR: 2.63e-04 | 1283.6ms/step | 15.6 samples/s +Step 21680/44000 | Loss: 2.9931 | LR: 2.63e-04 | 1283.3ms/step | 15.6 samples/s +Step 21690/44000 | Loss: 3.0234 | LR: 2.62e-04 | 1282.4ms/step | 15.6 samples/s +Step 21700/44000 | Loss: 3.0039 | LR: 2.62e-04 | 1281.8ms/step | 15.6 samples/s +Step 21710/44000 | Loss: 2.9870 | LR: 2.62e-04 | 1282.8ms/step | 15.6 samples/s +Step 21720/44000 | Loss: 2.9606 | LR: 2.62e-04 | 1280.2ms/step | 15.6 samples/s +Step 21730/44000 | Loss: 2.9856 | LR: 2.62e-04 | 1280.6ms/step | 15.6 samples/s +Step 21740/44000 | Loss: 2.9753 | LR: 2.62e-04 | 1281.4ms/step | 15.6 samples/s +Step 21750/44000 | Loss: 2.9769 | LR: 2.61e-04 | 1281.0ms/step | 15.6 samples/s +Validation at step 21750: Loss = 3.0004, Perplexity = 20.09 +Step 21760/44000 | Loss: 3.0007 | LR: 2.61e-04 | 3425.0ms/step | 5.8 samples/s +Step 21770/44000 | Loss: 2.9844 | LR: 2.61e-04 | 1279.8ms/step | 15.6 samples/s +Step 21780/44000 | Loss: 2.9844 | LR: 2.61e-04 | 1278.7ms/step | 15.6 samples/s +Step 21790/44000 | Loss: 2.9510 | LR: 2.61e-04 | 1279.2ms/step | 15.6 samples/s +Step 21800/44000 | Loss: 2.9774 | LR: 2.60e-04 | 1280.4ms/step | 15.6 samples/s +Step 21810/44000 | Loss: 2.9737 | LR: 2.60e-04 | 1280.3ms/step | 15.6 samples/s +Step 21820/44000 | Loss: 2.9937 | LR: 2.60e-04 | 1280.2ms/step | 15.6 samples/s +Step 21830/44000 | Loss: 2.9648 | LR: 2.60e-04 | 1280.1ms/step | 15.6 samples/s +Step 21840/44000 | Loss: 2.9895 | LR: 2.60e-04 | 1279.9ms/step | 15.6 samples/s +Step 21850/44000 | Loss: 2.9847 | LR: 2.60e-04 | 1281.2ms/step | 15.6 samples/s +Step 21860/44000 | Loss: 2.9883 | LR: 2.59e-04 | 1279.4ms/step | 15.6 samples/s +Step 21870/44000 | Loss: 3.0005 | LR: 2.59e-04 | 1283.5ms/step | 15.6 samples/s +Step 21880/44000 | Loss: 2.9700 | LR: 2.59e-04 | 1284.8ms/step | 15.6 samples/s +Step 21890/44000 | Loss: 2.9729 | LR: 2.59e-04 | 1284.9ms/step | 15.6 samples/s +Step 21900/44000 | Loss: 2.9796 | LR: 2.59e-04 | 1284.7ms/step | 15.6 samples/s +Step 21910/44000 | Loss: 2.9797 | LR: 2.58e-04 | 1285.4ms/step | 15.6 samples/s +Step 21920/44000 | Loss: 2.9890 | LR: 2.58e-04 | 1284.5ms/step | 15.6 samples/s +Step 21930/44000 | Loss: 3.0130 | LR: 2.58e-04 | 1284.2ms/step | 15.6 samples/s +Step 21940/44000 | Loss: 2.9566 | LR: 2.58e-04 | 1283.6ms/step | 15.6 samples/s +Step 21950/44000 | Loss: 2.9868 | LR: 2.58e-04 | 1286.8ms/step | 15.5 samples/s +Step 21960/44000 | Loss: 2.9747 | LR: 2.58e-04 | 1283.5ms/step | 15.6 samples/s +Step 21970/44000 | Loss: 2.9702 | LR: 2.57e-04 | 1284.8ms/step | 15.6 samples/s +Step 21980/44000 | Loss: 2.9910 | LR: 2.57e-04 | 1285.3ms/step | 15.6 samples/s +Step 21990/44000 | Loss: 2.9943 | LR: 2.57e-04 | 1283.0ms/step | 15.6 samples/s +Step 22000/44000 | Loss: 2.9841 | LR: 2.57e-04 | 1282.0ms/step | 15.6 samples/s +Validation at step 22000: Loss = 2.9980, Perplexity = 20.05 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-22000 +Step 22010/44000 | Loss: 2.9852 | LR: 2.57e-04 | 3721.9ms/step | 5.4 samples/s +Step 22020/44000 | Loss: 2.9969 | LR: 2.56e-04 | 1278.7ms/step | 15.6 samples/s +Step 22030/44000 | Loss: 2.9926 | LR: 2.56e-04 | 1277.2ms/step | 15.7 samples/s +Step 22040/44000 | Loss: 3.0075 | LR: 2.56e-04 | 1274.8ms/step | 15.7 samples/s +Step 22050/44000 | Loss: 2.9786 | LR: 2.56e-04 | 1279.8ms/step | 15.6 samples/s +Step 22060/44000 | Loss: 2.9775 | LR: 2.56e-04 | 1277.1ms/step | 15.7 samples/s +Step 22070/44000 | Loss: 2.9821 | LR: 2.56e-04 | 1282.1ms/step | 15.6 samples/s +Step 22080/44000 | Loss: 2.9744 | LR: 2.55e-04 | 1283.7ms/step | 15.6 samples/s +Step 22090/44000 | Loss: 3.0005 | LR: 2.55e-04 | 1290.2ms/step | 15.5 samples/s +Step 22100/44000 | Loss: 2.9948 | LR: 2.55e-04 | 1288.6ms/step | 15.5 samples/s +Step 22110/44000 | Loss: 2.9796 | LR: 2.55e-04 | 1285.1ms/step | 15.6 samples/s +Step 22120/44000 | Loss: 2.9612 | LR: 2.55e-04 | 1286.3ms/step | 15.5 samples/s +Step 22130/44000 | Loss: 2.9707 | LR: 2.54e-04 | 1296.7ms/step | 15.4 samples/s +Step 22140/44000 | Loss: 2.9824 | LR: 2.54e-04 | 1279.8ms/step | 15.6 samples/s +Step 22150/44000 | Loss: 2.9611 | LR: 2.54e-04 | 1276.8ms/step | 15.7 samples/s +Step 22160/44000 | Loss: 2.9817 | LR: 2.54e-04 | 1274.2ms/step | 15.7 samples/s +Step 22170/44000 | Loss: 2.9997 | LR: 2.54e-04 | 1274.9ms/step | 15.7 samples/s +Step 22180/44000 | Loss: 2.9842 | LR: 2.54e-04 | 1275.0ms/step | 15.7 samples/s +Step 22190/44000 | Loss: 2.9827 | LR: 2.53e-04 | 1275.7ms/step | 15.7 samples/s +Step 22200/44000 | Loss: 2.9796 | LR: 2.53e-04 | 1275.9ms/step | 15.7 samples/s +Step 22210/44000 | Loss: 2.9834 | LR: 2.53e-04 | 1276.0ms/step | 15.7 samples/s +Step 22220/44000 | Loss: 2.9811 | LR: 2.53e-04 | 1278.0ms/step | 15.6 samples/s +Step 22230/44000 | Loss: 2.9973 | LR: 2.53e-04 | 1281.9ms/step | 15.6 samples/s +Step 22240/44000 | Loss: 3.0108 | LR: 2.52e-04 | 1280.5ms/step | 15.6 samples/s +Step 22250/44000 | Loss: 2.9963 | LR: 2.52e-04 | 1282.0ms/step | 15.6 samples/s +Validation at step 22250: Loss = 2.9958, Perplexity = 20.00 +Step 22260/44000 | Loss: 2.9634 | LR: 2.52e-04 | 3426.6ms/step | 5.8 samples/s +Step 22270/44000 | Loss: 2.9997 | LR: 2.52e-04 | 1277.8ms/step | 15.7 samples/s +Step 22280/44000 | Loss: 2.9783 | LR: 2.52e-04 | 1277.1ms/step | 15.7 samples/s +Step 22290/44000 | Loss: 2.9770 | LR: 2.52e-04 | 1275.6ms/step | 15.7 samples/s +Step 22300/44000 | Loss: 3.0130 | LR: 2.51e-04 | 1277.8ms/step | 15.7 samples/s +Step 22310/44000 | Loss: 2.9736 | LR: 2.51e-04 | 1284.8ms/step | 15.6 samples/s +Step 22320/44000 | Loss: 2.9613 | LR: 2.51e-04 | 1288.3ms/step | 15.5 samples/s +Step 22330/44000 | Loss: 2.9613 | LR: 2.51e-04 | 1287.5ms/step | 15.5 samples/s +Step 22340/44000 | Loss: 3.0103 | LR: 2.51e-04 | 1278.8ms/step | 15.6 samples/s +Step 22350/44000 | Loss: 2.9736 | LR: 2.50e-04 | 1281.4ms/step | 15.6 samples/s +Step 22360/44000 | Loss: 2.9743 | LR: 2.50e-04 | 1283.1ms/step | 15.6 samples/s +Step 22370/44000 | Loss: 2.9769 | LR: 2.50e-04 | 1282.5ms/step | 15.6 samples/s +Step 22380/44000 | Loss: 2.9812 | LR: 2.50e-04 | 1279.9ms/step | 15.6 samples/s +Step 22390/44000 | Loss: 2.9692 | LR: 2.50e-04 | 1279.7ms/step | 15.6 samples/s +Step 22400/44000 | Loss: 2.9537 | LR: 2.50e-04 | 1279.9ms/step | 15.6 samples/s +Step 22410/44000 | Loss: 2.9712 | LR: 2.49e-04 | 1279.5ms/step | 15.6 samples/s +Step 22420/44000 | Loss: 2.9722 | LR: 2.49e-04 | 1275.6ms/step | 15.7 samples/s +Step 22430/44000 | Loss: 2.9887 | LR: 2.49e-04 | 1274.2ms/step | 15.7 samples/s +Step 22440/44000 | Loss: 2.9777 | LR: 2.49e-04 | 1274.5ms/step | 15.7 samples/s +Step 22450/44000 | Loss: 2.9931 | LR: 2.49e-04 | 1273.5ms/step | 15.7 samples/s +Step 22460/44000 | Loss: 2.9721 | LR: 2.48e-04 | 1273.8ms/step | 15.7 samples/s +Step 22470/44000 | Loss: 2.9475 | LR: 2.48e-04 | 1274.8ms/step | 15.7 samples/s +Step 22480/44000 | Loss: 2.9615 | LR: 2.48e-04 | 1276.1ms/step | 15.7 samples/s +Step 22490/44000 | Loss: 2.9678 | LR: 2.48e-04 | 1278.6ms/step | 15.6 samples/s +Step 22500/44000 | Loss: 2.9534 | LR: 2.48e-04 | 1282.4ms/step | 15.6 samples/s +Validation at step 22500: Loss = 2.9928, Perplexity = 19.94 +Step 22510/44000 | Loss: 2.9618 | LR: 2.48e-04 | 3436.7ms/step | 5.8 samples/s +Step 22520/44000 | Loss: 3.0076 | LR: 2.47e-04 | 1290.1ms/step | 15.5 samples/s +Step 22530/44000 | Loss: 2.9466 | LR: 2.47e-04 | 1290.9ms/step | 15.5 samples/s +Step 22540/44000 | Loss: 2.9803 | LR: 2.47e-04 | 1290.4ms/step | 15.5 samples/s +Step 22550/44000 | Loss: 2.9486 | LR: 2.47e-04 | 1291.8ms/step | 15.5 samples/s +Step 22560/44000 | Loss: 2.9750 | LR: 2.47e-04 | 1292.7ms/step | 15.5 samples/s +Step 22570/44000 | Loss: 2.9501 | LR: 2.46e-04 | 1295.2ms/step | 15.4 samples/s +Step 22580/44000 | Loss: 2.9900 | LR: 2.46e-04 | 1288.1ms/step | 15.5 samples/s +Step 22590/44000 | Loss: 2.9848 | LR: 2.46e-04 | 1284.5ms/step | 15.6 samples/s +Step 22600/44000 | Loss: 2.9585 | LR: 2.46e-04 | 1282.8ms/step | 15.6 samples/s +Step 22610/44000 | Loss: 2.9733 | LR: 2.46e-04 | 1280.1ms/step | 15.6 samples/s +Step 22620/44000 | Loss: 2.9916 | LR: 2.46e-04 | 1279.2ms/step | 15.6 samples/s +Step 22630/44000 | Loss: 2.9701 | LR: 2.45e-04 | 1278.9ms/step | 15.6 samples/s +Step 22640/44000 | Loss: 2.9834 | LR: 2.45e-04 | 1279.7ms/step | 15.6 samples/s +Step 22650/44000 | Loss: 2.9731 | LR: 2.45e-04 | 1281.8ms/step | 15.6 samples/s +Step 22660/44000 | Loss: 3.0062 | LR: 2.45e-04 | 1283.5ms/step | 15.6 samples/s +Step 22670/44000 | Loss: 2.9804 | LR: 2.45e-04 | 1283.0ms/step | 15.6 samples/s +Step 22680/44000 | Loss: 2.9590 | LR: 2.44e-04 | 1284.2ms/step | 15.6 samples/s +Step 22690/44000 | Loss: 2.9899 | LR: 2.44e-04 | 1285.0ms/step | 15.6 samples/s +Step 22700/44000 | Loss: 2.9930 | LR: 2.44e-04 | 1278.4ms/step | 15.6 samples/s +Step 22710/44000 | Loss: 2.9473 | LR: 2.44e-04 | 1277.8ms/step | 15.7 samples/s +Step 22720/44000 | Loss: 2.9773 | LR: 2.44e-04 | 1277.0ms/step | 15.7 samples/s +Step 22730/44000 | Loss: 2.9928 | LR: 2.44e-04 | 1277.6ms/step | 15.7 samples/s +Step 22740/44000 | Loss: 2.9787 | LR: 2.43e-04 | 1277.9ms/step | 15.7 samples/s +Step 22750/44000 | Loss: 2.9553 | LR: 2.43e-04 | 1279.4ms/step | 15.6 samples/s +Validation at step 22750: Loss = 2.9905, Perplexity = 19.90 +Step 22760/44000 | Loss: 2.9905 | LR: 2.43e-04 | 3418.6ms/step | 5.9 samples/s +Step 22770/44000 | Loss: 2.9722 | LR: 2.43e-04 | 1279.3ms/step | 15.6 samples/s +Step 22780/44000 | Loss: 2.9810 | LR: 2.43e-04 | 1278.9ms/step | 15.6 samples/s +Step 22790/44000 | Loss: 2.9957 | LR: 2.42e-04 | 1278.2ms/step | 15.6 samples/s +Step 22800/44000 | Loss: 2.9976 | LR: 2.42e-04 | 1279.1ms/step | 15.6 samples/s +Step 22810/44000 | Loss: 2.9631 | LR: 2.42e-04 | 1277.7ms/step | 15.7 samples/s +Step 22820/44000 | Loss: 2.9767 | LR: 2.42e-04 | 1278.1ms/step | 15.6 samples/s +Step 22830/44000 | Loss: 3.0040 | LR: 2.42e-04 | 1279.4ms/step | 15.6 samples/s +Step 22840/44000 | Loss: 2.9864 | LR: 2.42e-04 | 1277.5ms/step | 15.7 samples/s +Step 22850/44000 | Loss: 2.9588 | LR: 2.41e-04 | 1280.6ms/step | 15.6 samples/s +Step 22860/44000 | Loss: 2.9984 | LR: 2.41e-04 | 1285.5ms/step | 15.6 samples/s +Step 22870/44000 | Loss: 2.9697 | LR: 2.41e-04 | 1283.0ms/step | 15.6 samples/s +Step 22880/44000 | Loss: 2.9707 | LR: 2.41e-04 | 1282.1ms/step | 15.6 samples/s +Step 22890/44000 | Loss: 2.9591 | LR: 2.41e-04 | 1284.7ms/step | 15.6 samples/s +Step 22900/44000 | Loss: 3.0043 | LR: 2.40e-04 | 1287.1ms/step | 15.5 samples/s +Step 22910/44000 | Loss: 2.9909 | LR: 2.40e-04 | 1284.9ms/step | 15.6 samples/s +Step 22920/44000 | Loss: 2.9781 | LR: 2.40e-04 | 1284.8ms/step | 15.6 samples/s +Step 22930/44000 | Loss: 2.9600 | LR: 2.40e-04 | 1284.5ms/step | 15.6 samples/s +Step 22940/44000 | Loss: 2.9636 | LR: 2.40e-04 | 1280.7ms/step | 15.6 samples/s +Step 22950/44000 | Loss: 2.9692 | LR: 2.40e-04 | 1283.8ms/step | 15.6 samples/s +Step 22960/44000 | Loss: 3.0100 | LR: 2.39e-04 | 1283.9ms/step | 15.6 samples/s +Step 22970/44000 | Loss: 2.9592 | LR: 2.39e-04 | 1285.9ms/step | 15.6 samples/s +Step 22980/44000 | Loss: 2.9734 | LR: 2.39e-04 | 1285.5ms/step | 15.6 samples/s +Step 22990/44000 | Loss: 2.9628 | LR: 2.39e-04 | 1281.4ms/step | 15.6 samples/s +Step 23000/44000 | Loss: 2.9590 | LR: 2.39e-04 | 1284.1ms/step | 15.6 samples/s +Validation at step 23000: Loss = 2.9884, Perplexity = 19.85 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-23000 +Step 23010/44000 | Loss: 2.9625 | LR: 2.38e-04 | 3732.7ms/step | 5.4 samples/s +Step 23020/44000 | Loss: 2.9733 | LR: 2.38e-04 | 1277.5ms/step | 15.7 samples/s +Step 23030/44000 | Loss: 2.9797 | LR: 2.38e-04 | 1280.9ms/step | 15.6 samples/s +Step 23040/44000 | Loss: 2.9931 | LR: 2.38e-04 | 1279.8ms/step | 15.6 samples/s +Step 23050/44000 | Loss: 3.0126 | LR: 2.38e-04 | 1280.3ms/step | 15.6 samples/s +Step 23060/44000 | Loss: 2.9751 | LR: 2.38e-04 | 1282.0ms/step | 15.6 samples/s +Step 23070/44000 | Loss: 2.9724 | LR: 2.37e-04 | 1280.8ms/step | 15.6 samples/s +Step 23080/44000 | Loss: 2.9756 | LR: 2.37e-04 | 1277.6ms/step | 15.7 samples/s +Step 23090/44000 | Loss: 2.9865 | LR: 2.37e-04 | 1279.4ms/step | 15.6 samples/s +Step 23100/44000 | Loss: 2.9744 | LR: 2.37e-04 | 1281.4ms/step | 15.6 samples/s +Step 23110/44000 | Loss: 2.9597 | LR: 2.37e-04 | 1281.0ms/step | 15.6 samples/s +Step 23120/44000 | Loss: 2.9669 | LR: 2.36e-04 | 1280.5ms/step | 15.6 samples/s +Step 23130/44000 | Loss: 2.9683 | LR: 2.36e-04 | 1280.7ms/step | 15.6 samples/s +Step 23140/44000 | Loss: 2.9468 | LR: 2.36e-04 | 1281.3ms/step | 15.6 samples/s +Step 23150/44000 | Loss: 2.9577 | LR: 2.36e-04 | 1281.4ms/step | 15.6 samples/s +Step 23160/44000 | Loss: 2.9786 | LR: 2.36e-04 | 1280.4ms/step | 15.6 samples/s +Step 23170/44000 | Loss: 2.9654 | LR: 2.36e-04 | 1291.9ms/step | 15.5 samples/s +Step 23180/44000 | Loss: 2.9810 | LR: 2.35e-04 | 1293.1ms/step | 15.5 samples/s +Step 23190/44000 | Loss: 2.9737 | LR: 2.35e-04 | 1293.7ms/step | 15.5 samples/s +Step 23200/44000 | Loss: 2.9743 | LR: 2.35e-04 | 1289.6ms/step | 15.5 samples/s +Step 23210/44000 | Loss: 2.9592 | LR: 2.35e-04 | 1292.3ms/step | 15.5 samples/s +Step 23220/44000 | Loss: 2.9779 | LR: 2.35e-04 | 1284.4ms/step | 15.6 samples/s +Step 23230/44000 | Loss: 2.9564 | LR: 2.34e-04 | 1285.7ms/step | 15.6 samples/s +Step 23240/44000 | Loss: 2.9773 | LR: 2.34e-04 | 1284.8ms/step | 15.6 samples/s +Step 23250/44000 | Loss: 2.9791 | LR: 2.34e-04 | 1286.4ms/step | 15.5 samples/s +Validation at step 23250: Loss = 2.9864, Perplexity = 19.81 +Step 23260/44000 | Loss: 2.9516 | LR: 2.34e-04 | 3428.1ms/step | 5.8 samples/s +Step 23270/44000 | Loss: 2.9731 | LR: 2.34e-04 | 1282.6ms/step | 15.6 samples/s +Step 23280/44000 | Loss: 2.9866 | LR: 2.34e-04 | 1283.4ms/step | 15.6 samples/s +Step 23290/44000 | Loss: 2.9661 | LR: 2.33e-04 | 1284.7ms/step | 15.6 samples/s +Step 23300/44000 | Loss: 2.9584 | LR: 2.33e-04 | 1287.9ms/step | 15.5 samples/s +Step 23310/44000 | Loss: 2.9381 | LR: 2.33e-04 | 1287.0ms/step | 15.5 samples/s +Step 23320/44000 | Loss: 2.9641 | LR: 2.33e-04 | 1285.0ms/step | 15.6 samples/s +Step 23330/44000 | Loss: 2.9547 | LR: 2.33e-04 | 1286.0ms/step | 15.6 samples/s +Step 23340/44000 | Loss: 2.9818 | LR: 2.32e-04 | 1284.5ms/step | 15.6 samples/s +Step 23350/44000 | Loss: 2.9663 | LR: 2.32e-04 | 1284.6ms/step | 15.6 samples/s +Step 23360/44000 | Loss: 3.0091 | LR: 2.32e-04 | 1283.9ms/step | 15.6 samples/s +Step 23370/44000 | Loss: 2.9603 | LR: 2.32e-04 | 1282.0ms/step | 15.6 samples/s +Step 23380/44000 | Loss: 2.9535 | LR: 2.32e-04 | 1283.0ms/step | 15.6 samples/s +Step 23390/44000 | Loss: 2.9391 | LR: 2.32e-04 | 1284.3ms/step | 15.6 samples/s +Step 23400/44000 | Loss: 2.9783 | LR: 2.31e-04 | 1286.8ms/step | 15.5 samples/s +Step 23410/44000 | Loss: 2.9666 | LR: 2.31e-04 | 1291.0ms/step | 15.5 samples/s +Step 23420/44000 | Loss: 2.9882 | LR: 2.31e-04 | 1289.8ms/step | 15.5 samples/s +Step 23430/44000 | Loss: 2.9577 | LR: 2.31e-04 | 1293.8ms/step | 15.5 samples/s +Step 23440/44000 | Loss: 2.9544 | LR: 2.31e-04 | 1296.8ms/step | 15.4 samples/s +Step 23450/44000 | Loss: 2.9758 | LR: 2.30e-04 | 1291.5ms/step | 15.5 samples/s +Step 23460/44000 | Loss: 2.9591 | LR: 2.30e-04 | 1293.9ms/step | 15.5 samples/s +Step 23470/44000 | Loss: 2.9805 | LR: 2.30e-04 | 1287.4ms/step | 15.5 samples/s +Step 23480/44000 | Loss: 2.9551 | LR: 2.30e-04 | 1288.8ms/step | 15.5 samples/s +Step 23490/44000 | Loss: 2.9722 | LR: 2.30e-04 | 1289.6ms/step | 15.5 samples/s +Step 23500/44000 | Loss: 2.9568 | LR: 2.30e-04 | 1289.7ms/step | 15.5 samples/s +Validation at step 23500: Loss = 2.9841, Perplexity = 19.77 +Step 23510/44000 | Loss: 2.9747 | LR: 2.29e-04 | 3459.0ms/step | 5.8 samples/s +Step 23520/44000 | Loss: 2.9644 | LR: 2.29e-04 | 1280.7ms/step | 15.6 samples/s +Step 23530/44000 | Loss: 2.9622 | LR: 2.29e-04 | 1281.2ms/step | 15.6 samples/s +Step 23540/44000 | Loss: 2.9474 | LR: 2.29e-04 | 1280.0ms/step | 15.6 samples/s +Step 23550/44000 | Loss: 2.9465 | LR: 2.29e-04 | 1279.2ms/step | 15.6 samples/s +Step 23560/44000 | Loss: 2.9648 | LR: 2.29e-04 | 1278.8ms/step | 15.6 samples/s +Step 23570/44000 | Loss: 2.9893 | LR: 2.28e-04 | 1280.0ms/step | 15.6 samples/s +Step 23580/44000 | Loss: 2.9420 | LR: 2.28e-04 | 1280.0ms/step | 15.6 samples/s +Step 23590/44000 | Loss: 2.9822 | LR: 2.28e-04 | 1280.4ms/step | 15.6 samples/s +Step 23600/44000 | Loss: 2.9968 | LR: 2.28e-04 | 1279.9ms/step | 15.6 samples/s +Step 23610/44000 | Loss: 2.9578 | LR: 2.28e-04 | 1280.6ms/step | 15.6 samples/s +Step 23620/44000 | Loss: 2.9623 | LR: 2.27e-04 | 1282.9ms/step | 15.6 samples/s +Step 23630/44000 | Loss: 2.9666 | LR: 2.27e-04 | 1283.2ms/step | 15.6 samples/s +Step 23640/44000 | Loss: 2.9828 | LR: 2.27e-04 | 1281.1ms/step | 15.6 samples/s +Step 23650/44000 | Loss: 2.9906 | LR: 2.27e-04 | 1279.7ms/step | 15.6 samples/s +Step 23660/44000 | Loss: 2.9698 | LR: 2.27e-04 | 1280.3ms/step | 15.6 samples/s +Step 23670/44000 | Loss: 2.9784 | LR: 2.27e-04 | 1280.4ms/step | 15.6 samples/s +Step 23680/44000 | Loss: 2.9767 | LR: 2.26e-04 | 1279.6ms/step | 15.6 samples/s +Step 23690/44000 | Loss: 2.9789 | LR: 2.26e-04 | 1279.2ms/step | 15.6 samples/s +Step 23700/44000 | Loss: 2.9624 | LR: 2.26e-04 | 1279.3ms/step | 15.6 samples/s +Step 23710/44000 | Loss: 2.9469 | LR: 2.26e-04 | 1279.1ms/step | 15.6 samples/s +Step 23720/44000 | Loss: 2.9532 | LR: 2.26e-04 | 1278.8ms/step | 15.6 samples/s +Step 23730/44000 | Loss: 2.9728 | LR: 2.25e-04 | 1279.6ms/step | 15.6 samples/s +Step 23740/44000 | Loss: 2.9700 | LR: 2.25e-04 | 1280.3ms/step | 15.6 samples/s +Step 23750/44000 | Loss: 2.9549 | LR: 2.25e-04 | 1285.1ms/step | 15.6 samples/s +Validation at step 23750: Loss = 2.9816, Perplexity = 19.72 +Step 23760/44000 | Loss: 2.9808 | LR: 2.25e-04 | 3431.6ms/step | 5.8 samples/s +Step 23770/44000 | Loss: 2.9556 | LR: 2.25e-04 | 1284.7ms/step | 15.6 samples/s +Step 23780/44000 | Loss: 2.9537 | LR: 2.25e-04 | 1283.2ms/step | 15.6 samples/s +Step 23790/44000 | Loss: 2.9470 | LR: 2.24e-04 | 1285.7ms/step | 15.6 samples/s +Step 23800/44000 | Loss: 2.9727 | LR: 2.24e-04 | 1285.6ms/step | 15.6 samples/s +Step 23810/44000 | Loss: 2.9470 | LR: 2.24e-04 | 1284.5ms/step | 15.6 samples/s +Step 23820/44000 | Loss: 2.9915 | LR: 2.24e-04 | 1285.0ms/step | 15.6 samples/s +Step 23830/44000 | Loss: 2.9595 | LR: 2.24e-04 | 1286.8ms/step | 15.5 samples/s +Step 23840/44000 | Loss: 2.9728 | LR: 2.23e-04 | 1289.8ms/step | 15.5 samples/s +Step 23850/44000 | Loss: 2.9755 | LR: 2.23e-04 | 1290.7ms/step | 15.5 samples/s +Step 23860/44000 | Loss: 2.9651 | LR: 2.23e-04 | 1295.3ms/step | 15.4 samples/s +Step 23870/44000 | Loss: 2.9775 | LR: 2.23e-04 | 1294.4ms/step | 15.5 samples/s +Step 23880/44000 | Loss: 2.9596 | LR: 2.23e-04 | 1289.9ms/step | 15.5 samples/s +Step 23890/44000 | Loss: 2.9616 | LR: 2.23e-04 | 1290.1ms/step | 15.5 samples/s +Step 23900/44000 | Loss: 2.9583 | LR: 2.22e-04 | 1289.8ms/step | 15.5 samples/s +Step 23910/44000 | Loss: 2.9549 | LR: 2.22e-04 | 1287.2ms/step | 15.5 samples/s +Step 23920/44000 | Loss: 2.9982 | LR: 2.22e-04 | 1288.4ms/step | 15.5 samples/s +Step 23930/44000 | Loss: 2.9721 | LR: 2.22e-04 | 1290.0ms/step | 15.5 samples/s +Step 23940/44000 | Loss: 2.9831 | LR: 2.22e-04 | 1287.5ms/step | 15.5 samples/s +Step 23950/44000 | Loss: 2.9767 | LR: 2.21e-04 | 1280.9ms/step | 15.6 samples/s +Step 23960/44000 | Loss: 3.0002 | LR: 2.21e-04 | 1281.9ms/step | 15.6 samples/s +Step 23970/44000 | Loss: 2.9792 | LR: 2.21e-04 | 1282.3ms/step | 15.6 samples/s +Step 23980/44000 | Loss: 2.9591 | LR: 2.21e-04 | 1283.2ms/step | 15.6 samples/s +Step 23990/44000 | Loss: 2.9381 | LR: 2.21e-04 | 1280.3ms/step | 15.6 samples/s +Step 24000/44000 | Loss: 2.9588 | LR: 2.21e-04 | 1281.3ms/step | 15.6 samples/s +Validation at step 24000: Loss = 2.9798, Perplexity = 19.68 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-24000 +Step 24010/44000 | Loss: 2.9701 | LR: 2.20e-04 | 3736.4ms/step | 5.4 samples/s +Step 24020/44000 | Loss: 2.9654 | LR: 2.20e-04 | 1284.3ms/step | 15.6 samples/s +Step 24030/44000 | Loss: 2.9874 | LR: 2.20e-04 | 1283.3ms/step | 15.6 samples/s +Step 24040/44000 | Loss: 3.0001 | LR: 2.20e-04 | 1282.3ms/step | 15.6 samples/s +Step 24050/44000 | Loss: 2.9902 | LR: 2.20e-04 | 1282.0ms/step | 15.6 samples/s +Step 24060/44000 | Loss: 2.9754 | LR: 2.19e-04 | 1281.9ms/step | 15.6 samples/s +Step 24070/44000 | Loss: 2.9918 | LR: 2.19e-04 | 1280.4ms/step | 15.6 samples/s +Step 24080/44000 | Loss: 2.9503 | LR: 2.19e-04 | 1282.0ms/step | 15.6 samples/s +Step 24090/44000 | Loss: 2.9498 | LR: 2.19e-04 | 1283.0ms/step | 15.6 samples/s +Step 24100/44000 | Loss: 2.9679 | LR: 2.19e-04 | 1280.4ms/step | 15.6 samples/s +Step 24110/44000 | Loss: 2.9777 | LR: 2.19e-04 | 1279.8ms/step | 15.6 samples/s +Step 24120/44000 | Loss: 2.9323 | LR: 2.18e-04 | 1282.1ms/step | 15.6 samples/s +Step 24130/44000 | Loss: 2.9804 | LR: 2.18e-04 | 1284.8ms/step | 15.6 samples/s +Step 24140/44000 | Loss: 2.9575 | LR: 2.18e-04 | 1286.0ms/step | 15.6 samples/s +Step 24150/44000 | Loss: 2.9835 | LR: 2.18e-04 | 1285.5ms/step | 15.6 samples/s +Step 24160/44000 | Loss: 2.9949 | LR: 2.18e-04 | 1282.5ms/step | 15.6 samples/s +Step 24170/44000 | Loss: 2.9511 | LR: 2.17e-04 | 1283.1ms/step | 15.6 samples/s +Step 24180/44000 | Loss: 2.9598 | LR: 2.17e-04 | 1284.4ms/step | 15.6 samples/s +Step 24190/44000 | Loss: 2.9787 | LR: 2.17e-04 | 1286.8ms/step | 15.5 samples/s +Step 24200/44000 | Loss: 2.9527 | LR: 2.17e-04 | 1287.8ms/step | 15.5 samples/s +Step 24210/44000 | Loss: 2.9450 | LR: 2.17e-04 | 1288.0ms/step | 15.5 samples/s +Step 24220/44000 | Loss: 2.9629 | LR: 2.17e-04 | 1285.9ms/step | 15.6 samples/s +Step 24230/44000 | Loss: 2.9851 | LR: 2.16e-04 | 1285.6ms/step | 15.6 samples/s +Step 24240/44000 | Loss: 2.9480 | LR: 2.16e-04 | 1283.6ms/step | 15.6 samples/s +Step 24250/44000 | Loss: 2.9714 | LR: 2.16e-04 | 1283.3ms/step | 15.6 samples/s +Validation at step 24250: Loss = 2.9780, Perplexity = 19.65 +Step 24260/44000 | Loss: 2.9432 | LR: 2.16e-04 | 3430.8ms/step | 5.8 samples/s +Step 24270/44000 | Loss: 2.9617 | LR: 2.16e-04 | 1283.3ms/step | 15.6 samples/s +Step 24280/44000 | Loss: 2.9861 | LR: 2.16e-04 | 1283.2ms/step | 15.6 samples/s +Step 24290/44000 | Loss: 2.9682 | LR: 2.15e-04 | 1282.2ms/step | 15.6 samples/s +Step 24300/44000 | Loss: 2.9540 | LR: 2.15e-04 | 1284.6ms/step | 15.6 samples/s +Step 24310/44000 | Loss: 2.9669 | LR: 2.15e-04 | 1285.6ms/step | 15.6 samples/s +Step 24320/44000 | Loss: 2.9668 | LR: 2.15e-04 | 1284.7ms/step | 15.6 samples/s +Step 24330/44000 | Loss: 2.9844 | LR: 2.15e-04 | 1280.7ms/step | 15.6 samples/s +Step 24340/44000 | Loss: 2.9485 | LR: 2.14e-04 | 1281.5ms/step | 15.6 samples/s +Step 24350/44000 | Loss: 2.9394 | LR: 2.14e-04 | 1283.0ms/step | 15.6 samples/s +Step 24360/44000 | Loss: 2.9641 | LR: 2.14e-04 | 1284.7ms/step | 15.6 samples/s +Step 24370/44000 | Loss: 2.9340 | LR: 2.14e-04 | 1284.2ms/step | 15.6 samples/s +Step 24380/44000 | Loss: 2.9280 | LR: 2.14e-04 | 1289.5ms/step | 15.5 samples/s +Step 24390/44000 | Loss: 2.9357 | LR: 2.14e-04 | 1291.2ms/step | 15.5 samples/s +Step 24400/44000 | Loss: 2.9661 | LR: 2.13e-04 | 1291.3ms/step | 15.5 samples/s +Step 24410/44000 | Loss: 2.9649 | LR: 2.13e-04 | 1285.2ms/step | 15.6 samples/s +Step 24420/44000 | Loss: 2.9780 | LR: 2.13e-04 | 1286.3ms/step | 15.5 samples/s +Step 24430/44000 | Loss: 2.9647 | LR: 2.13e-04 | 1290.1ms/step | 15.5 samples/s +Step 24440/44000 | Loss: 2.9696 | LR: 2.13e-04 | 1288.1ms/step | 15.5 samples/s +Step 24450/44000 | Loss: 2.9368 | LR: 2.12e-04 | 1288.7ms/step | 15.5 samples/s +Step 24460/44000 | Loss: 2.9425 | LR: 2.12e-04 | 1285.9ms/step | 15.6 samples/s +Step 24470/44000 | Loss: 2.9689 | LR: 2.12e-04 | 1288.0ms/step | 15.5 samples/s +Step 24480/44000 | Loss: 2.9630 | LR: 2.12e-04 | 1292.1ms/step | 15.5 samples/s +Step 24490/44000 | Loss: 2.9590 | LR: 2.12e-04 | 1290.4ms/step | 15.5 samples/s +Step 24500/44000 | Loss: 2.9741 | LR: 2.12e-04 | 1287.4ms/step | 15.5 samples/s +Validation at step 24500: Loss = 2.9759, Perplexity = 19.61 +Step 24510/44000 | Loss: 2.9650 | LR: 2.11e-04 | 3430.0ms/step | 5.8 samples/s +Step 24520/44000 | Loss: 2.9341 | LR: 2.11e-04 | 1280.1ms/step | 15.6 samples/s +Step 24530/44000 | Loss: 2.9578 | LR: 2.11e-04 | 1280.1ms/step | 15.6 samples/s +Step 24540/44000 | Loss: 2.9789 | LR: 2.11e-04 | 1279.4ms/step | 15.6 samples/s +Step 24550/44000 | Loss: 2.9919 | LR: 2.11e-04 | 1279.7ms/step | 15.6 samples/s +Step 24560/44000 | Loss: 2.9577 | LR: 2.10e-04 | 1282.5ms/step | 15.6 samples/s +Step 24570/44000 | Loss: 3.0265 | LR: 2.10e-04 | 1280.4ms/step | 15.6 samples/s +Step 24580/44000 | Loss: 2.9409 | LR: 2.10e-04 | 1279.5ms/step | 15.6 samples/s +Step 24590/44000 | Loss: 2.9887 | LR: 2.10e-04 | 1279.5ms/step | 15.6 samples/s +Step 24600/44000 | Loss: 2.9598 | LR: 2.10e-04 | 1278.2ms/step | 15.6 samples/s +Step 24610/44000 | Loss: 2.9764 | LR: 2.10e-04 | 1280.7ms/step | 15.6 samples/s +Step 24620/44000 | Loss: 2.9702 | LR: 2.09e-04 | 1282.6ms/step | 15.6 samples/s +Step 24630/44000 | Loss: 2.9937 | LR: 2.09e-04 | 1282.4ms/step | 15.6 samples/s +Step 24640/44000 | Loss: 2.9618 | LR: 2.09e-04 | 1283.6ms/step | 15.6 samples/s +Step 24650/44000 | Loss: 2.9629 | LR: 2.09e-04 | 1282.5ms/step | 15.6 samples/s +Step 24660/44000 | Loss: 2.9557 | LR: 2.09e-04 | 1279.4ms/step | 15.6 samples/s +Step 24670/44000 | Loss: 2.9568 | LR: 2.09e-04 | 1279.5ms/step | 15.6 samples/s +Step 24680/44000 | Loss: 2.9526 | LR: 2.08e-04 | 1280.2ms/step | 15.6 samples/s +Step 24690/44000 | Loss: 2.9579 | LR: 2.08e-04 | 1282.1ms/step | 15.6 samples/s +Step 24700/44000 | Loss: 2.9537 | LR: 2.08e-04 | 1281.4ms/step | 15.6 samples/s +Step 24710/44000 | Loss: 2.9562 | LR: 2.08e-04 | 1282.7ms/step | 15.6 samples/s +Step 24720/44000 | Loss: 2.9434 | LR: 2.08e-04 | 1285.4ms/step | 15.6 samples/s +Step 24730/44000 | Loss: 2.9548 | LR: 2.07e-04 | 1285.8ms/step | 15.6 samples/s +Step 24740/44000 | Loss: 3.0013 | LR: 2.07e-04 | 1287.5ms/step | 15.5 samples/s +Step 24750/44000 | Loss: 2.9392 | LR: 2.07e-04 | 1286.3ms/step | 15.5 samples/s +Validation at step 24750: Loss = 2.9741, Perplexity = 19.57 +Step 24760/44000 | Loss: 2.9616 | LR: 2.07e-04 | 3436.9ms/step | 5.8 samples/s +Step 24770/44000 | Loss: 2.9605 | LR: 2.07e-04 | 1287.4ms/step | 15.5 samples/s +Step 24780/44000 | Loss: 2.9832 | LR: 2.07e-04 | 1287.0ms/step | 15.5 samples/s +Step 24790/44000 | Loss: 2.9406 | LR: 2.06e-04 | 1283.6ms/step | 15.6 samples/s +Step 24800/44000 | Loss: 2.9441 | LR: 2.06e-04 | 1286.8ms/step | 15.5 samples/s +Step 24810/44000 | Loss: 2.9758 | LR: 2.06e-04 | 1290.8ms/step | 15.5 samples/s +Step 24820/44000 | Loss: 2.9597 | LR: 2.06e-04 | 1286.2ms/step | 15.5 samples/s +Step 24830/44000 | Loss: 2.9337 | LR: 2.06e-04 | 1283.4ms/step | 15.6 samples/s +Step 24840/44000 | Loss: 2.9511 | LR: 2.05e-04 | 1287.0ms/step | 15.5 samples/s +Step 24850/44000 | Loss: 2.9557 | LR: 2.05e-04 | 1282.6ms/step | 15.6 samples/s +Step 24860/44000 | Loss: 2.9550 | LR: 2.05e-04 | 1280.3ms/step | 15.6 samples/s +Step 24870/44000 | Loss: 2.9466 | LR: 2.05e-04 | 1281.6ms/step | 15.6 samples/s +Step 24880/44000 | Loss: 2.9722 | LR: 2.05e-04 | 1282.3ms/step | 15.6 samples/s +Step 24890/44000 | Loss: 2.9957 | LR: 2.05e-04 | 1282.6ms/step | 15.6 samples/s +Step 24900/44000 | Loss: 2.9514 | LR: 2.04e-04 | 1286.2ms/step | 15.5 samples/s +Step 24910/44000 | Loss: 2.9612 | LR: 2.04e-04 | 1286.2ms/step | 15.5 samples/s +Step 24920/44000 | Loss: 2.9681 | LR: 2.04e-04 | 1284.5ms/step | 15.6 samples/s +Step 24930/44000 | Loss: 2.9617 | LR: 2.04e-04 | 1285.4ms/step | 15.6 samples/s +Step 24940/44000 | Loss: 2.9707 | LR: 2.04e-04 | 1283.1ms/step | 15.6 samples/s +Step 24950/44000 | Loss: 2.9493 | LR: 2.04e-04 | 1282.8ms/step | 15.6 samples/s +Step 24960/44000 | Loss: 2.9960 | LR: 2.03e-04 | 1283.5ms/step | 15.6 samples/s +Step 24970/44000 | Loss: 2.9468 | LR: 2.03e-04 | 1282.6ms/step | 15.6 samples/s +Step 24980/44000 | Loss: 2.9817 | LR: 2.03e-04 | 1281.9ms/step | 15.6 samples/s +Step 24990/44000 | Loss: 2.9330 | LR: 2.03e-04 | 1283.1ms/step | 15.6 samples/s +Step 25000/44000 | Loss: 2.9757 | LR: 2.03e-04 | 1282.2ms/step | 15.6 samples/s +Validation at step 25000: Loss = 2.9719, Perplexity = 19.53 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-25000 +Step 25010/44000 | Loss: 2.9383 | LR: 2.02e-04 | 3749.0ms/step | 5.3 samples/s +Step 25020/44000 | Loss: 2.9694 | LR: 2.02e-04 | 1278.4ms/step | 15.6 samples/s +Step 25030/44000 | Loss: 2.9503 | LR: 2.02e-04 | 1281.2ms/step | 15.6 samples/s +Step 25040/44000 | Loss: 2.9638 | LR: 2.02e-04 | 1284.2ms/step | 15.6 samples/s +Step 25050/44000 | Loss: 2.9559 | LR: 2.02e-04 | 1283.3ms/step | 15.6 samples/s +Step 25060/44000 | Loss: 2.9523 | LR: 2.02e-04 | 1283.7ms/step | 15.6 samples/s +Step 25070/44000 | Loss: 2.9752 | LR: 2.01e-04 | 1284.1ms/step | 15.6 samples/s +Step 25080/44000 | Loss: 2.9383 | LR: 2.01e-04 | 1283.1ms/step | 15.6 samples/s +Step 25090/44000 | Loss: 2.9771 | LR: 2.01e-04 | 1283.2ms/step | 15.6 samples/s +Step 25100/44000 | Loss: 2.9383 | LR: 2.01e-04 | 1284.0ms/step | 15.6 samples/s +Step 25110/44000 | Loss: 2.9625 | LR: 2.01e-04 | 1282.6ms/step | 15.6 samples/s +Step 25120/44000 | Loss: 2.9359 | LR: 2.00e-04 | 1282.5ms/step | 15.6 samples/s +Step 25130/44000 | Loss: 2.9903 | LR: 2.00e-04 | 1282.5ms/step | 15.6 samples/s +Step 25140/44000 | Loss: 2.9993 | LR: 2.00e-04 | 1283.3ms/step | 15.6 samples/s +Step 25150/44000 | Loss: 2.9223 | LR: 2.00e-04 | 1283.4ms/step | 15.6 samples/s +Step 25160/44000 | Loss: 2.9371 | LR: 2.00e-04 | 1280.0ms/step | 15.6 samples/s +Step 25170/44000 | Loss: 2.9711 | LR: 2.00e-04 | 1280.4ms/step | 15.6 samples/s +Step 25180/44000 | Loss: 2.9098 | LR: 1.99e-04 | 1279.2ms/step | 15.6 samples/s +Step 25190/44000 | Loss: 2.9528 | LR: 1.99e-04 | 1281.6ms/step | 15.6 samples/s +Step 25200/44000 | Loss: 2.9756 | LR: 1.99e-04 | 1287.0ms/step | 15.5 samples/s +Step 25210/44000 | Loss: 2.9703 | LR: 1.99e-04 | 1288.3ms/step | 15.5 samples/s +Step 25220/44000 | Loss: 2.9388 | LR: 1.99e-04 | 1290.5ms/step | 15.5 samples/s +Step 25230/44000 | Loss: 2.9600 | LR: 1.99e-04 | 1289.8ms/step | 15.5 samples/s +Step 25240/44000 | Loss: 2.9415 | LR: 1.98e-04 | 1288.3ms/step | 15.5 samples/s +Step 25250/44000 | Loss: 2.9737 | LR: 1.98e-04 | 1286.4ms/step | 15.5 samples/s +Validation at step 25250: Loss = 2.9704, Perplexity = 19.50 +Step 25260/44000 | Loss: 2.9341 | LR: 1.98e-04 | 3455.8ms/step | 5.8 samples/s +Step 25270/44000 | Loss: 2.9646 | LR: 1.98e-04 | 1286.6ms/step | 15.5 samples/s +Step 25280/44000 | Loss: 2.9314 | LR: 1.98e-04 | 1286.3ms/step | 15.5 samples/s +Step 25290/44000 | Loss: 2.9522 | LR: 1.97e-04 | 1286.0ms/step | 15.6 samples/s +Step 25300/44000 | Loss: 2.9585 | LR: 1.97e-04 | 1284.4ms/step | 15.6 samples/s +Step 25310/44000 | Loss: 2.9088 | LR: 1.97e-04 | 1283.5ms/step | 15.6 samples/s +Step 25320/44000 | Loss: 2.9480 | LR: 1.97e-04 | 1284.3ms/step | 15.6 samples/s +Step 25330/44000 | Loss: 2.9594 | LR: 1.97e-04 | 1281.6ms/step | 15.6 samples/s +Step 25340/44000 | Loss: 2.9518 | LR: 1.97e-04 | 1280.5ms/step | 15.6 samples/s +Step 25350/44000 | Loss: 2.9443 | LR: 1.96e-04 | 1281.9ms/step | 15.6 samples/s +Step 25360/44000 | Loss: 2.9912 | LR: 1.96e-04 | 1281.6ms/step | 15.6 samples/s +Step 25370/44000 | Loss: 2.9376 | LR: 1.96e-04 | 1282.0ms/step | 15.6 samples/s +Step 25380/44000 | Loss: 2.9802 | LR: 1.96e-04 | 1281.9ms/step | 15.6 samples/s +Step 25390/44000 | Loss: 2.9517 | LR: 1.96e-04 | 1282.7ms/step | 15.6 samples/s +Step 25400/44000 | Loss: 2.9645 | LR: 1.96e-04 | 1282.4ms/step | 15.6 samples/s +Step 25410/44000 | Loss: 2.9938 | LR: 1.95e-04 | 1280.1ms/step | 15.6 samples/s +Step 25420/44000 | Loss: 2.9777 | LR: 1.95e-04 | 1278.9ms/step | 15.6 samples/s +Step 25430/44000 | Loss: 2.9571 | LR: 1.95e-04 | 1279.3ms/step | 15.6 samples/s +Step 25440/44000 | Loss: 2.9566 | LR: 1.95e-04 | 1280.0ms/step | 15.6 samples/s +Step 25450/44000 | Loss: 2.9928 | LR: 1.95e-04 | 1280.4ms/step | 15.6 samples/s +Step 25460/44000 | Loss: 2.9649 | LR: 1.94e-04 | 1279.5ms/step | 15.6 samples/s +Step 25470/44000 | Loss: 2.9440 | LR: 1.94e-04 | 1280.0ms/step | 15.6 samples/s +Step 25480/44000 | Loss: 2.9595 | LR: 1.94e-04 | 1280.0ms/step | 15.6 samples/s +Step 25490/44000 | Loss: 2.9591 | LR: 1.94e-04 | 1280.2ms/step | 15.6 samples/s +Step 25500/44000 | Loss: 2.9493 | LR: 1.94e-04 | 1280.2ms/step | 15.6 samples/s +Validation at step 25500: Loss = 2.9683, Perplexity = 19.46 +Step 25510/44000 | Loss: 2.9390 | LR: 1.94e-04 | 3426.7ms/step | 5.8 samples/s +Step 25520/44000 | Loss: 2.9371 | LR: 1.93e-04 | 1281.6ms/step | 15.6 samples/s +Step 25530/44000 | Loss: 2.9402 | LR: 1.93e-04 | 1278.9ms/step | 15.6 samples/s +Step 25540/44000 | Loss: 2.9471 | LR: 1.93e-04 | 1279.3ms/step | 15.6 samples/s +Step 25550/44000 | Loss: 2.9580 | LR: 1.93e-04 | 1279.6ms/step | 15.6 samples/s +Step 25560/44000 | Loss: 2.9660 | LR: 1.93e-04 | 1280.9ms/step | 15.6 samples/s +Step 25570/44000 | Loss: 2.9482 | LR: 1.92e-04 | 1280.3ms/step | 15.6 samples/s +Step 25580/44000 | Loss: 2.9821 | LR: 1.92e-04 | 1280.7ms/step | 15.6 samples/s +Step 25590/44000 | Loss: 2.9598 | LR: 1.92e-04 | 1279.7ms/step | 15.6 samples/s +Step 25600/44000 | Loss: 2.9281 | LR: 1.92e-04 | 1279.9ms/step | 15.6 samples/s +Step 25610/44000 | Loss: 2.9418 | LR: 1.92e-04 | 1281.1ms/step | 15.6 samples/s +Step 25620/44000 | Loss: 2.9305 | LR: 1.92e-04 | 1282.2ms/step | 15.6 samples/s +Step 25630/44000 | Loss: 2.9624 | LR: 1.91e-04 | 1281.0ms/step | 15.6 samples/s +Step 25640/44000 | Loss: 2.9459 | LR: 1.91e-04 | 1280.6ms/step | 15.6 samples/s +Step 25650/44000 | Loss: 2.9499 | LR: 1.91e-04 | 1280.9ms/step | 15.6 samples/s +Step 25660/44000 | Loss: 2.9718 | LR: 1.91e-04 | 1281.8ms/step | 15.6 samples/s +Step 25670/44000 | Loss: 2.9614 | LR: 1.91e-04 | 1285.9ms/step | 15.6 samples/s +Step 25680/44000 | Loss: 2.9282 | LR: 1.91e-04 | 1287.4ms/step | 15.5 samples/s +Step 25690/44000 | Loss: 2.9483 | LR: 1.90e-04 | 1288.4ms/step | 15.5 samples/s +Step 25700/44000 | Loss: 2.9315 | LR: 1.90e-04 | 1284.3ms/step | 15.6 samples/s +Step 25710/44000 | Loss: 2.9467 | LR: 1.90e-04 | 1283.8ms/step | 15.6 samples/s +Step 25720/44000 | Loss: 2.9415 | LR: 1.90e-04 | 1283.2ms/step | 15.6 samples/s +Step 25730/44000 | Loss: 2.9337 | LR: 1.90e-04 | 1285.8ms/step | 15.6 samples/s +Step 25740/44000 | Loss: 2.9477 | LR: 1.89e-04 | 1286.2ms/step | 15.5 samples/s +Step 25750/44000 | Loss: 2.9482 | LR: 1.89e-04 | 1286.1ms/step | 15.6 samples/s +Validation at step 25750: Loss = 2.9670, Perplexity = 19.43 +Step 25760/44000 | Loss: 2.9480 | LR: 1.89e-04 | 3426.8ms/step | 5.8 samples/s +Step 25770/44000 | Loss: 2.9723 | LR: 1.89e-04 | 1282.1ms/step | 15.6 samples/s +Step 25780/44000 | Loss: 2.9564 | LR: 1.89e-04 | 1281.2ms/step | 15.6 samples/s +Step 25790/44000 | Loss: 2.9910 | LR: 1.89e-04 | 1279.8ms/step | 15.6 samples/s +Step 25800/44000 | Loss: 2.9135 | LR: 1.88e-04 | 1279.0ms/step | 15.6 samples/s +Step 25810/44000 | Loss: 2.9492 | LR: 1.88e-04 | 1280.5ms/step | 15.6 samples/s +Step 25820/44000 | Loss: 2.9502 | LR: 1.88e-04 | 1280.0ms/step | 15.6 samples/s +Step 25830/44000 | Loss: 2.9522 | LR: 1.88e-04 | 1279.9ms/step | 15.6 samples/s +Step 25840/44000 | Loss: 2.9630 | LR: 1.88e-04 | 1278.9ms/step | 15.6 samples/s +Step 25850/44000 | Loss: 2.9268 | LR: 1.88e-04 | 1281.1ms/step | 15.6 samples/s +Step 25860/44000 | Loss: 2.9237 | LR: 1.87e-04 | 1282.6ms/step | 15.6 samples/s +Step 25870/44000 | Loss: 2.9270 | LR: 1.87e-04 | 1283.3ms/step | 15.6 samples/s +Step 25880/44000 | Loss: 2.9713 | LR: 1.87e-04 | 1285.3ms/step | 15.6 samples/s +Step 25890/44000 | Loss: 2.9515 | LR: 1.87e-04 | 1288.1ms/step | 15.5 samples/s +Step 25900/44000 | Loss: 2.9544 | LR: 1.87e-04 | 1285.1ms/step | 15.6 samples/s +Step 25910/44000 | Loss: 2.9398 | LR: 1.87e-04 | 1282.4ms/step | 15.6 samples/s +Step 25920/44000 | Loss: 2.9368 | LR: 1.86e-04 | 1282.3ms/step | 15.6 samples/s +Step 25930/44000 | Loss: 2.9686 | LR: 1.86e-04 | 1283.7ms/step | 15.6 samples/s +Step 25940/44000 | Loss: 2.9276 | LR: 1.86e-04 | 1285.7ms/step | 15.6 samples/s +Step 25950/44000 | Loss: 2.9290 | LR: 1.86e-04 | 1284.7ms/step | 15.6 samples/s +Step 25960/44000 | Loss: 2.9463 | LR: 1.86e-04 | 1283.8ms/step | 15.6 samples/s +Step 25970/44000 | Loss: 2.9227 | LR: 1.85e-04 | 1283.4ms/step | 15.6 samples/s +Step 25980/44000 | Loss: 2.9669 | LR: 1.85e-04 | 1279.4ms/step | 15.6 samples/s +Step 25990/44000 | Loss: 2.9604 | LR: 1.85e-04 | 1279.3ms/step | 15.6 samples/s +Step 26000/44000 | Loss: 2.9393 | LR: 1.85e-04 | 1281.0ms/step | 15.6 samples/s +Validation at step 26000: Loss = 2.9657, Perplexity = 19.41 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-26000 +Step 26010/44000 | Loss: 2.9547 | LR: 1.85e-04 | 3732.9ms/step | 5.4 samples/s +Step 26020/44000 | Loss: 2.9532 | LR: 1.85e-04 | 1282.7ms/step | 15.6 samples/s +Step 26030/44000 | Loss: 2.9394 | LR: 1.84e-04 | 1285.2ms/step | 15.6 samples/s +Step 26040/44000 | Loss: 2.9259 | LR: 1.84e-04 | 1284.8ms/step | 15.6 samples/s +Step 26050/44000 | Loss: 2.9626 | LR: 1.84e-04 | 1284.5ms/step | 15.6 samples/s +Step 26060/44000 | Loss: 2.9137 | LR: 1.84e-04 | 1283.5ms/step | 15.6 samples/s +Step 26070/44000 | Loss: 2.9426 | LR: 1.84e-04 | 1285.0ms/step | 15.6 samples/s +Step 26080/44000 | Loss: 2.9282 | LR: 1.84e-04 | 1286.0ms/step | 15.6 samples/s +Step 26090/44000 | Loss: 2.9427 | LR: 1.83e-04 | 1286.6ms/step | 15.5 samples/s +Step 26100/44000 | Loss: 2.9438 | LR: 1.83e-04 | 1286.0ms/step | 15.6 samples/s +Step 26110/44000 | Loss: 2.9618 | LR: 1.83e-04 | 1281.9ms/step | 15.6 samples/s +Step 26120/44000 | Loss: 2.9420 | LR: 1.83e-04 | 1283.8ms/step | 15.6 samples/s +Step 26130/44000 | Loss: 2.9629 | LR: 1.83e-04 | 1287.8ms/step | 15.5 samples/s +Step 26140/44000 | Loss: 2.9674 | LR: 1.82e-04 | 1289.0ms/step | 15.5 samples/s +Step 26150/44000 | Loss: 2.9579 | LR: 1.82e-04 | 1288.7ms/step | 15.5 samples/s +Step 26160/44000 | Loss: 2.9420 | LR: 1.82e-04 | 1288.3ms/step | 15.5 samples/s +Step 26170/44000 | Loss: 2.9447 | LR: 1.82e-04 | 1286.7ms/step | 15.5 samples/s +Step 26180/44000 | Loss: 2.9595 | LR: 1.82e-04 | 1289.6ms/step | 15.5 samples/s +Step 26190/44000 | Loss: 2.9311 | LR: 1.82e-04 | 1295.8ms/step | 15.4 samples/s +Step 26200/44000 | Loss: 2.9132 | LR: 1.81e-04 | 1293.5ms/step | 15.5 samples/s +Step 26210/44000 | Loss: 2.9766 | LR: 1.81e-04 | 1295.5ms/step | 15.4 samples/s +Step 26220/44000 | Loss: 2.9501 | LR: 1.81e-04 | 1300.0ms/step | 15.4 samples/s +Step 26230/44000 | Loss: 2.9599 | LR: 1.81e-04 | 1290.1ms/step | 15.5 samples/s +Step 26240/44000 | Loss: 2.9517 | LR: 1.81e-04 | 1286.1ms/step | 15.6 samples/s +Step 26250/44000 | Loss: 2.9594 | LR: 1.81e-04 | 1287.1ms/step | 15.5 samples/s +Validation at step 26250: Loss = 2.9640, Perplexity = 19.38 +Step 26260/44000 | Loss: 2.9432 | LR: 1.80e-04 | 3433.5ms/step | 5.8 samples/s +Step 26270/44000 | Loss: 2.9398 | LR: 1.80e-04 | 1283.8ms/step | 15.6 samples/s +Step 26280/44000 | Loss: 2.9596 | LR: 1.80e-04 | 1284.1ms/step | 15.6 samples/s +Step 26290/44000 | Loss: 2.9740 | LR: 1.80e-04 | 1285.1ms/step | 15.6 samples/s +Step 26300/44000 | Loss: 2.9553 | LR: 1.80e-04 | 1282.6ms/step | 15.6 samples/s +Step 26310/44000 | Loss: 2.9405 | LR: 1.80e-04 | 1283.2ms/step | 15.6 samples/s +Step 26320/44000 | Loss: 2.9583 | LR: 1.79e-04 | 1282.2ms/step | 15.6 samples/s +Step 26330/44000 | Loss: 2.9893 | LR: 1.79e-04 | 1283.1ms/step | 15.6 samples/s +Step 26340/44000 | Loss: 2.9450 | LR: 1.79e-04 | 1283.5ms/step | 15.6 samples/s +Step 26350/44000 | Loss: 2.9608 | LR: 1.79e-04 | 1279.6ms/step | 15.6 samples/s +Step 26360/44000 | Loss: 2.9364 | LR: 1.79e-04 | 1280.8ms/step | 15.6 samples/s +Step 26370/44000 | Loss: 2.9628 | LR: 1.78e-04 | 1281.2ms/step | 15.6 samples/s +Step 26380/44000 | Loss: 2.9657 | LR: 1.78e-04 | 1281.9ms/step | 15.6 samples/s +Step 26390/44000 | Loss: 2.9661 | LR: 1.78e-04 | 1287.1ms/step | 15.5 samples/s +Step 26400/44000 | Loss: 2.9658 | LR: 1.78e-04 | 1284.7ms/step | 15.6 samples/s +Step 26410/44000 | Loss: 2.9287 | LR: 1.78e-04 | 1283.0ms/step | 15.6 samples/s +Step 26420/44000 | Loss: 2.9255 | LR: 1.78e-04 | 1284.5ms/step | 15.6 samples/s +Step 26430/44000 | Loss: 2.9672 | LR: 1.77e-04 | 1284.6ms/step | 15.6 samples/s +Step 26440/44000 | Loss: 2.9236 | LR: 1.77e-04 | 1280.6ms/step | 15.6 samples/s +Step 26450/44000 | Loss: 2.9488 | LR: 1.77e-04 | 1280.1ms/step | 15.6 samples/s +Step 26460/44000 | Loss: 2.9524 | LR: 1.77e-04 | 1281.1ms/step | 15.6 samples/s +Step 26470/44000 | Loss: 2.9428 | LR: 1.77e-04 | 1281.2ms/step | 15.6 samples/s +Step 26480/44000 | Loss: 2.9425 | LR: 1.77e-04 | 1280.2ms/step | 15.6 samples/s +Step 26490/44000 | Loss: 2.9791 | LR: 1.76e-04 | 1279.0ms/step | 15.6 samples/s +Step 26500/44000 | Loss: 2.9619 | LR: 1.76e-04 | 1280.6ms/step | 15.6 samples/s +Validation at step 26500: Loss = 2.9625, Perplexity = 19.35 +Step 26510/44000 | Loss: 2.9725 | LR: 1.76e-04 | 3430.1ms/step | 5.8 samples/s +Step 26520/44000 | Loss: 2.9474 | LR: 1.76e-04 | 1280.4ms/step | 15.6 samples/s +Step 26530/44000 | Loss: 2.9524 | LR: 1.76e-04 | 1283.6ms/step | 15.6 samples/s +Step 26540/44000 | Loss: 2.9581 | LR: 1.76e-04 | 1283.8ms/step | 15.6 samples/s +Step 26550/44000 | Loss: 2.9645 | LR: 1.75e-04 | 1288.2ms/step | 15.5 samples/s +Step 26560/44000 | Loss: 2.9955 | LR: 1.75e-04 | 1287.8ms/step | 15.5 samples/s +Step 26570/44000 | Loss: 2.9224 | LR: 1.75e-04 | 1284.3ms/step | 15.6 samples/s +Step 26580/44000 | Loss: 2.9737 | LR: 1.75e-04 | 1285.5ms/step | 15.6 samples/s +Step 26590/44000 | Loss: 2.9774 | LR: 1.75e-04 | 1287.9ms/step | 15.5 samples/s +Step 26600/44000 | Loss: 2.9492 | LR: 1.74e-04 | 1287.8ms/step | 15.5 samples/s +Step 26610/44000 | Loss: 2.9563 | LR: 1.74e-04 | 1293.5ms/step | 15.5 samples/s +Step 26620/44000 | Loss: 2.9356 | LR: 1.74e-04 | 1285.6ms/step | 15.6 samples/s +Step 26630/44000 | Loss: 2.9422 | LR: 1.74e-04 | 1284.9ms/step | 15.6 samples/s +Step 26640/44000 | Loss: 2.9369 | LR: 1.74e-04 | 1286.7ms/step | 15.5 samples/s +Step 26650/44000 | Loss: 2.9694 | LR: 1.74e-04 | 1285.8ms/step | 15.6 samples/s +Step 26660/44000 | Loss: 2.9580 | LR: 1.73e-04 | 1284.2ms/step | 15.6 samples/s +Step 26670/44000 | Loss: 2.9455 | LR: 1.73e-04 | 1285.0ms/step | 15.6 samples/s +Step 26680/44000 | Loss: 2.9590 | LR: 1.73e-04 | 1287.7ms/step | 15.5 samples/s +Step 26690/44000 | Loss: 2.9683 | LR: 1.73e-04 | 1287.3ms/step | 15.5 samples/s +Step 26700/44000 | Loss: 2.9624 | LR: 1.73e-04 | 1284.8ms/step | 15.6 samples/s +Step 26710/44000 | Loss: 2.9326 | LR: 1.73e-04 | 1286.2ms/step | 15.5 samples/s +Step 26720/44000 | Loss: 2.9412 | LR: 1.72e-04 | 1286.5ms/step | 15.5 samples/s +Step 26730/44000 | Loss: 2.9285 | LR: 1.72e-04 | 1287.8ms/step | 15.5 samples/s +Step 26740/44000 | Loss: 2.9514 | LR: 1.72e-04 | 1286.8ms/step | 15.5 samples/s +Step 26750/44000 | Loss: 2.9894 | LR: 1.72e-04 | 1285.9ms/step | 15.6 samples/s +Validation at step 26750: Loss = 2.9614, Perplexity = 19.32 +Step 26760/44000 | Loss: 2.9423 | LR: 1.72e-04 | 3433.7ms/step | 5.8 samples/s +Step 26770/44000 | Loss: 2.9191 | LR: 1.72e-04 | 1284.3ms/step | 15.6 samples/s +Step 26780/44000 | Loss: 2.9305 | LR: 1.71e-04 | 1283.1ms/step | 15.6 samples/s +Step 26790/44000 | Loss: 2.9436 | LR: 1.71e-04 | 1283.3ms/step | 15.6 samples/s +Step 26800/44000 | Loss: 2.9543 | LR: 1.71e-04 | 1283.9ms/step | 15.6 samples/s +Step 26810/44000 | Loss: 2.9548 | LR: 1.71e-04 | 1284.1ms/step | 15.6 samples/s +Step 26820/44000 | Loss: 2.9718 | LR: 1.71e-04 | 1284.3ms/step | 15.6 samples/s +Step 26830/44000 | Loss: 2.9485 | LR: 1.71e-04 | 1281.2ms/step | 15.6 samples/s +Step 26840/44000 | Loss: 2.9699 | LR: 1.70e-04 | 1284.8ms/step | 15.6 samples/s +Step 26850/44000 | Loss: 2.9473 | LR: 1.70e-04 | 1284.3ms/step | 15.6 samples/s +Step 26860/44000 | Loss: 2.9322 | LR: 1.70e-04 | 1285.0ms/step | 15.6 samples/s +Step 26870/44000 | Loss: 2.9592 | LR: 1.70e-04 | 1283.3ms/step | 15.6 samples/s +Step 26880/44000 | Loss: 2.9239 | LR: 1.70e-04 | 1283.7ms/step | 15.6 samples/s +Step 26890/44000 | Loss: 2.9699 | LR: 1.69e-04 | 1284.7ms/step | 15.6 samples/s +Step 26900/44000 | Loss: 2.9187 | LR: 1.69e-04 | 1284.0ms/step | 15.6 samples/s +Step 26910/44000 | Loss: 2.9631 | LR: 1.69e-04 | 1282.3ms/step | 15.6 samples/s +Step 26920/44000 | Loss: 2.9363 | LR: 1.69e-04 | 1281.2ms/step | 15.6 samples/s +Step 26930/44000 | Loss: 2.9390 | LR: 1.69e-04 | 1282.3ms/step | 15.6 samples/s +Step 26940/44000 | Loss: 2.9513 | LR: 1.69e-04 | 1283.3ms/step | 15.6 samples/s +Step 26950/44000 | Loss: 2.9539 | LR: 1.68e-04 | 1286.3ms/step | 15.5 samples/s +Step 26960/44000 | Loss: 2.9380 | LR: 1.68e-04 | 1284.6ms/step | 15.6 samples/s +Step 26970/44000 | Loss: 2.9413 | LR: 1.68e-04 | 1288.3ms/step | 15.5 samples/s +Step 26980/44000 | Loss: 2.9722 | LR: 1.68e-04 | 1285.9ms/step | 15.6 samples/s +Step 26990/44000 | Loss: 2.9346 | LR: 1.68e-04 | 1283.4ms/step | 15.6 samples/s +Step 27000/44000 | Loss: 2.9483 | LR: 1.68e-04 | 1281.9ms/step | 15.6 samples/s +Validation at step 27000: Loss = 2.9599, Perplexity = 19.30 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-27000 +Step 27010/44000 | Loss: 2.9639 | LR: 1.67e-04 | 3724.7ms/step | 5.4 samples/s +Step 27020/44000 | Loss: 2.9448 | LR: 1.67e-04 | 1281.9ms/step | 15.6 samples/s +Step 27030/44000 | Loss: 2.9631 | LR: 1.67e-04 | 1282.8ms/step | 15.6 samples/s +Step 27040/44000 | Loss: 2.9510 | LR: 1.67e-04 | 1284.4ms/step | 15.6 samples/s +Step 27050/44000 | Loss: 2.9602 | LR: 1.67e-04 | 1284.7ms/step | 15.6 samples/s +Step 27060/44000 | Loss: 2.9198 | LR: 1.67e-04 | 1282.9ms/step | 15.6 samples/s +Step 27070/44000 | Loss: 2.9552 | LR: 1.66e-04 | 1282.6ms/step | 15.6 samples/s +Step 27080/44000 | Loss: 2.9560 | LR: 1.66e-04 | 1283.2ms/step | 15.6 samples/s +Step 27090/44000 | Loss: 2.9426 | LR: 1.66e-04 | 1282.3ms/step | 15.6 samples/s +Step 27100/44000 | Loss: 2.9307 | LR: 1.66e-04 | 1283.3ms/step | 15.6 samples/s +Step 27110/44000 | Loss: 2.9246 | LR: 1.66e-04 | 1283.6ms/step | 15.6 samples/s +Step 27120/44000 | Loss: 2.9317 | LR: 1.66e-04 | 1284.0ms/step | 15.6 samples/s +Step 27130/44000 | Loss: 2.9257 | LR: 1.65e-04 | 1279.5ms/step | 15.6 samples/s +Step 27140/44000 | Loss: 2.9390 | LR: 1.65e-04 | 1280.5ms/step | 15.6 samples/s +Step 27150/44000 | Loss: 2.9565 | LR: 1.65e-04 | 1281.3ms/step | 15.6 samples/s +Step 27160/44000 | Loss: 2.9235 | LR: 1.65e-04 | 1280.7ms/step | 15.6 samples/s +Step 27170/44000 | Loss: 2.9513 | LR: 1.65e-04 | 1279.5ms/step | 15.6 samples/s +Step 27180/44000 | Loss: 2.9579 | LR: 1.65e-04 | 1279.0ms/step | 15.6 samples/s +Step 27190/44000 | Loss: 2.9555 | LR: 1.64e-04 | 1278.4ms/step | 15.6 samples/s +Step 27200/44000 | Loss: 2.9608 | LR: 1.64e-04 | 1278.1ms/step | 15.6 samples/s +Step 27210/44000 | Loss: 2.9456 | LR: 1.64e-04 | 1278.5ms/step | 15.6 samples/s +Step 27220/44000 | Loss: 2.9280 | LR: 1.64e-04 | 1279.0ms/step | 15.6 samples/s +Step 27230/44000 | Loss: 2.9219 | LR: 1.64e-04 | 1279.0ms/step | 15.6 samples/s +Step 27240/44000 | Loss: 2.9537 | LR: 1.63e-04 | 1280.0ms/step | 15.6 samples/s +Step 27250/44000 | Loss: 2.9239 | LR: 1.63e-04 | 1282.7ms/step | 15.6 samples/s +Validation at step 27250: Loss = 2.9586, Perplexity = 19.27 +Step 27260/44000 | Loss: 2.9630 | LR: 1.63e-04 | 3426.0ms/step | 5.8 samples/s +Step 27270/44000 | Loss: 2.9750 | LR: 1.63e-04 | 1282.3ms/step | 15.6 samples/s +Step 27280/44000 | Loss: 2.9651 | LR: 1.63e-04 | 1282.4ms/step | 15.6 samples/s +Step 27290/44000 | Loss: 2.9348 | LR: 1.63e-04 | 1281.2ms/step | 15.6 samples/s +Step 27300/44000 | Loss: 2.9229 | LR: 1.62e-04 | 1280.9ms/step | 15.6 samples/s +Step 27310/44000 | Loss: 2.9547 | LR: 1.62e-04 | 1283.6ms/step | 15.6 samples/s +Step 27320/44000 | Loss: 2.9607 | LR: 1.62e-04 | 1284.2ms/step | 15.6 samples/s +Step 27330/44000 | Loss: 2.9627 | LR: 1.62e-04 | 1281.7ms/step | 15.6 samples/s +Step 27340/44000 | Loss: 2.9204 | LR: 1.62e-04 | 1283.6ms/step | 15.6 samples/s +Step 27350/44000 | Loss: 2.9174 | LR: 1.62e-04 | 1285.9ms/step | 15.6 samples/s +Step 27360/44000 | Loss: 2.9242 | LR: 1.61e-04 | 1286.4ms/step | 15.5 samples/s +Step 27370/44000 | Loss: 2.9326 | LR: 1.61e-04 | 1286.3ms/step | 15.5 samples/s +Step 27380/44000 | Loss: 2.9767 | LR: 1.61e-04 | 1285.2ms/step | 15.6 samples/s +Step 27390/44000 | Loss: 2.9343 | LR: 1.61e-04 | 1285.9ms/step | 15.6 samples/s +Step 27400/44000 | Loss: 2.9618 | LR: 1.61e-04 | 1284.8ms/step | 15.6 samples/s +Step 27410/44000 | Loss: 2.9439 | LR: 1.61e-04 | 1283.3ms/step | 15.6 samples/s +Step 27420/44000 | Loss: 2.9371 | LR: 1.60e-04 | 1282.2ms/step | 15.6 samples/s +Step 27430/44000 | Loss: 2.9602 | LR: 1.60e-04 | 1282.7ms/step | 15.6 samples/s +Step 27440/44000 | Loss: 2.9504 | LR: 1.60e-04 | 1282.7ms/step | 15.6 samples/s +Step 27450/44000 | Loss: 2.9182 | LR: 1.60e-04 | 1282.9ms/step | 15.6 samples/s +Step 27460/44000 | Loss: 2.9380 | LR: 1.60e-04 | 1285.3ms/step | 15.6 samples/s +Step 27470/44000 | Loss: 2.9683 | LR: 1.60e-04 | 1282.3ms/step | 15.6 samples/s +Step 27480/44000 | Loss: 2.9404 | LR: 1.59e-04 | 1283.3ms/step | 15.6 samples/s +Step 27490/44000 | Loss: 2.9599 | LR: 1.59e-04 | 1285.0ms/step | 15.6 samples/s +Step 27500/44000 | Loss: 2.9482 | LR: 1.59e-04 | 1285.8ms/step | 15.6 samples/s +Validation at step 27500: Loss = 2.9573, Perplexity = 19.25 +Step 27510/44000 | Loss: 2.9814 | LR: 1.59e-04 | 3512.3ms/step | 5.7 samples/s +Step 27520/44000 | Loss: 2.9404 | LR: 1.59e-04 | 1288.9ms/step | 15.5 samples/s +Step 27530/44000 | Loss: 2.9544 | LR: 1.59e-04 | 1282.1ms/step | 15.6 samples/s +Step 27540/44000 | Loss: 2.9129 | LR: 1.58e-04 | 1285.6ms/step | 15.6 samples/s +Step 27550/44000 | Loss: 2.9120 | LR: 1.58e-04 | 1288.3ms/step | 15.5 samples/s +Step 27560/44000 | Loss: 2.9275 | LR: 1.58e-04 | 1289.8ms/step | 15.5 samples/s +Step 27570/44000 | Loss: 2.9188 | LR: 1.58e-04 | 1283.3ms/step | 15.6 samples/s +Step 27580/44000 | Loss: 2.9700 | LR: 1.58e-04 | 1279.8ms/step | 15.6 samples/s +Step 27590/44000 | Loss: 2.9357 | LR: 1.58e-04 | 1280.0ms/step | 15.6 samples/s +Step 27600/44000 | Loss: 2.9480 | LR: 1.57e-04 | 1285.6ms/step | 15.6 samples/s +Step 27610/44000 | Loss: 2.9181 | LR: 1.57e-04 | 1286.0ms/step | 15.6 samples/s +Step 27620/44000 | Loss: 2.9502 | LR: 1.57e-04 | 1285.5ms/step | 15.6 samples/s +Step 27630/44000 | Loss: 2.9180 | LR: 1.57e-04 | 1284.5ms/step | 15.6 samples/s +Step 27640/44000 | Loss: 2.9778 | LR: 1.57e-04 | 1279.4ms/step | 15.6 samples/s +Step 27650/44000 | Loss: 2.9978 | LR: 1.57e-04 | 1284.4ms/step | 15.6 samples/s +Step 27660/44000 | Loss: 2.9479 | LR: 1.56e-04 | 1278.4ms/step | 15.6 samples/s +Step 27670/44000 | Loss: 2.9370 | LR: 1.56e-04 | 1278.7ms/step | 15.6 samples/s +Step 27680/44000 | Loss: 2.9530 | LR: 1.56e-04 | 1278.5ms/step | 15.6 samples/s +Step 27690/44000 | Loss: 2.9409 | LR: 1.56e-04 | 1277.8ms/step | 15.7 samples/s +Step 27700/44000 | Loss: 2.9342 | LR: 1.56e-04 | 1280.3ms/step | 15.6 samples/s +Step 27710/44000 | Loss: 2.9529 | LR: 1.56e-04 | 1280.3ms/step | 15.6 samples/s +Step 27720/44000 | Loss: 2.9363 | LR: 1.55e-04 | 1279.4ms/step | 15.6 samples/s +Step 27730/44000 | Loss: 2.9389 | LR: 1.55e-04 | 1282.0ms/step | 15.6 samples/s +Step 27740/44000 | Loss: 2.9369 | LR: 1.55e-04 | 1283.0ms/step | 15.6 samples/s +Step 27750/44000 | Loss: 2.9372 | LR: 1.55e-04 | 1282.8ms/step | 15.6 samples/s +Validation at step 27750: Loss = 2.9560, Perplexity = 19.22 +Step 27760/44000 | Loss: 2.9413 | LR: 1.55e-04 | 3428.8ms/step | 5.8 samples/s +Step 27770/44000 | Loss: 2.9377 | LR: 1.55e-04 | 1279.2ms/step | 15.6 samples/s +Step 27780/44000 | Loss: 2.9367 | LR: 1.54e-04 | 1281.2ms/step | 15.6 samples/s +Step 27790/44000 | Loss: 2.9002 | LR: 1.54e-04 | 1284.0ms/step | 15.6 samples/s +Step 27800/44000 | Loss: 2.9323 | LR: 1.54e-04 | 1283.6ms/step | 15.6 samples/s +Step 27810/44000 | Loss: 2.9045 | LR: 1.54e-04 | 1281.3ms/step | 15.6 samples/s +Step 27820/44000 | Loss: 2.9278 | LR: 1.54e-04 | 1277.9ms/step | 15.7 samples/s +Step 27830/44000 | Loss: 2.9450 | LR: 1.54e-04 | 1276.7ms/step | 15.7 samples/s +Step 27840/44000 | Loss: 2.9587 | LR: 1.53e-04 | 1278.1ms/step | 15.6 samples/s +Step 27850/44000 | Loss: 2.9270 | LR: 1.53e-04 | 1279.0ms/step | 15.6 samples/s +Step 27860/44000 | Loss: 2.9339 | LR: 1.53e-04 | 1284.6ms/step | 15.6 samples/s +Step 27870/44000 | Loss: 2.9651 | LR: 1.53e-04 | 1285.2ms/step | 15.6 samples/s +Step 27880/44000 | Loss: 2.9380 | LR: 1.53e-04 | 1281.2ms/step | 15.6 samples/s +Step 27890/44000 | Loss: 2.9164 | LR: 1.53e-04 | 1279.5ms/step | 15.6 samples/s +Step 27900/44000 | Loss: 2.9223 | LR: 1.52e-04 | 1279.8ms/step | 15.6 samples/s +Step 27910/44000 | Loss: 2.9355 | LR: 1.52e-04 | 1280.1ms/step | 15.6 samples/s +Step 27920/44000 | Loss: 2.9727 | LR: 1.52e-04 | 1280.5ms/step | 15.6 samples/s +Step 27930/44000 | Loss: 2.9497 | LR: 1.52e-04 | 1285.8ms/step | 15.6 samples/s +Step 27940/44000 | Loss: 2.9421 | LR: 1.52e-04 | 1285.4ms/step | 15.6 samples/s +Step 27950/44000 | Loss: 2.9621 | LR: 1.52e-04 | 1284.2ms/step | 15.6 samples/s +Step 27960/44000 | Loss: 2.9434 | LR: 1.51e-04 | 1288.9ms/step | 15.5 samples/s +Step 27970/44000 | Loss: 2.9365 | LR: 1.51e-04 | 1281.9ms/step | 15.6 samples/s +Step 27980/44000 | Loss: 2.9450 | LR: 1.51e-04 | 1275.2ms/step | 15.7 samples/s +Step 27990/44000 | Loss: 2.9350 | LR: 1.51e-04 | 1278.6ms/step | 15.6 samples/s +Step 28000/44000 | Loss: 2.9392 | LR: 1.51e-04 | 1283.1ms/step | 15.6 samples/s +Validation at step 28000: Loss = 2.9548, Perplexity = 19.20 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-28000 +Step 28010/44000 | Loss: 2.9386 | LR: 1.51e-04 | 3744.5ms/step | 5.3 samples/s +Step 28020/44000 | Loss: 2.9760 | LR: 1.50e-04 | 1283.9ms/step | 15.6 samples/s +Step 28030/44000 | Loss: 2.9329 | LR: 1.50e-04 | 1284.3ms/step | 15.6 samples/s +Step 28040/44000 | Loss: 2.9530 | LR: 1.50e-04 | 1283.9ms/step | 15.6 samples/s +Step 28050/44000 | Loss: 2.9575 | LR: 1.50e-04 | 1284.5ms/step | 15.6 samples/s +Step 28060/44000 | Loss: 2.9643 | LR: 1.50e-04 | 1284.6ms/step | 15.6 samples/s +Step 28070/44000 | Loss: 2.9358 | LR: 1.50e-04 | 1282.8ms/step | 15.6 samples/s +Step 28080/44000 | Loss: 2.9194 | LR: 1.49e-04 | 1282.7ms/step | 15.6 samples/s +Step 28090/44000 | Loss: 2.9450 | LR: 1.49e-04 | 1283.0ms/step | 15.6 samples/s +Step 28100/44000 | Loss: 2.9394 | LR: 1.49e-04 | 1284.2ms/step | 15.6 samples/s +Step 28110/44000 | Loss: 2.9175 | LR: 1.49e-04 | 1284.2ms/step | 15.6 samples/s +Step 28120/44000 | Loss: 2.9483 | LR: 1.49e-04 | 1283.9ms/step | 15.6 samples/s +Step 28130/44000 | Loss: 2.9473 | LR: 1.49e-04 | 1284.2ms/step | 15.6 samples/s +Step 28140/44000 | Loss: 2.9415 | LR: 1.48e-04 | 1285.2ms/step | 15.6 samples/s +Step 28150/44000 | Loss: 2.9349 | LR: 1.48e-04 | 1286.0ms/step | 15.6 samples/s +Step 28160/44000 | Loss: 2.9473 | LR: 1.48e-04 | 1284.3ms/step | 15.6 samples/s +Step 28170/44000 | Loss: 2.9231 | LR: 1.48e-04 | 1284.9ms/step | 15.6 samples/s +Step 28180/44000 | Loss: 2.9612 | LR: 1.48e-04 | 1284.2ms/step | 15.6 samples/s +Step 28190/44000 | Loss: 2.9525 | LR: 1.48e-04 | 1283.3ms/step | 15.6 samples/s +Step 28200/44000 | Loss: 2.9621 | LR: 1.47e-04 | 1285.9ms/step | 15.6 samples/s +Step 28210/44000 | Loss: 2.9088 | LR: 1.47e-04 | 1284.0ms/step | 15.6 samples/s +Step 28220/44000 | Loss: 2.9266 | LR: 1.47e-04 | 1285.8ms/step | 15.6 samples/s +Step 28230/44000 | Loss: 2.9472 | LR: 1.47e-04 | 1285.6ms/step | 15.6 samples/s +Step 28240/44000 | Loss: 2.9088 | LR: 1.47e-04 | 1285.5ms/step | 15.6 samples/s +Step 28250/44000 | Loss: 2.9218 | LR: 1.47e-04 | 1284.6ms/step | 15.6 samples/s +Validation at step 28250: Loss = 2.9540, Perplexity = 19.18 +Step 28260/44000 | Loss: 2.9422 | LR: 1.46e-04 | 3430.7ms/step | 5.8 samples/s +Step 28270/44000 | Loss: 2.9273 | LR: 1.46e-04 | 1282.7ms/step | 15.6 samples/s +Step 28280/44000 | Loss: 2.9685 | LR: 1.46e-04 | 1284.6ms/step | 15.6 samples/s +Step 28290/44000 | Loss: 2.8968 | LR: 1.46e-04 | 1282.9ms/step | 15.6 samples/s +Step 28300/44000 | Loss: 2.9378 | LR: 1.46e-04 | 1283.4ms/step | 15.6 samples/s +Step 28310/44000 | Loss: 2.9144 | LR: 1.46e-04 | 1284.4ms/step | 15.6 samples/s +Step 28320/44000 | Loss: 2.9765 | LR: 1.45e-04 | 1283.8ms/step | 15.6 samples/s +Step 28330/44000 | Loss: 2.9381 | LR: 1.45e-04 | 1284.3ms/step | 15.6 samples/s +Step 28340/44000 | Loss: 2.9505 | LR: 1.45e-04 | 1283.7ms/step | 15.6 samples/s +Step 28350/44000 | Loss: 2.9275 | LR: 1.45e-04 | 1286.0ms/step | 15.6 samples/s +Step 28360/44000 | Loss: 2.9372 | LR: 1.45e-04 | 1286.0ms/step | 15.6 samples/s +Step 28370/44000 | Loss: 2.9136 | LR: 1.45e-04 | 1285.6ms/step | 15.6 samples/s +Step 28380/44000 | Loss: 2.9221 | LR: 1.44e-04 | 1281.4ms/step | 15.6 samples/s +Step 28390/44000 | Loss: 2.9371 | LR: 1.44e-04 | 1280.7ms/step | 15.6 samples/s +Step 28400/44000 | Loss: 2.9362 | LR: 1.44e-04 | 1281.3ms/step | 15.6 samples/s +Step 28410/44000 | Loss: 2.9615 | LR: 1.44e-04 | 1279.7ms/step | 15.6 samples/s +Step 28420/44000 | Loss: 2.9831 | LR: 1.44e-04 | 1285.3ms/step | 15.6 samples/s +Step 28430/44000 | Loss: 2.9081 | LR: 1.44e-04 | 1284.5ms/step | 15.6 samples/s +Step 28440/44000 | Loss: 2.9479 | LR: 1.43e-04 | 1283.2ms/step | 15.6 samples/s +Step 28450/44000 | Loss: 2.9438 | LR: 1.43e-04 | 1279.6ms/step | 15.6 samples/s +Step 28460/44000 | Loss: 2.9508 | LR: 1.43e-04 | 1280.1ms/step | 15.6 samples/s +Step 28470/44000 | Loss: 2.9500 | LR: 1.43e-04 | 1274.3ms/step | 15.7 samples/s +Step 28480/44000 | Loss: 2.9301 | LR: 1.43e-04 | 1275.4ms/step | 15.7 samples/s +Step 28490/44000 | Loss: 2.9381 | LR: 1.43e-04 | 1282.2ms/step | 15.6 samples/s +Step 28500/44000 | Loss: 2.9388 | LR: 1.42e-04 | 1284.5ms/step | 15.6 samples/s +Validation at step 28500: Loss = 2.9526, Perplexity = 19.16 +Step 28510/44000 | Loss: 2.9616 | LR: 1.42e-04 | 3433.1ms/step | 5.8 samples/s +Step 28520/44000 | Loss: 2.9425 | LR: 1.42e-04 | 1284.4ms/step | 15.6 samples/s +Step 28530/44000 | Loss: 2.9309 | LR: 1.42e-04 | 1283.6ms/step | 15.6 samples/s +Step 28540/44000 | Loss: 2.9579 | LR: 1.42e-04 | 1284.2ms/step | 15.6 samples/s +Step 28550/44000 | Loss: 2.9751 | LR: 1.42e-04 | 1282.8ms/step | 15.6 samples/s +Step 28560/44000 | Loss: 2.9250 | LR: 1.41e-04 | 1284.5ms/step | 15.6 samples/s +Step 28570/44000 | Loss: 2.9175 | LR: 1.41e-04 | 1284.4ms/step | 15.6 samples/s +Step 28580/44000 | Loss: 2.9489 | LR: 1.41e-04 | 1282.6ms/step | 15.6 samples/s +Step 28590/44000 | Loss: 2.9657 | LR: 1.41e-04 | 1284.0ms/step | 15.6 samples/s +Step 28600/44000 | Loss: 2.9659 | LR: 1.41e-04 | 1284.2ms/step | 15.6 samples/s +Step 28610/44000 | Loss: 2.9307 | LR: 1.41e-04 | 1282.3ms/step | 15.6 samples/s +Step 28620/44000 | Loss: 2.9149 | LR: 1.40e-04 | 1281.9ms/step | 15.6 samples/s +Step 28630/44000 | Loss: 2.9255 | LR: 1.40e-04 | 1278.3ms/step | 15.6 samples/s +Step 28640/44000 | Loss: 2.9071 | LR: 1.40e-04 | 1277.5ms/step | 15.7 samples/s +Step 28650/44000 | Loss: 2.9310 | LR: 1.40e-04 | 1278.8ms/step | 15.6 samples/s +Step 28660/44000 | Loss: 2.9284 | LR: 1.40e-04 | 1279.2ms/step | 15.6 samples/s +Step 28670/44000 | Loss: 2.8973 | LR: 1.40e-04 | 1280.5ms/step | 15.6 samples/s +Step 28680/44000 | Loss: 2.9469 | LR: 1.39e-04 | 1282.8ms/step | 15.6 samples/s +Step 28690/44000 | Loss: 2.9429 | LR: 1.39e-04 | 1283.2ms/step | 15.6 samples/s +Step 28700/44000 | Loss: 2.9453 | LR: 1.39e-04 | 1285.7ms/step | 15.6 samples/s +Step 28710/44000 | Loss: 2.9510 | LR: 1.39e-04 | 1285.7ms/step | 15.6 samples/s +Step 28720/44000 | Loss: 2.9265 | LR: 1.39e-04 | 1287.4ms/step | 15.5 samples/s +Step 28730/44000 | Loss: 2.9290 | LR: 1.39e-04 | 1288.1ms/step | 15.5 samples/s +Step 28740/44000 | Loss: 2.9523 | LR: 1.38e-04 | 1287.7ms/step | 15.5 samples/s +Step 28750/44000 | Loss: 2.9149 | LR: 1.38e-04 | 1282.2ms/step | 15.6 samples/s +Validation at step 28750: Loss = 2.9515, Perplexity = 19.13 +Step 28760/44000 | Loss: 2.9424 | LR: 1.38e-04 | 3422.5ms/step | 5.8 samples/s +Step 28770/44000 | Loss: 2.9095 | LR: 1.38e-04 | 1280.1ms/step | 15.6 samples/s +Step 28780/44000 | Loss: 2.9446 | LR: 1.38e-04 | 1283.6ms/step | 15.6 samples/s +Step 28790/44000 | Loss: 2.9533 | LR: 1.38e-04 | 1282.1ms/step | 15.6 samples/s +Step 28800/44000 | Loss: 2.9567 | LR: 1.38e-04 | 1282.4ms/step | 15.6 samples/s +Step 28810/44000 | Loss: 2.9421 | LR: 1.37e-04 | 1283.3ms/step | 15.6 samples/s +Step 28820/44000 | Loss: 2.9164 | LR: 1.37e-04 | 1283.0ms/step | 15.6 samples/s +Step 28830/44000 | Loss: 2.9470 | LR: 1.37e-04 | 1287.7ms/step | 15.5 samples/s +Step 28840/44000 | Loss: 2.9421 | LR: 1.37e-04 | 1289.4ms/step | 15.5 samples/s +Step 28850/44000 | Loss: 2.9202 | LR: 1.37e-04 | 1284.2ms/step | 15.6 samples/s +Step 28860/44000 | Loss: 2.9516 | LR: 1.37e-04 | 1283.9ms/step | 15.6 samples/s +Step 28870/44000 | Loss: 2.9564 | LR: 1.36e-04 | 1284.4ms/step | 15.6 samples/s +Step 28880/44000 | Loss: 2.9297 | LR: 1.36e-04 | 1291.4ms/step | 15.5 samples/s +Step 28890/44000 | Loss: 2.9424 | LR: 1.36e-04 | 1292.0ms/step | 15.5 samples/s +Step 28900/44000 | Loss: 2.9357 | LR: 1.36e-04 | 1286.2ms/step | 15.5 samples/s +Step 28910/44000 | Loss: 2.9338 | LR: 1.36e-04 | 1289.7ms/step | 15.5 samples/s +Step 28920/44000 | Loss: 2.9467 | LR: 1.36e-04 | 1294.2ms/step | 15.5 samples/s +Step 28930/44000 | Loss: 2.9375 | LR: 1.35e-04 | 1287.6ms/step | 15.5 samples/s +Step 28940/44000 | Loss: 2.9322 | LR: 1.35e-04 | 1280.4ms/step | 15.6 samples/s +Step 28950/44000 | Loss: 2.9769 | LR: 1.35e-04 | 1279.4ms/step | 15.6 samples/s +Step 28960/44000 | Loss: 2.9361 | LR: 1.35e-04 | 1277.1ms/step | 15.7 samples/s +Step 28970/44000 | Loss: 2.9589 | LR: 1.35e-04 | 1276.1ms/step | 15.7 samples/s +Step 28980/44000 | Loss: 2.9432 | LR: 1.35e-04 | 1279.4ms/step | 15.6 samples/s +Step 28990/44000 | Loss: 2.9321 | LR: 1.34e-04 | 1281.9ms/step | 15.6 samples/s +Step 29000/44000 | Loss: 2.9316 | LR: 1.34e-04 | 1281.3ms/step | 15.6 samples/s +Validation at step 29000: Loss = 2.9506, Perplexity = 19.12 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-29000 +Step 29010/44000 | Loss: 2.9257 | LR: 1.34e-04 | 3718.0ms/step | 5.4 samples/s +Step 29020/44000 | Loss: 2.9379 | LR: 1.34e-04 | 1279.1ms/step | 15.6 samples/s +Step 29030/44000 | Loss: 2.9250 | LR: 1.34e-04 | 1280.1ms/step | 15.6 samples/s +Step 29040/44000 | Loss: 2.9115 | LR: 1.34e-04 | 1281.2ms/step | 15.6 samples/s +Step 29050/44000 | Loss: 2.9176 | LR: 1.33e-04 | 1285.4ms/step | 15.6 samples/s +Step 29060/44000 | Loss: 2.9470 | LR: 1.33e-04 | 1287.1ms/step | 15.5 samples/s +Step 29070/44000 | Loss: 2.9413 | LR: 1.33e-04 | 1285.0ms/step | 15.6 samples/s +Step 29080/44000 | Loss: 2.9116 | LR: 1.33e-04 | 1283.5ms/step | 15.6 samples/s +Step 29090/44000 | Loss: 2.9454 | LR: 1.33e-04 | 1285.2ms/step | 15.6 samples/s +Step 29100/44000 | Loss: 2.9551 | LR: 1.33e-04 | 1285.4ms/step | 15.6 samples/s +Step 29110/44000 | Loss: 2.9518 | LR: 1.33e-04 | 1287.6ms/step | 15.5 samples/s +Step 29120/44000 | Loss: 2.9191 | LR: 1.32e-04 | 1285.5ms/step | 15.6 samples/s +Step 29130/44000 | Loss: 2.9468 | LR: 1.32e-04 | 1286.6ms/step | 15.5 samples/s +Step 29140/44000 | Loss: 2.9397 | LR: 1.32e-04 | 1284.4ms/step | 15.6 samples/s +Step 29150/44000 | Loss: 2.9579 | LR: 1.32e-04 | 1285.4ms/step | 15.6 samples/s +Step 29160/44000 | Loss: 2.9334 | LR: 1.32e-04 | 1286.0ms/step | 15.6 samples/s +Step 29170/44000 | Loss: 2.9108 | LR: 1.32e-04 | 1284.0ms/step | 15.6 samples/s +Step 29180/44000 | Loss: 2.9122 | LR: 1.31e-04 | 1285.2ms/step | 15.6 samples/s +Step 29190/44000 | Loss: 2.9282 | LR: 1.31e-04 | 1284.6ms/step | 15.6 samples/s +Step 29200/44000 | Loss: 2.9339 | LR: 1.31e-04 | 1284.1ms/step | 15.6 samples/s +Step 29210/44000 | Loss: 2.8898 | LR: 1.31e-04 | 1285.4ms/step | 15.6 samples/s +Step 29220/44000 | Loss: 2.9309 | LR: 1.31e-04 | 1284.4ms/step | 15.6 samples/s +Step 29230/44000 | Loss: 2.9209 | LR: 1.31e-04 | 1280.6ms/step | 15.6 samples/s +Step 29240/44000 | Loss: 2.9479 | LR: 1.30e-04 | 1280.8ms/step | 15.6 samples/s +Step 29250/44000 | Loss: 2.9290 | LR: 1.30e-04 | 1285.1ms/step | 15.6 samples/s +Validation at step 29250: Loss = 2.9495, Perplexity = 19.10 +Step 29260/44000 | Loss: 2.9171 | LR: 1.30e-04 | 3434.6ms/step | 5.8 samples/s +Step 29270/44000 | Loss: 2.9345 | LR: 1.30e-04 | 1283.7ms/step | 15.6 samples/s +Step 29280/44000 | Loss: 2.9249 | LR: 1.30e-04 | 1284.2ms/step | 15.6 samples/s +Step 29290/44000 | Loss: 2.9403 | LR: 1.30e-04 | 1290.9ms/step | 15.5 samples/s +Step 29300/44000 | Loss: 2.9462 | LR: 1.29e-04 | 1288.9ms/step | 15.5 samples/s +Step 29310/44000 | Loss: 2.9506 | LR: 1.29e-04 | 1290.7ms/step | 15.5 samples/s +Step 29320/44000 | Loss: 2.9453 | LR: 1.29e-04 | 1292.7ms/step | 15.5 samples/s +Step 29330/44000 | Loss: 2.9507 | LR: 1.29e-04 | 1288.8ms/step | 15.5 samples/s +Step 29340/44000 | Loss: 2.9071 | LR: 1.29e-04 | 1285.7ms/step | 15.6 samples/s +Step 29350/44000 | Loss: 2.9509 | LR: 1.29e-04 | 1289.6ms/step | 15.5 samples/s +Step 29360/44000 | Loss: 2.9549 | LR: 1.29e-04 | 1288.1ms/step | 15.5 samples/s +Step 29370/44000 | Loss: 2.9257 | LR: 1.28e-04 | 1285.4ms/step | 15.6 samples/s +Step 29380/44000 | Loss: 2.9340 | LR: 1.28e-04 | 1285.0ms/step | 15.6 samples/s +Step 29390/44000 | Loss: 2.9528 | LR: 1.28e-04 | 1285.6ms/step | 15.6 samples/s +Step 29400/44000 | Loss: 2.9361 | LR: 1.28e-04 | 1283.6ms/step | 15.6 samples/s +Step 29410/44000 | Loss: 2.9258 | LR: 1.28e-04 | 1283.6ms/step | 15.6 samples/s +Step 29420/44000 | Loss: 2.9665 | LR: 1.28e-04 | 1283.2ms/step | 15.6 samples/s +Step 29430/44000 | Loss: 2.9398 | LR: 1.27e-04 | 1283.9ms/step | 15.6 samples/s +Step 29440/44000 | Loss: 2.9403 | LR: 1.27e-04 | 1283.9ms/step | 15.6 samples/s +Step 29450/44000 | Loss: 2.9594 | LR: 1.27e-04 | 1283.7ms/step | 15.6 samples/s +Step 29460/44000 | Loss: 2.9453 | LR: 1.27e-04 | 1284.6ms/step | 15.6 samples/s +Step 29470/44000 | Loss: 2.9410 | LR: 1.27e-04 | 1284.4ms/step | 15.6 samples/s +Step 29480/44000 | Loss: 2.9390 | LR: 1.27e-04 | 1284.7ms/step | 15.6 samples/s +Step 29490/44000 | Loss: 2.9280 | LR: 1.26e-04 | 1283.5ms/step | 15.6 samples/s +Step 29500/44000 | Loss: 2.9237 | LR: 1.26e-04 | 1283.1ms/step | 15.6 samples/s +Validation at step 29500: Loss = 2.9487, Perplexity = 19.08 +Step 29510/44000 | Loss: 2.9283 | LR: 1.26e-04 | 3429.4ms/step | 5.8 samples/s +Step 29520/44000 | Loss: 2.9423 | LR: 1.26e-04 | 1285.7ms/step | 15.6 samples/s +Step 29530/44000 | Loss: 2.9214 | LR: 1.26e-04 | 1284.7ms/step | 15.6 samples/s +Step 29540/44000 | Loss: 2.9180 | LR: 1.26e-04 | 1282.3ms/step | 15.6 samples/s +Step 29550/44000 | Loss: 2.9243 | LR: 1.26e-04 | 1284.0ms/step | 15.6 samples/s +Step 29560/44000 | Loss: 2.9239 | LR: 1.25e-04 | 1284.4ms/step | 15.6 samples/s +Step 29570/44000 | Loss: 2.9331 | LR: 1.25e-04 | 1282.5ms/step | 15.6 samples/s +Step 29580/44000 | Loss: 2.9224 | LR: 1.25e-04 | 1280.3ms/step | 15.6 samples/s +Step 29590/44000 | Loss: 2.9533 | LR: 1.25e-04 | 1282.8ms/step | 15.6 samples/s +Step 29600/44000 | Loss: 2.9430 | LR: 1.25e-04 | 1287.2ms/step | 15.5 samples/s +Step 29610/44000 | Loss: 2.9337 | LR: 1.25e-04 | 1283.4ms/step | 15.6 samples/s +Step 29620/44000 | Loss: 2.9170 | LR: 1.24e-04 | 1285.5ms/step | 15.6 samples/s +Step 29630/44000 | Loss: 2.9587 | LR: 1.24e-04 | 1284.3ms/step | 15.6 samples/s +Step 29640/44000 | Loss: 2.9288 | LR: 1.24e-04 | 1284.0ms/step | 15.6 samples/s +Step 29650/44000 | Loss: 2.9203 | LR: 1.24e-04 | 1285.0ms/step | 15.6 samples/s +Step 29660/44000 | Loss: 2.9770 | LR: 1.24e-04 | 1282.0ms/step | 15.6 samples/s +Step 29670/44000 | Loss: 2.9207 | LR: 1.24e-04 | 1284.1ms/step | 15.6 samples/s +Step 29680/44000 | Loss: 2.9315 | LR: 1.23e-04 | 1284.5ms/step | 15.6 samples/s +Step 29690/44000 | Loss: 2.9398 | LR: 1.23e-04 | 1284.0ms/step | 15.6 samples/s +Step 29700/44000 | Loss: 2.9427 | LR: 1.23e-04 | 1285.2ms/step | 15.6 samples/s +Step 29710/44000 | Loss: 2.9534 | LR: 1.23e-04 | 1281.5ms/step | 15.6 samples/s +Step 29720/44000 | Loss: 2.8938 | LR: 1.23e-04 | 1281.5ms/step | 15.6 samples/s +Step 29730/44000 | Loss: 2.9427 | LR: 1.23e-04 | 1282.7ms/step | 15.6 samples/s +Step 29740/44000 | Loss: 2.9095 | LR: 1.23e-04 | 1283.7ms/step | 15.6 samples/s +Step 29750/44000 | Loss: 2.9242 | LR: 1.22e-04 | 1284.3ms/step | 15.6 samples/s +Validation at step 29750: Loss = 2.9476, Perplexity = 19.06 +Step 29760/44000 | Loss: 2.9547 | LR: 1.22e-04 | 3427.3ms/step | 5.8 samples/s +Step 29770/44000 | Loss: 2.9256 | LR: 1.22e-04 | 1286.8ms/step | 15.5 samples/s +Step 29780/44000 | Loss: 2.9345 | LR: 1.22e-04 | 1287.2ms/step | 15.5 samples/s +Step 29790/44000 | Loss: 2.9040 | LR: 1.22e-04 | 1284.8ms/step | 15.6 samples/s +Step 29800/44000 | Loss: 2.9112 | LR: 1.22e-04 | 1286.9ms/step | 15.5 samples/s +Step 29810/44000 | Loss: 2.9184 | LR: 1.21e-04 | 1286.3ms/step | 15.5 samples/s +Step 29820/44000 | Loss: 2.9643 | LR: 1.21e-04 | 1286.3ms/step | 15.5 samples/s +Step 29830/44000 | Loss: 2.9506 | LR: 1.21e-04 | 1288.2ms/step | 15.5 samples/s +Step 29840/44000 | Loss: 2.8990 | LR: 1.21e-04 | 1280.8ms/step | 15.6 samples/s +Step 29850/44000 | Loss: 2.9234 | LR: 1.21e-04 | 1281.0ms/step | 15.6 samples/s +Step 29860/44000 | Loss: 2.9391 | LR: 1.21e-04 | 1281.9ms/step | 15.6 samples/s +Step 29870/44000 | Loss: 2.9084 | LR: 1.21e-04 | 1280.2ms/step | 15.6 samples/s +Step 29880/44000 | Loss: 2.9254 | LR: 1.20e-04 | 1279.6ms/step | 15.6 samples/s +Step 29890/44000 | Loss: 2.9319 | LR: 1.20e-04 | 1280.5ms/step | 15.6 samples/s +Step 29900/44000 | Loss: 2.9720 | LR: 1.20e-04 | 1284.4ms/step | 15.6 samples/s +Step 29910/44000 | Loss: 2.9280 | LR: 1.20e-04 | 1286.1ms/step | 15.6 samples/s +Step 29920/44000 | Loss: 2.9179 | LR: 1.20e-04 | 1287.2ms/step | 15.5 samples/s +Step 29930/44000 | Loss: 2.9235 | LR: 1.20e-04 | 1285.7ms/step | 15.6 samples/s +Step 29940/44000 | Loss: 2.9212 | LR: 1.19e-04 | 1284.0ms/step | 15.6 samples/s +Step 29950/44000 | Loss: 2.9303 | LR: 1.19e-04 | 1283.9ms/step | 15.6 samples/s +Step 29960/44000 | Loss: 2.9116 | LR: 1.19e-04 | 1283.4ms/step | 15.6 samples/s +Step 29970/44000 | Loss: 2.9248 | LR: 1.19e-04 | 1283.6ms/step | 15.6 samples/s +Step 29980/44000 | Loss: 2.9219 | LR: 1.19e-04 | 1282.6ms/step | 15.6 samples/s +Step 29990/44000 | Loss: 2.9366 | LR: 1.19e-04 | 1284.4ms/step | 15.6 samples/s +Step 30000/44000 | Loss: 2.9138 | LR: 1.19e-04 | 1286.3ms/step | 15.5 samples/s +Validation at step 30000: Loss = 2.9467, Perplexity = 19.04 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-30000 +Step 30010/44000 | Loss: 2.9434 | LR: 1.18e-04 | 3732.6ms/step | 5.4 samples/s +Step 30020/44000 | Loss: 2.9546 | LR: 1.18e-04 | 1284.6ms/step | 15.6 samples/s +Step 30030/44000 | Loss: 2.9221 | LR: 1.18e-04 | 1286.8ms/step | 15.5 samples/s +Step 30040/44000 | Loss: 2.9399 | LR: 1.18e-04 | 1283.5ms/step | 15.6 samples/s +Step 30050/44000 | Loss: 2.9139 | LR: 1.18e-04 | 1283.9ms/step | 15.6 samples/s +Step 30060/44000 | Loss: 2.9393 | LR: 1.18e-04 | 1284.1ms/step | 15.6 samples/s +Step 30070/44000 | Loss: 2.8934 | LR: 1.17e-04 | 1284.6ms/step | 15.6 samples/s +Step 30080/44000 | Loss: 2.9645 | LR: 1.17e-04 | 1284.3ms/step | 15.6 samples/s +Step 30090/44000 | Loss: 2.9423 | LR: 1.17e-04 | 1284.2ms/step | 15.6 samples/s +Step 30100/44000 | Loss: 2.9419 | LR: 1.17e-04 | 1284.1ms/step | 15.6 samples/s +Step 30110/44000 | Loss: 2.9284 | LR: 1.17e-04 | 1284.8ms/step | 15.6 samples/s +Step 30120/44000 | Loss: 2.9169 | LR: 1.17e-04 | 1286.2ms/step | 15.5 samples/s +Step 30130/44000 | Loss: 2.9459 | LR: 1.17e-04 | 1284.5ms/step | 15.6 samples/s +Step 30140/44000 | Loss: 2.9361 | LR: 1.16e-04 | 1285.1ms/step | 15.6 samples/s +Step 30150/44000 | Loss: 2.9185 | LR: 1.16e-04 | 1286.6ms/step | 15.5 samples/s +Step 30160/44000 | Loss: 2.9041 | LR: 1.16e-04 | 1284.9ms/step | 15.6 samples/s +Step 30170/44000 | Loss: 2.9072 | LR: 1.16e-04 | 1283.4ms/step | 15.6 samples/s +Step 30180/44000 | Loss: 2.9433 | LR: 1.16e-04 | 1285.2ms/step | 15.6 samples/s +Step 30190/44000 | Loss: 2.9197 | LR: 1.16e-04 | 1292.3ms/step | 15.5 samples/s +Step 30200/44000 | Loss: 2.9275 | LR: 1.15e-04 | 1290.1ms/step | 15.5 samples/s +Step 30210/44000 | Loss: 2.9286 | LR: 1.15e-04 | 1288.9ms/step | 15.5 samples/s +Step 30220/44000 | Loss: 2.9041 | LR: 1.15e-04 | 1288.7ms/step | 15.5 samples/s +Step 30230/44000 | Loss: 2.9491 | LR: 1.15e-04 | 1287.3ms/step | 15.5 samples/s +Step 30240/44000 | Loss: 2.9322 | LR: 1.15e-04 | 1286.4ms/step | 15.5 samples/s +Step 30250/44000 | Loss: 2.9194 | LR: 1.15e-04 | 1284.5ms/step | 15.6 samples/s +Validation at step 30250: Loss = 2.9457, Perplexity = 19.02 +Step 30260/44000 | Loss: 2.9234 | LR: 1.15e-04 | 3439.1ms/step | 5.8 samples/s +Step 30270/44000 | Loss: 2.9114 | LR: 1.14e-04 | 1286.4ms/step | 15.5 samples/s +Step 30280/44000 | Loss: 2.9559 | LR: 1.14e-04 | 1286.4ms/step | 15.5 samples/s +Step 30290/44000 | Loss: 2.9134 | LR: 1.14e-04 | 1284.9ms/step | 15.6 samples/s +Step 30300/44000 | Loss: 2.8967 | LR: 1.14e-04 | 1284.3ms/step | 15.6 samples/s +Step 30310/44000 | Loss: 2.9072 | LR: 1.14e-04 | 1284.4ms/step | 15.6 samples/s +Step 30320/44000 | Loss: 2.9056 | LR: 1.14e-04 | 1283.8ms/step | 15.6 samples/s +Step 30330/44000 | Loss: 2.9236 | LR: 1.13e-04 | 1283.6ms/step | 15.6 samples/s +Step 30340/44000 | Loss: 2.9301 | LR: 1.13e-04 | 1283.4ms/step | 15.6 samples/s +Step 30350/44000 | Loss: 2.8946 | LR: 1.13e-04 | 1283.6ms/step | 15.6 samples/s +Step 30360/44000 | Loss: 2.9296 | LR: 1.13e-04 | 1283.6ms/step | 15.6 samples/s +Step 30370/44000 | Loss: 2.9421 | LR: 1.13e-04 | 1285.4ms/step | 15.6 samples/s +Step 30380/44000 | Loss: 2.9514 | LR: 1.13e-04 | 1286.2ms/step | 15.5 samples/s +Step 30390/44000 | Loss: 2.9230 | LR: 1.13e-04 | 1283.6ms/step | 15.6 samples/s +Step 30400/44000 | Loss: 2.9251 | LR: 1.12e-04 | 1283.3ms/step | 15.6 samples/s +Step 30410/44000 | Loss: 2.9335 | LR: 1.12e-04 | 1284.2ms/step | 15.6 samples/s +Step 30420/44000 | Loss: 2.9283 | LR: 1.12e-04 | 1285.9ms/step | 15.6 samples/s +Step 30430/44000 | Loss: 2.9297 | LR: 1.12e-04 | 1282.2ms/step | 15.6 samples/s +Step 30440/44000 | Loss: 2.9311 | LR: 1.12e-04 | 1281.8ms/step | 15.6 samples/s +Step 30450/44000 | Loss: 2.9011 | LR: 1.12e-04 | 1283.2ms/step | 15.6 samples/s +Step 30460/44000 | Loss: 2.9320 | LR: 1.11e-04 | 1283.4ms/step | 15.6 samples/s +Step 30470/44000 | Loss: 2.9433 | LR: 1.11e-04 | 1281.2ms/step | 15.6 samples/s +Step 30480/44000 | Loss: 2.9316 | LR: 1.11e-04 | 1284.3ms/step | 15.6 samples/s +Step 30490/44000 | Loss: 2.9248 | LR: 1.11e-04 | 1282.2ms/step | 15.6 samples/s +Step 30500/44000 | Loss: 2.9208 | LR: 1.11e-04 | 1279.7ms/step | 15.6 samples/s +Validation at step 30500: Loss = 2.9450, Perplexity = 19.01 +Step 30510/44000 | Loss: 2.9194 | LR: 1.11e-04 | 3431.5ms/step | 5.8 samples/s +Step 30520/44000 | Loss: 2.9256 | LR: 1.11e-04 | 1283.7ms/step | 15.6 samples/s +Step 30530/44000 | Loss: 2.9655 | LR: 1.10e-04 | 1284.2ms/step | 15.6 samples/s +Step 30540/44000 | Loss: 2.9623 | LR: 1.10e-04 | 1283.1ms/step | 15.6 samples/s +Step 30550/44000 | Loss: 2.9339 | LR: 1.10e-04 | 1284.3ms/step | 15.6 samples/s +Step 30560/44000 | Loss: 2.9327 | LR: 1.10e-04 | 1283.3ms/step | 15.6 samples/s +Step 30570/44000 | Loss: 2.9469 | LR: 1.10e-04 | 1280.4ms/step | 15.6 samples/s +Step 30580/44000 | Loss: 2.9416 | LR: 1.10e-04 | 1287.1ms/step | 15.5 samples/s +Step 30590/44000 | Loss: 2.9308 | LR: 1.10e-04 | 1284.3ms/step | 15.6 samples/s +Step 30600/44000 | Loss: 2.9260 | LR: 1.09e-04 | 1285.6ms/step | 15.6 samples/s +Step 30610/44000 | Loss: 2.9281 | LR: 1.09e-04 | 1284.7ms/step | 15.6 samples/s +Step 30620/44000 | Loss: 2.9398 | LR: 1.09e-04 | 1283.9ms/step | 15.6 samples/s +Step 30630/44000 | Loss: 2.9123 | LR: 1.09e-04 | 1288.1ms/step | 15.5 samples/s +Step 30640/44000 | Loss: 2.9403 | LR: 1.09e-04 | 1286.6ms/step | 15.5 samples/s +Step 30650/44000 | Loss: 2.9499 | LR: 1.09e-04 | 1286.1ms/step | 15.6 samples/s +Step 30660/44000 | Loss: 2.9677 | LR: 1.08e-04 | 1283.8ms/step | 15.6 samples/s +Step 30670/44000 | Loss: 2.9534 | LR: 1.08e-04 | 1285.9ms/step | 15.6 samples/s +Step 30680/44000 | Loss: 2.9366 | LR: 1.08e-04 | 1290.5ms/step | 15.5 samples/s +Step 30690/44000 | Loss: 2.9215 | LR: 1.08e-04 | 1294.2ms/step | 15.5 samples/s +Step 30700/44000 | Loss: 2.9437 | LR: 1.08e-04 | 1300.8ms/step | 15.4 samples/s +Step 30710/44000 | Loss: 2.9245 | LR: 1.08e-04 | 1294.5ms/step | 15.4 samples/s +Step 30720/44000 | Loss: 2.9413 | LR: 1.08e-04 | 1287.1ms/step | 15.5 samples/s +Step 30730/44000 | Loss: 2.9244 | LR: 1.07e-04 | 1283.1ms/step | 15.6 samples/s +Step 30740/44000 | Loss: 2.9428 | LR: 1.07e-04 | 1286.6ms/step | 15.5 samples/s +Step 30750/44000 | Loss: 2.9265 | LR: 1.07e-04 | 1284.5ms/step | 15.6 samples/s +Validation at step 30750: Loss = 2.9442, Perplexity = 19.00 +Step 30760/44000 | Loss: 2.9293 | LR: 1.07e-04 | 3429.5ms/step | 5.8 samples/s +Step 30770/44000 | Loss: 2.9724 | LR: 1.07e-04 | 1285.2ms/step | 15.6 samples/s +Step 30780/44000 | Loss: 2.9231 | LR: 1.07e-04 | 1283.8ms/step | 15.6 samples/s +Step 30790/44000 | Loss: 2.9296 | LR: 1.07e-04 | 1286.1ms/step | 15.6 samples/s +Step 30800/44000 | Loss: 2.9373 | LR: 1.06e-04 | 1285.6ms/step | 15.6 samples/s +Step 30810/44000 | Loss: 2.9045 | LR: 1.06e-04 | 1286.0ms/step | 15.6 samples/s +Step 30820/44000 | Loss: 2.9361 | LR: 1.06e-04 | 1285.0ms/step | 15.6 samples/s +Step 30830/44000 | Loss: 2.9743 | LR: 1.06e-04 | 1285.5ms/step | 15.6 samples/s +Step 30840/44000 | Loss: 2.9444 | LR: 1.06e-04 | 1287.2ms/step | 15.5 samples/s +Step 30850/44000 | Loss: 2.9172 | LR: 1.06e-04 | 1286.4ms/step | 15.5 samples/s +Step 30860/44000 | Loss: 2.9464 | LR: 1.05e-04 | 1285.5ms/step | 15.6 samples/s +Step 30870/44000 | Loss: 2.9059 | LR: 1.05e-04 | 1285.3ms/step | 15.6 samples/s +Step 30880/44000 | Loss: 2.9239 | LR: 1.05e-04 | 1287.2ms/step | 15.5 samples/s +Step 30890/44000 | Loss: 2.8779 | LR: 1.05e-04 | 1286.9ms/step | 15.5 samples/s +Step 30900/44000 | Loss: 2.9070 | LR: 1.05e-04 | 1285.3ms/step | 15.6 samples/s +Step 30910/44000 | Loss: 2.9188 | LR: 1.05e-04 | 1284.4ms/step | 15.6 samples/s +Step 30920/44000 | Loss: 2.9347 | LR: 1.05e-04 | 1287.5ms/step | 15.5 samples/s +Step 30930/44000 | Loss: 2.9205 | LR: 1.04e-04 | 1288.1ms/step | 15.5 samples/s +Step 30940/44000 | Loss: 2.9066 | LR: 1.04e-04 | 1290.0ms/step | 15.5 samples/s +Step 30950/44000 | Loss: 2.9300 | LR: 1.04e-04 | 1287.8ms/step | 15.5 samples/s +Step 30960/44000 | Loss: 2.9226 | LR: 1.04e-04 | 1282.1ms/step | 15.6 samples/s +Step 30970/44000 | Loss: 2.9631 | LR: 1.04e-04 | 1282.0ms/step | 15.6 samples/s +Step 30980/44000 | Loss: 2.9093 | LR: 1.04e-04 | 1283.7ms/step | 15.6 samples/s +Step 30990/44000 | Loss: 2.9144 | LR: 1.04e-04 | 1282.7ms/step | 15.6 samples/s +Step 31000/44000 | Loss: 2.9033 | LR: 1.03e-04 | 1284.1ms/step | 15.6 samples/s +Validation at step 31000: Loss = 2.9435, Perplexity = 18.98 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-31000 +Step 31010/44000 | Loss: 2.9128 | LR: 1.03e-04 | 3736.9ms/step | 5.4 samples/s +Step 31020/44000 | Loss: 2.9419 | LR: 1.03e-04 | 1283.1ms/step | 15.6 samples/s +Step 31030/44000 | Loss: 2.8950 | LR: 1.03e-04 | 1285.2ms/step | 15.6 samples/s +Step 31040/44000 | Loss: 2.9247 | LR: 1.03e-04 | 1287.5ms/step | 15.5 samples/s +Step 31050/44000 | Loss: 2.9363 | LR: 1.03e-04 | 1286.2ms/step | 15.5 samples/s +Step 31060/44000 | Loss: 2.9440 | LR: 1.03e-04 | 1278.1ms/step | 15.6 samples/s +Step 31070/44000 | Loss: 2.9326 | LR: 1.02e-04 | 1278.2ms/step | 15.6 samples/s +Step 31080/44000 | Loss: 2.9233 | LR: 1.02e-04 | 1278.3ms/step | 15.6 samples/s +Step 31090/44000 | Loss: 2.9202 | LR: 1.02e-04 | 1285.3ms/step | 15.6 samples/s +Step 31100/44000 | Loss: 2.9117 | LR: 1.02e-04 | 1279.7ms/step | 15.6 samples/s +Step 31110/44000 | Loss: 2.9149 | LR: 1.02e-04 | 1278.7ms/step | 15.6 samples/s +Step 31120/44000 | Loss: 2.9315 | LR: 1.02e-04 | 1280.2ms/step | 15.6 samples/s +Step 31130/44000 | Loss: 2.9620 | LR: 1.02e-04 | 1282.2ms/step | 15.6 samples/s +Step 31140/44000 | Loss: 2.9150 | LR: 1.01e-04 | 1281.5ms/step | 15.6 samples/s +Step 31150/44000 | Loss: 2.9605 | LR: 1.01e-04 | 1281.8ms/step | 15.6 samples/s +Step 31160/44000 | Loss: 2.9328 | LR: 1.01e-04 | 1283.0ms/step | 15.6 samples/s +Step 31170/44000 | Loss: 2.9245 | LR: 1.01e-04 | 1282.1ms/step | 15.6 samples/s +Step 31180/44000 | Loss: 2.9341 | LR: 1.01e-04 | 1282.1ms/step | 15.6 samples/s +Step 31190/44000 | Loss: 2.9052 | LR: 1.01e-04 | 1283.2ms/step | 15.6 samples/s +Step 31200/44000 | Loss: 2.9178 | LR: 1.00e-04 | 1285.2ms/step | 15.6 samples/s +Step 31210/44000 | Loss: 2.9365 | LR: 1.00e-04 | 1284.1ms/step | 15.6 samples/s +Step 31220/44000 | Loss: 2.9245 | LR: 1.00e-04 | 1286.2ms/step | 15.5 samples/s +Step 31230/44000 | Loss: 2.9589 | LR: 1.00e-04 | 1285.8ms/step | 15.6 samples/s +Step 31240/44000 | Loss: 2.9255 | LR: 9.99e-05 | 1284.6ms/step | 15.6 samples/s +Step 31250/44000 | Loss: 2.9095 | LR: 9.98e-05 | 1285.8ms/step | 15.6 samples/s +Validation at step 31250: Loss = 2.9428, Perplexity = 18.97 +Step 31260/44000 | Loss: 2.9403 | LR: 9.96e-05 | 3427.1ms/step | 5.8 samples/s +Step 31270/44000 | Loss: 2.9531 | LR: 9.95e-05 | 1283.0ms/step | 15.6 samples/s +Step 31280/44000 | Loss: 2.9143 | LR: 9.93e-05 | 1283.9ms/step | 15.6 samples/s +Step 31290/44000 | Loss: 2.9417 | LR: 9.92e-05 | 1279.5ms/step | 15.6 samples/s +Step 31300/44000 | Loss: 2.9393 | LR: 9.90e-05 | 1279.2ms/step | 15.6 samples/s +Step 31310/44000 | Loss: 2.9285 | LR: 9.89e-05 | 1279.4ms/step | 15.6 samples/s +Step 31320/44000 | Loss: 2.9239 | LR: 9.88e-05 | 1279.6ms/step | 15.6 samples/s +Step 31330/44000 | Loss: 2.9528 | LR: 9.86e-05 | 1279.7ms/step | 15.6 samples/s +Step 31340/44000 | Loss: 2.9194 | LR: 9.85e-05 | 1285.3ms/step | 15.6 samples/s +Step 31350/44000 | Loss: 2.8991 | LR: 9.83e-05 | 1284.5ms/step | 15.6 samples/s +Step 31360/44000 | Loss: 2.9077 | LR: 9.82e-05 | 1283.2ms/step | 15.6 samples/s +Step 31370/44000 | Loss: 2.9402 | LR: 9.80e-05 | 1284.4ms/step | 15.6 samples/s +Step 31380/44000 | Loss: 2.9549 | LR: 9.79e-05 | 1283.3ms/step | 15.6 samples/s +Step 31390/44000 | Loss: 2.8938 | LR: 9.77e-05 | 1286.0ms/step | 15.6 samples/s +Step 31400/44000 | Loss: 2.9261 | LR: 9.76e-05 | 1284.5ms/step | 15.6 samples/s +Step 31410/44000 | Loss: 2.8977 | LR: 9.75e-05 | 1286.5ms/step | 15.5 samples/s +Step 31420/44000 | Loss: 2.9180 | LR: 9.73e-05 | 1282.7ms/step | 15.6 samples/s +Step 31430/44000 | Loss: 2.9391 | LR: 9.72e-05 | 1284.3ms/step | 15.6 samples/s +Step 31440/44000 | Loss: 2.9238 | LR: 9.70e-05 | 1285.8ms/step | 15.6 samples/s +Step 31450/44000 | Loss: 2.9355 | LR: 9.69e-05 | 1281.2ms/step | 15.6 samples/s +Step 31460/44000 | Loss: 2.9146 | LR: 9.67e-05 | 1281.8ms/step | 15.6 samples/s +Step 31470/44000 | Loss: 2.9419 | LR: 9.66e-05 | 1283.3ms/step | 15.6 samples/s +Step 31480/44000 | Loss: 2.9060 | LR: 9.65e-05 | 1282.0ms/step | 15.6 samples/s +Step 31490/44000 | Loss: 2.9157 | LR: 9.63e-05 | 1282.4ms/step | 15.6 samples/s +Step 31500/44000 | Loss: 2.9284 | LR: 9.62e-05 | 1284.0ms/step | 15.6 samples/s +Validation at step 31500: Loss = 2.9421, Perplexity = 18.96 +Step 31510/44000 | Loss: 2.9089 | LR: 9.60e-05 | 3427.6ms/step | 5.8 samples/s +Step 31520/44000 | Loss: 2.9208 | LR: 9.59e-05 | 1283.7ms/step | 15.6 samples/s +Step 31530/44000 | Loss: 2.9330 | LR: 9.57e-05 | 1284.3ms/step | 15.6 samples/s +Step 31540/44000 | Loss: 2.9144 | LR: 9.56e-05 | 1287.7ms/step | 15.5 samples/s +Step 31550/44000 | Loss: 2.9398 | LR: 9.54e-05 | 1287.9ms/step | 15.5 samples/s +Step 31560/44000 | Loss: 2.9251 | LR: 9.53e-05 | 1281.3ms/step | 15.6 samples/s +Step 31570/44000 | Loss: 2.9164 | LR: 9.52e-05 | 1284.6ms/step | 15.6 samples/s +Step 31580/44000 | Loss: 2.9393 | LR: 9.50e-05 | 1291.7ms/step | 15.5 samples/s +Step 31590/44000 | Loss: 2.9415 | LR: 9.49e-05 | 1291.4ms/step | 15.5 samples/s +Step 31600/44000 | Loss: 2.9239 | LR: 9.47e-05 | 1291.1ms/step | 15.5 samples/s +Step 31610/44000 | Loss: 2.9122 | LR: 9.46e-05 | 1290.1ms/step | 15.5 samples/s +Step 31620/44000 | Loss: 2.9369 | LR: 9.45e-05 | 1288.2ms/step | 15.5 samples/s +Step 31630/44000 | Loss: 2.9185 | LR: 9.43e-05 | 1292.1ms/step | 15.5 samples/s +Step 31640/44000 | Loss: 2.8934 | LR: 9.42e-05 | 1288.1ms/step | 15.5 samples/s +Step 31650/44000 | Loss: 2.8972 | LR: 9.40e-05 | 1285.4ms/step | 15.6 samples/s +Step 31660/44000 | Loss: 2.9153 | LR: 9.39e-05 | 1285.1ms/step | 15.6 samples/s +Step 31670/44000 | Loss: 2.9078 | LR: 9.37e-05 | 1283.2ms/step | 15.6 samples/s +Step 31680/44000 | Loss: 2.9204 | LR: 9.36e-05 | 1281.5ms/step | 15.6 samples/s +Step 31690/44000 | Loss: 2.9295 | LR: 9.35e-05 | 1282.0ms/step | 15.6 samples/s +Step 31700/44000 | Loss: 2.9452 | LR: 9.33e-05 | 1281.3ms/step | 15.6 samples/s +Step 31710/44000 | Loss: 2.9204 | LR: 9.32e-05 | 1281.2ms/step | 15.6 samples/s +Step 31720/44000 | Loss: 2.9199 | LR: 9.30e-05 | 1278.9ms/step | 15.6 samples/s +Step 31730/44000 | Loss: 2.8939 | LR: 9.29e-05 | 1280.8ms/step | 15.6 samples/s +Step 31740/44000 | Loss: 2.9279 | LR: 9.28e-05 | 1282.2ms/step | 15.6 samples/s +Step 31750/44000 | Loss: 2.9365 | LR: 9.26e-05 | 1284.0ms/step | 15.6 samples/s +Validation at step 31750: Loss = 2.9415, Perplexity = 18.94 +Step 31760/44000 | Loss: 2.9106 | LR: 9.25e-05 | 3430.3ms/step | 5.8 samples/s +Step 31770/44000 | Loss: 2.9355 | LR: 9.23e-05 | 1284.7ms/step | 15.6 samples/s +Step 31780/44000 | Loss: 2.9277 | LR: 9.22e-05 | 1285.0ms/step | 15.6 samples/s +Step 31790/44000 | Loss: 2.9287 | LR: 9.20e-05 | 1284.1ms/step | 15.6 samples/s +Step 31800/44000 | Loss: 2.8991 | LR: 9.19e-05 | 1284.0ms/step | 15.6 samples/s +Step 31810/44000 | Loss: 2.8996 | LR: 9.18e-05 | 1283.5ms/step | 15.6 samples/s +Step 31820/44000 | Loss: 2.9165 | LR: 9.16e-05 | 1285.9ms/step | 15.6 samples/s +Step 31830/44000 | Loss: 2.9217 | LR: 9.15e-05 | 1285.8ms/step | 15.6 samples/s +Step 31840/44000 | Loss: 2.9347 | LR: 9.13e-05 | 1284.6ms/step | 15.6 samples/s +Step 31850/44000 | Loss: 2.9364 | LR: 9.12e-05 | 1283.8ms/step | 15.6 samples/s +Step 31860/44000 | Loss: 2.9444 | LR: 9.11e-05 | 1283.7ms/step | 15.6 samples/s +Step 31870/44000 | Loss: 2.9212 | LR: 9.09e-05 | 1282.2ms/step | 15.6 samples/s +Step 31880/44000 | Loss: 2.9558 | LR: 9.08e-05 | 1284.7ms/step | 15.6 samples/s +Step 31890/44000 | Loss: 2.8963 | LR: 9.06e-05 | 1281.2ms/step | 15.6 samples/s +Step 31900/44000 | Loss: 2.9150 | LR: 9.05e-05 | 1282.5ms/step | 15.6 samples/s +Step 31910/44000 | Loss: 2.9477 | LR: 9.04e-05 | 1284.9ms/step | 15.6 samples/s +Step 31920/44000 | Loss: 2.8748 | LR: 9.02e-05 | 1285.1ms/step | 15.6 samples/s +Step 31930/44000 | Loss: 2.9314 | LR: 9.01e-05 | 1285.5ms/step | 15.6 samples/s +Step 31940/44000 | Loss: 2.9392 | LR: 8.99e-05 | 1283.9ms/step | 15.6 samples/s +Step 31950/44000 | Loss: 2.9279 | LR: 8.98e-05 | 1283.0ms/step | 15.6 samples/s +Step 31960/44000 | Loss: 2.9429 | LR: 8.97e-05 | 1285.6ms/step | 15.6 samples/s +Step 31970/44000 | Loss: 2.9110 | LR: 8.95e-05 | 1285.2ms/step | 15.6 samples/s +Step 31980/44000 | Loss: 2.9223 | LR: 8.94e-05 | 1289.5ms/step | 15.5 samples/s +Step 31990/44000 | Loss: 2.8902 | LR: 8.92e-05 | 1288.0ms/step | 15.5 samples/s +Step 32000/44000 | Loss: 2.9134 | LR: 8.91e-05 | 1288.1ms/step | 15.5 samples/s +Validation at step 32000: Loss = 2.9409, Perplexity = 18.93 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-32000 +Step 32010/44000 | Loss: 2.9345 | LR: 8.90e-05 | 3734.6ms/step | 5.4 samples/s +Step 32020/44000 | Loss: 2.9241 | LR: 8.88e-05 | 1296.2ms/step | 15.4 samples/s +Step 32030/44000 | Loss: 2.9325 | LR: 8.87e-05 | 1288.8ms/step | 15.5 samples/s +Step 32040/44000 | Loss: 2.9346 | LR: 8.86e-05 | 1282.7ms/step | 15.6 samples/s +Step 32050/44000 | Loss: 2.9090 | LR: 8.84e-05 | 1288.4ms/step | 15.5 samples/s +Step 32060/44000 | Loss: 2.8948 | LR: 8.83e-05 | 1288.2ms/step | 15.5 samples/s +Step 32070/44000 | Loss: 2.9197 | LR: 8.81e-05 | 1281.8ms/step | 15.6 samples/s +Step 32080/44000 | Loss: 2.8944 | LR: 8.80e-05 | 1280.5ms/step | 15.6 samples/s +Step 32090/44000 | Loss: 2.9289 | LR: 8.79e-05 | 1282.8ms/step | 15.6 samples/s +Step 32100/44000 | Loss: 2.9300 | LR: 8.77e-05 | 1280.8ms/step | 15.6 samples/s +Step 32110/44000 | Loss: 2.9134 | LR: 8.76e-05 | 1285.5ms/step | 15.6 samples/s +Step 32120/44000 | Loss: 2.9174 | LR: 8.74e-05 | 1286.1ms/step | 15.6 samples/s +Step 32130/44000 | Loss: 2.9106 | LR: 8.73e-05 | 1283.6ms/step | 15.6 samples/s +Step 32140/44000 | Loss: 2.9076 | LR: 8.72e-05 | 1282.4ms/step | 15.6 samples/s +Step 32150/44000 | Loss: 2.9258 | LR: 8.70e-05 | 1283.3ms/step | 15.6 samples/s +Step 32160/44000 | Loss: 2.8965 | LR: 8.69e-05 | 1280.6ms/step | 15.6 samples/s +Step 32170/44000 | Loss: 2.9203 | LR: 8.68e-05 | 1277.6ms/step | 15.7 samples/s +Step 32180/44000 | Loss: 2.9531 | LR: 8.66e-05 | 1276.9ms/step | 15.7 samples/s +Step 32190/44000 | Loss: 2.9251 | LR: 8.65e-05 | 1278.9ms/step | 15.6 samples/s +Step 32200/44000 | Loss: 2.9385 | LR: 8.63e-05 | 1278.1ms/step | 15.6 samples/s +Step 32210/44000 | Loss: 2.9438 | LR: 8.62e-05 | 1278.3ms/step | 15.6 samples/s +Step 32220/44000 | Loss: 2.8989 | LR: 8.61e-05 | 1283.8ms/step | 15.6 samples/s +Step 32230/44000 | Loss: 2.9280 | LR: 8.59e-05 | 1283.7ms/step | 15.6 samples/s +Step 32240/44000 | Loss: 2.9150 | LR: 8.58e-05 | 1284.3ms/step | 15.6 samples/s +Step 32250/44000 | Loss: 2.9365 | LR: 8.57e-05 | 1283.2ms/step | 15.6 samples/s +Validation at step 32250: Loss = 2.9404, Perplexity = 18.92 +Step 32260/44000 | Loss: 2.9495 | LR: 8.55e-05 | 3419.6ms/step | 5.8 samples/s +Step 32270/44000 | Loss: 2.9237 | LR: 8.54e-05 | 1278.8ms/step | 15.6 samples/s +Step 32280/44000 | Loss: 2.9462 | LR: 8.53e-05 | 1279.2ms/step | 15.6 samples/s +Step 32290/44000 | Loss: 2.9131 | LR: 8.51e-05 | 1277.0ms/step | 15.7 samples/s +Step 32300/44000 | Loss: 2.9094 | LR: 8.50e-05 | 1278.4ms/step | 15.6 samples/s +Step 32310/44000 | Loss: 2.9327 | LR: 8.48e-05 | 1282.1ms/step | 15.6 samples/s +Step 32320/44000 | Loss: 2.9506 | LR: 8.47e-05 | 1284.8ms/step | 15.6 samples/s +Step 32330/44000 | Loss: 2.9204 | LR: 8.46e-05 | 1286.0ms/step | 15.6 samples/s +Step 32340/44000 | Loss: 2.9172 | LR: 8.44e-05 | 1284.3ms/step | 15.6 samples/s +Step 32350/44000 | Loss: 2.9397 | LR: 8.43e-05 | 1280.7ms/step | 15.6 samples/s +Step 32360/44000 | Loss: 2.9184 | LR: 8.42e-05 | 1280.2ms/step | 15.6 samples/s +Step 32370/44000 | Loss: 2.9177 | LR: 8.40e-05 | 1280.4ms/step | 15.6 samples/s +Step 32380/44000 | Loss: 2.9190 | LR: 8.39e-05 | 1280.0ms/step | 15.6 samples/s +Step 32390/44000 | Loss: 2.9198 | LR: 8.38e-05 | 1279.4ms/step | 15.6 samples/s +Step 32400/44000 | Loss: 2.9259 | LR: 8.36e-05 | 1280.2ms/step | 15.6 samples/s +Step 32410/44000 | Loss: 2.9217 | LR: 8.35e-05 | 1279.6ms/step | 15.6 samples/s +Step 32420/44000 | Loss: 2.9186 | LR: 8.33e-05 | 1279.9ms/step | 15.6 samples/s +Step 32430/44000 | Loss: 2.9664 | LR: 8.32e-05 | 1277.1ms/step | 15.7 samples/s +Step 32440/44000 | Loss: 2.9331 | LR: 8.31e-05 | 1279.5ms/step | 15.6 samples/s +Step 32450/44000 | Loss: 2.9258 | LR: 8.29e-05 | 1282.0ms/step | 15.6 samples/s +Step 32460/44000 | Loss: 2.9465 | LR: 8.28e-05 | 1282.0ms/step | 15.6 samples/s +Step 32470/44000 | Loss: 2.9030 | LR: 8.27e-05 | 1283.5ms/step | 15.6 samples/s +Step 32480/44000 | Loss: 2.9357 | LR: 8.25e-05 | 1284.7ms/step | 15.6 samples/s +Step 32490/44000 | Loss: 2.9124 | LR: 8.24e-05 | 1285.4ms/step | 15.6 samples/s +Step 32500/44000 | Loss: 2.9307 | LR: 8.23e-05 | 1281.1ms/step | 15.6 samples/s +Validation at step 32500: Loss = 2.9399, Perplexity = 18.91 +Step 32510/44000 | Loss: 2.8984 | LR: 8.21e-05 | 3423.0ms/step | 5.8 samples/s +Step 32520/44000 | Loss: 2.9237 | LR: 8.20e-05 | 1277.9ms/step | 15.7 samples/s +Step 32530/44000 | Loss: 2.9535 | LR: 8.19e-05 | 1276.8ms/step | 15.7 samples/s +Step 32540/44000 | Loss: 2.9092 | LR: 8.17e-05 | 1275.6ms/step | 15.7 samples/s +Step 32550/44000 | Loss: 2.8790 | LR: 8.16e-05 | 1278.5ms/step | 15.6 samples/s +Step 32560/44000 | Loss: 2.9454 | LR: 8.15e-05 | 1278.8ms/step | 15.6 samples/s +Step 32570/44000 | Loss: 2.9254 | LR: 8.13e-05 | 1281.7ms/step | 15.6 samples/s +Step 32580/44000 | Loss: 2.9313 | LR: 8.12e-05 | 1281.0ms/step | 15.6 samples/s +Step 32590/44000 | Loss: 2.9545 | LR: 8.11e-05 | 1281.7ms/step | 15.6 samples/s +Step 32600/44000 | Loss: 2.9308 | LR: 8.09e-05 | 1278.7ms/step | 15.6 samples/s +Step 32610/44000 | Loss: 2.9328 | LR: 8.08e-05 | 1273.7ms/step | 15.7 samples/s +Step 32620/44000 | Loss: 2.9407 | LR: 8.07e-05 | 1275.6ms/step | 15.7 samples/s +Step 32630/44000 | Loss: 2.9005 | LR: 8.05e-05 | 1278.3ms/step | 15.6 samples/s +Step 32640/44000 | Loss: 2.9624 | LR: 8.04e-05 | 1278.1ms/step | 15.6 samples/s +Step 32650/44000 | Loss: 2.9392 | LR: 8.03e-05 | 1274.6ms/step | 15.7 samples/s +Step 32660/44000 | Loss: 2.9273 | LR: 8.01e-05 | 1274.3ms/step | 15.7 samples/s +Step 32670/44000 | Loss: 2.9643 | LR: 8.00e-05 | 1274.3ms/step | 15.7 samples/s +Step 32680/44000 | Loss: 2.9217 | LR: 7.99e-05 | 1274.2ms/step | 15.7 samples/s +Step 32690/44000 | Loss: 2.9321 | LR: 7.97e-05 | 1273.1ms/step | 15.7 samples/s +Step 32700/44000 | Loss: 2.9120 | LR: 7.96e-05 | 1277.0ms/step | 15.7 samples/s +Step 32710/44000 | Loss: 2.9405 | LR: 7.95e-05 | 1279.4ms/step | 15.6 samples/s +Step 32720/44000 | Loss: 2.9393 | LR: 7.93e-05 | 1280.3ms/step | 15.6 samples/s +Step 32730/44000 | Loss: 2.9177 | LR: 7.92e-05 | 1281.9ms/step | 15.6 samples/s +Step 32740/44000 | Loss: 2.9063 | LR: 7.91e-05 | 1280.6ms/step | 15.6 samples/s +Step 32750/44000 | Loss: 2.8978 | LR: 7.89e-05 | 1281.3ms/step | 15.6 samples/s +Validation at step 32750: Loss = 2.9394, Perplexity = 18.90 +Step 32760/44000 | Loss: 2.9324 | LR: 7.88e-05 | 3428.4ms/step | 5.8 samples/s +Step 32770/44000 | Loss: 2.9292 | LR: 7.87e-05 | 1283.1ms/step | 15.6 samples/s +Step 32780/44000 | Loss: 2.9546 | LR: 7.85e-05 | 1284.2ms/step | 15.6 samples/s +Step 32790/44000 | Loss: 2.9598 | LR: 7.84e-05 | 1284.7ms/step | 15.6 samples/s +Step 32800/44000 | Loss: 2.9151 | LR: 7.83e-05 | 1284.4ms/step | 15.6 samples/s +Step 32810/44000 | Loss: 2.9249 | LR: 7.81e-05 | 1285.2ms/step | 15.6 samples/s +Step 32820/44000 | Loss: 2.9433 | LR: 7.80e-05 | 1285.1ms/step | 15.6 samples/s +Step 32830/44000 | Loss: 2.9392 | LR: 7.79e-05 | 1285.1ms/step | 15.6 samples/s +Step 32840/44000 | Loss: 2.8909 | LR: 7.77e-05 | 1285.6ms/step | 15.6 samples/s +Step 32850/44000 | Loss: 2.9214 | LR: 7.76e-05 | 1284.3ms/step | 15.6 samples/s +Step 32860/44000 | Loss: 2.9200 | LR: 7.75e-05 | 1285.4ms/step | 15.6 samples/s +Step 32870/44000 | Loss: 2.9367 | LR: 7.73e-05 | 1287.6ms/step | 15.5 samples/s +Step 32880/44000 | Loss: 2.8981 | LR: 7.72e-05 | 1290.9ms/step | 15.5 samples/s +Step 32890/44000 | Loss: 2.9348 | LR: 7.71e-05 | 1291.0ms/step | 15.5 samples/s +Step 32900/44000 | Loss: 2.9300 | LR: 7.70e-05 | 1295.4ms/step | 15.4 samples/s +Step 32910/44000 | Loss: 2.9203 | LR: 7.68e-05 | 1295.1ms/step | 15.4 samples/s +Step 32920/44000 | Loss: 2.9458 | LR: 7.67e-05 | 1290.3ms/step | 15.5 samples/s +Step 32930/44000 | Loss: 2.9174 | LR: 7.66e-05 | 1292.5ms/step | 15.5 samples/s +Step 32940/44000 | Loss: 2.9029 | LR: 7.64e-05 | 1291.6ms/step | 15.5 samples/s +Step 32950/44000 | Loss: 2.9097 | LR: 7.63e-05 | 1285.6ms/step | 15.6 samples/s +Step 32960/44000 | Loss: 2.9180 | LR: 7.62e-05 | 1287.9ms/step | 15.5 samples/s +Step 32970/44000 | Loss: 2.9221 | LR: 7.60e-05 | 1289.1ms/step | 15.5 samples/s +Step 32980/44000 | Loss: 2.9249 | LR: 7.59e-05 | 1292.2ms/step | 15.5 samples/s +Step 32990/44000 | Loss: 2.9281 | LR: 7.58e-05 | 1292.4ms/step | 15.5 samples/s +Step 33000/44000 | Loss: 2.9493 | LR: 7.56e-05 | 1292.0ms/step | 15.5 samples/s +Validation at step 33000: Loss = 2.9389, Perplexity = 18.90 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-33000 +Step 33010/44000 | Loss: 2.9375 | LR: 7.55e-05 | 3737.2ms/step | 5.4 samples/s +Step 33020/44000 | Loss: 2.9015 | LR: 7.54e-05 | 1282.2ms/step | 15.6 samples/s +Step 33030/44000 | Loss: 2.9453 | LR: 7.53e-05 | 1283.4ms/step | 15.6 samples/s +Step 33040/44000 | Loss: 2.9285 | LR: 7.51e-05 | 1284.2ms/step | 15.6 samples/s +Step 33050/44000 | Loss: 2.9390 | LR: 7.50e-05 | 1286.4ms/step | 15.5 samples/s +Step 33060/44000 | Loss: 2.9081 | LR: 7.49e-05 | 1286.5ms/step | 15.5 samples/s +Step 33070/44000 | Loss: 2.9384 | LR: 7.47e-05 | 1286.9ms/step | 15.5 samples/s +Step 33080/44000 | Loss: 2.9394 | LR: 7.46e-05 | 1286.5ms/step | 15.5 samples/s +Step 33090/44000 | Loss: 2.9282 | LR: 7.45e-05 | 1290.1ms/step | 15.5 samples/s +Step 33100/44000 | Loss: 2.9011 | LR: 7.44e-05 | 1287.2ms/step | 15.5 samples/s +Step 33110/44000 | Loss: 2.8788 | LR: 7.42e-05 | 1291.9ms/step | 15.5 samples/s +Step 33120/44000 | Loss: 2.9107 | LR: 7.41e-05 | 1293.2ms/step | 15.5 samples/s +Step 33130/44000 | Loss: 2.9274 | LR: 7.40e-05 | 1286.0ms/step | 15.6 samples/s +Step 33140/44000 | Loss: 2.9447 | LR: 7.38e-05 | 1285.6ms/step | 15.6 samples/s +Step 33150/44000 | Loss: 2.9366 | LR: 7.37e-05 | 1292.9ms/step | 15.5 samples/s +Step 33160/44000 | Loss: 2.9131 | LR: 7.36e-05 | 1285.9ms/step | 15.6 samples/s +Step 33170/44000 | Loss: 2.9182 | LR: 7.34e-05 | 1285.4ms/step | 15.6 samples/s +Step 33180/44000 | Loss: 2.9428 | LR: 7.33e-05 | 1285.8ms/step | 15.6 samples/s +Step 33190/44000 | Loss: 2.9418 | LR: 7.32e-05 | 1286.6ms/step | 15.5 samples/s +Step 33200/44000 | Loss: 2.9319 | LR: 7.31e-05 | 1286.8ms/step | 15.5 samples/s +Step 33210/44000 | Loss: 2.9192 | LR: 7.29e-05 | 1289.0ms/step | 15.5 samples/s +Step 33220/44000 | Loss: 2.9376 | LR: 7.28e-05 | 1289.3ms/step | 15.5 samples/s +Step 33230/44000 | Loss: 2.9202 | LR: 7.27e-05 | 1292.2ms/step | 15.5 samples/s +Step 33240/44000 | Loss: 2.9142 | LR: 7.26e-05 | 1290.4ms/step | 15.5 samples/s +Step 33250/44000 | Loss: 2.9242 | LR: 7.24e-05 | 1289.8ms/step | 15.5 samples/s +Validation at step 33250: Loss = 2.9386, Perplexity = 18.89 +Step 33260/44000 | Loss: 2.9365 | LR: 7.23e-05 | 3445.2ms/step | 5.8 samples/s +Step 33270/44000 | Loss: 2.9172 | LR: 7.22e-05 | 1291.0ms/step | 15.5 samples/s +Step 33280/44000 | Loss: 2.9358 | LR: 7.20e-05 | 1291.2ms/step | 15.5 samples/s +Step 33290/44000 | Loss: 2.8830 | LR: 7.19e-05 | 1291.3ms/step | 15.5 samples/s +Step 33300/44000 | Loss: 2.9261 | LR: 7.18e-05 | 1290.2ms/step | 15.5 samples/s +Step 33310/44000 | Loss: 2.9412 | LR: 7.17e-05 | 1285.2ms/step | 15.6 samples/s +Step 33320/44000 | Loss: 2.9238 | LR: 7.15e-05 | 1283.1ms/step | 15.6 samples/s +Step 33330/44000 | Loss: 2.9138 | LR: 7.14e-05 | 1287.9ms/step | 15.5 samples/s +Step 33340/44000 | Loss: 2.9148 | LR: 7.13e-05 | 1287.5ms/step | 15.5 samples/s +Step 33350/44000 | Loss: 2.9255 | LR: 7.11e-05 | 1287.1ms/step | 15.5 samples/s +Step 33360/44000 | Loss: 2.9369 | LR: 7.10e-05 | 1290.9ms/step | 15.5 samples/s +Step 33370/44000 | Loss: 2.8968 | LR: 7.09e-05 | 1282.6ms/step | 15.6 samples/s +Step 33380/44000 | Loss: 2.9135 | LR: 7.08e-05 | 1289.6ms/step | 15.5 samples/s +Step 33390/44000 | Loss: 2.9442 | LR: 7.06e-05 | 1290.9ms/step | 15.5 samples/s +Step 33400/44000 | Loss: 2.8909 | LR: 7.05e-05 | 1294.2ms/step | 15.5 samples/s +Step 33410/44000 | Loss: 2.9380 | LR: 7.04e-05 | 1293.3ms/step | 15.5 samples/s +Step 33420/44000 | Loss: 2.9156 | LR: 7.03e-05 | 1290.8ms/step | 15.5 samples/s +Step 33430/44000 | Loss: 2.9126 | LR: 7.01e-05 | 1285.6ms/step | 15.6 samples/s +Step 33440/44000 | Loss: 2.9408 | LR: 7.00e-05 | 1279.6ms/step | 15.6 samples/s +Step 33450/44000 | Loss: 2.9357 | LR: 6.99e-05 | 1275.9ms/step | 15.7 samples/s +Step 33460/44000 | Loss: 2.9282 | LR: 6.98e-05 | 1278.0ms/step | 15.6 samples/s +Step 33470/44000 | Loss: 2.9209 | LR: 6.96e-05 | 1280.3ms/step | 15.6 samples/s +Step 33480/44000 | Loss: 2.9072 | LR: 6.95e-05 | 1279.4ms/step | 15.6 samples/s +Step 33490/44000 | Loss: 2.9380 | LR: 6.94e-05 | 1277.3ms/step | 15.7 samples/s +Step 33500/44000 | Loss: 2.8972 | LR: 6.93e-05 | 1277.9ms/step | 15.7 samples/s +Validation at step 33500: Loss = 2.9383, Perplexity = 18.88 +Step 33510/44000 | Loss: 2.9020 | LR: 6.91e-05 | 3423.5ms/step | 5.8 samples/s +Step 33520/44000 | Loss: 2.9421 | LR: 6.90e-05 | 1279.5ms/step | 15.6 samples/s +Step 33530/44000 | Loss: 2.9035 | LR: 6.89e-05 | 1278.7ms/step | 15.6 samples/s +Step 33540/44000 | Loss: 2.9120 | LR: 6.88e-05 | 1279.2ms/step | 15.6 samples/s +Step 33550/44000 | Loss: 2.9206 | LR: 6.86e-05 | 1278.4ms/step | 15.6 samples/s +Step 33560/44000 | Loss: 2.9009 | LR: 6.85e-05 | 1279.1ms/step | 15.6 samples/s +Step 33570/44000 | Loss: 2.8953 | LR: 6.84e-05 | 1281.2ms/step | 15.6 samples/s +Step 33580/44000 | Loss: 2.9409 | LR: 6.83e-05 | 1280.0ms/step | 15.6 samples/s +Step 33590/44000 | Loss: 2.9373 | LR: 6.81e-05 | 1279.9ms/step | 15.6 samples/s +Step 33600/44000 | Loss: 2.9449 | LR: 6.80e-05 | 1280.9ms/step | 15.6 samples/s +Step 33610/44000 | Loss: 2.8990 | LR: 6.79e-05 | 1282.7ms/step | 15.6 samples/s +Step 33620/44000 | Loss: 2.9152 | LR: 6.78e-05 | 1283.8ms/step | 15.6 samples/s +Step 33630/44000 | Loss: 2.9034 | LR: 6.76e-05 | 1282.8ms/step | 15.6 samples/s +Step 33640/44000 | Loss: 2.9168 | LR: 6.75e-05 | 1282.2ms/step | 15.6 samples/s +Step 33650/44000 | Loss: 2.9251 | LR: 6.74e-05 | 1280.7ms/step | 15.6 samples/s +Step 33660/44000 | Loss: 2.9300 | LR: 6.73e-05 | 1280.3ms/step | 15.6 samples/s +Step 33670/44000 | Loss: 2.9380 | LR: 6.71e-05 | 1284.3ms/step | 15.6 samples/s +Step 33680/44000 | Loss: 2.9228 | LR: 6.70e-05 | 1280.5ms/step | 15.6 samples/s +Step 33690/44000 | Loss: 2.9199 | LR: 6.69e-05 | 1281.4ms/step | 15.6 samples/s +Step 33700/44000 | Loss: 2.9366 | LR: 6.68e-05 | 1280.3ms/step | 15.6 samples/s +Step 33710/44000 | Loss: 2.9500 | LR: 6.66e-05 | 1282.0ms/step | 15.6 samples/s +Step 33720/44000 | Loss: 2.9271 | LR: 6.65e-05 | 1281.1ms/step | 15.6 samples/s +Step 33730/44000 | Loss: 2.9115 | LR: 6.64e-05 | 1286.7ms/step | 15.5 samples/s +Step 33740/44000 | Loss: 2.9262 | LR: 6.63e-05 | 1285.4ms/step | 15.6 samples/s +Step 33750/44000 | Loss: 2.9321 | LR: 6.61e-05 | 1286.5ms/step | 15.5 samples/s +Validation at step 33750: Loss = 2.9378, Perplexity = 18.87 +Step 33760/44000 | Loss: 2.8967 | LR: 6.60e-05 | 3435.0ms/step | 5.8 samples/s +Step 33770/44000 | Loss: 2.9452 | LR: 6.59e-05 | 1283.5ms/step | 15.6 samples/s +Step 33780/44000 | Loss: 2.9480 | LR: 6.58e-05 | 1285.1ms/step | 15.6 samples/s +Step 33790/44000 | Loss: 2.9016 | LR: 6.57e-05 | 1283.5ms/step | 15.6 samples/s +Step 33800/44000 | Loss: 2.9341 | LR: 6.55e-05 | 1282.7ms/step | 15.6 samples/s +Step 33810/44000 | Loss: 2.9506 | LR: 6.54e-05 | 1282.3ms/step | 15.6 samples/s +Step 33820/44000 | Loss: 2.9232 | LR: 6.53e-05 | 1282.6ms/step | 15.6 samples/s +Step 33830/44000 | Loss: 2.9440 | LR: 6.52e-05 | 1281.6ms/step | 15.6 samples/s +Step 33840/44000 | Loss: 2.9248 | LR: 6.50e-05 | 1281.4ms/step | 15.6 samples/s +Step 33850/44000 | Loss: 2.9348 | LR: 6.49e-05 | 1282.0ms/step | 15.6 samples/s +Step 33860/44000 | Loss: 2.9192 | LR: 6.48e-05 | 1279.7ms/step | 15.6 samples/s +Step 33870/44000 | Loss: 2.9290 | LR: 6.47e-05 | 1280.2ms/step | 15.6 samples/s +Step 33880/44000 | Loss: 2.9586 | LR: 6.46e-05 | 1280.3ms/step | 15.6 samples/s +Step 33890/44000 | Loss: 2.9166 | LR: 6.44e-05 | 1281.9ms/step | 15.6 samples/s +Step 33900/44000 | Loss: 2.9414 | LR: 6.43e-05 | 1281.0ms/step | 15.6 samples/s +Step 33910/44000 | Loss: 2.9316 | LR: 6.42e-05 | 1283.9ms/step | 15.6 samples/s +Step 33920/44000 | Loss: 2.9244 | LR: 6.41e-05 | 1279.4ms/step | 15.6 samples/s +Step 33930/44000 | Loss: 2.8831 | LR: 6.40e-05 | 1280.0ms/step | 15.6 samples/s +Step 33940/44000 | Loss: 2.9196 | LR: 6.38e-05 | 1279.7ms/step | 15.6 samples/s +Step 33950/44000 | Loss: 2.9159 | LR: 6.37e-05 | 1280.4ms/step | 15.6 samples/s +Step 33960/44000 | Loss: 2.9046 | LR: 6.36e-05 | 1281.6ms/step | 15.6 samples/s +Step 33970/44000 | Loss: 2.9136 | LR: 6.35e-05 | 1281.4ms/step | 15.6 samples/s +Step 33980/44000 | Loss: 2.9468 | LR: 6.33e-05 | 1284.3ms/step | 15.6 samples/s +Step 33990/44000 | Loss: 2.9393 | LR: 6.32e-05 | 1283.8ms/step | 15.6 samples/s +Step 34000/44000 | Loss: 2.9425 | LR: 6.31e-05 | 1282.3ms/step | 15.6 samples/s +Validation at step 34000: Loss = 2.9375, Perplexity = 18.87 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-34000 +Step 34010/44000 | Loss: 2.9216 | LR: 6.30e-05 | 3734.0ms/step | 5.4 samples/s +Step 34020/44000 | Loss: 2.9158 | LR: 6.29e-05 | 1282.9ms/step | 15.6 samples/s +Step 34030/44000 | Loss: 2.9635 | LR: 6.27e-05 | 1284.3ms/step | 15.6 samples/s +Step 34040/44000 | Loss: 2.9157 | LR: 6.26e-05 | 1283.2ms/step | 15.6 samples/s +Step 34050/44000 | Loss: 2.9169 | LR: 6.25e-05 | 1283.9ms/step | 15.6 samples/s +Step 34060/44000 | Loss: 2.9220 | LR: 6.24e-05 | 1284.1ms/step | 15.6 samples/s +Step 34070/44000 | Loss: 2.9457 | LR: 6.23e-05 | 1284.1ms/step | 15.6 samples/s +Step 34080/44000 | Loss: 2.9288 | LR: 6.21e-05 | 1283.1ms/step | 15.6 samples/s +Step 34090/44000 | Loss: 2.9110 | LR: 6.20e-05 | 1282.9ms/step | 15.6 samples/s +Step 34100/44000 | Loss: 2.9262 | LR: 6.19e-05 | 1284.2ms/step | 15.6 samples/s +Step 34110/44000 | Loss: 2.8943 | LR: 6.18e-05 | 1283.4ms/step | 15.6 samples/s +Step 34120/44000 | Loss: 2.9188 | LR: 6.17e-05 | 1285.2ms/step | 15.6 samples/s +Step 34130/44000 | Loss: 2.9224 | LR: 6.15e-05 | 1286.2ms/step | 15.5 samples/s +Step 34140/44000 | Loss: 2.9321 | LR: 6.14e-05 | 1286.5ms/step | 15.5 samples/s +Step 34150/44000 | Loss: 2.9271 | LR: 6.13e-05 | 1286.5ms/step | 15.5 samples/s +Step 34160/44000 | Loss: 2.9552 | LR: 6.12e-05 | 1288.0ms/step | 15.5 samples/s +Step 34170/44000 | Loss: 2.9332 | LR: 6.11e-05 | 1284.7ms/step | 15.6 samples/s +Step 34180/44000 | Loss: 2.9085 | LR: 6.09e-05 | 1284.4ms/step | 15.6 samples/s +Step 34190/44000 | Loss: 2.9318 | LR: 6.08e-05 | 1286.0ms/step | 15.6 samples/s +Step 34200/44000 | Loss: 2.9513 | LR: 6.07e-05 | 1281.7ms/step | 15.6 samples/s +Step 34210/44000 | Loss: 2.9314 | LR: 6.06e-05 | 1283.4ms/step | 15.6 samples/s +Step 34220/44000 | Loss: 2.9232 | LR: 6.05e-05 | 1281.3ms/step | 15.6 samples/s +Step 34230/44000 | Loss: 2.9394 | LR: 6.04e-05 | 1282.7ms/step | 15.6 samples/s +Step 34240/44000 | Loss: 2.9568 | LR: 6.02e-05 | 1283.4ms/step | 15.6 samples/s +Step 34250/44000 | Loss: 2.9344 | LR: 6.01e-05 | 1280.4ms/step | 15.6 samples/s +Validation at step 34250: Loss = 2.9371, Perplexity = 18.86 +Step 34260/44000 | Loss: 2.9318 | LR: 6.00e-05 | 3447.8ms/step | 5.8 samples/s +Step 34270/44000 | Loss: 2.9054 | LR: 5.99e-05 | 1285.9ms/step | 15.6 samples/s +Step 34280/44000 | Loss: 2.9485 | LR: 5.98e-05 | 1286.5ms/step | 15.5 samples/s +Step 34290/44000 | Loss: 2.9088 | LR: 5.96e-05 | 1282.8ms/step | 15.6 samples/s +Step 34300/44000 | Loss: 2.9069 | LR: 5.95e-05 | 1279.2ms/step | 15.6 samples/s +Step 34310/44000 | Loss: 2.9218 | LR: 5.94e-05 | 1278.6ms/step | 15.6 samples/s +Step 34320/44000 | Loss: 2.9713 | LR: 5.93e-05 | 1277.3ms/step | 15.7 samples/s +Step 34330/44000 | Loss: 2.8926 | LR: 5.92e-05 | 1275.4ms/step | 15.7 samples/s +Step 34340/44000 | Loss: 2.8963 | LR: 5.91e-05 | 1277.1ms/step | 15.7 samples/s +Step 34350/44000 | Loss: 2.9166 | LR: 5.89e-05 | 1276.6ms/step | 15.7 samples/s +Step 34360/44000 | Loss: 2.9288 | LR: 5.88e-05 | 1279.4ms/step | 15.6 samples/s +Step 34370/44000 | Loss: 2.9163 | LR: 5.87e-05 | 1277.1ms/step | 15.7 samples/s +Step 34380/44000 | Loss: 2.9154 | LR: 5.86e-05 | 1276.3ms/step | 15.7 samples/s +Step 34390/44000 | Loss: 2.9277 | LR: 5.85e-05 | 1279.4ms/step | 15.6 samples/s +Step 34400/44000 | Loss: 2.9261 | LR: 5.84e-05 | 1284.3ms/step | 15.6 samples/s +Step 34410/44000 | Loss: 2.9446 | LR: 5.82e-05 | 1283.9ms/step | 15.6 samples/s +Step 34420/44000 | Loss: 2.9237 | LR: 5.81e-05 | 1285.6ms/step | 15.6 samples/s +Step 34430/44000 | Loss: 2.9204 | LR: 5.80e-05 | 1287.9ms/step | 15.5 samples/s +Step 34440/44000 | Loss: 2.9323 | LR: 5.79e-05 | 1285.7ms/step | 15.6 samples/s +Step 34450/44000 | Loss: 2.9110 | LR: 5.78e-05 | 1285.6ms/step | 15.6 samples/s +Step 34460/44000 | Loss: 2.9400 | LR: 5.77e-05 | 1290.7ms/step | 15.5 samples/s +Step 34470/44000 | Loss: 2.9224 | LR: 5.75e-05 | 1288.8ms/step | 15.5 samples/s +Step 34480/44000 | Loss: 2.9287 | LR: 5.74e-05 | 1290.6ms/step | 15.5 samples/s +Step 34490/44000 | Loss: 2.8920 | LR: 5.73e-05 | 1286.8ms/step | 15.5 samples/s +Step 34500/44000 | Loss: 2.9400 | LR: 5.72e-05 | 1287.9ms/step | 15.5 samples/s +Validation at step 34500: Loss = 2.9368, Perplexity = 18.85 +Step 34510/44000 | Loss: 2.9234 | LR: 5.71e-05 | 3446.7ms/step | 5.8 samples/s +Step 34520/44000 | Loss: 2.9163 | LR: 5.70e-05 | 1287.8ms/step | 15.5 samples/s +Step 34530/44000 | Loss: 2.9071 | LR: 5.69e-05 | 1282.6ms/step | 15.6 samples/s +Step 34540/44000 | Loss: 2.9269 | LR: 5.67e-05 | 1282.0ms/step | 15.6 samples/s +Step 34550/44000 | Loss: 2.9447 | LR: 5.66e-05 | 1280.5ms/step | 15.6 samples/s +Step 34560/44000 | Loss: 2.8937 | LR: 5.65e-05 | 1278.2ms/step | 15.6 samples/s +Step 34570/44000 | Loss: 2.9103 | LR: 5.64e-05 | 1280.7ms/step | 15.6 samples/s +Step 34580/44000 | Loss: 2.9036 | LR: 5.63e-05 | 1278.9ms/step | 15.6 samples/s +Step 34590/44000 | Loss: 2.9154 | LR: 5.62e-05 | 1280.2ms/step | 15.6 samples/s +Step 34600/44000 | Loss: 2.9275 | LR: 5.60e-05 | 1280.0ms/step | 15.6 samples/s +Step 34610/44000 | Loss: 2.9293 | LR: 5.59e-05 | 1279.3ms/step | 15.6 samples/s +Step 34620/44000 | Loss: 2.9227 | LR: 5.58e-05 | 1279.4ms/step | 15.6 samples/s +Step 34630/44000 | Loss: 2.9120 | LR: 5.57e-05 | 1286.8ms/step | 15.5 samples/s +Step 34640/44000 | Loss: 2.9195 | LR: 5.56e-05 | 1290.7ms/step | 15.5 samples/s +Step 34650/44000 | Loss: 2.9352 | LR: 5.55e-05 | 1293.8ms/step | 15.5 samples/s +Step 34660/44000 | Loss: 2.9406 | LR: 5.54e-05 | 1287.6ms/step | 15.5 samples/s +Step 34670/44000 | Loss: 2.8914 | LR: 5.52e-05 | 1289.4ms/step | 15.5 samples/s +Step 34680/44000 | Loss: 2.9242 | LR: 5.51e-05 | 1285.2ms/step | 15.6 samples/s +Step 34690/44000 | Loss: 2.9085 | LR: 5.50e-05 | 1285.9ms/step | 15.6 samples/s +Step 34700/44000 | Loss: 2.8989 | LR: 5.49e-05 | 1289.7ms/step | 15.5 samples/s +Step 34710/44000 | Loss: 2.9361 | LR: 5.48e-05 | 1294.8ms/step | 15.4 samples/s +Step 34720/44000 | Loss: 2.9101 | LR: 5.47e-05 | 1290.8ms/step | 15.5 samples/s +Step 34730/44000 | Loss: 2.9366 | LR: 5.46e-05 | 1284.4ms/step | 15.6 samples/s +Step 34740/44000 | Loss: 2.9094 | LR: 5.45e-05 | 1287.2ms/step | 15.5 samples/s +Step 34750/44000 | Loss: 2.9184 | LR: 5.43e-05 | 1289.7ms/step | 15.5 samples/s +Validation at step 34750: Loss = 2.9365, Perplexity = 18.85 +Step 34760/44000 | Loss: 2.9055 | LR: 5.42e-05 | 3460.0ms/step | 5.8 samples/s +Step 34770/44000 | Loss: 2.9110 | LR: 5.41e-05 | 1281.1ms/step | 15.6 samples/s +Step 34780/44000 | Loss: 2.9506 | LR: 5.40e-05 | 1280.6ms/step | 15.6 samples/s +Step 34790/44000 | Loss: 2.9461 | LR: 5.39e-05 | 1280.4ms/step | 15.6 samples/s +Step 34800/44000 | Loss: 2.9269 | LR: 5.38e-05 | 1280.0ms/step | 15.6 samples/s +Step 34810/44000 | Loss: 2.9431 | LR: 5.37e-05 | 1282.8ms/step | 15.6 samples/s +Step 34820/44000 | Loss: 2.9226 | LR: 5.36e-05 | 1282.6ms/step | 15.6 samples/s +Step 34830/44000 | Loss: 2.9213 | LR: 5.34e-05 | 1279.7ms/step | 15.6 samples/s +Step 34840/44000 | Loss: 2.9305 | LR: 5.33e-05 | 1280.8ms/step | 15.6 samples/s +Step 34850/44000 | Loss: 2.9404 | LR: 5.32e-05 | 1285.3ms/step | 15.6 samples/s +Step 34860/44000 | Loss: 2.9303 | LR: 5.31e-05 | 1288.9ms/step | 15.5 samples/s +Step 34870/44000 | Loss: 2.9110 | LR: 5.30e-05 | 1287.4ms/step | 15.5 samples/s +Step 34880/44000 | Loss: 2.9201 | LR: 5.29e-05 | 1282.5ms/step | 15.6 samples/s +Step 34890/44000 | Loss: 2.9164 | LR: 5.28e-05 | 1281.9ms/step | 15.6 samples/s +Step 34900/44000 | Loss: 2.9326 | LR: 5.27e-05 | 1281.6ms/step | 15.6 samples/s +Step 34910/44000 | Loss: 2.9295 | LR: 5.25e-05 | 1279.2ms/step | 15.6 samples/s +Step 34920/44000 | Loss: 2.9162 | LR: 5.24e-05 | 1276.5ms/step | 15.7 samples/s +Step 34930/44000 | Loss: 2.9031 | LR: 5.23e-05 | 1285.6ms/step | 15.6 samples/s +Step 34940/44000 | Loss: 2.8775 | LR: 5.22e-05 | 1285.9ms/step | 15.6 samples/s +Step 34950/44000 | Loss: 2.9343 | LR: 5.21e-05 | 1287.2ms/step | 15.5 samples/s +Step 34960/44000 | Loss: 2.9252 | LR: 5.20e-05 | 1284.6ms/step | 15.6 samples/s +Step 34970/44000 | Loss: 2.9068 | LR: 5.19e-05 | 1286.4ms/step | 15.5 samples/s +Step 34980/44000 | Loss: 2.9292 | LR: 5.18e-05 | 1286.7ms/step | 15.5 samples/s +Step 34990/44000 | Loss: 2.9323 | LR: 5.17e-05 | 1284.4ms/step | 15.6 samples/s +Step 35000/44000 | Loss: 2.9002 | LR: 5.15e-05 | 1283.7ms/step | 15.6 samples/s +Validation at step 35000: Loss = 2.9363, Perplexity = 18.85 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-35000 +Step 35010/44000 | Loss: 2.9248 | LR: 5.14e-05 | 3749.6ms/step | 5.3 samples/s +Step 35020/44000 | Loss: 2.8940 | LR: 5.13e-05 | 1286.6ms/step | 15.5 samples/s +Step 35030/44000 | Loss: 2.9014 | LR: 5.12e-05 | 1285.6ms/step | 15.6 samples/s +Step 35040/44000 | Loss: 2.9132 | LR: 5.11e-05 | 1284.7ms/step | 15.6 samples/s +Step 35050/44000 | Loss: 2.9041 | LR: 5.10e-05 | 1281.4ms/step | 15.6 samples/s +Step 35060/44000 | Loss: 2.9138 | LR: 5.09e-05 | 1283.6ms/step | 15.6 samples/s +Step 35070/44000 | Loss: 2.8824 | LR: 5.08e-05 | 1283.5ms/step | 15.6 samples/s +Step 35080/44000 | Loss: 2.9182 | LR: 5.07e-05 | 1283.9ms/step | 15.6 samples/s +Step 35090/44000 | Loss: 2.9056 | LR: 5.06e-05 | 1282.7ms/step | 15.6 samples/s +Step 35100/44000 | Loss: 2.9480 | LR: 5.04e-05 | 1283.8ms/step | 15.6 samples/s +Step 35110/44000 | Loss: 2.9105 | LR: 5.03e-05 | 1283.3ms/step | 15.6 samples/s +Step 35120/44000 | Loss: 2.9284 | LR: 5.02e-05 | 1284.0ms/step | 15.6 samples/s +Step 35130/44000 | Loss: 2.9249 | LR: 5.01e-05 | 1283.5ms/step | 15.6 samples/s +Step 35140/44000 | Loss: 2.8933 | LR: 5.00e-05 | 1281.6ms/step | 15.6 samples/s +Step 35150/44000 | Loss: 2.9335 | LR: 4.99e-05 | 1281.4ms/step | 15.6 samples/s +Step 35160/44000 | Loss: 2.9544 | LR: 4.98e-05 | 1282.2ms/step | 15.6 samples/s +Step 35170/44000 | Loss: 2.9313 | LR: 4.97e-05 | 1284.3ms/step | 15.6 samples/s +Step 35180/44000 | Loss: 2.9385 | LR: 4.96e-05 | 1283.3ms/step | 15.6 samples/s +Step 35190/44000 | Loss: 2.9069 | LR: 4.95e-05 | 1284.8ms/step | 15.6 samples/s +Step 35200/44000 | Loss: 2.9370 | LR: 4.94e-05 | 1286.8ms/step | 15.5 samples/s +Step 35210/44000 | Loss: 2.9339 | LR: 4.93e-05 | 1286.1ms/step | 15.6 samples/s +Step 35220/44000 | Loss: 2.9106 | LR: 4.91e-05 | 1287.3ms/step | 15.5 samples/s +Step 35230/44000 | Loss: 2.9192 | LR: 4.90e-05 | 1285.9ms/step | 15.6 samples/s +Step 35240/44000 | Loss: 2.9075 | LR: 4.89e-05 | 1286.9ms/step | 15.5 samples/s +Step 35250/44000 | Loss: 2.9557 | LR: 4.88e-05 | 1283.0ms/step | 15.6 samples/s +Validation at step 35250: Loss = 2.9360, Perplexity = 18.84 +Step 35260/44000 | Loss: 2.9121 | LR: 4.87e-05 | 3429.2ms/step | 5.8 samples/s +Step 35270/44000 | Loss: 2.9434 | LR: 4.86e-05 | 1279.2ms/step | 15.6 samples/s +Step 35280/44000 | Loss: 2.8997 | LR: 4.85e-05 | 1279.2ms/step | 15.6 samples/s +Step 35290/44000 | Loss: 2.9086 | LR: 4.84e-05 | 1280.1ms/step | 15.6 samples/s +Step 35300/44000 | Loss: 2.9099 | LR: 4.83e-05 | 1280.1ms/step | 15.6 samples/s +Step 35310/44000 | Loss: 2.9292 | LR: 4.82e-05 | 1280.0ms/step | 15.6 samples/s +Step 35320/44000 | Loss: 2.8928 | LR: 4.81e-05 | 1280.5ms/step | 15.6 samples/s +Step 35330/44000 | Loss: 2.9260 | LR: 4.80e-05 | 1275.7ms/step | 15.7 samples/s +Step 35340/44000 | Loss: 2.9228 | LR: 4.79e-05 | 1276.5ms/step | 15.7 samples/s +Step 35350/44000 | Loss: 2.9488 | LR: 4.77e-05 | 1281.9ms/step | 15.6 samples/s +Step 35360/44000 | Loss: 2.9052 | LR: 4.76e-05 | 1286.4ms/step | 15.5 samples/s +Step 35370/44000 | Loss: 2.9164 | LR: 4.75e-05 | 1283.9ms/step | 15.6 samples/s +Step 35380/44000 | Loss: 2.9050 | LR: 4.74e-05 | 1283.1ms/step | 15.6 samples/s +Step 35390/44000 | Loss: 2.9103 | LR: 4.73e-05 | 1280.2ms/step | 15.6 samples/s +Step 35400/44000 | Loss: 2.8988 | LR: 4.72e-05 | 1281.3ms/step | 15.6 samples/s +Step 35410/44000 | Loss: 2.9337 | LR: 4.71e-05 | 1281.1ms/step | 15.6 samples/s +Step 35420/44000 | Loss: 2.9036 | LR: 4.70e-05 | 1281.9ms/step | 15.6 samples/s +Step 35430/44000 | Loss: 2.9628 | LR: 4.69e-05 | 1284.2ms/step | 15.6 samples/s +Step 35440/44000 | Loss: 2.9425 | LR: 4.68e-05 | 1281.4ms/step | 15.6 samples/s +Step 35450/44000 | Loss: 2.9250 | LR: 4.67e-05 | 1282.1ms/step | 15.6 samples/s +Step 35460/44000 | Loss: 2.9454 | LR: 4.66e-05 | 1282.3ms/step | 15.6 samples/s +Step 35470/44000 | Loss: 2.9161 | LR: 4.65e-05 | 1281.0ms/step | 15.6 samples/s +Step 35480/44000 | Loss: 2.9255 | LR: 4.64e-05 | 1281.0ms/step | 15.6 samples/s +Step 35490/44000 | Loss: 2.9314 | LR: 4.63e-05 | 1282.5ms/step | 15.6 samples/s +Step 35500/44000 | Loss: 2.9027 | LR: 4.62e-05 | 1281.1ms/step | 15.6 samples/s +Validation at step 35500: Loss = 2.9359, Perplexity = 18.84 +Step 35510/44000 | Loss: 2.9152 | LR: 4.61e-05 | 3433.0ms/step | 5.8 samples/s +Step 35520/44000 | Loss: 2.9231 | LR: 4.59e-05 | 1283.2ms/step | 15.6 samples/s +Step 35530/44000 | Loss: 2.9226 | LR: 4.58e-05 | 1284.0ms/step | 15.6 samples/s +Step 35540/44000 | Loss: 2.9422 | LR: 4.57e-05 | 1281.1ms/step | 15.6 samples/s +Step 35550/44000 | Loss: 2.9440 | LR: 4.56e-05 | 1282.7ms/step | 15.6 samples/s +Step 35560/44000 | Loss: 2.9338 | LR: 4.55e-05 | 1283.3ms/step | 15.6 samples/s +Step 35570/44000 | Loss: 2.9421 | LR: 4.54e-05 | 1284.3ms/step | 15.6 samples/s +Step 35580/44000 | Loss: 2.9259 | LR: 4.53e-05 | 1280.0ms/step | 15.6 samples/s +Step 35590/44000 | Loss: 2.9365 | LR: 4.52e-05 | 1282.9ms/step | 15.6 samples/s +Step 35600/44000 | Loss: 2.9006 | LR: 4.51e-05 | 1281.4ms/step | 15.6 samples/s +Step 35610/44000 | Loss: 2.9388 | LR: 4.50e-05 | 1286.7ms/step | 15.5 samples/s +Step 35620/44000 | Loss: 2.9162 | LR: 4.49e-05 | 1285.3ms/step | 15.6 samples/s +Step 35630/44000 | Loss: 2.9268 | LR: 4.48e-05 | 1287.7ms/step | 15.5 samples/s +Step 35640/44000 | Loss: 2.9043 | LR: 4.47e-05 | 1284.5ms/step | 15.6 samples/s +Step 35650/44000 | Loss: 2.9124 | LR: 4.46e-05 | 1281.7ms/step | 15.6 samples/s +Step 35660/44000 | Loss: 2.9265 | LR: 4.45e-05 | 1287.2ms/step | 15.5 samples/s +Step 35670/44000 | Loss: 2.9173 | LR: 4.44e-05 | 1284.8ms/step | 15.6 samples/s +Step 35680/44000 | Loss: 2.9206 | LR: 4.43e-05 | 1286.0ms/step | 15.6 samples/s +Step 35690/44000 | Loss: 2.9312 | LR: 4.42e-05 | 1284.9ms/step | 15.6 samples/s +Step 35700/44000 | Loss: 2.9082 | LR: 4.41e-05 | 1288.0ms/step | 15.5 samples/s +Step 35710/44000 | Loss: 2.9240 | LR: 4.40e-05 | 1286.2ms/step | 15.5 samples/s +Step 35720/44000 | Loss: 2.9050 | LR: 4.39e-05 | 1285.0ms/step | 15.6 samples/s +Step 35730/44000 | Loss: 2.8968 | LR: 4.38e-05 | 1281.7ms/step | 15.6 samples/s +Step 35740/44000 | Loss: 2.9288 | LR: 4.37e-05 | 1290.6ms/step | 15.5 samples/s +Step 35750/44000 | Loss: 2.9090 | LR: 4.36e-05 | 1285.7ms/step | 15.6 samples/s +Validation at step 35750: Loss = 2.9356, Perplexity = 18.83 +Step 35760/44000 | Loss: 2.9394 | LR: 4.35e-05 | 3433.1ms/step | 5.8 samples/s +Step 35770/44000 | Loss: 2.9135 | LR: 4.34e-05 | 1288.9ms/step | 15.5 samples/s +Step 35780/44000 | Loss: 2.9036 | LR: 4.33e-05 | 1282.6ms/step | 15.6 samples/s +Step 35790/44000 | Loss: 2.9279 | LR: 4.32e-05 | 1286.4ms/step | 15.5 samples/s +Step 35800/44000 | Loss: 2.9378 | LR: 4.31e-05 | 1282.5ms/step | 15.6 samples/s +Step 35810/44000 | Loss: 2.9340 | LR: 4.29e-05 | 1282.2ms/step | 15.6 samples/s +Step 35820/44000 | Loss: 2.9354 | LR: 4.28e-05 | 1284.0ms/step | 15.6 samples/s +Step 35830/44000 | Loss: 2.9547 | LR: 4.27e-05 | 1285.6ms/step | 15.6 samples/s +Step 35840/44000 | Loss: 2.9144 | LR: 4.26e-05 | 1287.3ms/step | 15.5 samples/s +Step 35850/44000 | Loss: 2.9236 | LR: 4.25e-05 | 1287.9ms/step | 15.5 samples/s +Step 35860/44000 | Loss: 2.9471 | LR: 4.24e-05 | 1281.3ms/step | 15.6 samples/s +Step 35870/44000 | Loss: 2.9229 | LR: 4.23e-05 | 1281.8ms/step | 15.6 samples/s +Step 35880/44000 | Loss: 2.9404 | LR: 4.22e-05 | 1279.3ms/step | 15.6 samples/s +Step 35890/44000 | Loss: 2.9043 | LR: 4.21e-05 | 1280.4ms/step | 15.6 samples/s +Step 35900/44000 | Loss: 2.9261 | LR: 4.20e-05 | 1280.2ms/step | 15.6 samples/s +Step 35910/44000 | Loss: 2.9096 | LR: 4.19e-05 | 1279.2ms/step | 15.6 samples/s +Step 35920/44000 | Loss: 2.9217 | LR: 4.18e-05 | 1282.9ms/step | 15.6 samples/s +Step 35930/44000 | Loss: 2.9107 | LR: 4.17e-05 | 1281.6ms/step | 15.6 samples/s +Step 35940/44000 | Loss: 2.9114 | LR: 4.16e-05 | 1282.0ms/step | 15.6 samples/s +Step 35950/44000 | Loss: 2.8994 | LR: 4.15e-05 | 1281.9ms/step | 15.6 samples/s +Step 35960/44000 | Loss: 2.9034 | LR: 4.14e-05 | 1282.2ms/step | 15.6 samples/s +Step 35970/44000 | Loss: 2.8959 | LR: 4.13e-05 | 1284.3ms/step | 15.6 samples/s +Step 35980/44000 | Loss: 2.9488 | LR: 4.12e-05 | 1283.4ms/step | 15.6 samples/s +Step 35990/44000 | Loss: 2.9195 | LR: 4.11e-05 | 1284.8ms/step | 15.6 samples/s +Step 36000/44000 | Loss: 2.9193 | LR: 4.10e-05 | 1286.3ms/step | 15.5 samples/s +Validation at step 36000: Loss = 2.9355, Perplexity = 18.83 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-36000 +Step 36010/44000 | Loss: 2.9357 | LR: 4.09e-05 | 3726.9ms/step | 5.4 samples/s +Step 36020/44000 | Loss: 2.9132 | LR: 4.08e-05 | 1282.2ms/step | 15.6 samples/s +Step 36030/44000 | Loss: 2.9013 | LR: 4.07e-05 | 1288.6ms/step | 15.5 samples/s +Step 36040/44000 | Loss: 2.9084 | LR: 4.06e-05 | 1283.6ms/step | 15.6 samples/s +Step 36050/44000 | Loss: 2.9057 | LR: 4.05e-05 | 1288.4ms/step | 15.5 samples/s +Step 36060/44000 | Loss: 2.9342 | LR: 4.04e-05 | 1295.3ms/step | 15.4 samples/s +Step 36070/44000 | Loss: 2.9245 | LR: 4.03e-05 | 1289.8ms/step | 15.5 samples/s +Step 36080/44000 | Loss: 2.9389 | LR: 4.02e-05 | 1284.5ms/step | 15.6 samples/s +Step 36090/44000 | Loss: 2.9456 | LR: 4.01e-05 | 1285.7ms/step | 15.6 samples/s +Step 36100/44000 | Loss: 2.9237 | LR: 4.00e-05 | 1287.1ms/step | 15.5 samples/s +Step 36110/44000 | Loss: 2.9394 | LR: 3.99e-05 | 1289.2ms/step | 15.5 samples/s +Step 36120/44000 | Loss: 2.9258 | LR: 3.98e-05 | 1288.6ms/step | 15.5 samples/s +Step 36130/44000 | Loss: 2.9279 | LR: 3.97e-05 | 1292.8ms/step | 15.5 samples/s +Step 36140/44000 | Loss: 2.9206 | LR: 3.97e-05 | 1290.5ms/step | 15.5 samples/s +Step 36150/44000 | Loss: 2.9305 | LR: 3.96e-05 | 1282.9ms/step | 15.6 samples/s +Step 36160/44000 | Loss: 2.9223 | LR: 3.95e-05 | 1284.0ms/step | 15.6 samples/s +Step 36170/44000 | Loss: 2.8812 | LR: 3.94e-05 | 1288.2ms/step | 15.5 samples/s +Step 36180/44000 | Loss: 2.9221 | LR: 3.93e-05 | 1285.3ms/step | 15.6 samples/s +Step 36190/44000 | Loss: 2.9184 | LR: 3.92e-05 | 1284.3ms/step | 15.6 samples/s +Step 36200/44000 | Loss: 2.9120 | LR: 3.91e-05 | 1285.5ms/step | 15.6 samples/s +Step 36210/44000 | Loss: 2.9204 | LR: 3.90e-05 | 1284.0ms/step | 15.6 samples/s +Step 36220/44000 | Loss: 2.9155 | LR: 3.89e-05 | 1283.7ms/step | 15.6 samples/s +Step 36230/44000 | Loss: 2.9168 | LR: 3.88e-05 | 1284.8ms/step | 15.6 samples/s +Step 36240/44000 | Loss: 2.9265 | LR: 3.87e-05 | 1283.5ms/step | 15.6 samples/s +Step 36250/44000 | Loss: 2.9420 | LR: 3.86e-05 | 1281.6ms/step | 15.6 samples/s +Validation at step 36250: Loss = 2.9353, Perplexity = 18.83 +Step 36260/44000 | Loss: 2.9326 | LR: 3.85e-05 | 3426.1ms/step | 5.8 samples/s +Step 36270/44000 | Loss: 2.9425 | LR: 3.84e-05 | 1282.7ms/step | 15.6 samples/s +Step 36280/44000 | Loss: 2.9142 | LR: 3.83e-05 | 1284.3ms/step | 15.6 samples/s +Step 36290/44000 | Loss: 2.9292 | LR: 3.82e-05 | 1285.3ms/step | 15.6 samples/s +Step 36300/44000 | Loss: 2.9135 | LR: 3.81e-05 | 1283.5ms/step | 15.6 samples/s +Step 36310/44000 | Loss: 2.9154 | LR: 3.80e-05 | 1282.1ms/step | 15.6 samples/s +Step 36320/44000 | Loss: 2.8916 | LR: 3.79e-05 | 1283.3ms/step | 15.6 samples/s +Step 36330/44000 | Loss: 2.9087 | LR: 3.78e-05 | 1285.7ms/step | 15.6 samples/s +Step 36340/44000 | Loss: 2.9266 | LR: 3.77e-05 | 1279.7ms/step | 15.6 samples/s +Step 36350/44000 | Loss: 2.8974 | LR: 3.76e-05 | 1279.2ms/step | 15.6 samples/s +Step 36360/44000 | Loss: 2.9058 | LR: 3.75e-05 | 1280.9ms/step | 15.6 samples/s +Step 36370/44000 | Loss: 2.9163 | LR: 3.74e-05 | 1279.1ms/step | 15.6 samples/s +Step 36380/44000 | Loss: 2.9150 | LR: 3.73e-05 | 1278.8ms/step | 15.6 samples/s +Step 36390/44000 | Loss: 2.9371 | LR: 3.72e-05 | 1279.5ms/step | 15.6 samples/s +Step 36400/44000 | Loss: 2.9145 | LR: 3.71e-05 | 1279.6ms/step | 15.6 samples/s +Step 36410/44000 | Loss: 2.9252 | LR: 3.70e-05 | 1280.7ms/step | 15.6 samples/s +Step 36420/44000 | Loss: 2.8931 | LR: 3.69e-05 | 1279.6ms/step | 15.6 samples/s +Step 36430/44000 | Loss: 2.9010 | LR: 3.69e-05 | 1283.3ms/step | 15.6 samples/s +Step 36440/44000 | Loss: 2.9103 | LR: 3.68e-05 | 1282.8ms/step | 15.6 samples/s +Step 36450/44000 | Loss: 2.9508 | LR: 3.67e-05 | 1281.8ms/step | 15.6 samples/s +Step 36460/44000 | Loss: 2.9258 | LR: 3.66e-05 | 1280.2ms/step | 15.6 samples/s +Step 36470/44000 | Loss: 2.8996 | LR: 3.65e-05 | 1279.9ms/step | 15.6 samples/s +Step 36480/44000 | Loss: 2.9239 | LR: 3.64e-05 | 1279.5ms/step | 15.6 samples/s +Step 36490/44000 | Loss: 2.9450 | LR: 3.63e-05 | 1279.9ms/step | 15.6 samples/s +Step 36500/44000 | Loss: 2.8938 | LR: 3.62e-05 | 1283.4ms/step | 15.6 samples/s +Validation at step 36500: Loss = 2.9352, Perplexity = 18.82 +Step 36510/44000 | Loss: 2.9344 | LR: 3.61e-05 | 3433.5ms/step | 5.8 samples/s +Step 36520/44000 | Loss: 2.9084 | LR: 3.60e-05 | 1284.7ms/step | 15.6 samples/s +Step 36530/44000 | Loss: 2.9156 | LR: 3.59e-05 | 1282.9ms/step | 15.6 samples/s +Step 36540/44000 | Loss: 2.9047 | LR: 3.58e-05 | 1284.5ms/step | 15.6 samples/s +Step 36550/44000 | Loss: 2.9117 | LR: 3.57e-05 | 1284.0ms/step | 15.6 samples/s +Step 36560/44000 | Loss: 2.9331 | LR: 3.56e-05 | 1285.9ms/step | 15.6 samples/s +Step 36570/44000 | Loss: 2.8936 | LR: 3.55e-05 | 1285.6ms/step | 15.6 samples/s +Step 36580/44000 | Loss: 2.9099 | LR: 3.54e-05 | 1285.0ms/step | 15.6 samples/s +Step 36590/44000 | Loss: 2.9210 | LR: 3.53e-05 | 1284.5ms/step | 15.6 samples/s +Step 36600/44000 | Loss: 2.8936 | LR: 3.53e-05 | 1284.0ms/step | 15.6 samples/s +Step 36610/44000 | Loss: 2.9167 | LR: 3.52e-05 | 1284.2ms/step | 15.6 samples/s +Step 36620/44000 | Loss: 2.9067 | LR: 3.51e-05 | 1285.0ms/step | 15.6 samples/s +Step 36630/44000 | Loss: 2.9212 | LR: 3.50e-05 | 1284.6ms/step | 15.6 samples/s +Step 36640/44000 | Loss: 2.9190 | LR: 3.49e-05 | 1284.5ms/step | 15.6 samples/s +Step 36650/44000 | Loss: 2.9152 | LR: 3.48e-05 | 1285.7ms/step | 15.6 samples/s +Step 36660/44000 | Loss: 2.9082 | LR: 3.47e-05 | 1284.2ms/step | 15.6 samples/s +Step 36670/44000 | Loss: 2.9478 | LR: 3.46e-05 | 1283.7ms/step | 15.6 samples/s +Step 36680/44000 | Loss: 2.9348 | LR: 3.45e-05 | 1281.1ms/step | 15.6 samples/s +Step 36690/44000 | Loss: 2.9116 | LR: 3.44e-05 | 1281.2ms/step | 15.6 samples/s +Step 36700/44000 | Loss: 2.9131 | LR: 3.43e-05 | 1284.5ms/step | 15.6 samples/s +Step 36710/44000 | Loss: 2.9046 | LR: 3.42e-05 | 1286.1ms/step | 15.6 samples/s +Step 36720/44000 | Loss: 2.9171 | LR: 3.41e-05 | 1284.2ms/step | 15.6 samples/s +Step 36730/44000 | Loss: 2.9080 | LR: 3.41e-05 | 1285.5ms/step | 15.6 samples/s +Step 36740/44000 | Loss: 2.9321 | LR: 3.40e-05 | 1285.8ms/step | 15.6 samples/s +Step 36750/44000 | Loss: 2.9013 | LR: 3.39e-05 | 1284.7ms/step | 15.6 samples/s +Validation at step 36750: Loss = 2.9351, Perplexity = 18.82 +Step 36760/44000 | Loss: 2.9097 | LR: 3.38e-05 | 3432.7ms/step | 5.8 samples/s +Step 36770/44000 | Loss: 2.9212 | LR: 3.37e-05 | 1283.8ms/step | 15.6 samples/s +Step 36780/44000 | Loss: 2.9305 | LR: 3.36e-05 | 1282.3ms/step | 15.6 samples/s +Step 36790/44000 | Loss: 2.9274 | LR: 3.35e-05 | 1283.4ms/step | 15.6 samples/s +Step 36800/44000 | Loss: 2.9192 | LR: 3.34e-05 | 1284.5ms/step | 15.6 samples/s +Step 36810/44000 | Loss: 2.9145 | LR: 3.33e-05 | 1286.1ms/step | 15.6 samples/s +Step 36820/44000 | Loss: 2.9143 | LR: 3.32e-05 | 1286.1ms/step | 15.6 samples/s +Step 36830/44000 | Loss: 2.9151 | LR: 3.31e-05 | 1285.7ms/step | 15.6 samples/s +Step 36840/44000 | Loss: 2.9199 | LR: 3.31e-05 | 1283.9ms/step | 15.6 samples/s +Step 36850/44000 | Loss: 2.9212 | LR: 3.30e-05 | 1282.9ms/step | 15.6 samples/s +Step 36860/44000 | Loss: 2.9021 | LR: 3.29e-05 | 1282.6ms/step | 15.6 samples/s +Step 36870/44000 | Loss: 2.9221 | LR: 3.28e-05 | 1283.0ms/step | 15.6 samples/s +Step 36880/44000 | Loss: 2.8951 | LR: 3.27e-05 | 1283.9ms/step | 15.6 samples/s +Step 36890/44000 | Loss: 2.8920 | LR: 3.26e-05 | 1283.0ms/step | 15.6 samples/s +Step 36900/44000 | Loss: 2.8967 | LR: 3.25e-05 | 1282.8ms/step | 15.6 samples/s +Step 36910/44000 | Loss: 2.9127 | LR: 3.24e-05 | 1281.1ms/step | 15.6 samples/s +Step 36920/44000 | Loss: 2.9117 | LR: 3.23e-05 | 1282.7ms/step | 15.6 samples/s +Step 36930/44000 | Loss: 2.8901 | LR: 3.22e-05 | 1283.8ms/step | 15.6 samples/s +Step 36940/44000 | Loss: 2.9298 | LR: 3.22e-05 | 1285.0ms/step | 15.6 samples/s +Step 36950/44000 | Loss: 2.9246 | LR: 3.21e-05 | 1284.1ms/step | 15.6 samples/s +Step 36960/44000 | Loss: 2.9083 | LR: 3.20e-05 | 1284.0ms/step | 15.6 samples/s +Step 36970/44000 | Loss: 2.8899 | LR: 3.19e-05 | 1288.1ms/step | 15.5 samples/s +Step 36980/44000 | Loss: 2.9119 | LR: 3.18e-05 | 1286.6ms/step | 15.5 samples/s +Step 36990/44000 | Loss: 2.9242 | LR: 3.17e-05 | 1289.0ms/step | 15.5 samples/s +Step 37000/44000 | Loss: 2.9336 | LR: 3.16e-05 | 1290.3ms/step | 15.5 samples/s +Validation at step 37000: Loss = 2.9349, Perplexity = 18.82 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-37000 +Step 37010/44000 | Loss: 2.9306 | LR: 3.15e-05 | 3800.0ms/step | 5.3 samples/s +Step 37020/44000 | Loss: 2.9693 | LR: 3.15e-05 | 1294.3ms/step | 15.5 samples/s +Step 37030/44000 | Loss: 2.9348 | LR: 3.14e-05 | 1292.1ms/step | 15.5 samples/s +Step 37040/44000 | Loss: 2.9312 | LR: 3.13e-05 | 1290.8ms/step | 15.5 samples/s +Step 37050/44000 | Loss: 2.9226 | LR: 3.12e-05 | 1290.7ms/step | 15.5 samples/s +Step 37060/44000 | Loss: 2.8915 | LR: 3.11e-05 | 1284.6ms/step | 15.6 samples/s +Step 37070/44000 | Loss: 2.9221 | LR: 3.10e-05 | 1283.9ms/step | 15.6 samples/s +Step 37080/44000 | Loss: 2.9522 | LR: 3.09e-05 | 1284.2ms/step | 15.6 samples/s +Step 37090/44000 | Loss: 2.9311 | LR: 3.08e-05 | 1285.9ms/step | 15.6 samples/s +Step 37100/44000 | Loss: 2.9146 | LR: 3.07e-05 | 1284.5ms/step | 15.6 samples/s +Step 37110/44000 | Loss: 2.9091 | LR: 3.07e-05 | 1285.2ms/step | 15.6 samples/s +Step 37120/44000 | Loss: 2.9321 | LR: 3.06e-05 | 1283.3ms/step | 15.6 samples/s +Step 37130/44000 | Loss: 2.9232 | LR: 3.05e-05 | 1282.7ms/step | 15.6 samples/s +Step 37140/44000 | Loss: 2.9159 | LR: 3.04e-05 | 1284.5ms/step | 15.6 samples/s +Step 37150/44000 | Loss: 2.8788 | LR: 3.03e-05 | 1281.9ms/step | 15.6 samples/s +Step 37160/44000 | Loss: 2.9281 | LR: 3.02e-05 | 1280.9ms/step | 15.6 samples/s +Step 37170/44000 | Loss: 2.9597 | LR: 3.01e-05 | 1284.0ms/step | 15.6 samples/s +Step 37180/44000 | Loss: 2.9127 | LR: 3.01e-05 | 1283.2ms/step | 15.6 samples/s +Step 37190/44000 | Loss: 2.9168 | LR: 3.00e-05 | 1280.8ms/step | 15.6 samples/s +Step 37200/44000 | Loss: 2.9220 | LR: 2.99e-05 | 1280.0ms/step | 15.6 samples/s +Step 37210/44000 | Loss: 2.9356 | LR: 2.98e-05 | 1282.1ms/step | 15.6 samples/s +Step 37220/44000 | Loss: 2.9161 | LR: 2.97e-05 | 1281.9ms/step | 15.6 samples/s +Step 37230/44000 | Loss: 2.9444 | LR: 2.96e-05 | 1281.0ms/step | 15.6 samples/s +Step 37240/44000 | Loss: 2.9206 | LR: 2.95e-05 | 1278.5ms/step | 15.6 samples/s +Step 37250/44000 | Loss: 2.9124 | LR: 2.95e-05 | 1280.1ms/step | 15.6 samples/s +Validation at step 37250: Loss = 2.9348, Perplexity = 18.82 +Step 37260/44000 | Loss: 2.9262 | LR: 2.94e-05 | 3426.3ms/step | 5.8 samples/s +Step 37270/44000 | Loss: 2.9378 | LR: 2.93e-05 | 1281.2ms/step | 15.6 samples/s +Step 37280/44000 | Loss: 2.9179 | LR: 2.92e-05 | 1283.1ms/step | 15.6 samples/s +Step 37290/44000 | Loss: 2.9273 | LR: 2.91e-05 | 1283.5ms/step | 15.6 samples/s +Step 37300/44000 | Loss: 2.9129 | LR: 2.90e-05 | 1280.4ms/step | 15.6 samples/s +Step 37310/44000 | Loss: 2.9163 | LR: 2.89e-05 | 1279.4ms/step | 15.6 samples/s +Step 37320/44000 | Loss: 2.9205 | LR: 2.89e-05 | 1281.3ms/step | 15.6 samples/s +Step 37330/44000 | Loss: 2.9449 | LR: 2.88e-05 | 1282.0ms/step | 15.6 samples/s +Step 37340/44000 | Loss: 2.9172 | LR: 2.87e-05 | 1281.3ms/step | 15.6 samples/s +Step 37350/44000 | Loss: 2.9356 | LR: 2.86e-05 | 1281.7ms/step | 15.6 samples/s +Step 37360/44000 | Loss: 2.9213 | LR: 2.85e-05 | 1280.5ms/step | 15.6 samples/s +Step 37370/44000 | Loss: 2.9228 | LR: 2.84e-05 | 1280.8ms/step | 15.6 samples/s +Step 37380/44000 | Loss: 2.9060 | LR: 2.84e-05 | 1280.2ms/step | 15.6 samples/s +Step 37390/44000 | Loss: 2.9036 | LR: 2.83e-05 | 1280.4ms/step | 15.6 samples/s +Step 37400/44000 | Loss: 2.9083 | LR: 2.82e-05 | 1282.6ms/step | 15.6 samples/s +Step 37410/44000 | Loss: 2.9034 | LR: 2.81e-05 | 1285.9ms/step | 15.6 samples/s +Step 37420/44000 | Loss: 2.9337 | LR: 2.80e-05 | 1282.3ms/step | 15.6 samples/s +Step 37430/44000 | Loss: 2.8944 | LR: 2.79e-05 | 1285.9ms/step | 15.6 samples/s +Step 37440/44000 | Loss: 2.9073 | LR: 2.78e-05 | 1283.4ms/step | 15.6 samples/s +Step 37450/44000 | Loss: 2.9211 | LR: 2.78e-05 | 1285.9ms/step | 15.6 samples/s +Step 37460/44000 | Loss: 2.9344 | LR: 2.77e-05 | 1286.7ms/step | 15.5 samples/s +Step 37470/44000 | Loss: 2.9185 | LR: 2.76e-05 | 1281.0ms/step | 15.6 samples/s +Step 37480/44000 | Loss: 2.9294 | LR: 2.75e-05 | 1282.9ms/step | 15.6 samples/s +Step 37490/44000 | Loss: 2.9142 | LR: 2.74e-05 | 1287.0ms/step | 15.5 samples/s +Step 37500/44000 | Loss: 2.9185 | LR: 2.74e-05 | 1291.5ms/step | 15.5 samples/s +Validation at step 37500: Loss = 2.9348, Perplexity = 18.82 +Step 37510/44000 | Loss: 2.9392 | LR: 2.73e-05 | 3434.3ms/step | 5.8 samples/s +Step 37520/44000 | Loss: 2.8930 | LR: 2.72e-05 | 1285.3ms/step | 15.6 samples/s +Step 37530/44000 | Loss: 2.9580 | LR: 2.71e-05 | 1283.8ms/step | 15.6 samples/s +Step 37540/44000 | Loss: 2.9274 | LR: 2.70e-05 | 1286.9ms/step | 15.5 samples/s +Step 37550/44000 | Loss: 2.9203 | LR: 2.69e-05 | 1287.1ms/step | 15.5 samples/s +Step 37560/44000 | Loss: 2.9385 | LR: 2.69e-05 | 1284.7ms/step | 15.6 samples/s +Step 37570/44000 | Loss: 2.9190 | LR: 2.68e-05 | 1286.0ms/step | 15.6 samples/s +Step 37580/44000 | Loss: 2.9101 | LR: 2.67e-05 | 1285.1ms/step | 15.6 samples/s +Step 37590/44000 | Loss: 2.9117 | LR: 2.66e-05 | 1282.1ms/step | 15.6 samples/s +Step 37600/44000 | Loss: 2.9175 | LR: 2.65e-05 | 1285.1ms/step | 15.6 samples/s +Step 37610/44000 | Loss: 2.9073 | LR: 2.65e-05 | 1283.7ms/step | 15.6 samples/s +Step 37620/44000 | Loss: 2.9307 | LR: 2.64e-05 | 1283.9ms/step | 15.6 samples/s +Step 37630/44000 | Loss: 2.8857 | LR: 2.63e-05 | 1285.7ms/step | 15.6 samples/s +Step 37640/44000 | Loss: 2.9354 | LR: 2.62e-05 | 1286.0ms/step | 15.6 samples/s +Step 37650/44000 | Loss: 2.9055 | LR: 2.61e-05 | 1286.8ms/step | 15.5 samples/s +Step 37660/44000 | Loss: 2.9445 | LR: 2.60e-05 | 1285.8ms/step | 15.6 samples/s +Step 37670/44000 | Loss: 2.9252 | LR: 2.60e-05 | 1284.2ms/step | 15.6 samples/s +Step 37680/44000 | Loss: 2.9370 | LR: 2.59e-05 | 1283.6ms/step | 15.6 samples/s +Step 37690/44000 | Loss: 2.9120 | LR: 2.58e-05 | 1284.4ms/step | 15.6 samples/s +Step 37700/44000 | Loss: 2.9098 | LR: 2.57e-05 | 1282.7ms/step | 15.6 samples/s +Step 37710/44000 | Loss: 2.9013 | LR: 2.56e-05 | 1284.5ms/step | 15.6 samples/s +Step 37720/44000 | Loss: 2.9359 | LR: 2.56e-05 | 1285.7ms/step | 15.6 samples/s +Step 37730/44000 | Loss: 2.9079 | LR: 2.55e-05 | 1285.8ms/step | 15.6 samples/s +Step 37740/44000 | Loss: 2.9195 | LR: 2.54e-05 | 1284.3ms/step | 15.6 samples/s +Step 37750/44000 | Loss: 2.9033 | LR: 2.53e-05 | 1285.8ms/step | 15.6 samples/s +Validation at step 37750: Loss = 2.9347, Perplexity = 18.82 +Step 37760/44000 | Loss: 2.9254 | LR: 2.52e-05 | 3428.2ms/step | 5.8 samples/s +Step 37770/44000 | Loss: 2.8999 | LR: 2.52e-05 | 1284.8ms/step | 15.6 samples/s +Step 37780/44000 | Loss: 2.9056 | LR: 2.51e-05 | 1283.2ms/step | 15.6 samples/s +Step 37790/44000 | Loss: 2.9398 | LR: 2.50e-05 | 1284.1ms/step | 15.6 samples/s +Step 37800/44000 | Loss: 2.9106 | LR: 2.49e-05 | 1284.5ms/step | 15.6 samples/s +Step 37810/44000 | Loss: 2.8833 | LR: 2.48e-05 | 1283.4ms/step | 15.6 samples/s +Step 37820/44000 | Loss: 2.9428 | LR: 2.48e-05 | 1282.4ms/step | 15.6 samples/s +Step 37830/44000 | Loss: 2.9415 | LR: 2.47e-05 | 1282.9ms/step | 15.6 samples/s +Step 37840/44000 | Loss: 2.9265 | LR: 2.46e-05 | 1282.6ms/step | 15.6 samples/s +Step 37850/44000 | Loss: 2.9074 | LR: 2.45e-05 | 1283.0ms/step | 15.6 samples/s +Step 37860/44000 | Loss: 2.8859 | LR: 2.45e-05 | 1283.5ms/step | 15.6 samples/s +Step 37870/44000 | Loss: 2.9109 | LR: 2.44e-05 | 1287.6ms/step | 15.5 samples/s +Step 37880/44000 | Loss: 2.9081 | LR: 2.43e-05 | 1291.6ms/step | 15.5 samples/s +Step 37890/44000 | Loss: 2.9305 | LR: 2.42e-05 | 1289.0ms/step | 15.5 samples/s +Step 37900/44000 | Loss: 2.9340 | LR: 2.41e-05 | 1285.1ms/step | 15.6 samples/s +Step 37910/44000 | Loss: 2.9186 | LR: 2.41e-05 | 1283.3ms/step | 15.6 samples/s +Step 37920/44000 | Loss: 2.9385 | LR: 2.40e-05 | 1283.3ms/step | 15.6 samples/s +Step 37930/44000 | Loss: 2.9156 | LR: 2.39e-05 | 1283.7ms/step | 15.6 samples/s +Step 37940/44000 | Loss: 2.9263 | LR: 2.38e-05 | 1281.5ms/step | 15.6 samples/s +Step 37950/44000 | Loss: 2.9412 | LR: 2.38e-05 | 1279.6ms/step | 15.6 samples/s +Step 37960/44000 | Loss: 2.9579 | LR: 2.37e-05 | 1282.0ms/step | 15.6 samples/s +Step 37970/44000 | Loss: 2.9170 | LR: 2.36e-05 | 1284.8ms/step | 15.6 samples/s +Step 37980/44000 | Loss: 2.9480 | LR: 2.35e-05 | 1282.3ms/step | 15.6 samples/s +Step 37990/44000 | Loss: 2.9157 | LR: 2.34e-05 | 1284.2ms/step | 15.6 samples/s +Step 38000/44000 | Loss: 2.9204 | LR: 2.34e-05 | 1283.6ms/step | 15.6 samples/s +Validation at step 38000: Loss = 2.9346, Perplexity = 18.81 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-38000 +Step 38010/44000 | Loss: 2.8718 | LR: 2.33e-05 | 3729.5ms/step | 5.4 samples/s +Step 38020/44000 | Loss: 2.9046 | LR: 2.32e-05 | 1284.4ms/step | 15.6 samples/s +Step 38030/44000 | Loss: 2.8731 | LR: 2.31e-05 | 1283.1ms/step | 15.6 samples/s +Step 38040/44000 | Loss: 2.9437 | LR: 2.31e-05 | 1283.6ms/step | 15.6 samples/s +Step 38050/44000 | Loss: 2.9277 | LR: 2.30e-05 | 1281.1ms/step | 15.6 samples/s +Step 38060/44000 | Loss: 2.9319 | LR: 2.29e-05 | 1282.9ms/step | 15.6 samples/s +Step 38070/44000 | Loss: 2.9051 | LR: 2.28e-05 | 1282.5ms/step | 15.6 samples/s +Step 38080/44000 | Loss: 2.9186 | LR: 2.28e-05 | 1285.5ms/step | 15.6 samples/s +Step 38090/44000 | Loss: 2.9301 | LR: 2.27e-05 | 1283.3ms/step | 15.6 samples/s +Step 38100/44000 | Loss: 2.9137 | LR: 2.26e-05 | 1285.2ms/step | 15.6 samples/s +Step 38110/44000 | Loss: 2.9252 | LR: 2.25e-05 | 1285.6ms/step | 15.6 samples/s +Step 38120/44000 | Loss: 2.9361 | LR: 2.25e-05 | 1278.7ms/step | 15.6 samples/s +Step 38130/44000 | Loss: 2.9126 | LR: 2.24e-05 | 1280.2ms/step | 15.6 samples/s +Step 38140/44000 | Loss: 2.9371 | LR: 2.23e-05 | 1278.9ms/step | 15.6 samples/s +Step 38150/44000 | Loss: 2.9563 | LR: 2.22e-05 | 1280.6ms/step | 15.6 samples/s +Step 38160/44000 | Loss: 2.9611 | LR: 2.22e-05 | 1278.3ms/step | 15.6 samples/s +Step 38170/44000 | Loss: 2.9242 | LR: 2.21e-05 | 1280.2ms/step | 15.6 samples/s +Step 38180/44000 | Loss: 2.9517 | LR: 2.20e-05 | 1281.9ms/step | 15.6 samples/s +Step 38190/44000 | Loss: 2.8945 | LR: 2.19e-05 | 1282.6ms/step | 15.6 samples/s +Step 38200/44000 | Loss: 2.9242 | LR: 2.19e-05 | 1283.8ms/step | 15.6 samples/s +Step 38210/44000 | Loss: 2.9232 | LR: 2.18e-05 | 1285.5ms/step | 15.6 samples/s +Step 38220/44000 | Loss: 2.9408 | LR: 2.17e-05 | 1284.5ms/step | 15.6 samples/s +Step 38230/44000 | Loss: 2.9274 | LR: 2.16e-05 | 1283.0ms/step | 15.6 samples/s +Step 38240/44000 | Loss: 2.9279 | LR: 2.16e-05 | 1283.0ms/step | 15.6 samples/s +Step 38250/44000 | Loss: 2.9281 | LR: 2.15e-05 | 1283.3ms/step | 15.6 samples/s +Validation at step 38250: Loss = 2.9346, Perplexity = 18.81 +Step 38260/44000 | Loss: 2.9012 | LR: 2.14e-05 | 3430.6ms/step | 5.8 samples/s +Step 38270/44000 | Loss: 2.9322 | LR: 2.13e-05 | 1283.9ms/step | 15.6 samples/s +Step 38280/44000 | Loss: 2.8912 | LR: 2.13e-05 | 1284.0ms/step | 15.6 samples/s +Step 38290/44000 | Loss: 2.8980 | LR: 2.12e-05 | 1285.3ms/step | 15.6 samples/s +Step 38300/44000 | Loss: 2.9334 | LR: 2.11e-05 | 1285.1ms/step | 15.6 samples/s +Step 38310/44000 | Loss: 2.9047 | LR: 2.11e-05 | 1285.5ms/step | 15.6 samples/s +Step 38320/44000 | Loss: 2.9193 | LR: 2.10e-05 | 1294.1ms/step | 15.5 samples/s +Step 38330/44000 | Loss: 2.9392 | LR: 2.09e-05 | 1294.1ms/step | 15.5 samples/s +Step 38340/44000 | Loss: 2.8875 | LR: 2.08e-05 | 1297.4ms/step | 15.4 samples/s +Step 38350/44000 | Loss: 2.9177 | LR: 2.08e-05 | 1293.5ms/step | 15.5 samples/s +Step 38360/44000 | Loss: 2.9240 | LR: 2.07e-05 | 1283.0ms/step | 15.6 samples/s +Step 38370/44000 | Loss: 2.9327 | LR: 2.06e-05 | 1285.9ms/step | 15.6 samples/s +Step 38380/44000 | Loss: 2.9357 | LR: 2.05e-05 | 1288.2ms/step | 15.5 samples/s +Step 38390/44000 | Loss: 2.9150 | LR: 2.05e-05 | 1284.5ms/step | 15.6 samples/s +Step 38400/44000 | Loss: 2.9358 | LR: 2.04e-05 | 1282.5ms/step | 15.6 samples/s +Step 38410/44000 | Loss: 2.9177 | LR: 2.03e-05 | 1285.5ms/step | 15.6 samples/s +Step 38420/44000 | Loss: 2.9280 | LR: 2.03e-05 | 1283.0ms/step | 15.6 samples/s +Step 38430/44000 | Loss: 2.9320 | LR: 2.02e-05 | 1282.0ms/step | 15.6 samples/s +Step 38440/44000 | Loss: 2.8858 | LR: 2.01e-05 | 1282.0ms/step | 15.6 samples/s +Step 38450/44000 | Loss: 2.9217 | LR: 2.00e-05 | 1279.7ms/step | 15.6 samples/s +Step 38460/44000 | Loss: 2.9212 | LR: 2.00e-05 | 1280.9ms/step | 15.6 samples/s +Step 38470/44000 | Loss: 2.9163 | LR: 1.99e-05 | 1278.8ms/step | 15.6 samples/s +Step 38480/44000 | Loss: 2.9409 | LR: 1.98e-05 | 1279.8ms/step | 15.6 samples/s +Step 38490/44000 | Loss: 2.9275 | LR: 1.98e-05 | 1279.7ms/step | 15.6 samples/s +Step 38500/44000 | Loss: 2.9283 | LR: 1.97e-05 | 1279.4ms/step | 15.6 samples/s +Validation at step 38500: Loss = 2.9345, Perplexity = 18.81 +Step 38510/44000 | Loss: 2.9212 | LR: 1.96e-05 | 3426.2ms/step | 5.8 samples/s +Step 38520/44000 | Loss: 2.8982 | LR: 1.95e-05 | 1281.0ms/step | 15.6 samples/s +Step 38530/44000 | Loss: 2.9212 | LR: 1.95e-05 | 1279.9ms/step | 15.6 samples/s +Step 38540/44000 | Loss: 2.9322 | LR: 1.94e-05 | 1284.1ms/step | 15.6 samples/s +Step 38550/44000 | Loss: 2.9411 | LR: 1.93e-05 | 1283.3ms/step | 15.6 samples/s +Step 38560/44000 | Loss: 2.9241 | LR: 1.93e-05 | 1283.1ms/step | 15.6 samples/s +Step 38570/44000 | Loss: 2.9161 | LR: 1.92e-05 | 1284.8ms/step | 15.6 samples/s +Step 38580/44000 | Loss: 2.8975 | LR: 1.91e-05 | 1287.1ms/step | 15.5 samples/s +Step 38590/44000 | Loss: 2.9269 | LR: 1.91e-05 | 1287.2ms/step | 15.5 samples/s +Step 38600/44000 | Loss: 2.9037 | LR: 1.90e-05 | 1287.2ms/step | 15.5 samples/s +Step 38610/44000 | Loss: 2.9085 | LR: 1.89e-05 | 1288.0ms/step | 15.5 samples/s +Step 38620/44000 | Loss: 2.9288 | LR: 1.88e-05 | 1287.2ms/step | 15.5 samples/s +Step 38630/44000 | Loss: 2.9045 | LR: 1.88e-05 | 1287.9ms/step | 15.5 samples/s +Step 38640/44000 | Loss: 2.9448 | LR: 1.87e-05 | 1288.0ms/step | 15.5 samples/s +Step 38650/44000 | Loss: 2.8998 | LR: 1.86e-05 | 1288.7ms/step | 15.5 samples/s +Step 38660/44000 | Loss: 2.9101 | LR: 1.86e-05 | 1287.1ms/step | 15.5 samples/s +Step 38670/44000 | Loss: 2.9248 | LR: 1.85e-05 | 1286.1ms/step | 15.6 samples/s +Step 38680/44000 | Loss: 2.9480 | LR: 1.84e-05 | 1283.1ms/step | 15.6 samples/s +Step 38690/44000 | Loss: 2.9225 | LR: 1.84e-05 | 1284.0ms/step | 15.6 samples/s +Step 38700/44000 | Loss: 2.9401 | LR: 1.83e-05 | 1283.9ms/step | 15.6 samples/s +Step 38710/44000 | Loss: 2.9251 | LR: 1.82e-05 | 1285.1ms/step | 15.6 samples/s +Step 38720/44000 | Loss: 2.8983 | LR: 1.82e-05 | 1283.7ms/step | 15.6 samples/s +Step 38730/44000 | Loss: 2.9143 | LR: 1.81e-05 | 1284.9ms/step | 15.6 samples/s +Step 38740/44000 | Loss: 2.9354 | LR: 1.80e-05 | 1286.1ms/step | 15.6 samples/s +Step 38750/44000 | Loss: 2.9179 | LR: 1.80e-05 | 1286.7ms/step | 15.5 samples/s +Validation at step 38750: Loss = 2.9344, Perplexity = 18.81 +Step 38760/44000 | Loss: 2.9278 | LR: 1.79e-05 | 3453.3ms/step | 5.8 samples/s +Step 38770/44000 | Loss: 2.9162 | LR: 1.78e-05 | 1285.8ms/step | 15.6 samples/s +Step 38780/44000 | Loss: 2.9074 | LR: 1.78e-05 | 1282.5ms/step | 15.6 samples/s +Step 38790/44000 | Loss: 2.9392 | LR: 1.77e-05 | 1284.1ms/step | 15.6 samples/s +Step 38800/44000 | Loss: 2.9060 | LR: 1.76e-05 | 1284.3ms/step | 15.6 samples/s +Step 38810/44000 | Loss: 2.8898 | LR: 1.76e-05 | 1282.0ms/step | 15.6 samples/s +Step 38820/44000 | Loss: 2.9263 | LR: 1.75e-05 | 1285.3ms/step | 15.6 samples/s +Step 38830/44000 | Loss: 2.9258 | LR: 1.74e-05 | 1284.7ms/step | 15.6 samples/s +Step 38840/44000 | Loss: 2.8906 | LR: 1.74e-05 | 1292.5ms/step | 15.5 samples/s +Step 38850/44000 | Loss: 2.9278 | LR: 1.73e-05 | 1289.9ms/step | 15.5 samples/s +Step 38860/44000 | Loss: 2.9159 | LR: 1.72e-05 | 1286.8ms/step | 15.5 samples/s +Step 38870/44000 | Loss: 2.9333 | LR: 1.72e-05 | 1283.9ms/step | 15.6 samples/s +Step 38880/44000 | Loss: 2.9327 | LR: 1.71e-05 | 1282.2ms/step | 15.6 samples/s +Step 38890/44000 | Loss: 2.9200 | LR: 1.70e-05 | 1282.4ms/step | 15.6 samples/s +Step 38900/44000 | Loss: 2.9173 | LR: 1.70e-05 | 1284.8ms/step | 15.6 samples/s +Step 38910/44000 | Loss: 2.9395 | LR: 1.69e-05 | 1280.4ms/step | 15.6 samples/s +Step 38920/44000 | Loss: 2.9210 | LR: 1.68e-05 | 1281.2ms/step | 15.6 samples/s +Step 38930/44000 | Loss: 2.8997 | LR: 1.68e-05 | 1285.2ms/step | 15.6 samples/s +Step 38940/44000 | Loss: 2.9063 | LR: 1.67e-05 | 1285.6ms/step | 15.6 samples/s +Step 38950/44000 | Loss: 2.8938 | LR: 1.66e-05 | 1286.1ms/step | 15.6 samples/s +Step 38960/44000 | Loss: 2.9110 | LR: 1.66e-05 | 1284.8ms/step | 15.6 samples/s +Step 38970/44000 | Loss: 2.9262 | LR: 1.65e-05 | 1284.8ms/step | 15.6 samples/s +Step 38980/44000 | Loss: 2.9005 | LR: 1.64e-05 | 1282.6ms/step | 15.6 samples/s +Step 38990/44000 | Loss: 2.9314 | LR: 1.64e-05 | 1286.5ms/step | 15.5 samples/s +Step 39000/44000 | Loss: 2.9191 | LR: 1.63e-05 | 1284.8ms/step | 15.6 samples/s +Validation at step 39000: Loss = 2.9344, Perplexity = 18.81 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-39000 +Step 39010/44000 | Loss: 2.9561 | LR: 1.62e-05 | 3726.8ms/step | 5.4 samples/s +Step 39020/44000 | Loss: 2.9090 | LR: 1.62e-05 | 1285.1ms/step | 15.6 samples/s +Step 39030/44000 | Loss: 2.9469 | LR: 1.61e-05 | 1283.5ms/step | 15.6 samples/s +Step 39040/44000 | Loss: 2.9002 | LR: 1.61e-05 | 1284.3ms/step | 15.6 samples/s +Step 39050/44000 | Loss: 2.9086 | LR: 1.60e-05 | 1284.9ms/step | 15.6 samples/s +Step 39060/44000 | Loss: 2.9208 | LR: 1.59e-05 | 1284.2ms/step | 15.6 samples/s +Step 39070/44000 | Loss: 2.8981 | LR: 1.59e-05 | 1284.1ms/step | 15.6 samples/s +Step 39080/44000 | Loss: 2.9283 | LR: 1.58e-05 | 1282.9ms/step | 15.6 samples/s +Step 39090/44000 | Loss: 2.8898 | LR: 1.57e-05 | 1282.8ms/step | 15.6 samples/s +Step 39100/44000 | Loss: 2.8949 | LR: 1.57e-05 | 1281.9ms/step | 15.6 samples/s +Step 39110/44000 | Loss: 2.9324 | LR: 1.56e-05 | 1283.1ms/step | 15.6 samples/s +Step 39120/44000 | Loss: 2.9243 | LR: 1.55e-05 | 1281.0ms/step | 15.6 samples/s +Step 39130/44000 | Loss: 2.8939 | LR: 1.55e-05 | 1280.7ms/step | 15.6 samples/s +Step 39140/44000 | Loss: 2.9129 | LR: 1.54e-05 | 1281.0ms/step | 15.6 samples/s +Step 39150/44000 | Loss: 2.9261 | LR: 1.54e-05 | 1281.4ms/step | 15.6 samples/s +Step 39160/44000 | Loss: 2.9534 | LR: 1.53e-05 | 1280.4ms/step | 15.6 samples/s +Step 39170/44000 | Loss: 2.9289 | LR: 1.52e-05 | 1283.6ms/step | 15.6 samples/s +Step 39180/44000 | Loss: 2.9314 | LR: 1.52e-05 | 1285.6ms/step | 15.6 samples/s +Step 39190/44000 | Loss: 2.8739 | LR: 1.51e-05 | 1283.2ms/step | 15.6 samples/s +Step 39200/44000 | Loss: 2.8978 | LR: 1.50e-05 | 1283.9ms/step | 15.6 samples/s +Step 39210/44000 | Loss: 2.8866 | LR: 1.50e-05 | 1282.2ms/step | 15.6 samples/s +Step 39220/44000 | Loss: 2.9248 | LR: 1.49e-05 | 1283.6ms/step | 15.6 samples/s +Step 39230/44000 | Loss: 2.9100 | LR: 1.49e-05 | 1285.1ms/step | 15.6 samples/s +Step 39240/44000 | Loss: 2.9129 | LR: 1.48e-05 | 1285.1ms/step | 15.6 samples/s +Step 39250/44000 | Loss: 2.9108 | LR: 1.47e-05 | 1284.9ms/step | 15.6 samples/s +Validation at step 39250: Loss = 2.9344, Perplexity = 18.81 +Step 39260/44000 | Loss: 2.9099 | LR: 1.47e-05 | 3431.5ms/step | 5.8 samples/s +Step 39270/44000 | Loss: 2.9029 | LR: 1.46e-05 | 1284.7ms/step | 15.6 samples/s +Step 39280/44000 | Loss: 2.9151 | LR: 1.46e-05 | 1284.6ms/step | 15.6 samples/s +Step 39290/44000 | Loss: 2.9134 | LR: 1.45e-05 | 1284.4ms/step | 15.6 samples/s +Step 39300/44000 | Loss: 2.9128 | LR: 1.44e-05 | 1282.4ms/step | 15.6 samples/s +Step 39310/44000 | Loss: 2.9039 | LR: 1.44e-05 | 1280.9ms/step | 15.6 samples/s +Step 39320/44000 | Loss: 2.8811 | LR: 1.43e-05 | 1279.9ms/step | 15.6 samples/s +Step 39330/44000 | Loss: 2.9244 | LR: 1.42e-05 | 1282.3ms/step | 15.6 samples/s +Step 39340/44000 | Loss: 2.9217 | LR: 1.42e-05 | 1284.6ms/step | 15.6 samples/s +Step 39350/44000 | Loss: 2.9147 | LR: 1.41e-05 | 1283.9ms/step | 15.6 samples/s +Step 39360/44000 | Loss: 2.9540 | LR: 1.41e-05 | 1282.5ms/step | 15.6 samples/s +Step 39370/44000 | Loss: 2.8982 | LR: 1.40e-05 | 1283.0ms/step | 15.6 samples/s +Step 39380/44000 | Loss: 2.9366 | LR: 1.39e-05 | 1282.8ms/step | 15.6 samples/s +Step 39390/44000 | Loss: 2.9206 | LR: 1.39e-05 | 1283.4ms/step | 15.6 samples/s +Step 39400/44000 | Loss: 2.9091 | LR: 1.38e-05 | 1284.5ms/step | 15.6 samples/s +Step 39410/44000 | Loss: 2.9197 | LR: 1.38e-05 | 1288.5ms/step | 15.5 samples/s +Step 39420/44000 | Loss: 2.9435 | LR: 1.37e-05 | 1287.9ms/step | 15.5 samples/s +Step 39430/44000 | Loss: 2.9384 | LR: 1.36e-05 | 1287.0ms/step | 15.5 samples/s +Step 39440/44000 | Loss: 2.9058 | LR: 1.36e-05 | 1286.9ms/step | 15.5 samples/s +Step 39450/44000 | Loss: 2.9400 | LR: 1.35e-05 | 1285.8ms/step | 15.6 samples/s +Step 39460/44000 | Loss: 2.9012 | LR: 1.35e-05 | 1287.4ms/step | 15.5 samples/s +Step 39470/44000 | Loss: 2.9067 | LR: 1.34e-05 | 1285.6ms/step | 15.6 samples/s +Step 39480/44000 | Loss: 2.9297 | LR: 1.34e-05 | 1284.5ms/step | 15.6 samples/s +Step 39490/44000 | Loss: 2.9300 | LR: 1.33e-05 | 1290.8ms/step | 15.5 samples/s +Step 39500/44000 | Loss: 2.9128 | LR: 1.32e-05 | 1290.8ms/step | 15.5 samples/s +Validation at step 39500: Loss = 2.9343, Perplexity = 18.81 +Step 39510/44000 | Loss: 2.8970 | LR: 1.32e-05 | 3432.3ms/step | 5.8 samples/s +Step 39520/44000 | Loss: 2.8968 | LR: 1.31e-05 | 1281.9ms/step | 15.6 samples/s +Step 39530/44000 | Loss: 2.9175 | LR: 1.31e-05 | 1284.4ms/step | 15.6 samples/s +Step 39540/44000 | Loss: 2.9205 | LR: 1.30e-05 | 1281.7ms/step | 15.6 samples/s +Step 39550/44000 | Loss: 2.9134 | LR: 1.29e-05 | 1281.9ms/step | 15.6 samples/s +Step 39560/44000 | Loss: 2.9268 | LR: 1.29e-05 | 1283.2ms/step | 15.6 samples/s +Step 39570/44000 | Loss: 2.8723 | LR: 1.28e-05 | 1282.1ms/step | 15.6 samples/s +Step 39580/44000 | Loss: 2.9150 | LR: 1.28e-05 | 1281.7ms/step | 15.6 samples/s +Step 39590/44000 | Loss: 2.9040 | LR: 1.27e-05 | 1283.7ms/step | 15.6 samples/s +Step 39600/44000 | Loss: 2.9110 | LR: 1.27e-05 | 1283.3ms/step | 15.6 samples/s +Step 39610/44000 | Loss: 2.9148 | LR: 1.26e-05 | 1282.9ms/step | 15.6 samples/s +Step 39620/44000 | Loss: 2.9216 | LR: 1.25e-05 | 1285.7ms/step | 15.6 samples/s +Step 39630/44000 | Loss: 2.9211 | LR: 1.25e-05 | 1282.5ms/step | 15.6 samples/s +Step 39640/44000 | Loss: 2.9241 | LR: 1.24e-05 | 1282.2ms/step | 15.6 samples/s +Step 39650/44000 | Loss: 2.9236 | LR: 1.24e-05 | 1282.7ms/step | 15.6 samples/s +Step 39660/44000 | Loss: 2.9102 | LR: 1.23e-05 | 1283.1ms/step | 15.6 samples/s +Step 39670/44000 | Loss: 2.9005 | LR: 1.23e-05 | 1284.8ms/step | 15.6 samples/s +Step 39680/44000 | Loss: 2.9322 | LR: 1.22e-05 | 1291.2ms/step | 15.5 samples/s +Step 39690/44000 | Loss: 2.9322 | LR: 1.22e-05 | 1293.6ms/step | 15.5 samples/s +Step 39700/44000 | Loss: 2.9237 | LR: 1.21e-05 | 1293.4ms/step | 15.5 samples/s +Step 39710/44000 | Loss: 2.9591 | LR: 1.20e-05 | 1290.2ms/step | 15.5 samples/s +Step 39720/44000 | Loss: 2.9300 | LR: 1.20e-05 | 1292.1ms/step | 15.5 samples/s +Step 39730/44000 | Loss: 2.9263 | LR: 1.19e-05 | 1289.8ms/step | 15.5 samples/s +Step 39740/44000 | Loss: 2.9301 | LR: 1.19e-05 | 1287.1ms/step | 15.5 samples/s +Step 39750/44000 | Loss: 2.9465 | LR: 1.18e-05 | 1298.4ms/step | 15.4 samples/s +Validation at step 39750: Loss = 2.9343, Perplexity = 18.81 +Step 39760/44000 | Loss: 2.9496 | LR: 1.18e-05 | 3480.1ms/step | 5.7 samples/s +Step 39770/44000 | Loss: 2.9148 | LR: 1.17e-05 | 1288.2ms/step | 15.5 samples/s +Step 39780/44000 | Loss: 2.9164 | LR: 1.17e-05 | 1287.8ms/step | 15.5 samples/s +Step 39790/44000 | Loss: 2.9030 | LR: 1.16e-05 | 1285.6ms/step | 15.6 samples/s +Step 39800/44000 | Loss: 2.9189 | LR: 1.15e-05 | 1285.4ms/step | 15.6 samples/s +Step 39810/44000 | Loss: 2.9041 | LR: 1.15e-05 | 1284.5ms/step | 15.6 samples/s +Step 39820/44000 | Loss: 2.9150 | LR: 1.14e-05 | 1280.7ms/step | 15.6 samples/s +Step 39830/44000 | Loss: 2.9249 | LR: 1.14e-05 | 1281.6ms/step | 15.6 samples/s +Step 39840/44000 | Loss: 2.9389 | LR: 1.13e-05 | 1279.9ms/step | 15.6 samples/s +Step 39850/44000 | Loss: 2.9308 | LR: 1.13e-05 | 1280.0ms/step | 15.6 samples/s +Step 39860/44000 | Loss: 2.9218 | LR: 1.12e-05 | 1280.5ms/step | 15.6 samples/s +Step 39870/44000 | Loss: 2.9142 | LR: 1.12e-05 | 1281.9ms/step | 15.6 samples/s +Step 39880/44000 | Loss: 2.8921 | LR: 1.11e-05 | 1282.3ms/step | 15.6 samples/s +Step 39890/44000 | Loss: 2.9077 | LR: 1.11e-05 | 1280.1ms/step | 15.6 samples/s +Step 39900/44000 | Loss: 2.9219 | LR: 1.10e-05 | 1279.0ms/step | 15.6 samples/s +Step 39910/44000 | Loss: 2.8901 | LR: 1.10e-05 | 1282.5ms/step | 15.6 samples/s +Step 39920/44000 | Loss: 2.9481 | LR: 1.09e-05 | 1283.9ms/step | 15.6 samples/s +Step 39930/44000 | Loss: 2.9198 | LR: 1.08e-05 | 1282.9ms/step | 15.6 samples/s +Step 39940/44000 | Loss: 2.9432 | LR: 1.08e-05 | 1283.6ms/step | 15.6 samples/s +Step 39950/44000 | Loss: 2.9044 | LR: 1.07e-05 | 1281.1ms/step | 15.6 samples/s +Step 39960/44000 | Loss: 2.9220 | LR: 1.07e-05 | 1279.9ms/step | 15.6 samples/s +Step 39970/44000 | Loss: 2.9191 | LR: 1.06e-05 | 1281.0ms/step | 15.6 samples/s +Step 39980/44000 | Loss: 2.9080 | LR: 1.06e-05 | 1282.2ms/step | 15.6 samples/s +Step 39990/44000 | Loss: 2.9324 | LR: 1.05e-05 | 1284.1ms/step | 15.6 samples/s +Step 40000/44000 | Loss: 2.9018 | LR: 1.05e-05 | 1280.7ms/step | 15.6 samples/s +Validation at step 40000: Loss = 2.9343, Perplexity = 18.81 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-40000 +Step 40010/44000 | Loss: 2.9220 | LR: 1.04e-05 | 3723.9ms/step | 5.4 samples/s +Step 40020/44000 | Loss: 2.9222 | LR: 1.04e-05 | 1282.5ms/step | 15.6 samples/s +Step 40030/44000 | Loss: 2.9328 | LR: 1.03e-05 | 1280.7ms/step | 15.6 samples/s +Step 40040/44000 | Loss: 2.9129 | LR: 1.03e-05 | 1280.1ms/step | 15.6 samples/s +Step 40050/44000 | Loss: 2.8966 | LR: 1.02e-05 | 1279.4ms/step | 15.6 samples/s +Step 40060/44000 | Loss: 2.9031 | LR: 1.02e-05 | 1280.5ms/step | 15.6 samples/s +Step 40070/44000 | Loss: 2.9265 | LR: 1.01e-05 | 1283.3ms/step | 15.6 samples/s +Step 40080/44000 | Loss: 2.9292 | LR: 1.01e-05 | 1283.6ms/step | 15.6 samples/s +Step 40090/44000 | Loss: 2.9104 | LR: 1.00e-05 | 1282.4ms/step | 15.6 samples/s +Step 40100/44000 | Loss: 2.9193 | LR: 9.96e-06 | 1280.0ms/step | 15.6 samples/s +Step 40110/44000 | Loss: 2.9188 | LR: 9.91e-06 | 1285.4ms/step | 15.6 samples/s +Step 40120/44000 | Loss: 2.9331 | LR: 9.86e-06 | 1282.8ms/step | 15.6 samples/s +Step 40130/44000 | Loss: 2.9262 | LR: 9.81e-06 | 1280.1ms/step | 15.6 samples/s +Step 40140/44000 | Loss: 2.9315 | LR: 9.76e-06 | 1284.8ms/step | 15.6 samples/s +Step 40150/44000 | Loss: 2.8912 | LR: 9.71e-06 | 1286.8ms/step | 15.5 samples/s +Step 40160/44000 | Loss: 2.8987 | LR: 9.66e-06 | 1285.9ms/step | 15.6 samples/s +Step 40170/44000 | Loss: 2.9042 | LR: 9.61e-06 | 1286.9ms/step | 15.5 samples/s +Step 40180/44000 | Loss: 2.9432 | LR: 9.56e-06 | 1287.0ms/step | 15.5 samples/s +Step 40190/44000 | Loss: 2.9187 | LR: 9.51e-06 | 1286.8ms/step | 15.5 samples/s +Step 40200/44000 | Loss: 2.9504 | LR: 9.46e-06 | 1294.4ms/step | 15.5 samples/s +Step 40210/44000 | Loss: 2.9165 | LR: 9.41e-06 | 1288.7ms/step | 15.5 samples/s +Step 40220/44000 | Loss: 2.9356 | LR: 9.36e-06 | 1289.7ms/step | 15.5 samples/s +Step 40230/44000 | Loss: 2.9080 | LR: 9.32e-06 | 1285.3ms/step | 15.6 samples/s +Step 40240/44000 | Loss: 2.9177 | LR: 9.27e-06 | 1277.8ms/step | 15.7 samples/s +Step 40250/44000 | Loss: 2.8806 | LR: 9.22e-06 | 1277.8ms/step | 15.7 samples/s +Validation at step 40250: Loss = 2.9343, Perplexity = 18.81 +Step 40260/44000 | Loss: 2.9101 | LR: 9.17e-06 | 3415.8ms/step | 5.9 samples/s +Step 40270/44000 | Loss: 2.9268 | LR: 9.12e-06 | 1279.8ms/step | 15.6 samples/s +Step 40280/44000 | Loss: 2.9233 | LR: 9.07e-06 | 1278.0ms/step | 15.6 samples/s +Step 40290/44000 | Loss: 2.8982 | LR: 9.02e-06 | 1279.0ms/step | 15.6 samples/s +Step 40300/44000 | Loss: 2.9240 | LR: 8.97e-06 | 1280.1ms/step | 15.6 samples/s +Step 40310/44000 | Loss: 2.9123 | LR: 8.93e-06 | 1285.5ms/step | 15.6 samples/s +Step 40320/44000 | Loss: 2.9407 | LR: 8.88e-06 | 1286.3ms/step | 15.5 samples/s +Step 40330/44000 | Loss: 2.9220 | LR: 8.83e-06 | 1285.8ms/step | 15.6 samples/s +Step 40340/44000 | Loss: 2.9184 | LR: 8.78e-06 | 1284.0ms/step | 15.6 samples/s +Step 40350/44000 | Loss: 2.9102 | LR: 8.74e-06 | 1283.4ms/step | 15.6 samples/s +Step 40360/44000 | Loss: 2.9237 | LR: 8.69e-06 | 1284.1ms/step | 15.6 samples/s +Step 40370/44000 | Loss: 2.9008 | LR: 8.64e-06 | 1281.5ms/step | 15.6 samples/s +Step 40380/44000 | Loss: 2.9214 | LR: 8.59e-06 | 1277.9ms/step | 15.7 samples/s +Step 40390/44000 | Loss: 2.9368 | LR: 8.55e-06 | 1280.3ms/step | 15.6 samples/s +Step 40400/44000 | Loss: 2.9054 | LR: 8.50e-06 | 1278.8ms/step | 15.6 samples/s +Step 40410/44000 | Loss: 2.8908 | LR: 8.45e-06 | 1279.4ms/step | 15.6 samples/s +Step 40420/44000 | Loss: 2.9146 | LR: 8.41e-06 | 1278.9ms/step | 15.6 samples/s +Step 40430/44000 | Loss: 2.9234 | LR: 8.36e-06 | 1278.6ms/step | 15.6 samples/s +Step 40440/44000 | Loss: 2.9018 | LR: 8.31e-06 | 1279.7ms/step | 15.6 samples/s +Step 40450/44000 | Loss: 2.9125 | LR: 8.27e-06 | 1278.6ms/step | 15.6 samples/s +Step 40460/44000 | Loss: 2.8816 | LR: 8.22e-06 | 1280.5ms/step | 15.6 samples/s +Step 40470/44000 | Loss: 2.9367 | LR: 8.17e-06 | 1280.3ms/step | 15.6 samples/s +Step 40480/44000 | Loss: 2.9246 | LR: 8.13e-06 | 1281.8ms/step | 15.6 samples/s +Step 40490/44000 | Loss: 2.9245 | LR: 8.08e-06 | 1279.8ms/step | 15.6 samples/s +Step 40500/44000 | Loss: 2.9184 | LR: 8.04e-06 | 1280.9ms/step | 15.6 samples/s +Validation at step 40500: Loss = 2.9343, Perplexity = 18.81 +Step 40510/44000 | Loss: 2.9061 | LR: 7.99e-06 | 3426.4ms/step | 5.8 samples/s +Step 40520/44000 | Loss: 2.9541 | LR: 7.94e-06 | 1282.6ms/step | 15.6 samples/s +Step 40530/44000 | Loss: 2.9412 | LR: 7.90e-06 | 1280.0ms/step | 15.6 samples/s +Step 40540/44000 | Loss: 2.9337 | LR: 7.85e-06 | 1282.9ms/step | 15.6 samples/s +Step 40550/44000 | Loss: 2.8914 | LR: 7.81e-06 | 1281.1ms/step | 15.6 samples/s +Step 40560/44000 | Loss: 2.8911 | LR: 7.76e-06 | 1279.7ms/step | 15.6 samples/s +Step 40570/44000 | Loss: 2.9267 | LR: 7.72e-06 | 1283.8ms/step | 15.6 samples/s +Step 40580/44000 | Loss: 2.9186 | LR: 7.67e-06 | 1281.3ms/step | 15.6 samples/s +Step 40590/44000 | Loss: 2.8952 | LR: 7.63e-06 | 1281.0ms/step | 15.6 samples/s +Step 40600/44000 | Loss: 2.9217 | LR: 7.59e-06 | 1281.6ms/step | 15.6 samples/s +Step 40610/44000 | Loss: 2.9526 | LR: 7.54e-06 | 1278.9ms/step | 15.6 samples/s +Step 40620/44000 | Loss: 2.9185 | LR: 7.50e-06 | 1282.4ms/step | 15.6 samples/s +Step 40630/44000 | Loss: 2.9326 | LR: 7.45e-06 | 1281.2ms/step | 15.6 samples/s +Step 40640/44000 | Loss: 2.9385 | LR: 7.41e-06 | 1282.7ms/step | 15.6 samples/s +Step 40650/44000 | Loss: 2.9365 | LR: 7.37e-06 | 1283.5ms/step | 15.6 samples/s +Step 40660/44000 | Loss: 2.9276 | LR: 7.32e-06 | 1284.9ms/step | 15.6 samples/s +Step 40670/44000 | Loss: 2.9360 | LR: 7.28e-06 | 1283.9ms/step | 15.6 samples/s +Step 40680/44000 | Loss: 2.9209 | LR: 7.23e-06 | 1281.7ms/step | 15.6 samples/s +Step 40690/44000 | Loss: 2.9315 | LR: 7.19e-06 | 1282.3ms/step | 15.6 samples/s +Step 40700/44000 | Loss: 2.9098 | LR: 7.15e-06 | 1282.8ms/step | 15.6 samples/s +Step 40710/44000 | Loss: 2.9244 | LR: 7.10e-06 | 1281.9ms/step | 15.6 samples/s +Step 40720/44000 | Loss: 2.9329 | LR: 7.06e-06 | 1279.8ms/step | 15.6 samples/s +Step 40730/44000 | Loss: 2.9408 | LR: 7.02e-06 | 1280.0ms/step | 15.6 samples/s +Step 40740/44000 | Loss: 2.9116 | LR: 6.98e-06 | 1279.5ms/step | 15.6 samples/s +Step 40750/44000 | Loss: 2.9087 | LR: 6.93e-06 | 1277.5ms/step | 15.7 samples/s +Validation at step 40750: Loss = 2.9343, Perplexity = 18.81 +Step 40760/44000 | Loss: 2.9363 | LR: 6.89e-06 | 3412.8ms/step | 5.9 samples/s +Step 40770/44000 | Loss: 2.9158 | LR: 6.85e-06 | 1278.7ms/step | 15.6 samples/s +Step 40780/44000 | Loss: 2.9365 | LR: 6.81e-06 | 1278.7ms/step | 15.6 samples/s +Step 40790/44000 | Loss: 2.9388 | LR: 6.77e-06 | 1278.6ms/step | 15.6 samples/s +Step 40800/44000 | Loss: 2.9423 | LR: 6.72e-06 | 1278.9ms/step | 15.6 samples/s +Step 40810/44000 | Loss: 2.9221 | LR: 6.68e-06 | 1278.1ms/step | 15.6 samples/s +Step 40820/44000 | Loss: 2.8997 | LR: 6.64e-06 | 1275.4ms/step | 15.7 samples/s +Step 40830/44000 | Loss: 2.8973 | LR: 6.60e-06 | 1274.2ms/step | 15.7 samples/s +Step 40840/44000 | Loss: 2.9390 | LR: 6.56e-06 | 1276.3ms/step | 15.7 samples/s +Step 40850/44000 | Loss: 2.9266 | LR: 6.52e-06 | 1274.4ms/step | 15.7 samples/s +Step 40860/44000 | Loss: 2.9396 | LR: 6.47e-06 | 1281.4ms/step | 15.6 samples/s +Step 40870/44000 | Loss: 2.9424 | LR: 6.43e-06 | 1281.8ms/step | 15.6 samples/s +Step 40880/44000 | Loss: 2.9144 | LR: 6.39e-06 | 1281.7ms/step | 15.6 samples/s +Step 40890/44000 | Loss: 2.9322 | LR: 6.35e-06 | 1283.7ms/step | 15.6 samples/s +Step 40900/44000 | Loss: 2.9074 | LR: 6.31e-06 | 1282.7ms/step | 15.6 samples/s +Step 40910/44000 | Loss: 2.9779 | LR: 6.27e-06 | 1282.5ms/step | 15.6 samples/s +Step 40920/44000 | Loss: 2.9248 | LR: 6.23e-06 | 1284.3ms/step | 15.6 samples/s +Step 40930/44000 | Loss: 2.9338 | LR: 6.19e-06 | 1282.2ms/step | 15.6 samples/s +Step 40940/44000 | Loss: 2.9362 | LR: 6.15e-06 | 1281.1ms/step | 15.6 samples/s +Step 40950/44000 | Loss: 2.8979 | LR: 6.11e-06 | 1284.0ms/step | 15.6 samples/s +Step 40960/44000 | Loss: 2.8851 | LR: 6.07e-06 | 1283.3ms/step | 15.6 samples/s +Step 40970/44000 | Loss: 2.9144 | LR: 6.03e-06 | 1282.4ms/step | 15.6 samples/s +Step 40980/44000 | Loss: 2.9018 | LR: 5.99e-06 | 1279.4ms/step | 15.6 samples/s +Step 40990/44000 | Loss: 2.9251 | LR: 5.95e-06 | 1279.9ms/step | 15.6 samples/s +Step 41000/44000 | Loss: 2.9289 | LR: 5.91e-06 | 1277.8ms/step | 15.7 samples/s +Validation at step 41000: Loss = 2.9343, Perplexity = 18.81 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-41000 +Step 41010/44000 | Loss: 2.9377 | LR: 5.87e-06 | 3723.1ms/step | 5.4 samples/s +Step 41020/44000 | Loss: 2.9435 | LR: 5.83e-06 | 1290.9ms/step | 15.5 samples/s +Step 41030/44000 | Loss: 2.9185 | LR: 5.80e-06 | 1292.0ms/step | 15.5 samples/s +Step 41040/44000 | Loss: 2.9188 | LR: 5.76e-06 | 1285.9ms/step | 15.6 samples/s +Step 41050/44000 | Loss: 2.9165 | LR: 5.72e-06 | 1287.9ms/step | 15.5 samples/s +Step 41060/44000 | Loss: 2.8874 | LR: 5.68e-06 | 1291.2ms/step | 15.5 samples/s +Step 41070/44000 | Loss: 2.9158 | LR: 5.64e-06 | 1286.1ms/step | 15.6 samples/s +Step 41080/44000 | Loss: 2.9470 | LR: 5.60e-06 | 1286.6ms/step | 15.5 samples/s +Step 41090/44000 | Loss: 2.9630 | LR: 5.56e-06 | 1289.5ms/step | 15.5 samples/s +Step 41100/44000 | Loss: 2.9410 | LR: 5.53e-06 | 1284.5ms/step | 15.6 samples/s +Step 41110/44000 | Loss: 2.9643 | LR: 5.49e-06 | 1283.9ms/step | 15.6 samples/s +Step 41120/44000 | Loss: 2.9509 | LR: 5.45e-06 | 1288.1ms/step | 15.5 samples/s +Step 41130/44000 | Loss: 2.9196 | LR: 5.41e-06 | 1279.8ms/step | 15.6 samples/s +Step 41140/44000 | Loss: 2.9010 | LR: 5.38e-06 | 1278.7ms/step | 15.6 samples/s +Step 41150/44000 | Loss: 2.9408 | LR: 5.34e-06 | 1278.3ms/step | 15.6 samples/s +Step 41160/44000 | Loss: 2.9140 | LR: 5.30e-06 | 1280.3ms/step | 15.6 samples/s +Step 41170/44000 | Loss: 2.9248 | LR: 5.26e-06 | 1281.6ms/step | 15.6 samples/s +Step 41180/44000 | Loss: 2.9006 | LR: 5.23e-06 | 1279.7ms/step | 15.6 samples/s +Step 41190/44000 | Loss: 2.8836 | LR: 5.19e-06 | 1279.0ms/step | 15.6 samples/s +Step 41200/44000 | Loss: 2.9242 | LR: 5.15e-06 | 1281.9ms/step | 15.6 samples/s +Step 41210/44000 | Loss: 2.9331 | LR: 5.12e-06 | 1283.1ms/step | 15.6 samples/s +Step 41220/44000 | Loss: 2.9408 | LR: 5.08e-06 | 1282.7ms/step | 15.6 samples/s +Step 41230/44000 | Loss: 2.9138 | LR: 5.04e-06 | 1283.2ms/step | 15.6 samples/s +Step 41240/44000 | Loss: 2.9032 | LR: 5.01e-06 | 1280.6ms/step | 15.6 samples/s +Step 41250/44000 | Loss: 2.9200 | LR: 4.97e-06 | 1279.4ms/step | 15.6 samples/s +Validation at step 41250: Loss = 2.9343, Perplexity = 18.81 +Step 41260/44000 | Loss: 2.9456 | LR: 4.94e-06 | 3431.0ms/step | 5.8 samples/s +Step 41270/44000 | Loss: 2.9267 | LR: 4.90e-06 | 1279.1ms/step | 15.6 samples/s +Step 41280/44000 | Loss: 2.9231 | LR: 4.86e-06 | 1284.0ms/step | 15.6 samples/s +Step 41290/44000 | Loss: 2.9106 | LR: 4.83e-06 | 1284.9ms/step | 15.6 samples/s +Step 41300/44000 | Loss: 2.9158 | LR: 4.79e-06 | 1281.8ms/step | 15.6 samples/s +Step 41310/44000 | Loss: 2.9031 | LR: 4.76e-06 | 1280.5ms/step | 15.6 samples/s +Step 41320/44000 | Loss: 2.9288 | LR: 4.72e-06 | 1280.7ms/step | 15.6 samples/s +Step 41330/44000 | Loss: 2.9138 | LR: 4.69e-06 | 1279.9ms/step | 15.6 samples/s +Step 41340/44000 | Loss: 2.9362 | LR: 4.65e-06 | 1280.3ms/step | 15.6 samples/s +Step 41350/44000 | Loss: 2.9008 | LR: 4.62e-06 | 1280.2ms/step | 15.6 samples/s +Step 41360/44000 | Loss: 2.9491 | LR: 4.58e-06 | 1275.0ms/step | 15.7 samples/s +Step 41370/44000 | Loss: 2.9313 | LR: 4.55e-06 | 1274.0ms/step | 15.7 samples/s +Step 41380/44000 | Loss: 2.9258 | LR: 4.51e-06 | 1273.4ms/step | 15.7 samples/s +Step 41390/44000 | Loss: 2.9038 | LR: 4.48e-06 | 1273.7ms/step | 15.7 samples/s +Step 41400/44000 | Loss: 2.8906 | LR: 4.45e-06 | 1274.0ms/step | 15.7 samples/s +Step 41410/44000 | Loss: 2.8978 | LR: 4.41e-06 | 1275.2ms/step | 15.7 samples/s +Step 41420/44000 | Loss: 2.8906 | LR: 4.38e-06 | 1279.5ms/step | 15.6 samples/s +Step 41430/44000 | Loss: 2.9160 | LR: 4.34e-06 | 1281.5ms/step | 15.6 samples/s +Step 41440/44000 | Loss: 2.9553 | LR: 4.31e-06 | 1279.9ms/step | 15.6 samples/s +Step 41450/44000 | Loss: 2.9213 | LR: 4.28e-06 | 1280.8ms/step | 15.6 samples/s +Step 41460/44000 | Loss: 2.9210 | LR: 4.24e-06 | 1282.7ms/step | 15.6 samples/s +Step 41470/44000 | Loss: 2.9075 | LR: 4.21e-06 | 1280.7ms/step | 15.6 samples/s +Step 41480/44000 | Loss: 2.9374 | LR: 4.18e-06 | 1283.9ms/step | 15.6 samples/s +Step 41490/44000 | Loss: 2.9066 | LR: 4.14e-06 | 1286.8ms/step | 15.5 samples/s +Step 41500/44000 | Loss: 2.9221 | LR: 4.11e-06 | 1287.0ms/step | 15.5 samples/s +Validation at step 41500: Loss = 2.9343, Perplexity = 18.81 +Step 41510/44000 | Loss: 2.9181 | LR: 4.08e-06 | 3474.7ms/step | 5.8 samples/s +Step 41520/44000 | Loss: 2.9191 | LR: 4.05e-06 | 1287.5ms/step | 15.5 samples/s +Step 41530/44000 | Loss: 2.9232 | LR: 4.01e-06 | 1288.1ms/step | 15.5 samples/s +Step 41540/44000 | Loss: 2.9458 | LR: 3.98e-06 | 1289.7ms/step | 15.5 samples/s +Step 41550/44000 | Loss: 2.9191 | LR: 3.95e-06 | 1293.9ms/step | 15.5 samples/s +Step 41560/44000 | Loss: 2.9317 | LR: 3.92e-06 | 1287.8ms/step | 15.5 samples/s +Step 41570/44000 | Loss: 2.9494 | LR: 3.88e-06 | 1288.6ms/step | 15.5 samples/s +Step 41580/44000 | Loss: 2.9050 | LR: 3.85e-06 | 1288.8ms/step | 15.5 samples/s +Step 41590/44000 | Loss: 2.9182 | LR: 3.82e-06 | 1286.2ms/step | 15.5 samples/s +Step 41600/44000 | Loss: 2.9306 | LR: 3.79e-06 | 1284.4ms/step | 15.6 samples/s +Step 41610/44000 | Loss: 2.9107 | LR: 3.76e-06 | 1284.7ms/step | 15.6 samples/s +Step 41620/44000 | Loss: 2.8864 | LR: 3.73e-06 | 1285.3ms/step | 15.6 samples/s +Step 41630/44000 | Loss: 2.9439 | LR: 3.70e-06 | 1284.2ms/step | 15.6 samples/s +Step 41640/44000 | Loss: 2.9436 | LR: 3.66e-06 | 1285.5ms/step | 15.6 samples/s +Step 41650/44000 | Loss: 2.9258 | LR: 3.63e-06 | 1286.4ms/step | 15.5 samples/s +Step 41660/44000 | Loss: 2.9446 | LR: 3.60e-06 | 1283.9ms/step | 15.6 samples/s +Step 41670/44000 | Loss: 2.9189 | LR: 3.57e-06 | 1285.7ms/step | 15.6 samples/s +Step 41680/44000 | Loss: 2.8910 | LR: 3.54e-06 | 1284.5ms/step | 15.6 samples/s +Step 41690/44000 | Loss: 2.9047 | LR: 3.51e-06 | 1286.1ms/step | 15.6 samples/s +Step 41700/44000 | Loss: 2.9376 | LR: 3.48e-06 | 1284.3ms/step | 15.6 samples/s +Step 41710/44000 | Loss: 2.9115 | LR: 3.45e-06 | 1283.2ms/step | 15.6 samples/s +Step 41720/44000 | Loss: 2.9146 | LR: 3.42e-06 | 1282.1ms/step | 15.6 samples/s +Step 41730/44000 | Loss: 2.9273 | LR: 3.39e-06 | 1283.7ms/step | 15.6 samples/s +Step 41740/44000 | Loss: 2.9378 | LR: 3.36e-06 | 1283.2ms/step | 15.6 samples/s +Step 41750/44000 | Loss: 2.9137 | LR: 3.33e-06 | 1285.3ms/step | 15.6 samples/s +Validation at step 41750: Loss = 2.9343, Perplexity = 18.81 +Step 41760/44000 | Loss: 2.9457 | LR: 3.30e-06 | 3431.6ms/step | 5.8 samples/s +Step 41770/44000 | Loss: 2.9199 | LR: 3.27e-06 | 1286.1ms/step | 15.6 samples/s +Step 41780/44000 | Loss: 2.9116 | LR: 3.24e-06 | 1286.9ms/step | 15.5 samples/s +Step 41790/44000 | Loss: 2.9549 | LR: 3.21e-06 | 1287.5ms/step | 15.5 samples/s +Step 41800/44000 | Loss: 2.9663 | LR: 3.19e-06 | 1284.9ms/step | 15.6 samples/s +Step 41810/44000 | Loss: 2.9309 | LR: 3.16e-06 | 1285.5ms/step | 15.6 samples/s +Step 41820/44000 | Loss: 2.9068 | LR: 3.13e-06 | 1281.4ms/step | 15.6 samples/s +Step 41830/44000 | Loss: 2.9079 | LR: 3.10e-06 | 1280.4ms/step | 15.6 samples/s +Step 41840/44000 | Loss: 2.8893 | LR: 3.07e-06 | 1280.3ms/step | 15.6 samples/s +Step 41850/44000 | Loss: 2.8958 | LR: 3.04e-06 | 1280.0ms/step | 15.6 samples/s +Step 41860/44000 | Loss: 2.9431 | LR: 3.01e-06 | 1279.4ms/step | 15.6 samples/s +Step 41870/44000 | Loss: 2.9537 | LR: 2.99e-06 | 1281.7ms/step | 15.6 samples/s +Step 41880/44000 | Loss: 2.9316 | LR: 2.96e-06 | 1287.8ms/step | 15.5 samples/s +Step 41890/44000 | Loss: 2.9141 | LR: 2.93e-06 | 1287.3ms/step | 15.5 samples/s +Step 41900/44000 | Loss: 2.9165 | LR: 2.90e-06 | 1286.1ms/step | 15.6 samples/s +Step 41910/44000 | Loss: 2.9096 | LR: 2.88e-06 | 1286.3ms/step | 15.5 samples/s +Step 41920/44000 | Loss: 2.9616 | LR: 2.85e-06 | 1284.9ms/step | 15.6 samples/s +Step 41930/44000 | Loss: 2.9131 | LR: 2.82e-06 | 1285.2ms/step | 15.6 samples/s +Step 41940/44000 | Loss: 2.9220 | LR: 2.79e-06 | 1283.3ms/step | 15.6 samples/s +Step 41950/44000 | Loss: 2.8837 | LR: 2.77e-06 | 1285.1ms/step | 15.6 samples/s +Step 41960/44000 | Loss: 2.9303 | LR: 2.74e-06 | 1284.8ms/step | 15.6 samples/s +Step 41970/44000 | Loss: 2.9248 | LR: 2.71e-06 | 1287.3ms/step | 15.5 samples/s +Step 41980/44000 | Loss: 2.9195 | LR: 2.69e-06 | 1284.8ms/step | 15.6 samples/s +Step 41990/44000 | Loss: 2.9221 | LR: 2.66e-06 | 1287.5ms/step | 15.5 samples/s +Step 42000/44000 | Loss: 2.9215 | LR: 2.63e-06 | 1290.3ms/step | 15.5 samples/s +Validation at step 42000: Loss = 2.9343, Perplexity = 18.81 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-42000 +Step 42010/44000 | Loss: 2.9297 | LR: 2.61e-06 | 3726.4ms/step | 5.4 samples/s +Step 42020/44000 | Loss: 2.9384 | LR: 2.58e-06 | 1281.5ms/step | 15.6 samples/s +Step 42030/44000 | Loss: 2.9449 | LR: 2.56e-06 | 1281.1ms/step | 15.6 samples/s +Step 42040/44000 | Loss: 2.9428 | LR: 2.53e-06 | 1281.4ms/step | 15.6 samples/s +Step 42050/44000 | Loss: 2.8999 | LR: 2.50e-06 | 1282.1ms/step | 15.6 samples/s +Step 42060/44000 | Loss: 2.9368 | LR: 2.48e-06 | 1281.9ms/step | 15.6 samples/s +Step 42070/44000 | Loss: 2.9382 | LR: 2.45e-06 | 1281.7ms/step | 15.6 samples/s +Step 42080/44000 | Loss: 2.9178 | LR: 2.43e-06 | 1280.0ms/step | 15.6 samples/s +Step 42090/44000 | Loss: 2.9030 | LR: 2.40e-06 | 1275.6ms/step | 15.7 samples/s +Step 42100/44000 | Loss: 2.9242 | LR: 2.38e-06 | 1276.1ms/step | 15.7 samples/s +Step 42110/44000 | Loss: 2.9377 | LR: 2.35e-06 | 1275.3ms/step | 15.7 samples/s +Step 42120/44000 | Loss: 2.9235 | LR: 2.33e-06 | 1276.6ms/step | 15.7 samples/s +Step 42130/44000 | Loss: 2.9368 | LR: 2.30e-06 | 1275.8ms/step | 15.7 samples/s +Step 42140/44000 | Loss: 2.9324 | LR: 2.28e-06 | 1281.4ms/step | 15.6 samples/s +Step 42150/44000 | Loss: 2.9529 | LR: 2.25e-06 | 1282.0ms/step | 15.6 samples/s +Step 42160/44000 | Loss: 2.9203 | LR: 2.23e-06 | 1284.2ms/step | 15.6 samples/s +Step 42170/44000 | Loss: 2.9066 | LR: 2.21e-06 | 1288.5ms/step | 15.5 samples/s +Step 42180/44000 | Loss: 2.9341 | LR: 2.18e-06 | 1284.5ms/step | 15.6 samples/s +Step 42190/44000 | Loss: 2.9187 | LR: 2.16e-06 | 1284.1ms/step | 15.6 samples/s +Step 42200/44000 | Loss: 2.9047 | LR: 2.13e-06 | 1283.9ms/step | 15.6 samples/s +Step 42210/44000 | Loss: 2.9499 | LR: 2.11e-06 | 1284.4ms/step | 15.6 samples/s +Step 42220/44000 | Loss: 2.8897 | LR: 2.09e-06 | 1283.9ms/step | 15.6 samples/s +Step 42230/44000 | Loss: 2.9422 | LR: 2.06e-06 | 1285.8ms/step | 15.6 samples/s +Step 42240/44000 | Loss: 2.9198 | LR: 2.04e-06 | 1285.5ms/step | 15.6 samples/s +Step 42250/44000 | Loss: 2.9367 | LR: 2.02e-06 | 1286.0ms/step | 15.6 samples/s +Validation at step 42250: Loss = 2.9342, Perplexity = 18.81 +Step 42260/44000 | Loss: 2.9264 | LR: 1.99e-06 | 3428.0ms/step | 5.8 samples/s +Step 42270/44000 | Loss: 2.9206 | LR: 1.97e-06 | 1282.4ms/step | 15.6 samples/s +Step 42280/44000 | Loss: 2.9221 | LR: 1.95e-06 | 1281.8ms/step | 15.6 samples/s +Step 42290/44000 | Loss: 2.8913 | LR: 1.93e-06 | 1287.3ms/step | 15.5 samples/s +Step 42300/44000 | Loss: 2.9189 | LR: 1.90e-06 | 1288.7ms/step | 15.5 samples/s +Step 42310/44000 | Loss: 2.8923 | LR: 1.88e-06 | 1288.5ms/step | 15.5 samples/s +Step 42320/44000 | Loss: 2.9384 | LR: 1.86e-06 | 1289.9ms/step | 15.5 samples/s +Step 42330/44000 | Loss: 2.9059 | LR: 1.84e-06 | 1289.8ms/step | 15.5 samples/s +Step 42340/44000 | Loss: 2.9478 | LR: 1.82e-06 | 1286.8ms/step | 15.5 samples/s +Step 42350/44000 | Loss: 2.8805 | LR: 1.79e-06 | 1290.8ms/step | 15.5 samples/s +Step 42360/44000 | Loss: 2.9207 | LR: 1.77e-06 | 1289.0ms/step | 15.5 samples/s +Step 42370/44000 | Loss: 2.9213 | LR: 1.75e-06 | 1282.6ms/step | 15.6 samples/s +Step 42380/44000 | Loss: 2.9551 | LR: 1.73e-06 | 1286.9ms/step | 15.5 samples/s +Step 42390/44000 | Loss: 2.8869 | LR: 1.71e-06 | 1293.6ms/step | 15.5 samples/s +Step 42400/44000 | Loss: 2.9152 | LR: 1.69e-06 | 1286.3ms/step | 15.5 samples/s +Step 42410/44000 | Loss: 2.9189 | LR: 1.67e-06 | 1292.0ms/step | 15.5 samples/s +Step 42420/44000 | Loss: 2.9467 | LR: 1.64e-06 | 1297.7ms/step | 15.4 samples/s +Step 42430/44000 | Loss: 2.9489 | LR: 1.62e-06 | 1286.5ms/step | 15.5 samples/s +Step 42440/44000 | Loss: 2.9407 | LR: 1.60e-06 | 1290.0ms/step | 15.5 samples/s +Step 42450/44000 | Loss: 2.9099 | LR: 1.58e-06 | 1290.9ms/step | 15.5 samples/s +Step 42460/44000 | Loss: 2.9188 | LR: 1.56e-06 | 1290.4ms/step | 15.5 samples/s +Step 42470/44000 | Loss: 2.9539 | LR: 1.54e-06 | 1287.1ms/step | 15.5 samples/s +Step 42480/44000 | Loss: 2.9219 | LR: 1.52e-06 | 1284.7ms/step | 15.6 samples/s +Step 42490/44000 | Loss: 2.9290 | LR: 1.50e-06 | 1288.6ms/step | 15.5 samples/s +Step 42500/44000 | Loss: 2.8976 | LR: 1.48e-06 | 1288.3ms/step | 15.5 samples/s +Validation at step 42500: Loss = 2.9343, Perplexity = 18.81 +Step 42510/44000 | Loss: 2.9395 | LR: 1.46e-06 | 3431.6ms/step | 5.8 samples/s +Step 42520/44000 | Loss: 2.8998 | LR: 1.44e-06 | 1281.7ms/step | 15.6 samples/s +Step 42530/44000 | Loss: 2.9278 | LR: 1.42e-06 | 1279.3ms/step | 15.6 samples/s +Step 42540/44000 | Loss: 2.9150 | LR: 1.40e-06 | 1284.8ms/step | 15.6 samples/s +Step 42550/44000 | Loss: 2.9326 | LR: 1.39e-06 | 1285.6ms/step | 15.6 samples/s +Step 42560/44000 | Loss: 2.9045 | LR: 1.37e-06 | 1284.8ms/step | 15.6 samples/s +Step 42570/44000 | Loss: 2.9217 | LR: 1.35e-06 | 1287.3ms/step | 15.5 samples/s +Step 42580/44000 | Loss: 2.9218 | LR: 1.33e-06 | 1288.9ms/step | 15.5 samples/s +Step 42590/44000 | Loss: 2.9065 | LR: 1.31e-06 | 1287.4ms/step | 15.5 samples/s +Step 42600/44000 | Loss: 2.9017 | LR: 1.29e-06 | 1289.0ms/step | 15.5 samples/s +Step 42610/44000 | Loss: 2.9291 | LR: 1.27e-06 | 1293.8ms/step | 15.5 samples/s +Step 42620/44000 | Loss: 2.9372 | LR: 1.25e-06 | 1287.3ms/step | 15.5 samples/s +Step 42630/44000 | Loss: 2.9062 | LR: 1.24e-06 | 1286.2ms/step | 15.5 samples/s +Step 42640/44000 | Loss: 2.9149 | LR: 1.22e-06 | 1284.1ms/step | 15.6 samples/s +Step 42650/44000 | Loss: 2.9360 | LR: 1.20e-06 | 1283.4ms/step | 15.6 samples/s +Step 42660/44000 | Loss: 2.9076 | LR: 1.18e-06 | 1283.2ms/step | 15.6 samples/s +Step 42670/44000 | Loss: 2.9066 | LR: 1.17e-06 | 1284.4ms/step | 15.6 samples/s +Step 42680/44000 | Loss: 2.8994 | LR: 1.15e-06 | 1284.4ms/step | 15.6 samples/s +Step 42690/44000 | Loss: 2.8927 | LR: 1.13e-06 | 1284.4ms/step | 15.6 samples/s +Step 42700/44000 | Loss: 2.8969 | LR: 1.11e-06 | 1283.5ms/step | 15.6 samples/s +Step 42710/44000 | Loss: 2.9347 | LR: 1.10e-06 | 1283.6ms/step | 15.6 samples/s +Step 42720/44000 | Loss: 2.9271 | LR: 1.08e-06 | 1283.6ms/step | 15.6 samples/s +Step 42730/44000 | Loss: 2.9196 | LR: 1.06e-06 | 1282.8ms/step | 15.6 samples/s +Step 42740/44000 | Loss: 2.8944 | LR: 1.05e-06 | 1285.4ms/step | 15.6 samples/s +Step 42750/44000 | Loss: 2.9044 | LR: 1.03e-06 | 1285.4ms/step | 15.6 samples/s +Validation at step 42750: Loss = 2.9343, Perplexity = 18.81 +Step 42760/44000 | Loss: 2.9197 | LR: 1.01e-06 | 3427.3ms/step | 5.8 samples/s +Step 42770/44000 | Loss: 2.9343 | LR: 9.97e-07 | 1282.4ms/step | 15.6 samples/s +Step 42780/44000 | Loss: 2.9397 | LR: 9.81e-07 | 1282.9ms/step | 15.6 samples/s +Step 42790/44000 | Loss: 2.9126 | LR: 9.65e-07 | 1284.5ms/step | 15.6 samples/s +Step 42800/44000 | Loss: 2.9056 | LR: 9.49e-07 | 1282.2ms/step | 15.6 samples/s +Step 42810/44000 | Loss: 2.9005 | LR: 9.33e-07 | 1281.2ms/step | 15.6 samples/s +Step 42820/44000 | Loss: 2.9572 | LR: 9.18e-07 | 1281.3ms/step | 15.6 samples/s +Step 42830/44000 | Loss: 2.9203 | LR: 9.02e-07 | 1283.1ms/step | 15.6 samples/s +Step 42840/44000 | Loss: 2.9306 | LR: 8.87e-07 | 1282.9ms/step | 15.6 samples/s +Step 42850/44000 | Loss: 2.9293 | LR: 8.72e-07 | 1285.7ms/step | 15.6 samples/s +Step 42860/44000 | Loss: 2.9379 | LR: 8.57e-07 | 1291.0ms/step | 15.5 samples/s +Step 42870/44000 | Loss: 2.9361 | LR: 8.42e-07 | 1288.4ms/step | 15.5 samples/s +Step 42880/44000 | Loss: 2.9233 | LR: 8.27e-07 | 1288.4ms/step | 15.5 samples/s +Step 42890/44000 | Loss: 2.8757 | LR: 8.12e-07 | 1288.9ms/step | 15.5 samples/s +Step 42900/44000 | Loss: 2.9325 | LR: 7.98e-07 | 1287.3ms/step | 15.5 samples/s +Step 42910/44000 | Loss: 2.9252 | LR: 7.83e-07 | 1285.7ms/step | 15.6 samples/s +Step 42920/44000 | Loss: 2.9051 | LR: 7.69e-07 | 1282.1ms/step | 15.6 samples/s +Step 42930/44000 | Loss: 2.9014 | LR: 7.55e-07 | 1284.7ms/step | 15.6 samples/s +Step 42940/44000 | Loss: 2.9128 | LR: 7.41e-07 | 1279.5ms/step | 15.6 samples/s +Step 42950/44000 | Loss: 2.9284 | LR: 7.27e-07 | 1286.8ms/step | 15.5 samples/s +Step 42960/44000 | Loss: 2.9190 | LR: 7.13e-07 | 1285.5ms/step | 15.6 samples/s +Step 42970/44000 | Loss: 2.9138 | LR: 6.99e-07 | 1292.0ms/step | 15.5 samples/s +Step 42980/44000 | Loss: 2.9257 | LR: 6.86e-07 | 1292.6ms/step | 15.5 samples/s +Step 42990/44000 | Loss: 2.9203 | LR: 6.72e-07 | 1290.6ms/step | 15.5 samples/s +Step 43000/44000 | Loss: 2.9113 | LR: 6.59e-07 | 1286.5ms/step | 15.5 samples/s +Validation at step 43000: Loss = 2.9343, Perplexity = 18.81 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-43000 +Step 43010/44000 | Loss: 2.9183 | LR: 6.46e-07 | 3749.8ms/step | 5.3 samples/s +Step 43020/44000 | Loss: 2.9050 | LR: 6.33e-07 | 1283.4ms/step | 15.6 samples/s +Step 43030/44000 | Loss: 2.9249 | LR: 6.20e-07 | 1283.9ms/step | 15.6 samples/s +Step 43040/44000 | Loss: 2.8892 | LR: 6.08e-07 | 1281.9ms/step | 15.6 samples/s +Step 43050/44000 | Loss: 2.9151 | LR: 5.95e-07 | 1281.9ms/step | 15.6 samples/s +Step 43060/44000 | Loss: 2.9248 | LR: 5.83e-07 | 1284.0ms/step | 15.6 samples/s +Step 43070/44000 | Loss: 2.9396 | LR: 5.70e-07 | 1283.4ms/step | 15.6 samples/s +Step 43080/44000 | Loss: 2.9148 | LR: 5.58e-07 | 1287.5ms/step | 15.5 samples/s +Step 43090/44000 | Loss: 2.8965 | LR: 5.46e-07 | 1283.8ms/step | 15.6 samples/s +Step 43100/44000 | Loss: 2.9105 | LR: 5.34e-07 | 1286.7ms/step | 15.5 samples/s +Step 43110/44000 | Loss: 2.9223 | LR: 5.22e-07 | 1285.4ms/step | 15.6 samples/s +Step 43120/44000 | Loss: 2.9333 | LR: 5.11e-07 | 1286.5ms/step | 15.5 samples/s +Step 43130/44000 | Loss: 2.9360 | LR: 4.99e-07 | 1284.5ms/step | 15.6 samples/s +Step 43140/44000 | Loss: 2.9233 | LR: 4.88e-07 | 1286.9ms/step | 15.5 samples/s +Step 43150/44000 | Loss: 2.9082 | LR: 4.76e-07 | 1284.8ms/step | 15.6 samples/s +Step 43160/44000 | Loss: 2.9059 | LR: 4.65e-07 | 1283.9ms/step | 15.6 samples/s +Step 43170/44000 | Loss: 2.8943 | LR: 4.54e-07 | 1281.1ms/step | 15.6 samples/s +Step 43180/44000 | Loss: 2.9062 | LR: 4.43e-07 | 1283.5ms/step | 15.6 samples/s +Step 43190/44000 | Loss: 2.8999 | LR: 4.33e-07 | 1283.9ms/step | 15.6 samples/s +Step 43200/44000 | Loss: 2.8900 | LR: 4.22e-07 | 1284.4ms/step | 15.6 samples/s +Step 43210/44000 | Loss: 2.9256 | LR: 4.12e-07 | 1284.3ms/step | 15.6 samples/s +Step 43220/44000 | Loss: 2.9125 | LR: 4.01e-07 | 1284.7ms/step | 15.6 samples/s +Step 43230/44000 | Loss: 2.9347 | LR: 3.91e-07 | 1285.5ms/step | 15.6 samples/s +Step 43240/44000 | Loss: 2.9315 | LR: 3.81e-07 | 1284.3ms/step | 15.6 samples/s +Step 43250/44000 | Loss: 2.9344 | LR: 3.71e-07 | 1283.0ms/step | 15.6 samples/s +Validation at step 43250: Loss = 2.9343, Perplexity = 18.81 +Step 43260/44000 | Loss: 2.9265 | LR: 3.61e-07 | 3430.5ms/step | 5.8 samples/s +Step 43270/44000 | Loss: 2.9149 | LR: 3.51e-07 | 1284.0ms/step | 15.6 samples/s +Step 43280/44000 | Loss: 2.9217 | LR: 3.42e-07 | 1286.9ms/step | 15.5 samples/s +Step 43290/44000 | Loss: 2.9055 | LR: 3.32e-07 | 1286.6ms/step | 15.5 samples/s +Step 43300/44000 | Loss: 2.9383 | LR: 3.23e-07 | 1286.4ms/step | 15.5 samples/s +Step 43310/44000 | Loss: 2.9419 | LR: 3.14e-07 | 1286.1ms/step | 15.6 samples/s +Step 43320/44000 | Loss: 2.9472 | LR: 3.05e-07 | 1285.3ms/step | 15.6 samples/s +Step 43330/44000 | Loss: 2.9083 | LR: 2.96e-07 | 1284.4ms/step | 15.6 samples/s +Step 43340/44000 | Loss: 2.9298 | LR: 2.87e-07 | 1289.3ms/step | 15.5 samples/s +Step 43350/44000 | Loss: 2.9050 | LR: 2.79e-07 | 1287.0ms/step | 15.5 samples/s +Step 43360/44000 | Loss: 2.9257 | LR: 2.70e-07 | 1285.9ms/step | 15.6 samples/s +Step 43370/44000 | Loss: 2.9303 | LR: 2.62e-07 | 1286.5ms/step | 15.5 samples/s +Step 43380/44000 | Loss: 2.9241 | LR: 2.53e-07 | 1289.7ms/step | 15.5 samples/s +Step 43390/44000 | Loss: 2.8983 | LR: 2.45e-07 | 1291.1ms/step | 15.5 samples/s +Step 43400/44000 | Loss: 2.9155 | LR: 2.37e-07 | 1284.5ms/step | 15.6 samples/s +Step 43410/44000 | Loss: 2.9129 | LR: 2.30e-07 | 1283.1ms/step | 15.6 samples/s +Step 43420/44000 | Loss: 2.8936 | LR: 2.22e-07 | 1281.7ms/step | 15.6 samples/s +Step 43430/44000 | Loss: 2.9087 | LR: 2.14e-07 | 1281.3ms/step | 15.6 samples/s +Step 43440/44000 | Loss: 2.9557 | LR: 2.07e-07 | 1283.7ms/step | 15.6 samples/s +Step 43450/44000 | Loss: 2.9368 | LR: 1.99e-07 | 1283.5ms/step | 15.6 samples/s +Step 43460/44000 | Loss: 2.9266 | LR: 1.92e-07 | 1284.1ms/step | 15.6 samples/s +Step 43470/44000 | Loss: 2.9273 | LR: 1.85e-07 | 1284.0ms/step | 15.6 samples/s +Step 43480/44000 | Loss: 2.8955 | LR: 1.78e-07 | 1282.1ms/step | 15.6 samples/s +Step 43490/44000 | Loss: 2.9145 | LR: 1.72e-07 | 1282.2ms/step | 15.6 samples/s +Step 43500/44000 | Loss: 2.9551 | LR: 1.65e-07 | 1279.6ms/step | 15.6 samples/s +Validation at step 43500: Loss = 2.9343, Perplexity = 18.81 +Step 43510/44000 | Loss: 2.9205 | LR: 1.58e-07 | 3423.9ms/step | 5.8 samples/s +Step 43520/44000 | Loss: 2.9401 | LR: 1.52e-07 | 1279.8ms/step | 15.6 samples/s +Step 43530/44000 | Loss: 2.9041 | LR: 1.46e-07 | 1280.1ms/step | 15.6 samples/s +Step 43540/44000 | Loss: 2.8918 | LR: 1.40e-07 | 1281.5ms/step | 15.6 samples/s +Step 43550/44000 | Loss: 2.9142 | LR: 1.34e-07 | 1281.6ms/step | 15.6 samples/s +Step 43560/44000 | Loss: 2.9144 | LR: 1.28e-07 | 1283.4ms/step | 15.6 samples/s +Step 43570/44000 | Loss: 2.9126 | LR: 1.22e-07 | 1283.0ms/step | 15.6 samples/s +Step 43580/44000 | Loss: 2.9387 | LR: 1.16e-07 | 1284.1ms/step | 15.6 samples/s +Step 43590/44000 | Loss: 2.9141 | LR: 1.11e-07 | 1285.3ms/step | 15.6 samples/s +Step 43600/44000 | Loss: 2.9256 | LR: 1.06e-07 | 1285.5ms/step | 15.6 samples/s +Step 43610/44000 | Loss: 2.8730 | LR: 1.00e-07 | 1286.2ms/step | 15.5 samples/s +Step 43620/44000 | Loss: 2.9111 | LR: 9.52e-08 | 1286.8ms/step | 15.5 samples/s +Step 43630/44000 | Loss: 2.9033 | LR: 9.03e-08 | 1286.5ms/step | 15.5 samples/s +Step 43640/44000 | Loss: 2.9196 | LR: 8.55e-08 | 1286.3ms/step | 15.5 samples/s +Step 43650/44000 | Loss: 2.9215 | LR: 8.08e-08 | 1282.7ms/step | 15.6 samples/s +Step 43660/44000 | Loss: 2.9237 | LR: 7.62e-08 | 1278.5ms/step | 15.6 samples/s +Step 43670/44000 | Loss: 2.9311 | LR: 7.18e-08 | 1277.8ms/step | 15.7 samples/s +Step 43680/44000 | Loss: 2.9385 | LR: 6.75e-08 | 1277.7ms/step | 15.7 samples/s +Step 43690/44000 | Loss: 2.8994 | LR: 6.34e-08 | 1277.9ms/step | 15.7 samples/s +Step 43700/44000 | Loss: 2.9189 | LR: 5.94e-08 | 1277.0ms/step | 15.7 samples/s +Step 43710/44000 | Loss: 2.9386 | LR: 5.55e-08 | 1278.5ms/step | 15.6 samples/s +Step 43720/44000 | Loss: 2.9052 | LR: 5.17e-08 | 1283.4ms/step | 15.6 samples/s +Step 43730/44000 | Loss: 2.9443 | LR: 4.81e-08 | 1279.8ms/step | 15.6 samples/s +Step 43740/44000 | Loss: 2.9511 | LR: 4.46e-08 | 1283.1ms/step | 15.6 samples/s +Step 43750/44000 | Loss: 2.9215 | LR: 4.12e-08 | 1291.0ms/step | 15.5 samples/s +Validation at step 43750: Loss = 2.9343, Perplexity = 18.81 +Step 43760/44000 | Loss: 2.9402 | LR: 3.80e-08 | 3463.4ms/step | 5.8 samples/s +Step 43770/44000 | Loss: 2.9387 | LR: 3.49e-08 | 1285.5ms/step | 15.6 samples/s +Step 43780/44000 | Loss: 2.9203 | LR: 3.19e-08 | 1283.9ms/step | 15.6 samples/s +Step 43790/44000 | Loss: 2.9091 | LR: 2.91e-08 | 1284.7ms/step | 15.6 samples/s +Step 43800/44000 | Loss: 2.9118 | LR: 2.64e-08 | 1281.5ms/step | 15.6 samples/s +Step 43810/44000 | Loss: 2.9193 | LR: 2.38e-08 | 1281.8ms/step | 15.6 samples/s +Step 43820/44000 | Loss: 2.9113 | LR: 2.14e-08 | 1281.3ms/step | 15.6 samples/s +Step 43830/44000 | Loss: 2.9354 | LR: 1.91e-08 | 1282.0ms/step | 15.6 samples/s +Step 43840/44000 | Loss: 2.9201 | LR: 1.69e-08 | 1275.7ms/step | 15.7 samples/s +Step 43850/44000 | Loss: 2.9130 | LR: 1.48e-08 | 1279.3ms/step | 15.6 samples/s +Step 43860/44000 | Loss: 2.9230 | LR: 1.29e-08 | 1279.2ms/step | 15.6 samples/s +Step 43870/44000 | Loss: 2.9378 | LR: 1.11e-08 | 1280.0ms/step | 15.6 samples/s +Step 43880/44000 | Loss: 2.9542 | LR: 9.50e-09 | 1277.9ms/step | 15.7 samples/s +Step 43890/44000 | Loss: 2.9104 | LR: 7.98e-09 | 1274.6ms/step | 15.7 samples/s +Step 43900/44000 | Loss: 2.9200 | LR: 6.60e-09 | 1277.2ms/step | 15.7 samples/s +Step 43910/44000 | Loss: 2.9234 | LR: 5.34e-09 | 1278.3ms/step | 15.6 samples/s +Step 43920/44000 | Loss: 2.9083 | LR: 4.22e-09 | 1278.6ms/step | 15.6 samples/s +Step 43930/44000 | Loss: 2.9003 | LR: 3.23e-09 | 1282.7ms/step | 15.6 samples/s +Step 43940/44000 | Loss: 2.9094 | LR: 2.37e-09 | 1281.9ms/step | 15.6 samples/s +Step 43950/44000 | Loss: 2.9238 | LR: 1.65e-09 | 1282.0ms/step | 15.6 samples/s +Step 43960/44000 | Loss: 2.9014 | LR: 1.06e-09 | 1283.7ms/step | 15.6 samples/s +Step 43970/44000 | Loss: 2.9311 | LR: 5.94e-10 | 1284.7ms/step | 15.6 samples/s +Step 43980/44000 | Loss: 2.9328 | LR: 2.64e-10 | 1285.6ms/step | 15.6 samples/s +Step 43990/44000 | Loss: 2.9251 | LR: 6.60e-11 | 1286.2ms/step | 15.6 samples/s +Step 44000/44000 | Loss: 2.9672 | LR: 0.00e+00 | 1284.5ms/step | 15.6 samples/s +Validation at step 44000: Loss = 2.9343, Perplexity = 18.81 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-44000 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s1/run_20260707_034557/checkpoint-44000 diff --git a/epfl_final/SparseAtt/wandb/run-20260707_170941-dbtl6d2o/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260707_170941-dbtl6d2o/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad4c690c3e14b0f13ae055d10340b2fe379c8b39 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_170941-dbtl6d2o/files/requirements.txt @@ -0,0 +1,141 @@ +pip==26.0.1 +nvidia-cusparselt-cu13==0.8.0 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.7.0 +urllib3==2.6.3 +typing_extensions==4.15.0 +triton==3.6.0 +tqdm==4.67.3 +torchinfo==1.8.0 +sympy==1.14.0 +smmap==5.0.3 +six==1.17.0 +shellingham==1.5.4 +setuptools==81.0.0 +safetensors==0.7.0 +regex==2026.4.4 +PyYAML==6.0.3 +Pygments==2.20.0 +pyarrow==24.0.0 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+sparse_block_size: + value: 128 +sparse_layer_indices: + value: null +sparse_mask_cache_dir: + value: /mloscratch/homes/navasard/sparse/mask_cache_8k_fixed_s2 +sparse_mask_pool_size: + value: 1 +sparse_mask_seed: + value: 2 +sparse_num_random_blocks: + value: 31 +sparse_val_dense_compare: + value: false +strategy: + value: ddp +train_path: + value: /mloscratch/homes/navasard/data/fineweb_large/tokenized +val_path: + value: null +verbose: + value: true +wandb_enabled: + value: true +wandb_name: + value: 365m fixed s2 8k +wandb_project: + value: stochastic_sparsity +wandb_tags: + value: + - qwen3 + - 365m + - 8k + - scaleladder + - fixed + - seed2 +warmup_steps: + value: 750 +weight_decay: + value: 0.01 diff --git a/epfl_final/SparseAtt/wandb/run-20260707_170941-lgjoqt2r/files/output.log b/epfl_final/SparseAtt/wandb/run-20260707_170941-lgjoqt2r/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..6c11bd4415a815b01933e81d45c1dc40b199f15a --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_170941-lgjoqt2r/files/output.log @@ -0,0 +1,3064 @@ +Starting training... +Validation at step 15000: Loss = 3.0795, Perplexity = 21.75 +wandb: WARNING Tried to log to step 15000 that is less than the current step 15141. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Switching attention mode for step 15001: sparse_stochastic (configured sparse attention) +Step 15010/44000 | Loss: 3.0809 | LR: 3.77e-04 | 36938.1ms/step | 0.5 samples/s +wandb: WARNING Tried to log to step 15010 that is less than the current step 15141. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 15020/44000 | Loss: 3.0513 | LR: 3.77e-04 | 1280.9ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 15020 that is less than the current step 15141. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 15030/44000 | Loss: 3.0678 | LR: 3.77e-04 | 1282.1ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 15030 that is less than the current step 15141. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 15040/44000 | Loss: 3.0780 | LR: 3.77e-04 | 1284.1ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 15040 that is less than the current step 15141. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 15050/44000 | Loss: 3.0537 | LR: 3.77e-04 | 1285.5ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 15050 that is less than the current step 15141. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 15060/44000 | Loss: 3.0878 | LR: 3.77e-04 | 1282.6ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 15060 that is less than the current step 15141. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 15070/44000 | Loss: 3.0499 | LR: 3.77e-04 | 1281.2ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 15070 that is less than the current step 15141. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 15080/44000 | Loss: 3.0906 | LR: 3.76e-04 | 1284.8ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 15080 that is less than the current step 15141. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 15090/44000 | Loss: 3.0651 | LR: 3.76e-04 | 1286.4ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 15090 that is less than the current step 15141. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 15100/44000 | Loss: 3.0404 | LR: 3.76e-04 | 1282.8ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 15100 that is less than the current step 15141. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 15110/44000 | Loss: 3.0814 | LR: 3.76e-04 | 1284.6ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 15110 that is less than the current step 15141. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 15120/44000 | Loss: 3.0863 | LR: 3.76e-04 | 1286.2ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 15120 that is less than the current step 15141. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 15130/44000 | Loss: 3.0576 | LR: 3.76e-04 | 1285.9ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 15130 that is less than the current step 15141. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 15140/44000 | Loss: 3.0693 | LR: 3.75e-04 | 1285.0ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 15140 that is less than the current step 15141. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 15150/44000 | Loss: 3.0662 | LR: 3.75e-04 | 1286.1ms/step | 15.6 samples/s +Step 15160/44000 | Loss: 3.0902 | LR: 3.75e-04 | 1283.8ms/step | 15.6 samples/s +Step 15170/44000 | Loss: 3.0601 | LR: 3.75e-04 | 1283.1ms/step | 15.6 samples/s +Step 15180/44000 | Loss: 3.0941 | LR: 3.75e-04 | 1283.7ms/step | 15.6 samples/s +Step 15190/44000 | Loss: 3.0586 | LR: 3.75e-04 | 1285.3ms/step | 15.6 samples/s +Step 15200/44000 | Loss: 3.0952 | LR: 3.74e-04 | 1287.6ms/step | 15.5 samples/s +Step 15210/44000 | Loss: 3.0594 | LR: 3.74e-04 | 1286.0ms/step | 15.6 samples/s +Step 15220/44000 | Loss: 3.0519 | LR: 3.74e-04 | 1286.9ms/step | 15.5 samples/s +Step 15230/44000 | Loss: 3.0361 | LR: 3.74e-04 | 1287.1ms/step | 15.5 samples/s +Step 15240/44000 | Loss: 3.0145 | LR: 3.74e-04 | 1286.1ms/step | 15.6 samples/s +Step 15250/44000 | Loss: 3.0721 | LR: 3.74e-04 | 1284.2ms/step | 15.6 samples/s +Validation at step 15250: Loss = 3.0759, Perplexity = 21.67 +Step 15260/44000 | Loss: 3.0496 | LR: 3.74e-04 | 3447.7ms/step | 5.8 samples/s +Step 15270/44000 | Loss: 3.0471 | LR: 3.73e-04 | 1288.3ms/step | 15.5 samples/s +Step 15280/44000 | Loss: 3.0485 | LR: 3.73e-04 | 1288.8ms/step | 15.5 samples/s +Step 15290/44000 | Loss: 3.0566 | LR: 3.73e-04 | 1289.4ms/step | 15.5 samples/s +Step 15300/44000 | Loss: 3.0633 | LR: 3.73e-04 | 1289.6ms/step | 15.5 samples/s +Step 15310/44000 | Loss: 3.0764 | LR: 3.73e-04 | 1287.3ms/step | 15.5 samples/s +Step 15320/44000 | Loss: 3.0640 | LR: 3.73e-04 | 1288.3ms/step | 15.5 samples/s +Step 15330/44000 | Loss: 3.0484 | LR: 3.72e-04 | 1288.2ms/step | 15.5 samples/s +Step 15340/44000 | Loss: 3.0562 | LR: 3.72e-04 | 1290.0ms/step | 15.5 samples/s +Step 15350/44000 | Loss: 3.0451 | LR: 3.72e-04 | 1290.0ms/step | 15.5 samples/s +Step 15360/44000 | Loss: 3.0503 | LR: 3.72e-04 | 1287.1ms/step | 15.5 samples/s +Step 15370/44000 | Loss: 3.0528 | LR: 3.72e-04 | 1286.2ms/step | 15.6 samples/s +Step 15380/44000 | Loss: 3.0570 | LR: 3.72e-04 | 1288.9ms/step | 15.5 samples/s +Step 15390/44000 | Loss: 3.0238 | LR: 3.71e-04 | 1289.4ms/step | 15.5 samples/s +Step 15400/44000 | Loss: 3.0357 | LR: 3.71e-04 | 1290.0ms/step | 15.5 samples/s +Step 15410/44000 | Loss: 3.0298 | LR: 3.71e-04 | 1290.1ms/step | 15.5 samples/s +Step 15420/44000 | Loss: 3.0593 | LR: 3.71e-04 | 1289.0ms/step | 15.5 samples/s +Step 15430/44000 | Loss: 3.0459 | LR: 3.71e-04 | 1286.5ms/step | 15.5 samples/s +Step 15440/44000 | Loss: 3.0840 | LR: 3.71e-04 | 1287.4ms/step | 15.5 samples/s +Step 15450/44000 | Loss: 3.0627 | LR: 3.71e-04 | 1291.8ms/step | 15.5 samples/s +Step 15460/44000 | Loss: 3.0603 | LR: 3.70e-04 | 1291.5ms/step | 15.5 samples/s +Step 15470/44000 | Loss: 3.0562 | LR: 3.70e-04 | 1290.2ms/step | 15.5 samples/s +Step 15480/44000 | Loss: 3.0537 | LR: 3.70e-04 | 1287.8ms/step | 15.5 samples/s +Step 15490/44000 | Loss: 3.0470 | LR: 3.70e-04 | 1287.9ms/step | 15.5 samples/s +Step 15500/44000 | Loss: 3.0896 | LR: 3.70e-04 | 1287.4ms/step | 15.5 samples/s +Validation at step 15500: Loss = 3.0724, Perplexity = 21.59 +Step 15510/44000 | Loss: 3.0566 | LR: 3.70e-04 | 3448.0ms/step | 5.8 samples/s +Step 15520/44000 | Loss: 3.0792 | LR: 3.69e-04 | 1289.3ms/step | 15.5 samples/s +Step 15530/44000 | Loss: 3.0430 | LR: 3.69e-04 | 1289.1ms/step | 15.5 samples/s +Step 15540/44000 | Loss: 3.0305 | LR: 3.69e-04 | 1291.3ms/step | 15.5 samples/s +Step 15550/44000 | Loss: 3.0329 | LR: 3.69e-04 | 1289.2ms/step | 15.5 samples/s +Step 15560/44000 | Loss: 3.0472 | LR: 3.69e-04 | 1288.6ms/step | 15.5 samples/s +Step 15570/44000 | Loss: 3.0564 | LR: 3.69e-04 | 1289.9ms/step | 15.5 samples/s +Step 15580/44000 | Loss: 3.0622 | LR: 3.68e-04 | 1289.2ms/step | 15.5 samples/s +Step 15590/44000 | Loss: 3.0704 | LR: 3.68e-04 | 1289.8ms/step | 15.5 samples/s +Step 15600/44000 | Loss: 3.0530 | LR: 3.68e-04 | 1288.4ms/step | 15.5 samples/s +Step 15610/44000 | Loss: 3.0659 | LR: 3.68e-04 | 1290.4ms/step | 15.5 samples/s +Step 15620/44000 | Loss: 3.0747 | LR: 3.68e-04 | 1290.2ms/step | 15.5 samples/s +Step 15630/44000 | Loss: 3.0380 | LR: 3.68e-04 | 1288.8ms/step | 15.5 samples/s +Step 15640/44000 | Loss: 3.0578 | LR: 3.67e-04 | 1289.1ms/step | 15.5 samples/s +Step 15650/44000 | Loss: 3.0568 | LR: 3.67e-04 | 1288.0ms/step | 15.5 samples/s +Step 15660/44000 | Loss: 3.0317 | LR: 3.67e-04 | 1288.9ms/step | 15.5 samples/s +Step 15670/44000 | Loss: 3.0452 | LR: 3.67e-04 | 1288.6ms/step | 15.5 samples/s +Step 15680/44000 | Loss: 3.1042 | LR: 3.67e-04 | 1288.4ms/step | 15.5 samples/s +Step 15690/44000 | Loss: 3.0751 | LR: 3.67e-04 | 1290.7ms/step | 15.5 samples/s +Step 15700/44000 | Loss: 3.0887 | LR: 3.67e-04 | 1289.5ms/step | 15.5 samples/s +Step 15710/44000 | Loss: 3.0978 | LR: 3.66e-04 | 1290.8ms/step | 15.5 samples/s +Step 15720/44000 | Loss: 3.0385 | LR: 3.66e-04 | 1289.0ms/step | 15.5 samples/s +Step 15730/44000 | Loss: 3.0519 | LR: 3.66e-04 | 1289.6ms/step | 15.5 samples/s +Step 15740/44000 | Loss: 3.0456 | LR: 3.66e-04 | 1288.9ms/step | 15.5 samples/s +Step 15750/44000 | Loss: 3.0420 | LR: 3.66e-04 | 1288.3ms/step | 15.5 samples/s +Validation at step 15750: Loss = 3.0689, Perplexity = 21.52 +Step 15760/44000 | Loss: 3.0441 | LR: 3.66e-04 | 3446.6ms/step | 5.8 samples/s +Step 15770/44000 | Loss: 3.0343 | LR: 3.65e-04 | 1288.0ms/step | 15.5 samples/s +Step 15780/44000 | Loss: 3.0504 | LR: 3.65e-04 | 1289.8ms/step | 15.5 samples/s +Step 15790/44000 | Loss: 3.0571 | LR: 3.65e-04 | 1289.0ms/step | 15.5 samples/s +Step 15800/44000 | Loss: 3.0486 | LR: 3.65e-04 | 1288.7ms/step | 15.5 samples/s +Step 15810/44000 | Loss: 3.0345 | LR: 3.65e-04 | 1290.0ms/step | 15.5 samples/s +Step 15820/44000 | Loss: 3.0403 | LR: 3.65e-04 | 1289.4ms/step | 15.5 samples/s +Step 15830/44000 | Loss: 3.0631 | LR: 3.64e-04 | 1290.4ms/step | 15.5 samples/s +Step 15840/44000 | Loss: 3.0504 | LR: 3.64e-04 | 1289.7ms/step | 15.5 samples/s +Step 15850/44000 | Loss: 3.0377 | LR: 3.64e-04 | 1291.7ms/step | 15.5 samples/s +Step 15860/44000 | Loss: 3.0412 | LR: 3.64e-04 | 1289.9ms/step | 15.5 samples/s +Step 15870/44000 | Loss: 3.0515 | LR: 3.64e-04 | 1291.3ms/step | 15.5 samples/s +Step 15880/44000 | Loss: 3.0588 | LR: 3.64e-04 | 1288.6ms/step | 15.5 samples/s +Step 15890/44000 | Loss: 3.0241 | LR: 3.63e-04 | 1289.3ms/step | 15.5 samples/s +Step 15900/44000 | Loss: 3.0677 | LR: 3.63e-04 | 1288.6ms/step | 15.5 samples/s +Step 15910/44000 | Loss: 3.0632 | LR: 3.63e-04 | 1288.6ms/step | 15.5 samples/s +Step 15920/44000 | Loss: 3.0596 | LR: 3.63e-04 | 1287.6ms/step | 15.5 samples/s +Step 15930/44000 | Loss: 3.0166 | LR: 3.63e-04 | 1288.9ms/step | 15.5 samples/s +Step 15940/44000 | Loss: 3.0404 | LR: 3.63e-04 | 1289.3ms/step | 15.5 samples/s +Step 15950/44000 | Loss: 3.0209 | LR: 3.62e-04 | 1289.5ms/step | 15.5 samples/s +Step 15960/44000 | Loss: 3.0299 | LR: 3.62e-04 | 1289.3ms/step | 15.5 samples/s +Step 15970/44000 | Loss: 3.0438 | LR: 3.62e-04 | 1288.4ms/step | 15.5 samples/s +Step 15980/44000 | Loss: 3.0518 | LR: 3.62e-04 | 1288.2ms/step | 15.5 samples/s +Step 15990/44000 | Loss: 3.0565 | LR: 3.62e-04 | 1290.8ms/step | 15.5 samples/s +Step 16000/44000 | Loss: 3.0621 | LR: 3.62e-04 | 1287.3ms/step | 15.5 samples/s +Validation at step 16000: Loss = 3.0667, Perplexity = 21.47 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-16000 +Step 16010/44000 | Loss: 3.0142 | LR: 3.62e-04 | 3745.8ms/step | 5.3 samples/s +Step 16020/44000 | Loss: 3.0337 | LR: 3.61e-04 | 1286.9ms/step | 15.5 samples/s +Step 16030/44000 | Loss: 3.0489 | LR: 3.61e-04 | 1289.1ms/step | 15.5 samples/s +Step 16040/44000 | Loss: 3.0345 | LR: 3.61e-04 | 1289.9ms/step | 15.5 samples/s +Step 16050/44000 | Loss: 3.0685 | LR: 3.61e-04 | 1290.5ms/step | 15.5 samples/s +Step 16060/44000 | Loss: 3.0406 | LR: 3.61e-04 | 1290.9ms/step | 15.5 samples/s +Step 16070/44000 | Loss: 3.0603 | LR: 3.61e-04 | 1291.7ms/step | 15.5 samples/s +Step 16080/44000 | Loss: 3.0503 | LR: 3.60e-04 | 1292.0ms/step | 15.5 samples/s +Step 16090/44000 | Loss: 3.0165 | LR: 3.60e-04 | 1289.2ms/step | 15.5 samples/s +Step 16100/44000 | Loss: 3.0379 | LR: 3.60e-04 | 1291.3ms/step | 15.5 samples/s +Step 16110/44000 | Loss: 3.0535 | LR: 3.60e-04 | 1290.7ms/step | 15.5 samples/s +Step 16120/44000 | Loss: 3.0527 | LR: 3.60e-04 | 1289.6ms/step | 15.5 samples/s +Step 16130/44000 | Loss: 3.0371 | LR: 3.60e-04 | 1289.1ms/step | 15.5 samples/s +Step 16140/44000 | Loss: 3.0443 | LR: 3.59e-04 | 1289.2ms/step | 15.5 samples/s +Step 16150/44000 | Loss: 3.0231 | LR: 3.59e-04 | 1287.0ms/step | 15.5 samples/s +Step 16160/44000 | Loss: 3.0405 | LR: 3.59e-04 | 1291.2ms/step | 15.5 samples/s +Step 16170/44000 | Loss: 3.0631 | LR: 3.59e-04 | 1291.7ms/step | 15.5 samples/s +Step 16180/44000 | Loss: 3.0679 | LR: 3.59e-04 | 1292.9ms/step | 15.5 samples/s +Step 16190/44000 | Loss: 3.0601 | LR: 3.59e-04 | 1291.1ms/step | 15.5 samples/s +Step 16200/44000 | Loss: 3.0311 | LR: 3.58e-04 | 1292.0ms/step | 15.5 samples/s +Step 16210/44000 | Loss: 3.0307 | LR: 3.58e-04 | 1291.0ms/step | 15.5 samples/s +Step 16220/44000 | Loss: 3.0754 | LR: 3.58e-04 | 1290.3ms/step | 15.5 samples/s +Step 16230/44000 | Loss: 3.0128 | LR: 3.58e-04 | 1290.5ms/step | 15.5 samples/s +Step 16240/44000 | Loss: 3.0267 | LR: 3.58e-04 | 1290.4ms/step | 15.5 samples/s +Step 16250/44000 | Loss: 3.0704 | LR: 3.58e-04 | 1290.3ms/step | 15.5 samples/s +Validation at step 16250: Loss = 3.0625, Perplexity = 21.38 +Step 16260/44000 | Loss: 3.0290 | LR: 3.57e-04 | 3448.0ms/step | 5.8 samples/s +Step 16270/44000 | Loss: 3.0866 | LR: 3.57e-04 | 1288.7ms/step | 15.5 samples/s +Step 16280/44000 | Loss: 3.0442 | LR: 3.57e-04 | 1293.8ms/step | 15.5 samples/s +Step 16290/44000 | Loss: 3.0263 | LR: 3.57e-04 | 1293.3ms/step | 15.5 samples/s +Step 16300/44000 | Loss: 3.0727 | LR: 3.57e-04 | 1289.1ms/step | 15.5 samples/s +Step 16310/44000 | Loss: 3.0583 | LR: 3.57e-04 | 1289.6ms/step | 15.5 samples/s +Step 16320/44000 | Loss: 3.0155 | LR: 3.56e-04 | 1291.7ms/step | 15.5 samples/s +Step 16330/44000 | Loss: 3.0312 | LR: 3.56e-04 | 1288.2ms/step | 15.5 samples/s +Step 16340/44000 | Loss: 3.0561 | LR: 3.56e-04 | 1290.4ms/step | 15.5 samples/s +Step 16350/44000 | Loss: 3.0560 | LR: 3.56e-04 | 1289.3ms/step | 15.5 samples/s +Step 16360/44000 | Loss: 3.0605 | LR: 3.56e-04 | 1290.5ms/step | 15.5 samples/s +Step 16370/44000 | Loss: 3.0332 | LR: 3.56e-04 | 1289.1ms/step | 15.5 samples/s +Step 16380/44000 | Loss: 3.0467 | LR: 3.55e-04 | 1291.1ms/step | 15.5 samples/s +Step 16390/44000 | Loss: 3.0809 | LR: 3.55e-04 | 1290.9ms/step | 15.5 samples/s +Step 16400/44000 | Loss: 3.0274 | LR: 3.55e-04 | 1291.3ms/step | 15.5 samples/s +Step 16410/44000 | Loss: 3.0390 | LR: 3.55e-04 | 1290.3ms/step | 15.5 samples/s +Step 16420/44000 | Loss: 3.0338 | LR: 3.55e-04 | 1289.6ms/step | 15.5 samples/s +Step 16430/44000 | Loss: 3.0562 | LR: 3.55e-04 | 1290.3ms/step | 15.5 samples/s +Step 16440/44000 | Loss: 3.0411 | LR: 3.54e-04 | 1290.3ms/step | 15.5 samples/s +Step 16450/44000 | Loss: 3.0462 | LR: 3.54e-04 | 1292.4ms/step | 15.5 samples/s +Step 16460/44000 | Loss: 3.0578 | LR: 3.54e-04 | 1289.7ms/step | 15.5 samples/s +Step 16470/44000 | Loss: 3.0218 | LR: 3.54e-04 | 1290.2ms/step | 15.5 samples/s +Step 16480/44000 | Loss: 3.0267 | LR: 3.54e-04 | 1289.2ms/step | 15.5 samples/s +Step 16490/44000 | Loss: 3.0226 | LR: 3.54e-04 | 1291.9ms/step | 15.5 samples/s +Step 16500/44000 | Loss: 3.0377 | LR: 3.53e-04 | 1290.7ms/step | 15.5 samples/s +Validation at step 16500: Loss = 3.0593, Perplexity = 21.31 +Step 16510/44000 | Loss: 3.0585 | LR: 3.53e-04 | 3451.3ms/step | 5.8 samples/s +Step 16520/44000 | Loss: 3.0341 | LR: 3.53e-04 | 1290.9ms/step | 15.5 samples/s +Step 16530/44000 | Loss: 3.0110 | LR: 3.53e-04 | 1290.5ms/step | 15.5 samples/s +Step 16540/44000 | Loss: 3.0470 | LR: 3.53e-04 | 1290.7ms/step | 15.5 samples/s +Step 16550/44000 | Loss: 3.0003 | LR: 3.53e-04 | 1286.3ms/step | 15.5 samples/s +Step 16560/44000 | Loss: 3.0266 | LR: 3.52e-04 | 1290.4ms/step | 15.5 samples/s +Step 16570/44000 | Loss: 3.0601 | LR: 3.52e-04 | 1289.2ms/step | 15.5 samples/s +Step 16580/44000 | Loss: 3.0262 | LR: 3.52e-04 | 1289.1ms/step | 15.5 samples/s +Step 16590/44000 | Loss: 3.0370 | LR: 3.52e-04 | 1290.0ms/step | 15.5 samples/s +Step 16600/44000 | Loss: 3.0234 | LR: 3.52e-04 | 1290.2ms/step | 15.5 samples/s +Step 16610/44000 | Loss: 3.0421 | LR: 3.52e-04 | 1291.6ms/step | 15.5 samples/s +Step 16620/44000 | Loss: 3.0439 | LR: 3.51e-04 | 1291.9ms/step | 15.5 samples/s +Step 16630/44000 | Loss: 3.0219 | LR: 3.51e-04 | 1292.7ms/step | 15.5 samples/s +Step 16640/44000 | Loss: 3.0567 | LR: 3.51e-04 | 1289.4ms/step | 15.5 samples/s +Step 16650/44000 | Loss: 3.0205 | LR: 3.51e-04 | 1290.0ms/step | 15.5 samples/s +Step 16660/44000 | Loss: 3.0233 | LR: 3.51e-04 | 1289.2ms/step | 15.5 samples/s +Step 16670/44000 | Loss: 3.0492 | LR: 3.51e-04 | 1290.8ms/step | 15.5 samples/s +Step 16680/44000 | Loss: 3.0026 | LR: 3.50e-04 | 1290.2ms/step | 15.5 samples/s +Step 16690/44000 | Loss: 3.0310 | LR: 3.50e-04 | 1292.3ms/step | 15.5 samples/s +Step 16700/44000 | Loss: 3.0643 | LR: 3.50e-04 | 1294.4ms/step | 15.5 samples/s +Step 16710/44000 | Loss: 3.0039 | LR: 3.50e-04 | 1288.4ms/step | 15.5 samples/s +Step 16720/44000 | Loss: 3.0479 | LR: 3.50e-04 | 1288.8ms/step | 15.5 samples/s +Step 16730/44000 | Loss: 3.0167 | LR: 3.50e-04 | 1289.0ms/step | 15.5 samples/s +Step 16740/44000 | Loss: 3.0196 | LR: 3.49e-04 | 1292.2ms/step | 15.5 samples/s +Step 16750/44000 | Loss: 3.0159 | LR: 3.49e-04 | 1292.6ms/step | 15.5 samples/s +Validation at step 16750: Loss = 3.0567, Perplexity = 21.26 +Step 16760/44000 | Loss: 3.0598 | LR: 3.49e-04 | 3456.9ms/step | 5.8 samples/s +Step 16770/44000 | Loss: 3.0625 | LR: 3.49e-04 | 1289.1ms/step | 15.5 samples/s +Step 16780/44000 | Loss: 3.0517 | LR: 3.49e-04 | 1288.6ms/step | 15.5 samples/s +Step 16790/44000 | Loss: 3.0697 | LR: 3.49e-04 | 1290.4ms/step | 15.5 samples/s +Step 16800/44000 | Loss: 3.0446 | LR: 3.48e-04 | 1290.8ms/step | 15.5 samples/s +Step 16810/44000 | Loss: 3.0211 | LR: 3.48e-04 | 1289.7ms/step | 15.5 samples/s +Step 16820/44000 | Loss: 3.0668 | LR: 3.48e-04 | 1290.7ms/step | 15.5 samples/s +Step 16830/44000 | Loss: 3.0639 | LR: 3.48e-04 | 1292.0ms/step | 15.5 samples/s +Step 16840/44000 | Loss: 3.0352 | LR: 3.48e-04 | 1290.6ms/step | 15.5 samples/s +Step 16850/44000 | Loss: 3.0216 | LR: 3.48e-04 | 1291.9ms/step | 15.5 samples/s +Step 16860/44000 | Loss: 3.0599 | LR: 3.47e-04 | 1290.8ms/step | 15.5 samples/s +Step 16870/44000 | Loss: 3.0352 | LR: 3.47e-04 | 1289.9ms/step | 15.5 samples/s +Step 16880/44000 | Loss: 3.0553 | LR: 3.47e-04 | 1290.1ms/step | 15.5 samples/s +Step 16890/44000 | Loss: 3.0242 | LR: 3.47e-04 | 1291.0ms/step | 15.5 samples/s +Step 16900/44000 | Loss: 3.0484 | LR: 3.47e-04 | 1290.3ms/step | 15.5 samples/s +Step 16910/44000 | Loss: 3.0363 | LR: 3.47e-04 | 1289.5ms/step | 15.5 samples/s +Step 16920/44000 | Loss: 3.0499 | LR: 3.46e-04 | 1289.6ms/step | 15.5 samples/s +Step 16930/44000 | Loss: 3.0692 | LR: 3.46e-04 | 1288.2ms/step | 15.5 samples/s +Step 16940/44000 | Loss: 3.0319 | LR: 3.46e-04 | 1289.5ms/step | 15.5 samples/s +Step 16950/44000 | Loss: 3.0193 | LR: 3.46e-04 | 1289.4ms/step | 15.5 samples/s +Step 16960/44000 | Loss: 3.0334 | LR: 3.46e-04 | 1290.1ms/step | 15.5 samples/s +Step 16970/44000 | Loss: 3.0610 | LR: 3.46e-04 | 1288.7ms/step | 15.5 samples/s +Step 16980/44000 | Loss: 3.0687 | LR: 3.45e-04 | 1289.0ms/step | 15.5 samples/s +Step 16990/44000 | Loss: 3.0257 | LR: 3.45e-04 | 1290.6ms/step | 15.5 samples/s +Step 17000/44000 | Loss: 3.0401 | LR: 3.45e-04 | 1289.7ms/step | 15.5 samples/s +Validation at step 17000: Loss = 3.0556, Perplexity = 21.23 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-17000 +Step 17010/44000 | Loss: 3.0552 | LR: 3.45e-04 | 3735.3ms/step | 5.4 samples/s +Step 17020/44000 | Loss: 3.0368 | LR: 3.45e-04 | 1286.4ms/step | 15.5 samples/s +Step 17030/44000 | Loss: 3.0397 | LR: 3.45e-04 | 1289.8ms/step | 15.5 samples/s +Step 17040/44000 | Loss: 3.0733 | LR: 3.44e-04 | 1291.5ms/step | 15.5 samples/s +Step 17050/44000 | Loss: 3.0657 | LR: 3.44e-04 | 1291.0ms/step | 15.5 samples/s +Step 17060/44000 | Loss: 3.0185 | LR: 3.44e-04 | 1289.8ms/step | 15.5 samples/s +Step 17070/44000 | Loss: 3.0020 | LR: 3.44e-04 | 1291.7ms/step | 15.5 samples/s +Step 17080/44000 | Loss: 3.0503 | LR: 3.44e-04 | 1290.0ms/step | 15.5 samples/s +Step 17090/44000 | Loss: 3.0331 | LR: 3.44e-04 | 1290.3ms/step | 15.5 samples/s +Step 17100/44000 | Loss: 3.0387 | LR: 3.43e-04 | 1289.6ms/step | 15.5 samples/s +Step 17110/44000 | Loss: 3.0314 | LR: 3.43e-04 | 1287.6ms/step | 15.5 samples/s +Step 17120/44000 | Loss: 3.0379 | LR: 3.43e-04 | 1287.4ms/step | 15.5 samples/s +Step 17130/44000 | Loss: 3.0255 | LR: 3.43e-04 | 1286.2ms/step | 15.6 samples/s +Step 17140/44000 | Loss: 3.0533 | LR: 3.43e-04 | 1289.1ms/step | 15.5 samples/s +Step 17150/44000 | Loss: 3.0537 | LR: 3.43e-04 | 1292.3ms/step | 15.5 samples/s +Step 17160/44000 | Loss: 3.0173 | LR: 3.42e-04 | 1289.0ms/step | 15.5 samples/s +Step 17170/44000 | Loss: 3.0316 | LR: 3.42e-04 | 1289.1ms/step | 15.5 samples/s +Step 17180/44000 | Loss: 3.0137 | LR: 3.42e-04 | 1289.6ms/step | 15.5 samples/s +Step 17190/44000 | Loss: 3.0566 | LR: 3.42e-04 | 1289.3ms/step | 15.5 samples/s +Step 17200/44000 | Loss: 3.0297 | LR: 3.42e-04 | 1289.2ms/step | 15.5 samples/s +Step 17210/44000 | Loss: 3.0488 | LR: 3.42e-04 | 1290.5ms/step | 15.5 samples/s +Step 17220/44000 | Loss: 3.0377 | LR: 3.41e-04 | 1288.5ms/step | 15.5 samples/s +Step 17230/44000 | Loss: 3.0317 | LR: 3.41e-04 | 1286.9ms/step | 15.5 samples/s +Step 17240/44000 | Loss: 3.0334 | LR: 3.41e-04 | 1289.3ms/step | 15.5 samples/s +Step 17250/44000 | Loss: 3.0435 | LR: 3.41e-04 | 1290.1ms/step | 15.5 samples/s +Validation at step 17250: Loss = 3.0506, Perplexity = 21.13 +Step 17260/44000 | Loss: 3.0379 | LR: 3.41e-04 | 3446.6ms/step | 5.8 samples/s +Step 17270/44000 | Loss: 3.0466 | LR: 3.41e-04 | 1289.4ms/step | 15.5 samples/s +Step 17280/44000 | Loss: 3.0356 | LR: 3.40e-04 | 1291.4ms/step | 15.5 samples/s +Step 17290/44000 | Loss: 3.0346 | LR: 3.40e-04 | 1289.3ms/step | 15.5 samples/s +Step 17300/44000 | Loss: 3.0209 | LR: 3.40e-04 | 1290.7ms/step | 15.5 samples/s +Step 17310/44000 | Loss: 3.0298 | LR: 3.40e-04 | 1291.1ms/step | 15.5 samples/s +Step 17320/44000 | Loss: 3.0321 | LR: 3.40e-04 | 1292.5ms/step | 15.5 samples/s +Step 17330/44000 | Loss: 3.0382 | LR: 3.40e-04 | 1287.7ms/step | 15.5 samples/s +Step 17340/44000 | Loss: 3.0373 | LR: 3.39e-04 | 1291.0ms/step | 15.5 samples/s +Step 17350/44000 | Loss: 3.0339 | LR: 3.39e-04 | 1290.0ms/step | 15.5 samples/s +Step 17360/44000 | Loss: 3.0291 | LR: 3.39e-04 | 1289.1ms/step | 15.5 samples/s +Step 17370/44000 | Loss: 3.0053 | LR: 3.39e-04 | 1288.9ms/step | 15.5 samples/s +Step 17380/44000 | Loss: 3.0540 | LR: 3.39e-04 | 1290.2ms/step | 15.5 samples/s +Step 17390/44000 | Loss: 3.0260 | LR: 3.39e-04 | 1291.5ms/step | 15.5 samples/s +Step 17400/44000 | Loss: 3.0572 | LR: 3.38e-04 | 1290.7ms/step | 15.5 samples/s +Step 17410/44000 | Loss: 3.0360 | LR: 3.38e-04 | 1291.0ms/step | 15.5 samples/s +Step 17420/44000 | Loss: 3.0110 | LR: 3.38e-04 | 1290.7ms/step | 15.5 samples/s +Step 17430/44000 | Loss: 3.0394 | LR: 3.38e-04 | 1288.3ms/step | 15.5 samples/s +Step 17440/44000 | Loss: 3.0325 | LR: 3.38e-04 | 1288.8ms/step | 15.5 samples/s +Step 17450/44000 | Loss: 3.0070 | LR: 3.38e-04 | 1291.4ms/step | 15.5 samples/s +Step 17460/44000 | Loss: 3.0261 | LR: 3.37e-04 | 1290.8ms/step | 15.5 samples/s +Step 17470/44000 | Loss: 3.0277 | LR: 3.37e-04 | 1290.2ms/step | 15.5 samples/s +Step 17480/44000 | Loss: 3.0519 | LR: 3.37e-04 | 1290.8ms/step | 15.5 samples/s +Step 17490/44000 | Loss: 3.0055 | LR: 3.37e-04 | 1292.3ms/step | 15.5 samples/s +Step 17500/44000 | Loss: 3.0581 | LR: 3.37e-04 | 1292.5ms/step | 15.5 samples/s +Validation at step 17500: Loss = 3.0466, Perplexity = 21.04 +Step 17510/44000 | Loss: 3.0321 | LR: 3.37e-04 | 3454.1ms/step | 5.8 samples/s +Step 17520/44000 | Loss: 2.9930 | LR: 3.36e-04 | 1291.7ms/step | 15.5 samples/s +Step 17530/44000 | Loss: 3.0312 | LR: 3.36e-04 | 1291.8ms/step | 15.5 samples/s +Step 17540/44000 | Loss: 3.0565 | LR: 3.36e-04 | 1289.1ms/step | 15.5 samples/s +Step 17550/44000 | Loss: 3.0195 | LR: 3.36e-04 | 1290.9ms/step | 15.5 samples/s +Step 17560/44000 | Loss: 3.0203 | LR: 3.36e-04 | 1291.1ms/step | 15.5 samples/s +Step 17570/44000 | Loss: 3.0539 | LR: 3.35e-04 | 1291.0ms/step | 15.5 samples/s +Step 17580/44000 | Loss: 3.0295 | LR: 3.35e-04 | 1292.6ms/step | 15.5 samples/s +Step 17590/44000 | Loss: 3.0332 | LR: 3.35e-04 | 1293.6ms/step | 15.5 samples/s +Step 17600/44000 | Loss: 3.0426 | LR: 3.35e-04 | 1293.1ms/step | 15.5 samples/s +Step 17610/44000 | Loss: 3.0400 | LR: 3.35e-04 | 1291.8ms/step | 15.5 samples/s +Step 17620/44000 | Loss: 3.0893 | LR: 3.35e-04 | 1293.0ms/step | 15.5 samples/s +Step 17630/44000 | Loss: 3.0582 | LR: 3.34e-04 | 1291.8ms/step | 15.5 samples/s +Step 17640/44000 | Loss: 3.0446 | LR: 3.34e-04 | 1291.7ms/step | 15.5 samples/s +Step 17650/44000 | Loss: 3.0127 | LR: 3.34e-04 | 1292.7ms/step | 15.5 samples/s +Step 17660/44000 | Loss: 3.0435 | LR: 3.34e-04 | 1290.8ms/step | 15.5 samples/s +Step 17670/44000 | Loss: 3.0552 | LR: 3.34e-04 | 1293.6ms/step | 15.5 samples/s +Step 17680/44000 | Loss: 3.0043 | LR: 3.34e-04 | 1290.8ms/step | 15.5 samples/s +Step 17690/44000 | Loss: 3.0240 | LR: 3.33e-04 | 1292.9ms/step | 15.5 samples/s +Step 17700/44000 | Loss: 3.0493 | LR: 3.33e-04 | 1292.6ms/step | 15.5 samples/s +Step 17710/44000 | Loss: 3.0234 | LR: 3.33e-04 | 1291.1ms/step | 15.5 samples/s +Step 17720/44000 | Loss: 3.0158 | LR: 3.33e-04 | 1291.4ms/step | 15.5 samples/s +Step 17730/44000 | Loss: 2.9981 | LR: 3.33e-04 | 1289.5ms/step | 15.5 samples/s +Step 17740/44000 | Loss: 3.0109 | LR: 3.33e-04 | 1288.9ms/step | 15.5 samples/s +Step 17750/44000 | Loss: 3.0465 | LR: 3.32e-04 | 1289.5ms/step | 15.5 samples/s +Validation at step 17750: Loss = 3.0443, Perplexity = 20.99 +Step 17760/44000 | Loss: 3.0267 | LR: 3.32e-04 | 3444.7ms/step | 5.8 samples/s +Step 17770/44000 | Loss: 3.0424 | LR: 3.32e-04 | 1288.5ms/step | 15.5 samples/s +Step 17780/44000 | Loss: 3.0445 | LR: 3.32e-04 | 1288.4ms/step | 15.5 samples/s +Step 17790/44000 | Loss: 3.0239 | LR: 3.32e-04 | 1288.8ms/step | 15.5 samples/s +Step 17800/44000 | Loss: 3.0283 | LR: 3.32e-04 | 1290.3ms/step | 15.5 samples/s +Step 17810/44000 | Loss: 3.0285 | LR: 3.31e-04 | 1290.1ms/step | 15.5 samples/s +Step 17820/44000 | Loss: 3.0588 | LR: 3.31e-04 | 1290.8ms/step | 15.5 samples/s +Step 17830/44000 | Loss: 3.0197 | LR: 3.31e-04 | 1291.1ms/step | 15.5 samples/s +Step 17840/44000 | Loss: 3.0359 | LR: 3.31e-04 | 1290.8ms/step | 15.5 samples/s +Step 17850/44000 | Loss: 3.0249 | LR: 3.31e-04 | 1290.9ms/step | 15.5 samples/s +Step 17860/44000 | Loss: 3.0104 | LR: 3.31e-04 | 1291.1ms/step | 15.5 samples/s +Step 17870/44000 | Loss: 3.0266 | LR: 3.30e-04 | 1291.0ms/step | 15.5 samples/s +Step 17880/44000 | Loss: 3.0160 | LR: 3.30e-04 | 1287.5ms/step | 15.5 samples/s +Step 17890/44000 | Loss: 2.9993 | LR: 3.30e-04 | 1288.0ms/step | 15.5 samples/s +Step 17900/44000 | Loss: 3.0401 | LR: 3.30e-04 | 1291.9ms/step | 15.5 samples/s +Step 17910/44000 | Loss: 3.0480 | LR: 3.30e-04 | 1291.4ms/step | 15.5 samples/s +Step 17920/44000 | Loss: 3.0203 | LR: 3.29e-04 | 1289.8ms/step | 15.5 samples/s +Step 17930/44000 | Loss: 3.0246 | LR: 3.29e-04 | 1291.9ms/step | 15.5 samples/s +Step 17940/44000 | Loss: 3.0241 | LR: 3.29e-04 | 1290.3ms/step | 15.5 samples/s +Step 17950/44000 | Loss: 3.0217 | LR: 3.29e-04 | 1291.2ms/step | 15.5 samples/s +Step 17960/44000 | Loss: 3.0381 | LR: 3.29e-04 | 1289.3ms/step | 15.5 samples/s +Step 17970/44000 | Loss: 3.0410 | LR: 3.29e-04 | 1290.3ms/step | 15.5 samples/s +Step 17980/44000 | Loss: 2.9991 | LR: 3.28e-04 | 1286.9ms/step | 15.5 samples/s +Step 17990/44000 | Loss: 3.0332 | LR: 3.28e-04 | 1289.5ms/step | 15.5 samples/s +Step 18000/44000 | Loss: 3.0406 | LR: 3.28e-04 | 1288.9ms/step | 15.5 samples/s +Validation at step 18000: Loss = 3.0419, Perplexity = 20.94 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-18000 +Step 18010/44000 | Loss: 3.0200 | LR: 3.28e-04 | 3736.3ms/step | 5.4 samples/s +Step 18020/44000 | Loss: 3.0174 | LR: 3.28e-04 | 1290.7ms/step | 15.5 samples/s +Step 18030/44000 | Loss: 2.9952 | LR: 3.28e-04 | 1289.7ms/step | 15.5 samples/s +Step 18040/44000 | Loss: 3.0477 | LR: 3.27e-04 | 1291.3ms/step | 15.5 samples/s +Step 18050/44000 | Loss: 3.0131 | LR: 3.27e-04 | 1290.6ms/step | 15.5 samples/s +Step 18060/44000 | Loss: 3.0181 | LR: 3.27e-04 | 1291.2ms/step | 15.5 samples/s +Step 18070/44000 | Loss: 3.0029 | LR: 3.27e-04 | 1291.9ms/step | 15.5 samples/s +Step 18080/44000 | Loss: 3.0139 | LR: 3.27e-04 | 1287.9ms/step | 15.5 samples/s +Step 18090/44000 | Loss: 3.0259 | LR: 3.27e-04 | 1291.0ms/step | 15.5 samples/s +Step 18100/44000 | Loss: 3.0055 | LR: 3.26e-04 | 1292.7ms/step | 15.5 samples/s +Step 18110/44000 | Loss: 3.0431 | LR: 3.26e-04 | 1295.1ms/step | 15.4 samples/s +Step 18120/44000 | Loss: 3.0406 | LR: 3.26e-04 | 1296.8ms/step | 15.4 samples/s +Step 18130/44000 | Loss: 3.0283 | LR: 3.26e-04 | 1293.0ms/step | 15.5 samples/s +Step 18140/44000 | Loss: 3.0125 | LR: 3.26e-04 | 1290.6ms/step | 15.5 samples/s +Step 18150/44000 | Loss: 2.9991 | LR: 3.26e-04 | 1292.2ms/step | 15.5 samples/s +Step 18160/44000 | Loss: 3.0276 | LR: 3.25e-04 | 1290.8ms/step | 15.5 samples/s +Step 18170/44000 | Loss: 3.0281 | LR: 3.25e-04 | 1289.5ms/step | 15.5 samples/s +Step 18180/44000 | Loss: 3.0163 | LR: 3.25e-04 | 1289.0ms/step | 15.5 samples/s +Step 18190/44000 | Loss: 3.0406 | LR: 3.25e-04 | 1289.3ms/step | 15.5 samples/s +Step 18200/44000 | Loss: 3.0310 | LR: 3.25e-04 | 1287.9ms/step | 15.5 samples/s +Step 18210/44000 | Loss: 3.0249 | LR: 3.24e-04 | 1287.9ms/step | 15.5 samples/s +Step 18220/44000 | Loss: 3.0154 | LR: 3.24e-04 | 1287.0ms/step | 15.5 samples/s +Step 18230/44000 | Loss: 3.0165 | LR: 3.24e-04 | 1286.5ms/step | 15.5 samples/s +Step 18240/44000 | Loss: 3.0158 | LR: 3.24e-04 | 1289.6ms/step | 15.5 samples/s +Step 18250/44000 | Loss: 3.0096 | LR: 3.24e-04 | 1289.7ms/step | 15.5 samples/s +Validation at step 18250: Loss = 3.0385, Perplexity = 20.87 +Step 18260/44000 | Loss: 3.0259 | LR: 3.24e-04 | 3445.7ms/step | 5.8 samples/s +Step 18270/44000 | Loss: 3.0294 | LR: 3.23e-04 | 1290.3ms/step | 15.5 samples/s +Step 18280/44000 | Loss: 3.0377 | LR: 3.23e-04 | 1289.9ms/step | 15.5 samples/s +Step 18290/44000 | Loss: 3.0062 | LR: 3.23e-04 | 1288.5ms/step | 15.5 samples/s +Step 18300/44000 | Loss: 3.0168 | LR: 3.23e-04 | 1288.2ms/step | 15.5 samples/s +Step 18310/44000 | Loss: 3.0524 | LR: 3.23e-04 | 1291.1ms/step | 15.5 samples/s +Step 18320/44000 | Loss: 3.0050 | LR: 3.23e-04 | 1289.6ms/step | 15.5 samples/s +Step 18330/44000 | Loss: 3.0572 | LR: 3.22e-04 | 1289.2ms/step | 15.5 samples/s +Step 18340/44000 | Loss: 3.0354 | LR: 3.22e-04 | 1289.7ms/step | 15.5 samples/s +Step 18350/44000 | Loss: 3.0346 | LR: 3.22e-04 | 1289.6ms/step | 15.5 samples/s +Step 18360/44000 | Loss: 3.0532 | LR: 3.22e-04 | 1290.2ms/step | 15.5 samples/s +Step 18370/44000 | Loss: 3.0178 | LR: 3.22e-04 | 1289.4ms/step | 15.5 samples/s +Step 18380/44000 | Loss: 3.0118 | LR: 3.22e-04 | 1291.1ms/step | 15.5 samples/s +Step 18390/44000 | Loss: 3.0446 | LR: 3.21e-04 | 1292.5ms/step | 15.5 samples/s +Step 18400/44000 | Loss: 3.0392 | LR: 3.21e-04 | 1291.8ms/step | 15.5 samples/s +Step 18410/44000 | Loss: 3.0252 | LR: 3.21e-04 | 1292.6ms/step | 15.5 samples/s +Step 18420/44000 | Loss: 2.9991 | LR: 3.21e-04 | 1292.1ms/step | 15.5 samples/s +Step 18430/44000 | Loss: 3.0375 | LR: 3.21e-04 | 1291.0ms/step | 15.5 samples/s +Step 18440/44000 | Loss: 3.0161 | LR: 3.20e-04 | 1289.9ms/step | 15.5 samples/s +Step 18450/44000 | Loss: 3.0365 | LR: 3.20e-04 | 1288.6ms/step | 15.5 samples/s +Step 18460/44000 | Loss: 3.0508 | LR: 3.20e-04 | 1288.9ms/step | 15.5 samples/s +Step 18470/44000 | Loss: 2.9963 | LR: 3.20e-04 | 1288.5ms/step | 15.5 samples/s +Step 18480/44000 | Loss: 3.0299 | LR: 3.20e-04 | 1290.0ms/step | 15.5 samples/s +Step 18490/44000 | Loss: 3.0319 | LR: 3.20e-04 | 1293.1ms/step | 15.5 samples/s +Step 18500/44000 | Loss: 3.0246 | LR: 3.19e-04 | 1291.2ms/step | 15.5 samples/s +Validation at step 18500: Loss = 3.0361, Perplexity = 20.82 +Step 18510/44000 | Loss: 3.0006 | LR: 3.19e-04 | 3448.4ms/step | 5.8 samples/s +Step 18520/44000 | Loss: 3.0033 | LR: 3.19e-04 | 1288.0ms/step | 15.5 samples/s +Step 18530/44000 | Loss: 2.9981 | LR: 3.19e-04 | 1290.2ms/step | 15.5 samples/s +Step 18540/44000 | Loss: 3.0484 | LR: 3.19e-04 | 1289.4ms/step | 15.5 samples/s +Step 18550/44000 | Loss: 3.0216 | LR: 3.19e-04 | 1289.4ms/step | 15.5 samples/s +Step 18560/44000 | Loss: 2.9907 | LR: 3.18e-04 | 1291.3ms/step | 15.5 samples/s +Step 18570/44000 | Loss: 3.0249 | LR: 3.18e-04 | 1287.4ms/step | 15.5 samples/s +Step 18580/44000 | Loss: 2.9950 | LR: 3.18e-04 | 1288.7ms/step | 15.5 samples/s +Step 18590/44000 | Loss: 3.0117 | LR: 3.18e-04 | 1291.4ms/step | 15.5 samples/s +Step 18600/44000 | Loss: 3.0346 | LR: 3.18e-04 | 1289.6ms/step | 15.5 samples/s +Step 18610/44000 | Loss: 3.0460 | LR: 3.18e-04 | 1289.2ms/step | 15.5 samples/s +Step 18620/44000 | Loss: 3.0068 | LR: 3.17e-04 | 1290.6ms/step | 15.5 samples/s +Step 18630/44000 | Loss: 3.0093 | LR: 3.17e-04 | 1290.8ms/step | 15.5 samples/s +Step 18640/44000 | Loss: 3.0122 | LR: 3.17e-04 | 1291.8ms/step | 15.5 samples/s +Step 18650/44000 | Loss: 2.9996 | LR: 3.17e-04 | 1290.7ms/step | 15.5 samples/s +Step 18660/44000 | Loss: 2.9756 | LR: 3.17e-04 | 1291.1ms/step | 15.5 samples/s +Step 18670/44000 | Loss: 2.9948 | LR: 3.16e-04 | 1291.4ms/step | 15.5 samples/s +Step 18680/44000 | Loss: 3.0128 | LR: 3.16e-04 | 1290.9ms/step | 15.5 samples/s +Step 18690/44000 | Loss: 3.0143 | LR: 3.16e-04 | 1292.0ms/step | 15.5 samples/s +Step 18700/44000 | Loss: 2.9901 | LR: 3.16e-04 | 1290.5ms/step | 15.5 samples/s +Step 18710/44000 | Loss: 3.0270 | LR: 3.16e-04 | 1288.4ms/step | 15.5 samples/s +Step 18720/44000 | Loss: 3.0344 | LR: 3.16e-04 | 1288.0ms/step | 15.5 samples/s +Step 18730/44000 | Loss: 3.0336 | LR: 3.15e-04 | 1289.3ms/step | 15.5 samples/s +Step 18740/44000 | Loss: 3.0336 | LR: 3.15e-04 | 1288.1ms/step | 15.5 samples/s +Step 18750/44000 | Loss: 3.0380 | LR: 3.15e-04 | 1289.6ms/step | 15.5 samples/s +Validation at step 18750: Loss = 3.0328, Perplexity = 20.76 +Step 18760/44000 | Loss: 3.0186 | LR: 3.15e-04 | 3446.9ms/step | 5.8 samples/s +Step 18770/44000 | Loss: 3.0168 | LR: 3.15e-04 | 1290.5ms/step | 15.5 samples/s +Step 18780/44000 | Loss: 3.0107 | LR: 3.15e-04 | 1289.6ms/step | 15.5 samples/s +Step 18790/44000 | Loss: 3.0083 | LR: 3.14e-04 | 1290.9ms/step | 15.5 samples/s +Step 18800/44000 | Loss: 3.0313 | LR: 3.14e-04 | 1288.4ms/step | 15.5 samples/s +Step 18810/44000 | Loss: 3.0229 | LR: 3.14e-04 | 1290.3ms/step | 15.5 samples/s +Step 18820/44000 | Loss: 3.0139 | LR: 3.14e-04 | 1289.4ms/step | 15.5 samples/s +Step 18830/44000 | Loss: 3.0041 | LR: 3.14e-04 | 1290.3ms/step | 15.5 samples/s +Step 18840/44000 | Loss: 3.0295 | LR: 3.13e-04 | 1289.4ms/step | 15.5 samples/s +Step 18850/44000 | Loss: 2.9866 | LR: 3.13e-04 | 1291.7ms/step | 15.5 samples/s +Step 18860/44000 | Loss: 3.0180 | LR: 3.13e-04 | 1293.3ms/step | 15.5 samples/s +Step 18870/44000 | Loss: 3.0310 | LR: 3.13e-04 | 1293.0ms/step | 15.5 samples/s +Step 18880/44000 | Loss: 3.0011 | LR: 3.13e-04 | 1288.9ms/step | 15.5 samples/s +Step 18890/44000 | Loss: 3.0183 | LR: 3.13e-04 | 1289.7ms/step | 15.5 samples/s +Step 18900/44000 | Loss: 2.9801 | LR: 3.12e-04 | 1291.9ms/step | 15.5 samples/s +Step 18910/44000 | Loss: 3.0185 | LR: 3.12e-04 | 1292.4ms/step | 15.5 samples/s +Step 18920/44000 | Loss: 3.0241 | LR: 3.12e-04 | 1290.2ms/step | 15.5 samples/s +Step 18930/44000 | Loss: 3.0195 | LR: 3.12e-04 | 1289.4ms/step | 15.5 samples/s +Step 18940/44000 | Loss: 3.0276 | LR: 3.12e-04 | 1290.9ms/step | 15.5 samples/s +Step 18950/44000 | Loss: 2.9882 | LR: 3.12e-04 | 1290.1ms/step | 15.5 samples/s +Step 18960/44000 | Loss: 3.0041 | LR: 3.11e-04 | 1289.9ms/step | 15.5 samples/s +Step 18970/44000 | Loss: 3.0245 | LR: 3.11e-04 | 1292.3ms/step | 15.5 samples/s +Step 18980/44000 | Loss: 2.9983 | LR: 3.11e-04 | 1292.7ms/step | 15.5 samples/s +Step 18990/44000 | Loss: 3.0162 | LR: 3.11e-04 | 1292.9ms/step | 15.5 samples/s +Step 19000/44000 | Loss: 3.0129 | LR: 3.11e-04 | 1292.9ms/step | 15.5 samples/s +Validation at step 19000: Loss = 3.0291, Perplexity = 20.68 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-19000 +Step 19010/44000 | Loss: 2.9850 | LR: 3.11e-04 | 3743.0ms/step | 5.3 samples/s +Step 19020/44000 | Loss: 3.0227 | LR: 3.10e-04 | 1289.0ms/step | 15.5 samples/s +Step 19030/44000 | Loss: 3.0019 | LR: 3.10e-04 | 1290.5ms/step | 15.5 samples/s +Step 19040/44000 | Loss: 3.0135 | LR: 3.10e-04 | 1293.6ms/step | 15.5 samples/s +Step 19050/44000 | Loss: 3.0306 | LR: 3.10e-04 | 1290.2ms/step | 15.5 samples/s +Step 19060/44000 | Loss: 3.0444 | LR: 3.10e-04 | 1291.4ms/step | 15.5 samples/s +Step 19070/44000 | Loss: 3.0207 | LR: 3.09e-04 | 1290.4ms/step | 15.5 samples/s +Step 19080/44000 | Loss: 2.9886 | LR: 3.09e-04 | 1291.8ms/step | 15.5 samples/s +Step 19090/44000 | Loss: 3.0076 | LR: 3.09e-04 | 1291.4ms/step | 15.5 samples/s +Step 19100/44000 | Loss: 2.9918 | LR: 3.09e-04 | 1290.9ms/step | 15.5 samples/s +Step 19110/44000 | Loss: 3.0223 | LR: 3.09e-04 | 1289.1ms/step | 15.5 samples/s +Step 19120/44000 | Loss: 3.0162 | LR: 3.09e-04 | 1285.9ms/step | 15.6 samples/s +Step 19130/44000 | Loss: 3.0290 | LR: 3.08e-04 | 1289.4ms/step | 15.5 samples/s +Step 19140/44000 | Loss: 2.9953 | LR: 3.08e-04 | 1291.6ms/step | 15.5 samples/s +Step 19150/44000 | Loss: 3.0090 | LR: 3.08e-04 | 1289.8ms/step | 15.5 samples/s +Step 19160/44000 | Loss: 3.0103 | LR: 3.08e-04 | 1289.9ms/step | 15.5 samples/s +Step 19170/44000 | Loss: 2.9722 | LR: 3.08e-04 | 1290.3ms/step | 15.5 samples/s +Step 19180/44000 | Loss: 3.0336 | LR: 3.08e-04 | 1289.7ms/step | 15.5 samples/s +Step 19190/44000 | Loss: 2.9856 | LR: 3.07e-04 | 1290.8ms/step | 15.5 samples/s +Step 19200/44000 | Loss: 2.9902 | LR: 3.07e-04 | 1291.2ms/step | 15.5 samples/s +Step 19210/44000 | Loss: 3.0178 | LR: 3.07e-04 | 1288.6ms/step | 15.5 samples/s +Step 19220/44000 | Loss: 3.0039 | LR: 3.07e-04 | 1289.4ms/step | 15.5 samples/s +Step 19230/44000 | Loss: 3.0681 | LR: 3.07e-04 | 1289.9ms/step | 15.5 samples/s +Step 19240/44000 | Loss: 3.0183 | LR: 3.06e-04 | 1289.6ms/step | 15.5 samples/s +Step 19250/44000 | Loss: 3.0044 | LR: 3.06e-04 | 1290.5ms/step | 15.5 samples/s +Validation at step 19250: Loss = 3.0268, Perplexity = 20.63 +Step 19260/44000 | Loss: 3.0137 | LR: 3.06e-04 | 3451.2ms/step | 5.8 samples/s +Step 19270/44000 | Loss: 3.0009 | LR: 3.06e-04 | 1288.7ms/step | 15.5 samples/s +Step 19280/44000 | Loss: 2.9873 | LR: 3.06e-04 | 1288.7ms/step | 15.5 samples/s +Step 19290/44000 | Loss: 3.0088 | LR: 3.06e-04 | 1292.6ms/step | 15.5 samples/s +Step 19300/44000 | Loss: 2.9988 | LR: 3.05e-04 | 1291.8ms/step | 15.5 samples/s +Step 19310/44000 | Loss: 3.0258 | LR: 3.05e-04 | 1293.7ms/step | 15.5 samples/s +Step 19320/44000 | Loss: 3.0248 | LR: 3.05e-04 | 1293.3ms/step | 15.5 samples/s +Step 19330/44000 | Loss: 3.0334 | LR: 3.05e-04 | 1291.6ms/step | 15.5 samples/s +Step 19340/44000 | Loss: 3.0284 | LR: 3.05e-04 | 1292.8ms/step | 15.5 samples/s +Step 19350/44000 | Loss: 3.0140 | LR: 3.04e-04 | 1290.6ms/step | 15.5 samples/s +Step 19360/44000 | Loss: 3.0260 | LR: 3.04e-04 | 1289.8ms/step | 15.5 samples/s +Step 19370/44000 | Loss: 3.0200 | LR: 3.04e-04 | 1290.7ms/step | 15.5 samples/s +Step 19380/44000 | Loss: 2.9847 | LR: 3.04e-04 | 1289.4ms/step | 15.5 samples/s +Step 19390/44000 | Loss: 2.9916 | LR: 3.04e-04 | 1291.0ms/step | 15.5 samples/s +Step 19400/44000 | Loss: 3.0134 | LR: 3.04e-04 | 1289.6ms/step | 15.5 samples/s +Step 19410/44000 | Loss: 3.0023 | LR: 3.03e-04 | 1291.0ms/step | 15.5 samples/s +Step 19420/44000 | Loss: 3.0200 | LR: 3.03e-04 | 1293.5ms/step | 15.5 samples/s +Step 19430/44000 | Loss: 2.9788 | LR: 3.03e-04 | 1290.7ms/step | 15.5 samples/s +Step 19440/44000 | Loss: 3.0316 | LR: 3.03e-04 | 1292.7ms/step | 15.5 samples/s +Step 19450/44000 | Loss: 3.0038 | LR: 3.03e-04 | 1293.6ms/step | 15.5 samples/s +Step 19460/44000 | Loss: 3.0180 | LR: 3.03e-04 | 1293.2ms/step | 15.5 samples/s +Step 19470/44000 | Loss: 3.0268 | LR: 3.02e-04 | 1294.5ms/step | 15.4 samples/s +Step 19480/44000 | Loss: 2.9842 | LR: 3.02e-04 | 1294.0ms/step | 15.5 samples/s +Step 19490/44000 | Loss: 3.0335 | LR: 3.02e-04 | 1290.2ms/step | 15.5 samples/s +Step 19500/44000 | Loss: 2.9958 | LR: 3.02e-04 | 1291.3ms/step | 15.5 samples/s +Validation at step 19500: Loss = 3.0230, Perplexity = 20.55 +Step 19510/44000 | Loss: 3.0181 | LR: 3.02e-04 | 3448.3ms/step | 5.8 samples/s +Step 19520/44000 | Loss: 2.9995 | LR: 3.01e-04 | 1290.0ms/step | 15.5 samples/s +Step 19530/44000 | Loss: 2.9778 | LR: 3.01e-04 | 1290.4ms/step | 15.5 samples/s +Step 19540/44000 | Loss: 3.0095 | LR: 3.01e-04 | 1289.7ms/step | 15.5 samples/s +Step 19550/44000 | Loss: 2.9961 | LR: 3.01e-04 | 1291.7ms/step | 15.5 samples/s +Step 19560/44000 | Loss: 3.0029 | LR: 3.01e-04 | 1291.8ms/step | 15.5 samples/s +Step 19570/44000 | Loss: 3.0170 | LR: 3.01e-04 | 1292.1ms/step | 15.5 samples/s +Step 19580/44000 | Loss: 3.0269 | LR: 3.00e-04 | 1290.8ms/step | 15.5 samples/s +Step 19590/44000 | Loss: 3.0110 | LR: 3.00e-04 | 1291.7ms/step | 15.5 samples/s +Step 19600/44000 | Loss: 2.9878 | LR: 3.00e-04 | 1290.8ms/step | 15.5 samples/s +Step 19610/44000 | Loss: 3.0067 | LR: 3.00e-04 | 1291.2ms/step | 15.5 samples/s +Step 19620/44000 | Loss: 3.0040 | LR: 3.00e-04 | 1292.4ms/step | 15.5 samples/s +Step 19630/44000 | Loss: 3.0298 | LR: 3.00e-04 | 1291.5ms/step | 15.5 samples/s +Step 19640/44000 | Loss: 3.0246 | LR: 2.99e-04 | 1291.2ms/step | 15.5 samples/s +Step 19650/44000 | Loss: 2.9932 | LR: 2.99e-04 | 1289.9ms/step | 15.5 samples/s +Step 19660/44000 | Loss: 3.0074 | LR: 2.99e-04 | 1290.3ms/step | 15.5 samples/s +Step 19670/44000 | Loss: 3.0196 | LR: 2.99e-04 | 1291.3ms/step | 15.5 samples/s +Step 19680/44000 | Loss: 3.0334 | LR: 2.99e-04 | 1289.6ms/step | 15.5 samples/s +Step 19690/44000 | Loss: 2.9911 | LR: 2.98e-04 | 1290.9ms/step | 15.5 samples/s +Step 19700/44000 | Loss: 3.0256 | LR: 2.98e-04 | 1294.4ms/step | 15.5 samples/s +Step 19710/44000 | Loss: 3.0202 | LR: 2.98e-04 | 1294.3ms/step | 15.5 samples/s +Step 19720/44000 | Loss: 3.0080 | LR: 2.98e-04 | 1292.9ms/step | 15.5 samples/s +Step 19730/44000 | Loss: 3.0333 | LR: 2.98e-04 | 1291.4ms/step | 15.5 samples/s +Step 19740/44000 | Loss: 3.0066 | LR: 2.98e-04 | 1289.9ms/step | 15.5 samples/s +Step 19750/44000 | Loss: 2.9881 | LR: 2.97e-04 | 1287.2ms/step | 15.5 samples/s +Validation at step 19750: Loss = 3.0210, Perplexity = 20.51 +Step 19760/44000 | Loss: 3.0204 | LR: 2.97e-04 | 3445.3ms/step | 5.8 samples/s +Step 19770/44000 | Loss: 3.0298 | LR: 2.97e-04 | 1289.7ms/step | 15.5 samples/s +Step 19780/44000 | Loss: 3.0244 | LR: 2.97e-04 | 1288.2ms/step | 15.5 samples/s +Step 19790/44000 | Loss: 3.0033 | LR: 2.97e-04 | 1288.7ms/step | 15.5 samples/s +Step 19800/44000 | Loss: 3.0306 | LR: 2.96e-04 | 1288.7ms/step | 15.5 samples/s +Step 19810/44000 | Loss: 2.9915 | LR: 2.96e-04 | 1288.8ms/step | 15.5 samples/s +Step 19820/44000 | Loss: 2.9811 | LR: 2.96e-04 | 1290.0ms/step | 15.5 samples/s +Step 19830/44000 | Loss: 3.0299 | LR: 2.96e-04 | 1289.3ms/step | 15.5 samples/s +Step 19840/44000 | Loss: 3.0038 | LR: 2.96e-04 | 1287.9ms/step | 15.5 samples/s +Step 19850/44000 | Loss: 3.0025 | LR: 2.96e-04 | 1289.1ms/step | 15.5 samples/s +Step 19860/44000 | Loss: 3.0335 | LR: 2.95e-04 | 1290.8ms/step | 15.5 samples/s +Step 19870/44000 | Loss: 3.0269 | LR: 2.95e-04 | 1290.3ms/step | 15.5 samples/s +Step 19880/44000 | Loss: 3.0117 | LR: 2.95e-04 | 1286.8ms/step | 15.5 samples/s +Step 19890/44000 | Loss: 3.0137 | LR: 2.95e-04 | 1289.2ms/step | 15.5 samples/s +Step 19900/44000 | Loss: 3.0000 | LR: 2.95e-04 | 1289.1ms/step | 15.5 samples/s +Step 19910/44000 | Loss: 3.0104 | LR: 2.95e-04 | 1289.7ms/step | 15.5 samples/s +Step 19920/44000 | Loss: 3.0036 | LR: 2.94e-04 | 1290.8ms/step | 15.5 samples/s +Step 19930/44000 | Loss: 3.0158 | LR: 2.94e-04 | 1289.8ms/step | 15.5 samples/s +Step 19940/44000 | Loss: 2.9787 | LR: 2.94e-04 | 1285.2ms/step | 15.6 samples/s +Step 19950/44000 | Loss: 2.9989 | LR: 2.94e-04 | 1289.6ms/step | 15.5 samples/s +Step 19960/44000 | Loss: 3.0389 | LR: 2.94e-04 | 1290.1ms/step | 15.5 samples/s +Step 19970/44000 | Loss: 3.0258 | LR: 2.93e-04 | 1291.5ms/step | 15.5 samples/s +Step 19980/44000 | Loss: 3.0235 | LR: 2.93e-04 | 1290.3ms/step | 15.5 samples/s +Step 19990/44000 | Loss: 3.0119 | LR: 2.93e-04 | 1292.1ms/step | 15.5 samples/s +Step 20000/44000 | Loss: 3.0174 | LR: 2.93e-04 | 1294.1ms/step | 15.5 samples/s +Validation at step 20000: Loss = 3.0184, Perplexity = 20.46 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-20000 +Step 20010/44000 | Loss: 2.9929 | LR: 2.93e-04 | 3737.2ms/step | 5.4 samples/s +Step 20020/44000 | Loss: 3.0170 | LR: 2.93e-04 | 1288.4ms/step | 15.5 samples/s +Step 20030/44000 | Loss: 2.9921 | LR: 2.92e-04 | 1287.4ms/step | 15.5 samples/s +Step 20040/44000 | Loss: 2.9947 | LR: 2.92e-04 | 1288.0ms/step | 15.5 samples/s +Step 20050/44000 | Loss: 3.0094 | LR: 2.92e-04 | 1289.4ms/step | 15.5 samples/s +Step 20060/44000 | Loss: 2.9778 | LR: 2.92e-04 | 1288.3ms/step | 15.5 samples/s +Step 20070/44000 | Loss: 3.0050 | LR: 2.92e-04 | 1289.6ms/step | 15.5 samples/s +Step 20080/44000 | Loss: 2.9874 | LR: 2.91e-04 | 1288.9ms/step | 15.5 samples/s +Step 20090/44000 | Loss: 2.9965 | LR: 2.91e-04 | 1290.1ms/step | 15.5 samples/s +Step 20100/44000 | Loss: 3.0137 | LR: 2.91e-04 | 1288.1ms/step | 15.5 samples/s +Step 20110/44000 | Loss: 3.0051 | LR: 2.91e-04 | 1289.6ms/step | 15.5 samples/s +Step 20120/44000 | Loss: 3.0152 | LR: 2.91e-04 | 1289.6ms/step | 15.5 samples/s +Step 20130/44000 | Loss: 3.0119 | LR: 2.91e-04 | 1289.4ms/step | 15.5 samples/s +Step 20140/44000 | Loss: 3.0116 | LR: 2.90e-04 | 1290.0ms/step | 15.5 samples/s +Step 20150/44000 | Loss: 2.9997 | LR: 2.90e-04 | 1290.7ms/step | 15.5 samples/s +Step 20160/44000 | Loss: 3.0144 | LR: 2.90e-04 | 1291.8ms/step | 15.5 samples/s +Step 20170/44000 | Loss: 2.9708 | LR: 2.90e-04 | 1291.8ms/step | 15.5 samples/s +Step 20180/44000 | Loss: 2.9905 | LR: 2.90e-04 | 1291.1ms/step | 15.5 samples/s +Step 20190/44000 | Loss: 3.0212 | LR: 2.90e-04 | 1289.7ms/step | 15.5 samples/s +Step 20200/44000 | Loss: 2.9794 | LR: 2.89e-04 | 1290.0ms/step | 15.5 samples/s +Step 20210/44000 | Loss: 2.9706 | LR: 2.89e-04 | 1287.7ms/step | 15.5 samples/s +Step 20220/44000 | Loss: 3.0219 | LR: 2.89e-04 | 1289.2ms/step | 15.5 samples/s +Step 20230/44000 | Loss: 3.0086 | LR: 2.89e-04 | 1289.4ms/step | 15.5 samples/s +Step 20240/44000 | Loss: 3.0107 | LR: 2.89e-04 | 1288.2ms/step | 15.5 samples/s +Step 20250/44000 | Loss: 2.9949 | LR: 2.88e-04 | 1290.0ms/step | 15.5 samples/s +Validation at step 20250: Loss = 3.0160, Perplexity = 20.41 +Step 20260/44000 | Loss: 2.9628 | LR: 2.88e-04 | 3445.2ms/step | 5.8 samples/s +Step 20270/44000 | Loss: 3.0134 | LR: 2.88e-04 | 1286.7ms/step | 15.5 samples/s +Step 20280/44000 | Loss: 3.0090 | LR: 2.88e-04 | 1290.9ms/step | 15.5 samples/s +Step 20290/44000 | Loss: 3.0013 | LR: 2.88e-04 | 1291.2ms/step | 15.5 samples/s +Step 20300/44000 | Loss: 3.0238 | LR: 2.88e-04 | 1300.1ms/step | 15.4 samples/s +Step 20310/44000 | Loss: 2.9931 | LR: 2.87e-04 | 1293.7ms/step | 15.5 samples/s +Step 20320/44000 | Loss: 3.0002 | LR: 2.87e-04 | 1291.8ms/step | 15.5 samples/s +Step 20330/44000 | Loss: 2.9905 | LR: 2.87e-04 | 1293.4ms/step | 15.5 samples/s +Step 20340/44000 | Loss: 2.9796 | LR: 2.87e-04 | 1295.5ms/step | 15.4 samples/s +Step 20350/44000 | Loss: 3.0063 | LR: 2.87e-04 | 1300.5ms/step | 15.4 samples/s +Step 20360/44000 | Loss: 3.0195 | LR: 2.86e-04 | 1296.1ms/step | 15.4 samples/s +Step 20370/44000 | Loss: 2.9765 | LR: 2.86e-04 | 1293.7ms/step | 15.5 samples/s +Step 20380/44000 | Loss: 2.9852 | LR: 2.86e-04 | 1293.6ms/step | 15.5 samples/s +Step 20390/44000 | Loss: 3.0016 | LR: 2.86e-04 | 1299.1ms/step | 15.4 samples/s +Step 20400/44000 | Loss: 3.0171 | LR: 2.86e-04 | 1293.6ms/step | 15.5 samples/s +Step 20410/44000 | Loss: 2.9900 | LR: 2.86e-04 | 1292.6ms/step | 15.5 samples/s +Step 20420/44000 | Loss: 3.0147 | LR: 2.85e-04 | 1291.0ms/step | 15.5 samples/s +Step 20430/44000 | Loss: 2.9798 | LR: 2.85e-04 | 1291.2ms/step | 15.5 samples/s +Step 20440/44000 | Loss: 3.0080 | LR: 2.85e-04 | 1293.1ms/step | 15.5 samples/s +Step 20450/44000 | Loss: 3.0004 | LR: 2.85e-04 | 1290.0ms/step | 15.5 samples/s +Step 20460/44000 | Loss: 3.0025 | LR: 2.85e-04 | 1289.1ms/step | 15.5 samples/s +Step 20470/44000 | Loss: 3.0204 | LR: 2.84e-04 | 1288.4ms/step | 15.5 samples/s +Step 20480/44000 | Loss: 2.9974 | LR: 2.84e-04 | 1289.5ms/step | 15.5 samples/s +Step 20490/44000 | Loss: 2.9979 | LR: 2.84e-04 | 1288.2ms/step | 15.5 samples/s +Step 20500/44000 | Loss: 2.9781 | LR: 2.84e-04 | 1287.3ms/step | 15.5 samples/s +Validation at step 20500: Loss = 3.0126, Perplexity = 20.34 +Step 20510/44000 | Loss: 3.0247 | LR: 2.84e-04 | 3443.2ms/step | 5.8 samples/s +Step 20520/44000 | Loss: 2.9787 | LR: 2.84e-04 | 1290.2ms/step | 15.5 samples/s +Step 20530/44000 | Loss: 2.9709 | LR: 2.83e-04 | 1289.0ms/step | 15.5 samples/s +Step 20540/44000 | Loss: 2.9999 | LR: 2.83e-04 | 1289.2ms/step | 15.5 samples/s +Step 20550/44000 | Loss: 3.0119 | LR: 2.83e-04 | 1288.4ms/step | 15.5 samples/s +Step 20560/44000 | Loss: 3.0148 | LR: 2.83e-04 | 1289.0ms/step | 15.5 samples/s +Step 20570/44000 | Loss: 3.0102 | LR: 2.83e-04 | 1291.4ms/step | 15.5 samples/s +Step 20580/44000 | Loss: 2.9817 | LR: 2.83e-04 | 1292.1ms/step | 15.5 samples/s +Step 20590/44000 | Loss: 3.0212 | LR: 2.82e-04 | 1292.8ms/step | 15.5 samples/s +Step 20600/44000 | Loss: 2.9983 | LR: 2.82e-04 | 1291.9ms/step | 15.5 samples/s +Step 20610/44000 | Loss: 3.0043 | LR: 2.82e-04 | 1292.7ms/step | 15.5 samples/s +Step 20620/44000 | Loss: 2.9989 | LR: 2.82e-04 | 1291.8ms/step | 15.5 samples/s +Step 20630/44000 | Loss: 3.0061 | LR: 2.82e-04 | 1291.8ms/step | 15.5 samples/s +Step 20640/44000 | Loss: 2.9668 | LR: 2.81e-04 | 1291.4ms/step | 15.5 samples/s +Step 20650/44000 | Loss: 3.0135 | LR: 2.81e-04 | 1291.4ms/step | 15.5 samples/s +Step 20660/44000 | Loss: 2.9660 | LR: 2.81e-04 | 1291.7ms/step | 15.5 samples/s +Step 20670/44000 | Loss: 3.0134 | LR: 2.81e-04 | 1291.3ms/step | 15.5 samples/s +Step 20680/44000 | Loss: 3.0046 | LR: 2.81e-04 | 1288.3ms/step | 15.5 samples/s +Step 20690/44000 | Loss: 2.9931 | LR: 2.81e-04 | 1289.1ms/step | 15.5 samples/s +Step 20700/44000 | Loss: 3.0034 | LR: 2.80e-04 | 1289.4ms/step | 15.5 samples/s +Step 20710/44000 | Loss: 3.0096 | LR: 2.80e-04 | 1289.0ms/step | 15.5 samples/s +Step 20720/44000 | Loss: 3.0095 | LR: 2.80e-04 | 1289.9ms/step | 15.5 samples/s +Step 20730/44000 | Loss: 3.0238 | LR: 2.80e-04 | 1290.0ms/step | 15.5 samples/s +Step 20740/44000 | Loss: 3.0077 | LR: 2.80e-04 | 1289.7ms/step | 15.5 samples/s +Step 20750/44000 | Loss: 3.0014 | LR: 2.79e-04 | 1289.9ms/step | 15.5 samples/s +Validation at step 20750: Loss = 3.0097, Perplexity = 20.28 +Step 20760/44000 | Loss: 3.0086 | LR: 2.79e-04 | 3453.2ms/step | 5.8 samples/s +Step 20770/44000 | Loss: 2.9912 | LR: 2.79e-04 | 1290.0ms/step | 15.5 samples/s +Step 20780/44000 | Loss: 2.9693 | LR: 2.79e-04 | 1289.5ms/step | 15.5 samples/s +Step 20790/44000 | Loss: 2.9877 | LR: 2.79e-04 | 1290.5ms/step | 15.5 samples/s +Step 20800/44000 | Loss: 2.9895 | LR: 2.79e-04 | 1291.8ms/step | 15.5 samples/s +Step 20810/44000 | Loss: 3.0070 | LR: 2.78e-04 | 1291.9ms/step | 15.5 samples/s +Step 20820/44000 | Loss: 3.0023 | LR: 2.78e-04 | 1291.8ms/step | 15.5 samples/s +Step 20830/44000 | Loss: 3.0068 | LR: 2.78e-04 | 1293.1ms/step | 15.5 samples/s +Step 20840/44000 | Loss: 2.9940 | LR: 2.78e-04 | 1293.3ms/step | 15.5 samples/s +Step 20850/44000 | Loss: 2.9945 | LR: 2.78e-04 | 1290.0ms/step | 15.5 samples/s +Step 20860/44000 | Loss: 3.0134 | LR: 2.77e-04 | 1288.0ms/step | 15.5 samples/s +Step 20870/44000 | Loss: 3.0190 | LR: 2.77e-04 | 1287.9ms/step | 15.5 samples/s +Step 20880/44000 | Loss: 2.9901 | LR: 2.77e-04 | 1289.6ms/step | 15.5 samples/s +Step 20890/44000 | Loss: 2.9758 | LR: 2.77e-04 | 1291.1ms/step | 15.5 samples/s +Step 20900/44000 | Loss: 2.9775 | LR: 2.77e-04 | 1290.7ms/step | 15.5 samples/s +Step 20910/44000 | Loss: 3.0095 | LR: 2.77e-04 | 1289.3ms/step | 15.5 samples/s +Step 20920/44000 | Loss: 2.9720 | LR: 2.76e-04 | 1289.3ms/step | 15.5 samples/s +Step 20930/44000 | Loss: 2.9807 | LR: 2.76e-04 | 1291.6ms/step | 15.5 samples/s +Step 20940/44000 | Loss: 3.0043 | LR: 2.76e-04 | 1291.4ms/step | 15.5 samples/s +Step 20950/44000 | Loss: 2.9693 | LR: 2.76e-04 | 1291.9ms/step | 15.5 samples/s +Step 20960/44000 | Loss: 2.9861 | LR: 2.76e-04 | 1292.1ms/step | 15.5 samples/s +Step 20970/44000 | Loss: 2.9690 | LR: 2.75e-04 | 1287.8ms/step | 15.5 samples/s +Step 20980/44000 | Loss: 2.9735 | LR: 2.75e-04 | 1288.4ms/step | 15.5 samples/s +Step 20990/44000 | Loss: 2.9812 | LR: 2.75e-04 | 1289.9ms/step | 15.5 samples/s +Step 21000/44000 | Loss: 2.9801 | LR: 2.75e-04 | 1290.4ms/step | 15.5 samples/s +Validation at step 21000: Loss = 3.0081, Perplexity = 20.25 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-21000 +Step 21010/44000 | Loss: 2.9879 | LR: 2.75e-04 | 3739.3ms/step | 5.3 samples/s +Step 21020/44000 | Loss: 2.9887 | LR: 2.75e-04 | 1289.5ms/step | 15.5 samples/s +Step 21030/44000 | Loss: 3.0253 | LR: 2.74e-04 | 1290.9ms/step | 15.5 samples/s +Step 21040/44000 | Loss: 2.9702 | LR: 2.74e-04 | 1290.5ms/step | 15.5 samples/s +Step 21050/44000 | Loss: 2.9885 | LR: 2.74e-04 | 1288.9ms/step | 15.5 samples/s +Step 21060/44000 | Loss: 2.9724 | LR: 2.74e-04 | 1287.5ms/step | 15.5 samples/s +Step 21070/44000 | Loss: 3.0170 | LR: 2.74e-04 | 1288.1ms/step | 15.5 samples/s +Step 21080/44000 | Loss: 2.9596 | LR: 2.73e-04 | 1290.7ms/step | 15.5 samples/s +Step 21090/44000 | Loss: 3.0204 | LR: 2.73e-04 | 1287.3ms/step | 15.5 samples/s +Step 21100/44000 | Loss: 3.0035 | LR: 2.73e-04 | 1287.6ms/step | 15.5 samples/s +Step 21110/44000 | Loss: 2.9929 | LR: 2.73e-04 | 1287.8ms/step | 15.5 samples/s +Step 21120/44000 | Loss: 3.0050 | LR: 2.73e-04 | 1291.1ms/step | 15.5 samples/s +Step 21130/44000 | Loss: 3.0262 | LR: 2.73e-04 | 1291.4ms/step | 15.5 samples/s +Step 21140/44000 | Loss: 2.9871 | LR: 2.72e-04 | 1290.5ms/step | 15.5 samples/s +Step 21150/44000 | Loss: 2.9964 | LR: 2.72e-04 | 1291.5ms/step | 15.5 samples/s +Step 21160/44000 | Loss: 2.9785 | LR: 2.72e-04 | 1291.2ms/step | 15.5 samples/s +Step 21170/44000 | Loss: 2.9934 | LR: 2.72e-04 | 1288.1ms/step | 15.5 samples/s +Step 21180/44000 | Loss: 3.0007 | LR: 2.72e-04 | 1289.4ms/step | 15.5 samples/s +Step 21190/44000 | Loss: 2.9406 | LR: 2.71e-04 | 1290.6ms/step | 15.5 samples/s +Step 21200/44000 | Loss: 3.0114 | LR: 2.71e-04 | 1290.5ms/step | 15.5 samples/s +Step 21210/44000 | Loss: 2.9943 | LR: 2.71e-04 | 1289.8ms/step | 15.5 samples/s +Step 21220/44000 | Loss: 2.9835 | LR: 2.71e-04 | 1290.5ms/step | 15.5 samples/s +Step 21230/44000 | Loss: 2.9963 | LR: 2.71e-04 | 1290.5ms/step | 15.5 samples/s +Step 21240/44000 | Loss: 2.9865 | LR: 2.71e-04 | 1288.2ms/step | 15.5 samples/s +Step 21250/44000 | Loss: 2.9800 | LR: 2.70e-04 | 1287.0ms/step | 15.5 samples/s +Validation at step 21250: Loss = 3.0054, Perplexity = 20.19 +Step 21260/44000 | Loss: 3.0208 | LR: 2.70e-04 | 3443.3ms/step | 5.8 samples/s +Step 21270/44000 | Loss: 2.9992 | LR: 2.70e-04 | 1288.1ms/step | 15.5 samples/s +Step 21280/44000 | Loss: 2.9891 | LR: 2.70e-04 | 1289.7ms/step | 15.5 samples/s +Step 21290/44000 | Loss: 2.9854 | LR: 2.70e-04 | 1289.5ms/step | 15.5 samples/s +Step 21300/44000 | Loss: 2.9936 | LR: 2.70e-04 | 1289.0ms/step | 15.5 samples/s +Step 21310/44000 | Loss: 2.9954 | LR: 2.69e-04 | 1290.1ms/step | 15.5 samples/s +Step 21320/44000 | Loss: 3.0081 | LR: 2.69e-04 | 1290.3ms/step | 15.5 samples/s +Step 21330/44000 | Loss: 2.9906 | LR: 2.69e-04 | 1290.2ms/step | 15.5 samples/s +Step 21340/44000 | Loss: 2.9848 | LR: 2.69e-04 | 1291.1ms/step | 15.5 samples/s +Step 21350/44000 | Loss: 3.0195 | LR: 2.69e-04 | 1292.1ms/step | 15.5 samples/s +Step 21360/44000 | Loss: 2.9887 | LR: 2.68e-04 | 1291.3ms/step | 15.5 samples/s +Step 21370/44000 | Loss: 2.9927 | LR: 2.68e-04 | 1291.4ms/step | 15.5 samples/s +Step 21380/44000 | Loss: 2.9801 | LR: 2.68e-04 | 1291.9ms/step | 15.5 samples/s +Step 21390/44000 | Loss: 3.0114 | LR: 2.68e-04 | 1292.0ms/step | 15.5 samples/s +Step 21400/44000 | Loss: 2.9730 | LR: 2.68e-04 | 1291.2ms/step | 15.5 samples/s +Step 21410/44000 | Loss: 3.0127 | LR: 2.68e-04 | 1290.8ms/step | 15.5 samples/s +Step 21420/44000 | Loss: 2.9615 | LR: 2.67e-04 | 1292.8ms/step | 15.5 samples/s +Step 21430/44000 | Loss: 2.9771 | LR: 2.67e-04 | 1292.4ms/step | 15.5 samples/s +Step 21440/44000 | Loss: 2.9692 | LR: 2.67e-04 | 1289.1ms/step | 15.5 samples/s +Step 21450/44000 | Loss: 2.9874 | LR: 2.67e-04 | 1292.8ms/step | 15.5 samples/s +Step 21460/44000 | Loss: 2.9935 | LR: 2.67e-04 | 1289.6ms/step | 15.5 samples/s +Step 21470/44000 | Loss: 2.9984 | LR: 2.66e-04 | 1290.5ms/step | 15.5 samples/s +Step 21480/44000 | Loss: 2.9789 | LR: 2.66e-04 | 1290.0ms/step | 15.5 samples/s +Step 21490/44000 | Loss: 2.9951 | LR: 2.66e-04 | 1292.1ms/step | 15.5 samples/s +Step 21500/44000 | Loss: 2.9942 | LR: 2.66e-04 | 1289.8ms/step | 15.5 samples/s +Validation at step 21500: Loss = 3.0030, Perplexity = 20.15 +Step 21510/44000 | Loss: 2.9981 | LR: 2.66e-04 | 3446.0ms/step | 5.8 samples/s +Step 21520/44000 | Loss: 2.9840 | LR: 2.66e-04 | 1289.0ms/step | 15.5 samples/s +Step 21530/44000 | Loss: 2.9796 | LR: 2.65e-04 | 1288.5ms/step | 15.5 samples/s +Step 21540/44000 | Loss: 2.9913 | LR: 2.65e-04 | 1288.8ms/step | 15.5 samples/s +Step 21550/44000 | Loss: 2.9908 | LR: 2.65e-04 | 1291.0ms/step | 15.5 samples/s +Step 21560/44000 | Loss: 2.9953 | LR: 2.65e-04 | 1290.1ms/step | 15.5 samples/s +Step 21570/44000 | Loss: 2.9739 | LR: 2.65e-04 | 1291.5ms/step | 15.5 samples/s +Step 21580/44000 | Loss: 2.9666 | LR: 2.64e-04 | 1292.0ms/step | 15.5 samples/s +Step 21590/44000 | Loss: 2.9831 | LR: 2.64e-04 | 1290.2ms/step | 15.5 samples/s +Step 21600/44000 | Loss: 2.9844 | LR: 2.64e-04 | 1290.5ms/step | 15.5 samples/s +Step 21610/44000 | Loss: 2.9799 | LR: 2.64e-04 | 1290.2ms/step | 15.5 samples/s +Step 21620/44000 | Loss: 3.0011 | LR: 2.64e-04 | 1290.5ms/step | 15.5 samples/s +Step 21630/44000 | Loss: 2.9726 | LR: 2.64e-04 | 1290.9ms/step | 15.5 samples/s +Step 21640/44000 | Loss: 2.9641 | LR: 2.63e-04 | 1290.9ms/step | 15.5 samples/s +Step 21650/44000 | Loss: 2.9913 | LR: 2.63e-04 | 1290.4ms/step | 15.5 samples/s +Step 21660/44000 | Loss: 3.0257 | LR: 2.63e-04 | 1294.5ms/step | 15.4 samples/s +Step 21670/44000 | Loss: 2.9718 | LR: 2.63e-04 | 1297.3ms/step | 15.4 samples/s +Step 21680/44000 | Loss: 2.9945 | LR: 2.63e-04 | 1297.1ms/step | 15.4 samples/s +Step 21690/44000 | Loss: 3.0218 | LR: 2.62e-04 | 1294.1ms/step | 15.5 samples/s +Step 21700/44000 | Loss: 3.0031 | LR: 2.62e-04 | 1294.1ms/step | 15.5 samples/s +Step 21710/44000 | Loss: 2.9875 | LR: 2.62e-04 | 1294.0ms/step | 15.5 samples/s +Step 21720/44000 | Loss: 2.9597 | LR: 2.62e-04 | 1296.2ms/step | 15.4 samples/s +Step 21730/44000 | Loss: 2.9844 | LR: 2.62e-04 | 1293.5ms/step | 15.5 samples/s +Step 21740/44000 | Loss: 2.9750 | LR: 2.62e-04 | 1292.4ms/step | 15.5 samples/s +Step 21750/44000 | Loss: 2.9791 | LR: 2.61e-04 | 1293.0ms/step | 15.5 samples/s +Validation at step 21750: Loss = 3.0003, Perplexity = 20.09 +Step 21760/44000 | Loss: 3.0007 | LR: 2.61e-04 | 3451.7ms/step | 5.8 samples/s +Step 21770/44000 | Loss: 2.9850 | LR: 2.61e-04 | 1288.4ms/step | 15.5 samples/s +Step 21780/44000 | Loss: 2.9855 | LR: 2.61e-04 | 1286.4ms/step | 15.5 samples/s +Step 21790/44000 | Loss: 2.9508 | LR: 2.61e-04 | 1286.5ms/step | 15.5 samples/s +Step 21800/44000 | Loss: 2.9774 | LR: 2.60e-04 | 1290.9ms/step | 15.5 samples/s +Step 21810/44000 | Loss: 2.9725 | LR: 2.60e-04 | 1290.2ms/step | 15.5 samples/s +Step 21820/44000 | Loss: 2.9940 | LR: 2.60e-04 | 1292.5ms/step | 15.5 samples/s +Step 21830/44000 | Loss: 2.9652 | LR: 2.60e-04 | 1292.9ms/step | 15.5 samples/s +Step 21840/44000 | Loss: 2.9902 | LR: 2.60e-04 | 1290.2ms/step | 15.5 samples/s +Step 21850/44000 | Loss: 2.9836 | LR: 2.60e-04 | 1289.6ms/step | 15.5 samples/s +Step 21860/44000 | Loss: 2.9881 | LR: 2.59e-04 | 1288.2ms/step | 15.5 samples/s +Step 21870/44000 | Loss: 2.9996 | LR: 2.59e-04 | 1290.2ms/step | 15.5 samples/s +Step 21880/44000 | Loss: 2.9700 | LR: 2.59e-04 | 1290.9ms/step | 15.5 samples/s +Step 21890/44000 | Loss: 2.9717 | LR: 2.59e-04 | 1292.0ms/step | 15.5 samples/s +Step 21900/44000 | Loss: 2.9789 | LR: 2.59e-04 | 1294.1ms/step | 15.5 samples/s +Step 21910/44000 | Loss: 2.9787 | LR: 2.58e-04 | 1301.5ms/step | 15.4 samples/s +Step 21920/44000 | Loss: 2.9881 | LR: 2.58e-04 | 1291.1ms/step | 15.5 samples/s +Step 21930/44000 | Loss: 3.0128 | LR: 2.58e-04 | 1291.1ms/step | 15.5 samples/s +Step 21940/44000 | Loss: 2.9557 | LR: 2.58e-04 | 1290.3ms/step | 15.5 samples/s +Step 21950/44000 | Loss: 2.9871 | LR: 2.58e-04 | 1288.2ms/step | 15.5 samples/s +Step 21960/44000 | Loss: 2.9750 | LR: 2.58e-04 | 1290.0ms/step | 15.5 samples/s +Step 21970/44000 | Loss: 2.9720 | LR: 2.57e-04 | 1291.5ms/step | 15.5 samples/s +Step 21980/44000 | Loss: 2.9916 | LR: 2.57e-04 | 1292.2ms/step | 15.5 samples/s +Step 21990/44000 | Loss: 2.9945 | LR: 2.57e-04 | 1291.3ms/step | 15.5 samples/s +Step 22000/44000 | Loss: 2.9842 | LR: 2.57e-04 | 1289.4ms/step | 15.5 samples/s +Validation at step 22000: Loss = 2.9977, Perplexity = 20.04 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-22000 +Step 22010/44000 | Loss: 2.9840 | LR: 2.57e-04 | 3731.3ms/step | 5.4 samples/s +Step 22020/44000 | Loss: 2.9966 | LR: 2.56e-04 | 1288.6ms/step | 15.5 samples/s +Step 22030/44000 | Loss: 2.9929 | LR: 2.56e-04 | 1290.0ms/step | 15.5 samples/s +Step 22040/44000 | Loss: 3.0069 | LR: 2.56e-04 | 1289.1ms/step | 15.5 samples/s +Step 22050/44000 | Loss: 2.9783 | LR: 2.56e-04 | 1287.4ms/step | 15.5 samples/s +Step 22060/44000 | Loss: 2.9772 | LR: 2.56e-04 | 1289.7ms/step | 15.5 samples/s +Step 22070/44000 | Loss: 2.9830 | LR: 2.56e-04 | 1289.3ms/step | 15.5 samples/s +Step 22080/44000 | Loss: 2.9737 | LR: 2.55e-04 | 1289.7ms/step | 15.5 samples/s +Step 22090/44000 | Loss: 3.0001 | LR: 2.55e-04 | 1291.2ms/step | 15.5 samples/s +Step 22100/44000 | Loss: 2.9948 | LR: 2.55e-04 | 1289.1ms/step | 15.5 samples/s +Step 22110/44000 | Loss: 2.9788 | LR: 2.55e-04 | 1300.6ms/step | 15.4 samples/s +Step 22120/44000 | Loss: 2.9613 | LR: 2.55e-04 | 1295.6ms/step | 15.4 samples/s +Step 22130/44000 | Loss: 2.9705 | LR: 2.54e-04 | 1292.4ms/step | 15.5 samples/s +Step 22140/44000 | Loss: 2.9812 | LR: 2.54e-04 | 1292.5ms/step | 15.5 samples/s +Step 22150/44000 | Loss: 2.9611 | LR: 2.54e-04 | 1291.8ms/step | 15.5 samples/s +Step 22160/44000 | Loss: 2.9812 | LR: 2.54e-04 | 1292.3ms/step | 15.5 samples/s +Step 22170/44000 | Loss: 2.9999 | LR: 2.54e-04 | 1289.7ms/step | 15.5 samples/s +Step 22180/44000 | Loss: 2.9828 | LR: 2.54e-04 | 1291.1ms/step | 15.5 samples/s +Step 22190/44000 | Loss: 2.9816 | LR: 2.53e-04 | 1290.6ms/step | 15.5 samples/s +Step 22200/44000 | Loss: 2.9803 | LR: 2.53e-04 | 1291.4ms/step | 15.5 samples/s +Step 22210/44000 | Loss: 2.9833 | LR: 2.53e-04 | 1290.0ms/step | 15.5 samples/s +Step 22220/44000 | Loss: 2.9801 | LR: 2.53e-04 | 1290.0ms/step | 15.5 samples/s +Step 22230/44000 | Loss: 2.9975 | LR: 2.53e-04 | 1286.6ms/step | 15.5 samples/s +Step 22240/44000 | Loss: 3.0114 | LR: 2.52e-04 | 1290.2ms/step | 15.5 samples/s +Step 22250/44000 | Loss: 2.9968 | LR: 2.52e-04 | 1288.8ms/step | 15.5 samples/s +Validation at step 22250: Loss = 2.9953, Perplexity = 19.99 +Step 22260/44000 | Loss: 2.9630 | LR: 2.52e-04 | 3444.4ms/step | 5.8 samples/s +Step 22270/44000 | Loss: 2.9984 | LR: 2.52e-04 | 1289.4ms/step | 15.5 samples/s +Step 22280/44000 | Loss: 2.9772 | LR: 2.52e-04 | 1289.9ms/step | 15.5 samples/s +Step 22290/44000 | Loss: 2.9775 | LR: 2.52e-04 | 1289.4ms/step | 15.5 samples/s +Step 22300/44000 | Loss: 3.0129 | LR: 2.51e-04 | 1292.0ms/step | 15.5 samples/s +Step 22310/44000 | Loss: 2.9739 | LR: 2.51e-04 | 1292.1ms/step | 15.5 samples/s +Step 22320/44000 | Loss: 2.9600 | LR: 2.51e-04 | 1290.4ms/step | 15.5 samples/s +Step 22330/44000 | Loss: 2.9610 | LR: 2.51e-04 | 1290.3ms/step | 15.5 samples/s +Step 22340/44000 | Loss: 3.0105 | LR: 2.51e-04 | 1289.1ms/step | 15.5 samples/s +Step 22350/44000 | Loss: 2.9728 | LR: 2.50e-04 | 1290.6ms/step | 15.5 samples/s +Step 22360/44000 | Loss: 2.9719 | LR: 2.50e-04 | 1288.6ms/step | 15.5 samples/s +Step 22370/44000 | Loss: 2.9778 | LR: 2.50e-04 | 1291.0ms/step | 15.5 samples/s +Step 22380/44000 | Loss: 2.9806 | LR: 2.50e-04 | 1291.2ms/step | 15.5 samples/s +Step 22390/44000 | Loss: 2.9687 | LR: 2.50e-04 | 1290.8ms/step | 15.5 samples/s +Step 22400/44000 | Loss: 2.9532 | LR: 2.50e-04 | 1291.2ms/step | 15.5 samples/s +Step 22410/44000 | Loss: 2.9703 | LR: 2.49e-04 | 1289.2ms/step | 15.5 samples/s +Step 22420/44000 | Loss: 2.9721 | LR: 2.49e-04 | 1290.0ms/step | 15.5 samples/s +Step 22430/44000 | Loss: 2.9880 | LR: 2.49e-04 | 1290.6ms/step | 15.5 samples/s +Step 22440/44000 | Loss: 2.9775 | LR: 2.49e-04 | 1290.8ms/step | 15.5 samples/s +Step 22450/44000 | Loss: 2.9931 | LR: 2.49e-04 | 1291.7ms/step | 15.5 samples/s +Step 22460/44000 | Loss: 2.9718 | LR: 2.48e-04 | 1284.5ms/step | 15.6 samples/s +Step 22470/44000 | Loss: 2.9468 | LR: 2.48e-04 | 1286.8ms/step | 15.5 samples/s +Step 22480/44000 | Loss: 2.9614 | LR: 2.48e-04 | 1286.9ms/step | 15.5 samples/s +Step 22490/44000 | Loss: 2.9680 | LR: 2.48e-04 | 1287.4ms/step | 15.5 samples/s +Step 22500/44000 | Loss: 2.9535 | LR: 2.48e-04 | 1288.8ms/step | 15.5 samples/s +Validation at step 22500: Loss = 2.9925, Perplexity = 19.94 +Step 22510/44000 | Loss: 2.9610 | LR: 2.48e-04 | 3447.0ms/step | 5.8 samples/s +Step 22520/44000 | Loss: 3.0071 | LR: 2.47e-04 | 1290.0ms/step | 15.5 samples/s +Step 22530/44000 | Loss: 2.9454 | LR: 2.47e-04 | 1288.2ms/step | 15.5 samples/s +Step 22540/44000 | Loss: 2.9802 | LR: 2.47e-04 | 1287.7ms/step | 15.5 samples/s +Step 22550/44000 | Loss: 2.9485 | LR: 2.47e-04 | 1289.3ms/step | 15.5 samples/s +Step 22560/44000 | Loss: 2.9752 | LR: 2.47e-04 | 1289.9ms/step | 15.5 samples/s +Step 22570/44000 | Loss: 2.9509 | LR: 2.46e-04 | 1287.9ms/step | 15.5 samples/s +Step 22580/44000 | Loss: 2.9896 | LR: 2.46e-04 | 1288.6ms/step | 15.5 samples/s +Step 22590/44000 | Loss: 2.9857 | LR: 2.46e-04 | 1288.7ms/step | 15.5 samples/s +Step 22600/44000 | Loss: 2.9579 | LR: 2.46e-04 | 1289.5ms/step | 15.5 samples/s +Step 22610/44000 | Loss: 2.9730 | LR: 2.46e-04 | 1288.5ms/step | 15.5 samples/s +Step 22620/44000 | Loss: 2.9909 | LR: 2.46e-04 | 1288.6ms/step | 15.5 samples/s +Step 22630/44000 | Loss: 2.9705 | LR: 2.45e-04 | 1289.5ms/step | 15.5 samples/s +Step 22640/44000 | Loss: 2.9834 | LR: 2.45e-04 | 1290.9ms/step | 15.5 samples/s +Step 22650/44000 | Loss: 2.9727 | LR: 2.45e-04 | 1289.1ms/step | 15.5 samples/s +Step 22660/44000 | Loss: 3.0075 | LR: 2.45e-04 | 1288.3ms/step | 15.5 samples/s +Step 22670/44000 | Loss: 2.9809 | LR: 2.45e-04 | 1289.5ms/step | 15.5 samples/s +Step 22680/44000 | Loss: 2.9586 | LR: 2.44e-04 | 1287.0ms/step | 15.5 samples/s +Step 22690/44000 | Loss: 2.9890 | LR: 2.44e-04 | 1286.9ms/step | 15.5 samples/s +Step 22700/44000 | Loss: 2.9922 | LR: 2.44e-04 | 1286.7ms/step | 15.5 samples/s +Step 22710/44000 | Loss: 2.9481 | LR: 2.44e-04 | 1288.0ms/step | 15.5 samples/s +Step 22720/44000 | Loss: 2.9768 | LR: 2.44e-04 | 1289.4ms/step | 15.5 samples/s +Step 22730/44000 | Loss: 2.9921 | LR: 2.44e-04 | 1290.1ms/step | 15.5 samples/s +Step 22740/44000 | Loss: 2.9786 | LR: 2.43e-04 | 1288.4ms/step | 15.5 samples/s +Step 22750/44000 | Loss: 2.9551 | LR: 2.43e-04 | 1285.4ms/step | 15.6 samples/s +Validation at step 22750: Loss = 2.9902, Perplexity = 19.89 +Step 22760/44000 | Loss: 2.9883 | LR: 2.43e-04 | 3442.9ms/step | 5.8 samples/s +Step 22770/44000 | Loss: 2.9712 | LR: 2.43e-04 | 1288.6ms/step | 15.5 samples/s +Step 22780/44000 | Loss: 2.9814 | LR: 2.43e-04 | 1289.7ms/step | 15.5 samples/s +Step 22790/44000 | Loss: 2.9953 | LR: 2.42e-04 | 1291.5ms/step | 15.5 samples/s +Step 22800/44000 | Loss: 2.9971 | LR: 2.42e-04 | 1289.6ms/step | 15.5 samples/s +Step 22810/44000 | Loss: 2.9630 | LR: 2.42e-04 | 1286.9ms/step | 15.5 samples/s +Step 22820/44000 | Loss: 2.9765 | LR: 2.42e-04 | 1291.4ms/step | 15.5 samples/s +Step 22830/44000 | Loss: 3.0034 | LR: 2.42e-04 | 1290.4ms/step | 15.5 samples/s +Step 22840/44000 | Loss: 2.9853 | LR: 2.42e-04 | 1290.1ms/step | 15.5 samples/s +Step 22850/44000 | Loss: 2.9592 | LR: 2.41e-04 | 1290.6ms/step | 15.5 samples/s +Step 22860/44000 | Loss: 2.9975 | LR: 2.41e-04 | 1289.3ms/step | 15.5 samples/s +Step 22870/44000 | Loss: 2.9691 | LR: 2.41e-04 | 1289.3ms/step | 15.5 samples/s +Step 22880/44000 | Loss: 2.9708 | LR: 2.41e-04 | 1288.3ms/step | 15.5 samples/s +Step 22890/44000 | Loss: 2.9599 | LR: 2.41e-04 | 1286.1ms/step | 15.6 samples/s +Step 22900/44000 | Loss: 3.0049 | LR: 2.40e-04 | 1288.1ms/step | 15.5 samples/s +Step 22910/44000 | Loss: 2.9894 | LR: 2.40e-04 | 1290.7ms/step | 15.5 samples/s +Step 22920/44000 | Loss: 2.9778 | LR: 2.40e-04 | 1288.8ms/step | 15.5 samples/s +Step 22930/44000 | Loss: 2.9596 | LR: 2.40e-04 | 1290.5ms/step | 15.5 samples/s +Step 22940/44000 | Loss: 2.9624 | LR: 2.40e-04 | 1290.8ms/step | 15.5 samples/s +Step 22950/44000 | Loss: 2.9694 | LR: 2.40e-04 | 1288.7ms/step | 15.5 samples/s +Step 22960/44000 | Loss: 3.0098 | LR: 2.39e-04 | 1285.6ms/step | 15.6 samples/s +Step 22970/44000 | Loss: 2.9584 | LR: 2.39e-04 | 1285.7ms/step | 15.6 samples/s +Step 22980/44000 | Loss: 2.9736 | LR: 2.39e-04 | 1291.2ms/step | 15.5 samples/s +Step 22990/44000 | Loss: 2.9628 | LR: 2.39e-04 | 1292.4ms/step | 15.5 samples/s +Step 23000/44000 | Loss: 2.9589 | LR: 2.39e-04 | 1290.5ms/step | 15.5 samples/s +Validation at step 23000: Loss = 2.9883, Perplexity = 19.85 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-23000 +Step 23010/44000 | Loss: 2.9634 | LR: 2.38e-04 | 3742.3ms/step | 5.3 samples/s +Step 23020/44000 | Loss: 2.9740 | LR: 2.38e-04 | 1292.1ms/step | 15.5 samples/s +Step 23030/44000 | Loss: 2.9786 | LR: 2.38e-04 | 1298.1ms/step | 15.4 samples/s +Step 23040/44000 | Loss: 2.9931 | LR: 2.38e-04 | 1294.7ms/step | 15.4 samples/s +Step 23050/44000 | Loss: 3.0124 | LR: 2.38e-04 | 1294.2ms/step | 15.5 samples/s +Step 23060/44000 | Loss: 2.9757 | LR: 2.38e-04 | 1292.4ms/step | 15.5 samples/s +Step 23070/44000 | Loss: 2.9725 | LR: 2.37e-04 | 1292.1ms/step | 15.5 samples/s +Step 23080/44000 | Loss: 2.9751 | LR: 2.37e-04 | 1291.4ms/step | 15.5 samples/s +Step 23090/44000 | Loss: 2.9857 | LR: 2.37e-04 | 1294.2ms/step | 15.5 samples/s +Step 23100/44000 | Loss: 2.9732 | LR: 2.37e-04 | 1293.1ms/step | 15.5 samples/s +Step 23110/44000 | Loss: 2.9595 | LR: 2.37e-04 | 1294.3ms/step | 15.5 samples/s +Step 23120/44000 | Loss: 2.9673 | LR: 2.36e-04 | 1292.7ms/step | 15.5 samples/s +Step 23130/44000 | Loss: 2.9682 | LR: 2.36e-04 | 1291.3ms/step | 15.5 samples/s +Step 23140/44000 | Loss: 2.9475 | LR: 2.36e-04 | 1291.3ms/step | 15.5 samples/s +Step 23150/44000 | Loss: 2.9571 | LR: 2.36e-04 | 1290.3ms/step | 15.5 samples/s +Step 23160/44000 | Loss: 2.9787 | LR: 2.36e-04 | 1291.6ms/step | 15.5 samples/s +Step 23170/44000 | Loss: 2.9649 | LR: 2.36e-04 | 1291.3ms/step | 15.5 samples/s +Step 23180/44000 | Loss: 2.9802 | LR: 2.35e-04 | 1290.6ms/step | 15.5 samples/s +Step 23190/44000 | Loss: 2.9752 | LR: 2.35e-04 | 1289.5ms/step | 15.5 samples/s +Step 23200/44000 | Loss: 2.9735 | LR: 2.35e-04 | 1289.0ms/step | 15.5 samples/s +Step 23210/44000 | Loss: 2.9588 | LR: 2.35e-04 | 1290.7ms/step | 15.5 samples/s +Step 23220/44000 | Loss: 2.9771 | LR: 2.35e-04 | 1288.8ms/step | 15.5 samples/s +Step 23230/44000 | Loss: 2.9551 | LR: 2.34e-04 | 1290.8ms/step | 15.5 samples/s +Step 23240/44000 | Loss: 2.9763 | LR: 2.34e-04 | 1290.8ms/step | 15.5 samples/s +Step 23250/44000 | Loss: 2.9783 | LR: 2.34e-04 | 1289.7ms/step | 15.5 samples/s +Validation at step 23250: Loss = 2.9860, Perplexity = 19.81 +Step 23260/44000 | Loss: 2.9502 | LR: 2.34e-04 | 3446.8ms/step | 5.8 samples/s +Step 23270/44000 | Loss: 2.9732 | LR: 2.34e-04 | 1289.4ms/step | 15.5 samples/s +Step 23280/44000 | Loss: 2.9859 | LR: 2.34e-04 | 1289.5ms/step | 15.5 samples/s +Step 23290/44000 | Loss: 2.9659 | LR: 2.33e-04 | 1288.8ms/step | 15.5 samples/s +Step 23300/44000 | Loss: 2.9576 | LR: 2.33e-04 | 1291.0ms/step | 15.5 samples/s +Step 23310/44000 | Loss: 2.9373 | LR: 2.33e-04 | 1287.7ms/step | 15.5 samples/s +Step 23320/44000 | Loss: 2.9637 | LR: 2.33e-04 | 1286.9ms/step | 15.5 samples/s +Step 23330/44000 | Loss: 2.9550 | LR: 2.33e-04 | 1288.2ms/step | 15.5 samples/s +Step 23340/44000 | Loss: 2.9813 | LR: 2.32e-04 | 1289.9ms/step | 15.5 samples/s +Step 23350/44000 | Loss: 2.9667 | LR: 2.32e-04 | 1290.5ms/step | 15.5 samples/s +Step 23360/44000 | Loss: 3.0085 | LR: 2.32e-04 | 1289.6ms/step | 15.5 samples/s +Step 23370/44000 | Loss: 2.9590 | LR: 2.32e-04 | 1291.7ms/step | 15.5 samples/s +Step 23380/44000 | Loss: 2.9528 | LR: 2.32e-04 | 1292.5ms/step | 15.5 samples/s +Step 23390/44000 | Loss: 2.9396 | LR: 2.32e-04 | 1291.4ms/step | 15.5 samples/s +Step 23400/44000 | Loss: 2.9775 | LR: 2.31e-04 | 1292.6ms/step | 15.5 samples/s +Step 23410/44000 | Loss: 2.9666 | LR: 2.31e-04 | 1290.3ms/step | 15.5 samples/s +Step 23420/44000 | Loss: 2.9874 | LR: 2.31e-04 | 1290.8ms/step | 15.5 samples/s +Step 23430/44000 | Loss: 2.9567 | LR: 2.31e-04 | 1290.5ms/step | 15.5 samples/s +Step 23440/44000 | Loss: 2.9549 | LR: 2.31e-04 | 1290.9ms/step | 15.5 samples/s +Step 23450/44000 | Loss: 2.9748 | LR: 2.30e-04 | 1291.8ms/step | 15.5 samples/s +Step 23460/44000 | Loss: 2.9597 | LR: 2.30e-04 | 1293.3ms/step | 15.5 samples/s +Step 23470/44000 | Loss: 2.9804 | LR: 2.30e-04 | 1290.0ms/step | 15.5 samples/s +Step 23480/44000 | Loss: 2.9551 | LR: 2.30e-04 | 1291.1ms/step | 15.5 samples/s +Step 23490/44000 | Loss: 2.9700 | LR: 2.30e-04 | 1290.7ms/step | 15.5 samples/s +Step 23500/44000 | Loss: 2.9572 | LR: 2.30e-04 | 1292.4ms/step | 15.5 samples/s +Validation at step 23500: Loss = 2.9839, Perplexity = 19.76 +Step 23510/44000 | Loss: 2.9733 | LR: 2.29e-04 | 3458.4ms/step | 5.8 samples/s +Step 23520/44000 | Loss: 2.9645 | LR: 2.29e-04 | 1291.8ms/step | 15.5 samples/s +Step 23530/44000 | Loss: 2.9629 | LR: 2.29e-04 | 1289.3ms/step | 15.5 samples/s +Step 23540/44000 | Loss: 2.9453 | LR: 2.29e-04 | 1289.5ms/step | 15.5 samples/s +Step 23550/44000 | Loss: 2.9468 | LR: 2.29e-04 | 1290.5ms/step | 15.5 samples/s +Step 23560/44000 | Loss: 2.9639 | LR: 2.29e-04 | 1289.9ms/step | 15.5 samples/s +Step 23570/44000 | Loss: 2.9901 | LR: 2.28e-04 | 1289.0ms/step | 15.5 samples/s +Step 23580/44000 | Loss: 2.9403 | LR: 2.28e-04 | 1288.8ms/step | 15.5 samples/s +Step 23590/44000 | Loss: 2.9826 | LR: 2.28e-04 | 1288.4ms/step | 15.5 samples/s +Step 23600/44000 | Loss: 2.9972 | LR: 2.28e-04 | 1288.6ms/step | 15.5 samples/s +Step 23610/44000 | Loss: 2.9563 | LR: 2.28e-04 | 1287.5ms/step | 15.5 samples/s +Step 23620/44000 | Loss: 2.9625 | LR: 2.27e-04 | 1290.9ms/step | 15.5 samples/s +Step 23630/44000 | Loss: 2.9673 | LR: 2.27e-04 | 1288.7ms/step | 15.5 samples/s +Step 23640/44000 | Loss: 2.9830 | LR: 2.27e-04 | 1290.4ms/step | 15.5 samples/s +Step 23650/44000 | Loss: 2.9908 | LR: 2.27e-04 | 1288.1ms/step | 15.5 samples/s +Step 23660/44000 | Loss: 2.9696 | LR: 2.27e-04 | 1290.3ms/step | 15.5 samples/s +Step 23670/44000 | Loss: 2.9780 | LR: 2.27e-04 | 1292.2ms/step | 15.5 samples/s +Step 23680/44000 | Loss: 2.9762 | LR: 2.26e-04 | 1291.2ms/step | 15.5 samples/s +Step 23690/44000 | Loss: 2.9789 | LR: 2.26e-04 | 1291.4ms/step | 15.5 samples/s +Step 23700/44000 | Loss: 2.9620 | LR: 2.26e-04 | 1292.4ms/step | 15.5 samples/s +Step 23710/44000 | Loss: 2.9475 | LR: 2.26e-04 | 1291.8ms/step | 15.5 samples/s +Step 23720/44000 | Loss: 2.9541 | LR: 2.26e-04 | 1291.6ms/step | 15.5 samples/s +Step 23730/44000 | Loss: 2.9724 | LR: 2.25e-04 | 1291.6ms/step | 15.5 samples/s +Step 23740/44000 | Loss: 2.9682 | LR: 2.25e-04 | 1290.8ms/step | 15.5 samples/s +Step 23750/44000 | Loss: 2.9544 | LR: 2.25e-04 | 1289.2ms/step | 15.5 samples/s +Validation at step 23750: Loss = 2.9814, Perplexity = 19.72 +Step 23760/44000 | Loss: 2.9813 | LR: 2.25e-04 | 3451.0ms/step | 5.8 samples/s +Step 23770/44000 | Loss: 2.9552 | LR: 2.25e-04 | 1290.3ms/step | 15.5 samples/s +Step 23780/44000 | Loss: 2.9531 | LR: 2.25e-04 | 1289.3ms/step | 15.5 samples/s +Step 23790/44000 | Loss: 2.9472 | LR: 2.24e-04 | 1288.6ms/step | 15.5 samples/s +Step 23800/44000 | Loss: 2.9725 | LR: 2.24e-04 | 1289.8ms/step | 15.5 samples/s +Step 23810/44000 | Loss: 2.9469 | LR: 2.24e-04 | 1291.1ms/step | 15.5 samples/s +Step 23820/44000 | Loss: 2.9916 | LR: 2.24e-04 | 1290.4ms/step | 15.5 samples/s +Step 23830/44000 | Loss: 2.9589 | LR: 2.24e-04 | 1289.3ms/step | 15.5 samples/s +Step 23840/44000 | Loss: 2.9717 | LR: 2.23e-04 | 1288.4ms/step | 15.5 samples/s +Step 23850/44000 | Loss: 2.9754 | LR: 2.23e-04 | 1287.2ms/step | 15.5 samples/s +Step 23860/44000 | Loss: 2.9639 | LR: 2.23e-04 | 1289.4ms/step | 15.5 samples/s +Step 23870/44000 | Loss: 2.9778 | LR: 2.23e-04 | 1290.8ms/step | 15.5 samples/s +Step 23880/44000 | Loss: 2.9603 | LR: 2.23e-04 | 1288.7ms/step | 15.5 samples/s +Step 23890/44000 | Loss: 2.9599 | LR: 2.23e-04 | 1288.4ms/step | 15.5 samples/s +Step 23900/44000 | Loss: 2.9576 | LR: 2.22e-04 | 1290.5ms/step | 15.5 samples/s +Step 23910/44000 | Loss: 2.9545 | LR: 2.22e-04 | 1289.6ms/step | 15.5 samples/s +Step 23920/44000 | Loss: 2.9981 | LR: 2.22e-04 | 1288.8ms/step | 15.5 samples/s +Step 23930/44000 | Loss: 2.9712 | LR: 2.22e-04 | 1289.1ms/step | 15.5 samples/s +Step 23940/44000 | Loss: 2.9821 | LR: 2.22e-04 | 1289.8ms/step | 15.5 samples/s +Step 23950/44000 | Loss: 2.9772 | LR: 2.21e-04 | 1289.3ms/step | 15.5 samples/s +Step 23960/44000 | Loss: 2.9991 | LR: 2.21e-04 | 1287.6ms/step | 15.5 samples/s +Step 23970/44000 | Loss: 2.9779 | LR: 2.21e-04 | 1293.1ms/step | 15.5 samples/s +Step 23980/44000 | Loss: 2.9583 | LR: 2.21e-04 | 1290.7ms/step | 15.5 samples/s +Step 23990/44000 | Loss: 2.9376 | LR: 2.21e-04 | 1287.3ms/step | 15.5 samples/s +Step 24000/44000 | Loss: 2.9594 | LR: 2.21e-04 | 1291.0ms/step | 15.5 samples/s +Validation at step 24000: Loss = 2.9799, Perplexity = 19.69 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-24000 +Step 24010/44000 | Loss: 2.9696 | LR: 2.20e-04 | 3741.7ms/step | 5.3 samples/s +Step 24020/44000 | Loss: 2.9646 | LR: 2.20e-04 | 1289.2ms/step | 15.5 samples/s +Step 24030/44000 | Loss: 2.9874 | LR: 2.20e-04 | 1286.7ms/step | 15.5 samples/s +Step 24040/44000 | Loss: 2.9997 | LR: 2.20e-04 | 1287.2ms/step | 15.5 samples/s +Step 24050/44000 | Loss: 2.9903 | LR: 2.20e-04 | 1291.4ms/step | 15.5 samples/s +Step 24060/44000 | Loss: 2.9753 | LR: 2.19e-04 | 1293.7ms/step | 15.5 samples/s +Step 24070/44000 | Loss: 2.9907 | LR: 2.19e-04 | 1292.1ms/step | 15.5 samples/s +Step 24080/44000 | Loss: 2.9500 | LR: 2.19e-04 | 1290.8ms/step | 15.5 samples/s +Step 24090/44000 | Loss: 2.9494 | LR: 2.19e-04 | 1293.4ms/step | 15.5 samples/s +Step 24100/44000 | Loss: 2.9682 | LR: 2.19e-04 | 1288.8ms/step | 15.5 samples/s +Step 24110/44000 | Loss: 2.9777 | LR: 2.19e-04 | 1289.3ms/step | 15.5 samples/s +Step 24120/44000 | Loss: 2.9325 | LR: 2.18e-04 | 1289.3ms/step | 15.5 samples/s +Step 24130/44000 | Loss: 2.9811 | LR: 2.18e-04 | 1291.6ms/step | 15.5 samples/s +Step 24140/44000 | Loss: 2.9564 | LR: 2.18e-04 | 1291.0ms/step | 15.5 samples/s +Step 24150/44000 | Loss: 2.9836 | LR: 2.18e-04 | 1289.5ms/step | 15.5 samples/s +Step 24160/44000 | Loss: 2.9939 | LR: 2.18e-04 | 1290.4ms/step | 15.5 samples/s +Step 24170/44000 | Loss: 2.9500 | LR: 2.17e-04 | 1290.4ms/step | 15.5 samples/s +Step 24180/44000 | Loss: 2.9586 | LR: 2.17e-04 | 1289.9ms/step | 15.5 samples/s +Step 24190/44000 | Loss: 2.9796 | LR: 2.17e-04 | 1291.0ms/step | 15.5 samples/s +Step 24200/44000 | Loss: 2.9525 | LR: 2.17e-04 | 1287.8ms/step | 15.5 samples/s +Step 24210/44000 | Loss: 2.9447 | LR: 2.17e-04 | 1288.4ms/step | 15.5 samples/s +Step 24220/44000 | Loss: 2.9635 | LR: 2.17e-04 | 1290.0ms/step | 15.5 samples/s +Step 24230/44000 | Loss: 2.9855 | LR: 2.16e-04 | 1288.4ms/step | 15.5 samples/s +Step 24240/44000 | Loss: 2.9472 | LR: 2.16e-04 | 1288.1ms/step | 15.5 samples/s +Step 24250/44000 | Loss: 2.9733 | LR: 2.16e-04 | 1289.5ms/step | 15.5 samples/s +Validation at step 24250: Loss = 2.9782, Perplexity = 19.65 +Step 24260/44000 | Loss: 2.9427 | LR: 2.16e-04 | 3449.3ms/step | 5.8 samples/s +Step 24270/44000 | Loss: 2.9618 | LR: 2.16e-04 | 1290.0ms/step | 15.5 samples/s +Step 24280/44000 | Loss: 2.9868 | LR: 2.16e-04 | 1289.9ms/step | 15.5 samples/s +Step 24290/44000 | Loss: 2.9687 | LR: 2.15e-04 | 1291.0ms/step | 15.5 samples/s +Step 24300/44000 | Loss: 2.9537 | LR: 2.15e-04 | 1290.4ms/step | 15.5 samples/s +Step 24310/44000 | Loss: 2.9671 | LR: 2.15e-04 | 1290.6ms/step | 15.5 samples/s +Step 24320/44000 | Loss: 2.9652 | LR: 2.15e-04 | 1289.6ms/step | 15.5 samples/s +Step 24330/44000 | Loss: 2.9843 | LR: 2.15e-04 | 1288.6ms/step | 15.5 samples/s +Step 24340/44000 | Loss: 2.9486 | LR: 2.14e-04 | 1289.2ms/step | 15.5 samples/s +Step 24350/44000 | Loss: 2.9397 | LR: 2.14e-04 | 1294.3ms/step | 15.5 samples/s +Step 24360/44000 | Loss: 2.9648 | LR: 2.14e-04 | 1294.0ms/step | 15.5 samples/s +Step 24370/44000 | Loss: 2.9331 | LR: 2.14e-04 | 1291.8ms/step | 15.5 samples/s +Step 24380/44000 | Loss: 2.9281 | LR: 2.14e-04 | 1290.2ms/step | 15.5 samples/s +Step 24390/44000 | Loss: 2.9346 | LR: 2.14e-04 | 1293.8ms/step | 15.5 samples/s +Step 24400/44000 | Loss: 2.9658 | LR: 2.13e-04 | 1289.3ms/step | 15.5 samples/s +Step 24410/44000 | Loss: 2.9649 | LR: 2.13e-04 | 1289.6ms/step | 15.5 samples/s +Step 24420/44000 | Loss: 2.9792 | LR: 2.13e-04 | 1290.5ms/step | 15.5 samples/s +Step 24430/44000 | Loss: 2.9642 | LR: 2.13e-04 | 1288.9ms/step | 15.5 samples/s +Step 24440/44000 | Loss: 2.9682 | LR: 2.13e-04 | 1291.2ms/step | 15.5 samples/s +Step 24450/44000 | Loss: 2.9365 | LR: 2.12e-04 | 1295.6ms/step | 15.4 samples/s +Step 24460/44000 | Loss: 2.9427 | LR: 2.12e-04 | 1291.2ms/step | 15.5 samples/s +Step 24470/44000 | Loss: 2.9688 | LR: 2.12e-04 | 1293.4ms/step | 15.5 samples/s +Step 24480/44000 | Loss: 2.9635 | LR: 2.12e-04 | 1292.3ms/step | 15.5 samples/s +Step 24490/44000 | Loss: 2.9590 | LR: 2.12e-04 | 1291.6ms/step | 15.5 samples/s +Step 24500/44000 | Loss: 2.9749 | LR: 2.12e-04 | 1290.7ms/step | 15.5 samples/s +Validation at step 24500: Loss = 2.9760, Perplexity = 19.61 +Step 24510/44000 | Loss: 2.9648 | LR: 2.11e-04 | 3446.1ms/step | 5.8 samples/s +Step 24520/44000 | Loss: 2.9328 | LR: 2.11e-04 | 1290.4ms/step | 15.5 samples/s +Step 24530/44000 | Loss: 2.9583 | LR: 2.11e-04 | 1290.8ms/step | 15.5 samples/s +Step 24540/44000 | Loss: 2.9780 | LR: 2.11e-04 | 1289.9ms/step | 15.5 samples/s +Step 24550/44000 | Loss: 2.9920 | LR: 2.11e-04 | 1291.0ms/step | 15.5 samples/s +Step 24560/44000 | Loss: 2.9587 | LR: 2.10e-04 | 1290.6ms/step | 15.5 samples/s +Step 24570/44000 | Loss: 3.0256 | LR: 2.10e-04 | 1292.2ms/step | 15.5 samples/s +Step 24580/44000 | Loss: 2.9411 | LR: 2.10e-04 | 1290.9ms/step | 15.5 samples/s +Step 24590/44000 | Loss: 2.9881 | LR: 2.10e-04 | 1287.2ms/step | 15.5 samples/s +Step 24600/44000 | Loss: 2.9604 | LR: 2.10e-04 | 1283.1ms/step | 15.6 samples/s +Step 24610/44000 | Loss: 2.9760 | LR: 2.10e-04 | 1287.9ms/step | 15.5 samples/s +Step 24620/44000 | Loss: 2.9706 | LR: 2.09e-04 | 1289.0ms/step | 15.5 samples/s +Step 24630/44000 | Loss: 2.9946 | LR: 2.09e-04 | 1290.1ms/step | 15.5 samples/s +Step 24640/44000 | Loss: 2.9639 | LR: 2.09e-04 | 1288.3ms/step | 15.5 samples/s +Step 24650/44000 | Loss: 2.9644 | LR: 2.09e-04 | 1287.9ms/step | 15.5 samples/s +Step 24660/44000 | Loss: 2.9542 | LR: 2.09e-04 | 1289.4ms/step | 15.5 samples/s +Step 24670/44000 | Loss: 2.9558 | LR: 2.09e-04 | 1288.3ms/step | 15.5 samples/s +Step 24680/44000 | Loss: 2.9524 | LR: 2.08e-04 | 1289.8ms/step | 15.5 samples/s +Step 24690/44000 | Loss: 2.9580 | LR: 2.08e-04 | 1289.4ms/step | 15.5 samples/s +Step 24700/44000 | Loss: 2.9530 | LR: 2.08e-04 | 1290.4ms/step | 15.5 samples/s +Step 24710/44000 | Loss: 2.9562 | LR: 2.08e-04 | 1290.0ms/step | 15.5 samples/s +Step 24720/44000 | Loss: 2.9439 | LR: 2.08e-04 | 1291.1ms/step | 15.5 samples/s +Step 24730/44000 | Loss: 2.9543 | LR: 2.07e-04 | 1290.8ms/step | 15.5 samples/s +Step 24740/44000 | Loss: 3.0030 | LR: 2.07e-04 | 1290.0ms/step | 15.5 samples/s +Step 24750/44000 | Loss: 2.9378 | LR: 2.07e-04 | 1290.4ms/step | 15.5 samples/s +Validation at step 24750: Loss = 2.9744, Perplexity = 19.58 +Step 24760/44000 | Loss: 2.9597 | LR: 2.07e-04 | 3444.6ms/step | 5.8 samples/s +Step 24770/44000 | Loss: 2.9606 | LR: 2.07e-04 | 1292.2ms/step | 15.5 samples/s +Step 24780/44000 | Loss: 2.9831 | LR: 2.07e-04 | 1293.3ms/step | 15.5 samples/s +Step 24790/44000 | Loss: 2.9394 | LR: 2.06e-04 | 1290.6ms/step | 15.5 samples/s +Step 24800/44000 | Loss: 2.9440 | LR: 2.06e-04 | 1292.5ms/step | 15.5 samples/s +Step 24810/44000 | Loss: 2.9757 | LR: 2.06e-04 | 1289.0ms/step | 15.5 samples/s +Step 24820/44000 | Loss: 2.9589 | LR: 2.06e-04 | 1290.6ms/step | 15.5 samples/s +Step 24830/44000 | Loss: 2.9351 | LR: 2.06e-04 | 1291.1ms/step | 15.5 samples/s +Step 24840/44000 | Loss: 2.9513 | LR: 2.05e-04 | 1293.0ms/step | 15.5 samples/s +Step 24850/44000 | Loss: 2.9554 | LR: 2.05e-04 | 1294.2ms/step | 15.5 samples/s +Step 24860/44000 | Loss: 2.9556 | LR: 2.05e-04 | 1289.8ms/step | 15.5 samples/s +Step 24870/44000 | Loss: 2.9454 | LR: 2.05e-04 | 1296.0ms/step | 15.4 samples/s +Step 24880/44000 | Loss: 2.9707 | LR: 2.05e-04 | 1291.8ms/step | 15.5 samples/s +Step 24890/44000 | Loss: 2.9957 | LR: 2.05e-04 | 1290.6ms/step | 15.5 samples/s +Step 24900/44000 | Loss: 2.9511 | LR: 2.04e-04 | 1290.2ms/step | 15.5 samples/s +Step 24910/44000 | Loss: 2.9603 | LR: 2.04e-04 | 1290.2ms/step | 15.5 samples/s +Step 24920/44000 | Loss: 2.9674 | LR: 2.04e-04 | 1290.5ms/step | 15.5 samples/s +Step 24930/44000 | Loss: 2.9612 | LR: 2.04e-04 | 1290.0ms/step | 15.5 samples/s +Step 24940/44000 | Loss: 2.9704 | LR: 2.04e-04 | 1290.6ms/step | 15.5 samples/s +Step 24950/44000 | Loss: 2.9475 | LR: 2.04e-04 | 1290.4ms/step | 15.5 samples/s +Step 24960/44000 | Loss: 2.9961 | LR: 2.03e-04 | 1290.8ms/step | 15.5 samples/s +Step 24970/44000 | Loss: 2.9479 | LR: 2.03e-04 | 1292.4ms/step | 15.5 samples/s +Step 24980/44000 | Loss: 2.9811 | LR: 2.03e-04 | 1290.4ms/step | 15.5 samples/s +Step 24990/44000 | Loss: 2.9331 | LR: 2.03e-04 | 1289.0ms/step | 15.5 samples/s +Step 25000/44000 | Loss: 2.9765 | LR: 2.03e-04 | 1288.0ms/step | 15.5 samples/s +Validation at step 25000: Loss = 2.9719, Perplexity = 19.53 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-25000 +Step 25010/44000 | Loss: 2.9389 | LR: 2.02e-04 | 3745.1ms/step | 5.3 samples/s +Step 25020/44000 | Loss: 2.9688 | LR: 2.02e-04 | 1289.8ms/step | 15.5 samples/s +Step 25030/44000 | Loss: 2.9489 | LR: 2.02e-04 | 1288.7ms/step | 15.5 samples/s +Step 25040/44000 | Loss: 2.9629 | LR: 2.02e-04 | 1290.0ms/step | 15.5 samples/s +Step 25050/44000 | Loss: 2.9548 | LR: 2.02e-04 | 1291.1ms/step | 15.5 samples/s +Step 25060/44000 | Loss: 2.9519 | LR: 2.02e-04 | 1289.7ms/step | 15.5 samples/s +Step 25070/44000 | Loss: 2.9759 | LR: 2.01e-04 | 1291.7ms/step | 15.5 samples/s +Step 25080/44000 | Loss: 2.9389 | LR: 2.01e-04 | 1290.7ms/step | 15.5 samples/s +Step 25090/44000 | Loss: 2.9768 | LR: 2.01e-04 | 1292.0ms/step | 15.5 samples/s +Step 25100/44000 | Loss: 2.9376 | LR: 2.01e-04 | 1291.9ms/step | 15.5 samples/s +Step 25110/44000 | Loss: 2.9625 | LR: 2.01e-04 | 1290.6ms/step | 15.5 samples/s +Step 25120/44000 | Loss: 2.9348 | LR: 2.00e-04 | 1291.1ms/step | 15.5 samples/s +Step 25130/44000 | Loss: 2.9901 | LR: 2.00e-04 | 1291.5ms/step | 15.5 samples/s +Step 25140/44000 | Loss: 2.9983 | LR: 2.00e-04 | 1293.3ms/step | 15.5 samples/s +Step 25150/44000 | Loss: 2.9209 | LR: 2.00e-04 | 1294.8ms/step | 15.4 samples/s +Step 25160/44000 | Loss: 2.9360 | LR: 2.00e-04 | 1294.5ms/step | 15.4 samples/s +Step 25170/44000 | Loss: 2.9694 | LR: 2.00e-04 | 1293.1ms/step | 15.5 samples/s +Step 25180/44000 | Loss: 2.9101 | LR: 1.99e-04 | 1286.6ms/step | 15.5 samples/s +Step 25190/44000 | Loss: 2.9534 | LR: 1.99e-04 | 1286.2ms/step | 15.6 samples/s +Step 25200/44000 | Loss: 2.9746 | LR: 1.99e-04 | 1286.2ms/step | 15.6 samples/s +Step 25210/44000 | Loss: 2.9692 | LR: 1.99e-04 | 1290.0ms/step | 15.5 samples/s +Step 25220/44000 | Loss: 2.9393 | LR: 1.99e-04 | 1291.1ms/step | 15.5 samples/s +Step 25230/44000 | Loss: 2.9599 | LR: 1.99e-04 | 1290.2ms/step | 15.5 samples/s +Step 25240/44000 | Loss: 2.9413 | LR: 1.98e-04 | 1288.0ms/step | 15.5 samples/s +Step 25250/44000 | Loss: 2.9733 | LR: 1.98e-04 | 1286.7ms/step | 15.5 samples/s +Validation at step 25250: Loss = 2.9700, Perplexity = 19.49 +Step 25260/44000 | Loss: 2.9341 | LR: 1.98e-04 | 3442.0ms/step | 5.8 samples/s +Step 25270/44000 | Loss: 2.9645 | LR: 1.98e-04 | 1289.9ms/step | 15.5 samples/s +Step 25280/44000 | Loss: 2.9315 | LR: 1.98e-04 | 1290.5ms/step | 15.5 samples/s +Step 25290/44000 | Loss: 2.9519 | LR: 1.97e-04 | 1289.5ms/step | 15.5 samples/s +Step 25300/44000 | Loss: 2.9579 | LR: 1.97e-04 | 1289.3ms/step | 15.5 samples/s +Step 25310/44000 | Loss: 2.9073 | LR: 1.97e-04 | 1290.1ms/step | 15.5 samples/s +Step 25320/44000 | Loss: 2.9484 | LR: 1.97e-04 | 1288.9ms/step | 15.5 samples/s +Step 25330/44000 | Loss: 2.9583 | LR: 1.97e-04 | 1289.0ms/step | 15.5 samples/s +Step 25340/44000 | Loss: 2.9517 | LR: 1.97e-04 | 1287.6ms/step | 15.5 samples/s +Step 25350/44000 | Loss: 2.9437 | LR: 1.96e-04 | 1288.2ms/step | 15.5 samples/s +Step 25360/44000 | Loss: 2.9902 | LR: 1.96e-04 | 1289.9ms/step | 15.5 samples/s +Step 25370/44000 | Loss: 2.9386 | LR: 1.96e-04 | 1287.3ms/step | 15.5 samples/s +Step 25380/44000 | Loss: 2.9796 | LR: 1.96e-04 | 1288.6ms/step | 15.5 samples/s +Step 25390/44000 | Loss: 2.9509 | LR: 1.96e-04 | 1289.0ms/step | 15.5 samples/s +Step 25400/44000 | Loss: 2.9642 | LR: 1.96e-04 | 1288.1ms/step | 15.5 samples/s +Step 25410/44000 | Loss: 2.9941 | LR: 1.95e-04 | 1287.9ms/step | 15.5 samples/s +Step 25420/44000 | Loss: 2.9776 | LR: 1.95e-04 | 1290.3ms/step | 15.5 samples/s +Step 25430/44000 | Loss: 2.9567 | LR: 1.95e-04 | 1290.0ms/step | 15.5 samples/s +Step 25440/44000 | Loss: 2.9569 | LR: 1.95e-04 | 1288.8ms/step | 15.5 samples/s +Step 25450/44000 | Loss: 2.9923 | LR: 1.95e-04 | 1289.7ms/step | 15.5 samples/s +Step 25460/44000 | Loss: 2.9644 | LR: 1.94e-04 | 1290.3ms/step | 15.5 samples/s +Step 25470/44000 | Loss: 2.9442 | LR: 1.94e-04 | 1290.2ms/step | 15.5 samples/s +Step 25480/44000 | Loss: 2.9595 | LR: 1.94e-04 | 1291.2ms/step | 15.5 samples/s +Step 25490/44000 | Loss: 2.9595 | LR: 1.94e-04 | 1292.5ms/step | 15.5 samples/s +Step 25500/44000 | Loss: 2.9497 | LR: 1.94e-04 | 1293.2ms/step | 15.5 samples/s +Validation at step 25500: Loss = 2.9684, Perplexity = 19.46 +Step 25510/44000 | Loss: 2.9373 | LR: 1.94e-04 | 3447.5ms/step | 5.8 samples/s +Step 25520/44000 | Loss: 2.9377 | LR: 1.93e-04 | 1287.5ms/step | 15.5 samples/s +Step 25530/44000 | Loss: 2.9392 | LR: 1.93e-04 | 1289.0ms/step | 15.5 samples/s +Step 25540/44000 | Loss: 2.9467 | LR: 1.93e-04 | 1288.8ms/step | 15.5 samples/s +Step 25550/44000 | Loss: 2.9581 | LR: 1.93e-04 | 1289.5ms/step | 15.5 samples/s +Step 25560/44000 | Loss: 2.9664 | LR: 1.93e-04 | 1290.1ms/step | 15.5 samples/s +Step 25570/44000 | Loss: 2.9485 | LR: 1.92e-04 | 1291.2ms/step | 15.5 samples/s +Step 25580/44000 | Loss: 2.9827 | LR: 1.92e-04 | 1290.1ms/step | 15.5 samples/s +Step 25590/44000 | Loss: 2.9586 | LR: 1.92e-04 | 1290.8ms/step | 15.5 samples/s +Step 25600/44000 | Loss: 2.9272 | LR: 1.92e-04 | 1289.8ms/step | 15.5 samples/s +Step 25610/44000 | Loss: 2.9429 | LR: 1.92e-04 | 1289.3ms/step | 15.5 samples/s +Step 25620/44000 | Loss: 2.9309 | LR: 1.92e-04 | 1287.3ms/step | 15.5 samples/s +Step 25630/44000 | Loss: 2.9618 | LR: 1.91e-04 | 1289.5ms/step | 15.5 samples/s +Step 25640/44000 | Loss: 2.9456 | LR: 1.91e-04 | 1288.3ms/step | 15.5 samples/s +Step 25650/44000 | Loss: 2.9492 | LR: 1.91e-04 | 1289.1ms/step | 15.5 samples/s +Step 25660/44000 | Loss: 2.9711 | LR: 1.91e-04 | 1295.5ms/step | 15.4 samples/s +Step 25670/44000 | Loss: 2.9620 | LR: 1.91e-04 | 1289.0ms/step | 15.5 samples/s +Step 25680/44000 | Loss: 2.9281 | LR: 1.91e-04 | 1288.7ms/step | 15.5 samples/s +Step 25690/44000 | Loss: 2.9483 | LR: 1.90e-04 | 1290.7ms/step | 15.5 samples/s +Step 25700/44000 | Loss: 2.9314 | LR: 1.90e-04 | 1292.3ms/step | 15.5 samples/s +Step 25710/44000 | Loss: 2.9466 | LR: 1.90e-04 | 1290.2ms/step | 15.5 samples/s +Step 25720/44000 | Loss: 2.9401 | LR: 1.90e-04 | 1296.2ms/step | 15.4 samples/s +Step 25730/44000 | Loss: 2.9336 | LR: 1.90e-04 | 1294.9ms/step | 15.4 samples/s +Step 25740/44000 | Loss: 2.9477 | LR: 1.89e-04 | 1292.1ms/step | 15.5 samples/s +Step 25750/44000 | Loss: 2.9475 | LR: 1.89e-04 | 1292.3ms/step | 15.5 samples/s +Validation at step 25750: Loss = 2.9669, Perplexity = 19.43 +Step 25760/44000 | Loss: 2.9470 | LR: 1.89e-04 | 3472.7ms/step | 5.8 samples/s +Step 25770/44000 | Loss: 2.9711 | LR: 1.89e-04 | 1292.9ms/step | 15.5 samples/s +Step 25780/44000 | Loss: 2.9557 | LR: 1.89e-04 | 1293.1ms/step | 15.5 samples/s +Step 25790/44000 | Loss: 2.9916 | LR: 1.89e-04 | 1295.1ms/step | 15.4 samples/s +Step 25800/44000 | Loss: 2.9147 | LR: 1.88e-04 | 1302.6ms/step | 15.4 samples/s +Step 25810/44000 | Loss: 2.9487 | LR: 1.88e-04 | 1296.0ms/step | 15.4 samples/s +Step 25820/44000 | Loss: 2.9509 | LR: 1.88e-04 | 1292.1ms/step | 15.5 samples/s +Step 25830/44000 | Loss: 2.9527 | LR: 1.88e-04 | 1292.3ms/step | 15.5 samples/s +Step 25840/44000 | Loss: 2.9624 | LR: 1.88e-04 | 1291.0ms/step | 15.5 samples/s +Step 25850/44000 | Loss: 2.9273 | LR: 1.88e-04 | 1291.4ms/step | 15.5 samples/s +Step 25860/44000 | Loss: 2.9235 | LR: 1.87e-04 | 1292.9ms/step | 15.5 samples/s +Step 25870/44000 | Loss: 2.9274 | LR: 1.87e-04 | 1290.6ms/step | 15.5 samples/s +Step 25880/44000 | Loss: 2.9717 | LR: 1.87e-04 | 1293.6ms/step | 15.5 samples/s +Step 25890/44000 | Loss: 2.9515 | LR: 1.87e-04 | 1290.9ms/step | 15.5 samples/s +Step 25900/44000 | Loss: 2.9539 | LR: 1.87e-04 | 1289.9ms/step | 15.5 samples/s +Step 25910/44000 | Loss: 2.9395 | LR: 1.87e-04 | 1289.3ms/step | 15.5 samples/s +Step 25920/44000 | Loss: 2.9376 | LR: 1.86e-04 | 1289.8ms/step | 15.5 samples/s +Step 25930/44000 | Loss: 2.9677 | LR: 1.86e-04 | 1292.5ms/step | 15.5 samples/s +Step 25940/44000 | Loss: 2.9267 | LR: 1.86e-04 | 1290.2ms/step | 15.5 samples/s +Step 25950/44000 | Loss: 2.9284 | LR: 1.86e-04 | 1293.5ms/step | 15.5 samples/s +Step 25960/44000 | Loss: 2.9460 | LR: 1.86e-04 | 1293.3ms/step | 15.5 samples/s +Step 25970/44000 | Loss: 2.9229 | LR: 1.85e-04 | 1291.6ms/step | 15.5 samples/s +Step 25980/44000 | Loss: 2.9673 | LR: 1.85e-04 | 1290.4ms/step | 15.5 samples/s +Step 25990/44000 | Loss: 2.9606 | LR: 1.85e-04 | 1291.5ms/step | 15.5 samples/s +Step 26000/44000 | Loss: 2.9385 | LR: 1.85e-04 | 1289.4ms/step | 15.5 samples/s +Validation at step 26000: Loss = 2.9654, Perplexity = 19.40 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-26000 +Step 26010/44000 | Loss: 2.9538 | LR: 1.85e-04 | 3730.4ms/step | 5.4 samples/s +Step 26020/44000 | Loss: 2.9534 | LR: 1.85e-04 | 1287.8ms/step | 15.5 samples/s +Step 26030/44000 | Loss: 2.9393 | LR: 1.84e-04 | 1289.0ms/step | 15.5 samples/s +Step 26040/44000 | Loss: 2.9260 | LR: 1.84e-04 | 1286.1ms/step | 15.6 samples/s +Step 26050/44000 | Loss: 2.9624 | LR: 1.84e-04 | 1288.5ms/step | 15.5 samples/s +Step 26060/44000 | Loss: 2.9118 | LR: 1.84e-04 | 1290.3ms/step | 15.5 samples/s +Step 26070/44000 | Loss: 2.9433 | LR: 1.84e-04 | 1290.0ms/step | 15.5 samples/s +Step 26080/44000 | Loss: 2.9279 | LR: 1.84e-04 | 1289.4ms/step | 15.5 samples/s +Step 26090/44000 | Loss: 2.9419 | LR: 1.83e-04 | 1288.1ms/step | 15.5 samples/s +Step 26100/44000 | Loss: 2.9438 | LR: 1.83e-04 | 1289.8ms/step | 15.5 samples/s +Step 26110/44000 | Loss: 2.9598 | LR: 1.83e-04 | 1289.4ms/step | 15.5 samples/s +Step 26120/44000 | Loss: 2.9422 | LR: 1.83e-04 | 1285.9ms/step | 15.6 samples/s +Step 26130/44000 | Loss: 2.9620 | LR: 1.83e-04 | 1288.2ms/step | 15.5 samples/s +Step 26140/44000 | Loss: 2.9674 | LR: 1.82e-04 | 1290.2ms/step | 15.5 samples/s +Step 26150/44000 | Loss: 2.9577 | LR: 1.82e-04 | 1289.2ms/step | 15.5 samples/s +Step 26160/44000 | Loss: 2.9416 | LR: 1.82e-04 | 1289.8ms/step | 15.5 samples/s +Step 26170/44000 | Loss: 2.9446 | LR: 1.82e-04 | 1290.7ms/step | 15.5 samples/s +Step 26180/44000 | Loss: 2.9585 | LR: 1.82e-04 | 1294.5ms/step | 15.5 samples/s +Step 26190/44000 | Loss: 2.9323 | LR: 1.82e-04 | 1294.0ms/step | 15.5 samples/s +Step 26200/44000 | Loss: 2.9121 | LR: 1.81e-04 | 1292.6ms/step | 15.5 samples/s +Step 26210/44000 | Loss: 2.9768 | LR: 1.81e-04 | 1292.5ms/step | 15.5 samples/s +Step 26220/44000 | Loss: 2.9502 | LR: 1.81e-04 | 1290.9ms/step | 15.5 samples/s +Step 26230/44000 | Loss: 2.9584 | LR: 1.81e-04 | 1291.5ms/step | 15.5 samples/s +Step 26240/44000 | Loss: 2.9512 | LR: 1.81e-04 | 1292.9ms/step | 15.5 samples/s +Step 26250/44000 | Loss: 2.9595 | LR: 1.81e-04 | 1290.8ms/step | 15.5 samples/s +Validation at step 26250: Loss = 2.9641, Perplexity = 19.38 +Step 26260/44000 | Loss: 2.9426 | LR: 1.80e-04 | 3445.6ms/step | 5.8 samples/s +Step 26270/44000 | Loss: 2.9395 | LR: 1.80e-04 | 1289.2ms/step | 15.5 samples/s +Step 26280/44000 | Loss: 2.9591 | LR: 1.80e-04 | 1291.6ms/step | 15.5 samples/s +Step 26290/44000 | Loss: 2.9737 | LR: 1.80e-04 | 1290.1ms/step | 15.5 samples/s +Step 26300/44000 | Loss: 2.9545 | LR: 1.80e-04 | 1292.0ms/step | 15.5 samples/s +Step 26310/44000 | Loss: 2.9403 | LR: 1.80e-04 | 1290.5ms/step | 15.5 samples/s +Step 26320/44000 | Loss: 2.9591 | LR: 1.79e-04 | 1289.7ms/step | 15.5 samples/s +Step 26330/44000 | Loss: 2.9894 | LR: 1.79e-04 | 1291.3ms/step | 15.5 samples/s +Step 26340/44000 | Loss: 2.9443 | LR: 1.79e-04 | 1289.6ms/step | 15.5 samples/s +Step 26350/44000 | Loss: 2.9606 | LR: 1.79e-04 | 1287.3ms/step | 15.5 samples/s +Step 26360/44000 | Loss: 2.9359 | LR: 1.79e-04 | 1287.7ms/step | 15.5 samples/s +Step 26370/44000 | Loss: 2.9623 | LR: 1.78e-04 | 1288.7ms/step | 15.5 samples/s +Step 26380/44000 | Loss: 2.9647 | LR: 1.78e-04 | 1289.1ms/step | 15.5 samples/s +Step 26390/44000 | Loss: 2.9656 | LR: 1.78e-04 | 1288.2ms/step | 15.5 samples/s +Step 26400/44000 | Loss: 2.9667 | LR: 1.78e-04 | 1291.2ms/step | 15.5 samples/s +Step 26410/44000 | Loss: 2.9302 | LR: 1.78e-04 | 1290.4ms/step | 15.5 samples/s +Step 26420/44000 | Loss: 2.9255 | LR: 1.78e-04 | 1289.1ms/step | 15.5 samples/s +Step 26430/44000 | Loss: 2.9671 | LR: 1.77e-04 | 1288.7ms/step | 15.5 samples/s +Step 26440/44000 | Loss: 2.9242 | LR: 1.77e-04 | 1288.9ms/step | 15.5 samples/s +Step 26450/44000 | Loss: 2.9482 | LR: 1.77e-04 | 1290.2ms/step | 15.5 samples/s +Step 26460/44000 | Loss: 2.9514 | LR: 1.77e-04 | 1287.6ms/step | 15.5 samples/s +Step 26470/44000 | Loss: 2.9427 | LR: 1.77e-04 | 1291.8ms/step | 15.5 samples/s +Step 26480/44000 | Loss: 2.9415 | LR: 1.77e-04 | 1291.8ms/step | 15.5 samples/s +Step 26490/44000 | Loss: 2.9796 | LR: 1.76e-04 | 1288.9ms/step | 15.5 samples/s +Step 26500/44000 | Loss: 2.9612 | LR: 1.76e-04 | 1288.1ms/step | 15.5 samples/s +Validation at step 26500: Loss = 2.9626, Perplexity = 19.35 +Step 26510/44000 | Loss: 2.9715 | LR: 1.76e-04 | 3444.5ms/step | 5.8 samples/s +Step 26520/44000 | Loss: 2.9488 | LR: 1.76e-04 | 1288.1ms/step | 15.5 samples/s +Step 26530/44000 | Loss: 2.9508 | LR: 1.76e-04 | 1287.7ms/step | 15.5 samples/s +Step 26540/44000 | Loss: 2.9588 | LR: 1.76e-04 | 1287.6ms/step | 15.5 samples/s +Step 26550/44000 | Loss: 2.9646 | LR: 1.75e-04 | 1290.0ms/step | 15.5 samples/s +Step 26560/44000 | Loss: 2.9952 | LR: 1.75e-04 | 1293.7ms/step | 15.5 samples/s +Step 26570/44000 | Loss: 2.9219 | LR: 1.75e-04 | 1292.9ms/step | 15.5 samples/s +Step 26580/44000 | Loss: 2.9738 | LR: 1.75e-04 | 1290.1ms/step | 15.5 samples/s +Step 26590/44000 | Loss: 2.9773 | LR: 1.75e-04 | 1288.3ms/step | 15.5 samples/s +Step 26600/44000 | Loss: 2.9474 | LR: 1.74e-04 | 1286.3ms/step | 15.5 samples/s +Step 26610/44000 | Loss: 2.9544 | LR: 1.74e-04 | 1286.9ms/step | 15.5 samples/s +Step 26620/44000 | Loss: 2.9343 | LR: 1.74e-04 | 1286.3ms/step | 15.5 samples/s +Step 26630/44000 | Loss: 2.9424 | LR: 1.74e-04 | 1290.3ms/step | 15.5 samples/s +Step 26640/44000 | Loss: 2.9381 | LR: 1.74e-04 | 1289.0ms/step | 15.5 samples/s +Step 26650/44000 | Loss: 2.9686 | LR: 1.74e-04 | 1289.3ms/step | 15.5 samples/s +Step 26660/44000 | Loss: 2.9567 | LR: 1.73e-04 | 1285.9ms/step | 15.6 samples/s +Step 26670/44000 | Loss: 2.9450 | LR: 1.73e-04 | 1288.5ms/step | 15.5 samples/s +Step 26680/44000 | Loss: 2.9601 | LR: 1.73e-04 | 1288.1ms/step | 15.5 samples/s +Step 26690/44000 | Loss: 2.9683 | LR: 1.73e-04 | 1290.0ms/step | 15.5 samples/s +Step 26700/44000 | Loss: 2.9631 | LR: 1.73e-04 | 1290.9ms/step | 15.5 samples/s +Step 26710/44000 | Loss: 2.9326 | LR: 1.73e-04 | 1291.2ms/step | 15.5 samples/s +Step 26720/44000 | Loss: 2.9408 | LR: 1.72e-04 | 1290.9ms/step | 15.5 samples/s +Step 26730/44000 | Loss: 2.9290 | LR: 1.72e-04 | 1286.9ms/step | 15.5 samples/s +Step 26740/44000 | Loss: 2.9512 | LR: 1.72e-04 | 1286.9ms/step | 15.5 samples/s +Step 26750/44000 | Loss: 2.9895 | LR: 1.72e-04 | 1286.7ms/step | 15.5 samples/s +Validation at step 26750: Loss = 2.9611, Perplexity = 19.32 +Step 26760/44000 | Loss: 2.9414 | LR: 1.72e-04 | 3442.9ms/step | 5.8 samples/s +Step 26770/44000 | Loss: 2.9180 | LR: 1.72e-04 | 1288.5ms/step | 15.5 samples/s +Step 26780/44000 | Loss: 2.9312 | LR: 1.71e-04 | 1290.6ms/step | 15.5 samples/s +Step 26790/44000 | Loss: 2.9442 | LR: 1.71e-04 | 1291.9ms/step | 15.5 samples/s +Step 26800/44000 | Loss: 2.9542 | LR: 1.71e-04 | 1289.3ms/step | 15.5 samples/s +Step 26810/44000 | Loss: 2.9556 | LR: 1.71e-04 | 1289.9ms/step | 15.5 samples/s +Step 26820/44000 | Loss: 2.9718 | LR: 1.71e-04 | 1290.6ms/step | 15.5 samples/s +Step 26830/44000 | Loss: 2.9482 | LR: 1.71e-04 | 1290.5ms/step | 15.5 samples/s +Step 26840/44000 | Loss: 2.9685 | LR: 1.70e-04 | 1290.3ms/step | 15.5 samples/s +Step 26850/44000 | Loss: 2.9468 | LR: 1.70e-04 | 1293.9ms/step | 15.5 samples/s +Step 26860/44000 | Loss: 2.9315 | LR: 1.70e-04 | 1290.7ms/step | 15.5 samples/s +Step 26870/44000 | Loss: 2.9594 | LR: 1.70e-04 | 1292.7ms/step | 15.5 samples/s +Step 26880/44000 | Loss: 2.9224 | LR: 1.70e-04 | 1292.0ms/step | 15.5 samples/s +Step 26890/44000 | Loss: 2.9705 | LR: 1.69e-04 | 1291.7ms/step | 15.5 samples/s +Step 26900/44000 | Loss: 2.9190 | LR: 1.69e-04 | 1290.1ms/step | 15.5 samples/s +Step 26910/44000 | Loss: 2.9623 | LR: 1.69e-04 | 1290.0ms/step | 15.5 samples/s +Step 26920/44000 | Loss: 2.9368 | LR: 1.69e-04 | 1289.8ms/step | 15.5 samples/s +Step 26930/44000 | Loss: 2.9376 | LR: 1.69e-04 | 1290.0ms/step | 15.5 samples/s +Step 26940/44000 | Loss: 2.9515 | LR: 1.69e-04 | 1289.9ms/step | 15.5 samples/s +Step 26950/44000 | Loss: 2.9540 | LR: 1.68e-04 | 1292.0ms/step | 15.5 samples/s +Step 26960/44000 | Loss: 2.9365 | LR: 1.68e-04 | 1287.7ms/step | 15.5 samples/s +Step 26970/44000 | Loss: 2.9406 | LR: 1.68e-04 | 1287.3ms/step | 15.5 samples/s +Step 26980/44000 | Loss: 2.9720 | LR: 1.68e-04 | 1286.8ms/step | 15.5 samples/s +Step 26990/44000 | Loss: 2.9335 | LR: 1.68e-04 | 1287.8ms/step | 15.5 samples/s +Step 27000/44000 | Loss: 2.9468 | LR: 1.68e-04 | 1287.5ms/step | 15.5 samples/s +Validation at step 27000: Loss = 2.9597, Perplexity = 19.29 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-27000 +Step 27010/44000 | Loss: 2.9624 | LR: 1.67e-04 | 3741.0ms/step | 5.3 samples/s +Step 27020/44000 | Loss: 2.9433 | LR: 1.67e-04 | 1290.3ms/step | 15.5 samples/s +Step 27030/44000 | Loss: 2.9616 | LR: 1.67e-04 | 1290.7ms/step | 15.5 samples/s +Step 27040/44000 | Loss: 2.9504 | LR: 1.67e-04 | 1291.9ms/step | 15.5 samples/s +Step 27050/44000 | Loss: 2.9596 | LR: 1.67e-04 | 1289.3ms/step | 15.5 samples/s +Step 27060/44000 | Loss: 2.9187 | LR: 1.67e-04 | 1291.3ms/step | 15.5 samples/s +Step 27070/44000 | Loss: 2.9539 | LR: 1.66e-04 | 1295.1ms/step | 15.4 samples/s +Step 27080/44000 | Loss: 2.9567 | LR: 1.66e-04 | 1293.3ms/step | 15.5 samples/s +Step 27090/44000 | Loss: 2.9426 | LR: 1.66e-04 | 1292.3ms/step | 15.5 samples/s +Step 27100/44000 | Loss: 2.9298 | LR: 1.66e-04 | 1294.1ms/step | 15.5 samples/s +Step 27110/44000 | Loss: 2.9243 | LR: 1.66e-04 | 1300.7ms/step | 15.4 samples/s +Step 27120/44000 | Loss: 2.9319 | LR: 1.66e-04 | 1298.5ms/step | 15.4 samples/s +Step 27130/44000 | Loss: 2.9248 | LR: 1.65e-04 | 1291.9ms/step | 15.5 samples/s +Step 27140/44000 | Loss: 2.9391 | LR: 1.65e-04 | 1294.2ms/step | 15.5 samples/s +Step 27150/44000 | Loss: 2.9575 | LR: 1.65e-04 | 1291.4ms/step | 15.5 samples/s +Step 27160/44000 | Loss: 2.9228 | LR: 1.65e-04 | 1293.8ms/step | 15.5 samples/s +Step 27170/44000 | Loss: 2.9508 | LR: 1.65e-04 | 1293.6ms/step | 15.5 samples/s +Step 27180/44000 | Loss: 2.9578 | LR: 1.65e-04 | 1292.4ms/step | 15.5 samples/s +Step 27190/44000 | Loss: 2.9542 | LR: 1.64e-04 | 1292.3ms/step | 15.5 samples/s +Step 27200/44000 | Loss: 2.9598 | LR: 1.64e-04 | 1291.0ms/step | 15.5 samples/s +Step 27210/44000 | Loss: 2.9461 | LR: 1.64e-04 | 1292.3ms/step | 15.5 samples/s +Step 27220/44000 | Loss: 2.9284 | LR: 1.64e-04 | 1291.6ms/step | 15.5 samples/s +Step 27230/44000 | Loss: 2.9213 | LR: 1.64e-04 | 1291.4ms/step | 15.5 samples/s +Step 27240/44000 | Loss: 2.9530 | LR: 1.63e-04 | 1292.2ms/step | 15.5 samples/s +Step 27250/44000 | Loss: 2.9242 | LR: 1.63e-04 | 1291.7ms/step | 15.5 samples/s +Validation at step 27250: Loss = 2.9584, Perplexity = 19.27 +Step 27260/44000 | Loss: 2.9627 | LR: 1.63e-04 | 3447.3ms/step | 5.8 samples/s +Step 27270/44000 | Loss: 2.9749 | LR: 1.63e-04 | 1290.7ms/step | 15.5 samples/s +Step 27280/44000 | Loss: 2.9639 | LR: 1.63e-04 | 1292.1ms/step | 15.5 samples/s +Step 27290/44000 | Loss: 2.9353 | LR: 1.63e-04 | 1291.2ms/step | 15.5 samples/s +Step 27300/44000 | Loss: 2.9225 | LR: 1.62e-04 | 1290.7ms/step | 15.5 samples/s +Step 27310/44000 | Loss: 2.9530 | LR: 1.62e-04 | 1291.8ms/step | 15.5 samples/s +Step 27320/44000 | Loss: 2.9612 | LR: 1.62e-04 | 1290.0ms/step | 15.5 samples/s +Step 27330/44000 | Loss: 2.9617 | LR: 1.62e-04 | 1290.4ms/step | 15.5 samples/s +Step 27340/44000 | Loss: 2.9202 | LR: 1.62e-04 | 1291.1ms/step | 15.5 samples/s +Step 27350/44000 | Loss: 2.9174 | LR: 1.62e-04 | 1292.0ms/step | 15.5 samples/s +Step 27360/44000 | Loss: 2.9247 | LR: 1.61e-04 | 1292.0ms/step | 15.5 samples/s +Step 27370/44000 | Loss: 2.9317 | LR: 1.61e-04 | 1292.0ms/step | 15.5 samples/s +Step 27380/44000 | Loss: 2.9771 | LR: 1.61e-04 | 1292.1ms/step | 15.5 samples/s +Step 27390/44000 | Loss: 2.9339 | LR: 1.61e-04 | 1289.9ms/step | 15.5 samples/s +Step 27400/44000 | Loss: 2.9603 | LR: 1.61e-04 | 1288.1ms/step | 15.5 samples/s +Step 27410/44000 | Loss: 2.9432 | LR: 1.61e-04 | 1288.4ms/step | 15.5 samples/s +Step 27420/44000 | Loss: 2.9375 | LR: 1.60e-04 | 1286.4ms/step | 15.5 samples/s +Step 27430/44000 | Loss: 2.9602 | LR: 1.60e-04 | 1289.0ms/step | 15.5 samples/s +Step 27440/44000 | Loss: 2.9501 | LR: 1.60e-04 | 1290.4ms/step | 15.5 samples/s +Step 27450/44000 | Loss: 2.9172 | LR: 1.60e-04 | 1292.8ms/step | 15.5 samples/s +Step 27460/44000 | Loss: 2.9377 | LR: 1.60e-04 | 1293.6ms/step | 15.5 samples/s +Step 27470/44000 | Loss: 2.9689 | LR: 1.60e-04 | 1290.5ms/step | 15.5 samples/s +Step 27480/44000 | Loss: 2.9404 | LR: 1.59e-04 | 1292.7ms/step | 15.5 samples/s +Step 27490/44000 | Loss: 2.9591 | LR: 1.59e-04 | 1293.9ms/step | 15.5 samples/s +Step 27500/44000 | Loss: 2.9498 | LR: 1.59e-04 | 1299.8ms/step | 15.4 samples/s +Validation at step 27500: Loss = 2.9571, Perplexity = 19.24 +Step 27510/44000 | Loss: 2.9821 | LR: 1.59e-04 | 3459.8ms/step | 5.8 samples/s +Step 27520/44000 | Loss: 2.9414 | LR: 1.59e-04 | 1292.5ms/step | 15.5 samples/s +Step 27530/44000 | Loss: 2.9538 | LR: 1.59e-04 | 1289.4ms/step | 15.5 samples/s +Step 27540/44000 | Loss: 2.9122 | LR: 1.58e-04 | 1291.1ms/step | 15.5 samples/s +Step 27550/44000 | Loss: 2.9118 | LR: 1.58e-04 | 1289.8ms/step | 15.5 samples/s +Step 27560/44000 | Loss: 2.9274 | LR: 1.58e-04 | 1292.7ms/step | 15.5 samples/s +Step 27570/44000 | Loss: 2.9181 | LR: 1.58e-04 | 1290.9ms/step | 15.5 samples/s +Step 27580/44000 | Loss: 2.9692 | LR: 1.58e-04 | 1290.6ms/step | 15.5 samples/s +Step 27590/44000 | Loss: 2.9351 | LR: 1.58e-04 | 1290.2ms/step | 15.5 samples/s +Step 27600/44000 | Loss: 2.9494 | LR: 1.57e-04 | 1290.4ms/step | 15.5 samples/s +Step 27610/44000 | Loss: 2.9195 | LR: 1.57e-04 | 1293.9ms/step | 15.5 samples/s +Step 27620/44000 | Loss: 2.9505 | LR: 1.57e-04 | 1291.4ms/step | 15.5 samples/s +Step 27630/44000 | Loss: 2.9175 | LR: 1.57e-04 | 1291.0ms/step | 15.5 samples/s +Step 27640/44000 | Loss: 2.9782 | LR: 1.57e-04 | 1292.0ms/step | 15.5 samples/s +Step 27650/44000 | Loss: 2.9985 | LR: 1.57e-04 | 1290.7ms/step | 15.5 samples/s +Step 27660/44000 | Loss: 2.9478 | LR: 1.56e-04 | 1289.7ms/step | 15.5 samples/s +Step 27670/44000 | Loss: 2.9367 | LR: 1.56e-04 | 1290.2ms/step | 15.5 samples/s +Step 27680/44000 | Loss: 2.9528 | LR: 1.56e-04 | 1291.7ms/step | 15.5 samples/s +Step 27690/44000 | Loss: 2.9410 | LR: 1.56e-04 | 1290.5ms/step | 15.5 samples/s +Step 27700/44000 | Loss: 2.9338 | LR: 1.56e-04 | 1291.1ms/step | 15.5 samples/s +Step 27710/44000 | Loss: 2.9526 | LR: 1.56e-04 | 1290.0ms/step | 15.5 samples/s +Step 27720/44000 | Loss: 2.9373 | LR: 1.55e-04 | 1290.0ms/step | 15.5 samples/s +Step 27730/44000 | Loss: 2.9396 | LR: 1.55e-04 | 1288.2ms/step | 15.5 samples/s +Step 27740/44000 | Loss: 2.9363 | LR: 1.55e-04 | 1289.3ms/step | 15.5 samples/s +Step 27750/44000 | Loss: 2.9365 | LR: 1.55e-04 | 1289.3ms/step | 15.5 samples/s +Validation at step 27750: Loss = 2.9557, Perplexity = 19.22 +Step 27760/44000 | Loss: 2.9420 | LR: 1.55e-04 | 3445.5ms/step | 5.8 samples/s +Step 27770/44000 | Loss: 2.9370 | LR: 1.55e-04 | 1289.2ms/step | 15.5 samples/s +Step 27780/44000 | Loss: 2.9362 | LR: 1.54e-04 | 1288.7ms/step | 15.5 samples/s +Step 27790/44000 | Loss: 2.8992 | LR: 1.54e-04 | 1289.6ms/step | 15.5 samples/s +Step 27800/44000 | Loss: 2.9330 | LR: 1.54e-04 | 1290.3ms/step | 15.5 samples/s +Step 27810/44000 | Loss: 2.9044 | LR: 1.54e-04 | 1288.4ms/step | 15.5 samples/s +Step 27820/44000 | Loss: 2.9265 | LR: 1.54e-04 | 1288.9ms/step | 15.5 samples/s +Step 27830/44000 | Loss: 2.9442 | LR: 1.54e-04 | 1288.6ms/step | 15.5 samples/s +Step 27840/44000 | Loss: 2.9591 | LR: 1.53e-04 | 1287.0ms/step | 15.5 samples/s +Step 27850/44000 | Loss: 2.9267 | LR: 1.53e-04 | 1290.3ms/step | 15.5 samples/s +Step 27860/44000 | Loss: 2.9337 | LR: 1.53e-04 | 1289.8ms/step | 15.5 samples/s +Step 27870/44000 | Loss: 2.9651 | LR: 1.53e-04 | 1291.4ms/step | 15.5 samples/s +Step 27880/44000 | Loss: 2.9376 | LR: 1.53e-04 | 1291.9ms/step | 15.5 samples/s +Step 27890/44000 | Loss: 2.9163 | LR: 1.53e-04 | 1291.6ms/step | 15.5 samples/s +Step 27900/44000 | Loss: 2.9213 | LR: 1.52e-04 | 1291.6ms/step | 15.5 samples/s +Step 27910/44000 | Loss: 2.9352 | LR: 1.52e-04 | 1290.8ms/step | 15.5 samples/s +Step 27920/44000 | Loss: 2.9731 | LR: 1.52e-04 | 1289.8ms/step | 15.5 samples/s +Step 27930/44000 | Loss: 2.9491 | LR: 1.52e-04 | 1289.9ms/step | 15.5 samples/s +Step 27940/44000 | Loss: 2.9416 | LR: 1.52e-04 | 1293.0ms/step | 15.5 samples/s +Step 27950/44000 | Loss: 2.9613 | LR: 1.52e-04 | 1287.6ms/step | 15.5 samples/s +Step 27960/44000 | Loss: 2.9427 | LR: 1.51e-04 | 1285.8ms/step | 15.6 samples/s +Step 27970/44000 | Loss: 2.9366 | LR: 1.51e-04 | 1290.1ms/step | 15.5 samples/s +Step 27980/44000 | Loss: 2.9442 | LR: 1.51e-04 | 1290.2ms/step | 15.5 samples/s +Step 27990/44000 | Loss: 2.9344 | LR: 1.51e-04 | 1291.8ms/step | 15.5 samples/s +Step 28000/44000 | Loss: 2.9396 | LR: 1.51e-04 | 1289.8ms/step | 15.5 samples/s +Validation at step 28000: Loss = 2.9546, Perplexity = 19.19 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-28000 +Step 28010/44000 | Loss: 2.9387 | LR: 1.51e-04 | 3731.3ms/step | 5.4 samples/s +Step 28020/44000 | Loss: 2.9755 | LR: 1.50e-04 | 1287.6ms/step | 15.5 samples/s +Step 28030/44000 | Loss: 2.9324 | LR: 1.50e-04 | 1289.5ms/step | 15.5 samples/s +Step 28040/44000 | Loss: 2.9530 | LR: 1.50e-04 | 1287.1ms/step | 15.5 samples/s +Step 28050/44000 | Loss: 2.9571 | LR: 1.50e-04 | 1286.9ms/step | 15.5 samples/s +Step 28060/44000 | Loss: 2.9643 | LR: 1.50e-04 | 1291.5ms/step | 15.5 samples/s +Step 28070/44000 | Loss: 2.9358 | LR: 1.50e-04 | 1291.9ms/step | 15.5 samples/s +Step 28080/44000 | Loss: 2.9192 | LR: 1.49e-04 | 1290.9ms/step | 15.5 samples/s +Step 28090/44000 | Loss: 2.9452 | LR: 1.49e-04 | 1289.3ms/step | 15.5 samples/s +Step 28100/44000 | Loss: 2.9401 | LR: 1.49e-04 | 1291.0ms/step | 15.5 samples/s +Step 28110/44000 | Loss: 2.9182 | LR: 1.49e-04 | 1290.6ms/step | 15.5 samples/s +Step 28120/44000 | Loss: 2.9461 | LR: 1.49e-04 | 1287.8ms/step | 15.5 samples/s +Step 28130/44000 | Loss: 2.9468 | LR: 1.49e-04 | 1290.4ms/step | 15.5 samples/s +Step 28140/44000 | Loss: 2.9404 | LR: 1.48e-04 | 1290.2ms/step | 15.5 samples/s +Step 28150/44000 | Loss: 2.9336 | LR: 1.48e-04 | 1290.5ms/step | 15.5 samples/s +Step 28160/44000 | Loss: 2.9471 | LR: 1.48e-04 | 1290.6ms/step | 15.5 samples/s +Step 28170/44000 | Loss: 2.9225 | LR: 1.48e-04 | 1290.0ms/step | 15.5 samples/s +Step 28180/44000 | Loss: 2.9603 | LR: 1.48e-04 | 1291.3ms/step | 15.5 samples/s +Step 28190/44000 | Loss: 2.9522 | LR: 1.48e-04 | 1292.4ms/step | 15.5 samples/s +Step 28200/44000 | Loss: 2.9620 | LR: 1.47e-04 | 1292.1ms/step | 15.5 samples/s +Step 28210/44000 | Loss: 2.9084 | LR: 1.47e-04 | 1293.8ms/step | 15.5 samples/s +Step 28220/44000 | Loss: 2.9252 | LR: 1.47e-04 | 1291.1ms/step | 15.5 samples/s +Step 28230/44000 | Loss: 2.9468 | LR: 1.47e-04 | 1289.3ms/step | 15.5 samples/s +Step 28240/44000 | Loss: 2.9080 | LR: 1.47e-04 | 1286.6ms/step | 15.5 samples/s +Step 28250/44000 | Loss: 2.9224 | LR: 1.47e-04 | 1287.2ms/step | 15.5 samples/s +Validation at step 28250: Loss = 2.9539, Perplexity = 19.18 +Step 28260/44000 | Loss: 2.9430 | LR: 1.46e-04 | 3449.8ms/step | 5.8 samples/s +Step 28270/44000 | Loss: 2.9265 | LR: 1.46e-04 | 1287.5ms/step | 15.5 samples/s +Step 28280/44000 | Loss: 2.9681 | LR: 1.46e-04 | 1289.6ms/step | 15.5 samples/s +Step 28290/44000 | Loss: 2.8971 | LR: 1.46e-04 | 1292.4ms/step | 15.5 samples/s +Step 28300/44000 | Loss: 2.9379 | LR: 1.46e-04 | 1290.6ms/step | 15.5 samples/s +Step 28310/44000 | Loss: 2.9134 | LR: 1.46e-04 | 1291.0ms/step | 15.5 samples/s +Step 28320/44000 | Loss: 2.9760 | LR: 1.45e-04 | 1290.9ms/step | 15.5 samples/s +Step 28330/44000 | Loss: 2.9386 | LR: 1.45e-04 | 1290.7ms/step | 15.5 samples/s +Step 28340/44000 | Loss: 2.9499 | LR: 1.45e-04 | 1289.8ms/step | 15.5 samples/s +Step 28350/44000 | Loss: 2.9273 | LR: 1.45e-04 | 1289.2ms/step | 15.5 samples/s +Step 28360/44000 | Loss: 2.9357 | LR: 1.45e-04 | 1290.4ms/step | 15.5 samples/s +Step 28370/44000 | Loss: 2.9127 | LR: 1.45e-04 | 1291.1ms/step | 15.5 samples/s +Step 28380/44000 | Loss: 2.9213 | LR: 1.44e-04 | 1289.7ms/step | 15.5 samples/s +Step 28390/44000 | Loss: 2.9359 | LR: 1.44e-04 | 1288.3ms/step | 15.5 samples/s +Step 28400/44000 | Loss: 2.9358 | LR: 1.44e-04 | 1289.9ms/step | 15.5 samples/s +Step 28410/44000 | Loss: 2.9601 | LR: 1.44e-04 | 1292.9ms/step | 15.5 samples/s +Step 28420/44000 | Loss: 2.9824 | LR: 1.44e-04 | 1292.1ms/step | 15.5 samples/s +Step 28430/44000 | Loss: 2.9071 | LR: 1.44e-04 | 1294.3ms/step | 15.5 samples/s +Step 28440/44000 | Loss: 2.9470 | LR: 1.43e-04 | 1291.1ms/step | 15.5 samples/s +Step 28450/44000 | Loss: 2.9440 | LR: 1.43e-04 | 1291.7ms/step | 15.5 samples/s +Step 28460/44000 | Loss: 2.9513 | LR: 1.43e-04 | 1292.4ms/step | 15.5 samples/s +Step 28470/44000 | Loss: 2.9492 | LR: 1.43e-04 | 1291.8ms/step | 15.5 samples/s +Step 28480/44000 | Loss: 2.9298 | LR: 1.43e-04 | 1292.5ms/step | 15.5 samples/s +Step 28490/44000 | Loss: 2.9377 | LR: 1.43e-04 | 1292.9ms/step | 15.5 samples/s +Step 28500/44000 | Loss: 2.9386 | LR: 1.42e-04 | 1292.3ms/step | 15.5 samples/s +Validation at step 28500: Loss = 2.9525, Perplexity = 19.15 +Step 28510/44000 | Loss: 2.9636 | LR: 1.42e-04 | 3579.6ms/step | 5.6 samples/s +Step 28520/44000 | Loss: 2.9432 | LR: 1.42e-04 | 1288.3ms/step | 15.5 samples/s +Step 28530/44000 | Loss: 2.9305 | LR: 1.42e-04 | 1289.3ms/step | 15.5 samples/s +Step 28540/44000 | Loss: 2.9572 | LR: 1.42e-04 | 1288.2ms/step | 15.5 samples/s +Step 28550/44000 | Loss: 2.9753 | LR: 1.42e-04 | 1287.3ms/step | 15.5 samples/s +Step 28560/44000 | Loss: 2.9247 | LR: 1.41e-04 | 1289.3ms/step | 15.5 samples/s +Step 28570/44000 | Loss: 2.9177 | LR: 1.41e-04 | 1287.1ms/step | 15.5 samples/s +Step 28580/44000 | Loss: 2.9485 | LR: 1.41e-04 | 1285.1ms/step | 15.6 samples/s +Step 28590/44000 | Loss: 2.9654 | LR: 1.41e-04 | 1289.2ms/step | 15.5 samples/s +Step 28600/44000 | Loss: 2.9651 | LR: 1.41e-04 | 1290.8ms/step | 15.5 samples/s +Step 28610/44000 | Loss: 2.9298 | LR: 1.41e-04 | 1290.0ms/step | 15.5 samples/s +Step 28620/44000 | Loss: 2.9134 | LR: 1.40e-04 | 1288.9ms/step | 15.5 samples/s +Step 28630/44000 | Loss: 2.9251 | LR: 1.40e-04 | 1286.8ms/step | 15.5 samples/s +Step 28640/44000 | Loss: 2.9075 | LR: 1.40e-04 | 1285.9ms/step | 15.6 samples/s +Step 28650/44000 | Loss: 2.9307 | LR: 1.40e-04 | 1287.0ms/step | 15.5 samples/s +Step 28660/44000 | Loss: 2.9280 | LR: 1.40e-04 | 1290.3ms/step | 15.5 samples/s +Step 28670/44000 | Loss: 2.8975 | LR: 1.40e-04 | 1289.9ms/step | 15.5 samples/s +Step 28680/44000 | Loss: 2.9468 | LR: 1.39e-04 | 1288.4ms/step | 15.5 samples/s +Step 28690/44000 | Loss: 2.9430 | LR: 1.39e-04 | 1288.6ms/step | 15.5 samples/s +Step 28700/44000 | Loss: 2.9463 | LR: 1.39e-04 | 1287.8ms/step | 15.5 samples/s +Step 28710/44000 | Loss: 2.9507 | LR: 1.39e-04 | 1289.5ms/step | 15.5 samples/s +Step 28720/44000 | Loss: 2.9265 | LR: 1.39e-04 | 1288.6ms/step | 15.5 samples/s +Step 28730/44000 | Loss: 2.9284 | LR: 1.39e-04 | 1291.0ms/step | 15.5 samples/s +Step 28740/44000 | Loss: 2.9523 | LR: 1.38e-04 | 1291.1ms/step | 15.5 samples/s +Step 28750/44000 | Loss: 2.9157 | LR: 1.38e-04 | 1290.1ms/step | 15.5 samples/s +Validation at step 28750: Loss = 2.9513, Perplexity = 19.13 +Step 28760/44000 | Loss: 2.9428 | LR: 1.38e-04 | 3443.9ms/step | 5.8 samples/s +Step 28770/44000 | Loss: 2.9091 | LR: 1.38e-04 | 1288.9ms/step | 15.5 samples/s +Step 28780/44000 | Loss: 2.9435 | LR: 1.38e-04 | 1288.6ms/step | 15.5 samples/s +Step 28790/44000 | Loss: 2.9533 | LR: 1.38e-04 | 1287.9ms/step | 15.5 samples/s +Step 28800/44000 | Loss: 2.9555 | LR: 1.38e-04 | 1289.1ms/step | 15.5 samples/s +Step 28810/44000 | Loss: 2.9406 | LR: 1.37e-04 | 1288.0ms/step | 15.5 samples/s +Step 28820/44000 | Loss: 2.9156 | LR: 1.37e-04 | 1288.0ms/step | 15.5 samples/s +Step 28830/44000 | Loss: 2.9471 | LR: 1.37e-04 | 1288.9ms/step | 15.5 samples/s +Step 28840/44000 | Loss: 2.9422 | LR: 1.37e-04 | 1291.2ms/step | 15.5 samples/s +Step 28850/44000 | Loss: 2.9202 | LR: 1.37e-04 | 1289.7ms/step | 15.5 samples/s +Step 28860/44000 | Loss: 2.9515 | LR: 1.37e-04 | 1289.1ms/step | 15.5 samples/s +Step 28870/44000 | Loss: 2.9556 | LR: 1.36e-04 | 1290.6ms/step | 15.5 samples/s +Step 28880/44000 | Loss: 2.9296 | LR: 1.36e-04 | 1290.2ms/step | 15.5 samples/s +Step 28890/44000 | Loss: 2.9423 | LR: 1.36e-04 | 1290.2ms/step | 15.5 samples/s +Step 28900/44000 | Loss: 2.9369 | LR: 1.36e-04 | 1289.2ms/step | 15.5 samples/s +Step 28910/44000 | Loss: 2.9334 | LR: 1.36e-04 | 1289.4ms/step | 15.5 samples/s +Step 28920/44000 | Loss: 2.9466 | LR: 1.36e-04 | 1291.4ms/step | 15.5 samples/s +Step 28930/44000 | Loss: 2.9373 | LR: 1.35e-04 | 1290.0ms/step | 15.5 samples/s +Step 28940/44000 | Loss: 2.9321 | LR: 1.35e-04 | 1291.1ms/step | 15.5 samples/s +Step 28950/44000 | Loss: 2.9765 | LR: 1.35e-04 | 1289.5ms/step | 15.5 samples/s +Step 28960/44000 | Loss: 2.9355 | LR: 1.35e-04 | 1287.5ms/step | 15.5 samples/s +Step 28970/44000 | Loss: 2.9587 | LR: 1.35e-04 | 1286.9ms/step | 15.5 samples/s +Step 28980/44000 | Loss: 2.9432 | LR: 1.35e-04 | 1287.9ms/step | 15.5 samples/s +Step 28990/44000 | Loss: 2.9322 | LR: 1.34e-04 | 1289.8ms/step | 15.5 samples/s +Step 29000/44000 | Loss: 2.9310 | LR: 1.34e-04 | 1290.6ms/step | 15.5 samples/s +Validation at step 29000: Loss = 2.9503, Perplexity = 19.11 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-29000 +Step 29010/44000 | Loss: 2.9255 | LR: 1.34e-04 | 3727.2ms/step | 5.4 samples/s +Step 29020/44000 | Loss: 2.9377 | LR: 1.34e-04 | 1289.1ms/step | 15.5 samples/s +Step 29030/44000 | Loss: 2.9245 | LR: 1.34e-04 | 1287.0ms/step | 15.5 samples/s +Step 29040/44000 | Loss: 2.9118 | LR: 1.34e-04 | 1290.7ms/step | 15.5 samples/s +Step 29050/44000 | Loss: 2.9163 | LR: 1.33e-04 | 1291.4ms/step | 15.5 samples/s +Step 29060/44000 | Loss: 2.9463 | LR: 1.33e-04 | 1291.6ms/step | 15.5 samples/s +Step 29070/44000 | Loss: 2.9413 | LR: 1.33e-04 | 1291.2ms/step | 15.5 samples/s +Step 29080/44000 | Loss: 2.9114 | LR: 1.33e-04 | 1287.4ms/step | 15.5 samples/s +Step 29090/44000 | Loss: 2.9441 | LR: 1.33e-04 | 1287.8ms/step | 15.5 samples/s +Step 29100/44000 | Loss: 2.9547 | LR: 1.33e-04 | 1286.9ms/step | 15.5 samples/s +Step 29110/44000 | Loss: 2.9492 | LR: 1.33e-04 | 1288.2ms/step | 15.5 samples/s +Step 29120/44000 | Loss: 2.9191 | LR: 1.32e-04 | 1286.3ms/step | 15.5 samples/s +Step 29130/44000 | Loss: 2.9471 | LR: 1.32e-04 | 1288.7ms/step | 15.5 samples/s +Step 29140/44000 | Loss: 2.9403 | LR: 1.32e-04 | 1290.0ms/step | 15.5 samples/s +Step 29150/44000 | Loss: 2.9571 | LR: 1.32e-04 | 1289.6ms/step | 15.5 samples/s +Step 29160/44000 | Loss: 2.9335 | LR: 1.32e-04 | 1290.6ms/step | 15.5 samples/s +Step 29170/44000 | Loss: 2.9113 | LR: 1.32e-04 | 1289.7ms/step | 15.5 samples/s +Step 29180/44000 | Loss: 2.9135 | LR: 1.31e-04 | 1290.8ms/step | 15.5 samples/s +Step 29190/44000 | Loss: 2.9273 | LR: 1.31e-04 | 1290.6ms/step | 15.5 samples/s +Step 29200/44000 | Loss: 2.9344 | LR: 1.31e-04 | 1289.6ms/step | 15.5 samples/s +Step 29210/44000 | Loss: 2.8893 | LR: 1.31e-04 | 1288.9ms/step | 15.5 samples/s +Step 29220/44000 | Loss: 2.9305 | LR: 1.31e-04 | 1290.9ms/step | 15.5 samples/s +Step 29230/44000 | Loss: 2.9204 | LR: 1.31e-04 | 1290.7ms/step | 15.5 samples/s +Step 29240/44000 | Loss: 2.9463 | LR: 1.30e-04 | 1291.2ms/step | 15.5 samples/s +Step 29250/44000 | Loss: 2.9280 | LR: 1.30e-04 | 1292.4ms/step | 15.5 samples/s +Validation at step 29250: Loss = 2.9494, Perplexity = 19.09 +Step 29260/44000 | Loss: 2.9177 | LR: 1.30e-04 | 3445.6ms/step | 5.8 samples/s +Step 29270/44000 | Loss: 2.9349 | LR: 1.30e-04 | 1291.8ms/step | 15.5 samples/s +Step 29280/44000 | Loss: 2.9244 | LR: 1.30e-04 | 1288.2ms/step | 15.5 samples/s +Step 29290/44000 | Loss: 2.9401 | LR: 1.30e-04 | 1289.8ms/step | 15.5 samples/s +Step 29300/44000 | Loss: 2.9462 | LR: 1.29e-04 | 1289.1ms/step | 15.5 samples/s +Step 29310/44000 | Loss: 2.9489 | LR: 1.29e-04 | 1290.0ms/step | 15.5 samples/s +Step 29320/44000 | Loss: 2.9454 | LR: 1.29e-04 | 1293.4ms/step | 15.5 samples/s +Step 29330/44000 | Loss: 2.9507 | LR: 1.29e-04 | 1291.9ms/step | 15.5 samples/s +Step 29340/44000 | Loss: 2.9071 | LR: 1.29e-04 | 1291.7ms/step | 15.5 samples/s +Step 29350/44000 | Loss: 2.9502 | LR: 1.29e-04 | 1290.1ms/step | 15.5 samples/s +Step 29360/44000 | Loss: 2.9544 | LR: 1.29e-04 | 1289.6ms/step | 15.5 samples/s +Step 29370/44000 | Loss: 2.9254 | LR: 1.28e-04 | 1292.2ms/step | 15.5 samples/s +Step 29380/44000 | Loss: 2.9343 | LR: 1.28e-04 | 1292.2ms/step | 15.5 samples/s +Step 29390/44000 | Loss: 2.9509 | LR: 1.28e-04 | 1291.4ms/step | 15.5 samples/s +Step 29400/44000 | Loss: 2.9369 | LR: 1.28e-04 | 1292.7ms/step | 15.5 samples/s +Step 29410/44000 | Loss: 2.9256 | LR: 1.28e-04 | 1293.2ms/step | 15.5 samples/s +Step 29420/44000 | Loss: 2.9667 | LR: 1.28e-04 | 1291.2ms/step | 15.5 samples/s +Step 29430/44000 | Loss: 2.9400 | LR: 1.27e-04 | 1290.0ms/step | 15.5 samples/s +Step 29440/44000 | Loss: 2.9399 | LR: 1.27e-04 | 1289.6ms/step | 15.5 samples/s +Step 29450/44000 | Loss: 2.9586 | LR: 1.27e-04 | 1290.1ms/step | 15.5 samples/s +Step 29460/44000 | Loss: 2.9454 | LR: 1.27e-04 | 1287.7ms/step | 15.5 samples/s +Step 29470/44000 | Loss: 2.9409 | LR: 1.27e-04 | 1289.5ms/step | 15.5 samples/s +Step 29480/44000 | Loss: 2.9379 | LR: 1.27e-04 | 1289.4ms/step | 15.5 samples/s +Step 29490/44000 | Loss: 2.9284 | LR: 1.26e-04 | 1290.2ms/step | 15.5 samples/s +Step 29500/44000 | Loss: 2.9234 | LR: 1.26e-04 | 1290.8ms/step | 15.5 samples/s +Validation at step 29500: Loss = 2.9486, Perplexity = 19.08 +Step 29510/44000 | Loss: 2.9280 | LR: 1.26e-04 | 3447.3ms/step | 5.8 samples/s +Step 29520/44000 | Loss: 2.9410 | LR: 1.26e-04 | 1289.2ms/step | 15.5 samples/s +Step 29530/44000 | Loss: 2.9208 | LR: 1.26e-04 | 1290.3ms/step | 15.5 samples/s +Step 29540/44000 | Loss: 2.9169 | LR: 1.26e-04 | 1290.8ms/step | 15.5 samples/s +Step 29550/44000 | Loss: 2.9250 | LR: 1.26e-04 | 1290.9ms/step | 15.5 samples/s +Step 29560/44000 | Loss: 2.9240 | LR: 1.25e-04 | 1291.9ms/step | 15.5 samples/s +Step 29570/44000 | Loss: 2.9322 | LR: 1.25e-04 | 1292.8ms/step | 15.5 samples/s +Step 29580/44000 | Loss: 2.9227 | LR: 1.25e-04 | 1291.6ms/step | 15.5 samples/s +Step 29590/44000 | Loss: 2.9529 | LR: 1.25e-04 | 1289.7ms/step | 15.5 samples/s +Step 29600/44000 | Loss: 2.9420 | LR: 1.25e-04 | 1288.1ms/step | 15.5 samples/s +Step 29610/44000 | Loss: 2.9332 | LR: 1.25e-04 | 1290.9ms/step | 15.5 samples/s +Step 29620/44000 | Loss: 2.9166 | LR: 1.24e-04 | 1290.7ms/step | 15.5 samples/s +Step 29630/44000 | Loss: 2.9579 | LR: 1.24e-04 | 1290.7ms/step | 15.5 samples/s +Step 29640/44000 | Loss: 2.9282 | LR: 1.24e-04 | 1291.3ms/step | 15.5 samples/s +Step 29650/44000 | Loss: 2.9210 | LR: 1.24e-04 | 1291.6ms/step | 15.5 samples/s +Step 29660/44000 | Loss: 2.9763 | LR: 1.24e-04 | 1291.5ms/step | 15.5 samples/s +Step 29670/44000 | Loss: 2.9190 | LR: 1.24e-04 | 1292.3ms/step | 15.5 samples/s +Step 29680/44000 | Loss: 2.9321 | LR: 1.23e-04 | 1293.9ms/step | 15.5 samples/s +Step 29690/44000 | Loss: 2.9398 | LR: 1.23e-04 | 1293.3ms/step | 15.5 samples/s +Step 29700/44000 | Loss: 2.9422 | LR: 1.23e-04 | 1291.2ms/step | 15.5 samples/s +Step 29710/44000 | Loss: 2.9535 | LR: 1.23e-04 | 1291.3ms/step | 15.5 samples/s +Step 29720/44000 | Loss: 2.8934 | LR: 1.23e-04 | 1291.0ms/step | 15.5 samples/s +Step 29730/44000 | Loss: 2.9420 | LR: 1.23e-04 | 1288.9ms/step | 15.5 samples/s +Step 29740/44000 | Loss: 2.9080 | LR: 1.23e-04 | 1294.3ms/step | 15.5 samples/s +Step 29750/44000 | Loss: 2.9248 | LR: 1.22e-04 | 1291.6ms/step | 15.5 samples/s +Validation at step 29750: Loss = 2.9474, Perplexity = 19.06 +Step 29760/44000 | Loss: 2.9528 | LR: 1.22e-04 | 3462.5ms/step | 5.8 samples/s +Step 29770/44000 | Loss: 2.9259 | LR: 1.22e-04 | 1292.2ms/step | 15.5 samples/s +Step 29780/44000 | Loss: 2.9348 | LR: 1.22e-04 | 1294.9ms/step | 15.4 samples/s +Step 29790/44000 | Loss: 2.9030 | LR: 1.22e-04 | 1294.8ms/step | 15.4 samples/s +Step 29800/44000 | Loss: 2.9111 | LR: 1.22e-04 | 1292.8ms/step | 15.5 samples/s +Step 29810/44000 | Loss: 2.9197 | LR: 1.21e-04 | 1292.9ms/step | 15.5 samples/s +Step 29820/44000 | Loss: 2.9629 | LR: 1.21e-04 | 1293.5ms/step | 15.5 samples/s +Step 29830/44000 | Loss: 2.9510 | LR: 1.21e-04 | 1291.4ms/step | 15.5 samples/s +Step 29840/44000 | Loss: 2.8994 | LR: 1.21e-04 | 1295.6ms/step | 15.4 samples/s +Step 29850/44000 | Loss: 2.9235 | LR: 1.21e-04 | 1292.7ms/step | 15.5 samples/s +Step 29860/44000 | Loss: 2.9383 | LR: 1.21e-04 | 1291.6ms/step | 15.5 samples/s +Step 29870/44000 | Loss: 2.9072 | LR: 1.21e-04 | 1293.5ms/step | 15.5 samples/s +Step 29880/44000 | Loss: 2.9257 | LR: 1.20e-04 | 1290.8ms/step | 15.5 samples/s +Step 29890/44000 | Loss: 2.9311 | LR: 1.20e-04 | 1290.9ms/step | 15.5 samples/s +Step 29900/44000 | Loss: 2.9714 | LR: 1.20e-04 | 1291.7ms/step | 15.5 samples/s +Step 29910/44000 | Loss: 2.9275 | LR: 1.20e-04 | 1287.9ms/step | 15.5 samples/s +Step 29920/44000 | Loss: 2.9180 | LR: 1.20e-04 | 1292.5ms/step | 15.5 samples/s +Step 29930/44000 | Loss: 2.9236 | LR: 1.20e-04 | 1293.9ms/step | 15.5 samples/s +Step 29940/44000 | Loss: 2.9199 | LR: 1.19e-04 | 1289.3ms/step | 15.5 samples/s +Step 29950/44000 | Loss: 2.9310 | LR: 1.19e-04 | 1287.9ms/step | 15.5 samples/s +Step 29960/44000 | Loss: 2.9115 | LR: 1.19e-04 | 1290.6ms/step | 15.5 samples/s +Step 29970/44000 | Loss: 2.9242 | LR: 1.19e-04 | 1290.1ms/step | 15.5 samples/s +Step 29980/44000 | Loss: 2.9223 | LR: 1.19e-04 | 1286.9ms/step | 15.5 samples/s +Step 29990/44000 | Loss: 2.9372 | LR: 1.19e-04 | 1286.9ms/step | 15.5 samples/s +Step 30000/44000 | Loss: 2.9146 | LR: 1.19e-04 | 1289.4ms/step | 15.5 samples/s +Validation at step 30000: Loss = 2.9465, Perplexity = 19.04 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-30000 +Step 30010/44000 | Loss: 2.9421 | LR: 1.18e-04 | 3732.0ms/step | 5.4 samples/s +Step 30020/44000 | Loss: 2.9543 | LR: 1.18e-04 | 1288.3ms/step | 15.5 samples/s +Step 30030/44000 | Loss: 2.9220 | LR: 1.18e-04 | 1288.3ms/step | 15.5 samples/s +Step 30040/44000 | Loss: 2.9410 | LR: 1.18e-04 | 1287.4ms/step | 15.5 samples/s +Step 30050/44000 | Loss: 2.9133 | LR: 1.18e-04 | 1287.6ms/step | 15.5 samples/s +Step 30060/44000 | Loss: 2.9393 | LR: 1.18e-04 | 1288.3ms/step | 15.5 samples/s +Step 30070/44000 | Loss: 2.8926 | LR: 1.17e-04 | 1288.9ms/step | 15.5 samples/s +Step 30080/44000 | Loss: 2.9659 | LR: 1.17e-04 | 1292.3ms/step | 15.5 samples/s +Step 30090/44000 | Loss: 2.9416 | LR: 1.17e-04 | 1291.3ms/step | 15.5 samples/s +Step 30100/44000 | Loss: 2.9411 | LR: 1.17e-04 | 1289.4ms/step | 15.5 samples/s +Step 30110/44000 | Loss: 2.9282 | LR: 1.17e-04 | 1290.8ms/step | 15.5 samples/s +Step 30120/44000 | Loss: 2.9168 | LR: 1.17e-04 | 1290.8ms/step | 15.5 samples/s +Step 30130/44000 | Loss: 2.9456 | LR: 1.17e-04 | 1289.9ms/step | 15.5 samples/s +Step 30140/44000 | Loss: 2.9348 | LR: 1.16e-04 | 1290.8ms/step | 15.5 samples/s +Step 30150/44000 | Loss: 2.9180 | LR: 1.16e-04 | 1290.2ms/step | 15.5 samples/s +Step 30160/44000 | Loss: 2.9043 | LR: 1.16e-04 | 1289.6ms/step | 15.5 samples/s +Step 30170/44000 | Loss: 2.9070 | LR: 1.16e-04 | 1290.5ms/step | 15.5 samples/s +Step 30180/44000 | Loss: 2.9419 | LR: 1.16e-04 | 1291.4ms/step | 15.5 samples/s +Step 30190/44000 | Loss: 2.9196 | LR: 1.16e-04 | 1291.0ms/step | 15.5 samples/s +Step 30200/44000 | Loss: 2.9278 | LR: 1.15e-04 | 1289.8ms/step | 15.5 samples/s +Step 30210/44000 | Loss: 2.9292 | LR: 1.15e-04 | 1287.0ms/step | 15.5 samples/s +Step 30220/44000 | Loss: 2.9045 | LR: 1.15e-04 | 1289.6ms/step | 15.5 samples/s +Step 30230/44000 | Loss: 2.9488 | LR: 1.15e-04 | 1295.4ms/step | 15.4 samples/s +Step 30240/44000 | Loss: 2.9317 | LR: 1.15e-04 | 1293.5ms/step | 15.5 samples/s +Step 30250/44000 | Loss: 2.9194 | LR: 1.15e-04 | 1293.6ms/step | 15.5 samples/s +Validation at step 30250: Loss = 2.9456, Perplexity = 19.02 +Step 30260/44000 | Loss: 2.9233 | LR: 1.15e-04 | 3453.3ms/step | 5.8 samples/s +Step 30270/44000 | Loss: 2.9115 | LR: 1.14e-04 | 1290.9ms/step | 15.5 samples/s +Step 30280/44000 | Loss: 2.9545 | LR: 1.14e-04 | 1291.1ms/step | 15.5 samples/s +Step 30290/44000 | Loss: 2.9127 | LR: 1.14e-04 | 1292.8ms/step | 15.5 samples/s +Step 30300/44000 | Loss: 2.8968 | LR: 1.14e-04 | 1290.1ms/step | 15.5 samples/s +Step 30310/44000 | Loss: 2.9067 | LR: 1.14e-04 | 1288.1ms/step | 15.5 samples/s +Step 30320/44000 | Loss: 2.9057 | LR: 1.14e-04 | 1288.5ms/step | 15.5 samples/s +Step 30330/44000 | Loss: 2.9236 | LR: 1.13e-04 | 1292.1ms/step | 15.5 samples/s +Step 30340/44000 | Loss: 2.9304 | LR: 1.13e-04 | 1289.2ms/step | 15.5 samples/s +Step 30350/44000 | Loss: 2.8931 | LR: 1.13e-04 | 1290.4ms/step | 15.5 samples/s +Step 30360/44000 | Loss: 2.9296 | LR: 1.13e-04 | 1291.0ms/step | 15.5 samples/s +Step 30370/44000 | Loss: 2.9428 | LR: 1.13e-04 | 1289.9ms/step | 15.5 samples/s +Step 30380/44000 | Loss: 2.9510 | LR: 1.13e-04 | 1291.5ms/step | 15.5 samples/s +Step 30390/44000 | Loss: 2.9227 | LR: 1.13e-04 | 1289.2ms/step | 15.5 samples/s +Step 30400/44000 | Loss: 2.9249 | LR: 1.12e-04 | 1287.9ms/step | 15.5 samples/s +Step 30410/44000 | Loss: 2.9331 | LR: 1.12e-04 | 1288.9ms/step | 15.5 samples/s +Step 30420/44000 | Loss: 2.9275 | LR: 1.12e-04 | 1290.5ms/step | 15.5 samples/s +Step 30430/44000 | Loss: 2.9292 | LR: 1.12e-04 | 1290.6ms/step | 15.5 samples/s +Step 30440/44000 | Loss: 2.9297 | LR: 1.12e-04 | 1291.4ms/step | 15.5 samples/s +Step 30450/44000 | Loss: 2.9019 | LR: 1.12e-04 | 1292.7ms/step | 15.5 samples/s +Step 30460/44000 | Loss: 2.9313 | LR: 1.11e-04 | 1292.2ms/step | 15.5 samples/s +Step 30470/44000 | Loss: 2.9425 | LR: 1.11e-04 | 1290.8ms/step | 15.5 samples/s +Step 30480/44000 | Loss: 2.9312 | LR: 1.11e-04 | 1290.5ms/step | 15.5 samples/s +Step 30490/44000 | Loss: 2.9246 | LR: 1.11e-04 | 1291.6ms/step | 15.5 samples/s +Step 30500/44000 | Loss: 2.9204 | LR: 1.11e-04 | 1289.5ms/step | 15.5 samples/s +Validation at step 30500: Loss = 2.9448, Perplexity = 19.01 +Step 30510/44000 | Loss: 2.9184 | LR: 1.11e-04 | 3449.7ms/step | 5.8 samples/s +Step 30520/44000 | Loss: 2.9251 | LR: 1.11e-04 | 1292.3ms/step | 15.5 samples/s +Step 30530/44000 | Loss: 2.9670 | LR: 1.10e-04 | 1289.8ms/step | 15.5 samples/s +Step 30540/44000 | Loss: 2.9623 | LR: 1.10e-04 | 1290.3ms/step | 15.5 samples/s +Step 30550/44000 | Loss: 2.9346 | LR: 1.10e-04 | 1289.0ms/step | 15.5 samples/s +Step 30560/44000 | Loss: 2.9340 | LR: 1.10e-04 | 1290.8ms/step | 15.5 samples/s +Step 30570/44000 | Loss: 2.9466 | LR: 1.10e-04 | 1290.2ms/step | 15.5 samples/s +Step 30580/44000 | Loss: 2.9423 | LR: 1.10e-04 | 1291.6ms/step | 15.5 samples/s +Step 30590/44000 | Loss: 2.9307 | LR: 1.10e-04 | 1292.3ms/step | 15.5 samples/s +Step 30600/44000 | Loss: 2.9260 | LR: 1.09e-04 | 1293.7ms/step | 15.5 samples/s +Step 30610/44000 | Loss: 2.9271 | LR: 1.09e-04 | 1290.7ms/step | 15.5 samples/s +Step 30620/44000 | Loss: 2.9395 | LR: 1.09e-04 | 1289.7ms/step | 15.5 samples/s +Step 30630/44000 | Loss: 2.9123 | LR: 1.09e-04 | 1288.3ms/step | 15.5 samples/s +Step 30640/44000 | Loss: 2.9410 | LR: 1.09e-04 | 1289.2ms/step | 15.5 samples/s +Step 30650/44000 | Loss: 2.9500 | LR: 1.09e-04 | 1290.5ms/step | 15.5 samples/s +Step 30660/44000 | Loss: 2.9671 | LR: 1.08e-04 | 1291.4ms/step | 15.5 samples/s +Step 30670/44000 | Loss: 2.9543 | LR: 1.08e-04 | 1289.9ms/step | 15.5 samples/s +Step 30680/44000 | Loss: 2.9355 | LR: 1.08e-04 | 1289.6ms/step | 15.5 samples/s +Step 30690/44000 | Loss: 2.9212 | LR: 1.08e-04 | 1288.1ms/step | 15.5 samples/s +Step 30700/44000 | Loss: 2.9429 | LR: 1.08e-04 | 1290.5ms/step | 15.5 samples/s +Step 30710/44000 | Loss: 2.9237 | LR: 1.08e-04 | 1289.8ms/step | 15.5 samples/s +Step 30720/44000 | Loss: 2.9410 | LR: 1.08e-04 | 1294.8ms/step | 15.4 samples/s +Step 30730/44000 | Loss: 2.9252 | LR: 1.07e-04 | 1291.1ms/step | 15.5 samples/s +Step 30740/44000 | Loss: 2.9430 | LR: 1.07e-04 | 1290.3ms/step | 15.5 samples/s +Step 30750/44000 | Loss: 2.9263 | LR: 1.07e-04 | 1290.1ms/step | 15.5 samples/s +Validation at step 30750: Loss = 2.9439, Perplexity = 18.99 +Step 30760/44000 | Loss: 2.9308 | LR: 1.07e-04 | 3442.9ms/step | 5.8 samples/s +Step 30770/44000 | Loss: 2.9719 | LR: 1.07e-04 | 1287.5ms/step | 15.5 samples/s +Step 30780/44000 | Loss: 2.9229 | LR: 1.07e-04 | 1287.5ms/step | 15.5 samples/s +Step 30790/44000 | Loss: 2.9285 | LR: 1.07e-04 | 1287.9ms/step | 15.5 samples/s +Step 30800/44000 | Loss: 2.9370 | LR: 1.06e-04 | 1288.7ms/step | 15.5 samples/s +Step 30810/44000 | Loss: 2.9047 | LR: 1.06e-04 | 1289.8ms/step | 15.5 samples/s +Step 30820/44000 | Loss: 2.9354 | LR: 1.06e-04 | 1290.1ms/step | 15.5 samples/s +Step 30830/44000 | Loss: 2.9741 | LR: 1.06e-04 | 1290.2ms/step | 15.5 samples/s +Step 30840/44000 | Loss: 2.9446 | LR: 1.06e-04 | 1289.9ms/step | 15.5 samples/s +Step 30850/44000 | Loss: 2.9172 | LR: 1.06e-04 | 1290.1ms/step | 15.5 samples/s +Step 30860/44000 | Loss: 2.9464 | LR: 1.05e-04 | 1291.4ms/step | 15.5 samples/s +Step 30870/44000 | Loss: 2.9059 | LR: 1.05e-04 | 1289.6ms/step | 15.5 samples/s +Step 30880/44000 | Loss: 2.9234 | LR: 1.05e-04 | 1287.7ms/step | 15.5 samples/s +Step 30890/44000 | Loss: 2.8778 | LR: 1.05e-04 | 1289.2ms/step | 15.5 samples/s +Step 30900/44000 | Loss: 2.9071 | LR: 1.05e-04 | 1289.1ms/step | 15.5 samples/s +Step 30910/44000 | Loss: 2.9186 | LR: 1.05e-04 | 1289.9ms/step | 15.5 samples/s +Step 30920/44000 | Loss: 2.9344 | LR: 1.05e-04 | 1293.1ms/step | 15.5 samples/s +Step 30930/44000 | Loss: 2.9196 | LR: 1.04e-04 | 1290.4ms/step | 15.5 samples/s +Step 30940/44000 | Loss: 2.9062 | LR: 1.04e-04 | 1292.0ms/step | 15.5 samples/s +Step 30950/44000 | Loss: 2.9293 | LR: 1.04e-04 | 1288.6ms/step | 15.5 samples/s +Step 30960/44000 | Loss: 2.9231 | LR: 1.04e-04 | 1289.0ms/step | 15.5 samples/s +Step 30970/44000 | Loss: 2.9633 | LR: 1.04e-04 | 1289.9ms/step | 15.5 samples/s +Step 30980/44000 | Loss: 2.9096 | LR: 1.04e-04 | 1290.8ms/step | 15.5 samples/s +Step 30990/44000 | Loss: 2.9148 | LR: 1.04e-04 | 1290.6ms/step | 15.5 samples/s +Step 31000/44000 | Loss: 2.9030 | LR: 1.03e-04 | 1291.0ms/step | 15.5 samples/s +Validation at step 31000: Loss = 2.9433, Perplexity = 18.98 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-31000 +Step 31010/44000 | Loss: 2.9126 | LR: 1.03e-04 | 3736.7ms/step | 5.4 samples/s +Step 31020/44000 | Loss: 2.9413 | LR: 1.03e-04 | 1285.0ms/step | 15.6 samples/s +Step 31030/44000 | Loss: 2.8942 | LR: 1.03e-04 | 1289.1ms/step | 15.5 samples/s +Step 31040/44000 | Loss: 2.9249 | LR: 1.03e-04 | 1288.5ms/step | 15.5 samples/s +Step 31050/44000 | Loss: 2.9365 | LR: 1.03e-04 | 1286.5ms/step | 15.5 samples/s +Step 31060/44000 | Loss: 2.9444 | LR: 1.03e-04 | 1287.6ms/step | 15.5 samples/s +Step 31070/44000 | Loss: 2.9310 | LR: 1.02e-04 | 1288.6ms/step | 15.5 samples/s +Step 31080/44000 | Loss: 2.9230 | LR: 1.02e-04 | 1289.4ms/step | 15.5 samples/s +Step 31090/44000 | Loss: 2.9190 | LR: 1.02e-04 | 1288.9ms/step | 15.5 samples/s +Step 31100/44000 | Loss: 2.9110 | LR: 1.02e-04 | 1290.1ms/step | 15.5 samples/s +Step 31110/44000 | Loss: 2.9133 | LR: 1.02e-04 | 1292.2ms/step | 15.5 samples/s +Step 31120/44000 | Loss: 2.9317 | LR: 1.02e-04 | 1295.3ms/step | 15.4 samples/s +Step 31130/44000 | Loss: 2.9614 | LR: 1.02e-04 | 1293.3ms/step | 15.5 samples/s +Step 31140/44000 | Loss: 2.9149 | LR: 1.01e-04 | 1297.8ms/step | 15.4 samples/s +Step 31150/44000 | Loss: 2.9598 | LR: 1.01e-04 | 1298.4ms/step | 15.4 samples/s +Step 31160/44000 | Loss: 2.9325 | LR: 1.01e-04 | 1298.7ms/step | 15.4 samples/s +Step 31170/44000 | Loss: 2.9252 | LR: 1.01e-04 | 1292.0ms/step | 15.5 samples/s +Step 31180/44000 | Loss: 2.9338 | LR: 1.01e-04 | 1291.1ms/step | 15.5 samples/s +Step 31190/44000 | Loss: 2.9053 | LR: 1.01e-04 | 1292.4ms/step | 15.5 samples/s +Step 31200/44000 | Loss: 2.9186 | LR: 1.00e-04 | 1292.6ms/step | 15.5 samples/s +Step 31210/44000 | Loss: 2.9364 | LR: 1.00e-04 | 1293.2ms/step | 15.5 samples/s +Step 31220/44000 | Loss: 2.9247 | LR: 1.00e-04 | 1290.9ms/step | 15.5 samples/s +Step 31230/44000 | Loss: 2.9587 | LR: 1.00e-04 | 1290.6ms/step | 15.5 samples/s +Step 31240/44000 | Loss: 2.9255 | LR: 9.99e-05 | 1290.0ms/step | 15.5 samples/s +Step 31250/44000 | Loss: 2.9099 | LR: 9.98e-05 | 1289.7ms/step | 15.5 samples/s +Validation at step 31250: Loss = 2.9427, Perplexity = 18.97 +Step 31260/44000 | Loss: 2.9400 | LR: 9.96e-05 | 3447.7ms/step | 5.8 samples/s +Step 31270/44000 | Loss: 2.9530 | LR: 9.95e-05 | 1291.2ms/step | 15.5 samples/s +Step 31280/44000 | Loss: 2.9139 | LR: 9.93e-05 | 1289.9ms/step | 15.5 samples/s +Step 31290/44000 | Loss: 2.9413 | LR: 9.92e-05 | 1288.4ms/step | 15.5 samples/s +Step 31300/44000 | Loss: 2.9392 | LR: 9.90e-05 | 1291.8ms/step | 15.5 samples/s +Step 31310/44000 | Loss: 2.9290 | LR: 9.89e-05 | 1291.3ms/step | 15.5 samples/s +Step 31320/44000 | Loss: 2.9244 | LR: 9.88e-05 | 1289.0ms/step | 15.5 samples/s +Step 31330/44000 | Loss: 2.9528 | LR: 9.86e-05 | 1290.6ms/step | 15.5 samples/s +Step 31340/44000 | Loss: 2.9202 | LR: 9.85e-05 | 1290.3ms/step | 15.5 samples/s +Step 31350/44000 | Loss: 2.8994 | LR: 9.83e-05 | 1289.4ms/step | 15.5 samples/s +Step 31360/44000 | Loss: 2.9081 | LR: 9.82e-05 | 1290.6ms/step | 15.5 samples/s +Step 31370/44000 | Loss: 2.9405 | LR: 9.80e-05 | 1290.3ms/step | 15.5 samples/s +Step 31380/44000 | Loss: 2.9543 | LR: 9.79e-05 | 1291.1ms/step | 15.5 samples/s +Step 31390/44000 | Loss: 2.8925 | LR: 9.77e-05 | 1291.4ms/step | 15.5 samples/s +Step 31400/44000 | Loss: 2.9263 | LR: 9.76e-05 | 1291.9ms/step | 15.5 samples/s +Step 31410/44000 | Loss: 2.8981 | LR: 9.75e-05 | 1290.4ms/step | 15.5 samples/s +Step 31420/44000 | Loss: 2.9167 | LR: 9.73e-05 | 1289.5ms/step | 15.5 samples/s +Step 31430/44000 | Loss: 2.9393 | LR: 9.72e-05 | 1288.1ms/step | 15.5 samples/s +Step 31440/44000 | Loss: 2.9243 | LR: 9.70e-05 | 1287.8ms/step | 15.5 samples/s +Step 31450/44000 | Loss: 2.9340 | LR: 9.69e-05 | 1291.6ms/step | 15.5 samples/s +Step 31460/44000 | Loss: 2.9137 | LR: 9.67e-05 | 1290.4ms/step | 15.5 samples/s +Step 31470/44000 | Loss: 2.9425 | LR: 9.66e-05 | 1290.2ms/step | 15.5 samples/s +Step 31480/44000 | Loss: 2.9056 | LR: 9.65e-05 | 1290.5ms/step | 15.5 samples/s +Step 31490/44000 | Loss: 2.9155 | LR: 9.63e-05 | 1290.1ms/step | 15.5 samples/s +Step 31500/44000 | Loss: 2.9280 | LR: 9.62e-05 | 1288.3ms/step | 15.5 samples/s +Validation at step 31500: Loss = 2.9420, Perplexity = 18.95 +Step 31510/44000 | Loss: 2.9089 | LR: 9.60e-05 | 3444.4ms/step | 5.8 samples/s +Step 31520/44000 | Loss: 2.9197 | LR: 9.59e-05 | 1286.5ms/step | 15.5 samples/s +Step 31530/44000 | Loss: 2.9333 | LR: 9.57e-05 | 1291.3ms/step | 15.5 samples/s +Step 31540/44000 | Loss: 2.9145 | LR: 9.56e-05 | 1288.9ms/step | 15.5 samples/s +Step 31550/44000 | Loss: 2.9399 | LR: 9.54e-05 | 1290.8ms/step | 15.5 samples/s +Step 31560/44000 | Loss: 2.9258 | LR: 9.53e-05 | 1291.8ms/step | 15.5 samples/s +Step 31570/44000 | Loss: 2.9156 | LR: 9.52e-05 | 1291.6ms/step | 15.5 samples/s +Step 31580/44000 | Loss: 2.9391 | LR: 9.50e-05 | 1290.9ms/step | 15.5 samples/s +Step 31590/44000 | Loss: 2.9413 | LR: 9.49e-05 | 1296.4ms/step | 15.4 samples/s +Step 31600/44000 | Loss: 2.9229 | LR: 9.47e-05 | 1290.5ms/step | 15.5 samples/s +Step 31610/44000 | Loss: 2.9126 | LR: 9.46e-05 | 1291.2ms/step | 15.5 samples/s +Step 31620/44000 | Loss: 2.9357 | LR: 9.45e-05 | 1292.0ms/step | 15.5 samples/s +Step 31630/44000 | Loss: 2.9195 | LR: 9.43e-05 | 1290.6ms/step | 15.5 samples/s +Step 31640/44000 | Loss: 2.8933 | LR: 9.42e-05 | 1291.1ms/step | 15.5 samples/s +Step 31650/44000 | Loss: 2.8981 | LR: 9.40e-05 | 1291.1ms/step | 15.5 samples/s +Step 31660/44000 | Loss: 2.9141 | LR: 9.39e-05 | 1290.4ms/step | 15.5 samples/s +Step 31670/44000 | Loss: 2.9081 | LR: 9.37e-05 | 1289.7ms/step | 15.5 samples/s +Step 31680/44000 | Loss: 2.9184 | LR: 9.36e-05 | 1288.3ms/step | 15.5 samples/s +Step 31690/44000 | Loss: 2.9299 | LR: 9.35e-05 | 1291.0ms/step | 15.5 samples/s +Step 31700/44000 | Loss: 2.9437 | LR: 9.33e-05 | 1292.5ms/step | 15.5 samples/s +Step 31710/44000 | Loss: 2.9204 | LR: 9.32e-05 | 1293.5ms/step | 15.5 samples/s +Step 31720/44000 | Loss: 2.9194 | LR: 9.30e-05 | 1292.5ms/step | 15.5 samples/s +Step 31730/44000 | Loss: 2.8933 | LR: 9.29e-05 | 1291.1ms/step | 15.5 samples/s +Step 31740/44000 | Loss: 2.9275 | LR: 9.28e-05 | 1289.5ms/step | 15.5 samples/s +Step 31750/44000 | Loss: 2.9361 | LR: 9.26e-05 | 1288.1ms/step | 15.5 samples/s +Validation at step 31750: Loss = 2.9413, Perplexity = 18.94 +Step 31760/44000 | Loss: 2.9103 | LR: 9.25e-05 | 3451.0ms/step | 5.8 samples/s +Step 31770/44000 | Loss: 2.9358 | LR: 9.23e-05 | 1293.2ms/step | 15.5 samples/s +Step 31780/44000 | Loss: 2.9268 | LR: 9.22e-05 | 1290.8ms/step | 15.5 samples/s +Step 31790/44000 | Loss: 2.9286 | LR: 9.20e-05 | 1293.5ms/step | 15.5 samples/s +Step 31800/44000 | Loss: 2.8990 | LR: 9.19e-05 | 1291.7ms/step | 15.5 samples/s +Step 31810/44000 | Loss: 2.8989 | LR: 9.18e-05 | 1289.4ms/step | 15.5 samples/s +Step 31820/44000 | Loss: 2.9167 | LR: 9.16e-05 | 1291.7ms/step | 15.5 samples/s +Step 31830/44000 | Loss: 2.9218 | LR: 9.15e-05 | 1290.5ms/step | 15.5 samples/s +Step 31840/44000 | Loss: 2.9349 | LR: 9.13e-05 | 1289.7ms/step | 15.5 samples/s +Step 31850/44000 | Loss: 2.9378 | LR: 9.12e-05 | 1290.2ms/step | 15.5 samples/s +Step 31860/44000 | Loss: 2.9446 | LR: 9.11e-05 | 1289.0ms/step | 15.5 samples/s +Step 31870/44000 | Loss: 2.9210 | LR: 9.09e-05 | 1290.1ms/step | 15.5 samples/s +Step 31880/44000 | Loss: 2.9552 | LR: 9.08e-05 | 1289.5ms/step | 15.5 samples/s +Step 31890/44000 | Loss: 2.8964 | LR: 9.06e-05 | 1289.1ms/step | 15.5 samples/s +Step 31900/44000 | Loss: 2.9149 | LR: 9.05e-05 | 1289.4ms/step | 15.5 samples/s +Step 31910/44000 | Loss: 2.9472 | LR: 9.04e-05 | 1292.9ms/step | 15.5 samples/s +Step 31920/44000 | Loss: 2.8747 | LR: 9.02e-05 | 1290.1ms/step | 15.5 samples/s +Step 31930/44000 | Loss: 2.9303 | LR: 9.01e-05 | 1289.1ms/step | 15.5 samples/s +Step 31940/44000 | Loss: 2.9390 | LR: 8.99e-05 | 1289.5ms/step | 15.5 samples/s +Step 31950/44000 | Loss: 2.9278 | LR: 8.98e-05 | 1287.4ms/step | 15.5 samples/s +Step 31960/44000 | Loss: 2.9427 | LR: 8.97e-05 | 1288.9ms/step | 15.5 samples/s +Step 31970/44000 | Loss: 2.9099 | LR: 8.95e-05 | 1291.1ms/step | 15.5 samples/s +Step 31980/44000 | Loss: 2.9231 | LR: 8.94e-05 | 1291.6ms/step | 15.5 samples/s +Step 31990/44000 | Loss: 2.8895 | LR: 8.92e-05 | 1290.4ms/step | 15.5 samples/s +Step 32000/44000 | Loss: 2.9131 | LR: 8.91e-05 | 1288.5ms/step | 15.5 samples/s +Validation at step 32000: Loss = 2.9406, Perplexity = 18.93 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-32000 +Step 32010/44000 | Loss: 2.9355 | LR: 8.90e-05 | 3733.8ms/step | 5.4 samples/s +Step 32020/44000 | Loss: 2.9239 | LR: 8.88e-05 | 1289.7ms/step | 15.5 samples/s +Step 32030/44000 | Loss: 2.9314 | LR: 8.87e-05 | 1291.5ms/step | 15.5 samples/s +Step 32040/44000 | Loss: 2.9333 | LR: 8.86e-05 | 1290.7ms/step | 15.5 samples/s +Step 32050/44000 | Loss: 2.9091 | LR: 8.84e-05 | 1291.9ms/step | 15.5 samples/s +Step 32060/44000 | Loss: 2.8935 | LR: 8.83e-05 | 1290.3ms/step | 15.5 samples/s +Step 32070/44000 | Loss: 2.9186 | LR: 8.81e-05 | 1292.3ms/step | 15.5 samples/s +Step 32080/44000 | Loss: 2.8941 | LR: 8.80e-05 | 1291.3ms/step | 15.5 samples/s +Step 32090/44000 | Loss: 2.9281 | LR: 8.79e-05 | 1291.0ms/step | 15.5 samples/s +Step 32100/44000 | Loss: 2.9302 | LR: 8.77e-05 | 1291.1ms/step | 15.5 samples/s +Step 32110/44000 | Loss: 2.9127 | LR: 8.76e-05 | 1291.8ms/step | 15.5 samples/s +Step 32120/44000 | Loss: 2.9169 | LR: 8.74e-05 | 1291.4ms/step | 15.5 samples/s +Step 32130/44000 | Loss: 2.9108 | LR: 8.73e-05 | 1293.6ms/step | 15.5 samples/s +Step 32140/44000 | Loss: 2.9084 | LR: 8.72e-05 | 1290.8ms/step | 15.5 samples/s +Step 32150/44000 | Loss: 2.9257 | LR: 8.70e-05 | 1288.8ms/step | 15.5 samples/s +Step 32160/44000 | Loss: 2.8958 | LR: 8.69e-05 | 1287.9ms/step | 15.5 samples/s +Step 32170/44000 | Loss: 2.9197 | LR: 8.68e-05 | 1289.0ms/step | 15.5 samples/s +Step 32180/44000 | Loss: 2.9523 | LR: 8.66e-05 | 1288.2ms/step | 15.5 samples/s +Step 32190/44000 | Loss: 2.9242 | LR: 8.65e-05 | 1290.2ms/step | 15.5 samples/s +Step 32200/44000 | Loss: 2.9379 | LR: 8.63e-05 | 1286.8ms/step | 15.5 samples/s +Step 32210/44000 | Loss: 2.9432 | LR: 8.62e-05 | 1287.1ms/step | 15.5 samples/s +Step 32220/44000 | Loss: 2.8983 | LR: 8.61e-05 | 1291.7ms/step | 15.5 samples/s +Step 32230/44000 | Loss: 2.9270 | LR: 8.59e-05 | 1292.4ms/step | 15.5 samples/s +Step 32240/44000 | Loss: 2.9163 | LR: 8.58e-05 | 1292.2ms/step | 15.5 samples/s +Step 32250/44000 | Loss: 2.9350 | LR: 8.57e-05 | 1289.0ms/step | 15.5 samples/s +Validation at step 32250: Loss = 2.9401, Perplexity = 18.92 +Step 32260/44000 | Loss: 2.9485 | LR: 8.55e-05 | 3445.1ms/step | 5.8 samples/s +Step 32270/44000 | Loss: 2.9232 | LR: 8.54e-05 | 1290.0ms/step | 15.5 samples/s +Step 32280/44000 | Loss: 2.9448 | LR: 8.53e-05 | 1289.8ms/step | 15.5 samples/s +Step 32290/44000 | Loss: 2.9133 | LR: 8.51e-05 | 1290.8ms/step | 15.5 samples/s +Step 32300/44000 | Loss: 2.9094 | LR: 8.50e-05 | 1290.0ms/step | 15.5 samples/s +Step 32310/44000 | Loss: 2.9330 | LR: 8.48e-05 | 1291.5ms/step | 15.5 samples/s +Step 32320/44000 | Loss: 2.9499 | LR: 8.47e-05 | 1292.1ms/step | 15.5 samples/s +Step 32330/44000 | Loss: 2.9196 | LR: 8.46e-05 | 1289.6ms/step | 15.5 samples/s +Step 32340/44000 | Loss: 2.9166 | LR: 8.44e-05 | 1293.2ms/step | 15.5 samples/s +Step 32350/44000 | Loss: 2.9395 | LR: 8.43e-05 | 1290.8ms/step | 15.5 samples/s +Step 32360/44000 | Loss: 2.9187 | LR: 8.42e-05 | 1287.5ms/step | 15.5 samples/s +Step 32370/44000 | Loss: 2.9176 | LR: 8.40e-05 | 1288.6ms/step | 15.5 samples/s +Step 32380/44000 | Loss: 2.9180 | LR: 8.39e-05 | 1289.9ms/step | 15.5 samples/s +Step 32390/44000 | Loss: 2.9197 | LR: 8.38e-05 | 1291.4ms/step | 15.5 samples/s +Step 32400/44000 | Loss: 2.9259 | LR: 8.36e-05 | 1292.2ms/step | 15.5 samples/s +Step 32410/44000 | Loss: 2.9213 | LR: 8.35e-05 | 1293.1ms/step | 15.5 samples/s +Step 32420/44000 | Loss: 2.9179 | LR: 8.33e-05 | 1289.9ms/step | 15.5 samples/s +Step 32430/44000 | Loss: 2.9670 | LR: 8.32e-05 | 1289.0ms/step | 15.5 samples/s +Step 32440/44000 | Loss: 2.9329 | LR: 8.31e-05 | 1290.0ms/step | 15.5 samples/s +Step 32450/44000 | Loss: 2.9248 | LR: 8.29e-05 | 1290.2ms/step | 15.5 samples/s +Step 32460/44000 | Loss: 2.9459 | LR: 8.28e-05 | 1294.0ms/step | 15.5 samples/s +Step 32470/44000 | Loss: 2.9021 | LR: 8.27e-05 | 1293.5ms/step | 15.5 samples/s +Step 32480/44000 | Loss: 2.9350 | LR: 8.25e-05 | 1292.6ms/step | 15.5 samples/s +Step 32490/44000 | Loss: 2.9118 | LR: 8.24e-05 | 1292.0ms/step | 15.5 samples/s +Step 32500/44000 | Loss: 2.9299 | LR: 8.23e-05 | 1291.6ms/step | 15.5 samples/s +Validation at step 32500: Loss = 2.9396, Perplexity = 18.91 +Step 32510/44000 | Loss: 2.8983 | LR: 8.21e-05 | 3454.8ms/step | 5.8 samples/s +Step 32520/44000 | Loss: 2.9227 | LR: 8.20e-05 | 1294.6ms/step | 15.4 samples/s +Step 32530/44000 | Loss: 2.9527 | LR: 8.19e-05 | 1288.6ms/step | 15.5 samples/s +Step 32540/44000 | Loss: 2.9090 | LR: 8.17e-05 | 1291.9ms/step | 15.5 samples/s +Step 32550/44000 | Loss: 2.8793 | LR: 8.16e-05 | 1294.5ms/step | 15.4 samples/s +Step 32560/44000 | Loss: 2.9444 | LR: 8.15e-05 | 1294.7ms/step | 15.4 samples/s +Step 32570/44000 | Loss: 2.9259 | LR: 8.13e-05 | 1293.8ms/step | 15.5 samples/s +Step 32580/44000 | Loss: 2.9311 | LR: 8.12e-05 | 1291.7ms/step | 15.5 samples/s +Step 32590/44000 | Loss: 2.9548 | LR: 8.11e-05 | 1290.6ms/step | 15.5 samples/s +Step 32600/44000 | Loss: 2.9297 | LR: 8.09e-05 | 1289.5ms/step | 15.5 samples/s +Step 32610/44000 | Loss: 2.9320 | LR: 8.08e-05 | 1291.2ms/step | 15.5 samples/s +Step 32620/44000 | Loss: 2.9408 | LR: 8.07e-05 | 1291.4ms/step | 15.5 samples/s +Step 32630/44000 | Loss: 2.8997 | LR: 8.05e-05 | 1290.4ms/step | 15.5 samples/s +Step 32640/44000 | Loss: 2.9619 | LR: 8.04e-05 | 1289.9ms/step | 15.5 samples/s +Step 32650/44000 | Loss: 2.9399 | LR: 8.03e-05 | 1290.5ms/step | 15.5 samples/s +Step 32660/44000 | Loss: 2.9266 | LR: 8.01e-05 | 1289.6ms/step | 15.5 samples/s +Step 32670/44000 | Loss: 2.9644 | LR: 8.00e-05 | 1291.4ms/step | 15.5 samples/s +Step 32680/44000 | Loss: 2.9201 | LR: 7.99e-05 | 1289.2ms/step | 15.5 samples/s +Step 32690/44000 | Loss: 2.9319 | LR: 7.97e-05 | 1290.5ms/step | 15.5 samples/s +Step 32700/44000 | Loss: 2.9118 | LR: 7.96e-05 | 1289.9ms/step | 15.5 samples/s +Step 32710/44000 | Loss: 2.9400 | LR: 7.95e-05 | 1289.7ms/step | 15.5 samples/s +Step 32720/44000 | Loss: 2.9392 | LR: 7.93e-05 | 1288.9ms/step | 15.5 samples/s +Step 32730/44000 | Loss: 2.9168 | LR: 7.92e-05 | 1288.2ms/step | 15.5 samples/s +Step 32740/44000 | Loss: 2.9065 | LR: 7.91e-05 | 1289.6ms/step | 15.5 samples/s +Step 32750/44000 | Loss: 2.8985 | LR: 7.89e-05 | 1289.1ms/step | 15.5 samples/s +Validation at step 32750: Loss = 2.9392, Perplexity = 18.90 +Step 32760/44000 | Loss: 2.9321 | LR: 7.88e-05 | 3451.7ms/step | 5.8 samples/s +Step 32770/44000 | Loss: 2.9281 | LR: 7.87e-05 | 1288.8ms/step | 15.5 samples/s +Step 32780/44000 | Loss: 2.9539 | LR: 7.85e-05 | 1292.0ms/step | 15.5 samples/s +Step 32790/44000 | Loss: 2.9599 | LR: 7.84e-05 | 1289.5ms/step | 15.5 samples/s +Step 32800/44000 | Loss: 2.9148 | LR: 7.83e-05 | 1290.4ms/step | 15.5 samples/s +Step 32810/44000 | Loss: 2.9244 | LR: 7.81e-05 | 1290.3ms/step | 15.5 samples/s +Step 32820/44000 | Loss: 2.9430 | LR: 7.80e-05 | 1289.2ms/step | 15.5 samples/s +Step 32830/44000 | Loss: 2.9396 | LR: 7.79e-05 | 1291.9ms/step | 15.5 samples/s +Step 32840/44000 | Loss: 2.8914 | LR: 7.77e-05 | 1290.3ms/step | 15.5 samples/s +Step 32850/44000 | Loss: 2.9211 | LR: 7.76e-05 | 1288.8ms/step | 15.5 samples/s +Step 32860/44000 | Loss: 2.9195 | LR: 7.75e-05 | 1288.8ms/step | 15.5 samples/s +Step 32870/44000 | Loss: 2.9361 | LR: 7.73e-05 | 1290.0ms/step | 15.5 samples/s +Step 32880/44000 | Loss: 2.8981 | LR: 7.72e-05 | 1290.8ms/step | 15.5 samples/s +Step 32890/44000 | Loss: 2.9342 | LR: 7.71e-05 | 1292.1ms/step | 15.5 samples/s +Step 32900/44000 | Loss: 2.9301 | LR: 7.70e-05 | 1297.0ms/step | 15.4 samples/s +Step 32910/44000 | Loss: 2.9206 | LR: 7.68e-05 | 1290.3ms/step | 15.5 samples/s +Step 32920/44000 | Loss: 2.9453 | LR: 7.67e-05 | 1290.8ms/step | 15.5 samples/s +Step 32930/44000 | Loss: 2.9179 | LR: 7.66e-05 | 1290.0ms/step | 15.5 samples/s +Step 32940/44000 | Loss: 2.9038 | LR: 7.64e-05 | 1290.6ms/step | 15.5 samples/s +Step 32950/44000 | Loss: 2.9097 | LR: 7.63e-05 | 1292.0ms/step | 15.5 samples/s +Step 32960/44000 | Loss: 2.9167 | LR: 7.62e-05 | 1291.9ms/step | 15.5 samples/s +Step 32970/44000 | Loss: 2.9225 | LR: 7.60e-05 | 1288.9ms/step | 15.5 samples/s +Step 32980/44000 | Loss: 2.9250 | LR: 7.59e-05 | 1289.7ms/step | 15.5 samples/s +Step 32990/44000 | Loss: 2.9269 | LR: 7.58e-05 | 1292.9ms/step | 15.5 samples/s +Step 33000/44000 | Loss: 2.9486 | LR: 7.56e-05 | 1296.5ms/step | 15.4 samples/s +Validation at step 33000: Loss = 2.9387, Perplexity = 18.89 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-33000 +Step 33010/44000 | Loss: 2.9365 | LR: 7.55e-05 | 3757.7ms/step | 5.3 samples/s +Step 33020/44000 | Loss: 2.9008 | LR: 7.54e-05 | 1287.5ms/step | 15.5 samples/s +Step 33030/44000 | Loss: 2.9444 | LR: 7.53e-05 | 1289.0ms/step | 15.5 samples/s +Step 33040/44000 | Loss: 2.9293 | LR: 7.51e-05 | 1288.2ms/step | 15.5 samples/s +Step 33050/44000 | Loss: 2.9381 | LR: 7.50e-05 | 1286.6ms/step | 15.5 samples/s +Step 33060/44000 | Loss: 2.9083 | LR: 7.49e-05 | 1290.6ms/step | 15.5 samples/s +Step 33070/44000 | Loss: 2.9376 | LR: 7.47e-05 | 1290.8ms/step | 15.5 samples/s +Step 33080/44000 | Loss: 2.9381 | LR: 7.46e-05 | 1289.7ms/step | 15.5 samples/s +Step 33090/44000 | Loss: 2.9276 | LR: 7.45e-05 | 1291.4ms/step | 15.5 samples/s +Step 33100/44000 | Loss: 2.9017 | LR: 7.44e-05 | 1291.4ms/step | 15.5 samples/s +Step 33110/44000 | Loss: 2.8783 | LR: 7.42e-05 | 1288.7ms/step | 15.5 samples/s +Step 33120/44000 | Loss: 2.9098 | LR: 7.41e-05 | 1289.2ms/step | 15.5 samples/s +Step 33130/44000 | Loss: 2.9275 | LR: 7.40e-05 | 1287.9ms/step | 15.5 samples/s +Step 33140/44000 | Loss: 2.9452 | LR: 7.38e-05 | 1285.8ms/step | 15.6 samples/s +Step 33150/44000 | Loss: 2.9360 | LR: 7.37e-05 | 1286.0ms/step | 15.6 samples/s +Step 33160/44000 | Loss: 2.9118 | LR: 7.36e-05 | 1288.3ms/step | 15.5 samples/s +Step 33170/44000 | Loss: 2.9187 | LR: 7.34e-05 | 1288.3ms/step | 15.5 samples/s +Step 33180/44000 | Loss: 2.9432 | LR: 7.33e-05 | 1287.9ms/step | 15.5 samples/s +Step 33190/44000 | Loss: 2.9427 | LR: 7.32e-05 | 1288.9ms/step | 15.5 samples/s +Step 33200/44000 | Loss: 2.9314 | LR: 7.31e-05 | 1291.7ms/step | 15.5 samples/s +Step 33210/44000 | Loss: 2.9186 | LR: 7.29e-05 | 1290.4ms/step | 15.5 samples/s +Step 33220/44000 | Loss: 2.9372 | LR: 7.28e-05 | 1289.0ms/step | 15.5 samples/s +Step 33230/44000 | Loss: 2.9199 | LR: 7.27e-05 | 1288.9ms/step | 15.5 samples/s +Step 33240/44000 | Loss: 2.9142 | LR: 7.26e-05 | 1287.6ms/step | 15.5 samples/s +Step 33250/44000 | Loss: 2.9228 | LR: 7.24e-05 | 1288.1ms/step | 15.5 samples/s +Validation at step 33250: Loss = 2.9384, Perplexity = 18.89 +Step 33260/44000 | Loss: 2.9365 | LR: 7.23e-05 | 3441.3ms/step | 5.8 samples/s +Step 33270/44000 | Loss: 2.9170 | LR: 7.22e-05 | 1291.1ms/step | 15.5 samples/s +Step 33280/44000 | Loss: 2.9354 | LR: 7.20e-05 | 1291.0ms/step | 15.5 samples/s +Step 33290/44000 | Loss: 2.8842 | LR: 7.19e-05 | 1291.2ms/step | 15.5 samples/s +Step 33300/44000 | Loss: 2.9252 | LR: 7.18e-05 | 1292.8ms/step | 15.5 samples/s +Step 33310/44000 | Loss: 2.9415 | LR: 7.17e-05 | 1291.8ms/step | 15.5 samples/s +Step 33320/44000 | Loss: 2.9233 | LR: 7.15e-05 | 1289.8ms/step | 15.5 samples/s +Step 33330/44000 | Loss: 2.9133 | LR: 7.14e-05 | 1288.5ms/step | 15.5 samples/s +Step 33340/44000 | Loss: 2.9156 | LR: 7.13e-05 | 1290.3ms/step | 15.5 samples/s +Step 33350/44000 | Loss: 2.9248 | LR: 7.11e-05 | 1288.9ms/step | 15.5 samples/s +Step 33360/44000 | Loss: 2.9365 | LR: 7.10e-05 | 1291.0ms/step | 15.5 samples/s +Step 33370/44000 | Loss: 2.8960 | LR: 7.09e-05 | 1288.8ms/step | 15.5 samples/s +Step 33380/44000 | Loss: 2.9122 | LR: 7.08e-05 | 1287.2ms/step | 15.5 samples/s +Step 33390/44000 | Loss: 2.9439 | LR: 7.06e-05 | 1288.4ms/step | 15.5 samples/s +Step 33400/44000 | Loss: 2.8910 | LR: 7.05e-05 | 1287.3ms/step | 15.5 samples/s +Step 33410/44000 | Loss: 2.9380 | LR: 7.04e-05 | 1285.6ms/step | 15.6 samples/s +Step 33420/44000 | Loss: 2.9167 | LR: 7.03e-05 | 1286.9ms/step | 15.5 samples/s +Step 33430/44000 | Loss: 2.9139 | LR: 7.01e-05 | 1290.4ms/step | 15.5 samples/s +Step 33440/44000 | Loss: 2.9407 | LR: 7.00e-05 | 1289.7ms/step | 15.5 samples/s +Step 33450/44000 | Loss: 2.9354 | LR: 6.99e-05 | 1289.2ms/step | 15.5 samples/s +Step 33460/44000 | Loss: 2.9288 | LR: 6.98e-05 | 1290.3ms/step | 15.5 samples/s +Step 33470/44000 | Loss: 2.9211 | LR: 6.96e-05 | 1288.8ms/step | 15.5 samples/s +Step 33480/44000 | Loss: 2.9068 | LR: 6.95e-05 | 1287.0ms/step | 15.5 samples/s +Step 33490/44000 | Loss: 2.9380 | LR: 6.94e-05 | 1290.0ms/step | 15.5 samples/s +Step 33500/44000 | Loss: 2.8957 | LR: 6.93e-05 | 1288.3ms/step | 15.5 samples/s +Validation at step 33500: Loss = 2.9379, Perplexity = 18.88 +Step 33510/44000 | Loss: 2.9026 | LR: 6.91e-05 | 3443.8ms/step | 5.8 samples/s +Step 33520/44000 | Loss: 2.9407 | LR: 6.90e-05 | 1289.3ms/step | 15.5 samples/s +Step 33530/44000 | Loss: 2.9027 | LR: 6.89e-05 | 1290.6ms/step | 15.5 samples/s +Step 33540/44000 | Loss: 2.9108 | LR: 6.88e-05 | 1292.4ms/step | 15.5 samples/s +Step 33550/44000 | Loss: 2.9196 | LR: 6.86e-05 | 1292.5ms/step | 15.5 samples/s +Step 33560/44000 | Loss: 2.9001 | LR: 6.85e-05 | 1290.0ms/step | 15.5 samples/s +Step 33570/44000 | Loss: 2.8946 | LR: 6.84e-05 | 1290.9ms/step | 15.5 samples/s +Step 33580/44000 | Loss: 2.9410 | LR: 6.83e-05 | 1289.5ms/step | 15.5 samples/s +Step 33590/44000 | Loss: 2.9376 | LR: 6.81e-05 | 1288.5ms/step | 15.5 samples/s +Step 33600/44000 | Loss: 2.9432 | LR: 6.80e-05 | 1287.7ms/step | 15.5 samples/s +Step 33610/44000 | Loss: 2.8988 | LR: 6.79e-05 | 1290.9ms/step | 15.5 samples/s +Step 33620/44000 | Loss: 2.9147 | LR: 6.78e-05 | 1291.8ms/step | 15.5 samples/s +Step 33630/44000 | Loss: 2.9024 | LR: 6.76e-05 | 1289.6ms/step | 15.5 samples/s +Step 33640/44000 | Loss: 2.9168 | LR: 6.75e-05 | 1288.9ms/step | 15.5 samples/s +Step 33650/44000 | Loss: 2.9241 | LR: 6.74e-05 | 1292.2ms/step | 15.5 samples/s +Step 33660/44000 | Loss: 2.9294 | LR: 6.73e-05 | 1290.1ms/step | 15.5 samples/s +Step 33670/44000 | Loss: 2.9378 | LR: 6.71e-05 | 1291.1ms/step | 15.5 samples/s +Step 33680/44000 | Loss: 2.9228 | LR: 6.70e-05 | 1291.0ms/step | 15.5 samples/s +Step 33690/44000 | Loss: 2.9197 | LR: 6.69e-05 | 1290.4ms/step | 15.5 samples/s +Step 33700/44000 | Loss: 2.9360 | LR: 6.68e-05 | 1289.8ms/step | 15.5 samples/s +Step 33710/44000 | Loss: 2.9502 | LR: 6.66e-05 | 1289.6ms/step | 15.5 samples/s +Step 33720/44000 | Loss: 2.9272 | LR: 6.65e-05 | 1290.7ms/step | 15.5 samples/s +Step 33730/44000 | Loss: 2.9117 | LR: 6.64e-05 | 1290.6ms/step | 15.5 samples/s +Step 33740/44000 | Loss: 2.9260 | LR: 6.63e-05 | 1289.8ms/step | 15.5 samples/s +Step 33750/44000 | Loss: 2.9318 | LR: 6.61e-05 | 1289.8ms/step | 15.5 samples/s +Validation at step 33750: Loss = 2.9376, Perplexity = 18.87 +Step 33760/44000 | Loss: 2.8969 | LR: 6.60e-05 | 3443.2ms/step | 5.8 samples/s +Step 33770/44000 | Loss: 2.9442 | LR: 6.59e-05 | 1287.6ms/step | 15.5 samples/s +Step 33780/44000 | Loss: 2.9465 | LR: 6.58e-05 | 1285.7ms/step | 15.6 samples/s +Step 33790/44000 | Loss: 2.9002 | LR: 6.57e-05 | 1288.0ms/step | 15.5 samples/s +Step 33800/44000 | Loss: 2.9332 | LR: 6.55e-05 | 1296.2ms/step | 15.4 samples/s +Step 33810/44000 | Loss: 2.9507 | LR: 6.54e-05 | 1291.5ms/step | 15.5 samples/s +Step 33820/44000 | Loss: 2.9234 | LR: 6.53e-05 | 1289.2ms/step | 15.5 samples/s +Step 33830/44000 | Loss: 2.9441 | LR: 6.52e-05 | 1293.3ms/step | 15.5 samples/s +Step 33840/44000 | Loss: 2.9256 | LR: 6.50e-05 | 1293.2ms/step | 15.5 samples/s +Step 33850/44000 | Loss: 2.9351 | LR: 6.49e-05 | 1293.4ms/step | 15.5 samples/s +Step 33860/44000 | Loss: 2.9184 | LR: 6.48e-05 | 1296.0ms/step | 15.4 samples/s +Step 33870/44000 | Loss: 2.9284 | LR: 6.47e-05 | 1292.6ms/step | 15.5 samples/s +Step 33880/44000 | Loss: 2.9593 | LR: 6.46e-05 | 1293.6ms/step | 15.5 samples/s +Step 33890/44000 | Loss: 2.9155 | LR: 6.44e-05 | 1292.4ms/step | 15.5 samples/s +Step 33900/44000 | Loss: 2.9424 | LR: 6.43e-05 | 1294.1ms/step | 15.5 samples/s +Step 33910/44000 | Loss: 2.9316 | LR: 6.42e-05 | 1290.5ms/step | 15.5 samples/s +Step 33920/44000 | Loss: 2.9245 | LR: 6.41e-05 | 1291.0ms/step | 15.5 samples/s +Step 33930/44000 | Loss: 2.8832 | LR: 6.40e-05 | 1288.4ms/step | 15.5 samples/s +Step 33940/44000 | Loss: 2.9191 | LR: 6.38e-05 | 1289.5ms/step | 15.5 samples/s +Step 33950/44000 | Loss: 2.9161 | LR: 6.37e-05 | 1291.0ms/step | 15.5 samples/s +Step 33960/44000 | Loss: 2.9050 | LR: 6.36e-05 | 1290.9ms/step | 15.5 samples/s +Step 33970/44000 | Loss: 2.9132 | LR: 6.35e-05 | 1291.8ms/step | 15.5 samples/s +Step 33980/44000 | Loss: 2.9469 | LR: 6.33e-05 | 1292.9ms/step | 15.5 samples/s +Step 33990/44000 | Loss: 2.9399 | LR: 6.32e-05 | 1291.2ms/step | 15.5 samples/s +Step 34000/44000 | Loss: 2.9427 | LR: 6.31e-05 | 1291.7ms/step | 15.5 samples/s +Validation at step 34000: Loss = 2.9372, Perplexity = 18.86 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-34000 +Step 34010/44000 | Loss: 2.9210 | LR: 6.30e-05 | 3734.9ms/step | 5.4 samples/s +Step 34020/44000 | Loss: 2.9141 | LR: 6.29e-05 | 1291.7ms/step | 15.5 samples/s +Step 34030/44000 | Loss: 2.9648 | LR: 6.27e-05 | 1289.5ms/step | 15.5 samples/s +Step 34040/44000 | Loss: 2.9154 | LR: 6.26e-05 | 1287.8ms/step | 15.5 samples/s +Step 34050/44000 | Loss: 2.9164 | LR: 6.25e-05 | 1289.1ms/step | 15.5 samples/s +Step 34060/44000 | Loss: 2.9221 | LR: 6.24e-05 | 1288.8ms/step | 15.5 samples/s +Step 34070/44000 | Loss: 2.9460 | LR: 6.23e-05 | 1289.8ms/step | 15.5 samples/s +Step 34080/44000 | Loss: 2.9277 | LR: 6.21e-05 | 1289.1ms/step | 15.5 samples/s +Step 34090/44000 | Loss: 2.9101 | LR: 6.20e-05 | 1289.1ms/step | 15.5 samples/s +Step 34100/44000 | Loss: 2.9263 | LR: 6.19e-05 | 1290.9ms/step | 15.5 samples/s +Step 34110/44000 | Loss: 2.8940 | LR: 6.18e-05 | 1290.8ms/step | 15.5 samples/s +Step 34120/44000 | Loss: 2.9187 | LR: 6.17e-05 | 1291.9ms/step | 15.5 samples/s +Step 34130/44000 | Loss: 2.9226 | LR: 6.15e-05 | 1291.6ms/step | 15.5 samples/s +Step 34140/44000 | Loss: 2.9324 | LR: 6.14e-05 | 1289.3ms/step | 15.5 samples/s +Step 34150/44000 | Loss: 2.9268 | LR: 6.13e-05 | 1290.7ms/step | 15.5 samples/s +Step 34160/44000 | Loss: 2.9548 | LR: 6.12e-05 | 1287.9ms/step | 15.5 samples/s +Step 34170/44000 | Loss: 2.9324 | LR: 6.11e-05 | 1289.1ms/step | 15.5 samples/s +Step 34180/44000 | Loss: 2.9086 | LR: 6.09e-05 | 1288.8ms/step | 15.5 samples/s +Step 34190/44000 | Loss: 2.9312 | LR: 6.08e-05 | 1289.1ms/step | 15.5 samples/s +Step 34200/44000 | Loss: 2.9505 | LR: 6.07e-05 | 1289.9ms/step | 15.5 samples/s +Step 34210/44000 | Loss: 2.9307 | LR: 6.06e-05 | 1288.6ms/step | 15.5 samples/s +Step 34220/44000 | Loss: 2.9224 | LR: 6.05e-05 | 1288.2ms/step | 15.5 samples/s +Step 34230/44000 | Loss: 2.9393 | LR: 6.04e-05 | 1287.0ms/step | 15.5 samples/s +Step 34240/44000 | Loss: 2.9565 | LR: 6.02e-05 | 1288.6ms/step | 15.5 samples/s +Step 34250/44000 | Loss: 2.9344 | LR: 6.01e-05 | 1288.6ms/step | 15.5 samples/s +Validation at step 34250: Loss = 2.9369, Perplexity = 18.86 +Step 34260/44000 | Loss: 2.9308 | LR: 6.00e-05 | 3447.3ms/step | 5.8 samples/s +Step 34270/44000 | Loss: 2.9053 | LR: 5.99e-05 | 1290.0ms/step | 15.5 samples/s +Step 34280/44000 | Loss: 2.9476 | LR: 5.98e-05 | 1291.8ms/step | 15.5 samples/s +Step 34290/44000 | Loss: 2.9085 | LR: 5.96e-05 | 1295.4ms/step | 15.4 samples/s +Step 34300/44000 | Loss: 2.9076 | LR: 5.95e-05 | 1290.8ms/step | 15.5 samples/s +Step 34310/44000 | Loss: 2.9219 | LR: 5.94e-05 | 1292.3ms/step | 15.5 samples/s +Step 34320/44000 | Loss: 2.9709 | LR: 5.93e-05 | 1293.7ms/step | 15.5 samples/s +Step 34330/44000 | Loss: 2.8919 | LR: 5.92e-05 | 1294.3ms/step | 15.5 samples/s +Step 34340/44000 | Loss: 2.8950 | LR: 5.91e-05 | 1291.8ms/step | 15.5 samples/s +Step 34350/44000 | Loss: 2.9165 | LR: 5.89e-05 | 1291.3ms/step | 15.5 samples/s +Step 34360/44000 | Loss: 2.9276 | LR: 5.88e-05 | 1291.5ms/step | 15.5 samples/s +Step 34370/44000 | Loss: 2.9164 | LR: 5.87e-05 | 1290.3ms/step | 15.5 samples/s +Step 34380/44000 | Loss: 2.9148 | LR: 5.86e-05 | 1288.0ms/step | 15.5 samples/s +Step 34390/44000 | Loss: 2.9281 | LR: 5.85e-05 | 1288.7ms/step | 15.5 samples/s +Step 34400/44000 | Loss: 2.9261 | LR: 5.84e-05 | 1288.7ms/step | 15.5 samples/s +Step 34410/44000 | Loss: 2.9439 | LR: 5.82e-05 | 1289.2ms/step | 15.5 samples/s +Step 34420/44000 | Loss: 2.9239 | LR: 5.81e-05 | 1289.7ms/step | 15.5 samples/s +Step 34430/44000 | Loss: 2.9202 | LR: 5.80e-05 | 1288.5ms/step | 15.5 samples/s +Step 34440/44000 | Loss: 2.9318 | LR: 5.79e-05 | 1289.0ms/step | 15.5 samples/s +Step 34450/44000 | Loss: 2.9111 | LR: 5.78e-05 | 1288.0ms/step | 15.5 samples/s +Step 34460/44000 | Loss: 2.9398 | LR: 5.77e-05 | 1287.8ms/step | 15.5 samples/s +Step 34470/44000 | Loss: 2.9224 | LR: 5.75e-05 | 1289.5ms/step | 15.5 samples/s +Step 34480/44000 | Loss: 2.9291 | LR: 5.74e-05 | 1289.0ms/step | 15.5 samples/s +Step 34490/44000 | Loss: 2.8921 | LR: 5.73e-05 | 1289.9ms/step | 15.5 samples/s +Step 34500/44000 | Loss: 2.9399 | LR: 5.72e-05 | 1292.2ms/step | 15.5 samples/s +Validation at step 34500: Loss = 2.9365, Perplexity = 18.85 +Step 34510/44000 | Loss: 2.9221 | LR: 5.71e-05 | 3448.0ms/step | 5.8 samples/s +Step 34520/44000 | Loss: 2.9148 | LR: 5.70e-05 | 1290.0ms/step | 15.5 samples/s +Step 34530/44000 | Loss: 2.9059 | LR: 5.69e-05 | 1288.1ms/step | 15.5 samples/s +Step 34540/44000 | Loss: 2.9258 | LR: 5.67e-05 | 1289.0ms/step | 15.5 samples/s +Step 34550/44000 | Loss: 2.9439 | LR: 5.66e-05 | 1288.9ms/step | 15.5 samples/s +Step 34560/44000 | Loss: 2.8918 | LR: 5.65e-05 | 1286.6ms/step | 15.5 samples/s +Step 34570/44000 | Loss: 2.9097 | LR: 5.64e-05 | 1290.7ms/step | 15.5 samples/s +Step 34580/44000 | Loss: 2.9030 | LR: 5.63e-05 | 1290.1ms/step | 15.5 samples/s +Step 34590/44000 | Loss: 2.9152 | LR: 5.62e-05 | 1288.9ms/step | 15.5 samples/s +Step 34600/44000 | Loss: 2.9278 | LR: 5.60e-05 | 1293.3ms/step | 15.5 samples/s +Step 34610/44000 | Loss: 2.9288 | LR: 5.59e-05 | 1288.7ms/step | 15.5 samples/s +Step 34620/44000 | Loss: 2.9246 | LR: 5.58e-05 | 1290.1ms/step | 15.5 samples/s +Step 34630/44000 | Loss: 2.9122 | LR: 5.57e-05 | 1291.6ms/step | 15.5 samples/s +Step 34640/44000 | Loss: 2.9198 | LR: 5.56e-05 | 1289.2ms/step | 15.5 samples/s +Step 34650/44000 | Loss: 2.9339 | LR: 5.55e-05 | 1289.7ms/step | 15.5 samples/s +Step 34660/44000 | Loss: 2.9417 | LR: 5.54e-05 | 1290.5ms/step | 15.5 samples/s +Step 34670/44000 | Loss: 2.8916 | LR: 5.52e-05 | 1289.3ms/step | 15.5 samples/s +Step 34680/44000 | Loss: 2.9242 | LR: 5.51e-05 | 1289.9ms/step | 15.5 samples/s +Step 34690/44000 | Loss: 2.9083 | LR: 5.50e-05 | 1292.1ms/step | 15.5 samples/s +Step 34700/44000 | Loss: 2.8981 | LR: 5.49e-05 | 1290.2ms/step | 15.5 samples/s +Step 34710/44000 | Loss: 2.9366 | LR: 5.48e-05 | 1289.8ms/step | 15.5 samples/s +Step 34720/44000 | Loss: 2.9098 | LR: 5.47e-05 | 1290.0ms/step | 15.5 samples/s +Step 34730/44000 | Loss: 2.9361 | LR: 5.46e-05 | 1289.2ms/step | 15.5 samples/s +Step 34740/44000 | Loss: 2.9097 | LR: 5.45e-05 | 1289.1ms/step | 15.5 samples/s +Step 34750/44000 | Loss: 2.9180 | LR: 5.43e-05 | 1289.5ms/step | 15.5 samples/s +Validation at step 34750: Loss = 2.9363, Perplexity = 18.85 +Step 34760/44000 | Loss: 2.9047 | LR: 5.42e-05 | 3444.8ms/step | 5.8 samples/s +Step 34770/44000 | Loss: 2.9113 | LR: 5.41e-05 | 1291.5ms/step | 15.5 samples/s +Step 34780/44000 | Loss: 2.9512 | LR: 5.40e-05 | 1295.2ms/step | 15.4 samples/s +Step 34790/44000 | Loss: 2.9464 | LR: 5.39e-05 | 1290.6ms/step | 15.5 samples/s +Step 34800/44000 | Loss: 2.9257 | LR: 5.38e-05 | 1290.7ms/step | 15.5 samples/s +Step 34810/44000 | Loss: 2.9421 | LR: 5.37e-05 | 1289.1ms/step | 15.5 samples/s +Step 34820/44000 | Loss: 2.9224 | LR: 5.36e-05 | 1290.3ms/step | 15.5 samples/s +Step 34830/44000 | Loss: 2.9210 | LR: 5.34e-05 | 1291.6ms/step | 15.5 samples/s +Step 34840/44000 | Loss: 2.9305 | LR: 5.33e-05 | 1290.8ms/step | 15.5 samples/s +Step 34850/44000 | Loss: 2.9405 | LR: 5.32e-05 | 1291.4ms/step | 15.5 samples/s +Step 34860/44000 | Loss: 2.9315 | LR: 5.31e-05 | 1289.2ms/step | 15.5 samples/s +Step 34870/44000 | Loss: 2.9112 | LR: 5.30e-05 | 1288.8ms/step | 15.5 samples/s +Step 34880/44000 | Loss: 2.9194 | LR: 5.29e-05 | 1287.9ms/step | 15.5 samples/s +Step 34890/44000 | Loss: 2.9156 | LR: 5.28e-05 | 1286.5ms/step | 15.5 samples/s +Step 34900/44000 | Loss: 2.9319 | LR: 5.27e-05 | 1292.4ms/step | 15.5 samples/s +Step 34910/44000 | Loss: 2.9290 | LR: 5.25e-05 | 1291.1ms/step | 15.5 samples/s +Step 34920/44000 | Loss: 2.9157 | LR: 5.24e-05 | 1290.8ms/step | 15.5 samples/s +Step 34930/44000 | Loss: 2.9027 | LR: 5.23e-05 | 1290.2ms/step | 15.5 samples/s +Step 34940/44000 | Loss: 2.8776 | LR: 5.22e-05 | 1291.6ms/step | 15.5 samples/s +Step 34950/44000 | Loss: 2.9344 | LR: 5.21e-05 | 1293.3ms/step | 15.5 samples/s +Step 34960/44000 | Loss: 2.9240 | LR: 5.20e-05 | 1293.2ms/step | 15.5 samples/s +Step 34970/44000 | Loss: 2.9050 | LR: 5.19e-05 | 1288.6ms/step | 15.5 samples/s +Step 34980/44000 | Loss: 2.9291 | LR: 5.18e-05 | 1289.8ms/step | 15.5 samples/s +Step 34990/44000 | Loss: 2.9316 | LR: 5.17e-05 | 1291.0ms/step | 15.5 samples/s +Step 35000/44000 | Loss: 2.8996 | LR: 5.15e-05 | 1291.1ms/step | 15.5 samples/s +Validation at step 35000: Loss = 2.9360, Perplexity = 18.84 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-35000 +Step 35010/44000 | Loss: 2.9250 | LR: 5.14e-05 | 3733.7ms/step | 5.4 samples/s +Step 35020/44000 | Loss: 2.8929 | LR: 5.13e-05 | 1290.0ms/step | 15.5 samples/s +Step 35030/44000 | Loss: 2.9020 | LR: 5.12e-05 | 1288.7ms/step | 15.5 samples/s +Step 35040/44000 | Loss: 2.9133 | LR: 5.11e-05 | 1289.8ms/step | 15.5 samples/s +Step 35050/44000 | Loss: 2.9042 | LR: 5.10e-05 | 1290.5ms/step | 15.5 samples/s +Step 35060/44000 | Loss: 2.9138 | LR: 5.09e-05 | 1290.3ms/step | 15.5 samples/s +Step 35070/44000 | Loss: 2.8825 | LR: 5.08e-05 | 1290.8ms/step | 15.5 samples/s +Step 35080/44000 | Loss: 2.9178 | LR: 5.07e-05 | 1292.2ms/step | 15.5 samples/s +Step 35090/44000 | Loss: 2.9059 | LR: 5.06e-05 | 1290.6ms/step | 15.5 samples/s +Step 35100/44000 | Loss: 2.9476 | LR: 5.04e-05 | 1290.4ms/step | 15.5 samples/s +Step 35110/44000 | Loss: 2.9105 | LR: 5.03e-05 | 1289.7ms/step | 15.5 samples/s +Step 35120/44000 | Loss: 2.9282 | LR: 5.02e-05 | 1289.9ms/step | 15.5 samples/s +Step 35130/44000 | Loss: 2.9253 | LR: 5.01e-05 | 1290.7ms/step | 15.5 samples/s +Step 35140/44000 | Loss: 2.8933 | LR: 5.00e-05 | 1290.5ms/step | 15.5 samples/s +Step 35150/44000 | Loss: 2.9323 | LR: 4.99e-05 | 1291.6ms/step | 15.5 samples/s +Step 35160/44000 | Loss: 2.9540 | LR: 4.98e-05 | 1293.7ms/step | 15.5 samples/s +Step 35170/44000 | Loss: 2.9314 | LR: 4.97e-05 | 1292.1ms/step | 15.5 samples/s +Step 35180/44000 | Loss: 2.9379 | LR: 4.96e-05 | 1294.4ms/step | 15.5 samples/s +Step 35190/44000 | Loss: 2.9068 | LR: 4.95e-05 | 1296.3ms/step | 15.4 samples/s +Step 35200/44000 | Loss: 2.9366 | LR: 4.94e-05 | 1293.8ms/step | 15.5 samples/s +Step 35210/44000 | Loss: 2.9339 | LR: 4.93e-05 | 1296.4ms/step | 15.4 samples/s +Step 35220/44000 | Loss: 2.9111 | LR: 4.91e-05 | 1293.7ms/step | 15.5 samples/s +Step 35230/44000 | Loss: 2.9192 | LR: 4.90e-05 | 1292.1ms/step | 15.5 samples/s +Step 35240/44000 | Loss: 2.9079 | LR: 4.89e-05 | 1288.4ms/step | 15.5 samples/s +Step 35250/44000 | Loss: 2.9553 | LR: 4.88e-05 | 1288.7ms/step | 15.5 samples/s +Validation at step 35250: Loss = 2.9358, Perplexity = 18.84 +Step 35260/44000 | Loss: 2.9127 | LR: 4.87e-05 | 3453.0ms/step | 5.8 samples/s +Step 35270/44000 | Loss: 2.9436 | LR: 4.86e-05 | 1292.4ms/step | 15.5 samples/s +Step 35280/44000 | Loss: 2.8985 | LR: 4.85e-05 | 1290.9ms/step | 15.5 samples/s +Step 35290/44000 | Loss: 2.9077 | LR: 4.84e-05 | 1292.3ms/step | 15.5 samples/s +Step 35300/44000 | Loss: 2.9098 | LR: 4.83e-05 | 1291.3ms/step | 15.5 samples/s +Step 35310/44000 | Loss: 2.9295 | LR: 4.82e-05 | 1289.2ms/step | 15.5 samples/s +Step 35320/44000 | Loss: 2.8929 | LR: 4.81e-05 | 1288.6ms/step | 15.5 samples/s +Step 35330/44000 | Loss: 2.9271 | LR: 4.80e-05 | 1290.3ms/step | 15.5 samples/s +Step 35340/44000 | Loss: 2.9232 | LR: 4.79e-05 | 1291.0ms/step | 15.5 samples/s +Step 35350/44000 | Loss: 2.9484 | LR: 4.77e-05 | 1289.2ms/step | 15.5 samples/s +Step 35360/44000 | Loss: 2.9044 | LR: 4.76e-05 | 1288.6ms/step | 15.5 samples/s +Step 35370/44000 | Loss: 2.9157 | LR: 4.75e-05 | 1289.1ms/step | 15.5 samples/s +Step 35380/44000 | Loss: 2.9044 | LR: 4.74e-05 | 1290.3ms/step | 15.5 samples/s +Step 35390/44000 | Loss: 2.9097 | LR: 4.73e-05 | 1289.2ms/step | 15.5 samples/s +Step 35400/44000 | Loss: 2.8985 | LR: 4.72e-05 | 1289.5ms/step | 15.5 samples/s +Step 35410/44000 | Loss: 2.9320 | LR: 4.71e-05 | 1289.4ms/step | 15.5 samples/s +Step 35420/44000 | Loss: 2.9029 | LR: 4.70e-05 | 1287.5ms/step | 15.5 samples/s +Step 35430/44000 | Loss: 2.9621 | LR: 4.69e-05 | 1290.9ms/step | 15.5 samples/s +Step 35440/44000 | Loss: 2.9423 | LR: 4.68e-05 | 1294.2ms/step | 15.5 samples/s +Step 35450/44000 | Loss: 2.9254 | LR: 4.67e-05 | 1290.7ms/step | 15.5 samples/s +Step 35460/44000 | Loss: 2.9434 | LR: 4.66e-05 | 1291.4ms/step | 15.5 samples/s +Step 35470/44000 | Loss: 2.9158 | LR: 4.65e-05 | 1292.6ms/step | 15.5 samples/s +Step 35480/44000 | Loss: 2.9252 | LR: 4.64e-05 | 1293.2ms/step | 15.5 samples/s +Step 35490/44000 | Loss: 2.9303 | LR: 4.63e-05 | 1291.8ms/step | 15.5 samples/s +Step 35500/44000 | Loss: 2.9040 | LR: 4.62e-05 | 1291.9ms/step | 15.5 samples/s +Validation at step 35500: Loss = 2.9356, Perplexity = 18.83 +Step 35510/44000 | Loss: 2.9145 | LR: 4.61e-05 | 3450.1ms/step | 5.8 samples/s +Step 35520/44000 | Loss: 2.9235 | LR: 4.59e-05 | 1290.6ms/step | 15.5 samples/s +Step 35530/44000 | Loss: 2.9227 | LR: 4.58e-05 | 1291.7ms/step | 15.5 samples/s +Step 35540/44000 | Loss: 2.9405 | LR: 4.57e-05 | 1291.6ms/step | 15.5 samples/s +Step 35550/44000 | Loss: 2.9425 | LR: 4.56e-05 | 1290.7ms/step | 15.5 samples/s +Step 35560/44000 | Loss: 2.9333 | LR: 4.55e-05 | 1288.9ms/step | 15.5 samples/s +Step 35570/44000 | Loss: 2.9419 | LR: 4.54e-05 | 1289.9ms/step | 15.5 samples/s +Step 35580/44000 | Loss: 2.9250 | LR: 4.53e-05 | 1293.4ms/step | 15.5 samples/s +Step 35590/44000 | Loss: 2.9360 | LR: 4.52e-05 | 1295.7ms/step | 15.4 samples/s +Step 35600/44000 | Loss: 2.8996 | LR: 4.51e-05 | 1299.0ms/step | 15.4 samples/s +Step 35610/44000 | Loss: 2.9382 | LR: 4.50e-05 | 1291.4ms/step | 15.5 samples/s +Step 35620/44000 | Loss: 2.9160 | LR: 4.49e-05 | 1291.8ms/step | 15.5 samples/s +Step 35630/44000 | Loss: 2.9279 | LR: 4.48e-05 | 1293.4ms/step | 15.5 samples/s +Step 35640/44000 | Loss: 2.9045 | LR: 4.47e-05 | 1293.7ms/step | 15.5 samples/s +Step 35650/44000 | Loss: 2.9126 | LR: 4.46e-05 | 1293.9ms/step | 15.5 samples/s +Step 35660/44000 | Loss: 2.9277 | LR: 4.45e-05 | 1294.4ms/step | 15.5 samples/s +Step 35670/44000 | Loss: 2.9164 | LR: 4.44e-05 | 1292.5ms/step | 15.5 samples/s +Step 35680/44000 | Loss: 2.9202 | LR: 4.43e-05 | 1291.7ms/step | 15.5 samples/s +Step 35690/44000 | Loss: 2.9314 | LR: 4.42e-05 | 1291.8ms/step | 15.5 samples/s +Step 35700/44000 | Loss: 2.9086 | LR: 4.41e-05 | 1291.6ms/step | 15.5 samples/s +Step 35710/44000 | Loss: 2.9239 | LR: 4.40e-05 | 1289.8ms/step | 15.5 samples/s +Step 35720/44000 | Loss: 2.9058 | LR: 4.39e-05 | 1291.2ms/step | 15.5 samples/s +Step 35730/44000 | Loss: 2.8977 | LR: 4.38e-05 | 1289.5ms/step | 15.5 samples/s +Step 35740/44000 | Loss: 2.9282 | LR: 4.37e-05 | 1289.2ms/step | 15.5 samples/s +Step 35750/44000 | Loss: 2.9093 | LR: 4.36e-05 | 1291.5ms/step | 15.5 samples/s +Validation at step 35750: Loss = 2.9354, Perplexity = 18.83 +Step 35760/44000 | Loss: 2.9388 | LR: 4.35e-05 | 3447.1ms/step | 5.8 samples/s +Step 35770/44000 | Loss: 2.9130 | LR: 4.34e-05 | 1290.9ms/step | 15.5 samples/s +Step 35780/44000 | Loss: 2.9028 | LR: 4.33e-05 | 1290.3ms/step | 15.5 samples/s +Step 35790/44000 | Loss: 2.9300 | LR: 4.32e-05 | 1290.4ms/step | 15.5 samples/s +Step 35800/44000 | Loss: 2.9374 | LR: 4.31e-05 | 1290.5ms/step | 15.5 samples/s +Step 35810/44000 | Loss: 2.9336 | LR: 4.29e-05 | 1290.6ms/step | 15.5 samples/s +Step 35820/44000 | Loss: 2.9367 | LR: 4.28e-05 | 1290.3ms/step | 15.5 samples/s +Step 35830/44000 | Loss: 2.9543 | LR: 4.27e-05 | 1289.4ms/step | 15.5 samples/s +Step 35840/44000 | Loss: 2.9140 | LR: 4.26e-05 | 1293.6ms/step | 15.5 samples/s +Step 35850/44000 | Loss: 2.9230 | LR: 4.25e-05 | 1292.0ms/step | 15.5 samples/s +Step 35860/44000 | Loss: 2.9463 | LR: 4.24e-05 | 1290.6ms/step | 15.5 samples/s +Step 35870/44000 | Loss: 2.9230 | LR: 4.23e-05 | 1289.0ms/step | 15.5 samples/s +Step 35880/44000 | Loss: 2.9397 | LR: 4.22e-05 | 1288.7ms/step | 15.5 samples/s +Step 35890/44000 | Loss: 2.9052 | LR: 4.21e-05 | 1290.9ms/step | 15.5 samples/s +Step 35900/44000 | Loss: 2.9261 | LR: 4.20e-05 | 1289.4ms/step | 15.5 samples/s +Step 35910/44000 | Loss: 2.9096 | LR: 4.19e-05 | 1291.8ms/step | 15.5 samples/s +Step 35920/44000 | Loss: 2.9223 | LR: 4.18e-05 | 1291.4ms/step | 15.5 samples/s +Step 35930/44000 | Loss: 2.9109 | LR: 4.17e-05 | 1291.6ms/step | 15.5 samples/s +Step 35940/44000 | Loss: 2.9120 | LR: 4.16e-05 | 1290.5ms/step | 15.5 samples/s +Step 35950/44000 | Loss: 2.8989 | LR: 4.15e-05 | 1292.4ms/step | 15.5 samples/s +Step 35960/44000 | Loss: 2.9035 | LR: 4.14e-05 | 1289.3ms/step | 15.5 samples/s +Step 35970/44000 | Loss: 2.8960 | LR: 4.13e-05 | 1289.4ms/step | 15.5 samples/s +Step 35980/44000 | Loss: 2.9482 | LR: 4.12e-05 | 1291.2ms/step | 15.5 samples/s +Step 35990/44000 | Loss: 2.9190 | LR: 4.11e-05 | 1289.3ms/step | 15.5 samples/s +Step 36000/44000 | Loss: 2.9182 | LR: 4.10e-05 | 1286.9ms/step | 15.5 samples/s +Validation at step 36000: Loss = 2.9352, Perplexity = 18.83 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-36000 +Step 36010/44000 | Loss: 2.9344 | LR: 4.09e-05 | 3735.0ms/step | 5.4 samples/s +Step 36020/44000 | Loss: 2.9127 | LR: 4.08e-05 | 1290.7ms/step | 15.5 samples/s +Step 36030/44000 | Loss: 2.9024 | LR: 4.07e-05 | 1290.2ms/step | 15.5 samples/s +Step 36040/44000 | Loss: 2.9078 | LR: 4.06e-05 | 1289.8ms/step | 15.5 samples/s +Step 36050/44000 | Loss: 2.9055 | LR: 4.05e-05 | 1290.3ms/step | 15.5 samples/s +Step 36060/44000 | Loss: 2.9332 | LR: 4.04e-05 | 1289.9ms/step | 15.5 samples/s +Step 36070/44000 | Loss: 2.9230 | LR: 4.03e-05 | 1290.7ms/step | 15.5 samples/s +Step 36080/44000 | Loss: 2.9390 | LR: 4.02e-05 | 1291.0ms/step | 15.5 samples/s +Step 36090/44000 | Loss: 2.9459 | LR: 4.01e-05 | 1291.2ms/step | 15.5 samples/s +Step 36100/44000 | Loss: 2.9234 | LR: 4.00e-05 | 1290.1ms/step | 15.5 samples/s +Step 36110/44000 | Loss: 2.9388 | LR: 3.99e-05 | 1290.7ms/step | 15.5 samples/s +Step 36120/44000 | Loss: 2.9255 | LR: 3.98e-05 | 1290.0ms/step | 15.5 samples/s +Step 36130/44000 | Loss: 2.9282 | LR: 3.97e-05 | 1290.0ms/step | 15.5 samples/s +Step 36140/44000 | Loss: 2.9202 | LR: 3.97e-05 | 1287.3ms/step | 15.5 samples/s +Step 36150/44000 | Loss: 2.9314 | LR: 3.96e-05 | 1288.4ms/step | 15.5 samples/s +Step 36160/44000 | Loss: 2.9225 | LR: 3.95e-05 | 1290.5ms/step | 15.5 samples/s +Step 36170/44000 | Loss: 2.8796 | LR: 3.94e-05 | 1291.8ms/step | 15.5 samples/s +Step 36180/44000 | Loss: 2.9216 | LR: 3.93e-05 | 1293.3ms/step | 15.5 samples/s +Step 36190/44000 | Loss: 2.9181 | LR: 3.92e-05 | 1292.4ms/step | 15.5 samples/s +Step 36200/44000 | Loss: 2.9120 | LR: 3.91e-05 | 1290.8ms/step | 15.5 samples/s +Step 36210/44000 | Loss: 2.9211 | LR: 3.90e-05 | 1291.1ms/step | 15.5 samples/s +Step 36220/44000 | Loss: 2.9146 | LR: 3.89e-05 | 1291.2ms/step | 15.5 samples/s +Step 36230/44000 | Loss: 2.9158 | LR: 3.88e-05 | 1294.1ms/step | 15.5 samples/s +Step 36240/44000 | Loss: 2.9260 | LR: 3.87e-05 | 1292.4ms/step | 15.5 samples/s +Step 36250/44000 | Loss: 2.9411 | LR: 3.86e-05 | 1290.2ms/step | 15.5 samples/s +Validation at step 36250: Loss = 2.9350, Perplexity = 18.82 +Step 36260/44000 | Loss: 2.9318 | LR: 3.85e-05 | 3446.1ms/step | 5.8 samples/s +Step 36270/44000 | Loss: 2.9431 | LR: 3.84e-05 | 1289.5ms/step | 15.5 samples/s +Step 36280/44000 | Loss: 2.9156 | LR: 3.83e-05 | 1290.8ms/step | 15.5 samples/s +Step 36290/44000 | Loss: 2.9290 | LR: 3.82e-05 | 1288.8ms/step | 15.5 samples/s +Step 36300/44000 | Loss: 2.9138 | LR: 3.81e-05 | 1290.3ms/step | 15.5 samples/s +Step 36310/44000 | Loss: 2.9151 | LR: 3.80e-05 | 1291.2ms/step | 15.5 samples/s +Step 36320/44000 | Loss: 2.8922 | LR: 3.79e-05 | 1290.9ms/step | 15.5 samples/s +Step 36330/44000 | Loss: 2.9077 | LR: 3.78e-05 | 1290.5ms/step | 15.5 samples/s +Step 36340/44000 | Loss: 2.9269 | LR: 3.77e-05 | 1292.0ms/step | 15.5 samples/s +Step 36350/44000 | Loss: 2.8971 | LR: 3.76e-05 | 1293.5ms/step | 15.5 samples/s +Step 36360/44000 | Loss: 2.9060 | LR: 3.75e-05 | 1290.4ms/step | 15.5 samples/s +Step 36370/44000 | Loss: 2.9163 | LR: 3.74e-05 | 1285.3ms/step | 15.6 samples/s +Step 36380/44000 | Loss: 2.9143 | LR: 3.73e-05 | 1287.8ms/step | 15.5 samples/s +Step 36390/44000 | Loss: 2.9372 | LR: 3.72e-05 | 1288.1ms/step | 15.5 samples/s +Step 36400/44000 | Loss: 2.9140 | LR: 3.71e-05 | 1290.7ms/step | 15.5 samples/s +Step 36410/44000 | Loss: 2.9234 | LR: 3.70e-05 | 1292.4ms/step | 15.5 samples/s +Step 36420/44000 | Loss: 2.8926 | LR: 3.69e-05 | 1291.2ms/step | 15.5 samples/s +Step 36430/44000 | Loss: 2.9002 | LR: 3.69e-05 | 1288.1ms/step | 15.5 samples/s +Step 36440/44000 | Loss: 2.9098 | LR: 3.68e-05 | 1287.9ms/step | 15.5 samples/s +Step 36450/44000 | Loss: 2.9499 | LR: 3.67e-05 | 1289.9ms/step | 15.5 samples/s +Step 36460/44000 | Loss: 2.9256 | LR: 3.66e-05 | 1290.9ms/step | 15.5 samples/s +Step 36470/44000 | Loss: 2.8998 | LR: 3.65e-05 | 1291.5ms/step | 15.5 samples/s +Step 36480/44000 | Loss: 2.9238 | LR: 3.64e-05 | 1290.2ms/step | 15.5 samples/s +Step 36490/44000 | Loss: 2.9448 | LR: 3.63e-05 | 1290.9ms/step | 15.5 samples/s +Step 36500/44000 | Loss: 2.8934 | LR: 3.62e-05 | 1290.8ms/step | 15.5 samples/s +Validation at step 36500: Loss = 2.9349, Perplexity = 18.82 +Step 36510/44000 | Loss: 2.9342 | LR: 3.61e-05 | 3466.9ms/step | 5.8 samples/s +Step 36520/44000 | Loss: 2.9080 | LR: 3.60e-05 | 1291.8ms/step | 15.5 samples/s +Step 36530/44000 | Loss: 2.9155 | LR: 3.59e-05 | 1294.5ms/step | 15.5 samples/s +Step 36540/44000 | Loss: 2.9040 | LR: 3.58e-05 | 1293.0ms/step | 15.5 samples/s +Step 36550/44000 | Loss: 2.9123 | LR: 3.57e-05 | 1290.6ms/step | 15.5 samples/s +Step 36560/44000 | Loss: 2.9322 | LR: 3.56e-05 | 1294.1ms/step | 15.5 samples/s +Step 36570/44000 | Loss: 2.8916 | LR: 3.55e-05 | 1289.8ms/step | 15.5 samples/s +Step 36580/44000 | Loss: 2.9108 | LR: 3.54e-05 | 1298.5ms/step | 15.4 samples/s +Step 36590/44000 | Loss: 2.9205 | LR: 3.53e-05 | 1290.8ms/step | 15.5 samples/s +Step 36600/44000 | Loss: 2.8929 | LR: 3.53e-05 | 1287.8ms/step | 15.5 samples/s +Step 36610/44000 | Loss: 2.9158 | LR: 3.52e-05 | 1286.1ms/step | 15.6 samples/s +Step 36620/44000 | Loss: 2.9062 | LR: 3.51e-05 | 1290.1ms/step | 15.5 samples/s +Step 36630/44000 | Loss: 2.9198 | LR: 3.50e-05 | 1292.0ms/step | 15.5 samples/s +Step 36640/44000 | Loss: 2.9181 | LR: 3.49e-05 | 1290.5ms/step | 15.5 samples/s +Step 36650/44000 | Loss: 2.9152 | LR: 3.48e-05 | 1289.3ms/step | 15.5 samples/s +Step 36660/44000 | Loss: 2.9077 | LR: 3.47e-05 | 1290.9ms/step | 15.5 samples/s +Step 36670/44000 | Loss: 2.9469 | LR: 3.46e-05 | 1289.9ms/step | 15.5 samples/s +Step 36680/44000 | Loss: 2.9344 | LR: 3.45e-05 | 1291.4ms/step | 15.5 samples/s +Step 36690/44000 | Loss: 2.9106 | LR: 3.44e-05 | 1289.3ms/step | 15.5 samples/s +Step 36700/44000 | Loss: 2.9126 | LR: 3.43e-05 | 1289.2ms/step | 15.5 samples/s +Step 36710/44000 | Loss: 2.9048 | LR: 3.42e-05 | 1290.8ms/step | 15.5 samples/s +Step 36720/44000 | Loss: 2.9171 | LR: 3.41e-05 | 1288.2ms/step | 15.5 samples/s +Step 36730/44000 | Loss: 2.9083 | LR: 3.41e-05 | 1291.4ms/step | 15.5 samples/s +Step 36740/44000 | Loss: 2.9318 | LR: 3.40e-05 | 1290.6ms/step | 15.5 samples/s +Step 36750/44000 | Loss: 2.9004 | LR: 3.39e-05 | 1290.1ms/step | 15.5 samples/s +Validation at step 36750: Loss = 2.9348, Perplexity = 18.82 +Step 36760/44000 | Loss: 2.9086 | LR: 3.38e-05 | 3444.4ms/step | 5.8 samples/s +Step 36770/44000 | Loss: 2.9209 | LR: 3.37e-05 | 1288.6ms/step | 15.5 samples/s +Step 36780/44000 | Loss: 2.9303 | LR: 3.36e-05 | 1288.7ms/step | 15.5 samples/s +Step 36790/44000 | Loss: 2.9269 | LR: 3.35e-05 | 1290.0ms/step | 15.5 samples/s +Step 36800/44000 | Loss: 2.9191 | LR: 3.34e-05 | 1289.3ms/step | 15.5 samples/s +Step 36810/44000 | Loss: 2.9143 | LR: 3.33e-05 | 1289.1ms/step | 15.5 samples/s +Step 36820/44000 | Loss: 2.9137 | LR: 3.32e-05 | 1291.0ms/step | 15.5 samples/s +Step 36830/44000 | Loss: 2.9160 | LR: 3.31e-05 | 1291.7ms/step | 15.5 samples/s +Step 36840/44000 | Loss: 2.9199 | LR: 3.31e-05 | 1290.7ms/step | 15.5 samples/s +Step 36850/44000 | Loss: 2.9208 | LR: 3.30e-05 | 1288.8ms/step | 15.5 samples/s +Step 36860/44000 | Loss: 2.9017 | LR: 3.29e-05 | 1289.9ms/step | 15.5 samples/s +Step 36870/44000 | Loss: 2.9220 | LR: 3.28e-05 | 1290.3ms/step | 15.5 samples/s +Step 36880/44000 | Loss: 2.8944 | LR: 3.27e-05 | 1292.6ms/step | 15.5 samples/s +Step 36890/44000 | Loss: 2.8921 | LR: 3.26e-05 | 1289.9ms/step | 15.5 samples/s +Step 36900/44000 | Loss: 2.8966 | LR: 3.25e-05 | 1286.0ms/step | 15.6 samples/s +Step 36910/44000 | Loss: 2.9126 | LR: 3.24e-05 | 1291.5ms/step | 15.5 samples/s +Step 36920/44000 | Loss: 2.9118 | LR: 3.23e-05 | 1290.8ms/step | 15.5 samples/s +Step 36930/44000 | Loss: 2.8903 | LR: 3.22e-05 | 1291.3ms/step | 15.5 samples/s +Step 36940/44000 | Loss: 2.9291 | LR: 3.22e-05 | 1291.5ms/step | 15.5 samples/s +Step 36950/44000 | Loss: 2.9255 | LR: 3.21e-05 | 1291.4ms/step | 15.5 samples/s +Step 36960/44000 | Loss: 2.9080 | LR: 3.20e-05 | 1292.2ms/step | 15.5 samples/s +Step 36970/44000 | Loss: 2.8891 | LR: 3.19e-05 | 1293.5ms/step | 15.5 samples/s +Step 36980/44000 | Loss: 2.9120 | LR: 3.18e-05 | 1292.8ms/step | 15.5 samples/s +Step 36990/44000 | Loss: 2.9226 | LR: 3.17e-05 | 1293.1ms/step | 15.5 samples/s +Step 37000/44000 | Loss: 2.9332 | LR: 3.16e-05 | 1297.5ms/step | 15.4 samples/s +Validation at step 37000: Loss = 2.9347, Perplexity = 18.82 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-37000 +Step 37010/44000 | Loss: 2.9302 | LR: 3.15e-05 | 3739.6ms/step | 5.3 samples/s +Step 37020/44000 | Loss: 2.9693 | LR: 3.15e-05 | 1288.7ms/step | 15.5 samples/s +Step 37030/44000 | Loss: 2.9351 | LR: 3.14e-05 | 1287.9ms/step | 15.5 samples/s +Step 37040/44000 | Loss: 2.9314 | LR: 3.13e-05 | 1290.2ms/step | 15.5 samples/s +Step 37050/44000 | Loss: 2.9231 | LR: 3.12e-05 | 1293.5ms/step | 15.5 samples/s +Step 37060/44000 | Loss: 2.8915 | LR: 3.11e-05 | 1289.4ms/step | 15.5 samples/s +Step 37070/44000 | Loss: 2.9224 | LR: 3.10e-05 | 1293.1ms/step | 15.5 samples/s +Step 37080/44000 | Loss: 2.9526 | LR: 3.09e-05 | 1290.5ms/step | 15.5 samples/s +Step 37090/44000 | Loss: 2.9312 | LR: 3.08e-05 | 1290.5ms/step | 15.5 samples/s +Step 37100/44000 | Loss: 2.9141 | LR: 3.07e-05 | 1288.9ms/step | 15.5 samples/s +Step 37110/44000 | Loss: 2.9084 | LR: 3.07e-05 | 1287.6ms/step | 15.5 samples/s +Step 37120/44000 | Loss: 2.9322 | LR: 3.06e-05 | 1287.9ms/step | 15.5 samples/s +Step 37130/44000 | Loss: 2.9224 | LR: 3.05e-05 | 1288.6ms/step | 15.5 samples/s +Step 37140/44000 | Loss: 2.9159 | LR: 3.04e-05 | 1287.9ms/step | 15.5 samples/s +Step 37150/44000 | Loss: 2.8779 | LR: 3.03e-05 | 1288.5ms/step | 15.5 samples/s +Step 37160/44000 | Loss: 2.9279 | LR: 3.02e-05 | 1288.2ms/step | 15.5 samples/s +Step 37170/44000 | Loss: 2.9595 | LR: 3.01e-05 | 1289.0ms/step | 15.5 samples/s +Step 37180/44000 | Loss: 2.9123 | LR: 3.01e-05 | 1289.2ms/step | 15.5 samples/s +Step 37190/44000 | Loss: 2.9166 | LR: 3.00e-05 | 1291.0ms/step | 15.5 samples/s +Step 37200/44000 | Loss: 2.9214 | LR: 2.99e-05 | 1290.1ms/step | 15.5 samples/s +Step 37210/44000 | Loss: 2.9355 | LR: 2.98e-05 | 1291.7ms/step | 15.5 samples/s +Step 37220/44000 | Loss: 2.9152 | LR: 2.97e-05 | 1290.4ms/step | 15.5 samples/s +Step 37230/44000 | Loss: 2.9443 | LR: 2.96e-05 | 1290.4ms/step | 15.5 samples/s +Step 37240/44000 | Loss: 2.9214 | LR: 2.95e-05 | 1290.8ms/step | 15.5 samples/s +Step 37250/44000 | Loss: 2.9132 | LR: 2.95e-05 | 1290.9ms/step | 15.5 samples/s +Validation at step 37250: Loss = 2.9346, Perplexity = 18.81 +Step 37260/44000 | Loss: 2.9260 | LR: 2.94e-05 | 3446.8ms/step | 5.8 samples/s +Step 37270/44000 | Loss: 2.9378 | LR: 2.93e-05 | 1288.8ms/step | 15.5 samples/s +Step 37280/44000 | Loss: 2.9179 | LR: 2.92e-05 | 1289.9ms/step | 15.5 samples/s +Step 37290/44000 | Loss: 2.9271 | LR: 2.91e-05 | 1290.6ms/step | 15.5 samples/s +Step 37300/44000 | Loss: 2.9131 | LR: 2.90e-05 | 1290.7ms/step | 15.5 samples/s +Step 37310/44000 | Loss: 2.9161 | LR: 2.89e-05 | 1291.4ms/step | 15.5 samples/s +Step 37320/44000 | Loss: 2.9205 | LR: 2.89e-05 | 1291.7ms/step | 15.5 samples/s +Step 37330/44000 | Loss: 2.9447 | LR: 2.88e-05 | 1288.0ms/step | 15.5 samples/s +Step 37340/44000 | Loss: 2.9164 | LR: 2.87e-05 | 1288.1ms/step | 15.5 samples/s +Step 37350/44000 | Loss: 2.9362 | LR: 2.86e-05 | 1287.3ms/step | 15.5 samples/s +Step 37360/44000 | Loss: 2.9217 | LR: 2.85e-05 | 1288.1ms/step | 15.5 samples/s +Step 37370/44000 | Loss: 2.9237 | LR: 2.84e-05 | 1290.5ms/step | 15.5 samples/s +Step 37380/44000 | Loss: 2.9059 | LR: 2.84e-05 | 1291.8ms/step | 15.5 samples/s +Step 37390/44000 | Loss: 2.9040 | LR: 2.83e-05 | 1289.9ms/step | 15.5 samples/s +Step 37400/44000 | Loss: 2.9088 | LR: 2.82e-05 | 1289.6ms/step | 15.5 samples/s +Step 37410/44000 | Loss: 2.9025 | LR: 2.81e-05 | 1287.6ms/step | 15.5 samples/s +Step 37420/44000 | Loss: 2.9327 | LR: 2.80e-05 | 1291.3ms/step | 15.5 samples/s +Step 37430/44000 | Loss: 2.8937 | LR: 2.79e-05 | 1292.9ms/step | 15.5 samples/s +Step 37440/44000 | Loss: 2.9055 | LR: 2.78e-05 | 1290.8ms/step | 15.5 samples/s +Step 37450/44000 | Loss: 2.9205 | LR: 2.78e-05 | 1290.4ms/step | 15.5 samples/s +Step 37460/44000 | Loss: 2.9353 | LR: 2.77e-05 | 1290.0ms/step | 15.5 samples/s +Step 37470/44000 | Loss: 2.9190 | LR: 2.76e-05 | 1291.8ms/step | 15.5 samples/s +Step 37480/44000 | Loss: 2.9288 | LR: 2.75e-05 | 1290.8ms/step | 15.5 samples/s +Step 37490/44000 | Loss: 2.9144 | LR: 2.74e-05 | 1290.5ms/step | 15.5 samples/s +Step 37500/44000 | Loss: 2.9188 | LR: 2.74e-05 | 1290.4ms/step | 15.5 samples/s +Validation at step 37500: Loss = 2.9345, Perplexity = 18.81 +Step 37510/44000 | Loss: 2.9390 | LR: 2.73e-05 | 3440.3ms/step | 5.8 samples/s +Step 37520/44000 | Loss: 2.8936 | LR: 2.72e-05 | 1287.5ms/step | 15.5 samples/s +Step 37530/44000 | Loss: 2.9580 | LR: 2.71e-05 | 1289.5ms/step | 15.5 samples/s +Step 37540/44000 | Loss: 2.9269 | LR: 2.70e-05 | 1288.6ms/step | 15.5 samples/s +Step 37550/44000 | Loss: 2.9202 | LR: 2.69e-05 | 1289.7ms/step | 15.5 samples/s +Step 37560/44000 | Loss: 2.9381 | LR: 2.69e-05 | 1286.2ms/step | 15.5 samples/s +Step 37570/44000 | Loss: 2.9172 | LR: 2.68e-05 | 1289.4ms/step | 15.5 samples/s +Step 37580/44000 | Loss: 2.9101 | LR: 2.67e-05 | 1289.0ms/step | 15.5 samples/s +Step 37590/44000 | Loss: 2.9116 | LR: 2.66e-05 | 1289.7ms/step | 15.5 samples/s +Step 37600/44000 | Loss: 2.9165 | LR: 2.65e-05 | 1292.1ms/step | 15.5 samples/s +Step 37610/44000 | Loss: 2.9077 | LR: 2.65e-05 | 1290.1ms/step | 15.5 samples/s +Step 37620/44000 | Loss: 2.9310 | LR: 2.64e-05 | 1291.2ms/step | 15.5 samples/s +Step 37630/44000 | Loss: 2.8849 | LR: 2.63e-05 | 1291.1ms/step | 15.5 samples/s +Step 37640/44000 | Loss: 2.9340 | LR: 2.62e-05 | 1289.6ms/step | 15.5 samples/s +Step 37650/44000 | Loss: 2.9061 | LR: 2.61e-05 | 1289.6ms/step | 15.5 samples/s +Step 37660/44000 | Loss: 2.9437 | LR: 2.60e-05 | 1291.5ms/step | 15.5 samples/s +Step 37670/44000 | Loss: 2.9248 | LR: 2.60e-05 | 1290.9ms/step | 15.5 samples/s +Step 37680/44000 | Loss: 2.9360 | LR: 2.59e-05 | 1292.9ms/step | 15.5 samples/s +Step 37690/44000 | Loss: 2.9113 | LR: 2.58e-05 | 1291.3ms/step | 15.5 samples/s +Step 37700/44000 | Loss: 2.9100 | LR: 2.57e-05 | 1289.0ms/step | 15.5 samples/s +Step 37710/44000 | Loss: 2.9001 | LR: 2.56e-05 | 1287.3ms/step | 15.5 samples/s +Step 37720/44000 | Loss: 2.9366 | LR: 2.56e-05 | 1290.4ms/step | 15.5 samples/s +Step 37730/44000 | Loss: 2.9076 | LR: 2.55e-05 | 1291.9ms/step | 15.5 samples/s +Step 37740/44000 | Loss: 2.9187 | LR: 2.54e-05 | 1290.2ms/step | 15.5 samples/s +Step 37750/44000 | Loss: 2.9036 | LR: 2.53e-05 | 1289.8ms/step | 15.5 samples/s +Validation at step 37750: Loss = 2.9344, Perplexity = 18.81 +Step 37760/44000 | Loss: 2.9247 | LR: 2.52e-05 | 3440.2ms/step | 5.8 samples/s +Step 37770/44000 | Loss: 2.8991 | LR: 2.52e-05 | 1288.0ms/step | 15.5 samples/s +Step 37780/44000 | Loss: 2.9051 | LR: 2.51e-05 | 1288.9ms/step | 15.5 samples/s +Step 37790/44000 | Loss: 2.9394 | LR: 2.50e-05 | 1289.0ms/step | 15.5 samples/s +Step 37800/44000 | Loss: 2.9105 | LR: 2.49e-05 | 1288.1ms/step | 15.5 samples/s +Step 37810/44000 | Loss: 2.8835 | LR: 2.48e-05 | 1290.0ms/step | 15.5 samples/s +Step 37820/44000 | Loss: 2.9420 | LR: 2.48e-05 | 1290.4ms/step | 15.5 samples/s +Step 37830/44000 | Loss: 2.9422 | LR: 2.47e-05 | 1289.9ms/step | 15.5 samples/s +Step 37840/44000 | Loss: 2.9270 | LR: 2.46e-05 | 1292.2ms/step | 15.5 samples/s +Step 37850/44000 | Loss: 2.9064 | LR: 2.45e-05 | 1293.8ms/step | 15.5 samples/s +Step 37860/44000 | Loss: 2.8863 | LR: 2.45e-05 | 1292.1ms/step | 15.5 samples/s +Step 37870/44000 | Loss: 2.9108 | LR: 2.44e-05 | 1292.7ms/step | 15.5 samples/s +Step 37880/44000 | Loss: 2.9078 | LR: 2.43e-05 | 1293.5ms/step | 15.5 samples/s +Step 37890/44000 | Loss: 2.9318 | LR: 2.42e-05 | 1293.3ms/step | 15.5 samples/s +Step 37900/44000 | Loss: 2.9346 | LR: 2.41e-05 | 1290.7ms/step | 15.5 samples/s +Step 37910/44000 | Loss: 2.9179 | LR: 2.41e-05 | 1287.2ms/step | 15.5 samples/s +Step 37920/44000 | Loss: 2.9378 | LR: 2.40e-05 | 1292.3ms/step | 15.5 samples/s +Step 37930/44000 | Loss: 2.9144 | LR: 2.39e-05 | 1289.6ms/step | 15.5 samples/s +Step 37940/44000 | Loss: 2.9276 | LR: 2.38e-05 | 1292.3ms/step | 15.5 samples/s +Step 37950/44000 | Loss: 2.9410 | LR: 2.38e-05 | 1293.0ms/step | 15.5 samples/s +Step 37960/44000 | Loss: 2.9583 | LR: 2.37e-05 | 1293.6ms/step | 15.5 samples/s +Step 37970/44000 | Loss: 2.9157 | LR: 2.36e-05 | 1292.2ms/step | 15.5 samples/s +Step 37980/44000 | Loss: 2.9474 | LR: 2.35e-05 | 1291.4ms/step | 15.5 samples/s +Step 37990/44000 | Loss: 2.9156 | LR: 2.34e-05 | 1291.7ms/step | 15.5 samples/s +Step 38000/44000 | Loss: 2.9199 | LR: 2.34e-05 | 1288.7ms/step | 15.5 samples/s +Validation at step 38000: Loss = 2.9344, Perplexity = 18.81 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-38000 +Step 38010/44000 | Loss: 2.8707 | LR: 2.33e-05 | 3735.6ms/step | 5.4 samples/s +Step 38020/44000 | Loss: 2.9059 | LR: 2.32e-05 | 1289.6ms/step | 15.5 samples/s +Step 38030/44000 | Loss: 2.8730 | LR: 2.31e-05 | 1290.1ms/step | 15.5 samples/s +Step 38040/44000 | Loss: 2.9429 | LR: 2.31e-05 | 1293.0ms/step | 15.5 samples/s +Step 38050/44000 | Loss: 2.9266 | LR: 2.30e-05 | 1291.8ms/step | 15.5 samples/s +Step 38060/44000 | Loss: 2.9320 | LR: 2.29e-05 | 1292.2ms/step | 15.5 samples/s +Step 38070/44000 | Loss: 2.9045 | LR: 2.28e-05 | 1292.2ms/step | 15.5 samples/s +Step 38080/44000 | Loss: 2.9180 | LR: 2.28e-05 | 1291.2ms/step | 15.5 samples/s +Step 38090/44000 | Loss: 2.9312 | LR: 2.27e-05 | 1291.3ms/step | 15.5 samples/s +Step 38100/44000 | Loss: 2.9128 | LR: 2.26e-05 | 1291.8ms/step | 15.5 samples/s +Step 38110/44000 | Loss: 2.9243 | LR: 2.25e-05 | 1289.5ms/step | 15.5 samples/s +Step 38120/44000 | Loss: 2.9363 | LR: 2.25e-05 | 1290.8ms/step | 15.5 samples/s +Step 38130/44000 | Loss: 2.9117 | LR: 2.24e-05 | 1290.7ms/step | 15.5 samples/s +Step 38140/44000 | Loss: 2.9374 | LR: 2.23e-05 | 1291.8ms/step | 15.5 samples/s +Step 38150/44000 | Loss: 2.9560 | LR: 2.22e-05 | 1290.2ms/step | 15.5 samples/s +Step 38160/44000 | Loss: 2.9601 | LR: 2.22e-05 | 1290.3ms/step | 15.5 samples/s +Step 38170/44000 | Loss: 2.9239 | LR: 2.21e-05 | 1288.6ms/step | 15.5 samples/s +Step 38180/44000 | Loss: 2.9521 | LR: 2.20e-05 | 1289.2ms/step | 15.5 samples/s +Step 38190/44000 | Loss: 2.8945 | LR: 2.19e-05 | 1288.6ms/step | 15.5 samples/s +Step 38200/44000 | Loss: 2.9248 | LR: 2.19e-05 | 1288.5ms/step | 15.5 samples/s +Step 38210/44000 | Loss: 2.9233 | LR: 2.18e-05 | 1287.8ms/step | 15.5 samples/s +Step 38220/44000 | Loss: 2.9420 | LR: 2.17e-05 | 1292.3ms/step | 15.5 samples/s +Step 38230/44000 | Loss: 2.9268 | LR: 2.16e-05 | 1289.2ms/step | 15.5 samples/s +Step 38240/44000 | Loss: 2.9280 | LR: 2.16e-05 | 1290.4ms/step | 15.5 samples/s +Step 38250/44000 | Loss: 2.9276 | LR: 2.15e-05 | 1289.3ms/step | 15.5 samples/s +Validation at step 38250: Loss = 2.9343, Perplexity = 18.81 +Step 38260/44000 | Loss: 2.9023 | LR: 2.14e-05 | 3444.5ms/step | 5.8 samples/s +Step 38270/44000 | Loss: 2.9322 | LR: 2.13e-05 | 1290.7ms/step | 15.5 samples/s +Step 38280/44000 | Loss: 2.8908 | LR: 2.13e-05 | 1291.9ms/step | 15.5 samples/s +Step 38290/44000 | Loss: 2.8990 | LR: 2.12e-05 | 1292.0ms/step | 15.5 samples/s +Step 38300/44000 | Loss: 2.9327 | LR: 2.11e-05 | 1291.6ms/step | 15.5 samples/s +Step 38310/44000 | Loss: 2.9037 | LR: 2.11e-05 | 1296.9ms/step | 15.4 samples/s +Step 38320/44000 | Loss: 2.9196 | LR: 2.10e-05 | 1290.2ms/step | 15.5 samples/s +Step 38330/44000 | Loss: 2.9386 | LR: 2.09e-05 | 1292.9ms/step | 15.5 samples/s +Step 38340/44000 | Loss: 2.8879 | LR: 2.08e-05 | 1293.4ms/step | 15.5 samples/s +Step 38350/44000 | Loss: 2.9168 | LR: 2.08e-05 | 1291.8ms/step | 15.5 samples/s +Step 38360/44000 | Loss: 2.9243 | LR: 2.07e-05 | 1289.5ms/step | 15.5 samples/s +Step 38370/44000 | Loss: 2.9320 | LR: 2.06e-05 | 1290.4ms/step | 15.5 samples/s +Step 38380/44000 | Loss: 2.9355 | LR: 2.05e-05 | 1291.9ms/step | 15.5 samples/s +Step 38390/44000 | Loss: 2.9151 | LR: 2.05e-05 | 1291.5ms/step | 15.5 samples/s +Step 38400/44000 | Loss: 2.9352 | LR: 2.04e-05 | 1291.5ms/step | 15.5 samples/s +Step 38410/44000 | Loss: 2.9179 | LR: 2.03e-05 | 1290.9ms/step | 15.5 samples/s +Step 38420/44000 | Loss: 2.9276 | LR: 2.03e-05 | 1291.1ms/step | 15.5 samples/s +Step 38430/44000 | Loss: 2.9326 | LR: 2.02e-05 | 1289.0ms/step | 15.5 samples/s +Step 38440/44000 | Loss: 2.8855 | LR: 2.01e-05 | 1291.0ms/step | 15.5 samples/s +Step 38450/44000 | Loss: 2.9220 | LR: 2.00e-05 | 1289.5ms/step | 15.5 samples/s +Step 38460/44000 | Loss: 2.9213 | LR: 2.00e-05 | 1289.4ms/step | 15.5 samples/s +Step 38470/44000 | Loss: 2.9166 | LR: 1.99e-05 | 1289.9ms/step | 15.5 samples/s +Step 38480/44000 | Loss: 2.9400 | LR: 1.98e-05 | 1289.4ms/step | 15.5 samples/s +Step 38490/44000 | Loss: 2.9275 | LR: 1.98e-05 | 1287.2ms/step | 15.5 samples/s +Step 38500/44000 | Loss: 2.9291 | LR: 1.97e-05 | 1286.1ms/step | 15.6 samples/s +Validation at step 38500: Loss = 2.9342, Perplexity = 18.81 +Step 38510/44000 | Loss: 2.9201 | LR: 1.96e-05 | 3445.4ms/step | 5.8 samples/s +Step 38520/44000 | Loss: 2.8978 | LR: 1.95e-05 | 1289.7ms/step | 15.5 samples/s +Step 38530/44000 | Loss: 2.9190 | LR: 1.95e-05 | 1293.8ms/step | 15.5 samples/s +Step 38540/44000 | Loss: 2.9312 | LR: 1.94e-05 | 1289.7ms/step | 15.5 samples/s +Step 38550/44000 | Loss: 2.9404 | LR: 1.93e-05 | 1290.3ms/step | 15.5 samples/s +Step 38560/44000 | Loss: 2.9237 | LR: 1.93e-05 | 1291.6ms/step | 15.5 samples/s +Step 38570/44000 | Loss: 2.9159 | LR: 1.92e-05 | 1293.6ms/step | 15.5 samples/s +Step 38580/44000 | Loss: 2.8977 | LR: 1.91e-05 | 1291.6ms/step | 15.5 samples/s +Step 38590/44000 | Loss: 2.9263 | LR: 1.91e-05 | 1291.9ms/step | 15.5 samples/s +Step 38600/44000 | Loss: 2.9034 | LR: 1.90e-05 | 1291.8ms/step | 15.5 samples/s +Step 38610/44000 | Loss: 2.9088 | LR: 1.89e-05 | 1291.1ms/step | 15.5 samples/s +Step 38620/44000 | Loss: 2.9290 | LR: 1.88e-05 | 1291.7ms/step | 15.5 samples/s +Step 38630/44000 | Loss: 2.9038 | LR: 1.88e-05 | 1291.2ms/step | 15.5 samples/s +Step 38640/44000 | Loss: 2.9434 | LR: 1.87e-05 | 1289.8ms/step | 15.5 samples/s +Step 38650/44000 | Loss: 2.8990 | LR: 1.86e-05 | 1290.2ms/step | 15.5 samples/s +Step 38660/44000 | Loss: 2.9093 | LR: 1.86e-05 | 1288.5ms/step | 15.5 samples/s +Step 38670/44000 | Loss: 2.9232 | LR: 1.85e-05 | 1289.9ms/step | 15.5 samples/s +Step 38680/44000 | Loss: 2.9466 | LR: 1.84e-05 | 1290.6ms/step | 15.5 samples/s +Step 38690/44000 | Loss: 2.9217 | LR: 1.84e-05 | 1291.2ms/step | 15.5 samples/s +Step 38700/44000 | Loss: 2.9399 | LR: 1.83e-05 | 1292.2ms/step | 15.5 samples/s +Step 38710/44000 | Loss: 2.9250 | LR: 1.82e-05 | 1289.0ms/step | 15.5 samples/s +Step 38720/44000 | Loss: 2.8979 | LR: 1.82e-05 | 1287.6ms/step | 15.5 samples/s +Step 38730/44000 | Loss: 2.9142 | LR: 1.81e-05 | 1292.0ms/step | 15.5 samples/s +Step 38740/44000 | Loss: 2.9343 | LR: 1.80e-05 | 1291.9ms/step | 15.5 samples/s +Step 38750/44000 | Loss: 2.9165 | LR: 1.80e-05 | 1289.4ms/step | 15.5 samples/s +Validation at step 38750: Loss = 2.9342, Perplexity = 18.81 +Step 38760/44000 | Loss: 2.9270 | LR: 1.79e-05 | 3443.4ms/step | 5.8 samples/s +Step 38770/44000 | Loss: 2.9160 | LR: 1.78e-05 | 1287.5ms/step | 15.5 samples/s +Step 38780/44000 | Loss: 2.9072 | LR: 1.78e-05 | 1291.6ms/step | 15.5 samples/s +Step 38790/44000 | Loss: 2.9395 | LR: 1.77e-05 | 1293.1ms/step | 15.5 samples/s +Step 38800/44000 | Loss: 2.9059 | LR: 1.76e-05 | 1292.1ms/step | 15.5 samples/s +Step 38810/44000 | Loss: 2.8891 | LR: 1.76e-05 | 1290.6ms/step | 15.5 samples/s +Step 38820/44000 | Loss: 2.9259 | LR: 1.75e-05 | 1291.4ms/step | 15.5 samples/s +Step 38830/44000 | Loss: 2.9261 | LR: 1.74e-05 | 1289.5ms/step | 15.5 samples/s +Step 38840/44000 | Loss: 2.8900 | LR: 1.74e-05 | 1288.5ms/step | 15.5 samples/s +Step 38850/44000 | Loss: 2.9275 | LR: 1.73e-05 | 1291.9ms/step | 15.5 samples/s +Step 38860/44000 | Loss: 2.9160 | LR: 1.72e-05 | 1291.8ms/step | 15.5 samples/s +Step 38870/44000 | Loss: 2.9334 | LR: 1.72e-05 | 1293.0ms/step | 15.5 samples/s +Step 38880/44000 | Loss: 2.9319 | LR: 1.71e-05 | 1290.8ms/step | 15.5 samples/s +Step 38890/44000 | Loss: 2.9204 | LR: 1.70e-05 | 1293.2ms/step | 15.5 samples/s +Step 38900/44000 | Loss: 2.9168 | LR: 1.70e-05 | 1291.5ms/step | 15.5 samples/s +Step 38910/44000 | Loss: 2.9393 | LR: 1.69e-05 | 1292.6ms/step | 15.5 samples/s +Step 38920/44000 | Loss: 2.9213 | LR: 1.68e-05 | 1290.0ms/step | 15.5 samples/s +Step 38930/44000 | Loss: 2.8993 | LR: 1.68e-05 | 1289.0ms/step | 15.5 samples/s +Step 38940/44000 | Loss: 2.9063 | LR: 1.67e-05 | 1289.7ms/step | 15.5 samples/s +Step 38950/44000 | Loss: 2.8932 | LR: 1.66e-05 | 1287.8ms/step | 15.5 samples/s +Step 38960/44000 | Loss: 2.9114 | LR: 1.66e-05 | 1290.7ms/step | 15.5 samples/s +Step 38970/44000 | Loss: 2.9266 | LR: 1.65e-05 | 1290.9ms/step | 15.5 samples/s +Step 38980/44000 | Loss: 2.8999 | LR: 1.64e-05 | 1288.5ms/step | 15.5 samples/s +Step 38990/44000 | Loss: 2.9312 | LR: 1.64e-05 | 1288.3ms/step | 15.5 samples/s +Step 39000/44000 | Loss: 2.9193 | LR: 1.63e-05 | 1291.2ms/step | 15.5 samples/s +Validation at step 39000: Loss = 2.9342, Perplexity = 18.81 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-39000 +Step 39010/44000 | Loss: 2.9553 | LR: 1.62e-05 | 3752.7ms/step | 5.3 samples/s +Step 39020/44000 | Loss: 2.9086 | LR: 1.62e-05 | 1285.4ms/step | 15.6 samples/s +Step 39030/44000 | Loss: 2.9467 | LR: 1.61e-05 | 1284.2ms/step | 15.6 samples/s +Step 39040/44000 | Loss: 2.9006 | LR: 1.61e-05 | 1289.3ms/step | 15.5 samples/s +Step 39050/44000 | Loss: 2.9076 | LR: 1.60e-05 | 1289.3ms/step | 15.5 samples/s +Step 39060/44000 | Loss: 2.9199 | LR: 1.59e-05 | 1288.8ms/step | 15.5 samples/s +Step 39070/44000 | Loss: 2.8978 | LR: 1.59e-05 | 1289.1ms/step | 15.5 samples/s +Step 39080/44000 | Loss: 2.9282 | LR: 1.58e-05 | 1289.6ms/step | 15.5 samples/s +Step 39090/44000 | Loss: 2.8888 | LR: 1.57e-05 | 1291.5ms/step | 15.5 samples/s +Step 39100/44000 | Loss: 2.8956 | LR: 1.57e-05 | 1291.1ms/step | 15.5 samples/s +Step 39110/44000 | Loss: 2.9318 | LR: 1.56e-05 | 1290.4ms/step | 15.5 samples/s +Step 39120/44000 | Loss: 2.9230 | LR: 1.55e-05 | 1292.0ms/step | 15.5 samples/s +Step 39130/44000 | Loss: 2.8934 | LR: 1.55e-05 | 1289.8ms/step | 15.5 samples/s +Step 39140/44000 | Loss: 2.9125 | LR: 1.54e-05 | 1288.7ms/step | 15.5 samples/s +Step 39150/44000 | Loss: 2.9255 | LR: 1.54e-05 | 1291.8ms/step | 15.5 samples/s +Step 39160/44000 | Loss: 2.9528 | LR: 1.53e-05 | 1291.5ms/step | 15.5 samples/s +Step 39170/44000 | Loss: 2.9289 | LR: 1.52e-05 | 1291.0ms/step | 15.5 samples/s +Step 39180/44000 | Loss: 2.9325 | LR: 1.52e-05 | 1291.1ms/step | 15.5 samples/s +Step 39190/44000 | Loss: 2.8748 | LR: 1.51e-05 | 1291.1ms/step | 15.5 samples/s +Step 39200/44000 | Loss: 2.8959 | LR: 1.50e-05 | 1295.1ms/step | 15.4 samples/s +Step 39210/44000 | Loss: 2.8858 | LR: 1.50e-05 | 1295.4ms/step | 15.4 samples/s +Step 39220/44000 | Loss: 2.9242 | LR: 1.49e-05 | 1295.4ms/step | 15.4 samples/s +Step 39230/44000 | Loss: 2.9103 | LR: 1.49e-05 | 1289.9ms/step | 15.5 samples/s +Step 39240/44000 | Loss: 2.9125 | LR: 1.48e-05 | 1292.3ms/step | 15.5 samples/s +Step 39250/44000 | Loss: 2.9114 | LR: 1.47e-05 | 1292.4ms/step | 15.5 samples/s +Validation at step 39250: Loss = 2.9341, Perplexity = 18.81 +Step 39260/44000 | Loss: 2.9096 | LR: 1.47e-05 | 3465.1ms/step | 5.8 samples/s +Step 39270/44000 | Loss: 2.9019 | LR: 1.46e-05 | 1294.3ms/step | 15.5 samples/s +Step 39280/44000 | Loss: 2.9154 | LR: 1.46e-05 | 1301.3ms/step | 15.4 samples/s +Step 39290/44000 | Loss: 2.9132 | LR: 1.45e-05 | 1293.8ms/step | 15.5 samples/s +Step 39300/44000 | Loss: 2.9122 | LR: 1.44e-05 | 1289.2ms/step | 15.5 samples/s +Step 39310/44000 | Loss: 2.9035 | LR: 1.44e-05 | 1288.4ms/step | 15.5 samples/s +Step 39320/44000 | Loss: 2.8818 | LR: 1.43e-05 | 1291.6ms/step | 15.5 samples/s +Step 39330/44000 | Loss: 2.9252 | LR: 1.42e-05 | 1290.9ms/step | 15.5 samples/s +Step 39340/44000 | Loss: 2.9218 | LR: 1.42e-05 | 1290.7ms/step | 15.5 samples/s +Step 39350/44000 | Loss: 2.9140 | LR: 1.41e-05 | 1295.0ms/step | 15.4 samples/s +Step 39360/44000 | Loss: 2.9540 | LR: 1.41e-05 | 1290.2ms/step | 15.5 samples/s +Step 39370/44000 | Loss: 2.8983 | LR: 1.40e-05 | 1289.9ms/step | 15.5 samples/s +Step 39380/44000 | Loss: 2.9364 | LR: 1.39e-05 | 1289.3ms/step | 15.5 samples/s +Step 39390/44000 | Loss: 2.9206 | LR: 1.39e-05 | 1286.5ms/step | 15.5 samples/s +Step 39400/44000 | Loss: 2.9094 | LR: 1.38e-05 | 1290.0ms/step | 15.5 samples/s +Step 39410/44000 | Loss: 2.9187 | LR: 1.38e-05 | 1290.9ms/step | 15.5 samples/s +Step 39420/44000 | Loss: 2.9424 | LR: 1.37e-05 | 1288.1ms/step | 15.5 samples/s +Step 39430/44000 | Loss: 2.9390 | LR: 1.36e-05 | 1288.1ms/step | 15.5 samples/s +Step 39440/44000 | Loss: 2.9048 | LR: 1.36e-05 | 1288.1ms/step | 15.5 samples/s +Step 39450/44000 | Loss: 2.9386 | LR: 1.35e-05 | 1288.9ms/step | 15.5 samples/s +Step 39460/44000 | Loss: 2.9014 | LR: 1.35e-05 | 1290.3ms/step | 15.5 samples/s +Step 39470/44000 | Loss: 2.9063 | LR: 1.34e-05 | 1289.7ms/step | 15.5 samples/s +Step 39480/44000 | Loss: 2.9292 | LR: 1.34e-05 | 1289.9ms/step | 15.5 samples/s +Step 39490/44000 | Loss: 2.9310 | LR: 1.33e-05 | 1291.3ms/step | 15.5 samples/s +Step 39500/44000 | Loss: 2.9127 | LR: 1.32e-05 | 1287.1ms/step | 15.5 samples/s +Validation at step 39500: Loss = 2.9341, Perplexity = 18.80 +Step 39510/44000 | Loss: 2.8968 | LR: 1.32e-05 | 3451.1ms/step | 5.8 samples/s +Step 39520/44000 | Loss: 2.8976 | LR: 1.31e-05 | 1293.6ms/step | 15.5 samples/s +Step 39530/44000 | Loss: 2.9157 | LR: 1.31e-05 | 1290.8ms/step | 15.5 samples/s +Step 39540/44000 | Loss: 2.9207 | LR: 1.30e-05 | 1289.0ms/step | 15.5 samples/s +Step 39550/44000 | Loss: 2.9136 | LR: 1.29e-05 | 1289.0ms/step | 15.5 samples/s +Step 39560/44000 | Loss: 2.9272 | LR: 1.29e-05 | 1289.8ms/step | 15.5 samples/s +Step 39570/44000 | Loss: 2.8726 | LR: 1.28e-05 | 1289.6ms/step | 15.5 samples/s +Step 39580/44000 | Loss: 2.9144 | LR: 1.28e-05 | 1289.4ms/step | 15.5 samples/s +Step 39590/44000 | Loss: 2.9023 | LR: 1.27e-05 | 1289.7ms/step | 15.5 samples/s +Step 39600/44000 | Loss: 2.9106 | LR: 1.27e-05 | 1289.3ms/step | 15.5 samples/s +Step 39610/44000 | Loss: 2.9141 | LR: 1.26e-05 | 1289.6ms/step | 15.5 samples/s +Step 39620/44000 | Loss: 2.9210 | LR: 1.25e-05 | 1289.7ms/step | 15.5 samples/s +Step 39630/44000 | Loss: 2.9213 | LR: 1.25e-05 | 1292.0ms/step | 15.5 samples/s +Step 39640/44000 | Loss: 2.9233 | LR: 1.24e-05 | 1295.0ms/step | 15.4 samples/s +Step 39650/44000 | Loss: 2.9226 | LR: 1.24e-05 | 1291.7ms/step | 15.5 samples/s +Step 39660/44000 | Loss: 2.9093 | LR: 1.23e-05 | 1292.0ms/step | 15.5 samples/s +Step 39670/44000 | Loss: 2.9008 | LR: 1.23e-05 | 1291.6ms/step | 15.5 samples/s +Step 39680/44000 | Loss: 2.9330 | LR: 1.22e-05 | 1294.3ms/step | 15.5 samples/s +Step 39690/44000 | Loss: 2.9316 | LR: 1.22e-05 | 1289.9ms/step | 15.5 samples/s +Step 39700/44000 | Loss: 2.9226 | LR: 1.21e-05 | 1288.5ms/step | 15.5 samples/s +Step 39710/44000 | Loss: 2.9604 | LR: 1.20e-05 | 1290.6ms/step | 15.5 samples/s +Step 39720/44000 | Loss: 2.9294 | LR: 1.20e-05 | 1289.1ms/step | 15.5 samples/s +Step 39730/44000 | Loss: 2.9265 | LR: 1.19e-05 | 1289.5ms/step | 15.5 samples/s +Step 39740/44000 | Loss: 2.9301 | LR: 1.19e-05 | 1292.9ms/step | 15.5 samples/s +Step 39750/44000 | Loss: 2.9449 | LR: 1.18e-05 | 1292.7ms/step | 15.5 samples/s +Validation at step 39750: Loss = 2.9341, Perplexity = 18.80 +Step 39760/44000 | Loss: 2.9496 | LR: 1.18e-05 | 3446.2ms/step | 5.8 samples/s +Step 39770/44000 | Loss: 2.9134 | LR: 1.17e-05 | 1291.0ms/step | 15.5 samples/s +Step 39780/44000 | Loss: 2.9163 | LR: 1.17e-05 | 1289.5ms/step | 15.5 samples/s +Step 39790/44000 | Loss: 2.9019 | LR: 1.16e-05 | 1291.4ms/step | 15.5 samples/s +Step 39800/44000 | Loss: 2.9184 | LR: 1.15e-05 | 1289.6ms/step | 15.5 samples/s +Step 39810/44000 | Loss: 2.9028 | LR: 1.15e-05 | 1291.2ms/step | 15.5 samples/s +Step 39820/44000 | Loss: 2.9139 | LR: 1.14e-05 | 1291.9ms/step | 15.5 samples/s +Step 39830/44000 | Loss: 2.9249 | LR: 1.14e-05 | 1291.7ms/step | 15.5 samples/s +Step 39840/44000 | Loss: 2.9390 | LR: 1.13e-05 | 1291.8ms/step | 15.5 samples/s +Step 39850/44000 | Loss: 2.9300 | LR: 1.13e-05 | 1290.1ms/step | 15.5 samples/s +Step 39860/44000 | Loss: 2.9213 | LR: 1.12e-05 | 1289.8ms/step | 15.5 samples/s +Step 39870/44000 | Loss: 2.9133 | LR: 1.12e-05 | 1291.0ms/step | 15.5 samples/s +Step 39880/44000 | Loss: 2.8917 | LR: 1.11e-05 | 1290.6ms/step | 15.5 samples/s +Step 39890/44000 | Loss: 2.9074 | LR: 1.11e-05 | 1289.3ms/step | 15.5 samples/s +Step 39900/44000 | Loss: 2.9216 | LR: 1.10e-05 | 1287.3ms/step | 15.5 samples/s +Step 39910/44000 | Loss: 2.8905 | LR: 1.10e-05 | 1289.0ms/step | 15.5 samples/s +Step 39920/44000 | Loss: 2.9470 | LR: 1.09e-05 | 1290.7ms/step | 15.5 samples/s +Step 39930/44000 | Loss: 2.9199 | LR: 1.08e-05 | 1290.2ms/step | 15.5 samples/s +Step 39940/44000 | Loss: 2.9419 | LR: 1.08e-05 | 1291.0ms/step | 15.5 samples/s +Step 39950/44000 | Loss: 2.9042 | LR: 1.07e-05 | 1293.0ms/step | 15.5 samples/s +Step 39960/44000 | Loss: 2.9226 | LR: 1.07e-05 | 1291.8ms/step | 15.5 samples/s +Step 39970/44000 | Loss: 2.9188 | LR: 1.06e-05 | 1289.9ms/step | 15.5 samples/s +Step 39980/44000 | Loss: 2.9077 | LR: 1.06e-05 | 1290.6ms/step | 15.5 samples/s +Step 39990/44000 | Loss: 2.9330 | LR: 1.05e-05 | 1292.8ms/step | 15.5 samples/s +Step 40000/44000 | Loss: 2.9019 | LR: 1.05e-05 | 1291.3ms/step | 15.5 samples/s +Validation at step 40000: Loss = 2.9341, Perplexity = 18.80 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-40000 +Step 40010/44000 | Loss: 2.9211 | LR: 1.04e-05 | 3743.3ms/step | 5.3 samples/s +Step 40020/44000 | Loss: 2.9205 | LR: 1.04e-05 | 1290.2ms/step | 15.5 samples/s +Step 40030/44000 | Loss: 2.9314 | LR: 1.03e-05 | 1290.9ms/step | 15.5 samples/s +Step 40040/44000 | Loss: 2.9129 | LR: 1.03e-05 | 1289.7ms/step | 15.5 samples/s +Step 40050/44000 | Loss: 2.8951 | LR: 1.02e-05 | 1290.2ms/step | 15.5 samples/s +Step 40060/44000 | Loss: 2.9028 | LR: 1.02e-05 | 1289.3ms/step | 15.5 samples/s +Step 40070/44000 | Loss: 2.9267 | LR: 1.01e-05 | 1290.1ms/step | 15.5 samples/s +Step 40080/44000 | Loss: 2.9296 | LR: 1.01e-05 | 1287.8ms/step | 15.5 samples/s +Step 40090/44000 | Loss: 2.9093 | LR: 1.00e-05 | 1285.2ms/step | 15.6 samples/s +Step 40100/44000 | Loss: 2.9184 | LR: 9.96e-06 | 1286.4ms/step | 15.5 samples/s +Step 40110/44000 | Loss: 2.9174 | LR: 9.91e-06 | 1287.2ms/step | 15.5 samples/s +Step 40120/44000 | Loss: 2.9327 | LR: 9.86e-06 | 1286.3ms/step | 15.5 samples/s +Step 40130/44000 | Loss: 2.9266 | LR: 9.81e-06 | 1286.2ms/step | 15.6 samples/s +Step 40140/44000 | Loss: 2.9312 | LR: 9.76e-06 | 1287.3ms/step | 15.5 samples/s +Step 40150/44000 | Loss: 2.8904 | LR: 9.71e-06 | 1287.4ms/step | 15.5 samples/s +Step 40160/44000 | Loss: 2.8976 | LR: 9.66e-06 | 1286.9ms/step | 15.5 samples/s +Step 40170/44000 | Loss: 2.9025 | LR: 9.61e-06 | 1292.3ms/step | 15.5 samples/s +Step 40180/44000 | Loss: 2.9428 | LR: 9.56e-06 | 1289.2ms/step | 15.5 samples/s +Step 40190/44000 | Loss: 2.9181 | LR: 9.51e-06 | 1286.4ms/step | 15.5 samples/s +Step 40200/44000 | Loss: 2.9495 | LR: 9.46e-06 | 1288.2ms/step | 15.5 samples/s +Step 40210/44000 | Loss: 2.9161 | LR: 9.41e-06 | 1288.7ms/step | 15.5 samples/s +Step 40220/44000 | Loss: 2.9354 | LR: 9.36e-06 | 1290.6ms/step | 15.5 samples/s +Step 40230/44000 | Loss: 2.9074 | LR: 9.32e-06 | 1290.3ms/step | 15.5 samples/s +Step 40240/44000 | Loss: 2.9173 | LR: 9.27e-06 | 1291.1ms/step | 15.5 samples/s +Step 40250/44000 | Loss: 2.8804 | LR: 9.22e-06 | 1291.2ms/step | 15.5 samples/s +Validation at step 40250: Loss = 2.9341, Perplexity = 18.80 +Step 40260/44000 | Loss: 2.9097 | LR: 9.17e-06 | 3446.1ms/step | 5.8 samples/s +Step 40270/44000 | Loss: 2.9266 | LR: 9.12e-06 | 1289.3ms/step | 15.5 samples/s +Step 40280/44000 | Loss: 2.9232 | LR: 9.07e-06 | 1289.7ms/step | 15.5 samples/s +Step 40290/44000 | Loss: 2.8980 | LR: 9.02e-06 | 1289.5ms/step | 15.5 samples/s +Step 40300/44000 | Loss: 2.9241 | LR: 8.97e-06 | 1287.8ms/step | 15.5 samples/s +Step 40310/44000 | Loss: 2.9120 | LR: 8.93e-06 | 1287.7ms/step | 15.5 samples/s +Step 40320/44000 | Loss: 2.9398 | LR: 8.88e-06 | 1289.4ms/step | 15.5 samples/s +Step 40330/44000 | Loss: 2.9205 | LR: 8.83e-06 | 1291.5ms/step | 15.5 samples/s +Step 40340/44000 | Loss: 2.9181 | LR: 8.78e-06 | 1290.6ms/step | 15.5 samples/s +Step 40350/44000 | Loss: 2.9097 | LR: 8.74e-06 | 1288.7ms/step | 15.5 samples/s +Step 40360/44000 | Loss: 2.9230 | LR: 8.69e-06 | 1289.5ms/step | 15.5 samples/s +Step 40370/44000 | Loss: 2.8996 | LR: 8.64e-06 | 1289.2ms/step | 15.5 samples/s +Step 40380/44000 | Loss: 2.9200 | LR: 8.59e-06 | 1288.9ms/step | 15.5 samples/s +Step 40390/44000 | Loss: 2.9368 | LR: 8.55e-06 | 1289.4ms/step | 15.5 samples/s +Step 40400/44000 | Loss: 2.9056 | LR: 8.50e-06 | 1289.7ms/step | 15.5 samples/s +Step 40410/44000 | Loss: 2.8915 | LR: 8.45e-06 | 1289.7ms/step | 15.5 samples/s +Step 40420/44000 | Loss: 2.9148 | LR: 8.41e-06 | 1291.6ms/step | 15.5 samples/s +Step 40430/44000 | Loss: 2.9238 | LR: 8.36e-06 | 1289.4ms/step | 15.5 samples/s +Step 40440/44000 | Loss: 2.9000 | LR: 8.31e-06 | 1290.9ms/step | 15.5 samples/s +Step 40450/44000 | Loss: 2.9121 | LR: 8.27e-06 | 1291.2ms/step | 15.5 samples/s +Step 40460/44000 | Loss: 2.8810 | LR: 8.22e-06 | 1289.5ms/step | 15.5 samples/s +Step 40470/44000 | Loss: 2.9363 | LR: 8.17e-06 | 1290.7ms/step | 15.5 samples/s +Step 40480/44000 | Loss: 2.9241 | LR: 8.13e-06 | 1291.4ms/step | 15.5 samples/s +Step 40490/44000 | Loss: 2.9249 | LR: 8.08e-06 | 1291.1ms/step | 15.5 samples/s +Step 40500/44000 | Loss: 2.9187 | LR: 8.04e-06 | 1291.6ms/step | 15.5 samples/s +Validation at step 40500: Loss = 2.9340, Perplexity = 18.80 +Step 40510/44000 | Loss: 2.9058 | LR: 7.99e-06 | 3442.9ms/step | 5.8 samples/s +Step 40520/44000 | Loss: 2.9531 | LR: 7.94e-06 | 1284.6ms/step | 15.6 samples/s +Step 40530/44000 | Loss: 2.9416 | LR: 7.90e-06 | 1287.3ms/step | 15.5 samples/s +Step 40540/44000 | Loss: 2.9336 | LR: 7.85e-06 | 1290.2ms/step | 15.5 samples/s +Step 40550/44000 | Loss: 2.8907 | LR: 7.81e-06 | 1290.6ms/step | 15.5 samples/s +Step 40560/44000 | Loss: 2.8906 | LR: 7.76e-06 | 1290.8ms/step | 15.5 samples/s +Step 40570/44000 | Loss: 2.9264 | LR: 7.72e-06 | 1295.4ms/step | 15.4 samples/s +Step 40580/44000 | Loss: 2.9178 | LR: 7.67e-06 | 1294.9ms/step | 15.4 samples/s +Step 40590/44000 | Loss: 2.8942 | LR: 7.63e-06 | 1294.8ms/step | 15.4 samples/s +Step 40600/44000 | Loss: 2.9224 | LR: 7.59e-06 | 1303.4ms/step | 15.3 samples/s +Step 40610/44000 | Loss: 2.9522 | LR: 7.54e-06 | 1297.0ms/step | 15.4 samples/s +Step 40620/44000 | Loss: 2.9179 | LR: 7.50e-06 | 1294.9ms/step | 15.4 samples/s +Step 40630/44000 | Loss: 2.9324 | LR: 7.45e-06 | 1296.4ms/step | 15.4 samples/s +Step 40640/44000 | Loss: 2.9379 | LR: 7.41e-06 | 1291.1ms/step | 15.5 samples/s +Step 40650/44000 | Loss: 2.9367 | LR: 7.37e-06 | 1291.6ms/step | 15.5 samples/s +Step 40660/44000 | Loss: 2.9262 | LR: 7.32e-06 | 1291.6ms/step | 15.5 samples/s +Step 40670/44000 | Loss: 2.9352 | LR: 7.28e-06 | 1290.0ms/step | 15.5 samples/s +Step 40680/44000 | Loss: 2.9200 | LR: 7.23e-06 | 1289.9ms/step | 15.5 samples/s +Step 40690/44000 | Loss: 2.9309 | LR: 7.19e-06 | 1290.6ms/step | 15.5 samples/s +Step 40700/44000 | Loss: 2.9088 | LR: 7.15e-06 | 1290.0ms/step | 15.5 samples/s +Step 40710/44000 | Loss: 2.9243 | LR: 7.10e-06 | 1291.9ms/step | 15.5 samples/s +Step 40720/44000 | Loss: 2.9323 | LR: 7.06e-06 | 1289.8ms/step | 15.5 samples/s +Step 40730/44000 | Loss: 2.9393 | LR: 7.02e-06 | 1292.3ms/step | 15.5 samples/s +Step 40740/44000 | Loss: 2.9121 | LR: 6.98e-06 | 1291.1ms/step | 15.5 samples/s +Step 40750/44000 | Loss: 2.9071 | LR: 6.93e-06 | 1291.0ms/step | 15.5 samples/s +Validation at step 40750: Loss = 2.9340, Perplexity = 18.80 +Step 40760/44000 | Loss: 2.9365 | LR: 6.89e-06 | 3448.9ms/step | 5.8 samples/s +Step 40770/44000 | Loss: 2.9150 | LR: 6.85e-06 | 1289.1ms/step | 15.5 samples/s +Step 40780/44000 | Loss: 2.9361 | LR: 6.81e-06 | 1288.8ms/step | 15.5 samples/s +Step 40790/44000 | Loss: 2.9396 | LR: 6.77e-06 | 1289.9ms/step | 15.5 samples/s +Step 40800/44000 | Loss: 2.9420 | LR: 6.72e-06 | 1289.6ms/step | 15.5 samples/s +Step 40810/44000 | Loss: 2.9218 | LR: 6.68e-06 | 1288.7ms/step | 15.5 samples/s +Step 40820/44000 | Loss: 2.8989 | LR: 6.64e-06 | 1290.7ms/step | 15.5 samples/s +Step 40830/44000 | Loss: 2.8961 | LR: 6.60e-06 | 1289.1ms/step | 15.5 samples/s +Step 40840/44000 | Loss: 2.9400 | LR: 6.56e-06 | 1286.8ms/step | 15.5 samples/s +Step 40850/44000 | Loss: 2.9270 | LR: 6.52e-06 | 1288.1ms/step | 15.5 samples/s +Step 40860/44000 | Loss: 2.9388 | LR: 6.47e-06 | 1288.6ms/step | 15.5 samples/s +Step 40870/44000 | Loss: 2.9420 | LR: 6.43e-06 | 1288.1ms/step | 15.5 samples/s +Step 40880/44000 | Loss: 2.9140 | LR: 6.39e-06 | 1290.3ms/step | 15.5 samples/s +Step 40890/44000 | Loss: 2.9317 | LR: 6.35e-06 | 1291.4ms/step | 15.5 samples/s +Step 40900/44000 | Loss: 2.9073 | LR: 6.31e-06 | 1288.8ms/step | 15.5 samples/s +Step 40910/44000 | Loss: 2.9774 | LR: 6.27e-06 | 1287.5ms/step | 15.5 samples/s +Step 40920/44000 | Loss: 2.9257 | LR: 6.23e-06 | 1288.8ms/step | 15.5 samples/s +Step 40930/44000 | Loss: 2.9334 | LR: 6.19e-06 | 1289.7ms/step | 15.5 samples/s +Step 40940/44000 | Loss: 2.9369 | LR: 6.15e-06 | 1291.5ms/step | 15.5 samples/s +Step 40950/44000 | Loss: 2.8967 | LR: 6.11e-06 | 1288.6ms/step | 15.5 samples/s +Step 40960/44000 | Loss: 2.8854 | LR: 6.07e-06 | 1289.2ms/step | 15.5 samples/s +Step 40970/44000 | Loss: 2.9143 | LR: 6.03e-06 | 1289.2ms/step | 15.5 samples/s +Step 40980/44000 | Loss: 2.9028 | LR: 5.99e-06 | 1288.4ms/step | 15.5 samples/s +Step 40990/44000 | Loss: 2.9244 | LR: 5.95e-06 | 1289.6ms/step | 15.5 samples/s +Step 41000/44000 | Loss: 2.9287 | LR: 5.91e-06 | 1290.4ms/step | 15.5 samples/s +Validation at step 41000: Loss = 2.9340, Perplexity = 18.80 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-41000 +Step 41010/44000 | Loss: 2.9359 | LR: 5.87e-06 | 3739.6ms/step | 5.3 samples/s +Step 41020/44000 | Loss: 2.9436 | LR: 5.83e-06 | 1288.9ms/step | 15.5 samples/s +Step 41030/44000 | Loss: 2.9182 | LR: 5.80e-06 | 1288.2ms/step | 15.5 samples/s +Step 41040/44000 | Loss: 2.9192 | LR: 5.76e-06 | 1295.1ms/step | 15.4 samples/s +Step 41050/44000 | Loss: 2.9172 | LR: 5.72e-06 | 1289.6ms/step | 15.5 samples/s +Step 41060/44000 | Loss: 2.8882 | LR: 5.68e-06 | 1288.8ms/step | 15.5 samples/s +Step 41070/44000 | Loss: 2.9148 | LR: 5.64e-06 | 1293.8ms/step | 15.5 samples/s +Step 41080/44000 | Loss: 2.9468 | LR: 5.60e-06 | 1289.8ms/step | 15.5 samples/s +Step 41090/44000 | Loss: 2.9626 | LR: 5.56e-06 | 1291.3ms/step | 15.5 samples/s +Step 41100/44000 | Loss: 2.9416 | LR: 5.53e-06 | 1290.5ms/step | 15.5 samples/s +Step 41110/44000 | Loss: 2.9630 | LR: 5.49e-06 | 1289.7ms/step | 15.5 samples/s +Step 41120/44000 | Loss: 2.9498 | LR: 5.45e-06 | 1288.9ms/step | 15.5 samples/s +Step 41130/44000 | Loss: 2.9203 | LR: 5.41e-06 | 1289.4ms/step | 15.5 samples/s +Step 41140/44000 | Loss: 2.8995 | LR: 5.38e-06 | 1287.1ms/step | 15.5 samples/s +Step 41150/44000 | Loss: 2.9400 | LR: 5.34e-06 | 1292.7ms/step | 15.5 samples/s +Step 41160/44000 | Loss: 2.9139 | LR: 5.30e-06 | 1291.4ms/step | 15.5 samples/s +Step 41170/44000 | Loss: 2.9254 | LR: 5.26e-06 | 1287.7ms/step | 15.5 samples/s +Step 41180/44000 | Loss: 2.9004 | LR: 5.23e-06 | 1289.5ms/step | 15.5 samples/s +Step 41190/44000 | Loss: 2.8836 | LR: 5.19e-06 | 1291.3ms/step | 15.5 samples/s +Step 41200/44000 | Loss: 2.9236 | LR: 5.15e-06 | 1292.5ms/step | 15.5 samples/s +Step 41210/44000 | Loss: 2.9321 | LR: 5.12e-06 | 1288.4ms/step | 15.5 samples/s +Step 41220/44000 | Loss: 2.9396 | LR: 5.08e-06 | 1285.7ms/step | 15.6 samples/s +Step 41230/44000 | Loss: 2.9137 | LR: 5.04e-06 | 1287.1ms/step | 15.5 samples/s +Step 41240/44000 | Loss: 2.9020 | LR: 5.01e-06 | 1288.2ms/step | 15.5 samples/s +Step 41250/44000 | Loss: 2.9195 | LR: 4.97e-06 | 1287.5ms/step | 15.5 samples/s +Validation at step 41250: Loss = 2.9340, Perplexity = 18.80 +Step 41260/44000 | Loss: 2.9463 | LR: 4.94e-06 | 3441.9ms/step | 5.8 samples/s +Step 41270/44000 | Loss: 2.9260 | LR: 4.90e-06 | 1287.3ms/step | 15.5 samples/s +Step 41280/44000 | Loss: 2.9225 | LR: 4.86e-06 | 1287.8ms/step | 15.5 samples/s +Step 41290/44000 | Loss: 2.9104 | LR: 4.83e-06 | 1289.7ms/step | 15.5 samples/s +Step 41300/44000 | Loss: 2.9156 | LR: 4.79e-06 | 1289.3ms/step | 15.5 samples/s +Step 41310/44000 | Loss: 2.9032 | LR: 4.76e-06 | 1290.3ms/step | 15.5 samples/s +Step 41320/44000 | Loss: 2.9285 | LR: 4.72e-06 | 1289.7ms/step | 15.5 samples/s +Step 41330/44000 | Loss: 2.9131 | LR: 4.69e-06 | 1288.5ms/step | 15.5 samples/s +Step 41340/44000 | Loss: 2.9368 | LR: 4.65e-06 | 1288.9ms/step | 15.5 samples/s +Step 41350/44000 | Loss: 2.9002 | LR: 4.62e-06 | 1291.0ms/step | 15.5 samples/s +Step 41360/44000 | Loss: 2.9486 | LR: 4.58e-06 | 1291.2ms/step | 15.5 samples/s +Step 41370/44000 | Loss: 2.9304 | LR: 4.55e-06 | 1290.7ms/step | 15.5 samples/s +Step 41380/44000 | Loss: 2.9242 | LR: 4.51e-06 | 1289.9ms/step | 15.5 samples/s +Step 41390/44000 | Loss: 2.9035 | LR: 4.48e-06 | 1288.0ms/step | 15.5 samples/s +Step 41400/44000 | Loss: 2.8907 | LR: 4.45e-06 | 1289.3ms/step | 15.5 samples/s +Step 41410/44000 | Loss: 2.8968 | LR: 4.41e-06 | 1288.4ms/step | 15.5 samples/s +Step 41420/44000 | Loss: 2.8896 | LR: 4.38e-06 | 1289.1ms/step | 15.5 samples/s +Step 41430/44000 | Loss: 2.9153 | LR: 4.34e-06 | 1290.6ms/step | 15.5 samples/s +Step 41440/44000 | Loss: 2.9550 | LR: 4.31e-06 | 1289.7ms/step | 15.5 samples/s +Step 41450/44000 | Loss: 2.9198 | LR: 4.28e-06 | 1292.0ms/step | 15.5 samples/s +Step 41460/44000 | Loss: 2.9205 | LR: 4.24e-06 | 1291.2ms/step | 15.5 samples/s +Step 41470/44000 | Loss: 2.9075 | LR: 4.21e-06 | 1289.7ms/step | 15.5 samples/s +Step 41480/44000 | Loss: 2.9372 | LR: 4.18e-06 | 1294.5ms/step | 15.5 samples/s +Step 41490/44000 | Loss: 2.9055 | LR: 4.14e-06 | 1289.3ms/step | 15.5 samples/s +Step 41500/44000 | Loss: 2.9224 | LR: 4.11e-06 | 1287.7ms/step | 15.5 samples/s +Validation at step 41500: Loss = 2.9340, Perplexity = 18.80 +Step 41510/44000 | Loss: 2.9178 | LR: 4.08e-06 | 3447.0ms/step | 5.8 samples/s +Step 41520/44000 | Loss: 2.9184 | LR: 4.05e-06 | 1292.8ms/step | 15.5 samples/s +Step 41530/44000 | Loss: 2.9228 | LR: 4.01e-06 | 1291.0ms/step | 15.5 samples/s +Step 41540/44000 | Loss: 2.9457 | LR: 3.98e-06 | 1290.6ms/step | 15.5 samples/s +Step 41550/44000 | Loss: 2.9195 | LR: 3.95e-06 | 1292.1ms/step | 15.5 samples/s +Step 41560/44000 | Loss: 2.9315 | LR: 3.92e-06 | 1290.9ms/step | 15.5 samples/s +Step 41570/44000 | Loss: 2.9472 | LR: 3.88e-06 | 1290.2ms/step | 15.5 samples/s +Step 41580/44000 | Loss: 2.9052 | LR: 3.85e-06 | 1292.4ms/step | 15.5 samples/s +Step 41590/44000 | Loss: 2.9184 | LR: 3.82e-06 | 1293.5ms/step | 15.5 samples/s +Step 41600/44000 | Loss: 2.9313 | LR: 3.79e-06 | 1292.1ms/step | 15.5 samples/s +Step 41610/44000 | Loss: 2.9094 | LR: 3.76e-06 | 1291.2ms/step | 15.5 samples/s +Step 41620/44000 | Loss: 2.8852 | LR: 3.73e-06 | 1289.6ms/step | 15.5 samples/s +Step 41630/44000 | Loss: 2.9441 | LR: 3.70e-06 | 1289.1ms/step | 15.5 samples/s +Step 41640/44000 | Loss: 2.9427 | LR: 3.66e-06 | 1290.3ms/step | 15.5 samples/s +Step 41650/44000 | Loss: 2.9250 | LR: 3.63e-06 | 1285.8ms/step | 15.6 samples/s +Step 41660/44000 | Loss: 2.9437 | LR: 3.60e-06 | 1288.5ms/step | 15.5 samples/s +Step 41670/44000 | Loss: 2.9191 | LR: 3.57e-06 | 1291.4ms/step | 15.5 samples/s +Step 41680/44000 | Loss: 2.8912 | LR: 3.54e-06 | 1290.5ms/step | 15.5 samples/s +Step 41690/44000 | Loss: 2.9043 | LR: 3.51e-06 | 1291.5ms/step | 15.5 samples/s +Step 41700/44000 | Loss: 2.9386 | LR: 3.48e-06 | 1291.0ms/step | 15.5 samples/s +Step 41710/44000 | Loss: 2.9101 | LR: 3.45e-06 | 1290.6ms/step | 15.5 samples/s +Step 41720/44000 | Loss: 2.9153 | LR: 3.42e-06 | 1291.1ms/step | 15.5 samples/s +Step 41730/44000 | Loss: 2.9270 | LR: 3.39e-06 | 1289.3ms/step | 15.5 samples/s +Step 41740/44000 | Loss: 2.9380 | LR: 3.36e-06 | 1288.9ms/step | 15.5 samples/s +Step 41750/44000 | Loss: 2.9130 | LR: 3.33e-06 | 1289.1ms/step | 15.5 samples/s +Validation at step 41750: Loss = 2.9340, Perplexity = 18.80 +Step 41760/44000 | Loss: 2.9445 | LR: 3.30e-06 | 3440.6ms/step | 5.8 samples/s +Step 41770/44000 | Loss: 2.9202 | LR: 3.27e-06 | 1287.5ms/step | 15.5 samples/s +Step 41780/44000 | Loss: 2.9121 | LR: 3.24e-06 | 1286.9ms/step | 15.5 samples/s +Step 41790/44000 | Loss: 2.9550 | LR: 3.21e-06 | 1288.0ms/step | 15.5 samples/s +Step 41800/44000 | Loss: 2.9662 | LR: 3.19e-06 | 1290.4ms/step | 15.5 samples/s +Step 41810/44000 | Loss: 2.9307 | LR: 3.16e-06 | 1289.5ms/step | 15.5 samples/s +Step 41820/44000 | Loss: 2.9056 | LR: 3.13e-06 | 1291.0ms/step | 15.5 samples/s +Step 41830/44000 | Loss: 2.9076 | LR: 3.10e-06 | 1290.7ms/step | 15.5 samples/s +Step 41840/44000 | Loss: 2.8899 | LR: 3.07e-06 | 1290.5ms/step | 15.5 samples/s +Step 41850/44000 | Loss: 2.8951 | LR: 3.04e-06 | 1291.6ms/step | 15.5 samples/s +Step 41860/44000 | Loss: 2.9441 | LR: 3.01e-06 | 1290.0ms/step | 15.5 samples/s +Step 41870/44000 | Loss: 2.9538 | LR: 2.99e-06 | 1291.0ms/step | 15.5 samples/s +Step 41880/44000 | Loss: 2.9310 | LR: 2.96e-06 | 1291.7ms/step | 15.5 samples/s +Step 41890/44000 | Loss: 2.9137 | LR: 2.93e-06 | 1286.8ms/step | 15.5 samples/s +Step 41900/44000 | Loss: 2.9154 | LR: 2.90e-06 | 1290.2ms/step | 15.5 samples/s +Step 41910/44000 | Loss: 2.9090 | LR: 2.88e-06 | 1290.2ms/step | 15.5 samples/s +Step 41920/44000 | Loss: 2.9610 | LR: 2.85e-06 | 1289.0ms/step | 15.5 samples/s +Step 41930/44000 | Loss: 2.9123 | LR: 2.82e-06 | 1292.9ms/step | 15.5 samples/s +Step 41940/44000 | Loss: 2.9211 | LR: 2.79e-06 | 1291.9ms/step | 15.5 samples/s +Step 41950/44000 | Loss: 2.8820 | LR: 2.77e-06 | 1292.4ms/step | 15.5 samples/s +Step 41960/44000 | Loss: 2.9301 | LR: 2.74e-06 | 1293.7ms/step | 15.5 samples/s +Step 41970/44000 | Loss: 2.9244 | LR: 2.71e-06 | 1294.2ms/step | 15.5 samples/s +Step 41980/44000 | Loss: 2.9193 | LR: 2.69e-06 | 1288.3ms/step | 15.5 samples/s +Step 41990/44000 | Loss: 2.9220 | LR: 2.66e-06 | 1290.8ms/step | 15.5 samples/s +Step 42000/44000 | Loss: 2.9208 | LR: 2.63e-06 | 1290.8ms/step | 15.5 samples/s +Validation at step 42000: Loss = 2.9340, Perplexity = 18.80 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-42000 +Step 42010/44000 | Loss: 2.9301 | LR: 2.61e-06 | 3735.8ms/step | 5.4 samples/s +Step 42020/44000 | Loss: 2.9380 | LR: 2.58e-06 | 1288.1ms/step | 15.5 samples/s +Step 42030/44000 | Loss: 2.9447 | LR: 2.56e-06 | 1289.0ms/step | 15.5 samples/s +Step 42040/44000 | Loss: 2.9413 | LR: 2.53e-06 | 1290.3ms/step | 15.5 samples/s +Step 42050/44000 | Loss: 2.9004 | LR: 2.50e-06 | 1288.9ms/step | 15.5 samples/s +Step 42060/44000 | Loss: 2.9366 | LR: 2.48e-06 | 1288.0ms/step | 15.5 samples/s +Step 42070/44000 | Loss: 2.9376 | LR: 2.45e-06 | 1288.8ms/step | 15.5 samples/s +Step 42080/44000 | Loss: 2.9176 | LR: 2.43e-06 | 1289.4ms/step | 15.5 samples/s +Step 42090/44000 | Loss: 2.9028 | LR: 2.40e-06 | 1287.3ms/step | 15.5 samples/s +Step 42100/44000 | Loss: 2.9239 | LR: 2.38e-06 | 1291.2ms/step | 15.5 samples/s +Step 42110/44000 | Loss: 2.9378 | LR: 2.35e-06 | 1287.4ms/step | 15.5 samples/s +Step 42120/44000 | Loss: 2.9242 | LR: 2.33e-06 | 1289.9ms/step | 15.5 samples/s +Step 42130/44000 | Loss: 2.9368 | LR: 2.30e-06 | 1291.1ms/step | 15.5 samples/s +Step 42140/44000 | Loss: 2.9323 | LR: 2.28e-06 | 1289.0ms/step | 15.5 samples/s +Step 42150/44000 | Loss: 2.9537 | LR: 2.25e-06 | 1288.7ms/step | 15.5 samples/s +Step 42160/44000 | Loss: 2.9189 | LR: 2.23e-06 | 1288.4ms/step | 15.5 samples/s +Step 42170/44000 | Loss: 2.9068 | LR: 2.21e-06 | 1290.0ms/step | 15.5 samples/s +Step 42180/44000 | Loss: 2.9339 | LR: 2.18e-06 | 1289.2ms/step | 15.5 samples/s +Step 42190/44000 | Loss: 2.9184 | LR: 2.16e-06 | 1288.6ms/step | 15.5 samples/s +Step 42200/44000 | Loss: 2.9035 | LR: 2.13e-06 | 1288.0ms/step | 15.5 samples/s +Step 42210/44000 | Loss: 2.9487 | LR: 2.11e-06 | 1287.9ms/step | 15.5 samples/s +Step 42220/44000 | Loss: 2.8891 | LR: 2.09e-06 | 1289.8ms/step | 15.5 samples/s +Step 42230/44000 | Loss: 2.9430 | LR: 2.06e-06 | 1290.7ms/step | 15.5 samples/s +Step 42240/44000 | Loss: 2.9208 | LR: 2.04e-06 | 1293.0ms/step | 15.5 samples/s +Step 42250/44000 | Loss: 2.9366 | LR: 2.02e-06 | 1288.5ms/step | 15.5 samples/s +Validation at step 42250: Loss = 2.9340, Perplexity = 18.80 +Step 42260/44000 | Loss: 2.9257 | LR: 1.99e-06 | 3446.6ms/step | 5.8 samples/s +Step 42270/44000 | Loss: 2.9210 | LR: 1.97e-06 | 1289.9ms/step | 15.5 samples/s +Step 42280/44000 | Loss: 2.9213 | LR: 1.95e-06 | 1291.6ms/step | 15.5 samples/s +Step 42290/44000 | Loss: 2.8919 | LR: 1.93e-06 | 1289.9ms/step | 15.5 samples/s +Step 42300/44000 | Loss: 2.9183 | LR: 1.90e-06 | 1291.3ms/step | 15.5 samples/s +Step 42310/44000 | Loss: 2.8922 | LR: 1.88e-06 | 1292.0ms/step | 15.5 samples/s +Step 42320/44000 | Loss: 2.9391 | LR: 1.86e-06 | 1293.0ms/step | 15.5 samples/s +Step 42330/44000 | Loss: 2.9047 | LR: 1.84e-06 | 1292.9ms/step | 15.5 samples/s +Step 42340/44000 | Loss: 2.9487 | LR: 1.82e-06 | 1293.4ms/step | 15.5 samples/s +Step 42350/44000 | Loss: 2.8800 | LR: 1.79e-06 | 1292.3ms/step | 15.5 samples/s +Step 42360/44000 | Loss: 2.9216 | LR: 1.77e-06 | 1291.1ms/step | 15.5 samples/s +Step 42370/44000 | Loss: 2.9215 | LR: 1.75e-06 | 1292.1ms/step | 15.5 samples/s +Step 42380/44000 | Loss: 2.9543 | LR: 1.73e-06 | 1292.6ms/step | 15.5 samples/s +Step 42390/44000 | Loss: 2.8874 | LR: 1.71e-06 | 1292.3ms/step | 15.5 samples/s +Step 42400/44000 | Loss: 2.9145 | LR: 1.69e-06 | 1291.6ms/step | 15.5 samples/s +Step 42410/44000 | Loss: 2.9189 | LR: 1.67e-06 | 1293.3ms/step | 15.5 samples/s +Step 42420/44000 | Loss: 2.9468 | LR: 1.64e-06 | 1292.5ms/step | 15.5 samples/s +Step 42430/44000 | Loss: 2.9495 | LR: 1.62e-06 | 1292.4ms/step | 15.5 samples/s +Step 42440/44000 | Loss: 2.9402 | LR: 1.60e-06 | 1290.7ms/step | 15.5 samples/s +Step 42450/44000 | Loss: 2.9096 | LR: 1.58e-06 | 1290.4ms/step | 15.5 samples/s +Step 42460/44000 | Loss: 2.9192 | LR: 1.56e-06 | 1288.6ms/step | 15.5 samples/s +Step 42470/44000 | Loss: 2.9527 | LR: 1.54e-06 | 1287.8ms/step | 15.5 samples/s +Step 42480/44000 | Loss: 2.9213 | LR: 1.52e-06 | 1288.6ms/step | 15.5 samples/s +Step 42490/44000 | Loss: 2.9287 | LR: 1.50e-06 | 1292.1ms/step | 15.5 samples/s +Step 42500/44000 | Loss: 2.8968 | LR: 1.48e-06 | 1291.5ms/step | 15.5 samples/s +Validation at step 42500: Loss = 2.9340, Perplexity = 18.80 +Step 42510/44000 | Loss: 2.9388 | LR: 1.46e-06 | 3444.8ms/step | 5.8 samples/s +Step 42520/44000 | Loss: 2.8991 | LR: 1.44e-06 | 1286.5ms/step | 15.5 samples/s +Step 42530/44000 | Loss: 2.9274 | LR: 1.42e-06 | 1286.0ms/step | 15.6 samples/s +Step 42540/44000 | Loss: 2.9150 | LR: 1.40e-06 | 1289.7ms/step | 15.5 samples/s +Step 42550/44000 | Loss: 2.9315 | LR: 1.39e-06 | 1286.7ms/step | 15.5 samples/s +Step 42560/44000 | Loss: 2.9037 | LR: 1.37e-06 | 1287.3ms/step | 15.5 samples/s +Step 42570/44000 | Loss: 2.9211 | LR: 1.35e-06 | 1290.3ms/step | 15.5 samples/s +Step 42580/44000 | Loss: 2.9215 | LR: 1.33e-06 | 1288.7ms/step | 15.5 samples/s +Step 42590/44000 | Loss: 2.9058 | LR: 1.31e-06 | 1289.6ms/step | 15.5 samples/s +Step 42600/44000 | Loss: 2.9014 | LR: 1.29e-06 | 1289.4ms/step | 15.5 samples/s +Step 42610/44000 | Loss: 2.9278 | LR: 1.27e-06 | 1289.6ms/step | 15.5 samples/s +Step 42620/44000 | Loss: 2.9370 | LR: 1.25e-06 | 1290.5ms/step | 15.5 samples/s +Step 42630/44000 | Loss: 2.9067 | LR: 1.24e-06 | 1288.3ms/step | 15.5 samples/s +Step 42640/44000 | Loss: 2.9158 | LR: 1.22e-06 | 1289.6ms/step | 15.5 samples/s +Step 42650/44000 | Loss: 2.9367 | LR: 1.20e-06 | 1292.0ms/step | 15.5 samples/s +Step 42660/44000 | Loss: 2.9082 | LR: 1.18e-06 | 1291.2ms/step | 15.5 samples/s +Step 42670/44000 | Loss: 2.9057 | LR: 1.17e-06 | 1289.7ms/step | 15.5 samples/s +Step 42680/44000 | Loss: 2.8999 | LR: 1.15e-06 | 1291.3ms/step | 15.5 samples/s +Step 42690/44000 | Loss: 2.8938 | LR: 1.13e-06 | 1293.3ms/step | 15.5 samples/s +Step 42700/44000 | Loss: 2.8960 | LR: 1.11e-06 | 1291.8ms/step | 15.5 samples/s +Step 42710/44000 | Loss: 2.9344 | LR: 1.10e-06 | 1290.1ms/step | 15.5 samples/s +Step 42720/44000 | Loss: 2.9262 | LR: 1.08e-06 | 1289.3ms/step | 15.5 samples/s +Step 42730/44000 | Loss: 2.9189 | LR: 1.06e-06 | 1290.7ms/step | 15.5 samples/s +Step 42740/44000 | Loss: 2.8941 | LR: 1.05e-06 | 1292.5ms/step | 15.5 samples/s +Step 42750/44000 | Loss: 2.9033 | LR: 1.03e-06 | 1292.0ms/step | 15.5 samples/s +Validation at step 42750: Loss = 2.9340, Perplexity = 18.80 +Step 42760/44000 | Loss: 2.9196 | LR: 1.01e-06 | 3449.9ms/step | 5.8 samples/s +Step 42770/44000 | Loss: 2.9344 | LR: 9.97e-07 | 1292.4ms/step | 15.5 samples/s +Step 42780/44000 | Loss: 2.9394 | LR: 9.81e-07 | 1291.4ms/step | 15.5 samples/s +Step 42790/44000 | Loss: 2.9113 | LR: 9.65e-07 | 1290.8ms/step | 15.5 samples/s +Step 42800/44000 | Loss: 2.9043 | LR: 9.49e-07 | 1292.8ms/step | 15.5 samples/s +Step 42810/44000 | Loss: 2.9014 | LR: 9.33e-07 | 1289.0ms/step | 15.5 samples/s +Step 42820/44000 | Loss: 2.9572 | LR: 9.18e-07 | 1289.0ms/step | 15.5 samples/s +Step 42830/44000 | Loss: 2.9195 | LR: 9.02e-07 | 1287.4ms/step | 15.5 samples/s +Step 42840/44000 | Loss: 2.9301 | LR: 8.87e-07 | 1289.5ms/step | 15.5 samples/s +Step 42850/44000 | Loss: 2.9290 | LR: 8.72e-07 | 1287.5ms/step | 15.5 samples/s +Step 42860/44000 | Loss: 2.9378 | LR: 8.57e-07 | 1287.3ms/step | 15.5 samples/s +Step 42870/44000 | Loss: 2.9350 | LR: 8.42e-07 | 1287.2ms/step | 15.5 samples/s +Step 42880/44000 | Loss: 2.9226 | LR: 8.27e-07 | 1286.9ms/step | 15.5 samples/s +Step 42890/44000 | Loss: 2.8762 | LR: 8.12e-07 | 1290.4ms/step | 15.5 samples/s +Step 42900/44000 | Loss: 2.9326 | LR: 7.98e-07 | 1291.4ms/step | 15.5 samples/s +Step 42910/44000 | Loss: 2.9253 | LR: 7.83e-07 | 1289.8ms/step | 15.5 samples/s +Step 42920/44000 | Loss: 2.9054 | LR: 7.69e-07 | 1289.3ms/step | 15.5 samples/s +Step 42930/44000 | Loss: 2.9014 | LR: 7.55e-07 | 1290.8ms/step | 15.5 samples/s +Step 42940/44000 | Loss: 2.9129 | LR: 7.41e-07 | 1290.6ms/step | 15.5 samples/s +Step 42950/44000 | Loss: 2.9275 | LR: 7.27e-07 | 1291.6ms/step | 15.5 samples/s +Step 42960/44000 | Loss: 2.9197 | LR: 7.13e-07 | 1292.1ms/step | 15.5 samples/s +Step 42970/44000 | Loss: 2.9135 | LR: 6.99e-07 | 1291.3ms/step | 15.5 samples/s +Step 42980/44000 | Loss: 2.9239 | LR: 6.86e-07 | 1291.4ms/step | 15.5 samples/s +Step 42990/44000 | Loss: 2.9196 | LR: 6.72e-07 | 1291.8ms/step | 15.5 samples/s +Step 43000/44000 | Loss: 2.9110 | LR: 6.59e-07 | 1291.8ms/step | 15.5 samples/s +Validation at step 43000: Loss = 2.9340, Perplexity = 18.80 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-43000 +Step 43010/44000 | Loss: 2.9191 | LR: 6.46e-07 | 3729.5ms/step | 5.4 samples/s +Step 43020/44000 | Loss: 2.9039 | LR: 6.33e-07 | 1290.1ms/step | 15.5 samples/s +Step 43030/44000 | Loss: 2.9247 | LR: 6.20e-07 | 1289.9ms/step | 15.5 samples/s +Step 43040/44000 | Loss: 2.8890 | LR: 6.08e-07 | 1290.9ms/step | 15.5 samples/s +Step 43050/44000 | Loss: 2.9145 | LR: 5.95e-07 | 1286.5ms/step | 15.5 samples/s +Step 43060/44000 | Loss: 2.9239 | LR: 5.83e-07 | 1287.8ms/step | 15.5 samples/s +Step 43070/44000 | Loss: 2.9398 | LR: 5.70e-07 | 1291.5ms/step | 15.5 samples/s +Step 43080/44000 | Loss: 2.9132 | LR: 5.58e-07 | 1287.9ms/step | 15.5 samples/s +Step 43090/44000 | Loss: 2.8965 | LR: 5.46e-07 | 1288.9ms/step | 15.5 samples/s +Step 43100/44000 | Loss: 2.9091 | LR: 5.34e-07 | 1290.3ms/step | 15.5 samples/s +Step 43110/44000 | Loss: 2.9217 | LR: 5.22e-07 | 1291.1ms/step | 15.5 samples/s +Step 43120/44000 | Loss: 2.9339 | LR: 5.11e-07 | 1289.2ms/step | 15.5 samples/s +Step 43130/44000 | Loss: 2.9362 | LR: 4.99e-07 | 1292.2ms/step | 15.5 samples/s +Step 43140/44000 | Loss: 2.9227 | LR: 4.88e-07 | 1286.6ms/step | 15.5 samples/s +Step 43150/44000 | Loss: 2.9079 | LR: 4.76e-07 | 1287.1ms/step | 15.5 samples/s +Step 43160/44000 | Loss: 2.9064 | LR: 4.65e-07 | 1286.2ms/step | 15.6 samples/s +Step 43170/44000 | Loss: 2.8932 | LR: 4.54e-07 | 1287.8ms/step | 15.5 samples/s +Step 43180/44000 | Loss: 2.9056 | LR: 4.43e-07 | 1290.3ms/step | 15.5 samples/s +Step 43190/44000 | Loss: 2.8999 | LR: 4.33e-07 | 1290.2ms/step | 15.5 samples/s +Step 43200/44000 | Loss: 2.8900 | LR: 4.22e-07 | 1289.9ms/step | 15.5 samples/s +Step 43210/44000 | Loss: 2.9241 | LR: 4.12e-07 | 1290.1ms/step | 15.5 samples/s +Step 43220/44000 | Loss: 2.9122 | LR: 4.01e-07 | 1290.7ms/step | 15.5 samples/s +Step 43230/44000 | Loss: 2.9345 | LR: 3.91e-07 | 1288.1ms/step | 15.5 samples/s +Step 43240/44000 | Loss: 2.9314 | LR: 3.81e-07 | 1289.5ms/step | 15.5 samples/s +Step 43250/44000 | Loss: 2.9339 | LR: 3.71e-07 | 1291.7ms/step | 15.5 samples/s +Validation at step 43250: Loss = 2.9340, Perplexity = 18.80 +Step 43260/44000 | Loss: 2.9268 | LR: 3.61e-07 | 3452.5ms/step | 5.8 samples/s +Step 43270/44000 | Loss: 2.9147 | LR: 3.51e-07 | 1292.8ms/step | 15.5 samples/s +Step 43280/44000 | Loss: 2.9218 | LR: 3.42e-07 | 1290.8ms/step | 15.5 samples/s +Step 43290/44000 | Loss: 2.9052 | LR: 3.32e-07 | 1292.9ms/step | 15.5 samples/s +Step 43300/44000 | Loss: 2.9373 | LR: 3.23e-07 | 1293.4ms/step | 15.5 samples/s +Step 43310/44000 | Loss: 2.9410 | LR: 3.14e-07 | 1292.1ms/step | 15.5 samples/s +Step 43320/44000 | Loss: 2.9466 | LR: 3.05e-07 | 1291.7ms/step | 15.5 samples/s +Step 43330/44000 | Loss: 2.9088 | LR: 2.96e-07 | 1290.9ms/step | 15.5 samples/s +Step 43340/44000 | Loss: 2.9293 | LR: 2.87e-07 | 1292.4ms/step | 15.5 samples/s +Step 43350/44000 | Loss: 2.9054 | LR: 2.79e-07 | 1291.3ms/step | 15.5 samples/s +Step 43360/44000 | Loss: 2.9261 | LR: 2.70e-07 | 1290.4ms/step | 15.5 samples/s +Step 43370/44000 | Loss: 2.9299 | LR: 2.62e-07 | 1291.2ms/step | 15.5 samples/s +Step 43380/44000 | Loss: 2.9232 | LR: 2.53e-07 | 1291.3ms/step | 15.5 samples/s +Step 43390/44000 | Loss: 2.8979 | LR: 2.45e-07 | 1290.2ms/step | 15.5 samples/s +Step 43400/44000 | Loss: 2.9143 | LR: 2.37e-07 | 1288.6ms/step | 15.5 samples/s +Step 43410/44000 | Loss: 2.9139 | LR: 2.30e-07 | 1289.1ms/step | 15.5 samples/s +Step 43420/44000 | Loss: 2.8931 | LR: 2.22e-07 | 1288.7ms/step | 15.5 samples/s +Step 43430/44000 | Loss: 2.9082 | LR: 2.14e-07 | 1290.0ms/step | 15.5 samples/s +Step 43440/44000 | Loss: 2.9556 | LR: 2.07e-07 | 1292.9ms/step | 15.5 samples/s +Step 43450/44000 | Loss: 2.9358 | LR: 1.99e-07 | 1291.9ms/step | 15.5 samples/s +Step 43460/44000 | Loss: 2.9271 | LR: 1.92e-07 | 1292.4ms/step | 15.5 samples/s +Step 43470/44000 | Loss: 2.9277 | LR: 1.85e-07 | 1293.1ms/step | 15.5 samples/s +Step 43480/44000 | Loss: 2.8964 | LR: 1.78e-07 | 1290.9ms/step | 15.5 samples/s +Step 43490/44000 | Loss: 2.9156 | LR: 1.72e-07 | 1289.3ms/step | 15.5 samples/s +Step 43500/44000 | Loss: 2.9535 | LR: 1.65e-07 | 1288.3ms/step | 15.5 samples/s +Validation at step 43500: Loss = 2.9340, Perplexity = 18.80 +Step 43510/44000 | Loss: 2.9195 | LR: 1.58e-07 | 3442.7ms/step | 5.8 samples/s +Step 43520/44000 | Loss: 2.9394 | LR: 1.52e-07 | 1290.2ms/step | 15.5 samples/s +Step 43530/44000 | Loss: 2.9034 | LR: 1.46e-07 | 1288.7ms/step | 15.5 samples/s +Step 43540/44000 | Loss: 2.8917 | LR: 1.40e-07 | 1290.1ms/step | 15.5 samples/s +Step 43550/44000 | Loss: 2.9138 | LR: 1.34e-07 | 1288.5ms/step | 15.5 samples/s +Step 43560/44000 | Loss: 2.9143 | LR: 1.28e-07 | 1288.9ms/step | 15.5 samples/s +Step 43570/44000 | Loss: 2.9130 | LR: 1.22e-07 | 1289.1ms/step | 15.5 samples/s +Step 43580/44000 | Loss: 2.9387 | LR: 1.16e-07 | 1289.1ms/step | 15.5 samples/s +Step 43590/44000 | Loss: 2.9145 | LR: 1.11e-07 | 1288.7ms/step | 15.5 samples/s +Step 43600/44000 | Loss: 2.9256 | LR: 1.06e-07 | 1292.1ms/step | 15.5 samples/s +Step 43610/44000 | Loss: 2.8729 | LR: 1.00e-07 | 1290.5ms/step | 15.5 samples/s +Step 43620/44000 | Loss: 2.9115 | LR: 9.52e-08 | 1287.2ms/step | 15.5 samples/s +Step 43630/44000 | Loss: 2.9033 | LR: 9.03e-08 | 1286.8ms/step | 15.5 samples/s +Step 43640/44000 | Loss: 2.9193 | LR: 8.55e-08 | 1287.0ms/step | 15.5 samples/s +Step 43650/44000 | Loss: 2.9221 | LR: 8.08e-08 | 1288.6ms/step | 15.5 samples/s +Step 43660/44000 | Loss: 2.9231 | LR: 7.62e-08 | 1289.5ms/step | 15.5 samples/s +Step 43670/44000 | Loss: 2.9298 | LR: 7.18e-08 | 1289.7ms/step | 15.5 samples/s +Step 43680/44000 | Loss: 2.9385 | LR: 6.75e-08 | 1288.3ms/step | 15.5 samples/s +Step 43690/44000 | Loss: 2.8989 | LR: 6.34e-08 | 1290.2ms/step | 15.5 samples/s +Step 43700/44000 | Loss: 2.9188 | LR: 5.94e-08 | 1289.5ms/step | 15.5 samples/s +Step 43710/44000 | Loss: 2.9369 | LR: 5.55e-08 | 1290.7ms/step | 15.5 samples/s +Step 43720/44000 | Loss: 2.9064 | LR: 5.17e-08 | 1289.4ms/step | 15.5 samples/s +Step 43730/44000 | Loss: 2.9448 | LR: 4.81e-08 | 1287.6ms/step | 15.5 samples/s +Step 43740/44000 | Loss: 2.9507 | LR: 4.46e-08 | 1289.1ms/step | 15.5 samples/s +Step 43750/44000 | Loss: 2.9224 | LR: 4.12e-08 | 1292.1ms/step | 15.5 samples/s +Validation at step 43750: Loss = 2.9340, Perplexity = 18.80 +Step 43760/44000 | Loss: 2.9403 | LR: 3.80e-08 | 3454.3ms/step | 5.8 samples/s +Step 43770/44000 | Loss: 2.9386 | LR: 3.49e-08 | 1290.5ms/step | 15.5 samples/s +Step 43780/44000 | Loss: 2.9210 | LR: 3.19e-08 | 1292.4ms/step | 15.5 samples/s +Step 43790/44000 | Loss: 2.9080 | LR: 2.91e-08 | 1298.3ms/step | 15.4 samples/s +Step 43800/44000 | Loss: 2.9110 | LR: 2.64e-08 | 1300.0ms/step | 15.4 samples/s +Step 43810/44000 | Loss: 2.9191 | LR: 2.38e-08 | 1293.4ms/step | 15.5 samples/s +Step 43820/44000 | Loss: 2.9114 | LR: 2.14e-08 | 1293.7ms/step | 15.5 samples/s +Step 43830/44000 | Loss: 2.9351 | LR: 1.91e-08 | 1291.9ms/step | 15.5 samples/s +Step 43840/44000 | Loss: 2.9189 | LR: 1.69e-08 | 1291.3ms/step | 15.5 samples/s +Step 43850/44000 | Loss: 2.9113 | LR: 1.48e-08 | 1290.2ms/step | 15.5 samples/s +Step 43860/44000 | Loss: 2.9228 | LR: 1.29e-08 | 1293.5ms/step | 15.5 samples/s +Step 43870/44000 | Loss: 2.9375 | LR: 1.11e-08 | 1291.3ms/step | 15.5 samples/s +Step 43880/44000 | Loss: 2.9536 | LR: 9.50e-09 | 1289.9ms/step | 15.5 samples/s +Step 43890/44000 | Loss: 2.9102 | LR: 7.98e-09 | 1291.5ms/step | 15.5 samples/s +Step 43900/44000 | Loss: 2.9192 | LR: 6.60e-09 | 1288.7ms/step | 15.5 samples/s +Step 43910/44000 | Loss: 2.9239 | LR: 5.34e-09 | 1293.0ms/step | 15.5 samples/s +Step 43920/44000 | Loss: 2.9083 | LR: 4.22e-09 | 1291.6ms/step | 15.5 samples/s +Step 43930/44000 | Loss: 2.9005 | LR: 3.23e-09 | 1289.6ms/step | 15.5 samples/s +Step 43940/44000 | Loss: 2.9086 | LR: 2.37e-09 | 1291.2ms/step | 15.5 samples/s +Step 43950/44000 | Loss: 2.9223 | LR: 1.65e-09 | 1287.8ms/step | 15.5 samples/s +Step 43960/44000 | Loss: 2.9007 | LR: 1.06e-09 | 1287.2ms/step | 15.5 samples/s +Step 43970/44000 | Loss: 2.9312 | LR: 5.94e-10 | 1285.3ms/step | 15.6 samples/s +Step 43980/44000 | Loss: 2.9336 | LR: 2.64e-10 | 1289.4ms/step | 15.5 samples/s +Step 43990/44000 | Loss: 2.9253 | LR: 6.60e-11 | 1291.9ms/step | 15.5 samples/s +Step 44000/44000 | Loss: 2.9673 | LR: 0.00e+00 | 1291.2ms/step | 15.5 samples/s +Validation at step 44000: Loss = 2.9340, Perplexity = 18.80 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-44000 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-44000 diff --git a/epfl_final/SparseAtt/wandb/run-20260707_170941-lgjoqt2r/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260707_170941-lgjoqt2r/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad4c690c3e14b0f13ae055d10340b2fe379c8b39 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_170941-lgjoqt2r/files/requirements.txt @@ -0,0 +1,141 @@ +pip==26.0.1 +nvidia-cusparselt-cu13==0.8.0 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.7.0 +urllib3==2.6.3 +typing_extensions==4.15.0 +triton==3.6.0 +tqdm==4.67.3 +torchinfo==1.8.0 +sympy==1.14.0 +smmap==5.0.3 +six==1.17.0 +shellingham==1.5.4 +setuptools==81.0.0 +safetensors==0.7.0 +regex==2026.4.4 +PyYAML==6.0.3 +Pygments==2.20.0 +pyarrow==24.0.0 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+{"time":"2026-07-08T04:22:13.308399151Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"} +{"time":"2026-07-08T04:22:28.034723248Z","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":5379,"events_lines":2,"console_offset":3061,"console_lines":2} +{"time":"2026-07-08T04:22:28.269008512Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"} +{"time":"2026-07-08T04:22:32.379998672Z","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"} +{"time":"2026-07-08T04:22:32.380206463Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":4399,"history_lines":1,"events_offset":5381,"events_lines":1,"console_offset":3063,"console_lines":1,"uploaded_len":3,"complete":true,"exit_code":0} +{"time":"2026-07-08T04:22:32.667826597Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"} +{"time":"2026-07-08T04:22:32.669491726Z","level":"INFO","msg":"handler: operation stats","stats":{}} +{"time":"2026-07-08T04:22:32.676336315Z","level":"INFO","msg":"stream: finishing up"} +{"time":"2026-07-08T04:22:32.676357647Z","level":"INFO","msg":"handler: closed"} +{"time":"2026-07-08T04:22:32.677898479Z","level":"INFO","msg":"sender: closed"} +{"time":"2026-07-08T04:22:32.67791209Z","level":"INFO","msg":"stream: all finished"} diff --git a/epfl_final/SparseAtt/wandb/run-20260707_170941-lgjoqt2r/logs/debug.log b/epfl_final/SparseAtt/wandb/run-20260707_170941-lgjoqt2r/logs/debug.log new file mode 100644 index 0000000000000000000000000000000000000000..3feb523f138900e2085d9d713168ee11af7bca7b --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_170941-lgjoqt2r/logs/debug.log @@ -0,0 +1,25 @@ +2026-07-07 17:09:41,436 INFO MainThread:441 [wandb_setup.py:_flush():81] Current SDK version is 0.26.1 +2026-07-07 17:09:41,437 INFO MainThread:441 [wandb_setup.py:_flush():81] Configure stats pid to 441 +2026-07-07 17:09:41,437 INFO MainThread:441 [wandb_setup.py:_flush():81] Loading settings from environment variables +2026-07-07 17:09:41,437 INFO MainThread:441 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260707_170941-lgjoqt2r/logs/debug.log +2026-07-07 17:09:41,437 INFO MainThread:441 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260707_170941-lgjoqt2r/logs/debug-internal.log +2026-07-07 17:09:41,437 INFO MainThread:441 [wandb_init.py:init():850] calling init triggers +2026-07-07 17:09:41,437 INFO MainThread:441 [wandb_init.py:init():855] wandb.init called with sweep_config: {} +config: {'model_path': '/mloscratch/homes/navasard/qwen3_06b_base', 'model_dtype': 'bfloat16', 'init_from_scratch': True, 'train_path': '/mloscratch/homes/navasard/data/fineweb_large/tokenized', 'val_path': None, 'max_seq_length': 8192, 'num_workers': 8, 'output_dir': '/mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600', 'resume_from_checkpoint': '/mloscratch/homes/navasard/sparse/checkpoints/l8k365m_fixed_s2/run_20260707_034600/checkpoint-15000', 'force_new_run': False, 'num_epochs': 1, 'max_steps': 44000, 'per_device_batch_size': 2, 'gradient_accumulation_steps': 10, 'learning_rate': 0.0005, 'weight_decay': 0.01, 'warmup_steps': 750, 'lr_scheduler': 'cosine', 'max_grad_norm': 1.0, 'save_steps': 1000, 'eval_steps': 250, 'eval_batches': 50, 'logging_steps': 10, 'seed': 42, 'verbose': True, 'checkpoint_activations': False, 'strategy': 'ddp', 'mixed_precision': 'bf16', 'wandb_enabled': True, 'wandb_project': 'stochastic_sparsity', 'wandb_name': '365m fixed s2 8k', 'wandb_tags': ['qwen3', '365m', '8k', 'scaleladder', 'fixed', 'seed2'], 'hidden_size': 768, 'intermediate_size': 3072, 'num_attention_heads': 6, 'num_key_value_heads': 2, 'num_hidden_layers': 28, 'head_dim': None, 'attention_type': 'sparse_stochastic', 'sparse_block_size': 128, 'sparse_num_random_blocks': 31, 'sparse_mask_pool_size': 1, 'sparse_val_dense_compare': False, 'sparse_layer_indices': None, 'sparse_mask_cache_dir': '/mloscratch/homes/navasard/sparse/mask_cache_8k_fixed_s2', 'sparse_mask_seed': 2, 'dense_mode': False, 'dense_step_intervals': None, '_wandb': {}} +2026-07-07 17:09:41,437 INFO MainThread:441 [wandb_init.py:init():898] starting backend +2026-07-07 17:09:41,983 INFO MainThread:441 [wandb_init.py:init():913] sending inform_init request +2026-07-07 17:09:42,429 INFO MainThread:441 [wandb_init.py:init():918] backend started and connected +2026-07-07 17:09:42,432 INFO MainThread:441 [wandb_init.py:init():988] updated telemetry +2026-07-07 17:09:42,460 INFO MainThread:441 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout +2026-07-07 17:09:43,022 INFO MainThread:441 [wandb_init.py:init():1051] run resumed +2026-07-07 17:09:43,025 INFO MainThread:441 [wandb_init.py:init():1056] starting run threads in backend +2026-07-07 17:09:43,233 INFO MainThread:441 [wandb_run.py:_console_start():2554] atexit reg +2026-07-07 17:09:43,233 INFO MainThread:441 [wandb_run.py:_redirect():2403] redirect: wrap_raw +2026-07-07 17:09:43,233 INFO MainThread:441 [wandb_run.py:_redirect():2472] Wrapping output streams. +2026-07-07 17:09:43,233 INFO MainThread:441 [wandb_run.py:_redirect():2495] Redirects installed. +2026-07-07 17:09:43,241 INFO MainThread:441 [wandb_init.py:init():1094] run started, returning control to user process +2026-07-08 04:22:30,696 INFO MainThread:441 [wandb_run.py:_finish():2321] finishing run ruben-navasardyan4869-epfl/stochastic_sparsity/lgjoqt2r +2026-07-08 04:22:30,697 INFO MainThread:441 [wandb_run.py:_atexit_cleanup():2520] got exitcode: 0 +2026-07-08 04:22:30,698 INFO MainThread:441 [wandb_run.py:_restore():2502] restore +2026-07-08 04:22:30,698 INFO MainThread:441 [wandb_run.py:_restore():2508] restore done +2026-07-08 04:22:32,673 INFO MainThread:441 [wandb_run.py:_footer_sync_info():3889] logging synced files diff --git a/epfl_final/SparseAtt/wandb/run-20260707_170941-lgjoqt2r/run-lgjoqt2r.wandb b/epfl_final/SparseAtt/wandb/run-20260707_170941-lgjoqt2r/run-lgjoqt2r.wandb new file mode 100644 index 0000000000000000000000000000000000000000..93cb72c8ab556a02a7e3cd6c37a0c53e1d2fbeec --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_170941-lgjoqt2r/run-lgjoqt2r.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2fde61c2d05ea9aea1e61f237354775d7fee157d4135c0bc5d5c89342e0d62c3 +size 14981098 diff --git a/epfl_final/SparseAtt/wandb/run-20260707_170941-qlqhc3gy/files/output.log b/epfl_final/SparseAtt/wandb/run-20260707_170941-qlqhc3gy/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..0298b18d4f2325289f0028623044321d40bedfd9 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_170941-qlqhc3gy/files/output.log @@ -0,0 +1,3054 @@ +Starting training... +Validation at step 13000: Loss = 3.0677, Perplexity = 21.49 +wandb: WARNING Tried to log to step 13000 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Switching attention mode for step 13001: dense (dense step interval) +Step 13010/44000 | Loss: 3.0262 | LR: 4.07e-04 | 34893.2ms/step | 0.6 samples/s +wandb: WARNING Tried to log to step 13010 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13020/44000 | Loss: 3.0646 | LR: 4.07e-04 | 1382.6ms/step | 14.5 samples/s +wandb: WARNING Tried to log to step 13020 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13030/44000 | Loss: 3.0603 | LR: 4.07e-04 | 1384.7ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13030 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13040/44000 | Loss: 3.0704 | LR: 4.07e-04 | 1389.7ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13040 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13050/44000 | Loss: 3.0357 | LR: 4.07e-04 | 1386.7ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13050 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13060/44000 | Loss: 3.0516 | LR: 4.07e-04 | 1385.8ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13060 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13070/44000 | Loss: 3.0410 | LR: 4.06e-04 | 1387.4ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13070 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13080/44000 | Loss: 3.0268 | LR: 4.06e-04 | 1385.9ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13080 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13090/44000 | Loss: 3.0331 | LR: 4.06e-04 | 1388.2ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13090 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13100/44000 | Loss: 3.0612 | LR: 4.06e-04 | 1389.9ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13100 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13110/44000 | Loss: 3.0246 | LR: 4.06e-04 | 1387.6ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13110 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13120/44000 | Loss: 3.0297 | LR: 4.06e-04 | 1386.3ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13120 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13130/44000 | Loss: 3.0353 | LR: 4.06e-04 | 1391.8ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13130 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13140/44000 | Loss: 3.0591 | LR: 4.05e-04 | 1390.3ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13140 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13150/44000 | Loss: 3.0290 | LR: 4.05e-04 | 1391.8ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13150 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13160/44000 | Loss: 3.0404 | LR: 4.05e-04 | 1386.2ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13160 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13170/44000 | Loss: 3.0635 | LR: 4.05e-04 | 1385.7ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13170 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13180/44000 | Loss: 3.0211 | LR: 4.05e-04 | 1386.3ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13180 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13190/44000 | Loss: 3.0586 | LR: 4.05e-04 | 1384.3ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13190 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13200/44000 | Loss: 3.0530 | LR: 4.05e-04 | 1384.0ms/step | 14.5 samples/s +wandb: WARNING Tried to log to step 13200 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13210/44000 | Loss: 3.0507 | LR: 4.04e-04 | 1389.6ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13210 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13220/44000 | Loss: 3.0544 | LR: 4.04e-04 | 1393.7ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13220 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13230/44000 | Loss: 3.0792 | LR: 4.04e-04 | 1390.5ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13230 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13240/44000 | Loss: 3.0246 | LR: 4.04e-04 | 1387.9ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13240 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13250/44000 | Loss: 3.0555 | LR: 4.04e-04 | 1385.2ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13250 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 13250: Loss = 3.0643, Perplexity = 21.42 +Step 13260/44000 | Loss: 3.0370 | LR: 4.04e-04 | 3605.3ms/step | 5.5 samples/s +wandb: WARNING Tried to log to step 13260 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13270/44000 | Loss: 3.0711 | LR: 4.04e-04 | 1397.5ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13270 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13280/44000 | Loss: 3.0568 | LR: 4.03e-04 | 1395.5ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13280 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13290/44000 | Loss: 3.0195 | LR: 4.03e-04 | 1393.3ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13290 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13300/44000 | Loss: 3.0184 | LR: 4.03e-04 | 1393.6ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13300 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13310/44000 | Loss: 3.0141 | LR: 4.03e-04 | 1395.1ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13310 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13320/44000 | Loss: 3.0623 | LR: 4.03e-04 | 1392.3ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13320 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13330/44000 | Loss: 3.0416 | LR: 4.03e-04 | 1394.6ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13330 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13340/44000 | Loss: 3.0936 | LR: 4.03e-04 | 1394.0ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13340 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13350/44000 | Loss: 3.0506 | LR: 4.02e-04 | 1393.6ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13350 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13360/44000 | Loss: 3.0145 | LR: 4.02e-04 | 1394.3ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13360 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13370/44000 | Loss: 3.0322 | LR: 4.02e-04 | 1400.1ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13370 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13380/44000 | Loss: 3.0376 | LR: 4.02e-04 | 1395.3ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13380 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13390/44000 | Loss: 3.0394 | LR: 4.02e-04 | 1398.7ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13390 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13400/44000 | Loss: 3.0538 | LR: 4.02e-04 | 1395.5ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13400 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13410/44000 | Loss: 3.0400 | LR: 4.02e-04 | 1393.2ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13410 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13420/44000 | Loss: 3.0743 | LR: 4.01e-04 | 1397.1ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13420 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13430/44000 | Loss: 3.0327 | LR: 4.01e-04 | 1395.9ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13430 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13440/44000 | Loss: 3.0648 | LR: 4.01e-04 | 1397.5ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13440 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13450/44000 | Loss: 3.0334 | LR: 4.01e-04 | 1394.7ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13450 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13460/44000 | Loss: 3.0546 | LR: 4.01e-04 | 1392.4ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13460 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13470/44000 | Loss: 3.0503 | LR: 4.01e-04 | 1389.7ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13470 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13480/44000 | Loss: 3.0205 | LR: 4.01e-04 | 1391.5ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13480 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13490/44000 | Loss: 3.0568 | LR: 4.00e-04 | 1392.8ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13490 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13500/44000 | Loss: 3.0424 | LR: 4.00e-04 | 1393.6ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13500 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 13500: Loss = 3.0598, Perplexity = 21.32 +Step 13510/44000 | Loss: 3.0214 | LR: 4.00e-04 | 3594.2ms/step | 5.6 samples/s +wandb: WARNING Tried to log to step 13510 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13520/44000 | Loss: 3.0635 | LR: 4.00e-04 | 1396.1ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13520 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13530/44000 | Loss: 3.0731 | LR: 4.00e-04 | 1398.1ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13530 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13540/44000 | Loss: 3.0631 | LR: 4.00e-04 | 1400.0ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13540 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13550/44000 | Loss: 3.0682 | LR: 4.00e-04 | 1397.8ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13550 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13560/44000 | Loss: 3.0575 | LR: 3.99e-04 | 1392.0ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13560 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13570/44000 | Loss: 3.0424 | LR: 3.99e-04 | 1393.3ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13570 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13580/44000 | Loss: 3.0521 | LR: 3.99e-04 | 1394.5ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13580 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13590/44000 | Loss: 3.0540 | LR: 3.99e-04 | 1398.0ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13590 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13600/44000 | Loss: 3.0424 | LR: 3.99e-04 | 1396.1ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13600 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13610/44000 | Loss: 3.0417 | LR: 3.99e-04 | 1390.8ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13610 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13620/44000 | Loss: 3.0163 | LR: 3.98e-04 | 1393.1ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13620 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13630/44000 | Loss: 3.0397 | LR: 3.98e-04 | 1391.3ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13630 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13640/44000 | Loss: 3.0567 | LR: 3.98e-04 | 1394.5ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13640 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13650/44000 | Loss: 3.0479 | LR: 3.98e-04 | 1394.4ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13650 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13660/44000 | Loss: 3.0609 | LR: 3.98e-04 | 1397.7ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13660 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13670/44000 | Loss: 3.0442 | LR: 3.98e-04 | 1400.3ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13670 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13680/44000 | Loss: 3.0541 | LR: 3.98e-04 | 1398.0ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13680 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13690/44000 | Loss: 3.0660 | LR: 3.97e-04 | 1395.0ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13690 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13700/44000 | Loss: 3.0349 | LR: 3.97e-04 | 1391.2ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13700 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13710/44000 | Loss: 3.0454 | LR: 3.97e-04 | 1391.8ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13710 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13720/44000 | Loss: 3.0447 | LR: 3.97e-04 | 1393.6ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 13720 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13730/44000 | Loss: 3.0367 | LR: 3.97e-04 | 1393.8ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13730 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13740/44000 | Loss: 3.0328 | LR: 3.97e-04 | 1396.0ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13740 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13750/44000 | Loss: 3.0575 | LR: 3.97e-04 | 1396.2ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 13750 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 13750: Loss = 3.0549, Perplexity = 21.22 +Step 13760/44000 | Loss: 3.0399 | LR: 3.96e-04 | 3600.7ms/step | 5.6 samples/s +wandb: WARNING Tried to log to step 13760 that is less than the current step 13761. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 13770/44000 | Loss: 3.0526 | LR: 3.96e-04 | 1399.7ms/step | 14.3 samples/s +Step 13780/44000 | Loss: 3.0685 | LR: 3.96e-04 | 1398.6ms/step | 14.3 samples/s +Step 13790/44000 | Loss: 3.0268 | LR: 3.96e-04 | 1395.7ms/step | 14.3 samples/s +Step 13800/44000 | Loss: 3.0436 | LR: 3.96e-04 | 1397.9ms/step | 14.3 samples/s +Step 13810/44000 | Loss: 3.0456 | LR: 3.96e-04 | 1400.0ms/step | 14.3 samples/s +Step 13820/44000 | Loss: 3.0571 | LR: 3.96e-04 | 1398.1ms/step | 14.3 samples/s +Step 13830/44000 | Loss: 3.0519 | LR: 3.95e-04 | 1390.9ms/step | 14.4 samples/s +Step 13840/44000 | Loss: 3.0309 | LR: 3.95e-04 | 1389.2ms/step | 14.4 samples/s +Step 13850/44000 | Loss: 3.0358 | LR: 3.95e-04 | 1389.7ms/step | 14.4 samples/s +Step 13860/44000 | Loss: 3.0720 | LR: 3.95e-04 | 1395.8ms/step | 14.3 samples/s +Step 13870/44000 | Loss: 3.0407 | LR: 3.95e-04 | 1394.1ms/step | 14.3 samples/s +Step 13880/44000 | Loss: 3.0191 | LR: 3.95e-04 | 1398.4ms/step | 14.3 samples/s +Step 13890/44000 | Loss: 3.0000 | LR: 3.95e-04 | 1392.9ms/step | 14.4 samples/s +Step 13900/44000 | Loss: 3.0516 | LR: 3.94e-04 | 1393.1ms/step | 14.4 samples/s +Step 13910/44000 | Loss: 3.0053 | LR: 3.94e-04 | 1387.9ms/step | 14.4 samples/s +Step 13920/44000 | Loss: 3.0231 | LR: 3.94e-04 | 1388.6ms/step | 14.4 samples/s +Step 13930/44000 | Loss: 3.0043 | LR: 3.94e-04 | 1392.5ms/step | 14.4 samples/s +Step 13940/44000 | Loss: 3.0517 | LR: 3.94e-04 | 1394.5ms/step | 14.3 samples/s +Step 13950/44000 | Loss: 3.0361 | LR: 3.94e-04 | 1392.1ms/step | 14.4 samples/s +Step 13960/44000 | Loss: 3.0502 | LR: 3.93e-04 | 1392.8ms/step | 14.4 samples/s +Step 13970/44000 | Loss: 3.0627 | LR: 3.93e-04 | 1386.4ms/step | 14.4 samples/s +Step 13980/44000 | Loss: 3.0565 | LR: 3.93e-04 | 1387.5ms/step | 14.4 samples/s +Step 13990/44000 | Loss: 3.0168 | LR: 3.93e-04 | 1389.5ms/step | 14.4 samples/s +Step 14000/44000 | Loss: 3.0439 | LR: 3.93e-04 | 1392.0ms/step | 14.4 samples/s +Validation at step 14000: Loss = 3.0517, Perplexity = 21.15 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-14000 +Step 14010/44000 | Loss: 3.0310 | LR: 3.93e-04 | 3974.0ms/step | 5.0 samples/s +Step 14020/44000 | Loss: 3.0448 | LR: 3.93e-04 | 1394.4ms/step | 14.3 samples/s +Step 14030/44000 | Loss: 3.0159 | LR: 3.92e-04 | 1397.4ms/step | 14.3 samples/s +Step 14040/44000 | Loss: 3.0654 | LR: 3.92e-04 | 1396.4ms/step | 14.3 samples/s +Step 14050/44000 | Loss: 3.0311 | LR: 3.92e-04 | 1396.0ms/step | 14.3 samples/s +Step 14060/44000 | Loss: 3.0762 | LR: 3.92e-04 | 1391.7ms/step | 14.4 samples/s +Step 14070/44000 | Loss: 3.0657 | LR: 3.92e-04 | 1392.7ms/step | 14.4 samples/s +Step 14080/44000 | Loss: 3.0440 | LR: 3.92e-04 | 1389.5ms/step | 14.4 samples/s +Step 14090/44000 | Loss: 3.0152 | LR: 3.92e-04 | 1393.9ms/step | 14.3 samples/s +Step 14100/44000 | Loss: 3.0290 | LR: 3.91e-04 | 1399.7ms/step | 14.3 samples/s +Step 14110/44000 | Loss: 3.0005 | LR: 3.91e-04 | 1400.3ms/step | 14.3 samples/s +Step 14120/44000 | Loss: 3.0218 | LR: 3.91e-04 | 1399.8ms/step | 14.3 samples/s +Step 14130/44000 | Loss: 3.0551 | LR: 3.91e-04 | 1398.3ms/step | 14.3 samples/s +Step 14140/44000 | Loss: 3.0220 | LR: 3.91e-04 | 1392.0ms/step | 14.4 samples/s +Step 14150/44000 | Loss: 3.0269 | LR: 3.91e-04 | 1395.8ms/step | 14.3 samples/s +Step 14160/44000 | Loss: 3.0240 | LR: 3.90e-04 | 1390.2ms/step | 14.4 samples/s +Step 14170/44000 | Loss: 3.0669 | LR: 3.90e-04 | 1398.2ms/step | 14.3 samples/s +Step 14180/44000 | Loss: 3.0176 | LR: 3.90e-04 | 1400.0ms/step | 14.3 samples/s +Step 14190/44000 | Loss: 3.0534 | LR: 3.90e-04 | 1400.2ms/step | 14.3 samples/s +Step 14200/44000 | Loss: 3.0615 | LR: 3.90e-04 | 1399.8ms/step | 14.3 samples/s +Step 14210/44000 | Loss: 3.0325 | LR: 3.90e-04 | 1400.0ms/step | 14.3 samples/s +Step 14220/44000 | Loss: 3.0172 | LR: 3.90e-04 | 1400.0ms/step | 14.3 samples/s +Step 14230/44000 | Loss: 3.0373 | LR: 3.89e-04 | 1399.8ms/step | 14.3 samples/s +Step 14240/44000 | Loss: 3.0099 | LR: 3.89e-04 | 1400.3ms/step | 14.3 samples/s +Step 14250/44000 | Loss: 3.0317 | LR: 3.89e-04 | 1399.9ms/step | 14.3 samples/s +Validation at step 14250: Loss = 3.0486, Perplexity = 21.09 +Step 14260/44000 | Loss: 3.0088 | LR: 3.89e-04 | 3624.1ms/step | 5.5 samples/s +Step 14270/44000 | Loss: 3.0241 | LR: 3.89e-04 | 1400.0ms/step | 14.3 samples/s +Step 14280/44000 | Loss: 3.0278 | LR: 3.89e-04 | 1398.1ms/step | 14.3 samples/s +Step 14290/44000 | Loss: 3.0152 | LR: 3.89e-04 | 1398.2ms/step | 14.3 samples/s +Step 14300/44000 | Loss: 3.0124 | LR: 3.88e-04 | 1400.0ms/step | 14.3 samples/s +Step 14310/44000 | Loss: 3.0749 | LR: 3.88e-04 | 1399.0ms/step | 14.3 samples/s +Step 14320/44000 | Loss: 3.0374 | LR: 3.88e-04 | 1396.7ms/step | 14.3 samples/s +Step 14330/44000 | Loss: 3.0545 | LR: 3.88e-04 | 1393.8ms/step | 14.3 samples/s +Step 14340/44000 | Loss: 3.0248 | LR: 3.88e-04 | 1394.3ms/step | 14.3 samples/s +Step 14350/44000 | Loss: 3.0523 | LR: 3.88e-04 | 1394.1ms/step | 14.3 samples/s +Step 14360/44000 | Loss: 3.0301 | LR: 3.87e-04 | 1391.5ms/step | 14.4 samples/s +Step 14370/44000 | Loss: 3.0260 | LR: 3.87e-04 | 1392.6ms/step | 14.4 samples/s +Step 14380/44000 | Loss: 3.0031 | LR: 3.87e-04 | 1393.8ms/step | 14.3 samples/s +Step 14390/44000 | Loss: 3.0274 | LR: 3.87e-04 | 1393.7ms/step | 14.3 samples/s +Step 14400/44000 | Loss: 2.9985 | LR: 3.87e-04 | 1388.5ms/step | 14.4 samples/s +Step 14410/44000 | Loss: 3.0203 | LR: 3.87e-04 | 1389.9ms/step | 14.4 samples/s +Step 14420/44000 | Loss: 3.0113 | LR: 3.87e-04 | 1399.8ms/step | 14.3 samples/s +Step 14430/44000 | Loss: 3.0249 | LR: 3.86e-04 | 1398.2ms/step | 14.3 samples/s +Step 14440/44000 | Loss: 3.0131 | LR: 3.86e-04 | 1400.0ms/step | 14.3 samples/s +Step 14450/44000 | Loss: 3.0352 | LR: 3.86e-04 | 1400.3ms/step | 14.3 samples/s +Step 14460/44000 | Loss: 3.0067 | LR: 3.86e-04 | 1399.8ms/step | 14.3 samples/s +Step 14470/44000 | Loss: 3.0514 | LR: 3.86e-04 | 1393.1ms/step | 14.4 samples/s +Step 14480/44000 | Loss: 3.0297 | LR: 3.86e-04 | 1390.5ms/step | 14.4 samples/s +Step 14490/44000 | Loss: 3.0302 | LR: 3.85e-04 | 1392.2ms/step | 14.4 samples/s +Step 14500/44000 | Loss: 3.0404 | LR: 3.85e-04 | 1392.0ms/step | 14.4 samples/s +Validation at step 14500: Loss = 3.0455, Perplexity = 21.02 +Step 14510/44000 | Loss: 3.0428 | LR: 3.85e-04 | 3606.1ms/step | 5.5 samples/s +Step 14520/44000 | Loss: 3.0148 | LR: 3.85e-04 | 1397.6ms/step | 14.3 samples/s +Step 14530/44000 | Loss: 3.0438 | LR: 3.85e-04 | 1391.4ms/step | 14.4 samples/s +Step 14540/44000 | Loss: 3.0356 | LR: 3.85e-04 | 1393.3ms/step | 14.4 samples/s +Step 14550/44000 | Loss: 3.0077 | LR: 3.85e-04 | 1391.8ms/step | 14.4 samples/s +Step 14560/44000 | Loss: 3.0533 | LR: 3.84e-04 | 1394.0ms/step | 14.3 samples/s +Step 14570/44000 | Loss: 3.0163 | LR: 3.84e-04 | 1397.9ms/step | 14.3 samples/s +Step 14580/44000 | Loss: 3.0216 | LR: 3.84e-04 | 1400.0ms/step | 14.3 samples/s +Step 14590/44000 | Loss: 3.0249 | LR: 3.84e-04 | 1395.9ms/step | 14.3 samples/s +Step 14600/44000 | Loss: 2.9964 | LR: 3.84e-04 | 1396.2ms/step | 14.3 samples/s +Step 14610/44000 | Loss: 3.0260 | LR: 3.84e-04 | 1397.9ms/step | 14.3 samples/s +Step 14620/44000 | Loss: 3.0621 | LR: 3.83e-04 | 1392.1ms/step | 14.4 samples/s +Step 14630/44000 | Loss: 3.0128 | LR: 3.83e-04 | 1391.8ms/step | 14.4 samples/s +Step 14640/44000 | Loss: 3.0107 | LR: 3.83e-04 | 1392.3ms/step | 14.4 samples/s +Step 14650/44000 | Loss: 3.0298 | LR: 3.83e-04 | 1400.1ms/step | 14.3 samples/s +Step 14660/44000 | Loss: 3.0279 | LR: 3.83e-04 | 1396.3ms/step | 14.3 samples/s +Step 14670/44000 | Loss: 3.0152 | LR: 3.83e-04 | 1393.4ms/step | 14.4 samples/s +Step 14680/44000 | Loss: 3.0402 | LR: 3.83e-04 | 1390.1ms/step | 14.4 samples/s +Step 14690/44000 | Loss: 3.0441 | LR: 3.82e-04 | 1393.7ms/step | 14.4 samples/s +Step 14700/44000 | Loss: 3.0151 | LR: 3.82e-04 | 1394.2ms/step | 14.3 samples/s +Step 14710/44000 | Loss: 3.0453 | LR: 3.82e-04 | 1391.2ms/step | 14.4 samples/s +Step 14720/44000 | Loss: 3.0420 | LR: 3.82e-04 | 1398.8ms/step | 14.3 samples/s +Step 14730/44000 | Loss: 3.0334 | LR: 3.82e-04 | 1396.1ms/step | 14.3 samples/s +Step 14740/44000 | Loss: 3.0369 | LR: 3.82e-04 | 1394.1ms/step | 14.3 samples/s +Step 14750/44000 | Loss: 2.9947 | LR: 3.81e-04 | 1389.1ms/step | 14.4 samples/s +Validation at step 14750: Loss = 3.0419, Perplexity = 20.94 +Step 14760/44000 | Loss: 3.0402 | LR: 3.81e-04 | 3599.0ms/step | 5.6 samples/s +Step 14770/44000 | Loss: 3.0050 | LR: 3.81e-04 | 1393.5ms/step | 14.4 samples/s +Step 14780/44000 | Loss: 3.0023 | LR: 3.81e-04 | 1391.5ms/step | 14.4 samples/s +Step 14790/44000 | Loss: 3.0205 | LR: 3.81e-04 | 1392.9ms/step | 14.4 samples/s +Step 14800/44000 | Loss: 3.0404 | LR: 3.81e-04 | 1393.9ms/step | 14.3 samples/s +Step 14810/44000 | Loss: 2.9997 | LR: 3.81e-04 | 1395.7ms/step | 14.3 samples/s +Step 14820/44000 | Loss: 3.0355 | LR: 3.80e-04 | 1394.7ms/step | 14.3 samples/s +Step 14830/44000 | Loss: 3.0167 | LR: 3.80e-04 | 1391.3ms/step | 14.4 samples/s +Step 14840/44000 | Loss: 3.0248 | LR: 3.80e-04 | 1390.2ms/step | 14.4 samples/s +Step 14850/44000 | Loss: 3.0228 | LR: 3.80e-04 | 1389.3ms/step | 14.4 samples/s +Step 14860/44000 | Loss: 2.9985 | LR: 3.80e-04 | 1392.0ms/step | 14.4 samples/s +Step 14870/44000 | Loss: 2.9972 | LR: 3.80e-04 | 1392.8ms/step | 14.4 samples/s +Step 14880/44000 | Loss: 2.9931 | LR: 3.79e-04 | 1389.5ms/step | 14.4 samples/s +Step 14890/44000 | Loss: 3.0314 | LR: 3.79e-04 | 1390.2ms/step | 14.4 samples/s +Step 14900/44000 | Loss: 3.0371 | LR: 3.79e-04 | 1388.5ms/step | 14.4 samples/s +Step 14910/44000 | Loss: 3.0016 | LR: 3.79e-04 | 1394.0ms/step | 14.3 samples/s +Step 14920/44000 | Loss: 3.0413 | LR: 3.79e-04 | 1392.4ms/step | 14.4 samples/s +Step 14930/44000 | Loss: 3.0233 | LR: 3.79e-04 | 1397.9ms/step | 14.3 samples/s +Step 14940/44000 | Loss: 3.0310 | LR: 3.79e-04 | 1400.0ms/step | 14.3 samples/s +Step 14950/44000 | Loss: 3.0025 | LR: 3.78e-04 | 1399.6ms/step | 14.3 samples/s +Step 14960/44000 | Loss: 2.9620 | LR: 3.78e-04 | 1400.5ms/step | 14.3 samples/s +Step 14970/44000 | Loss: 3.0162 | LR: 3.78e-04 | 1399.9ms/step | 14.3 samples/s +Step 14980/44000 | Loss: 2.9999 | LR: 3.78e-04 | 1400.0ms/step | 14.3 samples/s +Step 14990/44000 | Loss: 3.0326 | LR: 3.78e-04 | 1396.0ms/step | 14.3 samples/s +Step 15000/44000 | Loss: 3.0642 | LR: 3.78e-04 | 1394.2ms/step | 14.3 samples/s +Validation at step 15000: Loss = 3.0391, Perplexity = 20.89 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-15000 +Step 15010/44000 | Loss: 3.0406 | LR: 3.77e-04 | 3911.6ms/step | 5.1 samples/s +Step 15020/44000 | Loss: 3.0102 | LR: 3.77e-04 | 1392.4ms/step | 14.4 samples/s +Step 15030/44000 | Loss: 3.0286 | LR: 3.77e-04 | 1394.1ms/step | 14.3 samples/s +Step 15040/44000 | Loss: 3.0379 | LR: 3.77e-04 | 1394.8ms/step | 14.3 samples/s +Step 15050/44000 | Loss: 3.0129 | LR: 3.77e-04 | 1390.9ms/step | 14.4 samples/s +Step 15060/44000 | Loss: 3.0472 | LR: 3.77e-04 | 1396.0ms/step | 14.3 samples/s +Step 15070/44000 | Loss: 3.0095 | LR: 3.77e-04 | 1394.0ms/step | 14.3 samples/s +Step 15080/44000 | Loss: 3.0502 | LR: 3.76e-04 | 1391.9ms/step | 14.4 samples/s +Step 15090/44000 | Loss: 3.0245 | LR: 3.76e-04 | 1390.2ms/step | 14.4 samples/s +Step 15100/44000 | Loss: 2.9995 | LR: 3.76e-04 | 1395.8ms/step | 14.3 samples/s +Step 15110/44000 | Loss: 3.0420 | LR: 3.76e-04 | 1392.5ms/step | 14.4 samples/s +Step 15120/44000 | Loss: 3.0446 | LR: 3.76e-04 | 1394.7ms/step | 14.3 samples/s +Step 15130/44000 | Loss: 3.0184 | LR: 3.76e-04 | 1394.7ms/step | 14.3 samples/s +Step 15140/44000 | Loss: 3.0281 | LR: 3.75e-04 | 1394.4ms/step | 14.3 samples/s +Step 15150/44000 | Loss: 3.0283 | LR: 3.75e-04 | 1398.3ms/step | 14.3 samples/s +Step 15160/44000 | Loss: 3.0490 | LR: 3.75e-04 | 1399.9ms/step | 14.3 samples/s +Step 15170/44000 | Loss: 3.0202 | LR: 3.75e-04 | 1399.8ms/step | 14.3 samples/s +Step 15180/44000 | Loss: 3.0533 | LR: 3.75e-04 | 1399.9ms/step | 14.3 samples/s +Step 15190/44000 | Loss: 3.0164 | LR: 3.75e-04 | 1395.2ms/step | 14.3 samples/s +Step 15200/44000 | Loss: 3.0552 | LR: 3.74e-04 | 1390.3ms/step | 14.4 samples/s +Step 15210/44000 | Loss: 3.0209 | LR: 3.74e-04 | 1394.4ms/step | 14.3 samples/s +Step 15220/44000 | Loss: 3.0104 | LR: 3.74e-04 | 1392.2ms/step | 14.4 samples/s +Step 15230/44000 | Loss: 2.9948 | LR: 3.74e-04 | 1395.7ms/step | 14.3 samples/s +Step 15240/44000 | Loss: 2.9763 | LR: 3.74e-04 | 1398.4ms/step | 14.3 samples/s +Step 15250/44000 | Loss: 3.0337 | LR: 3.74e-04 | 1400.1ms/step | 14.3 samples/s +Validation at step 15250: Loss = 3.0345, Perplexity = 20.79 +Step 15260/44000 | Loss: 3.0068 | LR: 3.74e-04 | 3601.8ms/step | 5.6 samples/s +Step 15270/44000 | Loss: 3.0046 | LR: 3.73e-04 | 1396.1ms/step | 14.3 samples/s +Step 15280/44000 | Loss: 3.0084 | LR: 3.73e-04 | 1394.1ms/step | 14.3 samples/s +Step 15290/44000 | Loss: 3.0184 | LR: 3.73e-04 | 1393.7ms/step | 14.4 samples/s +Step 15300/44000 | Loss: 3.0238 | LR: 3.73e-04 | 1395.6ms/step | 14.3 samples/s +Step 15310/44000 | Loss: 3.0355 | LR: 3.73e-04 | 1396.8ms/step | 14.3 samples/s +Step 15320/44000 | Loss: 3.0247 | LR: 3.73e-04 | 1399.9ms/step | 14.3 samples/s +Step 15330/44000 | Loss: 3.0090 | LR: 3.72e-04 | 1399.9ms/step | 14.3 samples/s +Step 15340/44000 | Loss: 3.0149 | LR: 3.72e-04 | 1400.3ms/step | 14.3 samples/s +Step 15350/44000 | Loss: 3.0052 | LR: 3.72e-04 | 1399.8ms/step | 14.3 samples/s +Step 15360/44000 | Loss: 3.0105 | LR: 3.72e-04 | 1400.3ms/step | 14.3 samples/s +Step 15370/44000 | Loss: 3.0158 | LR: 3.72e-04 | 1397.5ms/step | 14.3 samples/s +Step 15380/44000 | Loss: 3.0170 | LR: 3.72e-04 | 1392.3ms/step | 14.4 samples/s +Step 15390/44000 | Loss: 2.9849 | LR: 3.71e-04 | 1396.0ms/step | 14.3 samples/s +Step 15400/44000 | Loss: 2.9959 | LR: 3.71e-04 | 1393.9ms/step | 14.3 samples/s +Step 15410/44000 | Loss: 2.9897 | LR: 3.71e-04 | 1393.2ms/step | 14.4 samples/s +Step 15420/44000 | Loss: 3.0200 | LR: 3.71e-04 | 1397.0ms/step | 14.3 samples/s +Step 15430/44000 | Loss: 3.0057 | LR: 3.71e-04 | 1400.2ms/step | 14.3 samples/s +Step 15440/44000 | Loss: 3.0444 | LR: 3.71e-04 | 1399.9ms/step | 14.3 samples/s +Step 15450/44000 | Loss: 3.0214 | LR: 3.71e-04 | 1400.3ms/step | 14.3 samples/s +Step 15460/44000 | Loss: 3.0203 | LR: 3.70e-04 | 1399.6ms/step | 14.3 samples/s +Step 15470/44000 | Loss: 3.0151 | LR: 3.70e-04 | 1400.1ms/step | 14.3 samples/s +Step 15480/44000 | Loss: 3.0140 | LR: 3.70e-04 | 1399.9ms/step | 14.3 samples/s +Step 15490/44000 | Loss: 3.0073 | LR: 3.70e-04 | 1400.1ms/step | 14.3 samples/s +Step 15500/44000 | Loss: 3.0480 | LR: 3.70e-04 | 1399.9ms/step | 14.3 samples/s +Validation at step 15500: Loss = 3.0314, Perplexity = 20.73 +Step 15510/44000 | Loss: 3.0158 | LR: 3.70e-04 | 3616.0ms/step | 5.5 samples/s +Step 15520/44000 | Loss: 3.0418 | LR: 3.69e-04 | 1400.0ms/step | 14.3 samples/s +Step 15530/44000 | Loss: 3.0006 | LR: 3.69e-04 | 1399.7ms/step | 14.3 samples/s +Step 15540/44000 | Loss: 2.9908 | LR: 3.69e-04 | 1397.8ms/step | 14.3 samples/s +Step 15550/44000 | Loss: 2.9937 | LR: 3.69e-04 | 1390.3ms/step | 14.4 samples/s +Step 15560/44000 | Loss: 3.0068 | LR: 3.69e-04 | 1392.3ms/step | 14.4 samples/s +Step 15570/44000 | Loss: 3.0162 | LR: 3.69e-04 | 1397.7ms/step | 14.3 samples/s +Step 15580/44000 | Loss: 3.0212 | LR: 3.68e-04 | 1400.1ms/step | 14.3 samples/s +Step 15590/44000 | Loss: 3.0318 | LR: 3.68e-04 | 1400.1ms/step | 14.3 samples/s +Step 15600/44000 | Loss: 3.0112 | LR: 3.68e-04 | 1398.0ms/step | 14.3 samples/s +Step 15610/44000 | Loss: 3.0263 | LR: 3.68e-04 | 1399.3ms/step | 14.3 samples/s +Step 15620/44000 | Loss: 3.0363 | LR: 3.68e-04 | 1398.5ms/step | 14.3 samples/s +Step 15630/44000 | Loss: 2.9988 | LR: 3.68e-04 | 1396.2ms/step | 14.3 samples/s +Step 15640/44000 | Loss: 3.0180 | LR: 3.67e-04 | 1394.0ms/step | 14.3 samples/s +Step 15650/44000 | Loss: 3.0178 | LR: 3.67e-04 | 1397.8ms/step | 14.3 samples/s +Step 15660/44000 | Loss: 2.9908 | LR: 3.67e-04 | 1398.2ms/step | 14.3 samples/s +Step 15670/44000 | Loss: 3.0066 | LR: 3.67e-04 | 1395.8ms/step | 14.3 samples/s +Step 15680/44000 | Loss: 3.0632 | LR: 3.67e-04 | 1392.4ms/step | 14.4 samples/s +Step 15690/44000 | Loss: 3.0334 | LR: 3.67e-04 | 1391.1ms/step | 14.4 samples/s +Step 15700/44000 | Loss: 3.0486 | LR: 3.67e-04 | 1395.2ms/step | 14.3 samples/s +Step 15710/44000 | Loss: 3.0575 | LR: 3.66e-04 | 1397.5ms/step | 14.3 samples/s +Step 15720/44000 | Loss: 2.9989 | LR: 3.66e-04 | 1395.6ms/step | 14.3 samples/s +Step 15730/44000 | Loss: 3.0100 | LR: 3.66e-04 | 1394.3ms/step | 14.3 samples/s +Step 15740/44000 | Loss: 3.0061 | LR: 3.66e-04 | 1397.9ms/step | 14.3 samples/s +Step 15750/44000 | Loss: 3.0017 | LR: 3.66e-04 | 1394.4ms/step | 14.3 samples/s +Validation at step 15750: Loss = 3.0281, Perplexity = 20.66 +Step 15760/44000 | Loss: 3.0023 | LR: 3.66e-04 | 3592.2ms/step | 5.6 samples/s +Step 15770/44000 | Loss: 2.9937 | LR: 3.65e-04 | 1392.5ms/step | 14.4 samples/s +Step 15780/44000 | Loss: 3.0092 | LR: 3.65e-04 | 1391.9ms/step | 14.4 samples/s +Step 15790/44000 | Loss: 3.0139 | LR: 3.65e-04 | 1396.7ms/step | 14.3 samples/s +Step 15800/44000 | Loss: 3.0083 | LR: 3.65e-04 | 1398.7ms/step | 14.3 samples/s +Step 15810/44000 | Loss: 2.9938 | LR: 3.65e-04 | 1398.0ms/step | 14.3 samples/s +Step 15820/44000 | Loss: 2.9996 | LR: 3.65e-04 | 1400.0ms/step | 14.3 samples/s +Step 15830/44000 | Loss: 3.0223 | LR: 3.64e-04 | 1397.9ms/step | 14.3 samples/s +Step 15840/44000 | Loss: 3.0100 | LR: 3.64e-04 | 1395.9ms/step | 14.3 samples/s +Step 15850/44000 | Loss: 2.9974 | LR: 3.64e-04 | 1393.7ms/step | 14.4 samples/s +Step 15860/44000 | Loss: 3.0012 | LR: 3.64e-04 | 1396.6ms/step | 14.3 samples/s +Step 15870/44000 | Loss: 3.0115 | LR: 3.64e-04 | 1395.7ms/step | 14.3 samples/s +Step 15880/44000 | Loss: 3.0172 | LR: 3.64e-04 | 1390.1ms/step | 14.4 samples/s +Step 15890/44000 | Loss: 2.9824 | LR: 3.63e-04 | 1394.1ms/step | 14.3 samples/s +Step 15900/44000 | Loss: 3.0261 | LR: 3.63e-04 | 1400.0ms/step | 14.3 samples/s +Step 15910/44000 | Loss: 3.0246 | LR: 3.63e-04 | 1394.2ms/step | 14.3 samples/s +Step 15920/44000 | Loss: 3.0205 | LR: 3.63e-04 | 1393.8ms/step | 14.3 samples/s +Step 15930/44000 | Loss: 2.9790 | LR: 3.63e-04 | 1392.0ms/step | 14.4 samples/s +Step 15940/44000 | Loss: 3.0000 | LR: 3.63e-04 | 1394.2ms/step | 14.3 samples/s +Step 15950/44000 | Loss: 2.9839 | LR: 3.62e-04 | 1399.6ms/step | 14.3 samples/s +Step 15960/44000 | Loss: 2.9909 | LR: 3.62e-04 | 1399.0ms/step | 14.3 samples/s +Step 15970/44000 | Loss: 3.0032 | LR: 3.62e-04 | 1394.7ms/step | 14.3 samples/s +Step 15980/44000 | Loss: 3.0117 | LR: 3.62e-04 | 1396.5ms/step | 14.3 samples/s +Step 15990/44000 | Loss: 3.0170 | LR: 3.62e-04 | 1392.0ms/step | 14.4 samples/s +Step 16000/44000 | Loss: 3.0214 | LR: 3.62e-04 | 1391.6ms/step | 14.4 samples/s +Validation at step 16000: Loss = 3.0254, Perplexity = 20.60 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-16000 +Step 16010/44000 | Loss: 2.9716 | LR: 3.62e-04 | 3894.4ms/step | 5.1 samples/s +Step 16020/44000 | Loss: 2.9927 | LR: 3.61e-04 | 1388.2ms/step | 14.4 samples/s +Step 16030/44000 | Loss: 3.0083 | LR: 3.61e-04 | 1389.9ms/step | 14.4 samples/s +Step 16040/44000 | Loss: 2.9941 | LR: 3.61e-04 | 1392.8ms/step | 14.4 samples/s +Step 16050/44000 | Loss: 3.0282 | LR: 3.61e-04 | 1396.4ms/step | 14.3 samples/s +Step 16060/44000 | Loss: 2.9982 | LR: 3.61e-04 | 1394.7ms/step | 14.3 samples/s +Step 16070/44000 | Loss: 3.0217 | LR: 3.61e-04 | 1395.2ms/step | 14.3 samples/s +Step 16080/44000 | Loss: 3.0088 | LR: 3.60e-04 | 1392.9ms/step | 14.4 samples/s +Step 16090/44000 | Loss: 2.9769 | LR: 3.60e-04 | 1391.8ms/step | 14.4 samples/s +Step 16100/44000 | Loss: 2.9986 | LR: 3.60e-04 | 1391.1ms/step | 14.4 samples/s +Step 16110/44000 | Loss: 3.0140 | LR: 3.60e-04 | 1395.2ms/step | 14.3 samples/s +Step 16120/44000 | Loss: 3.0127 | LR: 3.60e-04 | 1395.8ms/step | 14.3 samples/s +Step 16130/44000 | Loss: 2.9961 | LR: 3.60e-04 | 1390.2ms/step | 14.4 samples/s +Step 16140/44000 | Loss: 3.0038 | LR: 3.59e-04 | 1390.1ms/step | 14.4 samples/s +Step 16150/44000 | Loss: 2.9810 | LR: 3.59e-04 | 1391.2ms/step | 14.4 samples/s +Step 16160/44000 | Loss: 2.9990 | LR: 3.59e-04 | 1393.8ms/step | 14.3 samples/s +Step 16170/44000 | Loss: 3.0220 | LR: 3.59e-04 | 1396.9ms/step | 14.3 samples/s +Step 16180/44000 | Loss: 3.0280 | LR: 3.59e-04 | 1400.1ms/step | 14.3 samples/s +Step 16190/44000 | Loss: 3.0187 | LR: 3.59e-04 | 1399.7ms/step | 14.3 samples/s +Step 16200/44000 | Loss: 2.9890 | LR: 3.58e-04 | 1392.2ms/step | 14.4 samples/s +Step 16210/44000 | Loss: 2.9894 | LR: 3.58e-04 | 1388.6ms/step | 14.4 samples/s +Step 16220/44000 | Loss: 3.0346 | LR: 3.58e-04 | 1387.5ms/step | 14.4 samples/s +Step 16230/44000 | Loss: 2.9713 | LR: 3.58e-04 | 1390.1ms/step | 14.4 samples/s +Step 16240/44000 | Loss: 2.9878 | LR: 3.58e-04 | 1393.8ms/step | 14.3 samples/s +Step 16250/44000 | Loss: 3.0294 | LR: 3.58e-04 | 1395.8ms/step | 14.3 samples/s +Validation at step 16250: Loss = 3.0214, Perplexity = 20.52 +Step 16260/44000 | Loss: 2.9884 | LR: 3.57e-04 | 3608.2ms/step | 5.5 samples/s +Step 16270/44000 | Loss: 3.0472 | LR: 3.57e-04 | 1392.3ms/step | 14.4 samples/s +Step 16280/44000 | Loss: 3.0050 | LR: 3.57e-04 | 1392.5ms/step | 14.4 samples/s +Step 16290/44000 | Loss: 2.9874 | LR: 3.57e-04 | 1393.0ms/step | 14.4 samples/s +Step 16300/44000 | Loss: 3.0319 | LR: 3.57e-04 | 1396.2ms/step | 14.3 samples/s +Step 16310/44000 | Loss: 3.0181 | LR: 3.57e-04 | 1389.8ms/step | 14.4 samples/s +Step 16320/44000 | Loss: 2.9744 | LR: 3.56e-04 | 1390.3ms/step | 14.4 samples/s +Step 16330/44000 | Loss: 2.9910 | LR: 3.56e-04 | 1391.8ms/step | 14.4 samples/s +Step 16340/44000 | Loss: 3.0156 | LR: 3.56e-04 | 1390.1ms/step | 14.4 samples/s +Step 16350/44000 | Loss: 3.0145 | LR: 3.56e-04 | 1390.0ms/step | 14.4 samples/s +Step 16360/44000 | Loss: 3.0218 | LR: 3.56e-04 | 1394.2ms/step | 14.3 samples/s +Step 16370/44000 | Loss: 2.9926 | LR: 3.56e-04 | 1400.1ms/step | 14.3 samples/s +Step 16380/44000 | Loss: 3.0077 | LR: 3.55e-04 | 1395.0ms/step | 14.3 samples/s +Step 16390/44000 | Loss: 3.0400 | LR: 3.55e-04 | 1393.1ms/step | 14.4 samples/s +Step 16400/44000 | Loss: 2.9877 | LR: 3.55e-04 | 1397.8ms/step | 14.3 samples/s +Step 16410/44000 | Loss: 2.9991 | LR: 3.55e-04 | 1395.4ms/step | 14.3 samples/s +Step 16420/44000 | Loss: 2.9939 | LR: 3.55e-04 | 1392.7ms/step | 14.4 samples/s +Step 16430/44000 | Loss: 3.0149 | LR: 3.55e-04 | 1397.9ms/step | 14.3 samples/s +Step 16440/44000 | Loss: 3.0015 | LR: 3.54e-04 | 1400.1ms/step | 14.3 samples/s +Step 16450/44000 | Loss: 3.0041 | LR: 3.54e-04 | 1398.0ms/step | 14.3 samples/s +Step 16460/44000 | Loss: 3.0172 | LR: 3.54e-04 | 1393.7ms/step | 14.4 samples/s +Step 16470/44000 | Loss: 2.9818 | LR: 3.54e-04 | 1390.1ms/step | 14.4 samples/s +Step 16480/44000 | Loss: 2.9857 | LR: 3.54e-04 | 1398.4ms/step | 14.3 samples/s +Step 16490/44000 | Loss: 2.9812 | LR: 3.54e-04 | 1400.1ms/step | 14.3 samples/s +Step 16500/44000 | Loss: 2.9962 | LR: 3.53e-04 | 1395.1ms/step | 14.3 samples/s +Validation at step 16500: Loss = 3.0183, Perplexity = 20.46 +Step 16510/44000 | Loss: 3.0187 | LR: 3.53e-04 | 3602.7ms/step | 5.6 samples/s +Step 16520/44000 | Loss: 2.9956 | LR: 3.53e-04 | 1399.6ms/step | 14.3 samples/s +Step 16530/44000 | Loss: 2.9697 | LR: 3.53e-04 | 1391.8ms/step | 14.4 samples/s +Step 16540/44000 | Loss: 3.0046 | LR: 3.53e-04 | 1394.5ms/step | 14.3 samples/s +Step 16550/44000 | Loss: 2.9612 | LR: 3.53e-04 | 1398.2ms/step | 14.3 samples/s +Step 16560/44000 | Loss: 2.9865 | LR: 3.52e-04 | 1399.8ms/step | 14.3 samples/s +Step 16570/44000 | Loss: 3.0200 | LR: 3.52e-04 | 1398.0ms/step | 14.3 samples/s +Step 16580/44000 | Loss: 2.9855 | LR: 3.52e-04 | 1400.0ms/step | 14.3 samples/s +Step 16590/44000 | Loss: 2.9965 | LR: 3.52e-04 | 1400.2ms/step | 14.3 samples/s +Step 16600/44000 | Loss: 2.9828 | LR: 3.52e-04 | 1400.1ms/step | 14.3 samples/s +Step 16610/44000 | Loss: 3.0016 | LR: 3.52e-04 | 1400.0ms/step | 14.3 samples/s +Step 16620/44000 | Loss: 3.0052 | LR: 3.51e-04 | 1399.8ms/step | 14.3 samples/s +Step 16630/44000 | Loss: 2.9830 | LR: 3.51e-04 | 1400.2ms/step | 14.3 samples/s +Step 16640/44000 | Loss: 3.0154 | LR: 3.51e-04 | 1399.8ms/step | 14.3 samples/s +Step 16650/44000 | Loss: 2.9823 | LR: 3.51e-04 | 1398.0ms/step | 14.3 samples/s +Step 16660/44000 | Loss: 2.9820 | LR: 3.51e-04 | 1396.0ms/step | 14.3 samples/s +Step 16670/44000 | Loss: 3.0086 | LR: 3.51e-04 | 1396.1ms/step | 14.3 samples/s +Step 16680/44000 | Loss: 2.9618 | LR: 3.50e-04 | 1398.1ms/step | 14.3 samples/s +Step 16690/44000 | Loss: 2.9888 | LR: 3.50e-04 | 1400.0ms/step | 14.3 samples/s +Step 16700/44000 | Loss: 3.0236 | LR: 3.50e-04 | 1399.8ms/step | 14.3 samples/s +Step 16710/44000 | Loss: 2.9635 | LR: 3.50e-04 | 1400.1ms/step | 14.3 samples/s +Step 16720/44000 | Loss: 3.0103 | LR: 3.50e-04 | 1400.1ms/step | 14.3 samples/s +Step 16730/44000 | Loss: 2.9752 | LR: 3.50e-04 | 1399.8ms/step | 14.3 samples/s +Step 16740/44000 | Loss: 2.9800 | LR: 3.49e-04 | 1399.9ms/step | 14.3 samples/s +Step 16750/44000 | Loss: 2.9734 | LR: 3.49e-04 | 1392.1ms/step | 14.4 samples/s +Validation at step 16750: Loss = 3.0156, Perplexity = 20.40 +Step 16760/44000 | Loss: 3.0175 | LR: 3.49e-04 | 3606.2ms/step | 5.5 samples/s +Step 16770/44000 | Loss: 3.0220 | LR: 3.49e-04 | 1400.0ms/step | 14.3 samples/s +Step 16780/44000 | Loss: 3.0114 | LR: 3.49e-04 | 1399.7ms/step | 14.3 samples/s +Step 16790/44000 | Loss: 3.0291 | LR: 3.49e-04 | 1400.3ms/step | 14.3 samples/s +Step 16800/44000 | Loss: 3.0043 | LR: 3.48e-04 | 1399.9ms/step | 14.3 samples/s +Step 16810/44000 | Loss: 2.9812 | LR: 3.48e-04 | 1395.4ms/step | 14.3 samples/s +Step 16820/44000 | Loss: 3.0271 | LR: 3.48e-04 | 1392.6ms/step | 14.4 samples/s +Step 16830/44000 | Loss: 3.0220 | LR: 3.48e-04 | 1393.9ms/step | 14.3 samples/s +Step 16840/44000 | Loss: 2.9935 | LR: 3.48e-04 | 1392.6ms/step | 14.4 samples/s +Step 16850/44000 | Loss: 2.9810 | LR: 3.48e-04 | 1394.7ms/step | 14.3 samples/s +Step 16860/44000 | Loss: 3.0225 | LR: 3.47e-04 | 1394.9ms/step | 14.3 samples/s +Step 16870/44000 | Loss: 2.9918 | LR: 3.47e-04 | 1394.1ms/step | 14.3 samples/s +Step 16880/44000 | Loss: 3.0154 | LR: 3.47e-04 | 1393.7ms/step | 14.4 samples/s +Step 16890/44000 | Loss: 2.9837 | LR: 3.47e-04 | 1394.4ms/step | 14.3 samples/s +Step 16900/44000 | Loss: 3.0093 | LR: 3.47e-04 | 1400.1ms/step | 14.3 samples/s +Step 16910/44000 | Loss: 2.9963 | LR: 3.47e-04 | 1395.7ms/step | 14.3 samples/s +Step 16920/44000 | Loss: 3.0097 | LR: 3.46e-04 | 1393.0ms/step | 14.4 samples/s +Step 16930/44000 | Loss: 3.0300 | LR: 3.46e-04 | 1391.0ms/step | 14.4 samples/s +Step 16940/44000 | Loss: 2.9910 | LR: 3.46e-04 | 1391.9ms/step | 14.4 samples/s +Step 16950/44000 | Loss: 2.9802 | LR: 3.46e-04 | 1394.2ms/step | 14.3 samples/s +Step 16960/44000 | Loss: 2.9943 | LR: 3.46e-04 | 1393.8ms/step | 14.3 samples/s +Step 16970/44000 | Loss: 3.0193 | LR: 3.46e-04 | 1394.1ms/step | 14.3 samples/s +Step 16980/44000 | Loss: 3.0293 | LR: 3.45e-04 | 1398.2ms/step | 14.3 samples/s +Step 16990/44000 | Loss: 2.9844 | LR: 3.45e-04 | 1397.6ms/step | 14.3 samples/s +Step 17000/44000 | Loss: 2.9964 | LR: 3.45e-04 | 1392.2ms/step | 14.4 samples/s +Validation at step 17000: Loss = 3.0130, Perplexity = 20.35 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-17000 +Step 17010/44000 | Loss: 3.0126 | LR: 3.45e-04 | 3902.1ms/step | 5.1 samples/s +Step 17020/44000 | Loss: 2.9930 | LR: 3.45e-04 | 1399.9ms/step | 14.3 samples/s +Step 17030/44000 | Loss: 2.9971 | LR: 3.45e-04 | 1400.1ms/step | 14.3 samples/s +Step 17040/44000 | Loss: 3.0329 | LR: 3.44e-04 | 1400.0ms/step | 14.3 samples/s +Step 17050/44000 | Loss: 3.0255 | LR: 3.44e-04 | 1395.9ms/step | 14.3 samples/s +Step 17060/44000 | Loss: 2.9787 | LR: 3.44e-04 | 1395.9ms/step | 14.3 samples/s +Step 17070/44000 | Loss: 2.9632 | LR: 3.44e-04 | 1400.2ms/step | 14.3 samples/s +Step 17080/44000 | Loss: 3.0105 | LR: 3.44e-04 | 1396.1ms/step | 14.3 samples/s +Step 17090/44000 | Loss: 2.9933 | LR: 3.44e-04 | 1394.0ms/step | 14.3 samples/s +Step 17100/44000 | Loss: 2.9983 | LR: 3.43e-04 | 1393.8ms/step | 14.3 samples/s +Step 17110/44000 | Loss: 2.9912 | LR: 3.43e-04 | 1398.1ms/step | 14.3 samples/s +Step 17120/44000 | Loss: 2.9956 | LR: 3.43e-04 | 1394.3ms/step | 14.3 samples/s +Step 17130/44000 | Loss: 2.9834 | LR: 3.43e-04 | 1394.9ms/step | 14.3 samples/s +Step 17140/44000 | Loss: 3.0120 | LR: 3.43e-04 | 1394.5ms/step | 14.3 samples/s +Step 17150/44000 | Loss: 3.0145 | LR: 3.43e-04 | 1398.4ms/step | 14.3 samples/s +Step 17160/44000 | Loss: 2.9790 | LR: 3.42e-04 | 1400.0ms/step | 14.3 samples/s +Step 17170/44000 | Loss: 2.9916 | LR: 3.42e-04 | 1400.1ms/step | 14.3 samples/s +Step 17180/44000 | Loss: 2.9716 | LR: 3.42e-04 | 1399.7ms/step | 14.3 samples/s +Step 17190/44000 | Loss: 3.0165 | LR: 3.42e-04 | 1395.4ms/step | 14.3 samples/s +Step 17200/44000 | Loss: 2.9895 | LR: 3.42e-04 | 1395.9ms/step | 14.3 samples/s +Step 17210/44000 | Loss: 3.0097 | LR: 3.42e-04 | 1396.9ms/step | 14.3 samples/s +Step 17220/44000 | Loss: 2.9973 | LR: 3.41e-04 | 1398.1ms/step | 14.3 samples/s +Step 17230/44000 | Loss: 2.9903 | LR: 3.41e-04 | 1399.3ms/step | 14.3 samples/s +Step 17240/44000 | Loss: 2.9931 | LR: 3.41e-04 | 1396.7ms/step | 14.3 samples/s +Step 17250/44000 | Loss: 3.0038 | LR: 3.41e-04 | 1395.7ms/step | 14.3 samples/s +Validation at step 17250: Loss = 3.0100, Perplexity = 20.29 +Step 17260/44000 | Loss: 2.9971 | LR: 3.41e-04 | 3610.2ms/step | 5.5 samples/s +Step 17270/44000 | Loss: 3.0060 | LR: 3.41e-04 | 1400.2ms/step | 14.3 samples/s +Step 17280/44000 | Loss: 2.9944 | LR: 3.40e-04 | 1396.0ms/step | 14.3 samples/s +Step 17290/44000 | Loss: 2.9940 | LR: 3.40e-04 | 1400.0ms/step | 14.3 samples/s +Step 17300/44000 | Loss: 2.9804 | LR: 3.40e-04 | 1399.8ms/step | 14.3 samples/s +Step 17310/44000 | Loss: 2.9887 | LR: 3.40e-04 | 1396.0ms/step | 14.3 samples/s +Step 17320/44000 | Loss: 2.9920 | LR: 3.40e-04 | 1391.0ms/step | 14.4 samples/s +Step 17330/44000 | Loss: 2.9980 | LR: 3.40e-04 | 1397.3ms/step | 14.3 samples/s +Step 17340/44000 | Loss: 2.9935 | LR: 3.39e-04 | 1395.6ms/step | 14.3 samples/s +Step 17350/44000 | Loss: 2.9917 | LR: 3.39e-04 | 1398.2ms/step | 14.3 samples/s +Step 17360/44000 | Loss: 2.9885 | LR: 3.39e-04 | 1391.9ms/step | 14.4 samples/s +Step 17370/44000 | Loss: 2.9646 | LR: 3.39e-04 | 1398.3ms/step | 14.3 samples/s +Step 17380/44000 | Loss: 3.0130 | LR: 3.39e-04 | 1393.7ms/step | 14.3 samples/s +Step 17390/44000 | Loss: 2.9873 | LR: 3.39e-04 | 1394.0ms/step | 14.3 samples/s +Step 17400/44000 | Loss: 3.0157 | LR: 3.38e-04 | 1398.0ms/step | 14.3 samples/s +Step 17410/44000 | Loss: 2.9954 | LR: 3.38e-04 | 1400.0ms/step | 14.3 samples/s +Step 17420/44000 | Loss: 2.9714 | LR: 3.38e-04 | 1395.2ms/step | 14.3 samples/s +Step 17430/44000 | Loss: 2.9980 | LR: 3.38e-04 | 1389.8ms/step | 14.4 samples/s +Step 17440/44000 | Loss: 2.9920 | LR: 3.38e-04 | 1391.0ms/step | 14.4 samples/s +Step 17450/44000 | Loss: 2.9667 | LR: 3.38e-04 | 1395.2ms/step | 14.3 samples/s +Step 17460/44000 | Loss: 2.9858 | LR: 3.37e-04 | 1394.0ms/step | 14.3 samples/s +Step 17470/44000 | Loss: 2.9866 | LR: 3.37e-04 | 1396.7ms/step | 14.3 samples/s +Step 17480/44000 | Loss: 3.0101 | LR: 3.37e-04 | 1398.3ms/step | 14.3 samples/s +Step 17490/44000 | Loss: 2.9654 | LR: 3.37e-04 | 1395.9ms/step | 14.3 samples/s +Step 17500/44000 | Loss: 3.0160 | LR: 3.37e-04 | 1399.8ms/step | 14.3 samples/s +Validation at step 17500: Loss = 3.0063, Perplexity = 20.21 +Step 17510/44000 | Loss: 2.9933 | LR: 3.37e-04 | 3599.9ms/step | 5.6 samples/s +Step 17520/44000 | Loss: 2.9523 | LR: 3.36e-04 | 1395.7ms/step | 14.3 samples/s +Step 17530/44000 | Loss: 2.9900 | LR: 3.36e-04 | 1394.6ms/step | 14.3 samples/s +Step 17540/44000 | Loss: 3.0165 | LR: 3.36e-04 | 1396.4ms/step | 14.3 samples/s +Step 17550/44000 | Loss: 2.9763 | LR: 3.36e-04 | 1397.3ms/step | 14.3 samples/s +Step 17560/44000 | Loss: 2.9797 | LR: 3.36e-04 | 1396.5ms/step | 14.3 samples/s +Step 17570/44000 | Loss: 3.0130 | LR: 3.35e-04 | 1397.6ms/step | 14.3 samples/s +Step 17580/44000 | Loss: 2.9896 | LR: 3.35e-04 | 1400.2ms/step | 14.3 samples/s +Step 17590/44000 | Loss: 2.9920 | LR: 3.35e-04 | 1400.1ms/step | 14.3 samples/s +Step 17600/44000 | Loss: 3.0049 | LR: 3.35e-04 | 1398.3ms/step | 14.3 samples/s +Step 17610/44000 | Loss: 2.9976 | LR: 3.35e-04 | 1397.8ms/step | 14.3 samples/s +Step 17620/44000 | Loss: 3.0504 | LR: 3.35e-04 | 1399.9ms/step | 14.3 samples/s +Step 17630/44000 | Loss: 3.0193 | LR: 3.34e-04 | 1399.8ms/step | 14.3 samples/s +Step 17640/44000 | Loss: 3.0047 | LR: 3.34e-04 | 1400.5ms/step | 14.3 samples/s +Step 17650/44000 | Loss: 2.9721 | LR: 3.34e-04 | 1399.8ms/step | 14.3 samples/s +Step 17660/44000 | Loss: 3.0028 | LR: 3.34e-04 | 1393.8ms/step | 14.3 samples/s +Step 17670/44000 | Loss: 3.0159 | LR: 3.34e-04 | 1389.8ms/step | 14.4 samples/s +Step 17680/44000 | Loss: 2.9626 | LR: 3.34e-04 | 1390.1ms/step | 14.4 samples/s +Step 17690/44000 | Loss: 2.9842 | LR: 3.33e-04 | 1386.3ms/step | 14.4 samples/s +Step 17700/44000 | Loss: 3.0095 | LR: 3.33e-04 | 1389.9ms/step | 14.4 samples/s +Step 17710/44000 | Loss: 2.9829 | LR: 3.33e-04 | 1389.2ms/step | 14.4 samples/s +Step 17720/44000 | Loss: 2.9767 | LR: 3.33e-04 | 1387.4ms/step | 14.4 samples/s +Step 17730/44000 | Loss: 2.9588 | LR: 3.33e-04 | 1388.2ms/step | 14.4 samples/s +Step 17740/44000 | Loss: 2.9717 | LR: 3.33e-04 | 1392.4ms/step | 14.4 samples/s +Step 17750/44000 | Loss: 3.0061 | LR: 3.32e-04 | 1391.3ms/step | 14.4 samples/s +Validation at step 17750: Loss = 3.0039, Perplexity = 20.17 +Step 17760/44000 | Loss: 2.9858 | LR: 3.32e-04 | 3593.4ms/step | 5.6 samples/s +Step 17770/44000 | Loss: 3.0009 | LR: 3.32e-04 | 1393.7ms/step | 14.3 samples/s +Step 17780/44000 | Loss: 3.0066 | LR: 3.32e-04 | 1396.2ms/step | 14.3 samples/s +Step 17790/44000 | Loss: 2.9848 | LR: 3.32e-04 | 1400.2ms/step | 14.3 samples/s +Step 17800/44000 | Loss: 2.9876 | LR: 3.32e-04 | 1400.2ms/step | 14.3 samples/s +Step 17810/44000 | Loss: 2.9880 | LR: 3.31e-04 | 1398.0ms/step | 14.3 samples/s +Step 17820/44000 | Loss: 3.0177 | LR: 3.31e-04 | 1395.9ms/step | 14.3 samples/s +Step 17830/44000 | Loss: 2.9794 | LR: 3.31e-04 | 1393.8ms/step | 14.3 samples/s +Step 17840/44000 | Loss: 2.9958 | LR: 3.31e-04 | 1392.4ms/step | 14.4 samples/s +Step 17850/44000 | Loss: 2.9829 | LR: 3.31e-04 | 1391.7ms/step | 14.4 samples/s +Step 17860/44000 | Loss: 2.9691 | LR: 3.31e-04 | 1394.2ms/step | 14.3 samples/s +Step 17870/44000 | Loss: 2.9861 | LR: 3.30e-04 | 1393.4ms/step | 14.4 samples/s +Step 17880/44000 | Loss: 2.9750 | LR: 3.30e-04 | 1396.4ms/step | 14.3 samples/s +Step 17890/44000 | Loss: 2.9568 | LR: 3.30e-04 | 1390.3ms/step | 14.4 samples/s +Step 17900/44000 | Loss: 2.9989 | LR: 3.30e-04 | 1391.9ms/step | 14.4 samples/s +Step 17910/44000 | Loss: 3.0055 | LR: 3.30e-04 | 1396.1ms/step | 14.3 samples/s +Step 17920/44000 | Loss: 2.9802 | LR: 3.29e-04 | 1393.2ms/step | 14.4 samples/s +Step 17930/44000 | Loss: 2.9830 | LR: 3.29e-04 | 1394.7ms/step | 14.3 samples/s +Step 17940/44000 | Loss: 2.9840 | LR: 3.29e-04 | 1400.2ms/step | 14.3 samples/s +Step 17950/44000 | Loss: 2.9826 | LR: 3.29e-04 | 1400.0ms/step | 14.3 samples/s +Step 17960/44000 | Loss: 2.9974 | LR: 3.29e-04 | 1399.9ms/step | 14.3 samples/s +Step 17970/44000 | Loss: 3.0018 | LR: 3.29e-04 | 1400.1ms/step | 14.3 samples/s +Step 17980/44000 | Loss: 2.9597 | LR: 3.28e-04 | 1400.2ms/step | 14.3 samples/s +Step 17990/44000 | Loss: 2.9930 | LR: 3.28e-04 | 1399.8ms/step | 14.3 samples/s +Step 18000/44000 | Loss: 3.0003 | LR: 3.28e-04 | 1400.1ms/step | 14.3 samples/s +Validation at step 18000: Loss = 3.0005, Perplexity = 20.10 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-18000 +Step 18010/44000 | Loss: 2.9786 | LR: 3.28e-04 | 3936.0ms/step | 5.1 samples/s +Step 18020/44000 | Loss: 2.9768 | LR: 3.28e-04 | 1399.8ms/step | 14.3 samples/s +Step 18030/44000 | Loss: 2.9535 | LR: 3.28e-04 | 1400.0ms/step | 14.3 samples/s +Step 18040/44000 | Loss: 3.0073 | LR: 3.27e-04 | 1400.1ms/step | 14.3 samples/s +Step 18050/44000 | Loss: 2.9737 | LR: 3.27e-04 | 1400.1ms/step | 14.3 samples/s +Step 18060/44000 | Loss: 2.9793 | LR: 3.27e-04 | 1399.5ms/step | 14.3 samples/s +Step 18070/44000 | Loss: 2.9618 | LR: 3.27e-04 | 1397.8ms/step | 14.3 samples/s +Step 18080/44000 | Loss: 2.9741 | LR: 3.27e-04 | 1391.9ms/step | 14.4 samples/s +Step 18090/44000 | Loss: 2.9860 | LR: 3.27e-04 | 1390.6ms/step | 14.4 samples/s +Step 18100/44000 | Loss: 2.9644 | LR: 3.26e-04 | 1393.7ms/step | 14.4 samples/s +Step 18110/44000 | Loss: 3.0022 | LR: 3.26e-04 | 1396.0ms/step | 14.3 samples/s +Step 18120/44000 | Loss: 2.9990 | LR: 3.26e-04 | 1391.5ms/step | 14.4 samples/s +Step 18130/44000 | Loss: 2.9861 | LR: 3.26e-04 | 1392.9ms/step | 14.4 samples/s +Step 18140/44000 | Loss: 2.9730 | LR: 3.26e-04 | 1389.8ms/step | 14.4 samples/s +Step 18150/44000 | Loss: 2.9610 | LR: 3.26e-04 | 1390.6ms/step | 14.4 samples/s +Step 18160/44000 | Loss: 2.9863 | LR: 3.25e-04 | 1393.5ms/step | 14.4 samples/s +Step 18170/44000 | Loss: 2.9891 | LR: 3.25e-04 | 1392.1ms/step | 14.4 samples/s +Step 18180/44000 | Loss: 2.9755 | LR: 3.25e-04 | 1390.6ms/step | 14.4 samples/s +Step 18190/44000 | Loss: 3.0018 | LR: 3.25e-04 | 1393.1ms/step | 14.4 samples/s +Step 18200/44000 | Loss: 2.9898 | LR: 3.25e-04 | 1396.3ms/step | 14.3 samples/s +Step 18210/44000 | Loss: 2.9834 | LR: 3.24e-04 | 1400.0ms/step | 14.3 samples/s +Step 18220/44000 | Loss: 2.9742 | LR: 3.24e-04 | 1399.8ms/step | 14.3 samples/s +Step 18230/44000 | Loss: 2.9759 | LR: 3.24e-04 | 1400.2ms/step | 14.3 samples/s +Step 18240/44000 | Loss: 2.9745 | LR: 3.24e-04 | 1400.1ms/step | 14.3 samples/s +Step 18250/44000 | Loss: 2.9688 | LR: 3.24e-04 | 1399.8ms/step | 14.3 samples/s +Validation at step 18250: Loss = 2.9973, Perplexity = 20.03 +Step 18260/44000 | Loss: 2.9847 | LR: 3.24e-04 | 3606.5ms/step | 5.5 samples/s +Step 18270/44000 | Loss: 2.9879 | LR: 3.23e-04 | 1391.2ms/step | 14.4 samples/s +Step 18280/44000 | Loss: 2.9983 | LR: 3.23e-04 | 1394.0ms/step | 14.3 samples/s +Step 18290/44000 | Loss: 2.9667 | LR: 3.23e-04 | 1396.3ms/step | 14.3 samples/s +Step 18300/44000 | Loss: 2.9772 | LR: 3.23e-04 | 1390.1ms/step | 14.4 samples/s +Step 18310/44000 | Loss: 3.0112 | LR: 3.23e-04 | 1390.1ms/step | 14.4 samples/s +Step 18320/44000 | Loss: 2.9610 | LR: 3.23e-04 | 1392.1ms/step | 14.4 samples/s +Step 18330/44000 | Loss: 3.0157 | LR: 3.22e-04 | 1391.2ms/step | 14.4 samples/s +Step 18340/44000 | Loss: 2.9942 | LR: 3.22e-04 | 1394.6ms/step | 14.3 samples/s +Step 18350/44000 | Loss: 2.9934 | LR: 3.22e-04 | 1396.0ms/step | 14.3 samples/s +Step 18360/44000 | Loss: 3.0120 | LR: 3.22e-04 | 1395.7ms/step | 14.3 samples/s +Step 18370/44000 | Loss: 2.9751 | LR: 3.22e-04 | 1394.1ms/step | 14.3 samples/s +Step 18380/44000 | Loss: 2.9717 | LR: 3.22e-04 | 1392.4ms/step | 14.4 samples/s +Step 18390/44000 | Loss: 3.0051 | LR: 3.21e-04 | 1397.6ms/step | 14.3 samples/s +Step 18400/44000 | Loss: 2.9976 | LR: 3.21e-04 | 1396.3ms/step | 14.3 samples/s +Step 18410/44000 | Loss: 2.9853 | LR: 3.21e-04 | 1398.0ms/step | 14.3 samples/s +Step 18420/44000 | Loss: 2.9576 | LR: 3.21e-04 | 1400.0ms/step | 14.3 samples/s +Step 18430/44000 | Loss: 2.9966 | LR: 3.21e-04 | 1398.0ms/step | 14.3 samples/s +Step 18440/44000 | Loss: 2.9749 | LR: 3.20e-04 | 1400.0ms/step | 14.3 samples/s +Step 18450/44000 | Loss: 2.9981 | LR: 3.20e-04 | 1395.5ms/step | 14.3 samples/s +Step 18460/44000 | Loss: 3.0110 | LR: 3.20e-04 | 1388.1ms/step | 14.4 samples/s +Step 18470/44000 | Loss: 2.9553 | LR: 3.20e-04 | 1386.1ms/step | 14.4 samples/s +Step 18480/44000 | Loss: 2.9900 | LR: 3.20e-04 | 1390.5ms/step | 14.4 samples/s +Step 18490/44000 | Loss: 2.9917 | LR: 3.20e-04 | 1391.9ms/step | 14.4 samples/s +Step 18500/44000 | Loss: 2.9859 | LR: 3.19e-04 | 1392.1ms/step | 14.4 samples/s +Validation at step 18500: Loss = 2.9960, Perplexity = 20.01 +Step 18510/44000 | Loss: 2.9607 | LR: 3.19e-04 | 3597.3ms/step | 5.6 samples/s +Step 18520/44000 | Loss: 2.9637 | LR: 3.19e-04 | 1398.7ms/step | 14.3 samples/s +Step 18530/44000 | Loss: 2.9571 | LR: 3.19e-04 | 1399.9ms/step | 14.3 samples/s +Step 18540/44000 | Loss: 3.0085 | LR: 3.19e-04 | 1398.1ms/step | 14.3 samples/s +Step 18550/44000 | Loss: 2.9799 | LR: 3.19e-04 | 1390.0ms/step | 14.4 samples/s +Step 18560/44000 | Loss: 2.9475 | LR: 3.18e-04 | 1391.5ms/step | 14.4 samples/s +Step 18570/44000 | Loss: 2.9840 | LR: 3.18e-04 | 1390.3ms/step | 14.4 samples/s +Step 18580/44000 | Loss: 2.9526 | LR: 3.18e-04 | 1392.0ms/step | 14.4 samples/s +Step 18590/44000 | Loss: 2.9718 | LR: 3.18e-04 | 1392.3ms/step | 14.4 samples/s +Step 18600/44000 | Loss: 2.9948 | LR: 3.18e-04 | 1400.2ms/step | 14.3 samples/s +Step 18610/44000 | Loss: 3.0054 | LR: 3.18e-04 | 1399.9ms/step | 14.3 samples/s +Step 18620/44000 | Loss: 2.9663 | LR: 3.17e-04 | 1399.4ms/step | 14.3 samples/s +Step 18630/44000 | Loss: 2.9688 | LR: 3.17e-04 | 1394.0ms/step | 14.3 samples/s +Step 18640/44000 | Loss: 2.9722 | LR: 3.17e-04 | 1391.1ms/step | 14.4 samples/s +Step 18650/44000 | Loss: 2.9589 | LR: 3.17e-04 | 1389.4ms/step | 14.4 samples/s +Step 18660/44000 | Loss: 2.9343 | LR: 3.17e-04 | 1387.7ms/step | 14.4 samples/s +Step 18670/44000 | Loss: 2.9550 | LR: 3.16e-04 | 1392.3ms/step | 14.4 samples/s +Step 18680/44000 | Loss: 2.9717 | LR: 3.16e-04 | 1393.7ms/step | 14.4 samples/s +Step 18690/44000 | Loss: 2.9754 | LR: 3.16e-04 | 1398.2ms/step | 14.3 samples/s +Step 18700/44000 | Loss: 2.9478 | LR: 3.16e-04 | 1392.0ms/step | 14.4 samples/s +Step 18710/44000 | Loss: 2.9823 | LR: 3.16e-04 | 1400.2ms/step | 14.3 samples/s +Step 18720/44000 | Loss: 2.9899 | LR: 3.16e-04 | 1400.0ms/step | 14.3 samples/s +Step 18730/44000 | Loss: 2.9912 | LR: 3.15e-04 | 1391.0ms/step | 14.4 samples/s +Step 18740/44000 | Loss: 2.9927 | LR: 3.15e-04 | 1388.6ms/step | 14.4 samples/s +Step 18750/44000 | Loss: 2.9974 | LR: 3.15e-04 | 1385.7ms/step | 14.4 samples/s +Validation at step 18750: Loss = 2.9915, Perplexity = 19.92 +Step 18760/44000 | Loss: 2.9761 | LR: 3.15e-04 | 3600.8ms/step | 5.6 samples/s +Step 18770/44000 | Loss: 2.9774 | LR: 3.15e-04 | 1399.8ms/step | 14.3 samples/s +Step 18780/44000 | Loss: 2.9716 | LR: 3.15e-04 | 1398.2ms/step | 14.3 samples/s +Step 18790/44000 | Loss: 2.9680 | LR: 3.14e-04 | 1389.8ms/step | 14.4 samples/s +Step 18800/44000 | Loss: 2.9909 | LR: 3.14e-04 | 1396.5ms/step | 14.3 samples/s +Step 18810/44000 | Loss: 2.9829 | LR: 3.14e-04 | 1397.8ms/step | 14.3 samples/s +Step 18820/44000 | Loss: 2.9743 | LR: 3.14e-04 | 1400.0ms/step | 14.3 samples/s +Step 18830/44000 | Loss: 2.9631 | LR: 3.14e-04 | 1394.8ms/step | 14.3 samples/s +Step 18840/44000 | Loss: 2.9892 | LR: 3.13e-04 | 1399.1ms/step | 14.3 samples/s +Step 18850/44000 | Loss: 2.9470 | LR: 3.13e-04 | 1390.5ms/step | 14.4 samples/s +Step 18860/44000 | Loss: 2.9780 | LR: 3.13e-04 | 1389.1ms/step | 14.4 samples/s +Step 18870/44000 | Loss: 2.9910 | LR: 3.13e-04 | 1390.5ms/step | 14.4 samples/s +Step 18880/44000 | Loss: 2.9609 | LR: 3.13e-04 | 1391.3ms/step | 14.4 samples/s +Step 18890/44000 | Loss: 2.9782 | LR: 3.13e-04 | 1394.4ms/step | 14.3 samples/s +Step 18900/44000 | Loss: 2.9392 | LR: 3.12e-04 | 1394.4ms/step | 14.3 samples/s +Step 18910/44000 | Loss: 2.9795 | LR: 3.12e-04 | 1397.4ms/step | 14.3 samples/s +Step 18920/44000 | Loss: 2.9825 | LR: 3.12e-04 | 1398.5ms/step | 14.3 samples/s +Step 18930/44000 | Loss: 2.9792 | LR: 3.12e-04 | 1400.0ms/step | 14.3 samples/s +Step 18940/44000 | Loss: 2.9878 | LR: 3.12e-04 | 1398.0ms/step | 14.3 samples/s +Step 18950/44000 | Loss: 2.9477 | LR: 3.12e-04 | 1397.9ms/step | 14.3 samples/s +Step 18960/44000 | Loss: 2.9640 | LR: 3.11e-04 | 1395.9ms/step | 14.3 samples/s +Step 18970/44000 | Loss: 2.9825 | LR: 3.11e-04 | 1400.2ms/step | 14.3 samples/s +Step 18980/44000 | Loss: 2.9580 | LR: 3.11e-04 | 1398.1ms/step | 14.3 samples/s +Step 18990/44000 | Loss: 2.9751 | LR: 3.11e-04 | 1393.4ms/step | 14.4 samples/s +Step 19000/44000 | Loss: 2.9714 | LR: 3.11e-04 | 1393.8ms/step | 14.3 samples/s +Validation at step 19000: Loss = 2.9884, Perplexity = 19.85 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-19000 +Step 19010/44000 | Loss: 2.9437 | LR: 3.11e-04 | 3900.6ms/step | 5.1 samples/s +Step 19020/44000 | Loss: 2.9816 | LR: 3.10e-04 | 1390.8ms/step | 14.4 samples/s +Step 19030/44000 | Loss: 2.9606 | LR: 3.10e-04 | 1394.9ms/step | 14.3 samples/s +Step 19040/44000 | Loss: 2.9731 | LR: 3.10e-04 | 1394.3ms/step | 14.3 samples/s +Step 19050/44000 | Loss: 2.9893 | LR: 3.10e-04 | 1394.1ms/step | 14.3 samples/s +Step 19060/44000 | Loss: 3.0042 | LR: 3.10e-04 | 1395.8ms/step | 14.3 samples/s +Step 19070/44000 | Loss: 2.9794 | LR: 3.09e-04 | 1398.0ms/step | 14.3 samples/s +Step 19080/44000 | Loss: 2.9482 | LR: 3.09e-04 | 1394.1ms/step | 14.3 samples/s +Step 19090/44000 | Loss: 2.9668 | LR: 3.09e-04 | 1392.1ms/step | 14.4 samples/s +Step 19100/44000 | Loss: 2.9521 | LR: 3.09e-04 | 1396.2ms/step | 14.3 samples/s +Step 19110/44000 | Loss: 2.9823 | LR: 3.09e-04 | 1399.8ms/step | 14.3 samples/s +Step 19120/44000 | Loss: 2.9746 | LR: 3.09e-04 | 1397.8ms/step | 14.3 samples/s +Step 19130/44000 | Loss: 2.9889 | LR: 3.08e-04 | 1398.4ms/step | 14.3 samples/s +Step 19140/44000 | Loss: 2.9555 | LR: 3.08e-04 | 1393.8ms/step | 14.3 samples/s +Step 19150/44000 | Loss: 2.9673 | LR: 3.08e-04 | 1393.5ms/step | 14.4 samples/s +Step 19160/44000 | Loss: 2.9702 | LR: 3.08e-04 | 1392.6ms/step | 14.4 samples/s +Step 19170/44000 | Loss: 2.9318 | LR: 3.08e-04 | 1397.9ms/step | 14.3 samples/s +Step 19180/44000 | Loss: 2.9924 | LR: 3.08e-04 | 1399.4ms/step | 14.3 samples/s +Step 19190/44000 | Loss: 2.9455 | LR: 3.07e-04 | 1394.4ms/step | 14.3 samples/s +Step 19200/44000 | Loss: 2.9516 | LR: 3.07e-04 | 1398.2ms/step | 14.3 samples/s +Step 19210/44000 | Loss: 2.9786 | LR: 3.07e-04 | 1398.2ms/step | 14.3 samples/s +Step 19220/44000 | Loss: 2.9635 | LR: 3.07e-04 | 1400.3ms/step | 14.3 samples/s +Step 19230/44000 | Loss: 3.0266 | LR: 3.07e-04 | 1399.7ms/step | 14.3 samples/s +Step 19240/44000 | Loss: 2.9773 | LR: 3.06e-04 | 1400.1ms/step | 14.3 samples/s +Step 19250/44000 | Loss: 2.9623 | LR: 3.06e-04 | 1399.9ms/step | 14.3 samples/s +Validation at step 19250: Loss = 2.9863, Perplexity = 19.81 +Step 19260/44000 | Loss: 2.9730 | LR: 3.06e-04 | 3626.0ms/step | 5.5 samples/s +Step 19270/44000 | Loss: 2.9608 | LR: 3.06e-04 | 1400.0ms/step | 14.3 samples/s +Step 19280/44000 | Loss: 2.9482 | LR: 3.06e-04 | 1400.1ms/step | 14.3 samples/s +Step 19290/44000 | Loss: 2.9676 | LR: 3.06e-04 | 1400.1ms/step | 14.3 samples/s +Step 19300/44000 | Loss: 2.9579 | LR: 3.05e-04 | 1397.7ms/step | 14.3 samples/s +Step 19310/44000 | Loss: 2.9844 | LR: 3.05e-04 | 1393.8ms/step | 14.3 samples/s +Step 19320/44000 | Loss: 2.9828 | LR: 3.05e-04 | 1390.0ms/step | 14.4 samples/s +Step 19330/44000 | Loss: 2.9943 | LR: 3.05e-04 | 1396.4ms/step | 14.3 samples/s +Step 19340/44000 | Loss: 2.9869 | LR: 3.05e-04 | 1398.0ms/step | 14.3 samples/s +Step 19350/44000 | Loss: 2.9735 | LR: 3.04e-04 | 1399.8ms/step | 14.3 samples/s +Step 19360/44000 | Loss: 2.9869 | LR: 3.04e-04 | 1398.0ms/step | 14.3 samples/s +Step 19370/44000 | Loss: 2.9798 | LR: 3.04e-04 | 1390.2ms/step | 14.4 samples/s +Step 19380/44000 | Loss: 2.9449 | LR: 3.04e-04 | 1389.6ms/step | 14.4 samples/s +Step 19390/44000 | Loss: 2.9519 | LR: 3.04e-04 | 1388.4ms/step | 14.4 samples/s +Step 19400/44000 | Loss: 2.9748 | LR: 3.04e-04 | 1395.7ms/step | 14.3 samples/s +Step 19410/44000 | Loss: 2.9632 | LR: 3.03e-04 | 1396.1ms/step | 14.3 samples/s +Step 19420/44000 | Loss: 2.9795 | LR: 3.03e-04 | 1400.1ms/step | 14.3 samples/s +Step 19430/44000 | Loss: 2.9406 | LR: 3.03e-04 | 1398.8ms/step | 14.3 samples/s +Step 19440/44000 | Loss: 2.9918 | LR: 3.03e-04 | 1391.4ms/step | 14.4 samples/s +Step 19450/44000 | Loss: 2.9647 | LR: 3.03e-04 | 1390.0ms/step | 14.4 samples/s +Step 19460/44000 | Loss: 2.9776 | LR: 3.03e-04 | 1388.4ms/step | 14.4 samples/s +Step 19470/44000 | Loss: 2.9869 | LR: 3.02e-04 | 1388.6ms/step | 14.4 samples/s +Step 19480/44000 | Loss: 2.9434 | LR: 3.02e-04 | 1390.9ms/step | 14.4 samples/s +Step 19490/44000 | Loss: 2.9938 | LR: 3.02e-04 | 1393.2ms/step | 14.4 samples/s +Step 19500/44000 | Loss: 2.9553 | LR: 3.02e-04 | 1394.4ms/step | 14.3 samples/s +Validation at step 19500: Loss = 2.9820, Perplexity = 19.73 +Step 19510/44000 | Loss: 2.9783 | LR: 3.02e-04 | 3585.0ms/step | 5.6 samples/s +Step 19520/44000 | Loss: 2.9589 | LR: 3.01e-04 | 1389.4ms/step | 14.4 samples/s +Step 19530/44000 | Loss: 2.9367 | LR: 3.01e-04 | 1393.4ms/step | 14.4 samples/s +Step 19540/44000 | Loss: 2.9669 | LR: 3.01e-04 | 1394.2ms/step | 14.3 samples/s +Step 19550/44000 | Loss: 2.9570 | LR: 3.01e-04 | 1389.8ms/step | 14.4 samples/s +Step 19560/44000 | Loss: 2.9623 | LR: 3.01e-04 | 1388.0ms/step | 14.4 samples/s +Step 19570/44000 | Loss: 2.9761 | LR: 3.01e-04 | 1387.8ms/step | 14.4 samples/s +Step 19580/44000 | Loss: 2.9867 | LR: 3.00e-04 | 1390.6ms/step | 14.4 samples/s +Step 19590/44000 | Loss: 2.9710 | LR: 3.00e-04 | 1394.2ms/step | 14.3 samples/s +Step 19600/44000 | Loss: 2.9470 | LR: 3.00e-04 | 1396.3ms/step | 14.3 samples/s +Step 19610/44000 | Loss: 2.9670 | LR: 3.00e-04 | 1398.1ms/step | 14.3 samples/s +Step 19620/44000 | Loss: 2.9640 | LR: 3.00e-04 | 1393.9ms/step | 14.3 samples/s +Step 19630/44000 | Loss: 2.9898 | LR: 3.00e-04 | 1395.8ms/step | 14.3 samples/s +Step 19640/44000 | Loss: 2.9840 | LR: 2.99e-04 | 1399.9ms/step | 14.3 samples/s +Step 19650/44000 | Loss: 2.9538 | LR: 2.99e-04 | 1391.4ms/step | 14.4 samples/s +Step 19660/44000 | Loss: 2.9676 | LR: 2.99e-04 | 1391.0ms/step | 14.4 samples/s +Step 19670/44000 | Loss: 2.9785 | LR: 2.99e-04 | 1393.7ms/step | 14.3 samples/s +Step 19680/44000 | Loss: 2.9905 | LR: 2.99e-04 | 1393.7ms/step | 14.4 samples/s +Step 19690/44000 | Loss: 2.9515 | LR: 2.98e-04 | 1391.4ms/step | 14.4 samples/s +Step 19700/44000 | Loss: 2.9848 | LR: 2.98e-04 | 1393.0ms/step | 14.4 samples/s +Step 19710/44000 | Loss: 2.9794 | LR: 2.98e-04 | 1396.3ms/step | 14.3 samples/s +Step 19720/44000 | Loss: 2.9684 | LR: 2.98e-04 | 1400.1ms/step | 14.3 samples/s +Step 19730/44000 | Loss: 2.9931 | LR: 2.98e-04 | 1397.9ms/step | 14.3 samples/s +Step 19740/44000 | Loss: 2.9659 | LR: 2.98e-04 | 1391.6ms/step | 14.4 samples/s +Step 19750/44000 | Loss: 2.9473 | LR: 2.97e-04 | 1392.0ms/step | 14.4 samples/s +Validation at step 19750: Loss = 2.9801, Perplexity = 19.69 +Step 19760/44000 | Loss: 2.9829 | LR: 2.97e-04 | 3594.2ms/step | 5.6 samples/s +Step 19770/44000 | Loss: 2.9893 | LR: 2.97e-04 | 1394.1ms/step | 14.3 samples/s +Step 19780/44000 | Loss: 2.9849 | LR: 2.97e-04 | 1397.7ms/step | 14.3 samples/s +Step 19790/44000 | Loss: 2.9636 | LR: 2.97e-04 | 1398.1ms/step | 14.3 samples/s +Step 19800/44000 | Loss: 2.9906 | LR: 2.96e-04 | 1400.4ms/step | 14.3 samples/s +Step 19810/44000 | Loss: 2.9506 | LR: 2.96e-04 | 1399.7ms/step | 14.3 samples/s +Step 19820/44000 | Loss: 2.9403 | LR: 2.96e-04 | 1395.7ms/step | 14.3 samples/s +Step 19830/44000 | Loss: 2.9894 | LR: 2.96e-04 | 1398.5ms/step | 14.3 samples/s +Step 19840/44000 | Loss: 2.9627 | LR: 2.96e-04 | 1397.8ms/step | 14.3 samples/s +Step 19850/44000 | Loss: 2.9622 | LR: 2.96e-04 | 1400.3ms/step | 14.3 samples/s +Step 19860/44000 | Loss: 2.9920 | LR: 2.95e-04 | 1400.1ms/step | 14.3 samples/s +Step 19870/44000 | Loss: 2.9863 | LR: 2.95e-04 | 1399.5ms/step | 14.3 samples/s +Step 19880/44000 | Loss: 2.9740 | LR: 2.95e-04 | 1398.3ms/step | 14.3 samples/s +Step 19890/44000 | Loss: 2.9745 | LR: 2.95e-04 | 1397.9ms/step | 14.3 samples/s +Step 19900/44000 | Loss: 2.9599 | LR: 2.95e-04 | 1398.1ms/step | 14.3 samples/s +Step 19910/44000 | Loss: 2.9706 | LR: 2.95e-04 | 1394.9ms/step | 14.3 samples/s +Step 19920/44000 | Loss: 2.9625 | LR: 2.94e-04 | 1397.0ms/step | 14.3 samples/s +Step 19930/44000 | Loss: 2.9743 | LR: 2.94e-04 | 1395.7ms/step | 14.3 samples/s +Step 19940/44000 | Loss: 2.9382 | LR: 2.94e-04 | 1391.3ms/step | 14.4 samples/s +Step 19950/44000 | Loss: 2.9571 | LR: 2.94e-04 | 1392.7ms/step | 14.4 samples/s +Step 19960/44000 | Loss: 2.9977 | LR: 2.94e-04 | 1389.8ms/step | 14.4 samples/s +Step 19970/44000 | Loss: 2.9853 | LR: 2.93e-04 | 1390.7ms/step | 14.4 samples/s +Step 19980/44000 | Loss: 2.9818 | LR: 2.93e-04 | 1393.2ms/step | 14.4 samples/s +Step 19990/44000 | Loss: 2.9719 | LR: 2.93e-04 | 1390.0ms/step | 14.4 samples/s +Step 20000/44000 | Loss: 2.9769 | LR: 2.93e-04 | 1392.3ms/step | 14.4 samples/s +Validation at step 20000: Loss = 2.9774, Perplexity = 19.64 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-20000 +Step 20010/44000 | Loss: 2.9540 | LR: 2.93e-04 | 3920.1ms/step | 5.1 samples/s +Step 20020/44000 | Loss: 2.9765 | LR: 2.93e-04 | 1390.1ms/step | 14.4 samples/s +Step 20030/44000 | Loss: 2.9502 | LR: 2.92e-04 | 1389.9ms/step | 14.4 samples/s +Step 20040/44000 | Loss: 2.9529 | LR: 2.92e-04 | 1392.0ms/step | 14.4 samples/s +Step 20050/44000 | Loss: 2.9692 | LR: 2.92e-04 | 1392.8ms/step | 14.4 samples/s +Step 20060/44000 | Loss: 2.9366 | LR: 2.92e-04 | 1390.0ms/step | 14.4 samples/s +Step 20070/44000 | Loss: 2.9628 | LR: 2.92e-04 | 1392.7ms/step | 14.4 samples/s +Step 20080/44000 | Loss: 2.9448 | LR: 2.91e-04 | 1389.8ms/step | 14.4 samples/s +Step 20090/44000 | Loss: 2.9555 | LR: 2.91e-04 | 1396.6ms/step | 14.3 samples/s +Step 20100/44000 | Loss: 2.9724 | LR: 2.91e-04 | 1400.3ms/step | 14.3 samples/s +Step 20110/44000 | Loss: 2.9636 | LR: 2.91e-04 | 1395.5ms/step | 14.3 samples/s +Step 20120/44000 | Loss: 2.9744 | LR: 2.91e-04 | 1388.4ms/step | 14.4 samples/s +Step 20130/44000 | Loss: 2.9707 | LR: 2.91e-04 | 1393.7ms/step | 14.3 samples/s +Step 20140/44000 | Loss: 2.9720 | LR: 2.90e-04 | 1392.2ms/step | 14.4 samples/s +Step 20150/44000 | Loss: 2.9600 | LR: 2.90e-04 | 1394.1ms/step | 14.3 samples/s +Step 20160/44000 | Loss: 2.9741 | LR: 2.90e-04 | 1398.1ms/step | 14.3 samples/s +Step 20170/44000 | Loss: 2.9300 | LR: 2.90e-04 | 1399.9ms/step | 14.3 samples/s +Step 20180/44000 | Loss: 2.9495 | LR: 2.90e-04 | 1395.7ms/step | 14.3 samples/s +Step 20190/44000 | Loss: 2.9808 | LR: 2.90e-04 | 1390.3ms/step | 14.4 samples/s +Step 20200/44000 | Loss: 2.9388 | LR: 2.89e-04 | 1391.2ms/step | 14.4 samples/s +Step 20210/44000 | Loss: 2.9297 | LR: 2.89e-04 | 1390.7ms/step | 14.4 samples/s +Step 20220/44000 | Loss: 2.9815 | LR: 2.89e-04 | 1394.2ms/step | 14.3 samples/s +Step 20230/44000 | Loss: 2.9681 | LR: 2.89e-04 | 1390.5ms/step | 14.4 samples/s +Step 20240/44000 | Loss: 2.9693 | LR: 2.89e-04 | 1395.7ms/step | 14.3 samples/s +Step 20250/44000 | Loss: 2.9537 | LR: 2.88e-04 | 1395.9ms/step | 14.3 samples/s +Validation at step 20250: Loss = 2.9754, Perplexity = 19.60 +Step 20260/44000 | Loss: 2.9221 | LR: 2.88e-04 | 3605.8ms/step | 5.5 samples/s +Step 20270/44000 | Loss: 2.9743 | LR: 2.88e-04 | 1396.1ms/step | 14.3 samples/s +Step 20280/44000 | Loss: 2.9686 | LR: 2.88e-04 | 1400.0ms/step | 14.3 samples/s +Step 20290/44000 | Loss: 2.9617 | LR: 2.88e-04 | 1399.9ms/step | 14.3 samples/s +Step 20300/44000 | Loss: 2.9852 | LR: 2.88e-04 | 1394.0ms/step | 14.3 samples/s +Step 20310/44000 | Loss: 2.9509 | LR: 2.87e-04 | 1396.3ms/step | 14.3 samples/s +Step 20320/44000 | Loss: 2.9594 | LR: 2.87e-04 | 1399.8ms/step | 14.3 samples/s +Step 20330/44000 | Loss: 2.9500 | LR: 2.87e-04 | 1391.6ms/step | 14.4 samples/s +Step 20340/44000 | Loss: 2.9391 | LR: 2.87e-04 | 1388.5ms/step | 14.4 samples/s +Step 20350/44000 | Loss: 2.9663 | LR: 2.87e-04 | 1388.9ms/step | 14.4 samples/s +Step 20360/44000 | Loss: 2.9794 | LR: 2.86e-04 | 1391.2ms/step | 14.4 samples/s +Step 20370/44000 | Loss: 2.9334 | LR: 2.86e-04 | 1395.9ms/step | 14.3 samples/s +Step 20380/44000 | Loss: 2.9430 | LR: 2.86e-04 | 1395.6ms/step | 14.3 samples/s +Step 20390/44000 | Loss: 2.9606 | LR: 2.86e-04 | 1390.4ms/step | 14.4 samples/s +Step 20400/44000 | Loss: 2.9758 | LR: 2.86e-04 | 1389.5ms/step | 14.4 samples/s +Step 20410/44000 | Loss: 2.9510 | LR: 2.86e-04 | 1392.6ms/step | 14.4 samples/s +Step 20420/44000 | Loss: 2.9748 | LR: 2.85e-04 | 1394.1ms/step | 14.3 samples/s +Step 20430/44000 | Loss: 2.9379 | LR: 2.85e-04 | 1392.1ms/step | 14.4 samples/s +Step 20440/44000 | Loss: 2.9687 | LR: 2.85e-04 | 1397.7ms/step | 14.3 samples/s +Step 20450/44000 | Loss: 2.9585 | LR: 2.85e-04 | 1398.4ms/step | 14.3 samples/s +Step 20460/44000 | Loss: 2.9625 | LR: 2.85e-04 | 1400.1ms/step | 14.3 samples/s +Step 20470/44000 | Loss: 2.9794 | LR: 2.84e-04 | 1399.5ms/step | 14.3 samples/s +Step 20480/44000 | Loss: 2.9563 | LR: 2.84e-04 | 1400.4ms/step | 14.3 samples/s +Step 20490/44000 | Loss: 2.9578 | LR: 2.84e-04 | 1400.0ms/step | 14.3 samples/s +Step 20500/44000 | Loss: 2.9375 | LR: 2.84e-04 | 1400.1ms/step | 14.3 samples/s +Validation at step 20500: Loss = 2.9718, Perplexity = 19.53 +Step 20510/44000 | Loss: 2.9845 | LR: 2.84e-04 | 3623.6ms/step | 5.5 samples/s +Step 20520/44000 | Loss: 2.9389 | LR: 2.84e-04 | 1400.2ms/step | 14.3 samples/s +Step 20530/44000 | Loss: 2.9304 | LR: 2.83e-04 | 1400.1ms/step | 14.3 samples/s +Step 20540/44000 | Loss: 2.9582 | LR: 2.83e-04 | 1400.0ms/step | 14.3 samples/s +Step 20550/44000 | Loss: 2.9715 | LR: 2.83e-04 | 1400.1ms/step | 14.3 samples/s +Step 20560/44000 | Loss: 2.9753 | LR: 2.83e-04 | 1399.9ms/step | 14.3 samples/s +Step 20570/44000 | Loss: 2.9695 | LR: 2.83e-04 | 1400.0ms/step | 14.3 samples/s +Step 20580/44000 | Loss: 2.9405 | LR: 2.83e-04 | 1399.6ms/step | 14.3 samples/s +Step 20590/44000 | Loss: 2.9807 | LR: 2.82e-04 | 1400.2ms/step | 14.3 samples/s +Step 20600/44000 | Loss: 2.9576 | LR: 2.82e-04 | 1396.7ms/step | 14.3 samples/s +Step 20610/44000 | Loss: 2.9647 | LR: 2.82e-04 | 1390.6ms/step | 14.4 samples/s +Step 20620/44000 | Loss: 2.9583 | LR: 2.82e-04 | 1390.5ms/step | 14.4 samples/s +Step 20630/44000 | Loss: 2.9674 | LR: 2.82e-04 | 1392.0ms/step | 14.4 samples/s +Step 20640/44000 | Loss: 2.9259 | LR: 2.81e-04 | 1393.2ms/step | 14.4 samples/s +Step 20650/44000 | Loss: 2.9726 | LR: 2.81e-04 | 1394.9ms/step | 14.3 samples/s +Step 20660/44000 | Loss: 2.9261 | LR: 2.81e-04 | 1393.3ms/step | 14.4 samples/s +Step 20670/44000 | Loss: 2.9732 | LR: 2.81e-04 | 1392.5ms/step | 14.4 samples/s +Step 20680/44000 | Loss: 2.9630 | LR: 2.81e-04 | 1390.2ms/step | 14.4 samples/s +Step 20690/44000 | Loss: 2.9510 | LR: 2.81e-04 | 1391.8ms/step | 14.4 samples/s +Step 20700/44000 | Loss: 2.9622 | LR: 2.80e-04 | 1388.3ms/step | 14.4 samples/s +Step 20710/44000 | Loss: 2.9689 | LR: 2.80e-04 | 1393.9ms/step | 14.3 samples/s +Step 20720/44000 | Loss: 2.9690 | LR: 2.80e-04 | 1393.3ms/step | 14.4 samples/s +Step 20730/44000 | Loss: 2.9839 | LR: 2.80e-04 | 1392.8ms/step | 14.4 samples/s +Step 20740/44000 | Loss: 2.9673 | LR: 2.80e-04 | 1391.8ms/step | 14.4 samples/s +Step 20750/44000 | Loss: 2.9628 | LR: 2.79e-04 | 1391.7ms/step | 14.4 samples/s +Validation at step 20750: Loss = 2.9694, Perplexity = 19.48 +Step 20760/44000 | Loss: 2.9677 | LR: 2.79e-04 | 3591.6ms/step | 5.6 samples/s +Step 20770/44000 | Loss: 2.9512 | LR: 2.79e-04 | 1396.2ms/step | 14.3 samples/s +Step 20780/44000 | Loss: 2.9293 | LR: 2.79e-04 | 1395.0ms/step | 14.3 samples/s +Step 20790/44000 | Loss: 2.9488 | LR: 2.79e-04 | 1400.1ms/step | 14.3 samples/s +Step 20800/44000 | Loss: 2.9482 | LR: 2.79e-04 | 1399.7ms/step | 14.3 samples/s +Step 20810/44000 | Loss: 2.9665 | LR: 2.78e-04 | 1397.8ms/step | 14.3 samples/s +Step 20820/44000 | Loss: 2.9623 | LR: 2.78e-04 | 1398.2ms/step | 14.3 samples/s +Step 20830/44000 | Loss: 2.9656 | LR: 2.78e-04 | 1393.2ms/step | 14.4 samples/s +Step 20840/44000 | Loss: 2.9523 | LR: 2.78e-04 | 1394.7ms/step | 14.3 samples/s +Step 20850/44000 | Loss: 2.9547 | LR: 2.78e-04 | 1396.2ms/step | 14.3 samples/s +Step 20860/44000 | Loss: 2.9741 | LR: 2.77e-04 | 1394.1ms/step | 14.3 samples/s +Step 20870/44000 | Loss: 2.9786 | LR: 2.77e-04 | 1397.8ms/step | 14.3 samples/s +Step 20880/44000 | Loss: 2.9488 | LR: 2.77e-04 | 1400.1ms/step | 14.3 samples/s +Step 20890/44000 | Loss: 2.9347 | LR: 2.77e-04 | 1398.1ms/step | 14.3 samples/s +Step 20900/44000 | Loss: 2.9357 | LR: 2.77e-04 | 1400.0ms/step | 14.3 samples/s +Step 20910/44000 | Loss: 2.9683 | LR: 2.77e-04 | 1398.2ms/step | 14.3 samples/s +Step 20920/44000 | Loss: 2.9299 | LR: 2.76e-04 | 1400.0ms/step | 14.3 samples/s +Step 20930/44000 | Loss: 2.9410 | LR: 2.76e-04 | 1399.8ms/step | 14.3 samples/s +Step 20940/44000 | Loss: 2.9638 | LR: 2.76e-04 | 1400.2ms/step | 14.3 samples/s +Step 20950/44000 | Loss: 2.9286 | LR: 2.76e-04 | 1397.8ms/step | 14.3 samples/s +Step 20960/44000 | Loss: 2.9448 | LR: 2.76e-04 | 1394.5ms/step | 14.3 samples/s +Step 20970/44000 | Loss: 2.9279 | LR: 2.75e-04 | 1393.6ms/step | 14.4 samples/s +Step 20980/44000 | Loss: 2.9320 | LR: 2.75e-04 | 1393.5ms/step | 14.4 samples/s +Step 20990/44000 | Loss: 2.9407 | LR: 2.75e-04 | 1390.4ms/step | 14.4 samples/s +Step 21000/44000 | Loss: 2.9398 | LR: 2.75e-04 | 1387.9ms/step | 14.4 samples/s +Validation at step 21000: Loss = 2.9677, Perplexity = 19.45 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-21000 +Step 21010/44000 | Loss: 2.9468 | LR: 2.75e-04 | 3888.6ms/step | 5.1 samples/s +Step 21020/44000 | Loss: 2.9464 | LR: 2.75e-04 | 1389.7ms/step | 14.4 samples/s +Step 21030/44000 | Loss: 2.9853 | LR: 2.74e-04 | 1398.2ms/step | 14.3 samples/s +Step 21040/44000 | Loss: 2.9289 | LR: 2.74e-04 | 1393.6ms/step | 14.4 samples/s +Step 21050/44000 | Loss: 2.9472 | LR: 2.74e-04 | 1398.3ms/step | 14.3 samples/s +Step 21060/44000 | Loss: 2.9330 | LR: 2.74e-04 | 1399.8ms/step | 14.3 samples/s +Step 21070/44000 | Loss: 2.9755 | LR: 2.74e-04 | 1400.1ms/step | 14.3 samples/s +Step 21080/44000 | Loss: 2.9209 | LR: 2.73e-04 | 1400.0ms/step | 14.3 samples/s +Step 21090/44000 | Loss: 2.9792 | LR: 2.73e-04 | 1400.2ms/step | 14.3 samples/s +Step 21100/44000 | Loss: 2.9631 | LR: 2.73e-04 | 1399.9ms/step | 14.3 samples/s +Step 21110/44000 | Loss: 2.9523 | LR: 2.73e-04 | 1400.0ms/step | 14.3 samples/s +Step 21120/44000 | Loss: 2.9642 | LR: 2.73e-04 | 1400.0ms/step | 14.3 samples/s +Step 21130/44000 | Loss: 2.9859 | LR: 2.73e-04 | 1398.1ms/step | 14.3 samples/s +Step 21140/44000 | Loss: 2.9461 | LR: 2.72e-04 | 1399.9ms/step | 14.3 samples/s +Step 21150/44000 | Loss: 2.9563 | LR: 2.72e-04 | 1396.1ms/step | 14.3 samples/s +Step 21160/44000 | Loss: 2.9385 | LR: 2.72e-04 | 1395.8ms/step | 14.3 samples/s +Step 21170/44000 | Loss: 2.9519 | LR: 2.72e-04 | 1393.6ms/step | 14.4 samples/s +Step 21180/44000 | Loss: 2.9605 | LR: 2.72e-04 | 1390.7ms/step | 14.4 samples/s +Step 21190/44000 | Loss: 2.9020 | LR: 2.71e-04 | 1391.9ms/step | 14.4 samples/s +Step 21200/44000 | Loss: 2.9714 | LR: 2.71e-04 | 1390.0ms/step | 14.4 samples/s +Step 21210/44000 | Loss: 2.9531 | LR: 2.71e-04 | 1393.6ms/step | 14.4 samples/s +Step 21220/44000 | Loss: 2.9431 | LR: 2.71e-04 | 1390.3ms/step | 14.4 samples/s +Step 21230/44000 | Loss: 2.9558 | LR: 2.71e-04 | 1388.2ms/step | 14.4 samples/s +Step 21240/44000 | Loss: 2.9459 | LR: 2.71e-04 | 1391.5ms/step | 14.4 samples/s +Step 21250/44000 | Loss: 2.9393 | LR: 2.70e-04 | 1388.4ms/step | 14.4 samples/s +Validation at step 21250: Loss = 2.9644, Perplexity = 19.38 +Step 21260/44000 | Loss: 2.9816 | LR: 2.70e-04 | 3589.0ms/step | 5.6 samples/s +Step 21270/44000 | Loss: 2.9568 | LR: 2.70e-04 | 1385.8ms/step | 14.4 samples/s +Step 21280/44000 | Loss: 2.9482 | LR: 2.70e-04 | 1388.5ms/step | 14.4 samples/s +Step 21290/44000 | Loss: 2.9438 | LR: 2.70e-04 | 1388.6ms/step | 14.4 samples/s +Step 21300/44000 | Loss: 2.9542 | LR: 2.70e-04 | 1392.3ms/step | 14.4 samples/s +Step 21310/44000 | Loss: 2.9553 | LR: 2.69e-04 | 1393.2ms/step | 14.4 samples/s +Step 21320/44000 | Loss: 2.9664 | LR: 2.69e-04 | 1392.9ms/step | 14.4 samples/s +Step 21330/44000 | Loss: 2.9506 | LR: 2.69e-04 | 1397.1ms/step | 14.3 samples/s +Step 21340/44000 | Loss: 2.9450 | LR: 2.69e-04 | 1392.9ms/step | 14.4 samples/s +Step 21350/44000 | Loss: 2.9781 | LR: 2.69e-04 | 1392.0ms/step | 14.4 samples/s +Step 21360/44000 | Loss: 2.9493 | LR: 2.68e-04 | 1394.0ms/step | 14.3 samples/s +Step 21370/44000 | Loss: 2.9524 | LR: 2.68e-04 | 1396.0ms/step | 14.3 samples/s +Step 21380/44000 | Loss: 2.9407 | LR: 2.68e-04 | 1391.6ms/step | 14.4 samples/s +Step 21390/44000 | Loss: 2.9704 | LR: 2.68e-04 | 1390.5ms/step | 14.4 samples/s +Step 21400/44000 | Loss: 2.9320 | LR: 2.68e-04 | 1386.7ms/step | 14.4 samples/s +Step 21410/44000 | Loss: 2.9729 | LR: 2.68e-04 | 1391.3ms/step | 14.4 samples/s +Step 21420/44000 | Loss: 2.9216 | LR: 2.67e-04 | 1395.8ms/step | 14.3 samples/s +Step 21430/44000 | Loss: 2.9377 | LR: 2.67e-04 | 1396.2ms/step | 14.3 samples/s +Step 21440/44000 | Loss: 2.9305 | LR: 2.67e-04 | 1393.9ms/step | 14.3 samples/s +Step 21450/44000 | Loss: 2.9469 | LR: 2.67e-04 | 1396.1ms/step | 14.3 samples/s +Step 21460/44000 | Loss: 2.9535 | LR: 2.67e-04 | 1397.9ms/step | 14.3 samples/s +Step 21470/44000 | Loss: 2.9576 | LR: 2.66e-04 | 1397.9ms/step | 14.3 samples/s +Step 21480/44000 | Loss: 2.9380 | LR: 2.66e-04 | 1397.4ms/step | 14.3 samples/s +Step 21490/44000 | Loss: 2.9545 | LR: 2.66e-04 | 1394.6ms/step | 14.3 samples/s +Step 21500/44000 | Loss: 2.9526 | LR: 2.66e-04 | 1396.2ms/step | 14.3 samples/s +Validation at step 21500: Loss = 2.9619, Perplexity = 19.33 +Step 21510/44000 | Loss: 2.9565 | LR: 2.66e-04 | 3595.9ms/step | 5.6 samples/s +Step 21520/44000 | Loss: 2.9422 | LR: 2.66e-04 | 1392.2ms/step | 14.4 samples/s +Step 21530/44000 | Loss: 2.9399 | LR: 2.65e-04 | 1390.0ms/step | 14.4 samples/s +Step 21540/44000 | Loss: 2.9500 | LR: 2.65e-04 | 1389.8ms/step | 14.4 samples/s +Step 21550/44000 | Loss: 2.9504 | LR: 2.65e-04 | 1390.7ms/step | 14.4 samples/s +Step 21560/44000 | Loss: 2.9540 | LR: 2.65e-04 | 1397.1ms/step | 14.3 samples/s +Step 21570/44000 | Loss: 2.9337 | LR: 2.65e-04 | 1391.9ms/step | 14.4 samples/s +Step 21580/44000 | Loss: 2.9266 | LR: 2.64e-04 | 1391.2ms/step | 14.4 samples/s +Step 21590/44000 | Loss: 2.9423 | LR: 2.64e-04 | 1395.3ms/step | 14.3 samples/s +Step 21600/44000 | Loss: 2.9430 | LR: 2.64e-04 | 1396.0ms/step | 14.3 samples/s +Step 21610/44000 | Loss: 2.9397 | LR: 2.64e-04 | 1395.9ms/step | 14.3 samples/s +Step 21620/44000 | Loss: 2.9614 | LR: 2.64e-04 | 1396.9ms/step | 14.3 samples/s +Step 21630/44000 | Loss: 2.9315 | LR: 2.64e-04 | 1395.3ms/step | 14.3 samples/s +Step 21640/44000 | Loss: 2.9222 | LR: 2.63e-04 | 1394.0ms/step | 14.3 samples/s +Step 21650/44000 | Loss: 2.9494 | LR: 2.63e-04 | 1394.9ms/step | 14.3 samples/s +Step 21660/44000 | Loss: 2.9854 | LR: 2.63e-04 | 1393.0ms/step | 14.4 samples/s +Step 21670/44000 | Loss: 2.9301 | LR: 2.63e-04 | 1391.5ms/step | 14.4 samples/s +Step 21680/44000 | Loss: 2.9531 | LR: 2.63e-04 | 1390.4ms/step | 14.4 samples/s +Step 21690/44000 | Loss: 2.9822 | LR: 2.62e-04 | 1393.8ms/step | 14.3 samples/s +Step 21700/44000 | Loss: 2.9649 | LR: 2.62e-04 | 1396.3ms/step | 14.3 samples/s +Step 21710/44000 | Loss: 2.9467 | LR: 2.62e-04 | 1398.3ms/step | 14.3 samples/s +Step 21720/44000 | Loss: 2.9198 | LR: 2.62e-04 | 1399.8ms/step | 14.3 samples/s +Step 21730/44000 | Loss: 2.9433 | LR: 2.62e-04 | 1400.1ms/step | 14.3 samples/s +Step 21740/44000 | Loss: 2.9343 | LR: 2.62e-04 | 1400.0ms/step | 14.3 samples/s +Step 21750/44000 | Loss: 2.9386 | LR: 2.61e-04 | 1400.0ms/step | 14.3 samples/s +Validation at step 21750: Loss = 2.9593, Perplexity = 19.28 +Step 21760/44000 | Loss: 2.9590 | LR: 2.61e-04 | 3614.1ms/step | 5.5 samples/s +Step 21770/44000 | Loss: 2.9442 | LR: 2.61e-04 | 1400.1ms/step | 14.3 samples/s +Step 21780/44000 | Loss: 2.9456 | LR: 2.61e-04 | 1399.8ms/step | 14.3 samples/s +Step 21790/44000 | Loss: 2.9097 | LR: 2.61e-04 | 1400.1ms/step | 14.3 samples/s +Step 21800/44000 | Loss: 2.9366 | LR: 2.60e-04 | 1399.9ms/step | 14.3 samples/s +Step 21810/44000 | Loss: 2.9333 | LR: 2.60e-04 | 1399.9ms/step | 14.3 samples/s +Step 21820/44000 | Loss: 2.9535 | LR: 2.60e-04 | 1400.0ms/step | 14.3 samples/s +Step 21830/44000 | Loss: 2.9225 | LR: 2.60e-04 | 1395.8ms/step | 14.3 samples/s +Step 21840/44000 | Loss: 2.9482 | LR: 2.60e-04 | 1389.3ms/step | 14.4 samples/s +Step 21850/44000 | Loss: 2.9447 | LR: 2.60e-04 | 1390.7ms/step | 14.4 samples/s +Step 21860/44000 | Loss: 2.9474 | LR: 2.59e-04 | 1390.0ms/step | 14.4 samples/s +Step 21870/44000 | Loss: 2.9598 | LR: 2.59e-04 | 1396.2ms/step | 14.3 samples/s +Step 21880/44000 | Loss: 2.9282 | LR: 2.59e-04 | 1398.1ms/step | 14.3 samples/s +Step 21890/44000 | Loss: 2.9321 | LR: 2.59e-04 | 1398.0ms/step | 14.3 samples/s +Step 21900/44000 | Loss: 2.9397 | LR: 2.59e-04 | 1400.1ms/step | 14.3 samples/s +Step 21910/44000 | Loss: 2.9389 | LR: 2.58e-04 | 1397.8ms/step | 14.3 samples/s +Step 21920/44000 | Loss: 2.9480 | LR: 2.58e-04 | 1392.4ms/step | 14.4 samples/s +Step 21930/44000 | Loss: 2.9730 | LR: 2.58e-04 | 1389.4ms/step | 14.4 samples/s +Step 21940/44000 | Loss: 2.9143 | LR: 2.58e-04 | 1396.1ms/step | 14.3 samples/s +Step 21950/44000 | Loss: 2.9457 | LR: 2.58e-04 | 1396.1ms/step | 14.3 samples/s +Step 21960/44000 | Loss: 2.9353 | LR: 2.58e-04 | 1394.0ms/step | 14.3 samples/s +Step 21970/44000 | Loss: 2.9303 | LR: 2.57e-04 | 1390.1ms/step | 14.4 samples/s +Step 21980/44000 | Loss: 2.9511 | LR: 2.57e-04 | 1389.9ms/step | 14.4 samples/s +Step 21990/44000 | Loss: 2.9546 | LR: 2.57e-04 | 1390.3ms/step | 14.4 samples/s +Step 22000/44000 | Loss: 2.9424 | LR: 2.57e-04 | 1391.6ms/step | 14.4 samples/s +Validation at step 22000: Loss = 2.9569, Perplexity = 19.24 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-22000 +Step 22010/44000 | Loss: 2.9438 | LR: 2.57e-04 | 3912.1ms/step | 5.1 samples/s +Step 22020/44000 | Loss: 2.9575 | LR: 2.56e-04 | 1394.4ms/step | 14.3 samples/s +Step 22030/44000 | Loss: 2.9516 | LR: 2.56e-04 | 1397.7ms/step | 14.3 samples/s +Step 22040/44000 | Loss: 2.9668 | LR: 2.56e-04 | 1395.2ms/step | 14.3 samples/s +Step 22050/44000 | Loss: 2.9373 | LR: 2.56e-04 | 1392.9ms/step | 14.4 samples/s +Step 22060/44000 | Loss: 2.9369 | LR: 2.56e-04 | 1389.2ms/step | 14.4 samples/s +Step 22070/44000 | Loss: 2.9411 | LR: 2.56e-04 | 1388.9ms/step | 14.4 samples/s +Step 22080/44000 | Loss: 2.9324 | LR: 2.55e-04 | 1392.3ms/step | 14.4 samples/s +Step 22090/44000 | Loss: 2.9621 | LR: 2.55e-04 | 1396.4ms/step | 14.3 samples/s +Step 22100/44000 | Loss: 2.9548 | LR: 2.55e-04 | 1397.4ms/step | 14.3 samples/s +Step 22110/44000 | Loss: 2.9386 | LR: 2.55e-04 | 1398.8ms/step | 14.3 samples/s +Step 22120/44000 | Loss: 2.9207 | LR: 2.55e-04 | 1393.8ms/step | 14.3 samples/s +Step 22130/44000 | Loss: 2.9307 | LR: 2.54e-04 | 1392.4ms/step | 14.4 samples/s +Step 22140/44000 | Loss: 2.9402 | LR: 2.54e-04 | 1398.7ms/step | 14.3 samples/s +Step 22150/44000 | Loss: 2.9206 | LR: 2.54e-04 | 1394.3ms/step | 14.3 samples/s +Step 22160/44000 | Loss: 2.9429 | LR: 2.54e-04 | 1394.2ms/step | 14.3 samples/s +Step 22170/44000 | Loss: 2.9597 | LR: 2.54e-04 | 1394.5ms/step | 14.3 samples/s +Step 22180/44000 | Loss: 2.9418 | LR: 2.54e-04 | 1397.4ms/step | 14.3 samples/s +Step 22190/44000 | Loss: 2.9422 | LR: 2.53e-04 | 1399.8ms/step | 14.3 samples/s +Step 22200/44000 | Loss: 2.9394 | LR: 2.53e-04 | 1396.0ms/step | 14.3 samples/s +Step 22210/44000 | Loss: 2.9431 | LR: 2.53e-04 | 1394.0ms/step | 14.3 samples/s +Step 22220/44000 | Loss: 2.9398 | LR: 2.53e-04 | 1392.2ms/step | 14.4 samples/s +Step 22230/44000 | Loss: 2.9574 | LR: 2.53e-04 | 1390.3ms/step | 14.4 samples/s +Step 22240/44000 | Loss: 2.9689 | LR: 2.52e-04 | 1392.7ms/step | 14.4 samples/s +Step 22250/44000 | Loss: 2.9551 | LR: 2.52e-04 | 1392.5ms/step | 14.4 samples/s +Validation at step 22250: Loss = 2.9548, Perplexity = 19.20 +Step 22260/44000 | Loss: 2.9236 | LR: 2.52e-04 | 3602.4ms/step | 5.6 samples/s +Step 22270/44000 | Loss: 2.9583 | LR: 2.52e-04 | 1392.9ms/step | 14.4 samples/s +Step 22280/44000 | Loss: 2.9370 | LR: 2.52e-04 | 1387.5ms/step | 14.4 samples/s +Step 22290/44000 | Loss: 2.9366 | LR: 2.52e-04 | 1387.6ms/step | 14.4 samples/s +Step 22300/44000 | Loss: 2.9729 | LR: 2.51e-04 | 1391.2ms/step | 14.4 samples/s +Step 22310/44000 | Loss: 2.9336 | LR: 2.51e-04 | 1387.5ms/step | 14.4 samples/s +Step 22320/44000 | Loss: 2.9187 | LR: 2.51e-04 | 1391.4ms/step | 14.4 samples/s +Step 22330/44000 | Loss: 2.9219 | LR: 2.51e-04 | 1394.1ms/step | 14.3 samples/s +Step 22340/44000 | Loss: 2.9698 | LR: 2.51e-04 | 1395.8ms/step | 14.3 samples/s +Step 22350/44000 | Loss: 2.9325 | LR: 2.50e-04 | 1392.8ms/step | 14.4 samples/s +Step 22360/44000 | Loss: 2.9336 | LR: 2.50e-04 | 1393.1ms/step | 14.4 samples/s +Step 22370/44000 | Loss: 2.9374 | LR: 2.50e-04 | 1396.6ms/step | 14.3 samples/s +Step 22380/44000 | Loss: 2.9399 | LR: 2.50e-04 | 1395.8ms/step | 14.3 samples/s +Step 22390/44000 | Loss: 2.9272 | LR: 2.50e-04 | 1393.6ms/step | 14.4 samples/s +Step 22400/44000 | Loss: 2.9124 | LR: 2.50e-04 | 1392.4ms/step | 14.4 samples/s +Step 22410/44000 | Loss: 2.9298 | LR: 2.49e-04 | 1396.3ms/step | 14.3 samples/s +Step 22420/44000 | Loss: 2.9321 | LR: 2.49e-04 | 1397.9ms/step | 14.3 samples/s +Step 22430/44000 | Loss: 2.9473 | LR: 2.49e-04 | 1400.2ms/step | 14.3 samples/s +Step 22440/44000 | Loss: 2.9359 | LR: 2.49e-04 | 1399.6ms/step | 14.3 samples/s +Step 22450/44000 | Loss: 2.9521 | LR: 2.49e-04 | 1396.1ms/step | 14.3 samples/s +Step 22460/44000 | Loss: 2.9304 | LR: 2.48e-04 | 1390.2ms/step | 14.4 samples/s +Step 22470/44000 | Loss: 2.9071 | LR: 2.48e-04 | 1389.3ms/step | 14.4 samples/s +Step 22480/44000 | Loss: 2.9214 | LR: 2.48e-04 | 1389.1ms/step | 14.4 samples/s +Step 22490/44000 | Loss: 2.9277 | LR: 2.48e-04 | 1390.9ms/step | 14.4 samples/s +Step 22500/44000 | Loss: 2.9108 | LR: 2.48e-04 | 1396.6ms/step | 14.3 samples/s +Validation at step 22500: Loss = 2.9519, Perplexity = 19.14 +Step 22510/44000 | Loss: 2.9215 | LR: 2.48e-04 | 3601.8ms/step | 5.6 samples/s +Step 22520/44000 | Loss: 2.9669 | LR: 2.47e-04 | 1400.3ms/step | 14.3 samples/s +Step 22530/44000 | Loss: 2.9077 | LR: 2.47e-04 | 1399.9ms/step | 14.3 samples/s +Step 22540/44000 | Loss: 2.9398 | LR: 2.47e-04 | 1399.9ms/step | 14.3 samples/s +Step 22550/44000 | Loss: 2.9064 | LR: 2.47e-04 | 1397.4ms/step | 14.3 samples/s +Step 22560/44000 | Loss: 2.9333 | LR: 2.47e-04 | 1392.4ms/step | 14.4 samples/s +Step 22570/44000 | Loss: 2.9106 | LR: 2.46e-04 | 1388.3ms/step | 14.4 samples/s +Step 22580/44000 | Loss: 2.9481 | LR: 2.46e-04 | 1389.9ms/step | 14.4 samples/s +Step 22590/44000 | Loss: 2.9453 | LR: 2.46e-04 | 1387.3ms/step | 14.4 samples/s +Step 22600/44000 | Loss: 2.9175 | LR: 2.46e-04 | 1388.5ms/step | 14.4 samples/s +Step 22610/44000 | Loss: 2.9321 | LR: 2.46e-04 | 1392.0ms/step | 14.4 samples/s +Step 22620/44000 | Loss: 2.9501 | LR: 2.46e-04 | 1394.3ms/step | 14.3 samples/s +Step 22630/44000 | Loss: 2.9303 | LR: 2.45e-04 | 1400.1ms/step | 14.3 samples/s +Step 22640/44000 | Loss: 2.9435 | LR: 2.45e-04 | 1393.8ms/step | 14.3 samples/s +Step 22650/44000 | Loss: 2.9327 | LR: 2.45e-04 | 1392.0ms/step | 14.4 samples/s +Step 22660/44000 | Loss: 2.9656 | LR: 2.45e-04 | 1400.0ms/step | 14.3 samples/s +Step 22670/44000 | Loss: 2.9386 | LR: 2.45e-04 | 1397.9ms/step | 14.3 samples/s +Step 22680/44000 | Loss: 2.9179 | LR: 2.44e-04 | 1400.2ms/step | 14.3 samples/s +Step 22690/44000 | Loss: 2.9484 | LR: 2.44e-04 | 1399.5ms/step | 14.3 samples/s +Step 22700/44000 | Loss: 2.9512 | LR: 2.44e-04 | 1392.3ms/step | 14.4 samples/s +Step 22710/44000 | Loss: 2.9072 | LR: 2.44e-04 | 1396.3ms/step | 14.3 samples/s +Step 22720/44000 | Loss: 2.9355 | LR: 2.44e-04 | 1399.0ms/step | 14.3 samples/s +Step 22730/44000 | Loss: 2.9517 | LR: 2.44e-04 | 1394.8ms/step | 14.3 samples/s +Step 22740/44000 | Loss: 2.9371 | LR: 2.43e-04 | 1391.9ms/step | 14.4 samples/s +Step 22750/44000 | Loss: 2.9153 | LR: 2.43e-04 | 1390.8ms/step | 14.4 samples/s +Validation at step 22750: Loss = 2.9493, Perplexity = 19.09 +Step 22760/44000 | Loss: 2.9486 | LR: 2.43e-04 | 3591.5ms/step | 5.6 samples/s +Step 22770/44000 | Loss: 2.9313 | LR: 2.43e-04 | 1391.6ms/step | 14.4 samples/s +Step 22780/44000 | Loss: 2.9400 | LR: 2.43e-04 | 1390.6ms/step | 14.4 samples/s +Step 22790/44000 | Loss: 2.9561 | LR: 2.42e-04 | 1390.7ms/step | 14.4 samples/s +Step 22800/44000 | Loss: 2.9561 | LR: 2.42e-04 | 1390.2ms/step | 14.4 samples/s +Step 22810/44000 | Loss: 2.9237 | LR: 2.42e-04 | 1392.9ms/step | 14.4 samples/s +Step 22820/44000 | Loss: 2.9353 | LR: 2.42e-04 | 1398.3ms/step | 14.3 samples/s +Step 22830/44000 | Loss: 2.9611 | LR: 2.42e-04 | 1400.0ms/step | 14.3 samples/s +Step 22840/44000 | Loss: 2.9452 | LR: 2.42e-04 | 1400.0ms/step | 14.3 samples/s +Step 22850/44000 | Loss: 2.9187 | LR: 2.41e-04 | 1397.9ms/step | 14.3 samples/s +Step 22860/44000 | Loss: 2.9580 | LR: 2.41e-04 | 1392.3ms/step | 14.4 samples/s +Step 22870/44000 | Loss: 2.9301 | LR: 2.41e-04 | 1389.6ms/step | 14.4 samples/s +Step 22880/44000 | Loss: 2.9291 | LR: 2.41e-04 | 1388.6ms/step | 14.4 samples/s +Step 22890/44000 | Loss: 2.9185 | LR: 2.41e-04 | 1391.4ms/step | 14.4 samples/s +Step 22900/44000 | Loss: 2.9638 | LR: 2.40e-04 | 1400.1ms/step | 14.3 samples/s +Step 22910/44000 | Loss: 2.9492 | LR: 2.40e-04 | 1400.2ms/step | 14.3 samples/s +Step 22920/44000 | Loss: 2.9371 | LR: 2.40e-04 | 1399.6ms/step | 14.3 samples/s +Step 22930/44000 | Loss: 2.9189 | LR: 2.40e-04 | 1393.6ms/step | 14.4 samples/s +Step 22940/44000 | Loss: 2.9210 | LR: 2.40e-04 | 1396.5ms/step | 14.3 samples/s +Step 22950/44000 | Loss: 2.9281 | LR: 2.40e-04 | 1398.2ms/step | 14.3 samples/s +Step 22960/44000 | Loss: 2.9707 | LR: 2.39e-04 | 1398.0ms/step | 14.3 samples/s +Step 22970/44000 | Loss: 2.9169 | LR: 2.39e-04 | 1398.1ms/step | 14.3 samples/s +Step 22980/44000 | Loss: 2.9323 | LR: 2.39e-04 | 1397.8ms/step | 14.3 samples/s +Step 22990/44000 | Loss: 2.9207 | LR: 2.39e-04 | 1400.5ms/step | 14.3 samples/s +Step 23000/44000 | Loss: 2.9194 | LR: 2.39e-04 | 1399.7ms/step | 14.3 samples/s +Validation at step 23000: Loss = 2.9476, Perplexity = 19.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-23000 +Step 23010/44000 | Loss: 2.9232 | LR: 2.38e-04 | 3920.1ms/step | 5.1 samples/s +Step 23020/44000 | Loss: 2.9332 | LR: 2.38e-04 | 1399.9ms/step | 14.3 samples/s +Step 23030/44000 | Loss: 2.9396 | LR: 2.38e-04 | 1400.0ms/step | 14.3 samples/s +Step 23040/44000 | Loss: 2.9524 | LR: 2.38e-04 | 1400.1ms/step | 14.3 samples/s +Step 23050/44000 | Loss: 2.9719 | LR: 2.38e-04 | 1399.9ms/step | 14.3 samples/s +Step 23060/44000 | Loss: 2.9354 | LR: 2.38e-04 | 1398.0ms/step | 14.3 samples/s +Step 23070/44000 | Loss: 2.9317 | LR: 2.37e-04 | 1400.1ms/step | 14.3 samples/s +Step 23080/44000 | Loss: 2.9335 | LR: 2.37e-04 | 1399.6ms/step | 14.3 samples/s +Step 23090/44000 | Loss: 2.9444 | LR: 2.37e-04 | 1400.1ms/step | 14.3 samples/s +Step 23100/44000 | Loss: 2.9320 | LR: 2.37e-04 | 1398.2ms/step | 14.3 samples/s +Step 23110/44000 | Loss: 2.9186 | LR: 2.37e-04 | 1400.2ms/step | 14.3 samples/s +Step 23120/44000 | Loss: 2.9263 | LR: 2.36e-04 | 1395.6ms/step | 14.3 samples/s +Step 23130/44000 | Loss: 2.9272 | LR: 2.36e-04 | 1392.8ms/step | 14.4 samples/s +Step 23140/44000 | Loss: 2.9044 | LR: 2.36e-04 | 1387.4ms/step | 14.4 samples/s +Step 23150/44000 | Loss: 2.9162 | LR: 2.36e-04 | 1390.0ms/step | 14.4 samples/s +Step 23160/44000 | Loss: 2.9364 | LR: 2.36e-04 | 1395.0ms/step | 14.3 samples/s +Step 23170/44000 | Loss: 2.9261 | LR: 2.36e-04 | 1395.1ms/step | 14.3 samples/s +Step 23180/44000 | Loss: 2.9382 | LR: 2.35e-04 | 1396.6ms/step | 14.3 samples/s +Step 23190/44000 | Loss: 2.9340 | LR: 2.35e-04 | 1396.5ms/step | 14.3 samples/s +Step 23200/44000 | Loss: 2.9322 | LR: 2.35e-04 | 1390.7ms/step | 14.4 samples/s +Step 23210/44000 | Loss: 2.9191 | LR: 2.35e-04 | 1391.6ms/step | 14.4 samples/s +Step 23220/44000 | Loss: 2.9361 | LR: 2.35e-04 | 1394.1ms/step | 14.3 samples/s +Step 23230/44000 | Loss: 2.9133 | LR: 2.34e-04 | 1394.3ms/step | 14.3 samples/s +Step 23240/44000 | Loss: 2.9347 | LR: 2.34e-04 | 1393.7ms/step | 14.4 samples/s +Step 23250/44000 | Loss: 2.9380 | LR: 2.34e-04 | 1388.6ms/step | 14.4 samples/s +Validation at step 23250: Loss = 2.9449, Perplexity = 19.01 +Step 23260/44000 | Loss: 2.9092 | LR: 2.34e-04 | 3591.5ms/step | 5.6 samples/s +Step 23270/44000 | Loss: 2.9320 | LR: 2.34e-04 | 1394.3ms/step | 14.3 samples/s +Step 23280/44000 | Loss: 2.9465 | LR: 2.34e-04 | 1392.1ms/step | 14.4 samples/s +Step 23290/44000 | Loss: 2.9272 | LR: 2.33e-04 | 1395.7ms/step | 14.3 samples/s +Step 23300/44000 | Loss: 2.9172 | LR: 2.33e-04 | 1392.2ms/step | 14.4 samples/s +Step 23310/44000 | Loss: 2.8965 | LR: 2.33e-04 | 1394.3ms/step | 14.3 samples/s +Step 23320/44000 | Loss: 2.9241 | LR: 2.33e-04 | 1395.6ms/step | 14.3 samples/s +Step 23330/44000 | Loss: 2.9144 | LR: 2.33e-04 | 1391.9ms/step | 14.4 samples/s +Step 23340/44000 | Loss: 2.9411 | LR: 2.32e-04 | 1392.5ms/step | 14.4 samples/s +Step 23350/44000 | Loss: 2.9253 | LR: 2.32e-04 | 1391.9ms/step | 14.4 samples/s +Step 23360/44000 | Loss: 2.9671 | LR: 2.32e-04 | 1399.3ms/step | 14.3 samples/s +Step 23370/44000 | Loss: 2.9194 | LR: 2.32e-04 | 1392.3ms/step | 14.4 samples/s +Step 23380/44000 | Loss: 2.9126 | LR: 2.32e-04 | 1394.1ms/step | 14.3 samples/s +Step 23390/44000 | Loss: 2.8998 | LR: 2.32e-04 | 1398.4ms/step | 14.3 samples/s +Step 23400/44000 | Loss: 2.9377 | LR: 2.31e-04 | 1400.0ms/step | 14.3 samples/s +Step 23410/44000 | Loss: 2.9249 | LR: 2.31e-04 | 1399.8ms/step | 14.3 samples/s +Step 23420/44000 | Loss: 2.9467 | LR: 2.31e-04 | 1393.9ms/step | 14.3 samples/s +Step 23430/44000 | Loss: 2.9172 | LR: 2.31e-04 | 1394.3ms/step | 14.3 samples/s +Step 23440/44000 | Loss: 2.9153 | LR: 2.31e-04 | 1399.8ms/step | 14.3 samples/s +Step 23450/44000 | Loss: 2.9347 | LR: 2.30e-04 | 1393.6ms/step | 14.4 samples/s +Step 23460/44000 | Loss: 2.9180 | LR: 2.30e-04 | 1394.1ms/step | 14.3 samples/s +Step 23470/44000 | Loss: 2.9397 | LR: 2.30e-04 | 1394.2ms/step | 14.3 samples/s +Step 23480/44000 | Loss: 2.9142 | LR: 2.30e-04 | 1393.8ms/step | 14.3 samples/s +Step 23490/44000 | Loss: 2.9311 | LR: 2.30e-04 | 1391.7ms/step | 14.4 samples/s +Step 23500/44000 | Loss: 2.9170 | LR: 2.30e-04 | 1392.5ms/step | 14.4 samples/s +Validation at step 23500: Loss = 2.9434, Perplexity = 18.98 +Step 23510/44000 | Loss: 2.9331 | LR: 2.29e-04 | 3599.6ms/step | 5.6 samples/s +Step 23520/44000 | Loss: 2.9240 | LR: 2.29e-04 | 1394.2ms/step | 14.3 samples/s +Step 23530/44000 | Loss: 2.9217 | LR: 2.29e-04 | 1396.6ms/step | 14.3 samples/s +Step 23540/44000 | Loss: 2.9069 | LR: 2.29e-04 | 1393.9ms/step | 14.3 samples/s +Step 23550/44000 | Loss: 2.9053 | LR: 2.29e-04 | 1392.9ms/step | 14.4 samples/s +Step 23560/44000 | Loss: 2.9230 | LR: 2.29e-04 | 1393.1ms/step | 14.4 samples/s +Step 23570/44000 | Loss: 2.9511 | LR: 2.28e-04 | 1391.8ms/step | 14.4 samples/s +Step 23580/44000 | Loss: 2.9010 | LR: 2.28e-04 | 1393.8ms/step | 14.3 samples/s +Step 23590/44000 | Loss: 2.9414 | LR: 2.28e-04 | 1394.4ms/step | 14.3 samples/s +Step 23600/44000 | Loss: 2.9572 | LR: 2.28e-04 | 1397.9ms/step | 14.3 samples/s +Step 23610/44000 | Loss: 2.9162 | LR: 2.28e-04 | 1392.6ms/step | 14.4 samples/s +Step 23620/44000 | Loss: 2.9220 | LR: 2.27e-04 | 1397.3ms/step | 14.3 samples/s +Step 23630/44000 | Loss: 2.9267 | LR: 2.27e-04 | 1394.2ms/step | 14.3 samples/s +Step 23640/44000 | Loss: 2.9416 | LR: 2.27e-04 | 1396.7ms/step | 14.3 samples/s +Step 23650/44000 | Loss: 2.9486 | LR: 2.27e-04 | 1395.4ms/step | 14.3 samples/s +Step 23660/44000 | Loss: 2.9289 | LR: 2.27e-04 | 1397.8ms/step | 14.3 samples/s +Step 23670/44000 | Loss: 2.9388 | LR: 2.27e-04 | 1392.5ms/step | 14.4 samples/s +Step 23680/44000 | Loss: 2.9365 | LR: 2.26e-04 | 1389.4ms/step | 14.4 samples/s +Step 23690/44000 | Loss: 2.9378 | LR: 2.26e-04 | 1390.2ms/step | 14.4 samples/s +Step 23700/44000 | Loss: 2.9223 | LR: 2.26e-04 | 1390.5ms/step | 14.4 samples/s +Step 23710/44000 | Loss: 2.9068 | LR: 2.26e-04 | 1390.1ms/step | 14.4 samples/s +Step 23720/44000 | Loss: 2.9129 | LR: 2.26e-04 | 1392.5ms/step | 14.4 samples/s +Step 23730/44000 | Loss: 2.9319 | LR: 2.25e-04 | 1392.5ms/step | 14.4 samples/s +Step 23740/44000 | Loss: 2.9303 | LR: 2.25e-04 | 1396.2ms/step | 14.3 samples/s +Step 23750/44000 | Loss: 2.9137 | LR: 2.25e-04 | 1396.6ms/step | 14.3 samples/s +Validation at step 23750: Loss = 2.9406, Perplexity = 18.93 +Step 23760/44000 | Loss: 2.9420 | LR: 2.25e-04 | 3604.6ms/step | 5.5 samples/s +Step 23770/44000 | Loss: 2.9149 | LR: 2.25e-04 | 1391.2ms/step | 14.4 samples/s +Step 23780/44000 | Loss: 2.9114 | LR: 2.25e-04 | 1392.7ms/step | 14.4 samples/s +Step 23790/44000 | Loss: 2.9061 | LR: 2.24e-04 | 1393.4ms/step | 14.4 samples/s +Step 23800/44000 | Loss: 2.9305 | LR: 2.24e-04 | 1398.0ms/step | 14.3 samples/s +Step 23810/44000 | Loss: 2.9065 | LR: 2.24e-04 | 1396.6ms/step | 14.3 samples/s +Step 23820/44000 | Loss: 2.9497 | LR: 2.24e-04 | 1393.0ms/step | 14.4 samples/s +Step 23830/44000 | Loss: 2.9184 | LR: 2.24e-04 | 1388.3ms/step | 14.4 samples/s +Step 23840/44000 | Loss: 2.9316 | LR: 2.23e-04 | 1391.7ms/step | 14.4 samples/s +Step 23850/44000 | Loss: 2.9341 | LR: 2.23e-04 | 1394.1ms/step | 14.3 samples/s +Step 23860/44000 | Loss: 2.9238 | LR: 2.23e-04 | 1398.1ms/step | 14.3 samples/s +Step 23870/44000 | Loss: 2.9362 | LR: 2.23e-04 | 1398.3ms/step | 14.3 samples/s +Step 23880/44000 | Loss: 2.9204 | LR: 2.23e-04 | 1397.8ms/step | 14.3 samples/s +Step 23890/44000 | Loss: 2.9201 | LR: 2.23e-04 | 1400.0ms/step | 14.3 samples/s +Step 23900/44000 | Loss: 2.9178 | LR: 2.22e-04 | 1397.7ms/step | 14.3 samples/s +Step 23910/44000 | Loss: 2.9159 | LR: 2.22e-04 | 1393.9ms/step | 14.3 samples/s +Step 23920/44000 | Loss: 2.9578 | LR: 2.22e-04 | 1392.4ms/step | 14.4 samples/s +Step 23930/44000 | Loss: 2.9297 | LR: 2.22e-04 | 1393.7ms/step | 14.4 samples/s +Step 23940/44000 | Loss: 2.9422 | LR: 2.22e-04 | 1390.4ms/step | 14.4 samples/s +Step 23950/44000 | Loss: 2.9374 | LR: 2.21e-04 | 1388.2ms/step | 14.4 samples/s +Step 23960/44000 | Loss: 2.9598 | LR: 2.21e-04 | 1391.7ms/step | 14.4 samples/s +Step 23970/44000 | Loss: 2.9390 | LR: 2.21e-04 | 1394.0ms/step | 14.3 samples/s +Step 23980/44000 | Loss: 2.9191 | LR: 2.21e-04 | 1399.8ms/step | 14.3 samples/s +Step 23990/44000 | Loss: 2.8958 | LR: 2.21e-04 | 1398.0ms/step | 14.3 samples/s +Step 24000/44000 | Loss: 2.9192 | LR: 2.21e-04 | 1395.7ms/step | 14.3 samples/s +Validation at step 24000: Loss = 2.9389, Perplexity = 18.90 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-24000 +Step 24010/44000 | Loss: 2.9296 | LR: 2.20e-04 | 3906.9ms/step | 5.1 samples/s +Step 24020/44000 | Loss: 2.9246 | LR: 2.20e-04 | 1392.5ms/step | 14.4 samples/s +Step 24030/44000 | Loss: 2.9465 | LR: 2.20e-04 | 1397.9ms/step | 14.3 samples/s +Step 24040/44000 | Loss: 2.9590 | LR: 2.20e-04 | 1395.1ms/step | 14.3 samples/s +Step 24050/44000 | Loss: 2.9502 | LR: 2.20e-04 | 1394.4ms/step | 14.3 samples/s +Step 24060/44000 | Loss: 2.9343 | LR: 2.19e-04 | 1393.7ms/step | 14.4 samples/s +Step 24070/44000 | Loss: 2.9515 | LR: 2.19e-04 | 1391.9ms/step | 14.4 samples/s +Step 24080/44000 | Loss: 2.9095 | LR: 2.19e-04 | 1400.3ms/step | 14.3 samples/s +Step 24090/44000 | Loss: 2.9090 | LR: 2.19e-04 | 1397.2ms/step | 14.3 samples/s +Step 24100/44000 | Loss: 2.9282 | LR: 2.19e-04 | 1394.8ms/step | 14.3 samples/s +Step 24110/44000 | Loss: 2.9379 | LR: 2.19e-04 | 1391.0ms/step | 14.4 samples/s +Step 24120/44000 | Loss: 2.8914 | LR: 2.18e-04 | 1385.4ms/step | 14.4 samples/s +Step 24130/44000 | Loss: 2.9392 | LR: 2.18e-04 | 1389.4ms/step | 14.4 samples/s +Step 24140/44000 | Loss: 2.9159 | LR: 2.18e-04 | 1390.3ms/step | 14.4 samples/s +Step 24150/44000 | Loss: 2.9439 | LR: 2.18e-04 | 1393.7ms/step | 14.4 samples/s +Step 24160/44000 | Loss: 2.9544 | LR: 2.18e-04 | 1393.5ms/step | 14.4 samples/s +Step 24170/44000 | Loss: 2.9096 | LR: 2.17e-04 | 1394.4ms/step | 14.3 samples/s +Step 24180/44000 | Loss: 2.9183 | LR: 2.17e-04 | 1392.0ms/step | 14.4 samples/s +Step 24190/44000 | Loss: 2.9392 | LR: 2.17e-04 | 1395.1ms/step | 14.3 samples/s +Step 24200/44000 | Loss: 2.9113 | LR: 2.17e-04 | 1388.8ms/step | 14.4 samples/s +Step 24210/44000 | Loss: 2.9051 | LR: 2.17e-04 | 1391.5ms/step | 14.4 samples/s +Step 24220/44000 | Loss: 2.9238 | LR: 2.17e-04 | 1393.0ms/step | 14.4 samples/s +Step 24230/44000 | Loss: 2.9430 | LR: 2.16e-04 | 1399.9ms/step | 14.3 samples/s +Step 24240/44000 | Loss: 2.9052 | LR: 2.16e-04 | 1396.2ms/step | 14.3 samples/s +Step 24250/44000 | Loss: 2.9317 | LR: 2.16e-04 | 1399.8ms/step | 14.3 samples/s +Validation at step 24250: Loss = 2.9372, Perplexity = 18.86 +Step 24260/44000 | Loss: 2.9016 | LR: 2.16e-04 | 3628.3ms/step | 5.5 samples/s +Step 24270/44000 | Loss: 2.9215 | LR: 2.16e-04 | 1399.7ms/step | 14.3 samples/s +Step 24280/44000 | Loss: 2.9464 | LR: 2.16e-04 | 1400.1ms/step | 14.3 samples/s +Step 24290/44000 | Loss: 2.9287 | LR: 2.15e-04 | 1400.1ms/step | 14.3 samples/s +Step 24300/44000 | Loss: 2.9150 | LR: 2.15e-04 | 1400.0ms/step | 14.3 samples/s +Step 24310/44000 | Loss: 2.9278 | LR: 2.15e-04 | 1400.0ms/step | 14.3 samples/s +Step 24320/44000 | Loss: 2.9255 | LR: 2.15e-04 | 1399.3ms/step | 14.3 samples/s +Step 24330/44000 | Loss: 2.9442 | LR: 2.15e-04 | 1394.5ms/step | 14.3 samples/s +Step 24340/44000 | Loss: 2.9075 | LR: 2.14e-04 | 1396.3ms/step | 14.3 samples/s +Step 24350/44000 | Loss: 2.8993 | LR: 2.14e-04 | 1397.9ms/step | 14.3 samples/s +Step 24360/44000 | Loss: 2.9247 | LR: 2.14e-04 | 1399.8ms/step | 14.3 samples/s +Step 24370/44000 | Loss: 2.8926 | LR: 2.14e-04 | 1400.2ms/step | 14.3 samples/s +Step 24380/44000 | Loss: 2.8864 | LR: 2.14e-04 | 1397.5ms/step | 14.3 samples/s +Step 24390/44000 | Loss: 2.8958 | LR: 2.14e-04 | 1392.4ms/step | 14.4 samples/s +Step 24400/44000 | Loss: 2.9257 | LR: 2.13e-04 | 1394.2ms/step | 14.3 samples/s +Step 24410/44000 | Loss: 2.9245 | LR: 2.13e-04 | 1395.9ms/step | 14.3 samples/s +Step 24420/44000 | Loss: 2.9367 | LR: 2.13e-04 | 1397.0ms/step | 14.3 samples/s +Step 24430/44000 | Loss: 2.9225 | LR: 2.13e-04 | 1394.7ms/step | 14.3 samples/s +Step 24440/44000 | Loss: 2.9290 | LR: 2.13e-04 | 1396.4ms/step | 14.3 samples/s +Step 24450/44000 | Loss: 2.8965 | LR: 2.12e-04 | 1397.8ms/step | 14.3 samples/s +Step 24460/44000 | Loss: 2.9014 | LR: 2.12e-04 | 1400.0ms/step | 14.3 samples/s +Step 24470/44000 | Loss: 2.9284 | LR: 2.12e-04 | 1398.1ms/step | 14.3 samples/s +Step 24480/44000 | Loss: 2.9223 | LR: 2.12e-04 | 1399.8ms/step | 14.3 samples/s +Step 24490/44000 | Loss: 2.9198 | LR: 2.12e-04 | 1398.3ms/step | 14.3 samples/s +Step 24500/44000 | Loss: 2.9353 | LR: 2.12e-04 | 1397.4ms/step | 14.3 samples/s +Validation at step 24500: Loss = 2.9353, Perplexity = 18.83 +Step 24510/44000 | Loss: 2.9244 | LR: 2.11e-04 | 3604.5ms/step | 5.5 samples/s +Step 24520/44000 | Loss: 2.8936 | LR: 2.11e-04 | 1400.0ms/step | 14.3 samples/s +Step 24530/44000 | Loss: 2.9173 | LR: 2.11e-04 | 1394.0ms/step | 14.3 samples/s +Step 24540/44000 | Loss: 2.9383 | LR: 2.11e-04 | 1392.8ms/step | 14.4 samples/s +Step 24550/44000 | Loss: 2.9515 | LR: 2.11e-04 | 1397.2ms/step | 14.3 samples/s +Step 24560/44000 | Loss: 2.9180 | LR: 2.10e-04 | 1400.2ms/step | 14.3 samples/s +Step 24570/44000 | Loss: 2.9854 | LR: 2.10e-04 | 1399.9ms/step | 14.3 samples/s +Step 24580/44000 | Loss: 2.8984 | LR: 2.10e-04 | 1399.9ms/step | 14.3 samples/s +Step 24590/44000 | Loss: 2.9485 | LR: 2.10e-04 | 1400.1ms/step | 14.3 samples/s +Step 24600/44000 | Loss: 2.9181 | LR: 2.10e-04 | 1399.9ms/step | 14.3 samples/s +Step 24610/44000 | Loss: 2.9358 | LR: 2.10e-04 | 1400.2ms/step | 14.3 samples/s +Step 24620/44000 | Loss: 2.9303 | LR: 2.09e-04 | 1400.1ms/step | 14.3 samples/s +Step 24630/44000 | Loss: 2.9515 | LR: 2.09e-04 | 1400.1ms/step | 14.3 samples/s +Step 24640/44000 | Loss: 2.9203 | LR: 2.09e-04 | 1399.6ms/step | 14.3 samples/s +Step 24650/44000 | Loss: 2.9224 | LR: 2.09e-04 | 1394.2ms/step | 14.3 samples/s +Step 24660/44000 | Loss: 2.9143 | LR: 2.09e-04 | 1396.2ms/step | 14.3 samples/s +Step 24670/44000 | Loss: 2.9155 | LR: 2.09e-04 | 1396.1ms/step | 14.3 samples/s +Step 24680/44000 | Loss: 2.9113 | LR: 2.08e-04 | 1393.6ms/step | 14.4 samples/s +Step 24690/44000 | Loss: 2.9173 | LR: 2.08e-04 | 1391.2ms/step | 14.4 samples/s +Step 24700/44000 | Loss: 2.9115 | LR: 2.08e-04 | 1394.8ms/step | 14.3 samples/s +Step 24710/44000 | Loss: 2.9148 | LR: 2.08e-04 | 1395.9ms/step | 14.3 samples/s +Step 24720/44000 | Loss: 2.9017 | LR: 2.08e-04 | 1394.2ms/step | 14.3 samples/s +Step 24730/44000 | Loss: 2.9129 | LR: 2.07e-04 | 1400.1ms/step | 14.3 samples/s +Step 24740/44000 | Loss: 2.9612 | LR: 2.07e-04 | 1398.0ms/step | 14.3 samples/s +Step 24750/44000 | Loss: 2.8994 | LR: 2.07e-04 | 1400.0ms/step | 14.3 samples/s +Validation at step 24750: Loss = 2.9334, Perplexity = 18.79 +Step 24760/44000 | Loss: 2.9203 | LR: 2.07e-04 | 3604.1ms/step | 5.5 samples/s +Step 24770/44000 | Loss: 2.9199 | LR: 2.07e-04 | 1400.2ms/step | 14.3 samples/s +Step 24780/44000 | Loss: 2.9431 | LR: 2.07e-04 | 1397.9ms/step | 14.3 samples/s +Step 24790/44000 | Loss: 2.9002 | LR: 2.06e-04 | 1399.9ms/step | 14.3 samples/s +Step 24800/44000 | Loss: 2.9030 | LR: 2.06e-04 | 1398.2ms/step | 14.3 samples/s +Step 24810/44000 | Loss: 2.9352 | LR: 2.06e-04 | 1392.1ms/step | 14.4 samples/s +Step 24820/44000 | Loss: 2.9184 | LR: 2.06e-04 | 1391.8ms/step | 14.4 samples/s +Step 24830/44000 | Loss: 2.8934 | LR: 2.06e-04 | 1392.1ms/step | 14.4 samples/s +Step 24840/44000 | Loss: 2.9110 | LR: 2.05e-04 | 1391.6ms/step | 14.4 samples/s +Step 24850/44000 | Loss: 2.9141 | LR: 2.05e-04 | 1391.4ms/step | 14.4 samples/s +Step 24860/44000 | Loss: 2.9151 | LR: 2.05e-04 | 1390.7ms/step | 14.4 samples/s +Step 24870/44000 | Loss: 2.9048 | LR: 2.05e-04 | 1387.3ms/step | 14.4 samples/s +Step 24880/44000 | Loss: 2.9322 | LR: 2.05e-04 | 1390.3ms/step | 14.4 samples/s +Step 24890/44000 | Loss: 2.9538 | LR: 2.05e-04 | 1392.5ms/step | 14.4 samples/s +Step 24900/44000 | Loss: 2.9097 | LR: 2.04e-04 | 1396.2ms/step | 14.3 samples/s +Step 24910/44000 | Loss: 2.9198 | LR: 2.04e-04 | 1397.9ms/step | 14.3 samples/s +Step 24920/44000 | Loss: 2.9250 | LR: 2.04e-04 | 1396.1ms/step | 14.3 samples/s +Step 24930/44000 | Loss: 2.9200 | LR: 2.04e-04 | 1390.7ms/step | 14.4 samples/s +Step 24940/44000 | Loss: 2.9295 | LR: 2.04e-04 | 1391.8ms/step | 14.4 samples/s +Step 24950/44000 | Loss: 2.9075 | LR: 2.04e-04 | 1390.4ms/step | 14.4 samples/s +Step 24960/44000 | Loss: 2.9555 | LR: 2.03e-04 | 1393.1ms/step | 14.4 samples/s +Step 24970/44000 | Loss: 2.9079 | LR: 2.03e-04 | 1398.0ms/step | 14.3 samples/s +Step 24980/44000 | Loss: 2.9412 | LR: 2.03e-04 | 1400.1ms/step | 14.3 samples/s +Step 24990/44000 | Loss: 2.8922 | LR: 2.03e-04 | 1399.9ms/step | 14.3 samples/s +Step 25000/44000 | Loss: 2.9345 | LR: 2.03e-04 | 1400.1ms/step | 14.3 samples/s +Validation at step 25000: Loss = 2.9311, Perplexity = 18.75 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-25000 +Step 25010/44000 | Loss: 2.8982 | LR: 2.02e-04 | 3872.9ms/step | 5.2 samples/s +Step 25020/44000 | Loss: 2.9283 | LR: 2.02e-04 | 1391.5ms/step | 14.4 samples/s +Step 25030/44000 | Loss: 2.9081 | LR: 2.02e-04 | 1387.3ms/step | 14.4 samples/s +Step 25040/44000 | Loss: 2.9230 | LR: 2.02e-04 | 1388.2ms/step | 14.4 samples/s +Step 25050/44000 | Loss: 2.9145 | LR: 2.02e-04 | 1391.9ms/step | 14.4 samples/s +Step 25060/44000 | Loss: 2.9107 | LR: 2.02e-04 | 1395.8ms/step | 14.3 samples/s +Step 25070/44000 | Loss: 2.9352 | LR: 2.01e-04 | 1389.7ms/step | 14.4 samples/s +Step 25080/44000 | Loss: 2.8989 | LR: 2.01e-04 | 1387.0ms/step | 14.4 samples/s +Step 25090/44000 | Loss: 2.9369 | LR: 2.01e-04 | 1386.7ms/step | 14.4 samples/s +Step 25100/44000 | Loss: 2.8969 | LR: 2.01e-04 | 1388.9ms/step | 14.4 samples/s +Step 25110/44000 | Loss: 2.9205 | LR: 2.01e-04 | 1392.1ms/step | 14.4 samples/s +Step 25120/44000 | Loss: 2.8950 | LR: 2.00e-04 | 1389.8ms/step | 14.4 samples/s +Step 25130/44000 | Loss: 2.9496 | LR: 2.00e-04 | 1386.6ms/step | 14.4 samples/s +Step 25140/44000 | Loss: 2.9594 | LR: 2.00e-04 | 1390.7ms/step | 14.4 samples/s +Step 25150/44000 | Loss: 2.8819 | LR: 2.00e-04 | 1396.6ms/step | 14.3 samples/s +Step 25160/44000 | Loss: 2.8959 | LR: 2.00e-04 | 1393.2ms/step | 14.4 samples/s +Step 25170/44000 | Loss: 2.9304 | LR: 2.00e-04 | 1391.8ms/step | 14.4 samples/s +Step 25180/44000 | Loss: 2.8704 | LR: 1.99e-04 | 1391.8ms/step | 14.4 samples/s +Step 25190/44000 | Loss: 2.9124 | LR: 1.99e-04 | 1390.2ms/step | 14.4 samples/s +Step 25200/44000 | Loss: 2.9339 | LR: 1.99e-04 | 1391.4ms/step | 14.4 samples/s +Step 25210/44000 | Loss: 2.9290 | LR: 1.99e-04 | 1394.5ms/step | 14.3 samples/s +Step 25220/44000 | Loss: 2.8971 | LR: 1.99e-04 | 1393.6ms/step | 14.4 samples/s +Step 25230/44000 | Loss: 2.9186 | LR: 1.99e-04 | 1396.0ms/step | 14.3 samples/s +Step 25240/44000 | Loss: 2.9001 | LR: 1.98e-04 | 1395.2ms/step | 14.3 samples/s +Step 25250/44000 | Loss: 2.9320 | LR: 1.98e-04 | 1399.2ms/step | 14.3 samples/s +Validation at step 25250: Loss = 2.9294, Perplexity = 18.72 +Step 25260/44000 | Loss: 2.8941 | LR: 1.98e-04 | 3608.0ms/step | 5.5 samples/s +Step 25270/44000 | Loss: 2.9247 | LR: 1.98e-04 | 1395.9ms/step | 14.3 samples/s +Step 25280/44000 | Loss: 2.8906 | LR: 1.98e-04 | 1393.4ms/step | 14.4 samples/s +Step 25290/44000 | Loss: 2.9112 | LR: 1.97e-04 | 1394.7ms/step | 14.3 samples/s +Step 25300/44000 | Loss: 2.9180 | LR: 1.97e-04 | 1395.7ms/step | 14.3 samples/s +Step 25310/44000 | Loss: 2.8681 | LR: 1.97e-04 | 1394.2ms/step | 14.3 samples/s +Step 25320/44000 | Loss: 2.9084 | LR: 1.97e-04 | 1393.8ms/step | 14.3 samples/s +Step 25330/44000 | Loss: 2.9184 | LR: 1.97e-04 | 1393.4ms/step | 14.4 samples/s +Step 25340/44000 | Loss: 2.9111 | LR: 1.97e-04 | 1394.6ms/step | 14.3 samples/s +Step 25350/44000 | Loss: 2.9034 | LR: 1.96e-04 | 1400.0ms/step | 14.3 samples/s +Step 25360/44000 | Loss: 2.9499 | LR: 1.96e-04 | 1396.2ms/step | 14.3 samples/s +Step 25370/44000 | Loss: 2.8985 | LR: 1.96e-04 | 1391.9ms/step | 14.4 samples/s +Step 25380/44000 | Loss: 2.9391 | LR: 1.96e-04 | 1391.5ms/step | 14.4 samples/s +Step 25390/44000 | Loss: 2.9101 | LR: 1.96e-04 | 1394.6ms/step | 14.3 samples/s +Step 25400/44000 | Loss: 2.9237 | LR: 1.96e-04 | 1395.2ms/step | 14.3 samples/s +Step 25410/44000 | Loss: 2.9533 | LR: 1.95e-04 | 1392.8ms/step | 14.4 samples/s +Step 25420/44000 | Loss: 2.9370 | LR: 1.95e-04 | 1395.7ms/step | 14.3 samples/s +Step 25430/44000 | Loss: 2.9172 | LR: 1.95e-04 | 1396.1ms/step | 14.3 samples/s +Step 25440/44000 | Loss: 2.9154 | LR: 1.95e-04 | 1400.1ms/step | 14.3 samples/s +Step 25450/44000 | Loss: 2.9520 | LR: 1.95e-04 | 1398.1ms/step | 14.3 samples/s +Step 25460/44000 | Loss: 2.9239 | LR: 1.94e-04 | 1398.1ms/step | 14.3 samples/s +Step 25470/44000 | Loss: 2.9035 | LR: 1.94e-04 | 1400.0ms/step | 14.3 samples/s +Step 25480/44000 | Loss: 2.9178 | LR: 1.94e-04 | 1400.0ms/step | 14.3 samples/s +Step 25490/44000 | Loss: 2.9183 | LR: 1.94e-04 | 1400.1ms/step | 14.3 samples/s +Step 25500/44000 | Loss: 2.9093 | LR: 1.94e-04 | 1399.8ms/step | 14.3 samples/s +Validation at step 25500: Loss = 2.9277, Perplexity = 18.68 +Step 25510/44000 | Loss: 2.8969 | LR: 1.94e-04 | 3610.0ms/step | 5.5 samples/s +Step 25520/44000 | Loss: 2.8959 | LR: 1.93e-04 | 1400.2ms/step | 14.3 samples/s +Step 25530/44000 | Loss: 2.8986 | LR: 1.93e-04 | 1399.8ms/step | 14.3 samples/s +Step 25540/44000 | Loss: 2.9058 | LR: 1.93e-04 | 1399.9ms/step | 14.3 samples/s +Step 25550/44000 | Loss: 2.9186 | LR: 1.93e-04 | 1399.9ms/step | 14.3 samples/s +Step 25560/44000 | Loss: 2.9255 | LR: 1.93e-04 | 1400.1ms/step | 14.3 samples/s +Step 25570/44000 | Loss: 2.9077 | LR: 1.92e-04 | 1396.1ms/step | 14.3 samples/s +Step 25580/44000 | Loss: 2.9399 | LR: 1.92e-04 | 1392.2ms/step | 14.4 samples/s +Step 25590/44000 | Loss: 2.9193 | LR: 1.92e-04 | 1393.0ms/step | 14.4 samples/s +Step 25600/44000 | Loss: 2.8874 | LR: 1.92e-04 | 1395.0ms/step | 14.3 samples/s +Step 25610/44000 | Loss: 2.9011 | LR: 1.92e-04 | 1397.9ms/step | 14.3 samples/s +Step 25620/44000 | Loss: 2.8903 | LR: 1.92e-04 | 1400.1ms/step | 14.3 samples/s +Step 25630/44000 | Loss: 2.9223 | LR: 1.91e-04 | 1399.8ms/step | 14.3 samples/s +Step 25640/44000 | Loss: 2.9042 | LR: 1.91e-04 | 1398.1ms/step | 14.3 samples/s +Step 25650/44000 | Loss: 2.9083 | LR: 1.91e-04 | 1400.2ms/step | 14.3 samples/s +Step 25660/44000 | Loss: 2.9314 | LR: 1.91e-04 | 1400.0ms/step | 14.3 samples/s +Step 25670/44000 | Loss: 2.9216 | LR: 1.91e-04 | 1399.9ms/step | 14.3 samples/s +Step 25680/44000 | Loss: 2.8868 | LR: 1.91e-04 | 1400.0ms/step | 14.3 samples/s +Step 25690/44000 | Loss: 2.9072 | LR: 1.90e-04 | 1396.2ms/step | 14.3 samples/s +Step 25700/44000 | Loss: 2.8920 | LR: 1.90e-04 | 1390.1ms/step | 14.4 samples/s +Step 25710/44000 | Loss: 2.9057 | LR: 1.90e-04 | 1390.0ms/step | 14.4 samples/s +Step 25720/44000 | Loss: 2.8999 | LR: 1.90e-04 | 1391.6ms/step | 14.4 samples/s +Step 25730/44000 | Loss: 2.8922 | LR: 1.90e-04 | 1392.3ms/step | 14.4 samples/s +Step 25740/44000 | Loss: 2.9083 | LR: 1.89e-04 | 1392.5ms/step | 14.4 samples/s +Step 25750/44000 | Loss: 2.9084 | LR: 1.89e-04 | 1395.2ms/step | 14.3 samples/s +Validation at step 25750: Loss = 2.9262, Perplexity = 18.66 +Step 25760/44000 | Loss: 2.9065 | LR: 1.89e-04 | 3592.1ms/step | 5.6 samples/s +Step 25770/44000 | Loss: 2.9315 | LR: 1.89e-04 | 1394.0ms/step | 14.3 samples/s +Step 25780/44000 | Loss: 2.9156 | LR: 1.89e-04 | 1392.1ms/step | 14.4 samples/s +Step 25790/44000 | Loss: 2.9517 | LR: 1.89e-04 | 1398.0ms/step | 14.3 samples/s +Step 25800/44000 | Loss: 2.8720 | LR: 1.88e-04 | 1394.2ms/step | 14.3 samples/s +Step 25810/44000 | Loss: 2.9094 | LR: 1.88e-04 | 1390.4ms/step | 14.4 samples/s +Step 25820/44000 | Loss: 2.9097 | LR: 1.88e-04 | 1387.0ms/step | 14.4 samples/s +Step 25830/44000 | Loss: 2.9109 | LR: 1.88e-04 | 1386.8ms/step | 14.4 samples/s +Step 25840/44000 | Loss: 2.9228 | LR: 1.88e-04 | 1389.7ms/step | 14.4 samples/s +Step 25850/44000 | Loss: 2.8875 | LR: 1.88e-04 | 1390.2ms/step | 14.4 samples/s +Step 25860/44000 | Loss: 2.8821 | LR: 1.87e-04 | 1391.9ms/step | 14.4 samples/s +Step 25870/44000 | Loss: 2.8848 | LR: 1.87e-04 | 1395.4ms/step | 14.3 samples/s +Step 25880/44000 | Loss: 2.9313 | LR: 1.87e-04 | 1394.5ms/step | 14.3 samples/s +Step 25890/44000 | Loss: 2.9108 | LR: 1.87e-04 | 1395.8ms/step | 14.3 samples/s +Step 25900/44000 | Loss: 2.9126 | LR: 1.87e-04 | 1398.3ms/step | 14.3 samples/s +Step 25910/44000 | Loss: 2.8995 | LR: 1.87e-04 | 1399.7ms/step | 14.3 samples/s +Step 25920/44000 | Loss: 2.8967 | LR: 1.86e-04 | 1396.6ms/step | 14.3 samples/s +Step 25930/44000 | Loss: 2.9271 | LR: 1.86e-04 | 1393.6ms/step | 14.4 samples/s +Step 25940/44000 | Loss: 2.8876 | LR: 1.86e-04 | 1399.9ms/step | 14.3 samples/s +Step 25950/44000 | Loss: 2.8864 | LR: 1.86e-04 | 1398.0ms/step | 14.3 samples/s +Step 25960/44000 | Loss: 2.9061 | LR: 1.86e-04 | 1399.7ms/step | 14.3 samples/s +Step 25970/44000 | Loss: 2.8833 | LR: 1.85e-04 | 1388.7ms/step | 14.4 samples/s +Step 25980/44000 | Loss: 2.9266 | LR: 1.85e-04 | 1396.0ms/step | 14.3 samples/s +Step 25990/44000 | Loss: 2.9204 | LR: 1.85e-04 | 1397.7ms/step | 14.3 samples/s +Step 26000/44000 | Loss: 2.8970 | LR: 1.85e-04 | 1398.3ms/step | 14.3 samples/s +Validation at step 26000: Loss = 2.9248, Perplexity = 18.63 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-26000 +Step 26010/44000 | Loss: 2.9145 | LR: 1.85e-04 | 3892.9ms/step | 5.1 samples/s +Step 26020/44000 | Loss: 2.9139 | LR: 1.85e-04 | 1393.9ms/step | 14.3 samples/s +Step 26030/44000 | Loss: 2.8984 | LR: 1.84e-04 | 1395.2ms/step | 14.3 samples/s +Step 26040/44000 | Loss: 2.8859 | LR: 1.84e-04 | 1394.1ms/step | 14.3 samples/s +Step 26050/44000 | Loss: 2.9214 | LR: 1.84e-04 | 1397.7ms/step | 14.3 samples/s +Step 26060/44000 | Loss: 2.8710 | LR: 1.84e-04 | 1399.7ms/step | 14.3 samples/s +Step 26070/44000 | Loss: 2.9020 | LR: 1.84e-04 | 1395.2ms/step | 14.3 samples/s +Step 26080/44000 | Loss: 2.8878 | LR: 1.84e-04 | 1394.8ms/step | 14.3 samples/s +Step 26090/44000 | Loss: 2.9005 | LR: 1.83e-04 | 1394.5ms/step | 14.3 samples/s +Step 26100/44000 | Loss: 2.9035 | LR: 1.83e-04 | 1395.6ms/step | 14.3 samples/s +Step 26110/44000 | Loss: 2.9209 | LR: 1.83e-04 | 1398.3ms/step | 14.3 samples/s +Step 26120/44000 | Loss: 2.9016 | LR: 1.83e-04 | 1397.7ms/step | 14.3 samples/s +Step 26130/44000 | Loss: 2.9225 | LR: 1.83e-04 | 1394.4ms/step | 14.3 samples/s +Step 26140/44000 | Loss: 2.9261 | LR: 1.82e-04 | 1391.9ms/step | 14.4 samples/s +Step 26150/44000 | Loss: 2.9180 | LR: 1.82e-04 | 1394.8ms/step | 14.3 samples/s +Step 26160/44000 | Loss: 2.9012 | LR: 1.82e-04 | 1393.0ms/step | 14.4 samples/s +Step 26170/44000 | Loss: 2.9035 | LR: 1.82e-04 | 1394.3ms/step | 14.3 samples/s +Step 26180/44000 | Loss: 2.9180 | LR: 1.82e-04 | 1398.2ms/step | 14.3 samples/s +Step 26190/44000 | Loss: 2.8924 | LR: 1.82e-04 | 1393.9ms/step | 14.3 samples/s +Step 26200/44000 | Loss: 2.8713 | LR: 1.81e-04 | 1395.7ms/step | 14.3 samples/s +Step 26210/44000 | Loss: 2.9364 | LR: 1.81e-04 | 1392.4ms/step | 14.4 samples/s +Step 26220/44000 | Loss: 2.9106 | LR: 1.81e-04 | 1392.1ms/step | 14.4 samples/s +Step 26230/44000 | Loss: 2.9189 | LR: 1.81e-04 | 1393.1ms/step | 14.4 samples/s +Step 26240/44000 | Loss: 2.9116 | LR: 1.81e-04 | 1388.7ms/step | 14.4 samples/s +Step 26250/44000 | Loss: 2.9193 | LR: 1.81e-04 | 1389.0ms/step | 14.4 samples/s +Validation at step 26250: Loss = 2.9233, Perplexity = 18.60 +Step 26260/44000 | Loss: 2.9009 | LR: 1.80e-04 | 3593.1ms/step | 5.6 samples/s +Step 26270/44000 | Loss: 2.8985 | LR: 1.80e-04 | 1393.4ms/step | 14.4 samples/s +Step 26280/44000 | Loss: 2.9205 | LR: 1.80e-04 | 1394.3ms/step | 14.3 samples/s +Step 26290/44000 | Loss: 2.9336 | LR: 1.80e-04 | 1400.3ms/step | 14.3 samples/s +Step 26300/44000 | Loss: 2.9143 | LR: 1.80e-04 | 1398.1ms/step | 14.3 samples/s +Step 26310/44000 | Loss: 2.8988 | LR: 1.80e-04 | 1399.8ms/step | 14.3 samples/s +Step 26320/44000 | Loss: 2.9177 | LR: 1.79e-04 | 1394.6ms/step | 14.3 samples/s +Step 26330/44000 | Loss: 2.9500 | LR: 1.79e-04 | 1397.7ms/step | 14.3 samples/s +Step 26340/44000 | Loss: 2.9039 | LR: 1.79e-04 | 1397.9ms/step | 14.3 samples/s +Step 26350/44000 | Loss: 2.9201 | LR: 1.79e-04 | 1400.0ms/step | 14.3 samples/s +Step 26360/44000 | Loss: 2.8959 | LR: 1.79e-04 | 1400.3ms/step | 14.3 samples/s +Step 26370/44000 | Loss: 2.9208 | LR: 1.78e-04 | 1399.6ms/step | 14.3 samples/s +Step 26380/44000 | Loss: 2.9244 | LR: 1.78e-04 | 1400.3ms/step | 14.3 samples/s +Step 26390/44000 | Loss: 2.9244 | LR: 1.78e-04 | 1398.2ms/step | 14.3 samples/s +Step 26400/44000 | Loss: 2.9240 | LR: 1.78e-04 | 1395.6ms/step | 14.3 samples/s +Step 26410/44000 | Loss: 2.8906 | LR: 1.78e-04 | 1395.4ms/step | 14.3 samples/s +Step 26420/44000 | Loss: 2.8862 | LR: 1.78e-04 | 1392.1ms/step | 14.4 samples/s +Step 26430/44000 | Loss: 2.9273 | LR: 1.77e-04 | 1389.7ms/step | 14.4 samples/s +Step 26440/44000 | Loss: 2.8842 | LR: 1.77e-04 | 1390.2ms/step | 14.4 samples/s +Step 26450/44000 | Loss: 2.9076 | LR: 1.77e-04 | 1390.7ms/step | 14.4 samples/s +Step 26460/44000 | Loss: 2.9118 | LR: 1.77e-04 | 1394.0ms/step | 14.3 samples/s +Step 26470/44000 | Loss: 2.9036 | LR: 1.77e-04 | 1395.7ms/step | 14.3 samples/s +Step 26480/44000 | Loss: 2.9022 | LR: 1.77e-04 | 1394.3ms/step | 14.3 samples/s +Step 26490/44000 | Loss: 2.9380 | LR: 1.76e-04 | 1392.9ms/step | 14.4 samples/s +Step 26500/44000 | Loss: 2.9209 | LR: 1.76e-04 | 1395.1ms/step | 14.3 samples/s +Validation at step 26500: Loss = 2.9218, Perplexity = 18.57 +Step 26510/44000 | Loss: 2.9308 | LR: 1.76e-04 | 3602.2ms/step | 5.6 samples/s +Step 26520/44000 | Loss: 2.9071 | LR: 1.76e-04 | 1397.5ms/step | 14.3 samples/s +Step 26530/44000 | Loss: 2.9102 | LR: 1.76e-04 | 1397.7ms/step | 14.3 samples/s +Step 26540/44000 | Loss: 2.9176 | LR: 1.76e-04 | 1398.9ms/step | 14.3 samples/s +Step 26550/44000 | Loss: 2.9237 | LR: 1.75e-04 | 1395.6ms/step | 14.3 samples/s +Step 26560/44000 | Loss: 2.9559 | LR: 1.75e-04 | 1390.9ms/step | 14.4 samples/s +Step 26570/44000 | Loss: 2.8808 | LR: 1.75e-04 | 1391.6ms/step | 14.4 samples/s +Step 26580/44000 | Loss: 2.9338 | LR: 1.75e-04 | 1391.8ms/step | 14.4 samples/s +Step 26590/44000 | Loss: 2.9350 | LR: 1.75e-04 | 1397.8ms/step | 14.3 samples/s +Step 26600/44000 | Loss: 2.9075 | LR: 1.74e-04 | 1396.1ms/step | 14.3 samples/s +Step 26610/44000 | Loss: 2.9144 | LR: 1.74e-04 | 1395.6ms/step | 14.3 samples/s +Step 26620/44000 | Loss: 2.8944 | LR: 1.74e-04 | 1394.4ms/step | 14.3 samples/s +Step 26630/44000 | Loss: 2.9018 | LR: 1.74e-04 | 1397.8ms/step | 14.3 samples/s +Step 26640/44000 | Loss: 2.8969 | LR: 1.74e-04 | 1400.4ms/step | 14.3 samples/s +Step 26650/44000 | Loss: 2.9291 | LR: 1.74e-04 | 1399.9ms/step | 14.3 samples/s +Step 26660/44000 | Loss: 2.9173 | LR: 1.73e-04 | 1398.6ms/step | 14.3 samples/s +Step 26670/44000 | Loss: 2.9044 | LR: 1.73e-04 | 1395.0ms/step | 14.3 samples/s +Step 26680/44000 | Loss: 2.9200 | LR: 1.73e-04 | 1394.2ms/step | 14.3 samples/s +Step 26690/44000 | Loss: 2.9271 | LR: 1.73e-04 | 1395.4ms/step | 14.3 samples/s +Step 26700/44000 | Loss: 2.9221 | LR: 1.73e-04 | 1393.8ms/step | 14.3 samples/s +Step 26710/44000 | Loss: 2.8920 | LR: 1.73e-04 | 1398.8ms/step | 14.3 samples/s +Step 26720/44000 | Loss: 2.8998 | LR: 1.72e-04 | 1400.1ms/step | 14.3 samples/s +Step 26730/44000 | Loss: 2.8893 | LR: 1.72e-04 | 1398.1ms/step | 14.3 samples/s +Step 26740/44000 | Loss: 2.9113 | LR: 1.72e-04 | 1400.2ms/step | 14.3 samples/s +Step 26750/44000 | Loss: 2.9479 | LR: 1.72e-04 | 1399.8ms/step | 14.3 samples/s +Validation at step 26750: Loss = 2.9206, Perplexity = 18.55 +Step 26760/44000 | Loss: 2.9012 | LR: 1.72e-04 | 3626.1ms/step | 5.5 samples/s +Step 26770/44000 | Loss: 2.8781 | LR: 1.72e-04 | 1400.1ms/step | 14.3 samples/s +Step 26780/44000 | Loss: 2.8917 | LR: 1.71e-04 | 1400.1ms/step | 14.3 samples/s +Step 26790/44000 | Loss: 2.9041 | LR: 1.71e-04 | 1399.9ms/step | 14.3 samples/s +Step 26800/44000 | Loss: 2.9140 | LR: 1.71e-04 | 1400.0ms/step | 14.3 samples/s +Step 26810/44000 | Loss: 2.9145 | LR: 1.71e-04 | 1400.0ms/step | 14.3 samples/s +Step 26820/44000 | Loss: 2.9318 | LR: 1.71e-04 | 1399.9ms/step | 14.3 samples/s +Step 26830/44000 | Loss: 2.9066 | LR: 1.71e-04 | 1397.6ms/step | 14.3 samples/s +Step 26840/44000 | Loss: 2.9288 | LR: 1.70e-04 | 1396.2ms/step | 14.3 samples/s +Step 26850/44000 | Loss: 2.9058 | LR: 1.70e-04 | 1395.6ms/step | 14.3 samples/s +Step 26860/44000 | Loss: 2.8907 | LR: 1.70e-04 | 1396.8ms/step | 14.3 samples/s +Step 26870/44000 | Loss: 2.9175 | LR: 1.70e-04 | 1391.6ms/step | 14.4 samples/s +Step 26880/44000 | Loss: 2.8839 | LR: 1.70e-04 | 1392.0ms/step | 14.4 samples/s +Step 26890/44000 | Loss: 2.9282 | LR: 1.69e-04 | 1396.2ms/step | 14.3 samples/s +Step 26900/44000 | Loss: 2.8780 | LR: 1.69e-04 | 1399.5ms/step | 14.3 samples/s +Step 26910/44000 | Loss: 2.9213 | LR: 1.69e-04 | 1398.5ms/step | 14.3 samples/s +Step 26920/44000 | Loss: 2.8959 | LR: 1.69e-04 | 1397.9ms/step | 14.3 samples/s +Step 26930/44000 | Loss: 2.8979 | LR: 1.69e-04 | 1395.7ms/step | 14.3 samples/s +Step 26940/44000 | Loss: 2.9106 | LR: 1.69e-04 | 1392.7ms/step | 14.4 samples/s +Step 26950/44000 | Loss: 2.9137 | LR: 1.68e-04 | 1388.8ms/step | 14.4 samples/s +Step 26960/44000 | Loss: 2.8968 | LR: 1.68e-04 | 1389.1ms/step | 14.4 samples/s +Step 26970/44000 | Loss: 2.8994 | LR: 1.68e-04 | 1392.3ms/step | 14.4 samples/s +Step 26980/44000 | Loss: 2.9331 | LR: 1.68e-04 | 1389.3ms/step | 14.4 samples/s +Step 26990/44000 | Loss: 2.8933 | LR: 1.68e-04 | 1389.5ms/step | 14.4 samples/s +Step 27000/44000 | Loss: 2.9091 | LR: 1.68e-04 | 1389.4ms/step | 14.4 samples/s +Validation at step 27000: Loss = 2.9189, Perplexity = 18.52 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-27000 +Step 27010/44000 | Loss: 2.9235 | LR: 1.67e-04 | 3895.5ms/step | 5.1 samples/s +Step 27020/44000 | Loss: 2.9041 | LR: 1.67e-04 | 1391.4ms/step | 14.4 samples/s +Step 27030/44000 | Loss: 2.9231 | LR: 1.67e-04 | 1394.6ms/step | 14.3 samples/s +Step 27040/44000 | Loss: 2.9103 | LR: 1.67e-04 | 1395.7ms/step | 14.3 samples/s +Step 27050/44000 | Loss: 2.9198 | LR: 1.67e-04 | 1396.1ms/step | 14.3 samples/s +Step 27060/44000 | Loss: 2.8789 | LR: 1.67e-04 | 1397.5ms/step | 14.3 samples/s +Step 27070/44000 | Loss: 2.9148 | LR: 1.66e-04 | 1390.7ms/step | 14.4 samples/s +Step 27080/44000 | Loss: 2.9162 | LR: 1.66e-04 | 1389.9ms/step | 14.4 samples/s +Step 27090/44000 | Loss: 2.9004 | LR: 1.66e-04 | 1393.5ms/step | 14.4 samples/s +Step 27100/44000 | Loss: 2.8901 | LR: 1.66e-04 | 1396.5ms/step | 14.3 samples/s +Step 27110/44000 | Loss: 2.8843 | LR: 1.66e-04 | 1397.9ms/step | 14.3 samples/s +Step 27120/44000 | Loss: 2.8913 | LR: 1.66e-04 | 1396.0ms/step | 14.3 samples/s +Step 27130/44000 | Loss: 2.8839 | LR: 1.65e-04 | 1396.2ms/step | 14.3 samples/s +Step 27140/44000 | Loss: 2.8987 | LR: 1.65e-04 | 1397.7ms/step | 14.3 samples/s +Step 27150/44000 | Loss: 2.9174 | LR: 1.65e-04 | 1400.2ms/step | 14.3 samples/s +Step 27160/44000 | Loss: 2.8819 | LR: 1.65e-04 | 1397.4ms/step | 14.3 samples/s +Step 27170/44000 | Loss: 2.9104 | LR: 1.65e-04 | 1398.4ms/step | 14.3 samples/s +Step 27180/44000 | Loss: 2.9169 | LR: 1.65e-04 | 1400.0ms/step | 14.3 samples/s +Step 27190/44000 | Loss: 2.9152 | LR: 1.64e-04 | 1394.2ms/step | 14.3 samples/s +Step 27200/44000 | Loss: 2.9194 | LR: 1.64e-04 | 1395.8ms/step | 14.3 samples/s +Step 27210/44000 | Loss: 2.9048 | LR: 1.64e-04 | 1400.2ms/step | 14.3 samples/s +Step 27220/44000 | Loss: 2.8873 | LR: 1.64e-04 | 1399.7ms/step | 14.3 samples/s +Step 27230/44000 | Loss: 2.8812 | LR: 1.64e-04 | 1396.4ms/step | 14.3 samples/s +Step 27240/44000 | Loss: 2.9145 | LR: 1.63e-04 | 1393.7ms/step | 14.4 samples/s +Step 27250/44000 | Loss: 2.8836 | LR: 1.63e-04 | 1392.0ms/step | 14.4 samples/s +Validation at step 27250: Loss = 2.9180, Perplexity = 18.50 +Step 27260/44000 | Loss: 2.9237 | LR: 1.63e-04 | 3600.3ms/step | 5.6 samples/s +Step 27270/44000 | Loss: 2.9340 | LR: 1.63e-04 | 1399.9ms/step | 14.3 samples/s +Step 27280/44000 | Loss: 2.9246 | LR: 1.63e-04 | 1398.0ms/step | 14.3 samples/s +Step 27290/44000 | Loss: 2.8937 | LR: 1.63e-04 | 1397.9ms/step | 14.3 samples/s +Step 27300/44000 | Loss: 2.8806 | LR: 1.62e-04 | 1398.2ms/step | 14.3 samples/s +Step 27310/44000 | Loss: 2.9130 | LR: 1.62e-04 | 1393.9ms/step | 14.3 samples/s +Step 27320/44000 | Loss: 2.9203 | LR: 1.62e-04 | 1391.9ms/step | 14.4 samples/s +Step 27330/44000 | Loss: 2.9232 | LR: 1.62e-04 | 1393.9ms/step | 14.3 samples/s +Step 27340/44000 | Loss: 2.8789 | LR: 1.62e-04 | 1395.7ms/step | 14.3 samples/s +Step 27350/44000 | Loss: 2.8767 | LR: 1.62e-04 | 1396.3ms/step | 14.3 samples/s +Step 27360/44000 | Loss: 2.8841 | LR: 1.61e-04 | 1394.3ms/step | 14.3 samples/s +Step 27370/44000 | Loss: 2.8919 | LR: 1.61e-04 | 1392.5ms/step | 14.4 samples/s +Step 27380/44000 | Loss: 2.9349 | LR: 1.61e-04 | 1392.7ms/step | 14.4 samples/s +Step 27390/44000 | Loss: 2.8930 | LR: 1.61e-04 | 1392.5ms/step | 14.4 samples/s +Step 27400/44000 | Loss: 2.9209 | LR: 1.61e-04 | 1394.2ms/step | 14.3 samples/s +Step 27410/44000 | Loss: 2.9024 | LR: 1.61e-04 | 1400.0ms/step | 14.3 samples/s +Step 27420/44000 | Loss: 2.8972 | LR: 1.60e-04 | 1400.1ms/step | 14.3 samples/s +Step 27430/44000 | Loss: 2.9191 | LR: 1.60e-04 | 1395.6ms/step | 14.3 samples/s +Step 27440/44000 | Loss: 2.9091 | LR: 1.60e-04 | 1390.5ms/step | 14.4 samples/s +Step 27450/44000 | Loss: 2.8764 | LR: 1.60e-04 | 1390.6ms/step | 14.4 samples/s +Step 27460/44000 | Loss: 2.8966 | LR: 1.60e-04 | 1391.2ms/step | 14.4 samples/s +Step 27470/44000 | Loss: 2.9285 | LR: 1.60e-04 | 1391.6ms/step | 14.4 samples/s +Step 27480/44000 | Loss: 2.8995 | LR: 1.59e-04 | 1392.5ms/step | 14.4 samples/s +Step 27490/44000 | Loss: 2.9188 | LR: 1.59e-04 | 1399.4ms/step | 14.3 samples/s +Step 27500/44000 | Loss: 2.9074 | LR: 1.59e-04 | 1394.5ms/step | 14.3 samples/s +Validation at step 27500: Loss = 2.9165, Perplexity = 18.48 +Step 27510/44000 | Loss: 2.9412 | LR: 1.59e-04 | 3596.0ms/step | 5.6 samples/s +Step 27520/44000 | Loss: 2.9002 | LR: 1.59e-04 | 1400.2ms/step | 14.3 samples/s +Step 27530/44000 | Loss: 2.9143 | LR: 1.59e-04 | 1397.8ms/step | 14.3 samples/s +Step 27540/44000 | Loss: 2.8718 | LR: 1.58e-04 | 1391.5ms/step | 14.4 samples/s +Step 27550/44000 | Loss: 2.8724 | LR: 1.58e-04 | 1390.0ms/step | 14.4 samples/s +Step 27560/44000 | Loss: 2.8877 | LR: 1.58e-04 | 1390.3ms/step | 14.4 samples/s +Step 27570/44000 | Loss: 2.8779 | LR: 1.58e-04 | 1389.4ms/step | 14.4 samples/s +Step 27580/44000 | Loss: 2.9285 | LR: 1.58e-04 | 1388.2ms/step | 14.4 samples/s +Step 27590/44000 | Loss: 2.8948 | LR: 1.58e-04 | 1388.7ms/step | 14.4 samples/s +Step 27600/44000 | Loss: 2.9087 | LR: 1.57e-04 | 1395.9ms/step | 14.3 samples/s +Step 27610/44000 | Loss: 2.8776 | LR: 1.57e-04 | 1397.9ms/step | 14.3 samples/s +Step 27620/44000 | Loss: 2.9102 | LR: 1.57e-04 | 1398.2ms/step | 14.3 samples/s +Step 27630/44000 | Loss: 2.8763 | LR: 1.57e-04 | 1399.5ms/step | 14.3 samples/s +Step 27640/44000 | Loss: 2.9382 | LR: 1.57e-04 | 1389.7ms/step | 14.4 samples/s +Step 27650/44000 | Loss: 2.9580 | LR: 1.57e-04 | 1389.1ms/step | 14.4 samples/s +Step 27660/44000 | Loss: 2.9066 | LR: 1.56e-04 | 1387.7ms/step | 14.4 samples/s +Step 27670/44000 | Loss: 2.8970 | LR: 1.56e-04 | 1389.2ms/step | 14.4 samples/s +Step 27680/44000 | Loss: 2.9114 | LR: 1.56e-04 | 1387.7ms/step | 14.4 samples/s +Step 27690/44000 | Loss: 2.9010 | LR: 1.56e-04 | 1391.3ms/step | 14.4 samples/s +Step 27700/44000 | Loss: 2.8925 | LR: 1.56e-04 | 1395.6ms/step | 14.3 samples/s +Step 27710/44000 | Loss: 2.9121 | LR: 1.56e-04 | 1398.4ms/step | 14.3 samples/s +Step 27720/44000 | Loss: 2.8965 | LR: 1.55e-04 | 1398.8ms/step | 14.3 samples/s +Step 27730/44000 | Loss: 2.8980 | LR: 1.55e-04 | 1389.0ms/step | 14.4 samples/s +Step 27740/44000 | Loss: 2.8959 | LR: 1.55e-04 | 1387.9ms/step | 14.4 samples/s +Step 27750/44000 | Loss: 2.8958 | LR: 1.55e-04 | 1387.8ms/step | 14.4 samples/s +Validation at step 27750: Loss = 2.9154, Perplexity = 18.46 +Step 27760/44000 | Loss: 2.9012 | LR: 1.55e-04 | 3592.5ms/step | 5.6 samples/s +Step 27770/44000 | Loss: 2.8967 | LR: 1.55e-04 | 1393.8ms/step | 14.3 samples/s +Step 27780/44000 | Loss: 2.8962 | LR: 1.54e-04 | 1394.0ms/step | 14.3 samples/s +Step 27790/44000 | Loss: 2.8585 | LR: 1.54e-04 | 1393.6ms/step | 14.4 samples/s +Step 27800/44000 | Loss: 2.8905 | LR: 1.54e-04 | 1389.6ms/step | 14.4 samples/s +Step 27810/44000 | Loss: 2.8622 | LR: 1.54e-04 | 1388.6ms/step | 14.4 samples/s +Step 27820/44000 | Loss: 2.8871 | LR: 1.54e-04 | 1388.4ms/step | 14.4 samples/s +Step 27830/44000 | Loss: 2.9046 | LR: 1.54e-04 | 1388.1ms/step | 14.4 samples/s +Step 27840/44000 | Loss: 2.9178 | LR: 1.53e-04 | 1389.9ms/step | 14.4 samples/s +Step 27850/44000 | Loss: 2.8856 | LR: 1.53e-04 | 1387.9ms/step | 14.4 samples/s +Step 27860/44000 | Loss: 2.8940 | LR: 1.53e-04 | 1388.4ms/step | 14.4 samples/s +Step 27870/44000 | Loss: 2.9252 | LR: 1.53e-04 | 1388.8ms/step | 14.4 samples/s +Step 27880/44000 | Loss: 2.8966 | LR: 1.53e-04 | 1390.8ms/step | 14.4 samples/s +Step 27890/44000 | Loss: 2.8754 | LR: 1.53e-04 | 1392.1ms/step | 14.4 samples/s +Step 27900/44000 | Loss: 2.8812 | LR: 1.52e-04 | 1400.1ms/step | 14.3 samples/s +Step 27910/44000 | Loss: 2.8949 | LR: 1.52e-04 | 1399.8ms/step | 14.3 samples/s +Step 27920/44000 | Loss: 2.9336 | LR: 1.52e-04 | 1400.2ms/step | 14.3 samples/s +Step 27930/44000 | Loss: 2.9093 | LR: 1.52e-04 | 1397.7ms/step | 14.3 samples/s +Step 27940/44000 | Loss: 2.9004 | LR: 1.52e-04 | 1400.2ms/step | 14.3 samples/s +Step 27950/44000 | Loss: 2.9205 | LR: 1.52e-04 | 1400.0ms/step | 14.3 samples/s +Step 27960/44000 | Loss: 2.9035 | LR: 1.51e-04 | 1397.8ms/step | 14.3 samples/s +Step 27970/44000 | Loss: 2.8968 | LR: 1.51e-04 | 1396.1ms/step | 14.3 samples/s +Step 27980/44000 | Loss: 2.9033 | LR: 1.51e-04 | 1400.2ms/step | 14.3 samples/s +Step 27990/44000 | Loss: 2.8942 | LR: 1.51e-04 | 1399.9ms/step | 14.3 samples/s +Step 28000/44000 | Loss: 2.8970 | LR: 1.51e-04 | 1400.0ms/step | 14.3 samples/s +Validation at step 28000: Loss = 2.9140, Perplexity = 18.43 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-28000 +Step 28010/44000 | Loss: 2.8974 | LR: 1.51e-04 | 3932.1ms/step | 5.1 samples/s +Step 28020/44000 | Loss: 2.9351 | LR: 1.50e-04 | 1398.0ms/step | 14.3 samples/s +Step 28030/44000 | Loss: 2.8926 | LR: 1.50e-04 | 1398.0ms/step | 14.3 samples/s +Step 28040/44000 | Loss: 2.9130 | LR: 1.50e-04 | 1399.7ms/step | 14.3 samples/s +Step 28050/44000 | Loss: 2.9189 | LR: 1.50e-04 | 1399.5ms/step | 14.3 samples/s +Step 28060/44000 | Loss: 2.9232 | LR: 1.50e-04 | 1398.6ms/step | 14.3 samples/s +Step 28070/44000 | Loss: 2.8943 | LR: 1.50e-04 | 1397.9ms/step | 14.3 samples/s +Step 28080/44000 | Loss: 2.8799 | LR: 1.49e-04 | 1394.3ms/step | 14.3 samples/s +Step 28090/44000 | Loss: 2.9047 | LR: 1.49e-04 | 1391.9ms/step | 14.4 samples/s +Step 28100/44000 | Loss: 2.8972 | LR: 1.49e-04 | 1393.6ms/step | 14.4 samples/s +Step 28110/44000 | Loss: 2.8769 | LR: 1.49e-04 | 1392.5ms/step | 14.4 samples/s +Step 28120/44000 | Loss: 2.9076 | LR: 1.49e-04 | 1397.9ms/step | 14.3 samples/s +Step 28130/44000 | Loss: 2.9052 | LR: 1.49e-04 | 1394.1ms/step | 14.3 samples/s +Step 28140/44000 | Loss: 2.9019 | LR: 1.48e-04 | 1393.7ms/step | 14.4 samples/s +Step 28150/44000 | Loss: 2.8943 | LR: 1.48e-04 | 1396.2ms/step | 14.3 samples/s +Step 28160/44000 | Loss: 2.9082 | LR: 1.48e-04 | 1396.1ms/step | 14.3 samples/s +Step 28170/44000 | Loss: 2.8817 | LR: 1.48e-04 | 1400.1ms/step | 14.3 samples/s +Step 28180/44000 | Loss: 2.9199 | LR: 1.48e-04 | 1399.6ms/step | 14.3 samples/s +Step 28190/44000 | Loss: 2.9111 | LR: 1.48e-04 | 1396.1ms/step | 14.3 samples/s +Step 28200/44000 | Loss: 2.9197 | LR: 1.47e-04 | 1398.2ms/step | 14.3 samples/s +Step 28210/44000 | Loss: 2.8673 | LR: 1.47e-04 | 1398.1ms/step | 14.3 samples/s +Step 28220/44000 | Loss: 2.8850 | LR: 1.47e-04 | 1395.6ms/step | 14.3 samples/s +Step 28230/44000 | Loss: 2.9060 | LR: 1.47e-04 | 1396.2ms/step | 14.3 samples/s +Step 28240/44000 | Loss: 2.8686 | LR: 1.47e-04 | 1396.1ms/step | 14.3 samples/s +Step 28250/44000 | Loss: 2.8809 | LR: 1.47e-04 | 1400.2ms/step | 14.3 samples/s +Validation at step 28250: Loss = 2.9133, Perplexity = 18.42 +Step 28260/44000 | Loss: 2.9021 | LR: 1.46e-04 | 3594.1ms/step | 5.6 samples/s +Step 28270/44000 | Loss: 2.8857 | LR: 1.46e-04 | 1395.8ms/step | 14.3 samples/s +Step 28280/44000 | Loss: 2.9273 | LR: 1.46e-04 | 1396.1ms/step | 14.3 samples/s +Step 28290/44000 | Loss: 2.8567 | LR: 1.46e-04 | 1392.0ms/step | 14.4 samples/s +Step 28300/44000 | Loss: 2.8968 | LR: 1.46e-04 | 1395.8ms/step | 14.3 samples/s +Step 28310/44000 | Loss: 2.8731 | LR: 1.46e-04 | 1391.9ms/step | 14.4 samples/s +Step 28320/44000 | Loss: 2.9352 | LR: 1.45e-04 | 1389.9ms/step | 14.4 samples/s +Step 28330/44000 | Loss: 2.8976 | LR: 1.45e-04 | 1390.6ms/step | 14.4 samples/s +Step 28340/44000 | Loss: 2.9092 | LR: 1.45e-04 | 1388.4ms/step | 14.4 samples/s +Step 28350/44000 | Loss: 2.8877 | LR: 1.45e-04 | 1391.6ms/step | 14.4 samples/s +Step 28360/44000 | Loss: 2.8947 | LR: 1.45e-04 | 1394.1ms/step | 14.3 samples/s +Step 28370/44000 | Loss: 2.8726 | LR: 1.45e-04 | 1397.9ms/step | 14.3 samples/s +Step 28380/44000 | Loss: 2.8797 | LR: 1.44e-04 | 1400.2ms/step | 14.3 samples/s +Step 28390/44000 | Loss: 2.8955 | LR: 1.44e-04 | 1399.8ms/step | 14.3 samples/s +Step 28400/44000 | Loss: 2.8953 | LR: 1.44e-04 | 1400.0ms/step | 14.3 samples/s +Step 28410/44000 | Loss: 2.9210 | LR: 1.44e-04 | 1398.4ms/step | 14.3 samples/s +Step 28420/44000 | Loss: 2.9421 | LR: 1.44e-04 | 1398.6ms/step | 14.3 samples/s +Step 28430/44000 | Loss: 2.8663 | LR: 1.44e-04 | 1394.9ms/step | 14.3 samples/s +Step 28440/44000 | Loss: 2.9064 | LR: 1.43e-04 | 1395.8ms/step | 14.3 samples/s +Step 28450/44000 | Loss: 2.9033 | LR: 1.43e-04 | 1396.3ms/step | 14.3 samples/s +Step 28460/44000 | Loss: 2.9122 | LR: 1.43e-04 | 1391.9ms/step | 14.4 samples/s +Step 28470/44000 | Loss: 2.9107 | LR: 1.43e-04 | 1395.7ms/step | 14.3 samples/s +Step 28480/44000 | Loss: 2.8886 | LR: 1.43e-04 | 1393.1ms/step | 14.4 samples/s +Step 28490/44000 | Loss: 2.8970 | LR: 1.43e-04 | 1394.7ms/step | 14.3 samples/s +Step 28500/44000 | Loss: 2.8983 | LR: 1.42e-04 | 1398.5ms/step | 14.3 samples/s +Validation at step 28500: Loss = 2.9119, Perplexity = 18.39 +Step 28510/44000 | Loss: 2.9224 | LR: 1.42e-04 | 3607.9ms/step | 5.5 samples/s +Step 28520/44000 | Loss: 2.9013 | LR: 1.42e-04 | 1400.0ms/step | 14.3 samples/s +Step 28530/44000 | Loss: 2.8905 | LR: 1.42e-04 | 1400.0ms/step | 14.3 samples/s +Step 28540/44000 | Loss: 2.9161 | LR: 1.42e-04 | 1400.0ms/step | 14.3 samples/s +Step 28550/44000 | Loss: 2.9340 | LR: 1.42e-04 | 1394.0ms/step | 14.3 samples/s +Step 28560/44000 | Loss: 2.8836 | LR: 1.41e-04 | 1396.0ms/step | 14.3 samples/s +Step 28570/44000 | Loss: 2.8767 | LR: 1.41e-04 | 1400.1ms/step | 14.3 samples/s +Step 28580/44000 | Loss: 2.9087 | LR: 1.41e-04 | 1399.7ms/step | 14.3 samples/s +Step 28590/44000 | Loss: 2.9253 | LR: 1.41e-04 | 1394.6ms/step | 14.3 samples/s +Step 28600/44000 | Loss: 2.9251 | LR: 1.41e-04 | 1395.7ms/step | 14.3 samples/s +Step 28610/44000 | Loss: 2.8897 | LR: 1.41e-04 | 1396.2ms/step | 14.3 samples/s +Step 28620/44000 | Loss: 2.8747 | LR: 1.40e-04 | 1389.7ms/step | 14.4 samples/s +Step 28630/44000 | Loss: 2.8854 | LR: 1.40e-04 | 1390.0ms/step | 14.4 samples/s +Step 28640/44000 | Loss: 2.8663 | LR: 1.40e-04 | 1391.3ms/step | 14.4 samples/s +Step 28650/44000 | Loss: 2.8903 | LR: 1.40e-04 | 1388.5ms/step | 14.4 samples/s +Step 28660/44000 | Loss: 2.8862 | LR: 1.40e-04 | 1392.0ms/step | 14.4 samples/s +Step 28670/44000 | Loss: 2.8569 | LR: 1.40e-04 | 1388.5ms/step | 14.4 samples/s +Step 28680/44000 | Loss: 2.9072 | LR: 1.39e-04 | 1390.8ms/step | 14.4 samples/s +Step 28690/44000 | Loss: 2.9017 | LR: 1.39e-04 | 1389.0ms/step | 14.4 samples/s +Step 28700/44000 | Loss: 2.9065 | LR: 1.39e-04 | 1393.7ms/step | 14.4 samples/s +Step 28710/44000 | Loss: 2.9117 | LR: 1.39e-04 | 1397.9ms/step | 14.3 samples/s +Step 28720/44000 | Loss: 2.8858 | LR: 1.39e-04 | 1394.4ms/step | 14.3 samples/s +Step 28730/44000 | Loss: 2.8890 | LR: 1.39e-04 | 1397.6ms/step | 14.3 samples/s +Step 28740/44000 | Loss: 2.9125 | LR: 1.38e-04 | 1392.1ms/step | 14.4 samples/s +Step 28750/44000 | Loss: 2.8752 | LR: 1.38e-04 | 1391.1ms/step | 14.4 samples/s +Validation at step 28750: Loss = 2.9110, Perplexity = 18.37 +Step 28760/44000 | Loss: 2.9018 | LR: 1.38e-04 | 3595.1ms/step | 5.6 samples/s +Step 28770/44000 | Loss: 2.8703 | LR: 1.38e-04 | 1400.0ms/step | 14.3 samples/s +Step 28780/44000 | Loss: 2.9032 | LR: 1.38e-04 | 1400.0ms/step | 14.3 samples/s +Step 28790/44000 | Loss: 2.9117 | LR: 1.38e-04 | 1393.8ms/step | 14.3 samples/s +Step 28800/44000 | Loss: 2.9156 | LR: 1.38e-04 | 1389.8ms/step | 14.4 samples/s +Step 28810/44000 | Loss: 2.9016 | LR: 1.37e-04 | 1395.8ms/step | 14.3 samples/s +Step 28820/44000 | Loss: 2.8758 | LR: 1.37e-04 | 1396.5ms/step | 14.3 samples/s +Step 28830/44000 | Loss: 2.9072 | LR: 1.37e-04 | 1397.6ms/step | 14.3 samples/s +Step 28840/44000 | Loss: 2.9017 | LR: 1.37e-04 | 1394.6ms/step | 14.3 samples/s +Step 28850/44000 | Loss: 2.8794 | LR: 1.37e-04 | 1399.8ms/step | 14.3 samples/s +Step 28860/44000 | Loss: 2.9107 | LR: 1.37e-04 | 1398.3ms/step | 14.3 samples/s +Step 28870/44000 | Loss: 2.9165 | LR: 1.36e-04 | 1399.8ms/step | 14.3 samples/s +Step 28880/44000 | Loss: 2.8895 | LR: 1.36e-04 | 1397.9ms/step | 14.3 samples/s +Step 28890/44000 | Loss: 2.9010 | LR: 1.36e-04 | 1398.3ms/step | 14.3 samples/s +Step 28900/44000 | Loss: 2.8965 | LR: 1.36e-04 | 1400.0ms/step | 14.3 samples/s +Step 28910/44000 | Loss: 2.8921 | LR: 1.36e-04 | 1400.0ms/step | 14.3 samples/s +Step 28920/44000 | Loss: 2.9057 | LR: 1.36e-04 | 1399.7ms/step | 14.3 samples/s +Step 28930/44000 | Loss: 2.8979 | LR: 1.35e-04 | 1396.2ms/step | 14.3 samples/s +Step 28940/44000 | Loss: 2.8917 | LR: 1.35e-04 | 1392.2ms/step | 14.4 samples/s +Step 28950/44000 | Loss: 2.9351 | LR: 1.35e-04 | 1390.8ms/step | 14.4 samples/s +Step 28960/44000 | Loss: 2.8947 | LR: 1.35e-04 | 1388.7ms/step | 14.4 samples/s +Step 28970/44000 | Loss: 2.9184 | LR: 1.35e-04 | 1392.2ms/step | 14.4 samples/s +Step 28980/44000 | Loss: 2.9022 | LR: 1.35e-04 | 1390.3ms/step | 14.4 samples/s +Step 28990/44000 | Loss: 2.8920 | LR: 1.34e-04 | 1391.7ms/step | 14.4 samples/s +Step 29000/44000 | Loss: 2.8893 | LR: 1.34e-04 | 1392.3ms/step | 14.4 samples/s +Validation at step 29000: Loss = 2.9097, Perplexity = 18.35 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-29000 +Step 29010/44000 | Loss: 2.8852 | LR: 1.34e-04 | 3895.9ms/step | 5.1 samples/s +Step 29020/44000 | Loss: 2.8962 | LR: 1.34e-04 | 1389.9ms/step | 14.4 samples/s +Step 29030/44000 | Loss: 2.8845 | LR: 1.34e-04 | 1398.1ms/step | 14.3 samples/s +Step 29040/44000 | Loss: 2.8710 | LR: 1.34e-04 | 1392.2ms/step | 14.4 samples/s +Step 29050/44000 | Loss: 2.8772 | LR: 1.33e-04 | 1391.3ms/step | 14.4 samples/s +Step 29060/44000 | Loss: 2.9065 | LR: 1.33e-04 | 1396.7ms/step | 14.3 samples/s +Step 29070/44000 | Loss: 2.9014 | LR: 1.33e-04 | 1395.7ms/step | 14.3 samples/s +Step 29080/44000 | Loss: 2.8698 | LR: 1.33e-04 | 1398.2ms/step | 14.3 samples/s +Step 29090/44000 | Loss: 2.9031 | LR: 1.33e-04 | 1400.1ms/step | 14.3 samples/s +Step 29100/44000 | Loss: 2.9154 | LR: 1.33e-04 | 1398.0ms/step | 14.3 samples/s +Step 29110/44000 | Loss: 2.9105 | LR: 1.33e-04 | 1392.1ms/step | 14.4 samples/s +Step 29120/44000 | Loss: 2.8799 | LR: 1.32e-04 | 1393.8ms/step | 14.3 samples/s +Step 29130/44000 | Loss: 2.9063 | LR: 1.32e-04 | 1387.6ms/step | 14.4 samples/s +Step 29140/44000 | Loss: 2.8985 | LR: 1.32e-04 | 1387.6ms/step | 14.4 samples/s +Step 29150/44000 | Loss: 2.9169 | LR: 1.32e-04 | 1388.8ms/step | 14.4 samples/s +Step 29160/44000 | Loss: 2.8925 | LR: 1.32e-04 | 1393.6ms/step | 14.4 samples/s +Step 29170/44000 | Loss: 2.8713 | LR: 1.32e-04 | 1398.3ms/step | 14.3 samples/s +Step 29180/44000 | Loss: 2.8724 | LR: 1.31e-04 | 1395.1ms/step | 14.3 samples/s +Step 29190/44000 | Loss: 2.8870 | LR: 1.31e-04 | 1391.4ms/step | 14.4 samples/s +Step 29200/44000 | Loss: 2.8935 | LR: 1.31e-04 | 1391.4ms/step | 14.4 samples/s +Step 29210/44000 | Loss: 2.8479 | LR: 1.31e-04 | 1396.3ms/step | 14.3 samples/s +Step 29220/44000 | Loss: 2.8913 | LR: 1.31e-04 | 1395.9ms/step | 14.3 samples/s +Step 29230/44000 | Loss: 2.8808 | LR: 1.31e-04 | 1400.1ms/step | 14.3 samples/s +Step 29240/44000 | Loss: 2.9075 | LR: 1.30e-04 | 1400.1ms/step | 14.3 samples/s +Step 29250/44000 | Loss: 2.8886 | LR: 1.30e-04 | 1398.0ms/step | 14.3 samples/s +Validation at step 29250: Loss = 2.9090, Perplexity = 18.34 +Step 29260/44000 | Loss: 2.8756 | LR: 1.30e-04 | 3630.0ms/step | 5.5 samples/s +Step 29270/44000 | Loss: 2.8935 | LR: 1.30e-04 | 1400.0ms/step | 14.3 samples/s +Step 29280/44000 | Loss: 2.8845 | LR: 1.30e-04 | 1400.1ms/step | 14.3 samples/s +Step 29290/44000 | Loss: 2.9005 | LR: 1.30e-04 | 1399.9ms/step | 14.3 samples/s +Step 29300/44000 | Loss: 2.9041 | LR: 1.29e-04 | 1399.9ms/step | 14.3 samples/s +Step 29310/44000 | Loss: 2.9089 | LR: 1.29e-04 | 1399.8ms/step | 14.3 samples/s +Step 29320/44000 | Loss: 2.9046 | LR: 1.29e-04 | 1400.2ms/step | 14.3 samples/s +Step 29330/44000 | Loss: 2.9104 | LR: 1.29e-04 | 1400.0ms/step | 14.3 samples/s +Step 29340/44000 | Loss: 2.8655 | LR: 1.29e-04 | 1400.1ms/step | 14.3 samples/s +Step 29350/44000 | Loss: 2.9094 | LR: 1.29e-04 | 1399.9ms/step | 14.3 samples/s +Step 29360/44000 | Loss: 2.9130 | LR: 1.29e-04 | 1396.7ms/step | 14.3 samples/s +Step 29370/44000 | Loss: 2.8849 | LR: 1.28e-04 | 1392.9ms/step | 14.4 samples/s +Step 29380/44000 | Loss: 2.8934 | LR: 1.28e-04 | 1394.2ms/step | 14.3 samples/s +Step 29390/44000 | Loss: 2.9114 | LR: 1.28e-04 | 1394.0ms/step | 14.3 samples/s +Step 29400/44000 | Loss: 2.8955 | LR: 1.28e-04 | 1392.2ms/step | 14.4 samples/s +Step 29410/44000 | Loss: 2.8860 | LR: 1.28e-04 | 1395.8ms/step | 14.3 samples/s +Step 29420/44000 | Loss: 2.9265 | LR: 1.28e-04 | 1394.1ms/step | 14.3 samples/s +Step 29430/44000 | Loss: 2.8997 | LR: 1.27e-04 | 1396.2ms/step | 14.3 samples/s +Step 29440/44000 | Loss: 2.8995 | LR: 1.27e-04 | 1397.9ms/step | 14.3 samples/s +Step 29450/44000 | Loss: 2.9189 | LR: 1.27e-04 | 1400.1ms/step | 14.3 samples/s +Step 29460/44000 | Loss: 2.9052 | LR: 1.27e-04 | 1399.3ms/step | 14.3 samples/s +Step 29470/44000 | Loss: 2.9008 | LR: 1.27e-04 | 1391.9ms/step | 14.4 samples/s +Step 29480/44000 | Loss: 2.8977 | LR: 1.27e-04 | 1394.4ms/step | 14.3 samples/s +Step 29490/44000 | Loss: 2.8879 | LR: 1.26e-04 | 1400.3ms/step | 14.3 samples/s +Step 29500/44000 | Loss: 2.8824 | LR: 1.26e-04 | 1397.9ms/step | 14.3 samples/s +Validation at step 29500: Loss = 2.9081, Perplexity = 18.32 +Step 29510/44000 | Loss: 2.8889 | LR: 1.26e-04 | 3604.1ms/step | 5.5 samples/s +Step 29520/44000 | Loss: 2.9010 | LR: 1.26e-04 | 1395.9ms/step | 14.3 samples/s +Step 29530/44000 | Loss: 2.8806 | LR: 1.26e-04 | 1397.7ms/step | 14.3 samples/s +Step 29540/44000 | Loss: 2.8761 | LR: 1.26e-04 | 1393.9ms/step | 14.3 samples/s +Step 29550/44000 | Loss: 2.8842 | LR: 1.26e-04 | 1393.7ms/step | 14.4 samples/s +Step 29560/44000 | Loss: 2.8832 | LR: 1.25e-04 | 1394.9ms/step | 14.3 samples/s +Step 29570/44000 | Loss: 2.8929 | LR: 1.25e-04 | 1399.5ms/step | 14.3 samples/s +Step 29580/44000 | Loss: 2.8824 | LR: 1.25e-04 | 1394.4ms/step | 14.3 samples/s +Step 29590/44000 | Loss: 2.9142 | LR: 1.25e-04 | 1397.3ms/step | 14.3 samples/s +Step 29600/44000 | Loss: 2.9022 | LR: 1.25e-04 | 1396.8ms/step | 14.3 samples/s +Step 29610/44000 | Loss: 2.8922 | LR: 1.25e-04 | 1399.9ms/step | 14.3 samples/s +Step 29620/44000 | Loss: 2.8757 | LR: 1.24e-04 | 1400.1ms/step | 14.3 samples/s +Step 29630/44000 | Loss: 2.9179 | LR: 1.24e-04 | 1400.0ms/step | 14.3 samples/s +Step 29640/44000 | Loss: 2.8878 | LR: 1.24e-04 | 1394.9ms/step | 14.3 samples/s +Step 29650/44000 | Loss: 2.8802 | LR: 1.24e-04 | 1388.9ms/step | 14.4 samples/s +Step 29660/44000 | Loss: 2.9360 | LR: 1.24e-04 | 1392.2ms/step | 14.4 samples/s +Step 29670/44000 | Loss: 2.8788 | LR: 1.24e-04 | 1399.9ms/step | 14.3 samples/s +Step 29680/44000 | Loss: 2.8905 | LR: 1.23e-04 | 1397.8ms/step | 14.3 samples/s +Step 29690/44000 | Loss: 2.8989 | LR: 1.23e-04 | 1396.1ms/step | 14.3 samples/s +Step 29700/44000 | Loss: 2.9016 | LR: 1.23e-04 | 1398.4ms/step | 14.3 samples/s +Step 29710/44000 | Loss: 2.9129 | LR: 1.23e-04 | 1397.8ms/step | 14.3 samples/s +Step 29720/44000 | Loss: 2.8532 | LR: 1.23e-04 | 1400.2ms/step | 14.3 samples/s +Step 29730/44000 | Loss: 2.9024 | LR: 1.23e-04 | 1399.8ms/step | 14.3 samples/s +Step 29740/44000 | Loss: 2.8670 | LR: 1.23e-04 | 1397.3ms/step | 14.3 samples/s +Step 29750/44000 | Loss: 2.8833 | LR: 1.22e-04 | 1389.4ms/step | 14.4 samples/s +Validation at step 29750: Loss = 2.9070, Perplexity = 18.30 +Step 29760/44000 | Loss: 2.9142 | LR: 1.22e-04 | 3589.5ms/step | 5.6 samples/s +Step 29770/44000 | Loss: 2.8844 | LR: 1.22e-04 | 1391.6ms/step | 14.4 samples/s +Step 29780/44000 | Loss: 2.8937 | LR: 1.22e-04 | 1396.2ms/step | 14.3 samples/s +Step 29790/44000 | Loss: 2.8623 | LR: 1.22e-04 | 1397.9ms/step | 14.3 samples/s +Step 29800/44000 | Loss: 2.8704 | LR: 1.22e-04 | 1398.1ms/step | 14.3 samples/s +Step 29810/44000 | Loss: 2.8787 | LR: 1.21e-04 | 1400.1ms/step | 14.3 samples/s +Step 29820/44000 | Loss: 2.9231 | LR: 1.21e-04 | 1395.8ms/step | 14.3 samples/s +Step 29830/44000 | Loss: 2.9108 | LR: 1.21e-04 | 1392.1ms/step | 14.4 samples/s +Step 29840/44000 | Loss: 2.8589 | LR: 1.21e-04 | 1387.9ms/step | 14.4 samples/s +Step 29850/44000 | Loss: 2.8819 | LR: 1.21e-04 | 1391.6ms/step | 14.4 samples/s +Step 29860/44000 | Loss: 2.8977 | LR: 1.21e-04 | 1392.8ms/step | 14.4 samples/s +Step 29870/44000 | Loss: 2.8672 | LR: 1.21e-04 | 1392.5ms/step | 14.4 samples/s +Step 29880/44000 | Loss: 2.8856 | LR: 1.20e-04 | 1394.3ms/step | 14.3 samples/s +Step 29890/44000 | Loss: 2.8907 | LR: 1.20e-04 | 1394.4ms/step | 14.3 samples/s +Step 29900/44000 | Loss: 2.9309 | LR: 1.20e-04 | 1398.6ms/step | 14.3 samples/s +Step 29910/44000 | Loss: 2.8870 | LR: 1.20e-04 | 1397.9ms/step | 14.3 samples/s +Step 29920/44000 | Loss: 2.8770 | LR: 1.20e-04 | 1395.0ms/step | 14.3 samples/s +Step 29930/44000 | Loss: 2.8840 | LR: 1.20e-04 | 1389.9ms/step | 14.4 samples/s +Step 29940/44000 | Loss: 2.8798 | LR: 1.19e-04 | 1389.1ms/step | 14.4 samples/s +Step 29950/44000 | Loss: 2.8890 | LR: 1.19e-04 | 1393.5ms/step | 14.4 samples/s +Step 29960/44000 | Loss: 2.8718 | LR: 1.19e-04 | 1390.4ms/step | 14.4 samples/s +Step 29970/44000 | Loss: 2.8837 | LR: 1.19e-04 | 1392.0ms/step | 14.4 samples/s +Step 29980/44000 | Loss: 2.8829 | LR: 1.19e-04 | 1398.1ms/step | 14.3 samples/s +Step 29990/44000 | Loss: 2.8972 | LR: 1.19e-04 | 1398.1ms/step | 14.3 samples/s +Step 30000/44000 | Loss: 2.8733 | LR: 1.19e-04 | 1398.0ms/step | 14.3 samples/s +Validation at step 30000: Loss = 2.9061, Perplexity = 18.28 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-30000 +Step 30010/44000 | Loss: 2.9033 | LR: 1.18e-04 | 3904.6ms/step | 5.1 samples/s +Step 30020/44000 | Loss: 2.9144 | LR: 1.18e-04 | 1395.4ms/step | 14.3 samples/s +Step 30030/44000 | Loss: 2.8819 | LR: 1.18e-04 | 1391.4ms/step | 14.4 samples/s +Step 30040/44000 | Loss: 2.9001 | LR: 1.18e-04 | 1392.9ms/step | 14.4 samples/s +Step 30050/44000 | Loss: 2.8735 | LR: 1.18e-04 | 1394.1ms/step | 14.3 samples/s +Step 30060/44000 | Loss: 2.8990 | LR: 1.18e-04 | 1391.3ms/step | 14.4 samples/s +Step 30070/44000 | Loss: 2.8515 | LR: 1.17e-04 | 1390.4ms/step | 14.4 samples/s +Step 30080/44000 | Loss: 2.9265 | LR: 1.17e-04 | 1392.6ms/step | 14.4 samples/s +Step 30090/44000 | Loss: 2.9007 | LR: 1.17e-04 | 1391.7ms/step | 14.4 samples/s +Step 30100/44000 | Loss: 2.9002 | LR: 1.17e-04 | 1393.1ms/step | 14.4 samples/s +Step 30110/44000 | Loss: 2.8885 | LR: 1.17e-04 | 1396.7ms/step | 14.3 samples/s +Step 30120/44000 | Loss: 2.8757 | LR: 1.17e-04 | 1400.1ms/step | 14.3 samples/s +Step 30130/44000 | Loss: 2.9038 | LR: 1.17e-04 | 1394.1ms/step | 14.3 samples/s +Step 30140/44000 | Loss: 2.8951 | LR: 1.16e-04 | 1400.0ms/step | 14.3 samples/s +Step 30150/44000 | Loss: 2.8772 | LR: 1.16e-04 | 1391.3ms/step | 14.4 samples/s +Step 30160/44000 | Loss: 2.8636 | LR: 1.16e-04 | 1388.9ms/step | 14.4 samples/s +Step 30170/44000 | Loss: 2.8666 | LR: 1.16e-04 | 1389.6ms/step | 14.4 samples/s +Step 30180/44000 | Loss: 2.9009 | LR: 1.16e-04 | 1394.1ms/step | 14.3 samples/s +Step 30190/44000 | Loss: 2.8786 | LR: 1.16e-04 | 1395.5ms/step | 14.3 samples/s +Step 30200/44000 | Loss: 2.8873 | LR: 1.15e-04 | 1394.3ms/step | 14.3 samples/s +Step 30210/44000 | Loss: 2.8886 | LR: 1.15e-04 | 1394.2ms/step | 14.3 samples/s +Step 30220/44000 | Loss: 2.8637 | LR: 1.15e-04 | 1393.4ms/step | 14.4 samples/s +Step 30230/44000 | Loss: 2.9079 | LR: 1.15e-04 | 1392.0ms/step | 14.4 samples/s +Step 30240/44000 | Loss: 2.8911 | LR: 1.15e-04 | 1396.6ms/step | 14.3 samples/s +Step 30250/44000 | Loss: 2.8773 | LR: 1.15e-04 | 1398.1ms/step | 14.3 samples/s +Validation at step 30250: Loss = 2.9051, Perplexity = 18.27 +Step 30260/44000 | Loss: 2.8821 | LR: 1.15e-04 | 3600.0ms/step | 5.6 samples/s +Step 30270/44000 | Loss: 2.8714 | LR: 1.14e-04 | 1390.1ms/step | 14.4 samples/s +Step 30280/44000 | Loss: 2.9156 | LR: 1.14e-04 | 1391.1ms/step | 14.4 samples/s +Step 30290/44000 | Loss: 2.8718 | LR: 1.14e-04 | 1392.6ms/step | 14.4 samples/s +Step 30300/44000 | Loss: 2.8563 | LR: 1.14e-04 | 1393.1ms/step | 14.4 samples/s +Step 30310/44000 | Loss: 2.8672 | LR: 1.14e-04 | 1393.0ms/step | 14.4 samples/s +Step 30320/44000 | Loss: 2.8665 | LR: 1.14e-04 | 1390.4ms/step | 14.4 samples/s +Step 30330/44000 | Loss: 2.8826 | LR: 1.13e-04 | 1390.6ms/step | 14.4 samples/s +Step 30340/44000 | Loss: 2.8899 | LR: 1.13e-04 | 1392.7ms/step | 14.4 samples/s +Step 30350/44000 | Loss: 2.8531 | LR: 1.13e-04 | 1396.1ms/step | 14.3 samples/s +Step 30360/44000 | Loss: 2.8901 | LR: 1.13e-04 | 1400.1ms/step | 14.3 samples/s +Step 30370/44000 | Loss: 2.9024 | LR: 1.13e-04 | 1397.7ms/step | 14.3 samples/s +Step 30380/44000 | Loss: 2.9107 | LR: 1.13e-04 | 1396.5ms/step | 14.3 samples/s +Step 30390/44000 | Loss: 2.8827 | LR: 1.13e-04 | 1393.9ms/step | 14.3 samples/s +Step 30400/44000 | Loss: 2.8840 | LR: 1.12e-04 | 1393.8ms/step | 14.3 samples/s +Step 30410/44000 | Loss: 2.8921 | LR: 1.12e-04 | 1400.4ms/step | 14.3 samples/s +Step 30420/44000 | Loss: 2.8857 | LR: 1.12e-04 | 1399.5ms/step | 14.3 samples/s +Step 30430/44000 | Loss: 2.8895 | LR: 1.12e-04 | 1397.1ms/step | 14.3 samples/s +Step 30440/44000 | Loss: 2.8897 | LR: 1.12e-04 | 1393.1ms/step | 14.4 samples/s +Step 30450/44000 | Loss: 2.8612 | LR: 1.12e-04 | 1390.8ms/step | 14.4 samples/s +Step 30460/44000 | Loss: 2.8906 | LR: 1.11e-04 | 1393.4ms/step | 14.4 samples/s +Step 30470/44000 | Loss: 2.9021 | LR: 1.11e-04 | 1398.1ms/step | 14.3 samples/s +Step 30480/44000 | Loss: 2.8919 | LR: 1.11e-04 | 1399.8ms/step | 14.3 samples/s +Step 30490/44000 | Loss: 2.8850 | LR: 1.11e-04 | 1400.1ms/step | 14.3 samples/s +Step 30500/44000 | Loss: 2.8810 | LR: 1.11e-04 | 1397.9ms/step | 14.3 samples/s +Validation at step 30500: Loss = 2.9043, Perplexity = 18.25 +Step 30510/44000 | Loss: 2.8792 | LR: 1.11e-04 | 3604.2ms/step | 5.5 samples/s +Step 30520/44000 | Loss: 2.8854 | LR: 1.11e-04 | 1400.1ms/step | 14.3 samples/s +Step 30530/44000 | Loss: 2.9244 | LR: 1.10e-04 | 1400.2ms/step | 14.3 samples/s +Step 30540/44000 | Loss: 2.9215 | LR: 1.10e-04 | 1399.7ms/step | 14.3 samples/s +Step 30550/44000 | Loss: 2.8937 | LR: 1.10e-04 | 1400.1ms/step | 14.3 samples/s +Step 30560/44000 | Loss: 2.8939 | LR: 1.10e-04 | 1400.0ms/step | 14.3 samples/s +Step 30570/44000 | Loss: 2.9046 | LR: 1.10e-04 | 1391.8ms/step | 14.4 samples/s +Step 30580/44000 | Loss: 2.9014 | LR: 1.10e-04 | 1389.7ms/step | 14.4 samples/s +Step 30590/44000 | Loss: 2.8897 | LR: 1.10e-04 | 1390.5ms/step | 14.4 samples/s +Step 30600/44000 | Loss: 2.8858 | LR: 1.09e-04 | 1394.0ms/step | 14.3 samples/s +Step 30610/44000 | Loss: 2.8884 | LR: 1.09e-04 | 1397.8ms/step | 14.3 samples/s +Step 30620/44000 | Loss: 2.8991 | LR: 1.09e-04 | 1399.3ms/step | 14.3 samples/s +Step 30630/44000 | Loss: 2.8697 | LR: 1.09e-04 | 1398.8ms/step | 14.3 samples/s +Step 30640/44000 | Loss: 2.9006 | LR: 1.09e-04 | 1400.1ms/step | 14.3 samples/s +Step 30650/44000 | Loss: 2.9085 | LR: 1.09e-04 | 1400.2ms/step | 14.3 samples/s +Step 30660/44000 | Loss: 2.9265 | LR: 1.08e-04 | 1397.9ms/step | 14.3 samples/s +Step 30670/44000 | Loss: 2.9154 | LR: 1.08e-04 | 1396.2ms/step | 14.3 samples/s +Step 30680/44000 | Loss: 2.8954 | LR: 1.08e-04 | 1399.3ms/step | 14.3 samples/s +Step 30690/44000 | Loss: 2.8809 | LR: 1.08e-04 | 1388.5ms/step | 14.4 samples/s +Step 30700/44000 | Loss: 2.9032 | LR: 1.08e-04 | 1392.0ms/step | 14.4 samples/s +Step 30710/44000 | Loss: 2.8838 | LR: 1.08e-04 | 1394.2ms/step | 14.3 samples/s +Step 30720/44000 | Loss: 2.9006 | LR: 1.08e-04 | 1390.1ms/step | 14.4 samples/s +Step 30730/44000 | Loss: 2.8856 | LR: 1.07e-04 | 1387.9ms/step | 14.4 samples/s +Step 30740/44000 | Loss: 2.9026 | LR: 1.07e-04 | 1391.2ms/step | 14.4 samples/s +Step 30750/44000 | Loss: 2.8859 | LR: 1.07e-04 | 1392.1ms/step | 14.4 samples/s +Validation at step 30750: Loss = 2.9036, Perplexity = 18.24 +Step 30760/44000 | Loss: 2.8896 | LR: 1.07e-04 | 3600.7ms/step | 5.6 samples/s +Step 30770/44000 | Loss: 2.9310 | LR: 1.07e-04 | 1400.2ms/step | 14.3 samples/s +Step 30780/44000 | Loss: 2.8823 | LR: 1.07e-04 | 1399.9ms/step | 14.3 samples/s +Step 30790/44000 | Loss: 2.8877 | LR: 1.07e-04 | 1396.1ms/step | 14.3 samples/s +Step 30800/44000 | Loss: 2.8972 | LR: 1.06e-04 | 1392.0ms/step | 14.4 samples/s +Step 30810/44000 | Loss: 2.8637 | LR: 1.06e-04 | 1387.2ms/step | 14.4 samples/s +Step 30820/44000 | Loss: 2.8962 | LR: 1.06e-04 | 1387.6ms/step | 14.4 samples/s +Step 30830/44000 | Loss: 2.9334 | LR: 1.06e-04 | 1391.1ms/step | 14.4 samples/s +Step 30840/44000 | Loss: 2.9046 | LR: 1.06e-04 | 1394.0ms/step | 14.3 samples/s +Step 30850/44000 | Loss: 2.8755 | LR: 1.06e-04 | 1398.1ms/step | 14.3 samples/s +Step 30860/44000 | Loss: 2.9050 | LR: 1.05e-04 | 1393.6ms/step | 14.4 samples/s +Step 30870/44000 | Loss: 2.8636 | LR: 1.05e-04 | 1392.6ms/step | 14.4 samples/s +Step 30880/44000 | Loss: 2.8822 | LR: 1.05e-04 | 1397.4ms/step | 14.3 samples/s +Step 30890/44000 | Loss: 2.8364 | LR: 1.05e-04 | 1392.3ms/step | 14.4 samples/s +Step 30900/44000 | Loss: 2.8678 | LR: 1.05e-04 | 1392.2ms/step | 14.4 samples/s +Step 30910/44000 | Loss: 2.8783 | LR: 1.05e-04 | 1396.1ms/step | 14.3 samples/s +Step 30920/44000 | Loss: 2.8945 | LR: 1.05e-04 | 1397.7ms/step | 14.3 samples/s +Step 30930/44000 | Loss: 2.8790 | LR: 1.04e-04 | 1400.0ms/step | 14.3 samples/s +Step 30940/44000 | Loss: 2.8662 | LR: 1.04e-04 | 1400.3ms/step | 14.3 samples/s +Step 30950/44000 | Loss: 2.8898 | LR: 1.04e-04 | 1399.9ms/step | 14.3 samples/s +Step 30960/44000 | Loss: 2.8835 | LR: 1.04e-04 | 1400.2ms/step | 14.3 samples/s +Step 30970/44000 | Loss: 2.9233 | LR: 1.04e-04 | 1399.7ms/step | 14.3 samples/s +Step 30980/44000 | Loss: 2.8690 | LR: 1.04e-04 | 1400.3ms/step | 14.3 samples/s +Step 30990/44000 | Loss: 2.8735 | LR: 1.04e-04 | 1399.8ms/step | 14.3 samples/s +Step 31000/44000 | Loss: 2.8627 | LR: 1.03e-04 | 1390.6ms/step | 14.4 samples/s +Validation at step 31000: Loss = 2.9028, Perplexity = 18.22 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-31000 +Step 31010/44000 | Loss: 2.8726 | LR: 1.03e-04 | 3886.9ms/step | 5.1 samples/s +Step 31020/44000 | Loss: 2.9013 | LR: 1.03e-04 | 1392.2ms/step | 14.4 samples/s +Step 31030/44000 | Loss: 2.8542 | LR: 1.03e-04 | 1396.3ms/step | 14.3 samples/s +Step 31040/44000 | Loss: 2.8849 | LR: 1.03e-04 | 1392.4ms/step | 14.4 samples/s +Step 31050/44000 | Loss: 2.8961 | LR: 1.03e-04 | 1393.2ms/step | 14.4 samples/s +Step 31060/44000 | Loss: 2.9033 | LR: 1.03e-04 | 1392.2ms/step | 14.4 samples/s +Step 31070/44000 | Loss: 2.8885 | LR: 1.02e-04 | 1390.1ms/step | 14.4 samples/s +Step 31080/44000 | Loss: 2.8822 | LR: 1.02e-04 | 1393.8ms/step | 14.3 samples/s +Step 31090/44000 | Loss: 2.8800 | LR: 1.02e-04 | 1391.7ms/step | 14.4 samples/s +Step 31100/44000 | Loss: 2.8707 | LR: 1.02e-04 | 1390.4ms/step | 14.4 samples/s +Step 31110/44000 | Loss: 2.8735 | LR: 1.02e-04 | 1393.6ms/step | 14.4 samples/s +Step 31120/44000 | Loss: 2.8919 | LR: 1.02e-04 | 1394.7ms/step | 14.3 samples/s +Step 31130/44000 | Loss: 2.9215 | LR: 1.02e-04 | 1398.0ms/step | 14.3 samples/s +Step 31140/44000 | Loss: 2.8743 | LR: 1.01e-04 | 1394.4ms/step | 14.3 samples/s +Step 31150/44000 | Loss: 2.9189 | LR: 1.01e-04 | 1389.7ms/step | 14.4 samples/s +Step 31160/44000 | Loss: 2.8906 | LR: 1.01e-04 | 1390.9ms/step | 14.4 samples/s +Step 31170/44000 | Loss: 2.8842 | LR: 1.01e-04 | 1393.0ms/step | 14.4 samples/s +Step 31180/44000 | Loss: 2.8930 | LR: 1.01e-04 | 1395.7ms/step | 14.3 samples/s +Step 31190/44000 | Loss: 2.8650 | LR: 1.01e-04 | 1391.1ms/step | 14.4 samples/s +Step 31200/44000 | Loss: 2.8768 | LR: 1.00e-04 | 1393.3ms/step | 14.4 samples/s +Step 31210/44000 | Loss: 2.8973 | LR: 1.00e-04 | 1393.3ms/step | 14.4 samples/s +Step 31220/44000 | Loss: 2.8847 | LR: 1.00e-04 | 1398.8ms/step | 14.3 samples/s +Step 31230/44000 | Loss: 2.9187 | LR: 1.00e-04 | 1400.0ms/step | 14.3 samples/s +Step 31240/44000 | Loss: 2.8855 | LR: 9.99e-05 | 1399.4ms/step | 14.3 samples/s +Step 31250/44000 | Loss: 2.8688 | LR: 9.98e-05 | 1390.6ms/step | 14.4 samples/s +Validation at step 31250: Loss = 2.9023, Perplexity = 18.22 +Step 31260/44000 | Loss: 2.9002 | LR: 9.96e-05 | 3598.1ms/step | 5.6 samples/s +Step 31270/44000 | Loss: 2.9139 | LR: 9.95e-05 | 1395.9ms/step | 14.3 samples/s +Step 31280/44000 | Loss: 2.8724 | LR: 9.93e-05 | 1396.2ms/step | 14.3 samples/s +Step 31290/44000 | Loss: 2.9013 | LR: 9.92e-05 | 1397.1ms/step | 14.3 samples/s +Step 31300/44000 | Loss: 2.8985 | LR: 9.90e-05 | 1390.8ms/step | 14.4 samples/s +Step 31310/44000 | Loss: 2.8874 | LR: 9.89e-05 | 1393.6ms/step | 14.4 samples/s +Step 31320/44000 | Loss: 2.8844 | LR: 9.88e-05 | 1390.2ms/step | 14.4 samples/s +Step 31330/44000 | Loss: 2.9129 | LR: 9.86e-05 | 1391.8ms/step | 14.4 samples/s +Step 31340/44000 | Loss: 2.8788 | LR: 9.85e-05 | 1392.9ms/step | 14.4 samples/s +Step 31350/44000 | Loss: 2.8583 | LR: 9.83e-05 | 1395.3ms/step | 14.3 samples/s +Step 31360/44000 | Loss: 2.8680 | LR: 9.82e-05 | 1396.0ms/step | 14.3 samples/s +Step 31370/44000 | Loss: 2.9007 | LR: 9.80e-05 | 1395.9ms/step | 14.3 samples/s +Step 31380/44000 | Loss: 2.9132 | LR: 9.79e-05 | 1394.2ms/step | 14.3 samples/s +Step 31390/44000 | Loss: 2.8516 | LR: 9.77e-05 | 1397.5ms/step | 14.3 samples/s +Step 31400/44000 | Loss: 2.8858 | LR: 9.76e-05 | 1393.0ms/step | 14.4 samples/s +Step 31410/44000 | Loss: 2.8576 | LR: 9.75e-05 | 1389.9ms/step | 14.4 samples/s +Step 31420/44000 | Loss: 2.8762 | LR: 9.73e-05 | 1395.7ms/step | 14.3 samples/s +Step 31430/44000 | Loss: 2.8983 | LR: 9.72e-05 | 1395.4ms/step | 14.3 samples/s +Step 31440/44000 | Loss: 2.8830 | LR: 9.70e-05 | 1393.9ms/step | 14.3 samples/s +Step 31450/44000 | Loss: 2.8949 | LR: 9.69e-05 | 1392.9ms/step | 14.4 samples/s +Step 31460/44000 | Loss: 2.8745 | LR: 9.67e-05 | 1393.8ms/step | 14.3 samples/s +Step 31470/44000 | Loss: 2.9011 | LR: 9.66e-05 | 1390.8ms/step | 14.4 samples/s +Step 31480/44000 | Loss: 2.8650 | LR: 9.65e-05 | 1387.5ms/step | 14.4 samples/s +Step 31490/44000 | Loss: 2.8741 | LR: 9.63e-05 | 1393.8ms/step | 14.3 samples/s +Step 31500/44000 | Loss: 2.8875 | LR: 9.62e-05 | 1395.9ms/step | 14.3 samples/s +Validation at step 31500: Loss = 2.9014, Perplexity = 18.20 +Step 31510/44000 | Loss: 2.8703 | LR: 9.60e-05 | 3604.1ms/step | 5.5 samples/s +Step 31520/44000 | Loss: 2.8799 | LR: 9.59e-05 | 1400.0ms/step | 14.3 samples/s +Step 31530/44000 | Loss: 2.8939 | LR: 9.57e-05 | 1397.9ms/step | 14.3 samples/s +Step 31540/44000 | Loss: 2.8743 | LR: 9.56e-05 | 1396.2ms/step | 14.3 samples/s +Step 31550/44000 | Loss: 2.8985 | LR: 9.54e-05 | 1396.0ms/step | 14.3 samples/s +Step 31560/44000 | Loss: 2.8848 | LR: 9.53e-05 | 1396.1ms/step | 14.3 samples/s +Step 31570/44000 | Loss: 2.8747 | LR: 9.52e-05 | 1399.6ms/step | 14.3 samples/s +Step 31580/44000 | Loss: 2.8996 | LR: 9.50e-05 | 1400.2ms/step | 14.3 samples/s +Step 31590/44000 | Loss: 2.9013 | LR: 9.49e-05 | 1400.0ms/step | 14.3 samples/s +Step 31600/44000 | Loss: 2.8828 | LR: 9.47e-05 | 1392.0ms/step | 14.4 samples/s +Step 31610/44000 | Loss: 2.8724 | LR: 9.46e-05 | 1387.8ms/step | 14.4 samples/s +Step 31620/44000 | Loss: 2.8952 | LR: 9.45e-05 | 1389.9ms/step | 14.4 samples/s +Step 31630/44000 | Loss: 2.8758 | LR: 9.43e-05 | 1393.1ms/step | 14.4 samples/s +Step 31640/44000 | Loss: 2.8531 | LR: 9.42e-05 | 1392.4ms/step | 14.4 samples/s +Step 31650/44000 | Loss: 2.8578 | LR: 9.40e-05 | 1387.2ms/step | 14.4 samples/s +Step 31660/44000 | Loss: 2.8742 | LR: 9.39e-05 | 1388.0ms/step | 14.4 samples/s +Step 31670/44000 | Loss: 2.8665 | LR: 9.37e-05 | 1393.9ms/step | 14.3 samples/s +Step 31680/44000 | Loss: 2.8801 | LR: 9.36e-05 | 1390.1ms/step | 14.4 samples/s +Step 31690/44000 | Loss: 2.8875 | LR: 9.35e-05 | 1391.3ms/step | 14.4 samples/s +Step 31700/44000 | Loss: 2.9034 | LR: 9.33e-05 | 1390.7ms/step | 14.4 samples/s +Step 31710/44000 | Loss: 2.8791 | LR: 9.32e-05 | 1397.2ms/step | 14.3 samples/s +Step 31720/44000 | Loss: 2.8792 | LR: 9.30e-05 | 1398.3ms/step | 14.3 samples/s +Step 31730/44000 | Loss: 2.8542 | LR: 9.29e-05 | 1400.4ms/step | 14.3 samples/s +Step 31740/44000 | Loss: 2.8876 | LR: 9.28e-05 | 1397.9ms/step | 14.3 samples/s +Step 31750/44000 | Loss: 2.8962 | LR: 9.26e-05 | 1400.1ms/step | 14.3 samples/s +Validation at step 31750: Loss = 2.9007, Perplexity = 18.19 +Step 31760/44000 | Loss: 2.8701 | LR: 9.25e-05 | 3618.0ms/step | 5.5 samples/s +Step 31770/44000 | Loss: 2.8960 | LR: 9.23e-05 | 1400.0ms/step | 14.3 samples/s +Step 31780/44000 | Loss: 2.8859 | LR: 9.22e-05 | 1400.1ms/step | 14.3 samples/s +Step 31790/44000 | Loss: 2.8888 | LR: 9.20e-05 | 1400.0ms/step | 14.3 samples/s +Step 31800/44000 | Loss: 2.8582 | LR: 9.19e-05 | 1400.0ms/step | 14.3 samples/s +Step 31810/44000 | Loss: 2.8586 | LR: 9.18e-05 | 1400.0ms/step | 14.3 samples/s +Step 31820/44000 | Loss: 2.8757 | LR: 9.16e-05 | 1399.8ms/step | 14.3 samples/s +Step 31830/44000 | Loss: 2.8808 | LR: 9.15e-05 | 1397.8ms/step | 14.3 samples/s +Step 31840/44000 | Loss: 2.8936 | LR: 9.13e-05 | 1394.2ms/step | 14.3 samples/s +Step 31850/44000 | Loss: 2.8958 | LR: 9.12e-05 | 1392.9ms/step | 14.4 samples/s +Step 31860/44000 | Loss: 2.9041 | LR: 9.11e-05 | 1392.7ms/step | 14.4 samples/s +Step 31870/44000 | Loss: 2.8811 | LR: 9.09e-05 | 1392.5ms/step | 14.4 samples/s +Step 31880/44000 | Loss: 2.9147 | LR: 9.08e-05 | 1387.0ms/step | 14.4 samples/s +Step 31890/44000 | Loss: 2.8551 | LR: 9.06e-05 | 1386.5ms/step | 14.4 samples/s +Step 31900/44000 | Loss: 2.8751 | LR: 9.05e-05 | 1388.4ms/step | 14.4 samples/s +Step 31910/44000 | Loss: 2.9072 | LR: 9.04e-05 | 1388.1ms/step | 14.4 samples/s +Step 31920/44000 | Loss: 2.8331 | LR: 9.02e-05 | 1387.8ms/step | 14.4 samples/s +Step 31930/44000 | Loss: 2.8893 | LR: 9.01e-05 | 1388.4ms/step | 14.4 samples/s +Step 31940/44000 | Loss: 2.8985 | LR: 8.99e-05 | 1389.4ms/step | 14.4 samples/s +Step 31950/44000 | Loss: 2.8873 | LR: 8.98e-05 | 1389.5ms/step | 14.4 samples/s +Step 31960/44000 | Loss: 2.9016 | LR: 8.97e-05 | 1390.7ms/step | 14.4 samples/s +Step 31970/44000 | Loss: 2.8693 | LR: 8.95e-05 | 1386.9ms/step | 14.4 samples/s +Step 31980/44000 | Loss: 2.8828 | LR: 8.94e-05 | 1393.0ms/step | 14.4 samples/s +Step 31990/44000 | Loss: 2.8499 | LR: 8.92e-05 | 1396.4ms/step | 14.3 samples/s +Step 32000/44000 | Loss: 2.8724 | LR: 8.91e-05 | 1398.1ms/step | 14.3 samples/s +Validation at step 32000: Loss = 2.9001, Perplexity = 18.18 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-32000 +Step 32010/44000 | Loss: 2.8949 | LR: 8.90e-05 | 3900.0ms/step | 5.1 samples/s +Step 32020/44000 | Loss: 2.8839 | LR: 8.88e-05 | 1399.7ms/step | 14.3 samples/s +Step 32030/44000 | Loss: 2.8916 | LR: 8.87e-05 | 1400.3ms/step | 14.3 samples/s +Step 32040/44000 | Loss: 2.8941 | LR: 8.86e-05 | 1400.1ms/step | 14.3 samples/s +Step 32050/44000 | Loss: 2.8680 | LR: 8.84e-05 | 1397.7ms/step | 14.3 samples/s +Step 32060/44000 | Loss: 2.8532 | LR: 8.83e-05 | 1394.7ms/step | 14.3 samples/s +Step 32070/44000 | Loss: 2.8794 | LR: 8.81e-05 | 1397.3ms/step | 14.3 samples/s +Step 32080/44000 | Loss: 2.8524 | LR: 8.80e-05 | 1400.4ms/step | 14.3 samples/s +Step 32090/44000 | Loss: 2.8866 | LR: 8.79e-05 | 1397.7ms/step | 14.3 samples/s +Step 32100/44000 | Loss: 2.8896 | LR: 8.77e-05 | 1392.2ms/step | 14.4 samples/s +Step 32110/44000 | Loss: 2.8712 | LR: 8.76e-05 | 1390.1ms/step | 14.4 samples/s +Step 32120/44000 | Loss: 2.8758 | LR: 8.74e-05 | 1393.8ms/step | 14.3 samples/s +Step 32130/44000 | Loss: 2.8700 | LR: 8.73e-05 | 1394.1ms/step | 14.3 samples/s +Step 32140/44000 | Loss: 2.8658 | LR: 8.72e-05 | 1393.8ms/step | 14.3 samples/s +Step 32150/44000 | Loss: 2.8842 | LR: 8.70e-05 | 1391.4ms/step | 14.4 samples/s +Step 32160/44000 | Loss: 2.8556 | LR: 8.69e-05 | 1391.0ms/step | 14.4 samples/s +Step 32170/44000 | Loss: 2.8792 | LR: 8.68e-05 | 1391.7ms/step | 14.4 samples/s +Step 32180/44000 | Loss: 2.9117 | LR: 8.66e-05 | 1392.7ms/step | 14.4 samples/s +Step 32190/44000 | Loss: 2.8854 | LR: 8.65e-05 | 1395.9ms/step | 14.3 samples/s +Step 32200/44000 | Loss: 2.8968 | LR: 8.63e-05 | 1395.9ms/step | 14.3 samples/s +Step 32210/44000 | Loss: 2.9028 | LR: 8.62e-05 | 1399.8ms/step | 14.3 samples/s +Step 32220/44000 | Loss: 2.8587 | LR: 8.61e-05 | 1400.2ms/step | 14.3 samples/s +Step 32230/44000 | Loss: 2.8867 | LR: 8.59e-05 | 1397.9ms/step | 14.3 samples/s +Step 32240/44000 | Loss: 2.8743 | LR: 8.58e-05 | 1392.0ms/step | 14.4 samples/s +Step 32250/44000 | Loss: 2.8965 | LR: 8.57e-05 | 1388.7ms/step | 14.4 samples/s +Validation at step 32250: Loss = 2.8997, Perplexity = 18.17 +Step 32260/44000 | Loss: 2.9087 | LR: 8.55e-05 | 3597.6ms/step | 5.6 samples/s +Step 32270/44000 | Loss: 2.8822 | LR: 8.54e-05 | 1395.7ms/step | 14.3 samples/s +Step 32280/44000 | Loss: 2.9052 | LR: 8.53e-05 | 1391.9ms/step | 14.4 samples/s +Step 32290/44000 | Loss: 2.8722 | LR: 8.51e-05 | 1393.0ms/step | 14.4 samples/s +Step 32300/44000 | Loss: 2.8673 | LR: 8.50e-05 | 1392.2ms/step | 14.4 samples/s +Step 32310/44000 | Loss: 2.8909 | LR: 8.48e-05 | 1393.8ms/step | 14.3 samples/s +Step 32320/44000 | Loss: 2.9110 | LR: 8.47e-05 | 1391.0ms/step | 14.4 samples/s +Step 32330/44000 | Loss: 2.8781 | LR: 8.46e-05 | 1395.4ms/step | 14.3 samples/s +Step 32340/44000 | Loss: 2.8770 | LR: 8.44e-05 | 1392.6ms/step | 14.4 samples/s +Step 32350/44000 | Loss: 2.9005 | LR: 8.43e-05 | 1392.1ms/step | 14.4 samples/s +Step 32360/44000 | Loss: 2.8783 | LR: 8.42e-05 | 1394.0ms/step | 14.3 samples/s +Step 32370/44000 | Loss: 2.8761 | LR: 8.40e-05 | 1390.0ms/step | 14.4 samples/s +Step 32380/44000 | Loss: 2.8784 | LR: 8.39e-05 | 1392.1ms/step | 14.4 samples/s +Step 32390/44000 | Loss: 2.8791 | LR: 8.38e-05 | 1392.0ms/step | 14.4 samples/s +Step 32400/44000 | Loss: 2.8868 | LR: 8.36e-05 | 1388.1ms/step | 14.4 samples/s +Step 32410/44000 | Loss: 2.8829 | LR: 8.35e-05 | 1391.7ms/step | 14.4 samples/s +Step 32420/44000 | Loss: 2.8788 | LR: 8.33e-05 | 1398.0ms/step | 14.3 samples/s +Step 32430/44000 | Loss: 2.9259 | LR: 8.32e-05 | 1397.9ms/step | 14.3 samples/s +Step 32440/44000 | Loss: 2.8926 | LR: 8.31e-05 | 1396.2ms/step | 14.3 samples/s +Step 32450/44000 | Loss: 2.8850 | LR: 8.29e-05 | 1400.2ms/step | 14.3 samples/s +Step 32460/44000 | Loss: 2.9064 | LR: 8.28e-05 | 1400.0ms/step | 14.3 samples/s +Step 32470/44000 | Loss: 2.8618 | LR: 8.27e-05 | 1400.1ms/step | 14.3 samples/s +Step 32480/44000 | Loss: 2.8960 | LR: 8.25e-05 | 1397.4ms/step | 14.3 samples/s +Step 32490/44000 | Loss: 2.8715 | LR: 8.24e-05 | 1392.5ms/step | 14.4 samples/s +Step 32500/44000 | Loss: 2.8902 | LR: 8.23e-05 | 1394.1ms/step | 14.3 samples/s +Validation at step 32500: Loss = 2.8992, Perplexity = 18.16 +Step 32510/44000 | Loss: 2.8567 | LR: 8.21e-05 | 3601.8ms/step | 5.6 samples/s +Step 32520/44000 | Loss: 2.8833 | LR: 8.20e-05 | 1397.9ms/step | 14.3 samples/s +Step 32530/44000 | Loss: 2.9125 | LR: 8.19e-05 | 1392.0ms/step | 14.4 samples/s +Step 32540/44000 | Loss: 2.8696 | LR: 8.17e-05 | 1392.2ms/step | 14.4 samples/s +Step 32550/44000 | Loss: 2.8385 | LR: 8.16e-05 | 1392.0ms/step | 14.4 samples/s +Step 32560/44000 | Loss: 2.9045 | LR: 8.15e-05 | 1394.0ms/step | 14.3 samples/s +Step 32570/44000 | Loss: 2.8855 | LR: 8.13e-05 | 1395.9ms/step | 14.3 samples/s +Step 32580/44000 | Loss: 2.8899 | LR: 8.12e-05 | 1396.3ms/step | 14.3 samples/s +Step 32590/44000 | Loss: 2.9134 | LR: 8.11e-05 | 1399.5ms/step | 14.3 samples/s +Step 32600/44000 | Loss: 2.8890 | LR: 8.09e-05 | 1393.9ms/step | 14.3 samples/s +Step 32610/44000 | Loss: 2.8915 | LR: 8.08e-05 | 1392.6ms/step | 14.4 samples/s +Step 32620/44000 | Loss: 2.8999 | LR: 8.07e-05 | 1392.2ms/step | 14.4 samples/s +Step 32630/44000 | Loss: 2.8606 | LR: 8.05e-05 | 1393.9ms/step | 14.3 samples/s +Step 32640/44000 | Loss: 2.9212 | LR: 8.04e-05 | 1395.0ms/step | 14.3 samples/s +Step 32650/44000 | Loss: 2.8992 | LR: 8.03e-05 | 1390.8ms/step | 14.4 samples/s +Step 32660/44000 | Loss: 2.8869 | LR: 8.01e-05 | 1393.5ms/step | 14.4 samples/s +Step 32670/44000 | Loss: 2.9228 | LR: 8.00e-05 | 1394.3ms/step | 14.3 samples/s +Step 32680/44000 | Loss: 2.8804 | LR: 7.99e-05 | 1393.8ms/step | 14.3 samples/s +Step 32690/44000 | Loss: 2.8912 | LR: 7.97e-05 | 1395.1ms/step | 14.3 samples/s +Step 32700/44000 | Loss: 2.8719 | LR: 7.96e-05 | 1393.2ms/step | 14.4 samples/s +Step 32710/44000 | Loss: 2.8997 | LR: 7.95e-05 | 1396.1ms/step | 14.3 samples/s +Step 32720/44000 | Loss: 2.8989 | LR: 7.93e-05 | 1400.1ms/step | 14.3 samples/s +Step 32730/44000 | Loss: 2.8773 | LR: 7.92e-05 | 1398.1ms/step | 14.3 samples/s +Step 32740/44000 | Loss: 2.8654 | LR: 7.91e-05 | 1400.1ms/step | 14.3 samples/s +Step 32750/44000 | Loss: 2.8580 | LR: 7.89e-05 | 1397.8ms/step | 14.3 samples/s +Validation at step 32750: Loss = 2.8987, Perplexity = 18.15 +Step 32760/44000 | Loss: 2.8929 | LR: 7.88e-05 | 3592.0ms/step | 5.6 samples/s +Step 32770/44000 | Loss: 2.8892 | LR: 7.87e-05 | 1393.7ms/step | 14.3 samples/s +Step 32780/44000 | Loss: 2.9134 | LR: 7.85e-05 | 1398.1ms/step | 14.3 samples/s +Step 32790/44000 | Loss: 2.9194 | LR: 7.84e-05 | 1396.4ms/step | 14.3 samples/s +Step 32800/44000 | Loss: 2.8742 | LR: 7.83e-05 | 1396.1ms/step | 14.3 samples/s +Step 32810/44000 | Loss: 2.8846 | LR: 7.81e-05 | 1400.1ms/step | 14.3 samples/s +Step 32820/44000 | Loss: 2.9016 | LR: 7.80e-05 | 1400.1ms/step | 14.3 samples/s +Step 32830/44000 | Loss: 2.8982 | LR: 7.79e-05 | 1397.8ms/step | 14.3 samples/s +Step 32840/44000 | Loss: 2.8500 | LR: 7.77e-05 | 1397.7ms/step | 14.3 samples/s +Step 32850/44000 | Loss: 2.8790 | LR: 7.76e-05 | 1393.8ms/step | 14.3 samples/s +Step 32860/44000 | Loss: 2.8798 | LR: 7.75e-05 | 1394.4ms/step | 14.3 samples/s +Step 32870/44000 | Loss: 2.8969 | LR: 7.73e-05 | 1394.4ms/step | 14.3 samples/s +Step 32880/44000 | Loss: 2.8571 | LR: 7.72e-05 | 1399.8ms/step | 14.3 samples/s +Step 32890/44000 | Loss: 2.8948 | LR: 7.71e-05 | 1397.9ms/step | 14.3 samples/s +Step 32900/44000 | Loss: 2.8887 | LR: 7.70e-05 | 1393.9ms/step | 14.3 samples/s +Step 32910/44000 | Loss: 2.8794 | LR: 7.68e-05 | 1390.1ms/step | 14.4 samples/s +Step 32920/44000 | Loss: 2.9057 | LR: 7.67e-05 | 1391.7ms/step | 14.4 samples/s +Step 32930/44000 | Loss: 2.8772 | LR: 7.66e-05 | 1392.7ms/step | 14.4 samples/s +Step 32940/44000 | Loss: 2.8618 | LR: 7.64e-05 | 1397.8ms/step | 14.3 samples/s +Step 32950/44000 | Loss: 2.8699 | LR: 7.63e-05 | 1396.2ms/step | 14.3 samples/s +Step 32960/44000 | Loss: 2.8765 | LR: 7.62e-05 | 1392.2ms/step | 14.4 samples/s +Step 32970/44000 | Loss: 2.8805 | LR: 7.60e-05 | 1390.3ms/step | 14.4 samples/s +Step 32980/44000 | Loss: 2.8834 | LR: 7.59e-05 | 1397.5ms/step | 14.3 samples/s +Step 32990/44000 | Loss: 2.8874 | LR: 7.58e-05 | 1399.7ms/step | 14.3 samples/s +Step 33000/44000 | Loss: 2.9090 | LR: 7.56e-05 | 1400.4ms/step | 14.3 samples/s +Validation at step 33000: Loss = 2.8983, Perplexity = 18.14 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-33000 +Step 33010/44000 | Loss: 2.8959 | LR: 7.55e-05 | 3909.8ms/step | 5.1 samples/s +Step 33020/44000 | Loss: 2.8611 | LR: 7.54e-05 | 1400.4ms/step | 14.3 samples/s +Step 33030/44000 | Loss: 2.9041 | LR: 7.53e-05 | 1399.8ms/step | 14.3 samples/s +Step 33040/44000 | Loss: 2.8889 | LR: 7.51e-05 | 1400.0ms/step | 14.3 samples/s +Step 33050/44000 | Loss: 2.8976 | LR: 7.50e-05 | 1400.0ms/step | 14.3 samples/s +Step 33060/44000 | Loss: 2.8666 | LR: 7.49e-05 | 1400.1ms/step | 14.3 samples/s +Step 33070/44000 | Loss: 2.8977 | LR: 7.47e-05 | 1400.0ms/step | 14.3 samples/s +Step 33080/44000 | Loss: 2.8996 | LR: 7.46e-05 | 1397.4ms/step | 14.3 samples/s +Step 33090/44000 | Loss: 2.8879 | LR: 7.45e-05 | 1390.5ms/step | 14.4 samples/s +Step 33100/44000 | Loss: 2.8604 | LR: 7.44e-05 | 1390.2ms/step | 14.4 samples/s +Step 33110/44000 | Loss: 2.8374 | LR: 7.42e-05 | 1397.9ms/step | 14.3 samples/s +Step 33120/44000 | Loss: 2.8703 | LR: 7.41e-05 | 1397.9ms/step | 14.3 samples/s +Step 33130/44000 | Loss: 2.8880 | LR: 7.40e-05 | 1396.2ms/step | 14.3 samples/s +Step 33140/44000 | Loss: 2.9041 | LR: 7.38e-05 | 1395.7ms/step | 14.3 samples/s +Step 33150/44000 | Loss: 2.8955 | LR: 7.37e-05 | 1393.8ms/step | 14.3 samples/s +Step 33160/44000 | Loss: 2.8714 | LR: 7.36e-05 | 1392.1ms/step | 14.4 samples/s +Step 33170/44000 | Loss: 2.8779 | LR: 7.34e-05 | 1390.7ms/step | 14.4 samples/s +Step 33180/44000 | Loss: 2.9039 | LR: 7.33e-05 | 1397.5ms/step | 14.3 samples/s +Step 33190/44000 | Loss: 2.9028 | LR: 7.32e-05 | 1392.2ms/step | 14.4 samples/s +Step 33200/44000 | Loss: 2.8907 | LR: 7.31e-05 | 1395.3ms/step | 14.3 samples/s +Step 33210/44000 | Loss: 2.8788 | LR: 7.29e-05 | 1392.8ms/step | 14.4 samples/s +Step 33220/44000 | Loss: 2.8957 | LR: 7.28e-05 | 1400.1ms/step | 14.3 samples/s +Step 33230/44000 | Loss: 2.8802 | LR: 7.27e-05 | 1400.0ms/step | 14.3 samples/s +Step 33240/44000 | Loss: 2.8737 | LR: 7.26e-05 | 1399.9ms/step | 14.3 samples/s +Step 33250/44000 | Loss: 2.8832 | LR: 7.24e-05 | 1400.2ms/step | 14.3 samples/s +Validation at step 33250: Loss = 2.8979, Perplexity = 18.14 +Step 33260/44000 | Loss: 2.8952 | LR: 7.23e-05 | 3603.9ms/step | 5.5 samples/s +Step 33270/44000 | Loss: 2.8756 | LR: 7.22e-05 | 1398.2ms/step | 14.3 samples/s +Step 33280/44000 | Loss: 2.8954 | LR: 7.20e-05 | 1393.9ms/step | 14.3 samples/s +Step 33290/44000 | Loss: 2.8442 | LR: 7.19e-05 | 1391.6ms/step | 14.4 samples/s +Step 33300/44000 | Loss: 2.8857 | LR: 7.18e-05 | 1388.6ms/step | 14.4 samples/s +Step 33310/44000 | Loss: 2.9008 | LR: 7.17e-05 | 1388.0ms/step | 14.4 samples/s +Step 33320/44000 | Loss: 2.8822 | LR: 7.15e-05 | 1389.6ms/step | 14.4 samples/s +Step 33330/44000 | Loss: 2.8724 | LR: 7.14e-05 | 1387.8ms/step | 14.4 samples/s +Step 33340/44000 | Loss: 2.8741 | LR: 7.13e-05 | 1392.4ms/step | 14.4 samples/s +Step 33350/44000 | Loss: 2.8850 | LR: 7.11e-05 | 1395.8ms/step | 14.3 samples/s +Step 33360/44000 | Loss: 2.8960 | LR: 7.10e-05 | 1398.4ms/step | 14.3 samples/s +Step 33370/44000 | Loss: 2.8576 | LR: 7.09e-05 | 1395.7ms/step | 14.3 samples/s +Step 33380/44000 | Loss: 2.8728 | LR: 7.08e-05 | 1397.7ms/step | 14.3 samples/s +Step 33390/44000 | Loss: 2.9030 | LR: 7.06e-05 | 1396.1ms/step | 14.3 samples/s +Step 33400/44000 | Loss: 2.8509 | LR: 7.05e-05 | 1396.4ms/step | 14.3 samples/s +Step 33410/44000 | Loss: 2.8966 | LR: 7.04e-05 | 1399.7ms/step | 14.3 samples/s +Step 33420/44000 | Loss: 2.8742 | LR: 7.03e-05 | 1398.1ms/step | 14.3 samples/s +Step 33430/44000 | Loss: 2.8727 | LR: 7.01e-05 | 1399.8ms/step | 14.3 samples/s +Step 33440/44000 | Loss: 2.9004 | LR: 7.00e-05 | 1397.9ms/step | 14.3 samples/s +Step 33450/44000 | Loss: 2.8951 | LR: 6.99e-05 | 1394.6ms/step | 14.3 samples/s +Step 33460/44000 | Loss: 2.8893 | LR: 6.98e-05 | 1393.7ms/step | 14.4 samples/s +Step 33470/44000 | Loss: 2.8793 | LR: 6.96e-05 | 1397.4ms/step | 14.3 samples/s +Step 33480/44000 | Loss: 2.8663 | LR: 6.95e-05 | 1396.6ms/step | 14.3 samples/s +Step 33490/44000 | Loss: 2.8970 | LR: 6.94e-05 | 1400.1ms/step | 14.3 samples/s +Step 33500/44000 | Loss: 2.8554 | LR: 6.93e-05 | 1400.1ms/step | 14.3 samples/s +Validation at step 33500: Loss = 2.8974, Perplexity = 18.13 +Step 33510/44000 | Loss: 2.8629 | LR: 6.91e-05 | 3603.9ms/step | 5.5 samples/s +Step 33520/44000 | Loss: 2.9003 | LR: 6.90e-05 | 1392.1ms/step | 14.4 samples/s +Step 33530/44000 | Loss: 2.8626 | LR: 6.89e-05 | 1398.1ms/step | 14.3 samples/s +Step 33540/44000 | Loss: 2.8715 | LR: 6.88e-05 | 1396.1ms/step | 14.3 samples/s +Step 33550/44000 | Loss: 2.8790 | LR: 6.86e-05 | 1391.0ms/step | 14.4 samples/s +Step 33560/44000 | Loss: 2.8587 | LR: 6.85e-05 | 1394.1ms/step | 14.3 samples/s +Step 33570/44000 | Loss: 2.8534 | LR: 6.84e-05 | 1392.2ms/step | 14.4 samples/s +Step 33580/44000 | Loss: 2.9014 | LR: 6.83e-05 | 1390.4ms/step | 14.4 samples/s +Step 33590/44000 | Loss: 2.8975 | LR: 6.81e-05 | 1392.2ms/step | 14.4 samples/s +Step 33600/44000 | Loss: 2.9036 | LR: 6.80e-05 | 1393.6ms/step | 14.4 samples/s +Step 33610/44000 | Loss: 2.8590 | LR: 6.79e-05 | 1392.2ms/step | 14.4 samples/s +Step 33620/44000 | Loss: 2.8739 | LR: 6.78e-05 | 1396.0ms/step | 14.3 samples/s +Step 33630/44000 | Loss: 2.8629 | LR: 6.76e-05 | 1394.0ms/step | 14.3 samples/s +Step 33640/44000 | Loss: 2.8756 | LR: 6.75e-05 | 1393.9ms/step | 14.3 samples/s +Step 33650/44000 | Loss: 2.8848 | LR: 6.74e-05 | 1394.4ms/step | 14.3 samples/s +Step 33660/44000 | Loss: 2.8895 | LR: 6.73e-05 | 1393.7ms/step | 14.3 samples/s +Step 33670/44000 | Loss: 2.8977 | LR: 6.71e-05 | 1395.5ms/step | 14.3 samples/s +Step 33680/44000 | Loss: 2.8828 | LR: 6.70e-05 | 1392.3ms/step | 14.4 samples/s +Step 33690/44000 | Loss: 2.8800 | LR: 6.69e-05 | 1390.0ms/step | 14.4 samples/s +Step 33700/44000 | Loss: 2.8958 | LR: 6.68e-05 | 1393.3ms/step | 14.4 samples/s +Step 33710/44000 | Loss: 2.9102 | LR: 6.66e-05 | 1392.1ms/step | 14.4 samples/s +Step 33720/44000 | Loss: 2.8877 | LR: 6.65e-05 | 1394.9ms/step | 14.3 samples/s +Step 33730/44000 | Loss: 2.8717 | LR: 6.64e-05 | 1395.8ms/step | 14.3 samples/s +Step 33740/44000 | Loss: 2.8846 | LR: 6.63e-05 | 1397.9ms/step | 14.3 samples/s +Step 33750/44000 | Loss: 2.8916 | LR: 6.61e-05 | 1398.3ms/step | 14.3 samples/s +Validation at step 33750: Loss = 2.8970, Perplexity = 18.12 +Step 33760/44000 | Loss: 2.8556 | LR: 6.60e-05 | 3596.4ms/step | 5.6 samples/s +Step 33770/44000 | Loss: 2.9047 | LR: 6.59e-05 | 1391.5ms/step | 14.4 samples/s +Step 33780/44000 | Loss: 2.9045 | LR: 6.58e-05 | 1398.1ms/step | 14.3 samples/s +Step 33790/44000 | Loss: 2.8605 | LR: 6.57e-05 | 1390.1ms/step | 14.4 samples/s +Step 33800/44000 | Loss: 2.8936 | LR: 6.55e-05 | 1393.6ms/step | 14.4 samples/s +Step 33810/44000 | Loss: 2.9115 | LR: 6.54e-05 | 1391.3ms/step | 14.4 samples/s +Step 33820/44000 | Loss: 2.8832 | LR: 6.53e-05 | 1392.9ms/step | 14.4 samples/s +Step 33830/44000 | Loss: 2.9033 | LR: 6.52e-05 | 1396.1ms/step | 14.3 samples/s +Step 33840/44000 | Loss: 2.8845 | LR: 6.50e-05 | 1394.5ms/step | 14.3 samples/s +Step 33850/44000 | Loss: 2.8951 | LR: 6.49e-05 | 1391.6ms/step | 14.4 samples/s +Step 33860/44000 | Loss: 2.8793 | LR: 6.48e-05 | 1391.9ms/step | 14.4 samples/s +Step 33870/44000 | Loss: 2.8877 | LR: 6.47e-05 | 1394.1ms/step | 14.3 samples/s +Step 33880/44000 | Loss: 2.9178 | LR: 6.46e-05 | 1395.1ms/step | 14.3 samples/s +Step 33890/44000 | Loss: 2.8764 | LR: 6.44e-05 | 1390.3ms/step | 14.4 samples/s +Step 33900/44000 | Loss: 2.9014 | LR: 6.43e-05 | 1390.3ms/step | 14.4 samples/s +Step 33910/44000 | Loss: 2.8920 | LR: 6.42e-05 | 1395.3ms/step | 14.3 samples/s +Step 33920/44000 | Loss: 2.8833 | LR: 6.41e-05 | 1388.3ms/step | 14.4 samples/s +Step 33930/44000 | Loss: 2.8423 | LR: 6.40e-05 | 1390.7ms/step | 14.4 samples/s +Step 33940/44000 | Loss: 2.8783 | LR: 6.38e-05 | 1394.0ms/step | 14.3 samples/s +Step 33950/44000 | Loss: 2.8752 | LR: 6.37e-05 | 1390.8ms/step | 14.4 samples/s +Step 33960/44000 | Loss: 2.8661 | LR: 6.36e-05 | 1392.9ms/step | 14.4 samples/s +Step 33970/44000 | Loss: 2.8727 | LR: 6.35e-05 | 1390.1ms/step | 14.4 samples/s +Step 33980/44000 | Loss: 2.9057 | LR: 6.33e-05 | 1389.4ms/step | 14.4 samples/s +Step 33990/44000 | Loss: 2.8990 | LR: 6.32e-05 | 1392.4ms/step | 14.4 samples/s +Step 34000/44000 | Loss: 2.9027 | LR: 6.31e-05 | 1394.2ms/step | 14.3 samples/s +Validation at step 34000: Loss = 2.8967, Perplexity = 18.11 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-34000 +Step 34010/44000 | Loss: 2.8801 | LR: 6.30e-05 | 3897.9ms/step | 5.1 samples/s +Step 34020/44000 | Loss: 2.8745 | LR: 6.29e-05 | 1396.4ms/step | 14.3 samples/s +Step 34030/44000 | Loss: 2.9242 | LR: 6.27e-05 | 1395.9ms/step | 14.3 samples/s +Step 34040/44000 | Loss: 2.8753 | LR: 6.26e-05 | 1395.2ms/step | 14.3 samples/s +Step 34050/44000 | Loss: 2.8746 | LR: 6.25e-05 | 1396.8ms/step | 14.3 samples/s +Step 34060/44000 | Loss: 2.8833 | LR: 6.24e-05 | 1391.9ms/step | 14.4 samples/s +Step 34070/44000 | Loss: 2.9061 | LR: 6.23e-05 | 1394.5ms/step | 14.3 samples/s +Step 34080/44000 | Loss: 2.8880 | LR: 6.21e-05 | 1389.4ms/step | 14.4 samples/s +Step 34090/44000 | Loss: 2.8715 | LR: 6.20e-05 | 1388.7ms/step | 14.4 samples/s +Step 34100/44000 | Loss: 2.8859 | LR: 6.19e-05 | 1391.3ms/step | 14.4 samples/s +Step 34110/44000 | Loss: 2.8522 | LR: 6.18e-05 | 1396.3ms/step | 14.3 samples/s +Step 34120/44000 | Loss: 2.8790 | LR: 6.17e-05 | 1397.4ms/step | 14.3 samples/s +Step 34130/44000 | Loss: 2.8831 | LR: 6.15e-05 | 1392.4ms/step | 14.4 samples/s +Step 34140/44000 | Loss: 2.8925 | LR: 6.14e-05 | 1390.2ms/step | 14.4 samples/s +Step 34150/44000 | Loss: 2.8857 | LR: 6.13e-05 | 1391.8ms/step | 14.4 samples/s +Step 34160/44000 | Loss: 2.9145 | LR: 6.12e-05 | 1388.3ms/step | 14.4 samples/s +Step 34170/44000 | Loss: 2.8922 | LR: 6.11e-05 | 1386.7ms/step | 14.4 samples/s +Step 34180/44000 | Loss: 2.8684 | LR: 6.09e-05 | 1391.3ms/step | 14.4 samples/s +Step 34190/44000 | Loss: 2.8926 | LR: 6.08e-05 | 1393.7ms/step | 14.4 samples/s +Step 34200/44000 | Loss: 2.9103 | LR: 6.07e-05 | 1394.3ms/step | 14.3 samples/s +Step 34210/44000 | Loss: 2.8897 | LR: 6.06e-05 | 1397.9ms/step | 14.3 samples/s +Step 34220/44000 | Loss: 2.8825 | LR: 6.05e-05 | 1392.2ms/step | 14.4 samples/s +Step 34230/44000 | Loss: 2.8984 | LR: 6.04e-05 | 1400.1ms/step | 14.3 samples/s +Step 34240/44000 | Loss: 2.9157 | LR: 6.02e-05 | 1399.8ms/step | 14.3 samples/s +Step 34250/44000 | Loss: 2.8936 | LR: 6.01e-05 | 1400.1ms/step | 14.3 samples/s +Validation at step 34250: Loss = 2.8964, Perplexity = 18.11 +Step 34260/44000 | Loss: 2.8909 | LR: 6.00e-05 | 3614.2ms/step | 5.5 samples/s +Step 34270/44000 | Loss: 2.8653 | LR: 5.99e-05 | 1399.7ms/step | 14.3 samples/s +Step 34280/44000 | Loss: 2.9078 | LR: 5.98e-05 | 1398.2ms/step | 14.3 samples/s +Step 34290/44000 | Loss: 2.8685 | LR: 5.96e-05 | 1398.1ms/step | 14.3 samples/s +Step 34300/44000 | Loss: 2.8663 | LR: 5.95e-05 | 1400.0ms/step | 14.3 samples/s +Step 34310/44000 | Loss: 2.8815 | LR: 5.94e-05 | 1399.8ms/step | 14.3 samples/s +Step 34320/44000 | Loss: 2.9299 | LR: 5.93e-05 | 1400.0ms/step | 14.3 samples/s +Step 34330/44000 | Loss: 2.8526 | LR: 5.92e-05 | 1400.1ms/step | 14.3 samples/s +Step 34340/44000 | Loss: 2.8547 | LR: 5.91e-05 | 1397.4ms/step | 14.3 samples/s +Step 34350/44000 | Loss: 2.8762 | LR: 5.89e-05 | 1390.4ms/step | 14.4 samples/s +Step 34360/44000 | Loss: 2.8888 | LR: 5.88e-05 | 1393.1ms/step | 14.4 samples/s +Step 34370/44000 | Loss: 2.8757 | LR: 5.87e-05 | 1386.1ms/step | 14.4 samples/s +Step 34380/44000 | Loss: 2.8757 | LR: 5.86e-05 | 1390.7ms/step | 14.4 samples/s +Step 34390/44000 | Loss: 2.8870 | LR: 5.85e-05 | 1390.3ms/step | 14.4 samples/s +Step 34400/44000 | Loss: 2.8868 | LR: 5.84e-05 | 1390.5ms/step | 14.4 samples/s +Step 34410/44000 | Loss: 2.9044 | LR: 5.82e-05 | 1393.8ms/step | 14.3 samples/s +Step 34420/44000 | Loss: 2.8828 | LR: 5.81e-05 | 1395.9ms/step | 14.3 samples/s +Step 34430/44000 | Loss: 2.8798 | LR: 5.80e-05 | 1395.5ms/step | 14.3 samples/s +Step 34440/44000 | Loss: 2.8917 | LR: 5.79e-05 | 1391.9ms/step | 14.4 samples/s +Step 34450/44000 | Loss: 2.8697 | LR: 5.78e-05 | 1393.9ms/step | 14.3 samples/s +Step 34460/44000 | Loss: 2.9007 | LR: 5.77e-05 | 1392.6ms/step | 14.4 samples/s +Step 34470/44000 | Loss: 2.8829 | LR: 5.75e-05 | 1395.8ms/step | 14.3 samples/s +Step 34480/44000 | Loss: 2.8895 | LR: 5.74e-05 | 1398.0ms/step | 14.3 samples/s +Step 34490/44000 | Loss: 2.8523 | LR: 5.73e-05 | 1399.9ms/step | 14.3 samples/s +Step 34500/44000 | Loss: 2.8989 | LR: 5.72e-05 | 1394.0ms/step | 14.3 samples/s +Validation at step 34500: Loss = 2.8961, Perplexity = 18.10 +Step 34510/44000 | Loss: 2.8807 | LR: 5.71e-05 | 3595.7ms/step | 5.6 samples/s +Step 34520/44000 | Loss: 2.8756 | LR: 5.70e-05 | 1392.5ms/step | 14.4 samples/s +Step 34530/44000 | Loss: 2.8653 | LR: 5.69e-05 | 1392.0ms/step | 14.4 samples/s +Step 34540/44000 | Loss: 2.8854 | LR: 5.67e-05 | 1394.1ms/step | 14.3 samples/s +Step 34550/44000 | Loss: 2.9043 | LR: 5.66e-05 | 1397.9ms/step | 14.3 samples/s +Step 34560/44000 | Loss: 2.8527 | LR: 5.65e-05 | 1396.1ms/step | 14.3 samples/s +Step 34570/44000 | Loss: 2.8705 | LR: 5.64e-05 | 1395.9ms/step | 14.3 samples/s +Step 34580/44000 | Loss: 2.8633 | LR: 5.63e-05 | 1396.1ms/step | 14.3 samples/s +Step 34590/44000 | Loss: 2.8758 | LR: 5.62e-05 | 1395.8ms/step | 14.3 samples/s +Step 34600/44000 | Loss: 2.8865 | LR: 5.60e-05 | 1392.1ms/step | 14.4 samples/s +Step 34610/44000 | Loss: 2.8885 | LR: 5.59e-05 | 1396.3ms/step | 14.3 samples/s +Step 34620/44000 | Loss: 2.8836 | LR: 5.58e-05 | 1400.1ms/step | 14.3 samples/s +Step 34630/44000 | Loss: 2.8707 | LR: 5.57e-05 | 1399.6ms/step | 14.3 samples/s +Step 34640/44000 | Loss: 2.8799 | LR: 5.56e-05 | 1400.2ms/step | 14.3 samples/s +Step 34650/44000 | Loss: 2.8937 | LR: 5.55e-05 | 1398.0ms/step | 14.3 samples/s +Step 34660/44000 | Loss: 2.9005 | LR: 5.54e-05 | 1396.9ms/step | 14.3 samples/s +Step 34670/44000 | Loss: 2.8515 | LR: 5.52e-05 | 1392.1ms/step | 14.4 samples/s +Step 34680/44000 | Loss: 2.8839 | LR: 5.51e-05 | 1396.6ms/step | 14.3 samples/s +Step 34690/44000 | Loss: 2.8675 | LR: 5.50e-05 | 1395.2ms/step | 14.3 samples/s +Step 34700/44000 | Loss: 2.8584 | LR: 5.49e-05 | 1394.5ms/step | 14.3 samples/s +Step 34710/44000 | Loss: 2.8949 | LR: 5.48e-05 | 1394.2ms/step | 14.3 samples/s +Step 34720/44000 | Loss: 2.8691 | LR: 5.47e-05 | 1392.4ms/step | 14.4 samples/s +Step 34730/44000 | Loss: 2.8960 | LR: 5.46e-05 | 1396.0ms/step | 14.3 samples/s +Step 34740/44000 | Loss: 2.8692 | LR: 5.45e-05 | 1395.8ms/step | 14.3 samples/s +Step 34750/44000 | Loss: 2.8783 | LR: 5.43e-05 | 1398.5ms/step | 14.3 samples/s +Validation at step 34750: Loss = 2.8958, Perplexity = 18.10 +Step 34760/44000 | Loss: 2.8644 | LR: 5.42e-05 | 3594.2ms/step | 5.6 samples/s +Step 34770/44000 | Loss: 2.8719 | LR: 5.41e-05 | 1388.4ms/step | 14.4 samples/s +Step 34780/44000 | Loss: 2.9099 | LR: 5.40e-05 | 1389.4ms/step | 14.4 samples/s +Step 34790/44000 | Loss: 2.9059 | LR: 5.39e-05 | 1392.0ms/step | 14.4 samples/s +Step 34800/44000 | Loss: 2.8855 | LR: 5.38e-05 | 1393.4ms/step | 14.4 samples/s +Step 34810/44000 | Loss: 2.9027 | LR: 5.37e-05 | 1391.6ms/step | 14.4 samples/s +Step 34820/44000 | Loss: 2.8819 | LR: 5.36e-05 | 1391.1ms/step | 14.4 samples/s +Step 34830/44000 | Loss: 2.8808 | LR: 5.34e-05 | 1394.1ms/step | 14.3 samples/s +Step 34840/44000 | Loss: 2.8900 | LR: 5.33e-05 | 1393.8ms/step | 14.3 samples/s +Step 34850/44000 | Loss: 2.8991 | LR: 5.32e-05 | 1395.4ms/step | 14.3 samples/s +Step 34860/44000 | Loss: 2.8909 | LR: 5.31e-05 | 1394.6ms/step | 14.3 samples/s +Step 34870/44000 | Loss: 2.8718 | LR: 5.30e-05 | 1389.6ms/step | 14.4 samples/s +Step 34880/44000 | Loss: 2.8790 | LR: 5.29e-05 | 1390.5ms/step | 14.4 samples/s +Step 34890/44000 | Loss: 2.8741 | LR: 5.28e-05 | 1389.9ms/step | 14.4 samples/s +Step 34900/44000 | Loss: 2.8921 | LR: 5.27e-05 | 1390.3ms/step | 14.4 samples/s +Step 34910/44000 | Loss: 2.8895 | LR: 5.25e-05 | 1397.5ms/step | 14.3 samples/s +Step 34920/44000 | Loss: 2.8749 | LR: 5.24e-05 | 1393.7ms/step | 14.4 samples/s +Step 34930/44000 | Loss: 2.8632 | LR: 5.23e-05 | 1394.8ms/step | 14.3 samples/s +Step 34940/44000 | Loss: 2.8363 | LR: 5.22e-05 | 1399.9ms/step | 14.3 samples/s +Step 34950/44000 | Loss: 2.8945 | LR: 5.21e-05 | 1397.8ms/step | 14.3 samples/s +Step 34960/44000 | Loss: 2.8855 | LR: 5.20e-05 | 1394.2ms/step | 14.3 samples/s +Step 34970/44000 | Loss: 2.8650 | LR: 5.19e-05 | 1394.0ms/step | 14.3 samples/s +Step 34980/44000 | Loss: 2.8875 | LR: 5.18e-05 | 1387.9ms/step | 14.4 samples/s +Step 34990/44000 | Loss: 2.8923 | LR: 5.17e-05 | 1393.9ms/step | 14.3 samples/s +Step 35000/44000 | Loss: 2.8600 | LR: 5.15e-05 | 1389.7ms/step | 14.4 samples/s +Validation at step 35000: Loss = 2.8955, Perplexity = 18.09 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-35000 +Step 35010/44000 | Loss: 2.8840 | LR: 5.14e-05 | 3893.8ms/step | 5.1 samples/s +Step 35020/44000 | Loss: 2.8526 | LR: 5.13e-05 | 1391.9ms/step | 14.4 samples/s +Step 35030/44000 | Loss: 2.8612 | LR: 5.12e-05 | 1392.9ms/step | 14.4 samples/s +Step 35040/44000 | Loss: 2.8717 | LR: 5.11e-05 | 1393.2ms/step | 14.4 samples/s +Step 35050/44000 | Loss: 2.8630 | LR: 5.10e-05 | 1392.8ms/step | 14.4 samples/s +Step 35060/44000 | Loss: 2.8742 | LR: 5.09e-05 | 1395.1ms/step | 14.3 samples/s +Step 35070/44000 | Loss: 2.8422 | LR: 5.08e-05 | 1393.0ms/step | 14.4 samples/s +Step 35080/44000 | Loss: 2.8778 | LR: 5.07e-05 | 1395.8ms/step | 14.3 samples/s +Step 35090/44000 | Loss: 2.8660 | LR: 5.06e-05 | 1393.9ms/step | 14.3 samples/s +Step 35100/44000 | Loss: 2.9079 | LR: 5.04e-05 | 1398.1ms/step | 14.3 samples/s +Step 35110/44000 | Loss: 2.8705 | LR: 5.03e-05 | 1398.1ms/step | 14.3 samples/s +Step 35120/44000 | Loss: 2.8871 | LR: 5.02e-05 | 1397.7ms/step | 14.3 samples/s +Step 35130/44000 | Loss: 2.8840 | LR: 5.01e-05 | 1400.0ms/step | 14.3 samples/s +Step 35140/44000 | Loss: 2.8528 | LR: 5.00e-05 | 1391.9ms/step | 14.4 samples/s +Step 35150/44000 | Loss: 2.8924 | LR: 4.99e-05 | 1389.7ms/step | 14.4 samples/s +Step 35160/44000 | Loss: 2.9133 | LR: 4.98e-05 | 1388.4ms/step | 14.4 samples/s +Step 35170/44000 | Loss: 2.8905 | LR: 4.97e-05 | 1388.3ms/step | 14.4 samples/s +Step 35180/44000 | Loss: 2.8975 | LR: 4.96e-05 | 1390.1ms/step | 14.4 samples/s +Step 35190/44000 | Loss: 2.8642 | LR: 4.95e-05 | 1394.1ms/step | 14.3 samples/s +Step 35200/44000 | Loss: 2.8948 | LR: 4.94e-05 | 1395.7ms/step | 14.3 samples/s +Step 35210/44000 | Loss: 2.8932 | LR: 4.93e-05 | 1394.1ms/step | 14.3 samples/s +Step 35220/44000 | Loss: 2.8702 | LR: 4.91e-05 | 1397.2ms/step | 14.3 samples/s +Step 35230/44000 | Loss: 2.8776 | LR: 4.90e-05 | 1392.7ms/step | 14.4 samples/s +Step 35240/44000 | Loss: 2.8671 | LR: 4.89e-05 | 1389.8ms/step | 14.4 samples/s +Step 35250/44000 | Loss: 2.9141 | LR: 4.88e-05 | 1390.0ms/step | 14.4 samples/s +Validation at step 35250: Loss = 2.8953, Perplexity = 18.09 +Step 35260/44000 | Loss: 2.8711 | LR: 4.87e-05 | 3595.8ms/step | 5.6 samples/s +Step 35270/44000 | Loss: 2.9026 | LR: 4.86e-05 | 1393.2ms/step | 14.4 samples/s +Step 35280/44000 | Loss: 2.8588 | LR: 4.85e-05 | 1395.3ms/step | 14.3 samples/s +Step 35290/44000 | Loss: 2.8671 | LR: 4.84e-05 | 1398.1ms/step | 14.3 samples/s +Step 35300/44000 | Loss: 2.8693 | LR: 4.83e-05 | 1397.9ms/step | 14.3 samples/s +Step 35310/44000 | Loss: 2.8892 | LR: 4.82e-05 | 1391.9ms/step | 14.4 samples/s +Step 35320/44000 | Loss: 2.8518 | LR: 4.81e-05 | 1389.8ms/step | 14.4 samples/s +Step 35330/44000 | Loss: 2.8866 | LR: 4.80e-05 | 1390.5ms/step | 14.4 samples/s +Step 35340/44000 | Loss: 2.8819 | LR: 4.79e-05 | 1395.9ms/step | 14.3 samples/s +Step 35350/44000 | Loss: 2.9096 | LR: 4.77e-05 | 1393.4ms/step | 14.4 samples/s +Step 35360/44000 | Loss: 2.8648 | LR: 4.76e-05 | 1391.5ms/step | 14.4 samples/s +Step 35370/44000 | Loss: 2.8757 | LR: 4.75e-05 | 1393.2ms/step | 14.4 samples/s +Step 35380/44000 | Loss: 2.8630 | LR: 4.74e-05 | 1390.0ms/step | 14.4 samples/s +Step 35390/44000 | Loss: 2.8704 | LR: 4.73e-05 | 1393.8ms/step | 14.3 samples/s +Step 35400/44000 | Loss: 2.8581 | LR: 4.72e-05 | 1395.8ms/step | 14.3 samples/s +Step 35410/44000 | Loss: 2.8922 | LR: 4.71e-05 | 1396.4ms/step | 14.3 samples/s +Step 35420/44000 | Loss: 2.8617 | LR: 4.70e-05 | 1397.9ms/step | 14.3 samples/s +Step 35430/44000 | Loss: 2.9219 | LR: 4.69e-05 | 1397.9ms/step | 14.3 samples/s +Step 35440/44000 | Loss: 2.9016 | LR: 4.68e-05 | 1392.4ms/step | 14.4 samples/s +Step 35450/44000 | Loss: 2.8842 | LR: 4.67e-05 | 1399.9ms/step | 14.3 samples/s +Step 35460/44000 | Loss: 2.9038 | LR: 4.66e-05 | 1399.9ms/step | 14.3 samples/s +Step 35470/44000 | Loss: 2.8761 | LR: 4.65e-05 | 1394.0ms/step | 14.3 samples/s +Step 35480/44000 | Loss: 2.8860 | LR: 4.64e-05 | 1395.8ms/step | 14.3 samples/s +Step 35490/44000 | Loss: 2.8899 | LR: 4.63e-05 | 1399.9ms/step | 14.3 samples/s +Step 35500/44000 | Loss: 2.8626 | LR: 4.62e-05 | 1400.4ms/step | 14.3 samples/s +Validation at step 35500: Loss = 2.8951, Perplexity = 18.09 +Step 35510/44000 | Loss: 2.8751 | LR: 4.61e-05 | 3619.9ms/step | 5.5 samples/s +Step 35520/44000 | Loss: 2.8832 | LR: 4.59e-05 | 1400.1ms/step | 14.3 samples/s +Step 35530/44000 | Loss: 2.8828 | LR: 4.58e-05 | 1400.2ms/step | 14.3 samples/s +Step 35540/44000 | Loss: 2.9015 | LR: 4.57e-05 | 1399.8ms/step | 14.3 samples/s +Step 35550/44000 | Loss: 2.9030 | LR: 4.56e-05 | 1400.1ms/step | 14.3 samples/s +Step 35560/44000 | Loss: 2.8928 | LR: 4.55e-05 | 1400.0ms/step | 14.3 samples/s +Step 35570/44000 | Loss: 2.9030 | LR: 4.54e-05 | 1400.0ms/step | 14.3 samples/s +Step 35580/44000 | Loss: 2.8853 | LR: 4.53e-05 | 1400.1ms/step | 14.3 samples/s +Step 35590/44000 | Loss: 2.8952 | LR: 4.52e-05 | 1399.9ms/step | 14.3 samples/s +Step 35600/44000 | Loss: 2.8588 | LR: 4.51e-05 | 1399.6ms/step | 14.3 samples/s +Step 35610/44000 | Loss: 2.8991 | LR: 4.50e-05 | 1394.4ms/step | 14.3 samples/s +Step 35620/44000 | Loss: 2.8755 | LR: 4.49e-05 | 1391.4ms/step | 14.4 samples/s +Step 35630/44000 | Loss: 2.8867 | LR: 4.48e-05 | 1390.7ms/step | 14.4 samples/s +Step 35640/44000 | Loss: 2.8640 | LR: 4.47e-05 | 1389.9ms/step | 14.4 samples/s +Step 35650/44000 | Loss: 2.8719 | LR: 4.46e-05 | 1392.6ms/step | 14.4 samples/s +Step 35660/44000 | Loss: 2.8871 | LR: 4.45e-05 | 1393.0ms/step | 14.4 samples/s +Step 35670/44000 | Loss: 2.8765 | LR: 4.44e-05 | 1391.7ms/step | 14.4 samples/s +Step 35680/44000 | Loss: 2.8790 | LR: 4.43e-05 | 1392.5ms/step | 14.4 samples/s +Step 35690/44000 | Loss: 2.8916 | LR: 4.42e-05 | 1388.8ms/step | 14.4 samples/s +Step 35700/44000 | Loss: 2.8683 | LR: 4.41e-05 | 1386.6ms/step | 14.4 samples/s +Step 35710/44000 | Loss: 2.8832 | LR: 4.40e-05 | 1386.6ms/step | 14.4 samples/s +Step 35720/44000 | Loss: 2.8654 | LR: 4.39e-05 | 1389.3ms/step | 14.4 samples/s +Step 35730/44000 | Loss: 2.8575 | LR: 4.38e-05 | 1391.0ms/step | 14.4 samples/s +Step 35740/44000 | Loss: 2.8863 | LR: 4.37e-05 | 1392.0ms/step | 14.4 samples/s +Step 35750/44000 | Loss: 2.8681 | LR: 4.36e-05 | 1392.8ms/step | 14.4 samples/s +Validation at step 35750: Loss = 2.8949, Perplexity = 18.08 +Step 35760/44000 | Loss: 2.8980 | LR: 4.35e-05 | 3601.1ms/step | 5.6 samples/s +Step 35770/44000 | Loss: 2.8721 | LR: 4.34e-05 | 1400.1ms/step | 14.3 samples/s +Step 35780/44000 | Loss: 2.8623 | LR: 4.33e-05 | 1400.1ms/step | 14.3 samples/s +Step 35790/44000 | Loss: 2.8899 | LR: 4.32e-05 | 1392.7ms/step | 14.4 samples/s +Step 35800/44000 | Loss: 2.8977 | LR: 4.31e-05 | 1388.1ms/step | 14.4 samples/s +Step 35810/44000 | Loss: 2.8917 | LR: 4.29e-05 | 1391.4ms/step | 14.4 samples/s +Step 35820/44000 | Loss: 2.8952 | LR: 4.28e-05 | 1395.5ms/step | 14.3 samples/s +Step 35830/44000 | Loss: 2.9139 | LR: 4.27e-05 | 1393.9ms/step | 14.3 samples/s +Step 35840/44000 | Loss: 2.8739 | LR: 4.26e-05 | 1398.5ms/step | 14.3 samples/s +Step 35850/44000 | Loss: 2.8828 | LR: 4.25e-05 | 1388.6ms/step | 14.4 samples/s +Step 35860/44000 | Loss: 2.9068 | LR: 4.24e-05 | 1391.2ms/step | 14.4 samples/s +Step 35870/44000 | Loss: 2.8823 | LR: 4.23e-05 | 1396.0ms/step | 14.3 samples/s +Step 35880/44000 | Loss: 2.9001 | LR: 4.22e-05 | 1394.2ms/step | 14.3 samples/s +Step 35890/44000 | Loss: 2.8644 | LR: 4.21e-05 | 1393.9ms/step | 14.3 samples/s +Step 35900/44000 | Loss: 2.8853 | LR: 4.20e-05 | 1396.1ms/step | 14.3 samples/s +Step 35910/44000 | Loss: 2.8687 | LR: 4.19e-05 | 1398.2ms/step | 14.3 samples/s +Step 35920/44000 | Loss: 2.8838 | LR: 4.18e-05 | 1397.9ms/step | 14.3 samples/s +Step 35930/44000 | Loss: 2.8702 | LR: 4.17e-05 | 1395.9ms/step | 14.3 samples/s +Step 35940/44000 | Loss: 2.8727 | LR: 4.16e-05 | 1394.0ms/step | 14.3 samples/s +Step 35950/44000 | Loss: 2.8589 | LR: 4.15e-05 | 1393.8ms/step | 14.3 samples/s +Step 35960/44000 | Loss: 2.8622 | LR: 4.14e-05 | 1400.1ms/step | 14.3 samples/s +Step 35970/44000 | Loss: 2.8543 | LR: 4.13e-05 | 1396.1ms/step | 14.3 samples/s +Step 35980/44000 | Loss: 2.9077 | LR: 4.12e-05 | 1400.0ms/step | 14.3 samples/s +Step 35990/44000 | Loss: 2.8776 | LR: 4.11e-05 | 1399.7ms/step | 14.3 samples/s +Step 36000/44000 | Loss: 2.8784 | LR: 4.10e-05 | 1396.2ms/step | 14.3 samples/s +Validation at step 36000: Loss = 2.8948, Perplexity = 18.08 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-36000 +Step 36010/44000 | Loss: 2.8943 | LR: 4.09e-05 | 3888.0ms/step | 5.1 samples/s +Step 36020/44000 | Loss: 2.8715 | LR: 4.08e-05 | 1396.2ms/step | 14.3 samples/s +Step 36030/44000 | Loss: 2.8616 | LR: 4.07e-05 | 1395.3ms/step | 14.3 samples/s +Step 36040/44000 | Loss: 2.8681 | LR: 4.06e-05 | 1392.6ms/step | 14.4 samples/s +Step 36050/44000 | Loss: 2.8644 | LR: 4.05e-05 | 1398.2ms/step | 14.3 samples/s +Step 36060/44000 | Loss: 2.8939 | LR: 4.04e-05 | 1395.5ms/step | 14.3 samples/s +Step 36070/44000 | Loss: 2.8838 | LR: 4.03e-05 | 1394.4ms/step | 14.3 samples/s +Step 36080/44000 | Loss: 2.8990 | LR: 4.02e-05 | 1396.0ms/step | 14.3 samples/s +Step 36090/44000 | Loss: 2.9050 | LR: 4.01e-05 | 1392.0ms/step | 14.4 samples/s +Step 36100/44000 | Loss: 2.8851 | LR: 4.00e-05 | 1390.0ms/step | 14.4 samples/s +Step 36110/44000 | Loss: 2.8988 | LR: 3.99e-05 | 1389.4ms/step | 14.4 samples/s +Step 36120/44000 | Loss: 2.8852 | LR: 3.98e-05 | 1391.7ms/step | 14.4 samples/s +Step 36130/44000 | Loss: 2.8883 | LR: 3.97e-05 | 1390.8ms/step | 14.4 samples/s +Step 36140/44000 | Loss: 2.8793 | LR: 3.97e-05 | 1394.1ms/step | 14.3 samples/s +Step 36150/44000 | Loss: 2.8902 | LR: 3.96e-05 | 1395.1ms/step | 14.3 samples/s +Step 36160/44000 | Loss: 2.8827 | LR: 3.95e-05 | 1395.0ms/step | 14.3 samples/s +Step 36170/44000 | Loss: 2.8412 | LR: 3.94e-05 | 1395.8ms/step | 14.3 samples/s +Step 36180/44000 | Loss: 2.8812 | LR: 3.93e-05 | 1396.0ms/step | 14.3 samples/s +Step 36190/44000 | Loss: 2.8786 | LR: 3.92e-05 | 1398.2ms/step | 14.3 samples/s +Step 36200/44000 | Loss: 2.8718 | LR: 3.91e-05 | 1395.9ms/step | 14.3 samples/s +Step 36210/44000 | Loss: 2.8803 | LR: 3.90e-05 | 1400.2ms/step | 14.3 samples/s +Step 36220/44000 | Loss: 2.8746 | LR: 3.89e-05 | 1400.1ms/step | 14.3 samples/s +Step 36230/44000 | Loss: 2.8758 | LR: 3.88e-05 | 1399.8ms/step | 14.3 samples/s +Step 36240/44000 | Loss: 2.8861 | LR: 3.87e-05 | 1400.0ms/step | 14.3 samples/s +Step 36250/44000 | Loss: 2.9016 | LR: 3.86e-05 | 1400.0ms/step | 14.3 samples/s +Validation at step 36250: Loss = 2.8946, Perplexity = 18.08 +Step 36260/44000 | Loss: 2.8922 | LR: 3.85e-05 | 3607.9ms/step | 5.5 samples/s +Step 36270/44000 | Loss: 2.9027 | LR: 3.84e-05 | 1393.3ms/step | 14.4 samples/s +Step 36280/44000 | Loss: 2.8739 | LR: 3.83e-05 | 1386.8ms/step | 14.4 samples/s +Step 36290/44000 | Loss: 2.8887 | LR: 3.82e-05 | 1389.0ms/step | 14.4 samples/s +Step 36300/44000 | Loss: 2.8732 | LR: 3.81e-05 | 1389.2ms/step | 14.4 samples/s +Step 36310/44000 | Loss: 2.8751 | LR: 3.80e-05 | 1389.7ms/step | 14.4 samples/s +Step 36320/44000 | Loss: 2.8498 | LR: 3.79e-05 | 1394.1ms/step | 14.3 samples/s +Step 36330/44000 | Loss: 2.8676 | LR: 3.78e-05 | 1392.0ms/step | 14.4 samples/s +Step 36340/44000 | Loss: 2.8867 | LR: 3.77e-05 | 1388.3ms/step | 14.4 samples/s +Step 36350/44000 | Loss: 2.8557 | LR: 3.76e-05 | 1392.0ms/step | 14.4 samples/s +Step 36360/44000 | Loss: 2.8647 | LR: 3.75e-05 | 1395.9ms/step | 14.3 samples/s +Step 36370/44000 | Loss: 2.8748 | LR: 3.74e-05 | 1394.3ms/step | 14.3 samples/s +Step 36380/44000 | Loss: 2.8744 | LR: 3.73e-05 | 1393.3ms/step | 14.4 samples/s +Step 36390/44000 | Loss: 2.8974 | LR: 3.72e-05 | 1388.5ms/step | 14.4 samples/s +Step 36400/44000 | Loss: 2.8730 | LR: 3.71e-05 | 1395.9ms/step | 14.3 samples/s +Step 36410/44000 | Loss: 2.8837 | LR: 3.70e-05 | 1391.2ms/step | 14.4 samples/s +Step 36420/44000 | Loss: 2.8519 | LR: 3.69e-05 | 1394.4ms/step | 14.3 samples/s +Step 36430/44000 | Loss: 2.8604 | LR: 3.69e-05 | 1396.2ms/step | 14.3 samples/s +Step 36440/44000 | Loss: 2.8690 | LR: 3.68e-05 | 1392.2ms/step | 14.4 samples/s +Step 36450/44000 | Loss: 2.9103 | LR: 3.67e-05 | 1393.6ms/step | 14.4 samples/s +Step 36460/44000 | Loss: 2.8843 | LR: 3.66e-05 | 1388.4ms/step | 14.4 samples/s +Step 36470/44000 | Loss: 2.8584 | LR: 3.65e-05 | 1389.0ms/step | 14.4 samples/s +Step 36480/44000 | Loss: 2.8819 | LR: 3.64e-05 | 1388.5ms/step | 14.4 samples/s +Step 36490/44000 | Loss: 2.9046 | LR: 3.63e-05 | 1387.6ms/step | 14.4 samples/s +Step 36500/44000 | Loss: 2.8538 | LR: 3.62e-05 | 1388.8ms/step | 14.4 samples/s +Validation at step 36500: Loss = 2.8944, Perplexity = 18.07 +Step 36510/44000 | Loss: 2.8931 | LR: 3.61e-05 | 3590.2ms/step | 5.6 samples/s +Step 36520/44000 | Loss: 2.8672 | LR: 3.60e-05 | 1394.2ms/step | 14.3 samples/s +Step 36530/44000 | Loss: 2.8762 | LR: 3.59e-05 | 1392.8ms/step | 14.4 samples/s +Step 36540/44000 | Loss: 2.8621 | LR: 3.58e-05 | 1389.2ms/step | 14.4 samples/s +Step 36550/44000 | Loss: 2.8717 | LR: 3.57e-05 | 1389.0ms/step | 14.4 samples/s +Step 36560/44000 | Loss: 2.8916 | LR: 3.56e-05 | 1392.5ms/step | 14.4 samples/s +Step 36570/44000 | Loss: 2.8530 | LR: 3.55e-05 | 1395.4ms/step | 14.3 samples/s +Step 36580/44000 | Loss: 2.8700 | LR: 3.54e-05 | 1392.6ms/step | 14.4 samples/s +Step 36590/44000 | Loss: 2.8812 | LR: 3.53e-05 | 1390.2ms/step | 14.4 samples/s +Step 36600/44000 | Loss: 2.8524 | LR: 3.53e-05 | 1396.2ms/step | 14.3 samples/s +Step 36610/44000 | Loss: 2.8746 | LR: 3.52e-05 | 1391.8ms/step | 14.4 samples/s +Step 36620/44000 | Loss: 2.8659 | LR: 3.51e-05 | 1392.5ms/step | 14.4 samples/s +Step 36630/44000 | Loss: 2.8808 | LR: 3.50e-05 | 1397.8ms/step | 14.3 samples/s +Step 36640/44000 | Loss: 2.8791 | LR: 3.49e-05 | 1393.8ms/step | 14.3 samples/s +Step 36650/44000 | Loss: 2.8747 | LR: 3.48e-05 | 1392.1ms/step | 14.4 samples/s +Step 36660/44000 | Loss: 2.8669 | LR: 3.47e-05 | 1392.4ms/step | 14.4 samples/s +Step 36670/44000 | Loss: 2.9064 | LR: 3.46e-05 | 1396.9ms/step | 14.3 samples/s +Step 36680/44000 | Loss: 2.8939 | LR: 3.45e-05 | 1398.5ms/step | 14.3 samples/s +Step 36690/44000 | Loss: 2.8712 | LR: 3.44e-05 | 1392.2ms/step | 14.4 samples/s +Step 36700/44000 | Loss: 2.8716 | LR: 3.43e-05 | 1388.9ms/step | 14.4 samples/s +Step 36710/44000 | Loss: 2.8642 | LR: 3.42e-05 | 1387.2ms/step | 14.4 samples/s +Step 36720/44000 | Loss: 2.8773 | LR: 3.41e-05 | 1389.9ms/step | 14.4 samples/s +Step 36730/44000 | Loss: 2.8680 | LR: 3.41e-05 | 1398.2ms/step | 14.3 samples/s +Step 36740/44000 | Loss: 2.8917 | LR: 3.40e-05 | 1400.1ms/step | 14.3 samples/s +Step 36750/44000 | Loss: 2.8628 | LR: 3.39e-05 | 1400.0ms/step | 14.3 samples/s +Validation at step 36750: Loss = 2.8943, Perplexity = 18.07 +Step 36760/44000 | Loss: 2.8687 | LR: 3.38e-05 | 3622.0ms/step | 5.5 samples/s +Step 36770/44000 | Loss: 2.8813 | LR: 3.37e-05 | 1400.0ms/step | 14.3 samples/s +Step 36780/44000 | Loss: 2.8900 | LR: 3.36e-05 | 1400.0ms/step | 14.3 samples/s +Step 36790/44000 | Loss: 2.8868 | LR: 3.35e-05 | 1400.0ms/step | 14.3 samples/s +Step 36800/44000 | Loss: 2.8787 | LR: 3.34e-05 | 1399.9ms/step | 14.3 samples/s +Step 36810/44000 | Loss: 2.8734 | LR: 3.33e-05 | 1400.3ms/step | 14.3 samples/s +Step 36820/44000 | Loss: 2.8732 | LR: 3.32e-05 | 1399.8ms/step | 14.3 samples/s +Step 36830/44000 | Loss: 2.8745 | LR: 3.31e-05 | 1397.9ms/step | 14.3 samples/s +Step 36840/44000 | Loss: 2.8797 | LR: 3.31e-05 | 1398.1ms/step | 14.3 samples/s +Step 36850/44000 | Loss: 2.8801 | LR: 3.30e-05 | 1395.3ms/step | 14.3 samples/s +Step 36860/44000 | Loss: 2.8612 | LR: 3.29e-05 | 1391.7ms/step | 14.4 samples/s +Step 36870/44000 | Loss: 2.8825 | LR: 3.28e-05 | 1392.9ms/step | 14.4 samples/s +Step 36880/44000 | Loss: 2.8544 | LR: 3.27e-05 | 1396.3ms/step | 14.3 samples/s +Step 36890/44000 | Loss: 2.8517 | LR: 3.26e-05 | 1395.9ms/step | 14.3 samples/s +Step 36900/44000 | Loss: 2.8560 | LR: 3.25e-05 | 1400.1ms/step | 14.3 samples/s +Step 36910/44000 | Loss: 2.8728 | LR: 3.24e-05 | 1399.8ms/step | 14.3 samples/s +Step 36920/44000 | Loss: 2.8722 | LR: 3.23e-05 | 1400.0ms/step | 14.3 samples/s +Step 36930/44000 | Loss: 2.8496 | LR: 3.22e-05 | 1396.3ms/step | 14.3 samples/s +Step 36940/44000 | Loss: 2.8903 | LR: 3.22e-05 | 1391.9ms/step | 14.4 samples/s +Step 36950/44000 | Loss: 2.8852 | LR: 3.21e-05 | 1388.8ms/step | 14.4 samples/s +Step 36960/44000 | Loss: 2.8668 | LR: 3.20e-05 | 1389.0ms/step | 14.4 samples/s +Step 36970/44000 | Loss: 2.8501 | LR: 3.19e-05 | 1391.5ms/step | 14.4 samples/s +Step 36980/44000 | Loss: 2.8721 | LR: 3.18e-05 | 1388.2ms/step | 14.4 samples/s +Step 36990/44000 | Loss: 2.8829 | LR: 3.17e-05 | 1389.9ms/step | 14.4 samples/s +Step 37000/44000 | Loss: 2.8929 | LR: 3.16e-05 | 1390.0ms/step | 14.4 samples/s +Validation at step 37000: Loss = 2.8943, Perplexity = 18.07 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-37000 +Step 37010/44000 | Loss: 2.8915 | LR: 3.15e-05 | 3892.5ms/step | 5.1 samples/s +Step 37020/44000 | Loss: 2.9278 | LR: 3.15e-05 | 1392.4ms/step | 14.4 samples/s +Step 37030/44000 | Loss: 2.8947 | LR: 3.14e-05 | 1389.5ms/step | 14.4 samples/s +Step 37040/44000 | Loss: 2.8916 | LR: 3.13e-05 | 1392.5ms/step | 14.4 samples/s +Step 37050/44000 | Loss: 2.8829 | LR: 3.12e-05 | 1391.3ms/step | 14.4 samples/s +Step 37060/44000 | Loss: 2.8507 | LR: 3.11e-05 | 1397.4ms/step | 14.3 samples/s +Step 37070/44000 | Loss: 2.8812 | LR: 3.10e-05 | 1394.8ms/step | 14.3 samples/s +Step 37080/44000 | Loss: 2.9116 | LR: 3.09e-05 | 1392.4ms/step | 14.4 samples/s +Step 37090/44000 | Loss: 2.8906 | LR: 3.08e-05 | 1393.8ms/step | 14.3 samples/s +Step 37100/44000 | Loss: 2.8739 | LR: 3.07e-05 | 1391.6ms/step | 14.4 samples/s +Step 37110/44000 | Loss: 2.8675 | LR: 3.07e-05 | 1391.7ms/step | 14.4 samples/s +Step 37120/44000 | Loss: 2.8901 | LR: 3.06e-05 | 1389.8ms/step | 14.4 samples/s +Step 37130/44000 | Loss: 2.8828 | LR: 3.05e-05 | 1390.8ms/step | 14.4 samples/s +Step 37140/44000 | Loss: 2.8754 | LR: 3.04e-05 | 1398.3ms/step | 14.3 samples/s +Step 37150/44000 | Loss: 2.8377 | LR: 3.03e-05 | 1395.8ms/step | 14.3 samples/s +Step 37160/44000 | Loss: 2.8882 | LR: 3.02e-05 | 1398.1ms/step | 14.3 samples/s +Step 37170/44000 | Loss: 2.9205 | LR: 3.01e-05 | 1399.7ms/step | 14.3 samples/s +Step 37180/44000 | Loss: 2.8722 | LR: 3.01e-05 | 1394.1ms/step | 14.3 samples/s +Step 37190/44000 | Loss: 2.8757 | LR: 3.00e-05 | 1391.7ms/step | 14.4 samples/s +Step 37200/44000 | Loss: 2.8807 | LR: 2.99e-05 | 1391.6ms/step | 14.4 samples/s +Step 37210/44000 | Loss: 2.8952 | LR: 2.98e-05 | 1391.8ms/step | 14.4 samples/s +Step 37220/44000 | Loss: 2.8762 | LR: 2.97e-05 | 1393.0ms/step | 14.4 samples/s +Step 37230/44000 | Loss: 2.9043 | LR: 2.96e-05 | 1391.0ms/step | 14.4 samples/s +Step 37240/44000 | Loss: 2.8811 | LR: 2.95e-05 | 1390.9ms/step | 14.4 samples/s +Step 37250/44000 | Loss: 2.8719 | LR: 2.95e-05 | 1395.8ms/step | 14.3 samples/s +Validation at step 37250: Loss = 2.8941, Perplexity = 18.07 +Step 37260/44000 | Loss: 2.8855 | LR: 2.94e-05 | 3598.3ms/step | 5.6 samples/s +Step 37270/44000 | Loss: 2.8973 | LR: 2.93e-05 | 1399.2ms/step | 14.3 samples/s +Step 37280/44000 | Loss: 2.8780 | LR: 2.92e-05 | 1399.0ms/step | 14.3 samples/s +Step 37290/44000 | Loss: 2.8875 | LR: 2.91e-05 | 1397.8ms/step | 14.3 samples/s +Step 37300/44000 | Loss: 2.8728 | LR: 2.90e-05 | 1398.2ms/step | 14.3 samples/s +Step 37310/44000 | Loss: 2.8751 | LR: 2.89e-05 | 1398.2ms/step | 14.3 samples/s +Step 37320/44000 | Loss: 2.8797 | LR: 2.89e-05 | 1397.7ms/step | 14.3 samples/s +Step 37330/44000 | Loss: 2.9042 | LR: 2.88e-05 | 1390.9ms/step | 14.4 samples/s +Step 37340/44000 | Loss: 2.8768 | LR: 2.87e-05 | 1389.3ms/step | 14.4 samples/s +Step 37350/44000 | Loss: 2.8966 | LR: 2.86e-05 | 1390.2ms/step | 14.4 samples/s +Step 37360/44000 | Loss: 2.8816 | LR: 2.85e-05 | 1389.6ms/step | 14.4 samples/s +Step 37370/44000 | Loss: 2.8847 | LR: 2.84e-05 | 1391.3ms/step | 14.4 samples/s +Step 37380/44000 | Loss: 2.8653 | LR: 2.84e-05 | 1390.9ms/step | 14.4 samples/s +Step 37390/44000 | Loss: 2.8646 | LR: 2.83e-05 | 1391.8ms/step | 14.4 samples/s +Step 37400/44000 | Loss: 2.8674 | LR: 2.82e-05 | 1390.0ms/step | 14.4 samples/s +Step 37410/44000 | Loss: 2.8634 | LR: 2.81e-05 | 1390.1ms/step | 14.4 samples/s +Step 37420/44000 | Loss: 2.8915 | LR: 2.80e-05 | 1390.2ms/step | 14.4 samples/s +Step 37430/44000 | Loss: 2.8539 | LR: 2.79e-05 | 1393.7ms/step | 14.4 samples/s +Step 37440/44000 | Loss: 2.8660 | LR: 2.78e-05 | 1391.3ms/step | 14.4 samples/s +Step 37450/44000 | Loss: 2.8807 | LR: 2.78e-05 | 1391.2ms/step | 14.4 samples/s +Step 37460/44000 | Loss: 2.8954 | LR: 2.77e-05 | 1390.7ms/step | 14.4 samples/s +Step 37470/44000 | Loss: 2.8780 | LR: 2.76e-05 | 1391.1ms/step | 14.4 samples/s +Step 37480/44000 | Loss: 2.8897 | LR: 2.75e-05 | 1391.9ms/step | 14.4 samples/s +Step 37490/44000 | Loss: 2.8737 | LR: 2.74e-05 | 1391.9ms/step | 14.4 samples/s +Step 37500/44000 | Loss: 2.8790 | LR: 2.74e-05 | 1392.2ms/step | 14.4 samples/s +Validation at step 37500: Loss = 2.8940, Perplexity = 18.07 +Step 37510/44000 | Loss: 2.8988 | LR: 2.73e-05 | 3593.7ms/step | 5.6 samples/s +Step 37520/44000 | Loss: 2.8529 | LR: 2.72e-05 | 1390.4ms/step | 14.4 samples/s +Step 37530/44000 | Loss: 2.9197 | LR: 2.71e-05 | 1398.0ms/step | 14.3 samples/s +Step 37540/44000 | Loss: 2.8877 | LR: 2.70e-05 | 1399.6ms/step | 14.3 samples/s +Step 37550/44000 | Loss: 2.8795 | LR: 2.69e-05 | 1398.3ms/step | 14.3 samples/s +Step 37560/44000 | Loss: 2.8978 | LR: 2.69e-05 | 1398.0ms/step | 14.3 samples/s +Step 37570/44000 | Loss: 2.8773 | LR: 2.68e-05 | 1392.0ms/step | 14.4 samples/s +Step 37580/44000 | Loss: 2.8697 | LR: 2.67e-05 | 1396.1ms/step | 14.3 samples/s +Step 37590/44000 | Loss: 2.8709 | LR: 2.66e-05 | 1393.9ms/step | 14.3 samples/s +Step 37600/44000 | Loss: 2.8761 | LR: 2.65e-05 | 1391.5ms/step | 14.4 samples/s +Step 37610/44000 | Loss: 2.8666 | LR: 2.65e-05 | 1388.6ms/step | 14.4 samples/s +Step 37620/44000 | Loss: 2.8914 | LR: 2.64e-05 | 1393.3ms/step | 14.4 samples/s +Step 37630/44000 | Loss: 2.8449 | LR: 2.63e-05 | 1390.5ms/step | 14.4 samples/s +Step 37640/44000 | Loss: 2.8939 | LR: 2.62e-05 | 1397.8ms/step | 14.3 samples/s +Step 37650/44000 | Loss: 2.8652 | LR: 2.61e-05 | 1391.3ms/step | 14.4 samples/s +Step 37660/44000 | Loss: 2.9039 | LR: 2.60e-05 | 1395.0ms/step | 14.3 samples/s +Step 37670/44000 | Loss: 2.8837 | LR: 2.60e-05 | 1396.0ms/step | 14.3 samples/s +Step 37680/44000 | Loss: 2.8958 | LR: 2.59e-05 | 1394.1ms/step | 14.3 samples/s +Step 37690/44000 | Loss: 2.8725 | LR: 2.58e-05 | 1395.6ms/step | 14.3 samples/s +Step 37700/44000 | Loss: 2.8681 | LR: 2.57e-05 | 1394.6ms/step | 14.3 samples/s +Step 37710/44000 | Loss: 2.8604 | LR: 2.56e-05 | 1399.8ms/step | 14.3 samples/s +Step 37720/44000 | Loss: 2.8948 | LR: 2.56e-05 | 1398.2ms/step | 14.3 samples/s +Step 37730/44000 | Loss: 2.8676 | LR: 2.55e-05 | 1399.9ms/step | 14.3 samples/s +Step 37740/44000 | Loss: 2.8778 | LR: 2.54e-05 | 1393.0ms/step | 14.4 samples/s +Step 37750/44000 | Loss: 2.8615 | LR: 2.53e-05 | 1393.4ms/step | 14.4 samples/s +Validation at step 37750: Loss = 2.8940, Perplexity = 18.06 +Step 37760/44000 | Loss: 2.8836 | LR: 2.52e-05 | 3597.2ms/step | 5.6 samples/s +Step 37770/44000 | Loss: 2.8589 | LR: 2.52e-05 | 1396.1ms/step | 14.3 samples/s +Step 37780/44000 | Loss: 2.8643 | LR: 2.51e-05 | 1396.4ms/step | 14.3 samples/s +Step 37790/44000 | Loss: 2.8996 | LR: 2.50e-05 | 1397.6ms/step | 14.3 samples/s +Step 37800/44000 | Loss: 2.8699 | LR: 2.49e-05 | 1398.2ms/step | 14.3 samples/s +Step 37810/44000 | Loss: 2.8443 | LR: 2.48e-05 | 1396.8ms/step | 14.3 samples/s +Step 37820/44000 | Loss: 2.9005 | LR: 2.48e-05 | 1391.5ms/step | 14.4 samples/s +Step 37830/44000 | Loss: 2.9011 | LR: 2.47e-05 | 1393.6ms/step | 14.4 samples/s +Step 37840/44000 | Loss: 2.8860 | LR: 2.46e-05 | 1392.2ms/step | 14.4 samples/s +Step 37850/44000 | Loss: 2.8651 | LR: 2.45e-05 | 1392.5ms/step | 14.4 samples/s +Step 37860/44000 | Loss: 2.8459 | LR: 2.45e-05 | 1391.5ms/step | 14.4 samples/s +Step 37870/44000 | Loss: 2.8694 | LR: 2.44e-05 | 1396.1ms/step | 14.3 samples/s +Step 37880/44000 | Loss: 2.8665 | LR: 2.43e-05 | 1397.8ms/step | 14.3 samples/s +Step 37890/44000 | Loss: 2.8912 | LR: 2.42e-05 | 1394.3ms/step | 14.3 samples/s +Step 37900/44000 | Loss: 2.8931 | LR: 2.41e-05 | 1394.0ms/step | 14.3 samples/s +Step 37910/44000 | Loss: 2.8781 | LR: 2.41e-05 | 1396.0ms/step | 14.3 samples/s +Step 37920/44000 | Loss: 2.8987 | LR: 2.40e-05 | 1398.2ms/step | 14.3 samples/s +Step 37930/44000 | Loss: 2.8746 | LR: 2.39e-05 | 1397.7ms/step | 14.3 samples/s +Step 37940/44000 | Loss: 2.8860 | LR: 2.38e-05 | 1398.0ms/step | 14.3 samples/s +Step 37950/44000 | Loss: 2.9020 | LR: 2.38e-05 | 1400.3ms/step | 14.3 samples/s +Step 37960/44000 | Loss: 2.9190 | LR: 2.37e-05 | 1398.0ms/step | 14.3 samples/s +Step 37970/44000 | Loss: 2.8759 | LR: 2.36e-05 | 1395.9ms/step | 14.3 samples/s +Step 37980/44000 | Loss: 2.9072 | LR: 2.35e-05 | 1393.9ms/step | 14.3 samples/s +Step 37990/44000 | Loss: 2.8758 | LR: 2.34e-05 | 1400.1ms/step | 14.3 samples/s +Step 38000/44000 | Loss: 2.8794 | LR: 2.34e-05 | 1400.0ms/step | 14.3 samples/s +Validation at step 38000: Loss = 2.8939, Perplexity = 18.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-38000 +Step 38010/44000 | Loss: 2.8315 | LR: 2.33e-05 | 3917.9ms/step | 5.1 samples/s +Step 38020/44000 | Loss: 2.8650 | LR: 2.32e-05 | 1400.2ms/step | 14.3 samples/s +Step 38030/44000 | Loss: 2.8317 | LR: 2.31e-05 | 1400.0ms/step | 14.3 samples/s +Step 38040/44000 | Loss: 2.9031 | LR: 2.31e-05 | 1400.0ms/step | 14.3 samples/s +Step 38050/44000 | Loss: 2.8871 | LR: 2.30e-05 | 1400.0ms/step | 14.3 samples/s +Step 38060/44000 | Loss: 2.8908 | LR: 2.29e-05 | 1400.2ms/step | 14.3 samples/s +Step 38070/44000 | Loss: 2.8640 | LR: 2.28e-05 | 1399.8ms/step | 14.3 samples/s +Step 38080/44000 | Loss: 2.8793 | LR: 2.28e-05 | 1400.0ms/step | 14.3 samples/s +Step 38090/44000 | Loss: 2.8903 | LR: 2.27e-05 | 1397.8ms/step | 14.3 samples/s +Step 38100/44000 | Loss: 2.8746 | LR: 2.26e-05 | 1390.2ms/step | 14.4 samples/s +Step 38110/44000 | Loss: 2.8834 | LR: 2.25e-05 | 1391.3ms/step | 14.4 samples/s +Step 38120/44000 | Loss: 2.8950 | LR: 2.25e-05 | 1390.2ms/step | 14.4 samples/s +Step 38130/44000 | Loss: 2.8706 | LR: 2.24e-05 | 1388.7ms/step | 14.4 samples/s +Step 38140/44000 | Loss: 2.8970 | LR: 2.23e-05 | 1391.1ms/step | 14.4 samples/s +Step 38150/44000 | Loss: 2.9153 | LR: 2.22e-05 | 1387.5ms/step | 14.4 samples/s +Step 38160/44000 | Loss: 2.9194 | LR: 2.22e-05 | 1392.1ms/step | 14.4 samples/s +Step 38170/44000 | Loss: 2.8834 | LR: 2.21e-05 | 1393.3ms/step | 14.4 samples/s +Step 38180/44000 | Loss: 2.9124 | LR: 2.20e-05 | 1391.2ms/step | 14.4 samples/s +Step 38190/44000 | Loss: 2.8530 | LR: 2.19e-05 | 1392.7ms/step | 14.4 samples/s +Step 38200/44000 | Loss: 2.8830 | LR: 2.19e-05 | 1393.7ms/step | 14.4 samples/s +Step 38210/44000 | Loss: 2.8824 | LR: 2.18e-05 | 1394.0ms/step | 14.3 samples/s +Step 38220/44000 | Loss: 2.9009 | LR: 2.17e-05 | 1390.2ms/step | 14.4 samples/s +Step 38230/44000 | Loss: 2.8857 | LR: 2.16e-05 | 1388.1ms/step | 14.4 samples/s +Step 38240/44000 | Loss: 2.8884 | LR: 2.16e-05 | 1390.8ms/step | 14.4 samples/s +Step 38250/44000 | Loss: 2.8875 | LR: 2.15e-05 | 1393.1ms/step | 14.4 samples/s +Validation at step 38250: Loss = 2.8938, Perplexity = 18.06 +Step 38260/44000 | Loss: 2.8603 | LR: 2.14e-05 | 3593.5ms/step | 5.6 samples/s +Step 38270/44000 | Loss: 2.8916 | LR: 2.13e-05 | 1392.9ms/step | 14.4 samples/s +Step 38280/44000 | Loss: 2.8510 | LR: 2.13e-05 | 1394.0ms/step | 14.3 samples/s +Step 38290/44000 | Loss: 2.8576 | LR: 2.12e-05 | 1395.5ms/step | 14.3 samples/s +Step 38300/44000 | Loss: 2.8912 | LR: 2.11e-05 | 1398.1ms/step | 14.3 samples/s +Step 38310/44000 | Loss: 2.8634 | LR: 2.11e-05 | 1394.3ms/step | 14.3 samples/s +Step 38320/44000 | Loss: 2.8803 | LR: 2.10e-05 | 1394.0ms/step | 14.3 samples/s +Step 38330/44000 | Loss: 2.8977 | LR: 2.09e-05 | 1394.2ms/step | 14.3 samples/s +Step 38340/44000 | Loss: 2.8481 | LR: 2.08e-05 | 1394.7ms/step | 14.3 samples/s +Step 38350/44000 | Loss: 2.8763 | LR: 2.08e-05 | 1390.9ms/step | 14.4 samples/s +Step 38360/44000 | Loss: 2.8840 | LR: 2.07e-05 | 1398.2ms/step | 14.3 samples/s +Step 38370/44000 | Loss: 2.8921 | LR: 2.06e-05 | 1400.0ms/step | 14.3 samples/s +Step 38380/44000 | Loss: 2.8954 | LR: 2.05e-05 | 1400.0ms/step | 14.3 samples/s +Step 38390/44000 | Loss: 2.8750 | LR: 2.05e-05 | 1398.0ms/step | 14.3 samples/s +Step 38400/44000 | Loss: 2.8953 | LR: 2.04e-05 | 1396.1ms/step | 14.3 samples/s +Step 38410/44000 | Loss: 2.8764 | LR: 2.03e-05 | 1395.3ms/step | 14.3 samples/s +Step 38420/44000 | Loss: 2.8877 | LR: 2.03e-05 | 1396.6ms/step | 14.3 samples/s +Step 38430/44000 | Loss: 2.8915 | LR: 2.02e-05 | 1399.8ms/step | 14.3 samples/s +Step 38440/44000 | Loss: 2.8449 | LR: 2.01e-05 | 1398.4ms/step | 14.3 samples/s +Step 38450/44000 | Loss: 2.8826 | LR: 2.00e-05 | 1400.0ms/step | 14.3 samples/s +Step 38460/44000 | Loss: 2.8811 | LR: 2.00e-05 | 1400.1ms/step | 14.3 samples/s +Step 38470/44000 | Loss: 2.8758 | LR: 1.99e-05 | 1399.8ms/step | 14.3 samples/s +Step 38480/44000 | Loss: 2.9003 | LR: 1.98e-05 | 1396.0ms/step | 14.3 samples/s +Step 38490/44000 | Loss: 2.8870 | LR: 1.98e-05 | 1395.4ms/step | 14.3 samples/s +Step 38500/44000 | Loss: 2.8892 | LR: 1.97e-05 | 1393.6ms/step | 14.4 samples/s +Validation at step 38500: Loss = 2.8937, Perplexity = 18.06 +Step 38510/44000 | Loss: 2.8811 | LR: 1.96e-05 | 3591.1ms/step | 5.6 samples/s +Step 38520/44000 | Loss: 2.8560 | LR: 1.95e-05 | 1392.8ms/step | 14.4 samples/s +Step 38530/44000 | Loss: 2.8800 | LR: 1.95e-05 | 1396.6ms/step | 14.3 samples/s +Step 38540/44000 | Loss: 2.8903 | LR: 1.94e-05 | 1396.4ms/step | 14.3 samples/s +Step 38550/44000 | Loss: 2.9001 | LR: 1.93e-05 | 1396.3ms/step | 14.3 samples/s +Step 38560/44000 | Loss: 2.8836 | LR: 1.93e-05 | 1395.9ms/step | 14.3 samples/s +Step 38570/44000 | Loss: 2.8749 | LR: 1.92e-05 | 1390.7ms/step | 14.4 samples/s +Step 38580/44000 | Loss: 2.8574 | LR: 1.91e-05 | 1396.3ms/step | 14.3 samples/s +Step 38590/44000 | Loss: 2.8871 | LR: 1.91e-05 | 1393.0ms/step | 14.4 samples/s +Step 38600/44000 | Loss: 2.8636 | LR: 1.90e-05 | 1393.3ms/step | 14.4 samples/s +Step 38610/44000 | Loss: 2.8680 | LR: 1.89e-05 | 1388.6ms/step | 14.4 samples/s +Step 38620/44000 | Loss: 2.8892 | LR: 1.88e-05 | 1391.8ms/step | 14.4 samples/s +Step 38630/44000 | Loss: 2.8631 | LR: 1.88e-05 | 1388.2ms/step | 14.4 samples/s +Step 38640/44000 | Loss: 2.9030 | LR: 1.87e-05 | 1388.4ms/step | 14.4 samples/s +Step 38650/44000 | Loss: 2.8587 | LR: 1.86e-05 | 1388.2ms/step | 14.4 samples/s +Step 38660/44000 | Loss: 2.8692 | LR: 1.86e-05 | 1388.3ms/step | 14.4 samples/s +Step 38670/44000 | Loss: 2.8834 | LR: 1.85e-05 | 1388.9ms/step | 14.4 samples/s +Step 38680/44000 | Loss: 2.9075 | LR: 1.84e-05 | 1390.2ms/step | 14.4 samples/s +Step 38690/44000 | Loss: 2.8821 | LR: 1.84e-05 | 1392.5ms/step | 14.4 samples/s +Step 38700/44000 | Loss: 2.9004 | LR: 1.83e-05 | 1389.6ms/step | 14.4 samples/s +Step 38710/44000 | Loss: 2.8849 | LR: 1.82e-05 | 1390.1ms/step | 14.4 samples/s +Step 38720/44000 | Loss: 2.8561 | LR: 1.82e-05 | 1394.2ms/step | 14.3 samples/s +Step 38730/44000 | Loss: 2.8739 | LR: 1.81e-05 | 1392.7ms/step | 14.4 samples/s +Step 38740/44000 | Loss: 2.8957 | LR: 1.80e-05 | 1394.3ms/step | 14.3 samples/s +Step 38750/44000 | Loss: 2.8764 | LR: 1.80e-05 | 1390.6ms/step | 14.4 samples/s +Validation at step 38750: Loss = 2.8937, Perplexity = 18.06 +Step 38760/44000 | Loss: 2.8859 | LR: 1.79e-05 | 3602.3ms/step | 5.6 samples/s +Step 38770/44000 | Loss: 2.8748 | LR: 1.78e-05 | 1398.3ms/step | 14.3 samples/s +Step 38780/44000 | Loss: 2.8672 | LR: 1.78e-05 | 1399.7ms/step | 14.3 samples/s +Step 38790/44000 | Loss: 2.8990 | LR: 1.77e-05 | 1397.9ms/step | 14.3 samples/s +Step 38800/44000 | Loss: 2.8663 | LR: 1.76e-05 | 1398.0ms/step | 14.3 samples/s +Step 38810/44000 | Loss: 2.8493 | LR: 1.76e-05 | 1396.2ms/step | 14.3 samples/s +Step 38820/44000 | Loss: 2.8853 | LR: 1.75e-05 | 1394.6ms/step | 14.3 samples/s +Step 38830/44000 | Loss: 2.8864 | LR: 1.74e-05 | 1393.5ms/step | 14.4 samples/s +Step 38840/44000 | Loss: 2.8499 | LR: 1.74e-05 | 1397.9ms/step | 14.3 samples/s +Step 38850/44000 | Loss: 2.8881 | LR: 1.73e-05 | 1400.0ms/step | 14.3 samples/s +Step 38860/44000 | Loss: 2.8759 | LR: 1.72e-05 | 1398.1ms/step | 14.3 samples/s +Step 38870/44000 | Loss: 2.8917 | LR: 1.72e-05 | 1400.0ms/step | 14.3 samples/s +Step 38880/44000 | Loss: 2.8938 | LR: 1.71e-05 | 1393.9ms/step | 14.3 samples/s +Step 38890/44000 | Loss: 2.8807 | LR: 1.70e-05 | 1392.3ms/step | 14.4 samples/s +Step 38900/44000 | Loss: 2.8763 | LR: 1.70e-05 | 1397.4ms/step | 14.3 samples/s +Step 38910/44000 | Loss: 2.8989 | LR: 1.69e-05 | 1397.0ms/step | 14.3 samples/s +Step 38920/44000 | Loss: 2.8816 | LR: 1.68e-05 | 1393.2ms/step | 14.4 samples/s +Step 38930/44000 | Loss: 2.8574 | LR: 1.68e-05 | 1394.2ms/step | 14.3 samples/s +Step 38940/44000 | Loss: 2.8658 | LR: 1.67e-05 | 1392.8ms/step | 14.4 samples/s +Step 38950/44000 | Loss: 2.8537 | LR: 1.66e-05 | 1394.6ms/step | 14.3 samples/s +Step 38960/44000 | Loss: 2.8721 | LR: 1.66e-05 | 1394.7ms/step | 14.3 samples/s +Step 38970/44000 | Loss: 2.8852 | LR: 1.65e-05 | 1399.9ms/step | 14.3 samples/s +Step 38980/44000 | Loss: 2.8610 | LR: 1.64e-05 | 1399.9ms/step | 14.3 samples/s +Step 38990/44000 | Loss: 2.8908 | LR: 1.64e-05 | 1398.1ms/step | 14.3 samples/s +Step 39000/44000 | Loss: 2.8789 | LR: 1.63e-05 | 1398.1ms/step | 14.3 samples/s +Validation at step 39000: Loss = 2.8937, Perplexity = 18.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-39000 +Step 39010/44000 | Loss: 2.9163 | LR: 1.62e-05 | 3885.9ms/step | 5.1 samples/s +Step 39020/44000 | Loss: 2.8680 | LR: 1.62e-05 | 1391.9ms/step | 14.4 samples/s +Step 39030/44000 | Loss: 2.9071 | LR: 1.61e-05 | 1392.3ms/step | 14.4 samples/s +Step 39040/44000 | Loss: 2.8606 | LR: 1.61e-05 | 1396.0ms/step | 14.3 samples/s +Step 39050/44000 | Loss: 2.8683 | LR: 1.60e-05 | 1395.4ms/step | 14.3 samples/s +Step 39060/44000 | Loss: 2.8815 | LR: 1.59e-05 | 1392.5ms/step | 14.4 samples/s +Step 39070/44000 | Loss: 2.8569 | LR: 1.59e-05 | 1391.1ms/step | 14.4 samples/s +Step 39080/44000 | Loss: 2.8877 | LR: 1.58e-05 | 1391.0ms/step | 14.4 samples/s +Step 39090/44000 | Loss: 2.8497 | LR: 1.57e-05 | 1388.6ms/step | 14.4 samples/s +Step 39100/44000 | Loss: 2.8537 | LR: 1.57e-05 | 1391.1ms/step | 14.4 samples/s +Step 39110/44000 | Loss: 2.8914 | LR: 1.56e-05 | 1394.2ms/step | 14.3 samples/s +Step 39120/44000 | Loss: 2.8828 | LR: 1.55e-05 | 1393.8ms/step | 14.3 samples/s +Step 39130/44000 | Loss: 2.8532 | LR: 1.55e-05 | 1396.3ms/step | 14.3 samples/s +Step 39140/44000 | Loss: 2.8716 | LR: 1.54e-05 | 1393.8ms/step | 14.3 samples/s +Step 39150/44000 | Loss: 2.8843 | LR: 1.54e-05 | 1392.4ms/step | 14.4 samples/s +Step 39160/44000 | Loss: 2.9114 | LR: 1.53e-05 | 1391.2ms/step | 14.4 samples/s +Step 39170/44000 | Loss: 2.8882 | LR: 1.52e-05 | 1386.9ms/step | 14.4 samples/s +Step 39180/44000 | Loss: 2.8918 | LR: 1.52e-05 | 1392.8ms/step | 14.4 samples/s +Step 39190/44000 | Loss: 2.8347 | LR: 1.51e-05 | 1388.9ms/step | 14.4 samples/s +Step 39200/44000 | Loss: 2.8585 | LR: 1.50e-05 | 1390.9ms/step | 14.4 samples/s +Step 39210/44000 | Loss: 2.8460 | LR: 1.50e-05 | 1391.5ms/step | 14.4 samples/s +Step 39220/44000 | Loss: 2.8850 | LR: 1.49e-05 | 1390.8ms/step | 14.4 samples/s +Step 39230/44000 | Loss: 2.8700 | LR: 1.49e-05 | 1392.8ms/step | 14.4 samples/s +Step 39240/44000 | Loss: 2.8715 | LR: 1.48e-05 | 1398.1ms/step | 14.3 samples/s +Step 39250/44000 | Loss: 2.8689 | LR: 1.47e-05 | 1399.5ms/step | 14.3 samples/s +Validation at step 39250: Loss = 2.8936, Perplexity = 18.06 +Step 39260/44000 | Loss: 2.8677 | LR: 1.47e-05 | 3622.5ms/step | 5.5 samples/s +Step 39270/44000 | Loss: 2.8625 | LR: 1.46e-05 | 1400.1ms/step | 14.3 samples/s +Step 39280/44000 | Loss: 2.8751 | LR: 1.46e-05 | 1399.6ms/step | 14.3 samples/s +Step 39290/44000 | Loss: 2.8729 | LR: 1.45e-05 | 1400.3ms/step | 14.3 samples/s +Step 39300/44000 | Loss: 2.8718 | LR: 1.44e-05 | 1400.1ms/step | 14.3 samples/s +Step 39310/44000 | Loss: 2.8640 | LR: 1.44e-05 | 1399.8ms/step | 14.3 samples/s +Step 39320/44000 | Loss: 2.8422 | LR: 1.43e-05 | 1398.3ms/step | 14.3 samples/s +Step 39330/44000 | Loss: 2.8856 | LR: 1.42e-05 | 1399.8ms/step | 14.3 samples/s +Step 39340/44000 | Loss: 2.8813 | LR: 1.42e-05 | 1395.9ms/step | 14.3 samples/s +Step 39350/44000 | Loss: 2.8733 | LR: 1.41e-05 | 1397.9ms/step | 14.3 samples/s +Step 39360/44000 | Loss: 2.9143 | LR: 1.41e-05 | 1396.3ms/step | 14.3 samples/s +Step 39370/44000 | Loss: 2.8578 | LR: 1.40e-05 | 1399.8ms/step | 14.3 samples/s +Step 39380/44000 | Loss: 2.8955 | LR: 1.39e-05 | 1393.5ms/step | 14.4 samples/s +Step 39390/44000 | Loss: 2.8805 | LR: 1.39e-05 | 1388.6ms/step | 14.4 samples/s +Step 39400/44000 | Loss: 2.8679 | LR: 1.38e-05 | 1394.0ms/step | 14.3 samples/s +Step 39410/44000 | Loss: 2.8785 | LR: 1.38e-05 | 1395.4ms/step | 14.3 samples/s +Step 39420/44000 | Loss: 2.9028 | LR: 1.37e-05 | 1398.6ms/step | 14.3 samples/s +Step 39430/44000 | Loss: 2.8976 | LR: 1.36e-05 | 1398.2ms/step | 14.3 samples/s +Step 39440/44000 | Loss: 2.8650 | LR: 1.36e-05 | 1400.0ms/step | 14.3 samples/s +Step 39450/44000 | Loss: 2.8993 | LR: 1.35e-05 | 1392.7ms/step | 14.4 samples/s +Step 39460/44000 | Loss: 2.8617 | LR: 1.35e-05 | 1390.6ms/step | 14.4 samples/s +Step 39470/44000 | Loss: 2.8667 | LR: 1.34e-05 | 1388.5ms/step | 14.4 samples/s +Step 39480/44000 | Loss: 2.8881 | LR: 1.34e-05 | 1390.2ms/step | 14.4 samples/s +Step 39490/44000 | Loss: 2.8900 | LR: 1.33e-05 | 1391.2ms/step | 14.4 samples/s +Step 39500/44000 | Loss: 2.8729 | LR: 1.32e-05 | 1393.2ms/step | 14.4 samples/s +Validation at step 39500: Loss = 2.8936, Perplexity = 18.06 +Step 39510/44000 | Loss: 2.8559 | LR: 1.32e-05 | 3594.7ms/step | 5.6 samples/s +Step 39520/44000 | Loss: 2.8575 | LR: 1.31e-05 | 1385.8ms/step | 14.4 samples/s +Step 39530/44000 | Loss: 2.8768 | LR: 1.31e-05 | 1390.6ms/step | 14.4 samples/s +Step 39540/44000 | Loss: 2.8811 | LR: 1.30e-05 | 1392.7ms/step | 14.4 samples/s +Step 39550/44000 | Loss: 2.8745 | LR: 1.29e-05 | 1398.0ms/step | 14.3 samples/s +Step 39560/44000 | Loss: 2.8863 | LR: 1.29e-05 | 1397.4ms/step | 14.3 samples/s +Step 39570/44000 | Loss: 2.8322 | LR: 1.28e-05 | 1390.6ms/step | 14.4 samples/s +Step 39580/44000 | Loss: 2.8747 | LR: 1.28e-05 | 1390.4ms/step | 14.4 samples/s +Step 39590/44000 | Loss: 2.8615 | LR: 1.27e-05 | 1393.4ms/step | 14.4 samples/s +Step 39600/44000 | Loss: 2.8703 | LR: 1.27e-05 | 1396.0ms/step | 14.3 samples/s +Step 39610/44000 | Loss: 2.8740 | LR: 1.26e-05 | 1397.9ms/step | 14.3 samples/s +Step 39620/44000 | Loss: 2.8816 | LR: 1.25e-05 | 1391.0ms/step | 14.4 samples/s +Step 39630/44000 | Loss: 2.8808 | LR: 1.25e-05 | 1385.4ms/step | 14.4 samples/s +Step 39640/44000 | Loss: 2.8842 | LR: 1.24e-05 | 1389.5ms/step | 14.4 samples/s +Step 39650/44000 | Loss: 2.8831 | LR: 1.24e-05 | 1394.2ms/step | 14.3 samples/s +Step 39660/44000 | Loss: 2.8695 | LR: 1.23e-05 | 1398.3ms/step | 14.3 samples/s +Step 39670/44000 | Loss: 2.8606 | LR: 1.23e-05 | 1399.9ms/step | 14.3 samples/s +Step 39680/44000 | Loss: 2.8919 | LR: 1.22e-05 | 1394.3ms/step | 14.3 samples/s +Step 39690/44000 | Loss: 2.8923 | LR: 1.22e-05 | 1392.1ms/step | 14.4 samples/s +Step 39700/44000 | Loss: 2.8822 | LR: 1.21e-05 | 1393.2ms/step | 14.4 samples/s +Step 39710/44000 | Loss: 2.9202 | LR: 1.20e-05 | 1392.7ms/step | 14.4 samples/s +Step 39720/44000 | Loss: 2.8895 | LR: 1.20e-05 | 1397.7ms/step | 14.3 samples/s +Step 39730/44000 | Loss: 2.8843 | LR: 1.19e-05 | 1395.7ms/step | 14.3 samples/s +Step 39740/44000 | Loss: 2.8898 | LR: 1.19e-05 | 1388.8ms/step | 14.4 samples/s +Step 39750/44000 | Loss: 2.9054 | LR: 1.18e-05 | 1393.5ms/step | 14.4 samples/s +Validation at step 39750: Loss = 2.8936, Perplexity = 18.06 +Step 39760/44000 | Loss: 2.9086 | LR: 1.18e-05 | 3606.2ms/step | 5.5 samples/s +Step 39770/44000 | Loss: 2.8734 | LR: 1.17e-05 | 1398.1ms/step | 14.3 samples/s +Step 39780/44000 | Loss: 2.8757 | LR: 1.17e-05 | 1391.4ms/step | 14.4 samples/s +Step 39790/44000 | Loss: 2.8610 | LR: 1.16e-05 | 1391.1ms/step | 14.4 samples/s +Step 39800/44000 | Loss: 2.8780 | LR: 1.15e-05 | 1389.3ms/step | 14.4 samples/s +Step 39810/44000 | Loss: 2.8620 | LR: 1.15e-05 | 1392.1ms/step | 14.4 samples/s +Step 39820/44000 | Loss: 2.8734 | LR: 1.14e-05 | 1398.2ms/step | 14.3 samples/s +Step 39830/44000 | Loss: 2.8838 | LR: 1.14e-05 | 1396.0ms/step | 14.3 samples/s +Step 39840/44000 | Loss: 2.8999 | LR: 1.13e-05 | 1397.9ms/step | 14.3 samples/s +Step 39850/44000 | Loss: 2.8897 | LR: 1.13e-05 | 1396.2ms/step | 14.3 samples/s +Step 39860/44000 | Loss: 2.8810 | LR: 1.12e-05 | 1397.6ms/step | 14.3 samples/s +Step 39870/44000 | Loss: 2.8743 | LR: 1.12e-05 | 1389.7ms/step | 14.4 samples/s +Step 39880/44000 | Loss: 2.8521 | LR: 1.11e-05 | 1388.2ms/step | 14.4 samples/s +Step 39890/44000 | Loss: 2.8671 | LR: 1.11e-05 | 1387.7ms/step | 14.4 samples/s +Step 39900/44000 | Loss: 2.8808 | LR: 1.10e-05 | 1386.6ms/step | 14.4 samples/s +Step 39910/44000 | Loss: 2.8498 | LR: 1.10e-05 | 1391.9ms/step | 14.4 samples/s +Step 39920/44000 | Loss: 2.9077 | LR: 1.09e-05 | 1396.0ms/step | 14.3 samples/s +Step 39930/44000 | Loss: 2.8792 | LR: 1.08e-05 | 1397.9ms/step | 14.3 samples/s +Step 39940/44000 | Loss: 2.9011 | LR: 1.08e-05 | 1391.9ms/step | 14.4 samples/s +Step 39950/44000 | Loss: 2.8630 | LR: 1.07e-05 | 1386.2ms/step | 14.4 samples/s +Step 39960/44000 | Loss: 2.8825 | LR: 1.07e-05 | 1386.8ms/step | 14.4 samples/s +Step 39970/44000 | Loss: 2.8768 | LR: 1.06e-05 | 1386.3ms/step | 14.4 samples/s +Step 39980/44000 | Loss: 2.8684 | LR: 1.06e-05 | 1389.0ms/step | 14.4 samples/s +Step 39990/44000 | Loss: 2.8906 | LR: 1.05e-05 | 1391.5ms/step | 14.4 samples/s +Step 40000/44000 | Loss: 2.8624 | LR: 1.05e-05 | 1390.5ms/step | 14.4 samples/s +Validation at step 40000: Loss = 2.8936, Perplexity = 18.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-40000 +Step 40010/44000 | Loss: 2.8809 | LR: 1.04e-05 | 3891.4ms/step | 5.1 samples/s +Step 40020/44000 | Loss: 2.8817 | LR: 1.04e-05 | 1390.7ms/step | 14.4 samples/s +Step 40030/44000 | Loss: 2.8904 | LR: 1.03e-05 | 1395.7ms/step | 14.3 samples/s +Step 40040/44000 | Loss: 2.8721 | LR: 1.03e-05 | 1393.8ms/step | 14.3 samples/s +Step 40050/44000 | Loss: 2.8551 | LR: 1.02e-05 | 1391.7ms/step | 14.4 samples/s +Step 40060/44000 | Loss: 2.8639 | LR: 1.02e-05 | 1392.9ms/step | 14.4 samples/s +Step 40070/44000 | Loss: 2.8869 | LR: 1.01e-05 | 1391.7ms/step | 14.4 samples/s +Step 40080/44000 | Loss: 2.8875 | LR: 1.01e-05 | 1390.9ms/step | 14.4 samples/s +Step 40090/44000 | Loss: 2.8684 | LR: 1.00e-05 | 1391.8ms/step | 14.4 samples/s +Step 40100/44000 | Loss: 2.8770 | LR: 9.96e-06 | 1391.3ms/step | 14.4 samples/s +Step 40110/44000 | Loss: 2.8769 | LR: 9.91e-06 | 1391.9ms/step | 14.4 samples/s +Step 40120/44000 | Loss: 2.8903 | LR: 9.86e-06 | 1390.8ms/step | 14.4 samples/s +Step 40130/44000 | Loss: 2.8865 | LR: 9.81e-06 | 1395.5ms/step | 14.3 samples/s +Step 40140/44000 | Loss: 2.8913 | LR: 9.76e-06 | 1393.7ms/step | 14.4 samples/s +Step 40150/44000 | Loss: 2.8503 | LR: 9.71e-06 | 1394.0ms/step | 14.3 samples/s +Step 40160/44000 | Loss: 2.8571 | LR: 9.66e-06 | 1394.3ms/step | 14.3 samples/s +Step 40170/44000 | Loss: 2.8627 | LR: 9.61e-06 | 1395.6ms/step | 14.3 samples/s +Step 40180/44000 | Loss: 2.9018 | LR: 9.56e-06 | 1389.8ms/step | 14.4 samples/s +Step 40190/44000 | Loss: 2.8784 | LR: 9.51e-06 | 1388.2ms/step | 14.4 samples/s +Step 40200/44000 | Loss: 2.9100 | LR: 9.46e-06 | 1392.5ms/step | 14.4 samples/s +Step 40210/44000 | Loss: 2.8758 | LR: 9.41e-06 | 1391.2ms/step | 14.4 samples/s +Step 40220/44000 | Loss: 2.8950 | LR: 9.36e-06 | 1396.7ms/step | 14.3 samples/s +Step 40230/44000 | Loss: 2.8693 | LR: 9.32e-06 | 1394.9ms/step | 14.3 samples/s +Step 40240/44000 | Loss: 2.8776 | LR: 9.27e-06 | 1395.0ms/step | 14.3 samples/s +Step 40250/44000 | Loss: 2.8409 | LR: 9.22e-06 | 1400.2ms/step | 14.3 samples/s +Validation at step 40250: Loss = 2.8936, Perplexity = 18.06 +Step 40260/44000 | Loss: 2.8695 | LR: 9.17e-06 | 3597.9ms/step | 5.6 samples/s +Step 40270/44000 | Loss: 2.8865 | LR: 9.12e-06 | 1395.9ms/step | 14.3 samples/s +Step 40280/44000 | Loss: 2.8816 | LR: 9.07e-06 | 1400.0ms/step | 14.3 samples/s +Step 40290/44000 | Loss: 2.8559 | LR: 9.02e-06 | 1398.1ms/step | 14.3 samples/s +Step 40300/44000 | Loss: 2.8856 | LR: 8.97e-06 | 1394.0ms/step | 14.3 samples/s +Step 40310/44000 | Loss: 2.8727 | LR: 8.93e-06 | 1395.6ms/step | 14.3 samples/s +Step 40320/44000 | Loss: 2.9007 | LR: 8.88e-06 | 1394.6ms/step | 14.3 samples/s +Step 40330/44000 | Loss: 2.8817 | LR: 8.83e-06 | 1395.3ms/step | 14.3 samples/s +Step 40340/44000 | Loss: 2.8781 | LR: 8.78e-06 | 1394.5ms/step | 14.3 samples/s +Step 40350/44000 | Loss: 2.8698 | LR: 8.74e-06 | 1400.0ms/step | 14.3 samples/s +Step 40360/44000 | Loss: 2.8841 | LR: 8.69e-06 | 1398.1ms/step | 14.3 samples/s +Step 40370/44000 | Loss: 2.8595 | LR: 8.64e-06 | 1392.9ms/step | 14.4 samples/s +Step 40380/44000 | Loss: 2.8811 | LR: 8.59e-06 | 1390.9ms/step | 14.4 samples/s +Step 40390/44000 | Loss: 2.8965 | LR: 8.55e-06 | 1391.5ms/step | 14.4 samples/s +Step 40400/44000 | Loss: 2.8636 | LR: 8.50e-06 | 1392.4ms/step | 14.4 samples/s +Step 40410/44000 | Loss: 2.8500 | LR: 8.45e-06 | 1390.9ms/step | 14.4 samples/s +Step 40420/44000 | Loss: 2.8735 | LR: 8.41e-06 | 1393.4ms/step | 14.4 samples/s +Step 40430/44000 | Loss: 2.8821 | LR: 8.36e-06 | 1395.8ms/step | 14.3 samples/s +Step 40440/44000 | Loss: 2.8608 | LR: 8.31e-06 | 1392.2ms/step | 14.4 samples/s +Step 40450/44000 | Loss: 2.8730 | LR: 8.27e-06 | 1392.0ms/step | 14.4 samples/s +Step 40460/44000 | Loss: 2.8392 | LR: 8.22e-06 | 1391.3ms/step | 14.4 samples/s +Step 40470/44000 | Loss: 2.8955 | LR: 8.17e-06 | 1388.6ms/step | 14.4 samples/s +Step 40480/44000 | Loss: 2.8839 | LR: 8.13e-06 | 1392.2ms/step | 14.4 samples/s +Step 40490/44000 | Loss: 2.8838 | LR: 8.08e-06 | 1395.9ms/step | 14.3 samples/s +Step 40500/44000 | Loss: 2.8782 | LR: 8.04e-06 | 1400.3ms/step | 14.3 samples/s +Validation at step 40500: Loss = 2.8936, Perplexity = 18.06 +Step 40510/44000 | Loss: 2.8665 | LR: 7.99e-06 | 3608.2ms/step | 5.5 samples/s +Step 40520/44000 | Loss: 2.9126 | LR: 7.94e-06 | 1399.6ms/step | 14.3 samples/s +Step 40530/44000 | Loss: 2.9019 | LR: 7.90e-06 | 1400.0ms/step | 14.3 samples/s +Step 40540/44000 | Loss: 2.8930 | LR: 7.85e-06 | 1400.2ms/step | 14.3 samples/s +Step 40550/44000 | Loss: 2.8499 | LR: 7.81e-06 | 1399.9ms/step | 14.3 samples/s +Step 40560/44000 | Loss: 2.8507 | LR: 7.76e-06 | 1398.2ms/step | 14.3 samples/s +Step 40570/44000 | Loss: 2.8859 | LR: 7.72e-06 | 1400.2ms/step | 14.3 samples/s +Step 40580/44000 | Loss: 2.8792 | LR: 7.67e-06 | 1399.8ms/step | 14.3 samples/s +Step 40590/44000 | Loss: 2.8532 | LR: 7.63e-06 | 1400.0ms/step | 14.3 samples/s +Step 40600/44000 | Loss: 2.8809 | LR: 7.59e-06 | 1399.9ms/step | 14.3 samples/s +Step 40610/44000 | Loss: 2.9117 | LR: 7.54e-06 | 1400.0ms/step | 14.3 samples/s +Step 40620/44000 | Loss: 2.8778 | LR: 7.50e-06 | 1398.1ms/step | 14.3 samples/s +Step 40630/44000 | Loss: 2.8922 | LR: 7.45e-06 | 1396.0ms/step | 14.3 samples/s +Step 40640/44000 | Loss: 2.8987 | LR: 7.41e-06 | 1393.9ms/step | 14.3 samples/s +Step 40650/44000 | Loss: 2.8968 | LR: 7.37e-06 | 1395.8ms/step | 14.3 samples/s +Step 40660/44000 | Loss: 2.8868 | LR: 7.32e-06 | 1393.6ms/step | 14.4 samples/s +Step 40670/44000 | Loss: 2.8957 | LR: 7.28e-06 | 1394.9ms/step | 14.3 samples/s +Step 40680/44000 | Loss: 2.8789 | LR: 7.23e-06 | 1391.9ms/step | 14.4 samples/s +Step 40690/44000 | Loss: 2.8918 | LR: 7.19e-06 | 1393.4ms/step | 14.4 samples/s +Step 40700/44000 | Loss: 2.8687 | LR: 7.15e-06 | 1392.5ms/step | 14.4 samples/s +Step 40710/44000 | Loss: 2.8839 | LR: 7.10e-06 | 1393.8ms/step | 14.3 samples/s +Step 40720/44000 | Loss: 2.8927 | LR: 7.06e-06 | 1394.2ms/step | 14.3 samples/s +Step 40730/44000 | Loss: 2.9005 | LR: 7.02e-06 | 1393.7ms/step | 14.4 samples/s +Step 40740/44000 | Loss: 2.8711 | LR: 6.98e-06 | 1397.5ms/step | 14.3 samples/s +Step 40750/44000 | Loss: 2.8671 | LR: 6.93e-06 | 1405.0ms/step | 14.2 samples/s +Validation at step 40750: Loss = 2.8935, Perplexity = 18.06 +Step 40760/44000 | Loss: 2.8953 | LR: 6.89e-06 | 3613.9ms/step | 5.5 samples/s +Step 40770/44000 | Loss: 2.8746 | LR: 6.85e-06 | 1399.7ms/step | 14.3 samples/s +Step 40780/44000 | Loss: 2.8962 | LR: 6.81e-06 | 1397.9ms/step | 14.3 samples/s +Step 40790/44000 | Loss: 2.8977 | LR: 6.77e-06 | 1396.3ms/step | 14.3 samples/s +Step 40800/44000 | Loss: 2.9022 | LR: 6.72e-06 | 1397.9ms/step | 14.3 samples/s +Step 40810/44000 | Loss: 2.8824 | LR: 6.68e-06 | 1396.1ms/step | 14.3 samples/s +Step 40820/44000 | Loss: 2.8584 | LR: 6.64e-06 | 1399.8ms/step | 14.3 samples/s +Step 40830/44000 | Loss: 2.8557 | LR: 6.60e-06 | 1392.2ms/step | 14.4 samples/s +Step 40840/44000 | Loss: 2.8995 | LR: 6.56e-06 | 1391.8ms/step | 14.4 samples/s +Step 40850/44000 | Loss: 2.8879 | LR: 6.52e-06 | 1394.2ms/step | 14.3 samples/s +Step 40860/44000 | Loss: 2.8980 | LR: 6.47e-06 | 1394.1ms/step | 14.3 samples/s +Step 40870/44000 | Loss: 2.9022 | LR: 6.43e-06 | 1398.0ms/step | 14.3 samples/s +Step 40880/44000 | Loss: 2.8737 | LR: 6.39e-06 | 1393.9ms/step | 14.3 samples/s +Step 40890/44000 | Loss: 2.8904 | LR: 6.35e-06 | 1395.6ms/step | 14.3 samples/s +Step 40900/44000 | Loss: 2.8673 | LR: 6.31e-06 | 1397.5ms/step | 14.3 samples/s +Step 40910/44000 | Loss: 2.9367 | LR: 6.27e-06 | 1395.0ms/step | 14.3 samples/s +Step 40920/44000 | Loss: 2.8844 | LR: 6.23e-06 | 1399.2ms/step | 14.3 samples/s +Step 40930/44000 | Loss: 2.8933 | LR: 6.19e-06 | 1398.4ms/step | 14.3 samples/s +Step 40940/44000 | Loss: 2.8973 | LR: 6.15e-06 | 1396.0ms/step | 14.3 samples/s +Step 40950/44000 | Loss: 2.8559 | LR: 6.11e-06 | 1397.9ms/step | 14.3 samples/s +Step 40960/44000 | Loss: 2.8463 | LR: 6.07e-06 | 1394.3ms/step | 14.3 samples/s +Step 40970/44000 | Loss: 2.8741 | LR: 6.03e-06 | 1394.2ms/step | 14.3 samples/s +Step 40980/44000 | Loss: 2.8606 | LR: 5.99e-06 | 1398.0ms/step | 14.3 samples/s +Step 40990/44000 | Loss: 2.8840 | LR: 5.95e-06 | 1400.0ms/step | 14.3 samples/s +Step 41000/44000 | Loss: 2.8888 | LR: 5.91e-06 | 1396.0ms/step | 14.3 samples/s +Validation at step 41000: Loss = 2.8935, Perplexity = 18.06 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-41000 +Step 41010/44000 | Loss: 2.8952 | LR: 5.87e-06 | 3902.2ms/step | 5.1 samples/s +Step 41020/44000 | Loss: 2.9042 | LR: 5.83e-06 | 1390.7ms/step | 14.4 samples/s +Step 41030/44000 | Loss: 2.8776 | LR: 5.80e-06 | 1392.1ms/step | 14.4 samples/s +Step 41040/44000 | Loss: 2.8795 | LR: 5.76e-06 | 1393.6ms/step | 14.4 samples/s +Step 41050/44000 | Loss: 2.8750 | LR: 5.72e-06 | 1393.3ms/step | 14.4 samples/s +Step 41060/44000 | Loss: 2.8481 | LR: 5.68e-06 | 1394.1ms/step | 14.3 samples/s +Step 41070/44000 | Loss: 2.8740 | LR: 5.64e-06 | 1393.8ms/step | 14.3 samples/s +Step 41080/44000 | Loss: 2.9064 | LR: 5.60e-06 | 1395.9ms/step | 14.3 samples/s +Step 41090/44000 | Loss: 2.9230 | LR: 5.56e-06 | 1391.5ms/step | 14.4 samples/s +Step 41100/44000 | Loss: 2.9019 | LR: 5.53e-06 | 1392.9ms/step | 14.4 samples/s +Step 41110/44000 | Loss: 2.9227 | LR: 5.49e-06 | 1394.1ms/step | 14.3 samples/s +Step 41120/44000 | Loss: 2.9100 | LR: 5.45e-06 | 1393.9ms/step | 14.3 samples/s +Step 41130/44000 | Loss: 2.8804 | LR: 5.41e-06 | 1392.4ms/step | 14.4 samples/s +Step 41140/44000 | Loss: 2.8596 | LR: 5.38e-06 | 1394.0ms/step | 14.3 samples/s +Step 41150/44000 | Loss: 2.9006 | LR: 5.34e-06 | 1395.8ms/step | 14.3 samples/s +Step 41160/44000 | Loss: 2.8730 | LR: 5.30e-06 | 1395.7ms/step | 14.3 samples/s +Step 41170/44000 | Loss: 2.8855 | LR: 5.26e-06 | 1400.3ms/step | 14.3 samples/s +Step 41180/44000 | Loss: 2.8594 | LR: 5.23e-06 | 1399.8ms/step | 14.3 samples/s +Step 41190/44000 | Loss: 2.8437 | LR: 5.19e-06 | 1395.9ms/step | 14.3 samples/s +Step 41200/44000 | Loss: 2.8836 | LR: 5.15e-06 | 1392.1ms/step | 14.4 samples/s +Step 41210/44000 | Loss: 2.8921 | LR: 5.12e-06 | 1396.0ms/step | 14.3 samples/s +Step 41220/44000 | Loss: 2.9002 | LR: 5.08e-06 | 1394.1ms/step | 14.3 samples/s +Step 41230/44000 | Loss: 2.8744 | LR: 5.04e-06 | 1395.9ms/step | 14.3 samples/s +Step 41240/44000 | Loss: 2.8603 | LR: 5.01e-06 | 1394.1ms/step | 14.3 samples/s +Step 41250/44000 | Loss: 2.8783 | LR: 4.97e-06 | 1396.1ms/step | 14.3 samples/s +Validation at step 41250: Loss = 2.8935, Perplexity = 18.06 +Step 41260/44000 | Loss: 2.9057 | LR: 4.94e-06 | 3582.0ms/step | 5.6 samples/s +Step 41270/44000 | Loss: 2.8846 | LR: 4.90e-06 | 1384.8ms/step | 14.4 samples/s +Step 41280/44000 | Loss: 2.8823 | LR: 4.86e-06 | 1384.0ms/step | 14.5 samples/s +Step 41290/44000 | Loss: 2.8698 | LR: 4.83e-06 | 1386.3ms/step | 14.4 samples/s +Step 41300/44000 | Loss: 2.8765 | LR: 4.79e-06 | 1383.5ms/step | 14.5 samples/s +Step 41310/44000 | Loss: 2.8625 | LR: 4.76e-06 | 1385.6ms/step | 14.4 samples/s +Step 41320/44000 | Loss: 2.8869 | LR: 4.72e-06 | 1387.3ms/step | 14.4 samples/s +Step 41330/44000 | Loss: 2.8725 | LR: 4.69e-06 | 1386.4ms/step | 14.4 samples/s diff --git a/epfl_final/SparseAtt/wandb/run-20260707_170941-qlqhc3gy/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260707_170941-qlqhc3gy/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad4c690c3e14b0f13ae055d10340b2fe379c8b39 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_170941-qlqhc3gy/files/requirements.txt @@ -0,0 +1,141 @@ +pip==26.0.1 +nvidia-cusparselt-cu13==0.8.0 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.7.0 +urllib3==2.6.3 +typing_extensions==4.15.0 +triton==3.6.0 +tqdm==4.67.3 +torchinfo==1.8.0 +sympy==1.14.0 +smmap==5.0.3 +six==1.17.0 +shellingham==1.5.4 +setuptools==81.0.0 +safetensors==0.7.0 +regex==2026.4.4 +PyYAML==6.0.3 +Pygments==2.20.0 +pyarrow==24.0.0 +psutil==7.2.2 +protobuf==7.34.1 +propcache==0.4.1 +platformdirs==4.9.6 +packaging==26.2 +nvidia-nvtx==13.0.85 +nvidia-nvshmem-cu13==3.4.5 +nvidia-nvjitlink==13.0.88 +nvidia-nccl-cu13==2.28.9 +nvidia-curand==10.4.0.35 +nvidia-cufile==1.15.1.6 +nvidia-cuda-runtime==13.0.96 +nvidia-cuda-nvrtc==13.0.88 +nvidia-cuda-cupti==13.0.85 +nvidia-cublas==13.1.0.3 +numpy==2.4.4 +networkx==3.6.1 +multidict==6.7.1 +mdurl==0.1.2 +MarkupSafe==3.0.3 +idna==3.13 +hf-xet==1.4.3 +h11==0.16.0 +fsspec==2026.2.0 +frozenlist==1.8.0 +filelock==3.29.0 +dill==0.4.1 +cuda-pathfinder==1.5.4 +click==8.3.3 +charset-normalizer==3.4.7 +certifi==2026.4.22 +attrs==26.1.0 +annotated-types==0.7.0 +annotated-doc==0.0.4 +aiohappyeyeballs==2.6.1 +yarl==1.23.0 +typing-inspection==0.4.2 +sentry-sdk==2.58.0 +requests==2.33.1 +python-dateutil==2.9.0.post0 +pydantic_core==2.46.3 +nvidia-cusparse==12.6.3.3 +nvidia-cufft==12.0.0.61 +nvidia-cudnn-cu13==9.19.0.56 +multiprocess==0.70.19 +markdown-it-py==4.0.0 +Jinja2==3.1.6 +httpcore==1.0.9 +gitdb==4.0.12 +cuda-bindings==13.2.0 +anyio==4.13.0 +aiosignal==1.4.0 +rich==15.0.0 +pydantic==2.13.3 +pandas==3.0.2 +nvidia-cusolver==12.0.4.66 +httpx==0.28.1 +GitPython==3.1.49 +aiohttp==3.13.5 +wandb==0.26.1 +typer==0.25.1 +torch==2.11.0 +huggingface_hub==1.13.0 +tokenizers==0.22.2 +datasets==4.8.5 +accelerate==1.13.0 +transformers==5.7.0 +word2number==1.1 +sqlitedict==2.1.0 +pytz==2026.2 +threadpoolctl==3.6.0 +tcolorpy==0.1.7 +tabulate==0.10.0 +scipy==1.17.1 +portalocker==3.2.0 +pathvalidate==3.3.1 +narwhals==2.22.1 +more-itertools==11.1.0 +lxml==6.1.1 +joblib==1.5.3 +colorama==0.4.6 +chardet==6.0.0.post1 +absl-py==2.4.0 +scikit-learn==1.9.0 +sacrebleu==2.6.0 +nltk==3.9.4 +mbstrdecoder==1.1.5 +typepy==1.3.5 +rouge_score==0.1.2 +DataProperty==1.1.1 +tabledata==1.3.5 +evaluate==0.4.6 +pytablewriter==1.2.1 +lm_eval==0.4.12 +pluggy==1.6.0 +iniconfig==2.3.0 +pytest==9.1.0 +py-spy==0.4.2 +pillow==12.2.0 +tifffile==2026.6.1 +imagecodecs==2026.6.26 +zipp==4.1.0 +importlib_metadata==9.0.0 +derivative==0.6.3 +pysindy==2.1.0 +pyparsing==3.3.2 +kiwisolver==1.5.0 +fonttools==4.63.0 +cycler==0.12.1 +contourpy==1.3.3 +matplotlib==3.11.0 +sortedcontainers==2.4.0 +wcwidth==0.8.2 +sigfig==1.3.19 +importlib_resources==7.1.0 +enum-tools==0.13.0 +cramjam==2.11.0 +python-snappy==0.7.3 +compact-json==1.8.2 +numbers-parser==4.18.5 diff --git a/epfl_final/SparseAtt/wandb/run-20260707_170941-qlqhc3gy/run-qlqhc3gy.wandb b/epfl_final/SparseAtt/wandb/run-20260707_170941-qlqhc3gy/run-qlqhc3gy.wandb new file mode 100644 index 0000000000000000000000000000000000000000..7086b1cc37fe14a28f8f1283108f0b237488d0be --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_170941-qlqhc3gy/run-qlqhc3gy.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:39f0b4c92db0cce6424349ea82089ea6af47d1fbe0f9cfef25664a8a2aa06916 +size 15466496 diff --git a/epfl_final/SparseAtt/wandb/run-20260707_171131-304r0ilz/files/config.yaml b/epfl_final/SparseAtt/wandb/run-20260707_171131-304r0ilz/files/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..38a447e19a5989252f0ac703b93a38c6caff416b --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_171131-304r0ilz/files/config.yaml @@ -0,0 +1,188 @@ +_wandb: + value: + cli_version: 0.26.1 + e: + aocwb8ws6r6lkksmxs5nsgnib0p4xppe: + args: + - --config + - configs/ladder8k/resampled.json + codePath: train.py + codePathLocal: train.py + cpu_count: 96 + cpu_count_logical: 192 + cudaVersion: "13.0" + disk: + /: + total: "9371709865984" + used: "5840501911552" + email: ruben.navasardyan@mail.utoronto.ca + executable: /mloscratch/homes/navasard/conda/bin/python + git: + commit: 88298c7a418622530ca5426b22b1e5ebd10ca0cb + remote: https://github.com/rubentium/TokenPrune.git + gpu: NVIDIA H100 80GB HBM3 + gpu_count: 4 + gpu_nvidia: + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-98029aa4-c589-b65b-3ab7-6495256f31ed + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-37a1c6c2-d3df-3064-44df-33fa82304bd0 + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-b87e8111-63b6-b364-28b9-c4ce747aec08 + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-bbbaaf81-9234-a1c6-0093-6d87b4e6af4c + host: h100-workspace-4-gpu-0-4 + memory: + total: "1623005732864" + os: Linux-6.8.0-124-generic-x86_64-with-glibc2.35 + program: /mloscratch/homes/navasard/sparse/SparseAtt/train.py + python: CPython 3.13.13 + root: /mloscratch/homes/navasard/sparse/SparseAtt + startedAt: "2026-07-07T17:11:31.714252Z" + writerId: aocwb8ws6r6lkksmxs5nsgnib0p4xppe + m: [] + python_version: 3.13.13 + t: + "1": + - 1 + - 5 + - 11 + - 49 + - 51 + - 53 + - 71 + "2": + - 1 + - 5 + - 11 + - 49 + - 51 + - 53 + - 71 + "3": + - 2 + - 5 + - 13 + - 14 + - 15 + - 16 + - 61 + - 62 + "4": 3.13.13 + "5": 0.26.1 + "6": 5.7.0 + "12": 0.26.1 + "13": linux-x86_64 +attention_type: + value: sparse_stochastic +checkpoint_activations: + value: false +dense_mode: + value: false +dense_step_intervals: + value: null +eval_batches: + value: 50 +eval_steps: + value: 250 +force_new_run: + value: false +gradient_accumulation_steps: + value: 10 +head_dim: + value: null +hidden_size: + value: 768 +init_from_scratch: + value: true +intermediate_size: + value: 3072 +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: 44000 +mixed_precision: + value: bf16 +model_dtype: + value: bfloat16 +model_path: + value: /mloscratch/homes/navasard/qwen3_06b_base +num_attention_heads: + value: 6 +num_epochs: + value: 1 +num_hidden_layers: + value: 28 +num_key_value_heads: + value: 2 +num_workers: + value: 8 +output_dir: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554 +per_device_batch_size: + value: 2 +resume_from_checkpoint: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-14000 +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_32 +sparse_mask_pool_size: + value: 10000 +sparse_mask_seed: + value: 0 +sparse_num_random_blocks: + value: 31 +sparse_val_dense_compare: + value: false +strategy: + value: ddp +train_path: + value: /mloscratch/homes/navasard/data/fineweb_large/tokenized +val_path: + value: null +verbose: + value: true +wandb_enabled: + value: true +wandb_name: + value: 365m resampled 8k nrb31 +wandb_project: + value: stochastic_sparsity +wandb_tags: + value: + - qwen3 + - 365m + - 8k + - scaleladder + - resampled +warmup_steps: + value: 750 +weight_decay: + value: 0.01 diff --git a/epfl_final/SparseAtt/wandb/run-20260707_171131-304r0ilz/files/output.log b/epfl_final/SparseAtt/wandb/run-20260707_171131-304r0ilz/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..678c5d5c646518d8b20d86421d3a8fcdafc5ff00 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_171131-304r0ilz/files/output.log @@ -0,0 +1,3209 @@ +Starting training... +Validation at step 14000: Loss = 3.0982, Perplexity = 22.16 +wandb: WARNING Tried to log to step 14000 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Switching attention mode for step 14001: sparse_stochastic (configured sparse attention) +Step 14010/44000 | Loss: 3.0775 | LR: 3.93e-04 | 26114.8ms/step | 0.8 samples/s +wandb: WARNING Tried to log to step 14010 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14020/44000 | Loss: 3.0893 | LR: 3.93e-04 | 1277.2ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14020 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14030/44000 | Loss: 3.0612 | LR: 3.92e-04 | 1280.9ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14030 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14040/44000 | Loss: 3.1108 | LR: 3.92e-04 | 1280.4ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14040 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14050/44000 | Loss: 3.0747 | LR: 3.92e-04 | 1283.8ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14050 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14060/44000 | Loss: 3.1223 | LR: 3.92e-04 | 1282.1ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14060 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14070/44000 | Loss: 3.1111 | LR: 3.92e-04 | 1283.1ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14070 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14080/44000 | Loss: 3.0900 | LR: 3.92e-04 | 1281.7ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14080 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14090/44000 | Loss: 3.0558 | LR: 3.92e-04 | 1283.0ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14090 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14100/44000 | Loss: 3.0724 | LR: 3.91e-04 | 1282.6ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14100 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14110/44000 | Loss: 3.0466 | LR: 3.91e-04 | 1283.8ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14110 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14120/44000 | Loss: 3.0666 | LR: 3.91e-04 | 1283.4ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14120 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14130/44000 | Loss: 3.1002 | LR: 3.91e-04 | 1282.7ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14130 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14140/44000 | Loss: 3.0683 | LR: 3.91e-04 | 1282.4ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14140 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14150/44000 | Loss: 3.0718 | LR: 3.91e-04 | 1282.1ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14150 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14160/44000 | Loss: 3.0681 | LR: 3.90e-04 | 1279.1ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14160 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14170/44000 | Loss: 3.1110 | LR: 3.90e-04 | 1277.9ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14170 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14180/44000 | Loss: 3.0632 | LR: 3.90e-04 | 1277.4ms/step | 15.7 samples/s +wandb: WARNING Tried to log to step 14180 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14190/44000 | Loss: 3.0980 | LR: 3.90e-04 | 1280.1ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14190 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14200/44000 | Loss: 3.1060 | LR: 3.90e-04 | 1283.1ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14200 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14210/44000 | Loss: 3.0749 | LR: 3.90e-04 | 1283.2ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14210 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14220/44000 | Loss: 3.0619 | LR: 3.90e-04 | 1286.6ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14220 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14230/44000 | Loss: 3.0820 | LR: 3.89e-04 | 1279.9ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14230 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14240/44000 | Loss: 3.0566 | LR: 3.89e-04 | 1278.5ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14240 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14250/44000 | Loss: 3.0775 | LR: 3.89e-04 | 1279.5ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14250 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 14250: Loss = 3.0946, Perplexity = 22.08 +Step 14260/44000 | Loss: 3.0537 | LR: 3.89e-04 | 3462.5ms/step | 5.8 samples/s +wandb: WARNING Tried to log to step 14260 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14270/44000 | Loss: 3.0690 | LR: 3.89e-04 | 1286.3ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14270 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14280/44000 | Loss: 3.0745 | LR: 3.89e-04 | 1285.9ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14280 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14290/44000 | Loss: 3.0612 | LR: 3.89e-04 | 1286.1ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14290 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14300/44000 | Loss: 3.0600 | LR: 3.88e-04 | 1286.1ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14300 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14310/44000 | Loss: 3.1197 | LR: 3.88e-04 | 1287.2ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14310 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14320/44000 | Loss: 3.0818 | LR: 3.88e-04 | 1290.8ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14320 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14330/44000 | Loss: 3.1019 | LR: 3.88e-04 | 1288.2ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14330 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14340/44000 | Loss: 3.0701 | LR: 3.88e-04 | 1287.8ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14340 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14350/44000 | Loss: 3.0968 | LR: 3.88e-04 | 1287.7ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14350 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14360/44000 | Loss: 3.0755 | LR: 3.87e-04 | 1287.4ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14360 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14370/44000 | Loss: 3.0711 | LR: 3.87e-04 | 1287.5ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14370 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14380/44000 | Loss: 3.0487 | LR: 3.87e-04 | 1288.1ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14380 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14390/44000 | Loss: 3.0742 | LR: 3.87e-04 | 1287.4ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14390 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14400/44000 | Loss: 3.0443 | LR: 3.87e-04 | 1290.9ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14400 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14410/44000 | Loss: 3.0676 | LR: 3.87e-04 | 1290.3ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14410 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14420/44000 | Loss: 3.0566 | LR: 3.87e-04 | 1288.3ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14420 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14430/44000 | Loss: 3.0700 | LR: 3.86e-04 | 1290.1ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14430 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14440/44000 | Loss: 3.0592 | LR: 3.86e-04 | 1290.0ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14440 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14450/44000 | Loss: 3.0773 | LR: 3.86e-04 | 1288.3ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14450 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14460/44000 | Loss: 3.0523 | LR: 3.86e-04 | 1288.6ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14460 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14470/44000 | Loss: 3.0965 | LR: 3.86e-04 | 1289.2ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14470 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14480/44000 | Loss: 3.0755 | LR: 3.86e-04 | 1286.0ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14480 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14490/44000 | Loss: 3.0757 | LR: 3.85e-04 | 1287.4ms/step | 15.5 samples/s +wandb: WARNING Tried to log to step 14490 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14500/44000 | Loss: 3.0877 | LR: 3.85e-04 | 1285.8ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14500 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 14500: Loss = 3.0919, Perplexity = 22.02 +Step 14510/44000 | Loss: 3.0872 | LR: 3.85e-04 | 3993.7ms/step | 5.0 samples/s +wandb: WARNING Tried to log to step 14510 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14520/44000 | Loss: 3.0614 | LR: 3.85e-04 | 1282.0ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14520 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14530/44000 | Loss: 3.0895 | LR: 3.85e-04 | 1282.8ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14530 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14540/44000 | Loss: 3.0803 | LR: 3.85e-04 | 1283.9ms/step | 15.6 samples/s +wandb: WARNING Tried to log to step 14540 that is less than the current step 14541. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 14550/44000 | Loss: 3.0526 | LR: 3.85e-04 | 1284.0ms/step | 15.6 samples/s +Step 14560/44000 | Loss: 3.0991 | LR: 3.84e-04 | 1288.1ms/step | 15.5 samples/s +Step 14570/44000 | Loss: 3.0647 | LR: 3.84e-04 | 1288.0ms/step | 15.5 samples/s +Step 14580/44000 | Loss: 3.0695 | LR: 3.84e-04 | 1286.0ms/step | 15.6 samples/s +Step 14590/44000 | Loss: 3.0725 | LR: 3.84e-04 | 1288.7ms/step | 15.5 samples/s +Step 14600/44000 | Loss: 3.0405 | LR: 3.84e-04 | 1287.4ms/step | 15.5 samples/s +Step 14610/44000 | Loss: 3.0716 | LR: 3.84e-04 | 1286.5ms/step | 15.5 samples/s +Step 14620/44000 | Loss: 3.1079 | LR: 3.83e-04 | 1285.4ms/step | 15.6 samples/s +Step 14630/44000 | Loss: 3.0588 | LR: 3.83e-04 | 1285.5ms/step | 15.6 samples/s +Step 14640/44000 | Loss: 3.0566 | LR: 3.83e-04 | 1285.9ms/step | 15.6 samples/s +Step 14650/44000 | Loss: 3.0762 | LR: 3.83e-04 | 1285.2ms/step | 15.6 samples/s +Step 14660/44000 | Loss: 3.0742 | LR: 3.83e-04 | 1286.9ms/step | 15.5 samples/s +Step 14670/44000 | Loss: 3.0618 | LR: 3.83e-04 | 1289.1ms/step | 15.5 samples/s +Step 14680/44000 | Loss: 3.0849 | LR: 3.83e-04 | 1287.7ms/step | 15.5 samples/s +Step 14690/44000 | Loss: 3.0907 | LR: 3.82e-04 | 1286.5ms/step | 15.5 samples/s +Step 14700/44000 | Loss: 3.0592 | LR: 3.82e-04 | 1288.4ms/step | 15.5 samples/s +Step 14710/44000 | Loss: 3.0899 | LR: 3.82e-04 | 1291.0ms/step | 15.5 samples/s +Step 14720/44000 | Loss: 3.0877 | LR: 3.82e-04 | 1287.1ms/step | 15.5 samples/s +Step 14730/44000 | Loss: 3.0782 | LR: 3.82e-04 | 1286.6ms/step | 15.5 samples/s +Step 14740/44000 | Loss: 3.0824 | LR: 3.82e-04 | 1281.2ms/step | 15.6 samples/s +Step 14750/44000 | Loss: 3.0397 | LR: 3.81e-04 | 1281.7ms/step | 15.6 samples/s +Validation at step 14750: Loss = 3.0874, Perplexity = 21.92 +Step 14760/44000 | Loss: 3.0855 | LR: 3.81e-04 | 3441.3ms/step | 5.8 samples/s +Step 14770/44000 | Loss: 3.0514 | LR: 3.81e-04 | 1281.2ms/step | 15.6 samples/s +Step 14780/44000 | Loss: 3.0481 | LR: 3.81e-04 | 1282.4ms/step | 15.6 samples/s +Step 14790/44000 | Loss: 3.0660 | LR: 3.81e-04 | 1285.9ms/step | 15.6 samples/s +Step 14800/44000 | Loss: 3.0863 | LR: 3.81e-04 | 1285.9ms/step | 15.6 samples/s +Step 14810/44000 | Loss: 3.0470 | LR: 3.81e-04 | 1284.6ms/step | 15.6 samples/s +Step 14820/44000 | Loss: 3.0817 | LR: 3.80e-04 | 1283.8ms/step | 15.6 samples/s +Step 14830/44000 | Loss: 3.0643 | LR: 3.80e-04 | 1283.4ms/step | 15.6 samples/s +Step 14840/44000 | Loss: 3.0701 | LR: 3.80e-04 | 1284.0ms/step | 15.6 samples/s +Step 14850/44000 | Loss: 3.0700 | LR: 3.80e-04 | 1287.7ms/step | 15.5 samples/s +Step 14860/44000 | Loss: 3.0438 | LR: 3.80e-04 | 1286.5ms/step | 15.5 samples/s +Step 14870/44000 | Loss: 3.0442 | LR: 3.80e-04 | 1285.1ms/step | 15.6 samples/s +Step 14880/44000 | Loss: 3.0416 | LR: 3.79e-04 | 1287.0ms/step | 15.5 samples/s +Step 14890/44000 | Loss: 3.0769 | LR: 3.79e-04 | 1283.8ms/step | 15.6 samples/s +Step 14900/44000 | Loss: 3.0842 | LR: 3.79e-04 | 1283.6ms/step | 15.6 samples/s +Step 14910/44000 | Loss: 3.0481 | LR: 3.79e-04 | 1284.7ms/step | 15.6 samples/s +Step 14920/44000 | Loss: 3.0891 | LR: 3.79e-04 | 1286.9ms/step | 15.5 samples/s +Step 14930/44000 | Loss: 3.0690 | LR: 3.79e-04 | 1286.9ms/step | 15.5 samples/s +Step 14940/44000 | Loss: 3.0779 | LR: 3.79e-04 | 1286.8ms/step | 15.5 samples/s +Step 14950/44000 | Loss: 3.0496 | LR: 3.78e-04 | 1283.2ms/step | 15.6 samples/s +Step 14960/44000 | Loss: 3.0105 | LR: 3.78e-04 | 1284.4ms/step | 15.6 samples/s +Step 14970/44000 | Loss: 3.0607 | LR: 3.78e-04 | 1283.8ms/step | 15.6 samples/s +Step 14980/44000 | Loss: 3.0458 | LR: 3.78e-04 | 1284.5ms/step | 15.6 samples/s +Step 14990/44000 | Loss: 3.0787 | LR: 3.78e-04 | 1286.4ms/step | 15.5 samples/s +Step 15000/44000 | Loss: 3.1098 | LR: 3.78e-04 | 1287.7ms/step | 15.5 samples/s +Validation at step 15000: Loss = 3.0847, Perplexity = 21.86 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-15000 +Step 15010/44000 | Loss: 3.0846 | LR: 3.77e-04 | 3748.6ms/step | 5.3 samples/s +Step 15020/44000 | Loss: 3.0554 | LR: 3.77e-04 | 1282.8ms/step | 15.6 samples/s +Step 15030/44000 | Loss: 3.0743 | LR: 3.77e-04 | 1284.1ms/step | 15.6 samples/s +Step 15040/44000 | Loss: 3.0835 | LR: 3.77e-04 | 1283.6ms/step | 15.6 samples/s +Step 15050/44000 | Loss: 3.0595 | LR: 3.77e-04 | 1283.1ms/step | 15.6 samples/s +Step 15060/44000 | Loss: 3.0931 | LR: 3.77e-04 | 1284.7ms/step | 15.6 samples/s +Step 15070/44000 | Loss: 3.0562 | LR: 3.77e-04 | 1286.9ms/step | 15.5 samples/s +Step 15080/44000 | Loss: 3.0953 | LR: 3.76e-04 | 1279.2ms/step | 15.6 samples/s +Step 15090/44000 | Loss: 3.0703 | LR: 3.76e-04 | 1280.7ms/step | 15.6 samples/s +Step 15100/44000 | Loss: 3.0455 | LR: 3.76e-04 | 1285.0ms/step | 15.6 samples/s +Step 15110/44000 | Loss: 3.0876 | LR: 3.76e-04 | 1284.4ms/step | 15.6 samples/s +Step 15120/44000 | Loss: 3.0913 | LR: 3.76e-04 | 1284.4ms/step | 15.6 samples/s +Step 15130/44000 | Loss: 3.0640 | LR: 3.76e-04 | 1287.1ms/step | 15.5 samples/s +Step 15140/44000 | Loss: 3.0750 | LR: 3.75e-04 | 1285.8ms/step | 15.6 samples/s +Step 15150/44000 | Loss: 3.0729 | LR: 3.75e-04 | 1284.1ms/step | 15.6 samples/s +Step 15160/44000 | Loss: 3.0957 | LR: 3.75e-04 | 1287.1ms/step | 15.5 samples/s +Step 15170/44000 | Loss: 3.0674 | LR: 3.75e-04 | 1285.6ms/step | 15.6 samples/s +Step 15180/44000 | Loss: 3.1000 | LR: 3.75e-04 | 1286.6ms/step | 15.5 samples/s +Step 15190/44000 | Loss: 3.0633 | LR: 3.75e-04 | 1287.8ms/step | 15.5 samples/s +Step 15200/44000 | Loss: 3.0999 | LR: 3.74e-04 | 1289.2ms/step | 15.5 samples/s +Step 15210/44000 | Loss: 3.0640 | LR: 3.74e-04 | 1284.9ms/step | 15.6 samples/s +Step 15220/44000 | Loss: 3.0555 | LR: 3.74e-04 | 1290.3ms/step | 15.5 samples/s +Step 15230/44000 | Loss: 3.0414 | LR: 3.74e-04 | 1283.3ms/step | 15.6 samples/s +Step 15240/44000 | Loss: 3.0228 | LR: 3.74e-04 | 1285.8ms/step | 15.6 samples/s +Step 15250/44000 | Loss: 3.0785 | LR: 3.74e-04 | 1285.4ms/step | 15.6 samples/s +Validation at step 15250: Loss = 3.0807, Perplexity = 21.77 +Step 15260/44000 | Loss: 3.0537 | LR: 3.74e-04 | 3447.8ms/step | 5.8 samples/s +Step 15270/44000 | Loss: 3.0515 | LR: 3.73e-04 | 1283.9ms/step | 15.6 samples/s +Step 15280/44000 | Loss: 3.0560 | LR: 3.73e-04 | 1280.0ms/step | 15.6 samples/s +Step 15290/44000 | Loss: 3.0645 | LR: 3.73e-04 | 1284.3ms/step | 15.6 samples/s +Step 15300/44000 | Loss: 3.0697 | LR: 3.73e-04 | 1284.7ms/step | 15.6 samples/s +Step 15310/44000 | Loss: 3.0819 | LR: 3.73e-04 | 1279.9ms/step | 15.6 samples/s +Step 15320/44000 | Loss: 3.0709 | LR: 3.73e-04 | 1281.7ms/step | 15.6 samples/s +Step 15330/44000 | Loss: 3.0547 | LR: 3.72e-04 | 1285.6ms/step | 15.6 samples/s +Step 15340/44000 | Loss: 3.0602 | LR: 3.72e-04 | 1285.9ms/step | 15.6 samples/s +Step 15350/44000 | Loss: 3.0516 | LR: 3.72e-04 | 1286.2ms/step | 15.5 samples/s +Step 15360/44000 | Loss: 3.0558 | LR: 3.72e-04 | 1288.7ms/step | 15.5 samples/s +Step 15370/44000 | Loss: 3.0607 | LR: 3.72e-04 | 1281.4ms/step | 15.6 samples/s +Step 15380/44000 | Loss: 3.0627 | LR: 3.72e-04 | 1284.1ms/step | 15.6 samples/s +Step 15390/44000 | Loss: 3.0312 | LR: 3.71e-04 | 1287.0ms/step | 15.5 samples/s +Step 15400/44000 | Loss: 3.0425 | LR: 3.71e-04 | 1283.7ms/step | 15.6 samples/s +Step 15410/44000 | Loss: 3.0364 | LR: 3.71e-04 | 1282.4ms/step | 15.6 samples/s +Step 15420/44000 | Loss: 3.0659 | LR: 3.71e-04 | 1280.7ms/step | 15.6 samples/s +Step 15430/44000 | Loss: 3.0515 | LR: 3.71e-04 | 1281.7ms/step | 15.6 samples/s +Step 15440/44000 | Loss: 3.0902 | LR: 3.71e-04 | 1280.0ms/step | 15.6 samples/s +Step 15450/44000 | Loss: 3.0680 | LR: 3.71e-04 | 1278.7ms/step | 15.6 samples/s +Step 15460/44000 | Loss: 3.0653 | LR: 3.70e-04 | 1282.7ms/step | 15.6 samples/s +Step 15470/44000 | Loss: 3.0608 | LR: 3.70e-04 | 1282.0ms/step | 15.6 samples/s +Step 15480/44000 | Loss: 3.0586 | LR: 3.70e-04 | 1284.1ms/step | 15.6 samples/s +Step 15490/44000 | Loss: 3.0530 | LR: 3.70e-04 | 1285.1ms/step | 15.6 samples/s +Step 15500/44000 | Loss: 3.0944 | LR: 3.70e-04 | 1282.5ms/step | 15.6 samples/s +Validation at step 15500: Loss = 3.0774, Perplexity = 21.70 +Step 15510/44000 | Loss: 3.0622 | LR: 3.70e-04 | 3440.0ms/step | 5.8 samples/s +Step 15520/44000 | Loss: 3.0849 | LR: 3.69e-04 | 1285.1ms/step | 15.6 samples/s +Step 15530/44000 | Loss: 3.0478 | LR: 3.69e-04 | 1282.3ms/step | 15.6 samples/s +Step 15540/44000 | Loss: 3.0362 | LR: 3.69e-04 | 1282.5ms/step | 15.6 samples/s +Step 15550/44000 | Loss: 3.0389 | LR: 3.69e-04 | 1279.8ms/step | 15.6 samples/s +Step 15560/44000 | Loss: 3.0544 | LR: 3.69e-04 | 1277.2ms/step | 15.7 samples/s +Step 15570/44000 | Loss: 3.0624 | LR: 3.69e-04 | 1278.1ms/step | 15.6 samples/s +Step 15580/44000 | Loss: 3.0681 | LR: 3.68e-04 | 1276.0ms/step | 15.7 samples/s +Step 15590/44000 | Loss: 3.0766 | LR: 3.68e-04 | 1283.5ms/step | 15.6 samples/s +Step 15600/44000 | Loss: 3.0572 | LR: 3.68e-04 | 1278.0ms/step | 15.6 samples/s +Step 15610/44000 | Loss: 3.0709 | LR: 3.68e-04 | 1280.7ms/step | 15.6 samples/s +Step 15620/44000 | Loss: 3.0806 | LR: 3.68e-04 | 1282.2ms/step | 15.6 samples/s +Step 15630/44000 | Loss: 3.0431 | LR: 3.68e-04 | 1283.8ms/step | 15.6 samples/s +Step 15640/44000 | Loss: 3.0625 | LR: 3.67e-04 | 1281.6ms/step | 15.6 samples/s +Step 15650/44000 | Loss: 3.0647 | LR: 3.67e-04 | 1282.4ms/step | 15.6 samples/s +Step 15660/44000 | Loss: 3.0364 | LR: 3.67e-04 | 1286.2ms/step | 15.6 samples/s +Step 15670/44000 | Loss: 3.0510 | LR: 3.67e-04 | 1282.3ms/step | 15.6 samples/s +Step 15680/44000 | Loss: 3.1095 | LR: 3.67e-04 | 1283.8ms/step | 15.6 samples/s +Step 15690/44000 | Loss: 3.0810 | LR: 3.67e-04 | 1276.9ms/step | 15.7 samples/s +Step 15700/44000 | Loss: 3.0943 | LR: 3.67e-04 | 1277.6ms/step | 15.7 samples/s +Step 15710/44000 | Loss: 3.1030 | LR: 3.66e-04 | 1280.6ms/step | 15.6 samples/s +Step 15720/44000 | Loss: 3.0460 | LR: 3.66e-04 | 1283.5ms/step | 15.6 samples/s +Step 15730/44000 | Loss: 3.0561 | LR: 3.66e-04 | 1282.4ms/step | 15.6 samples/s +Step 15740/44000 | Loss: 3.0514 | LR: 3.66e-04 | 1295.9ms/step | 15.4 samples/s +Step 15750/44000 | Loss: 3.0477 | LR: 3.66e-04 | 1281.8ms/step | 15.6 samples/s +Validation at step 15750: Loss = 3.0744, Perplexity = 21.64 +Step 15760/44000 | Loss: 3.0497 | LR: 3.66e-04 | 3437.9ms/step | 5.8 samples/s +Step 15770/44000 | Loss: 3.0416 | LR: 3.65e-04 | 1278.3ms/step | 15.6 samples/s +Step 15780/44000 | Loss: 3.0558 | LR: 3.65e-04 | 1283.8ms/step | 15.6 samples/s +Step 15790/44000 | Loss: 3.0609 | LR: 3.65e-04 | 1280.8ms/step | 15.6 samples/s +Step 15800/44000 | Loss: 3.0539 | LR: 3.65e-04 | 1279.1ms/step | 15.6 samples/s +Step 15810/44000 | Loss: 3.0400 | LR: 3.65e-04 | 1278.6ms/step | 15.6 samples/s +Step 15820/44000 | Loss: 3.0445 | LR: 3.65e-04 | 1276.0ms/step | 15.7 samples/s +Step 15830/44000 | Loss: 3.0695 | LR: 3.64e-04 | 1280.7ms/step | 15.6 samples/s +Step 15840/44000 | Loss: 3.0582 | LR: 3.64e-04 | 1280.4ms/step | 15.6 samples/s +Step 15850/44000 | Loss: 3.0425 | LR: 3.64e-04 | 1285.1ms/step | 15.6 samples/s +Step 15860/44000 | Loss: 3.0481 | LR: 3.64e-04 | 1281.3ms/step | 15.6 samples/s +Step 15870/44000 | Loss: 3.0574 | LR: 3.64e-04 | 1284.9ms/step | 15.6 samples/s +Step 15880/44000 | Loss: 3.0648 | LR: 3.64e-04 | 1283.0ms/step | 15.6 samples/s +Step 15890/44000 | Loss: 3.0299 | LR: 3.63e-04 | 1279.9ms/step | 15.6 samples/s +Step 15900/44000 | Loss: 3.0721 | LR: 3.63e-04 | 1281.2ms/step | 15.6 samples/s +Step 15910/44000 | Loss: 3.0694 | LR: 3.63e-04 | 1280.3ms/step | 15.6 samples/s +Step 15920/44000 | Loss: 3.0666 | LR: 3.63e-04 | 1280.3ms/step | 15.6 samples/s +Step 15930/44000 | Loss: 3.0234 | LR: 3.63e-04 | 1279.8ms/step | 15.6 samples/s +Step 15940/44000 | Loss: 3.0470 | LR: 3.63e-04 | 1279.2ms/step | 15.6 samples/s +Step 15950/44000 | Loss: 3.0276 | LR: 3.62e-04 | 1279.9ms/step | 15.6 samples/s +Step 15960/44000 | Loss: 3.0358 | LR: 3.62e-04 | 1280.2ms/step | 15.6 samples/s +Step 15970/44000 | Loss: 3.0485 | LR: 3.62e-04 | 1279.0ms/step | 15.6 samples/s +Step 15980/44000 | Loss: 3.0581 | LR: 3.62e-04 | 1277.0ms/step | 15.7 samples/s +Step 15990/44000 | Loss: 3.0637 | LR: 3.62e-04 | 1280.0ms/step | 15.6 samples/s +Step 16000/44000 | Loss: 3.0679 | LR: 3.62e-04 | 1282.2ms/step | 15.6 samples/s +Validation at step 16000: Loss = 3.0712, Perplexity = 21.57 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-16000 +Step 16010/44000 | Loss: 3.0193 | LR: 3.62e-04 | 3709.8ms/step | 5.4 samples/s +Step 16020/44000 | Loss: 3.0380 | LR: 3.61e-04 | 1277.6ms/step | 15.7 samples/s +Step 16030/44000 | Loss: 3.0548 | LR: 3.61e-04 | 1278.0ms/step | 15.6 samples/s +Step 16040/44000 | Loss: 3.0405 | LR: 3.61e-04 | 1277.6ms/step | 15.7 samples/s +Step 16050/44000 | Loss: 3.0747 | LR: 3.61e-04 | 1277.7ms/step | 15.7 samples/s +Step 16060/44000 | Loss: 3.0441 | LR: 3.61e-04 | 1282.8ms/step | 15.6 samples/s +Step 16070/44000 | Loss: 3.0665 | LR: 3.61e-04 | 1282.2ms/step | 15.6 samples/s +Step 16080/44000 | Loss: 3.0561 | LR: 3.60e-04 | 1283.4ms/step | 15.6 samples/s +Step 16090/44000 | Loss: 3.0225 | LR: 3.60e-04 | 1282.1ms/step | 15.6 samples/s +Step 16100/44000 | Loss: 3.0448 | LR: 3.60e-04 | 1281.6ms/step | 15.6 samples/s +Step 16110/44000 | Loss: 3.0600 | LR: 3.60e-04 | 1280.4ms/step | 15.6 samples/s +Step 16120/44000 | Loss: 3.0582 | LR: 3.60e-04 | 1281.8ms/step | 15.6 samples/s +Step 16130/44000 | Loss: 3.0415 | LR: 3.60e-04 | 1282.5ms/step | 15.6 samples/s +Step 16140/44000 | Loss: 3.0503 | LR: 3.59e-04 | 1281.9ms/step | 15.6 samples/s +Step 16150/44000 | Loss: 3.0290 | LR: 3.59e-04 | 1283.4ms/step | 15.6 samples/s +Step 16160/44000 | Loss: 3.0444 | LR: 3.59e-04 | 1281.1ms/step | 15.6 samples/s +Step 16170/44000 | Loss: 3.0681 | LR: 3.59e-04 | 1278.0ms/step | 15.6 samples/s +Step 16180/44000 | Loss: 3.0752 | LR: 3.59e-04 | 1280.6ms/step | 15.6 samples/s +Step 16190/44000 | Loss: 3.0654 | LR: 3.59e-04 | 1278.4ms/step | 15.6 samples/s +Step 16200/44000 | Loss: 3.0354 | LR: 3.58e-04 | 1282.1ms/step | 15.6 samples/s +Step 16210/44000 | Loss: 3.0350 | LR: 3.58e-04 | 1282.4ms/step | 15.6 samples/s +Step 16220/44000 | Loss: 3.0811 | LR: 3.58e-04 | 1281.4ms/step | 15.6 samples/s +Step 16230/44000 | Loss: 3.0196 | LR: 3.58e-04 | 1280.7ms/step | 15.6 samples/s +Step 16240/44000 | Loss: 3.0332 | LR: 3.58e-04 | 1281.1ms/step | 15.6 samples/s +Step 16250/44000 | Loss: 3.0754 | LR: 3.58e-04 | 1280.4ms/step | 15.6 samples/s +Validation at step 16250: Loss = 3.0674, Perplexity = 21.49 +Step 16260/44000 | Loss: 3.0331 | LR: 3.57e-04 | 3426.8ms/step | 5.8 samples/s +Step 16270/44000 | Loss: 3.0930 | LR: 3.57e-04 | 1279.0ms/step | 15.6 samples/s +Step 16280/44000 | Loss: 3.0520 | LR: 3.57e-04 | 1279.7ms/step | 15.6 samples/s +Step 16290/44000 | Loss: 3.0318 | LR: 3.57e-04 | 1278.0ms/step | 15.6 samples/s +Step 16300/44000 | Loss: 3.0790 | LR: 3.57e-04 | 1280.6ms/step | 15.6 samples/s +Step 16310/44000 | Loss: 3.0627 | LR: 3.57e-04 | 1279.7ms/step | 15.6 samples/s +Step 16320/44000 | Loss: 3.0209 | LR: 3.56e-04 | 1279.2ms/step | 15.6 samples/s +Step 16330/44000 | Loss: 3.0374 | LR: 3.56e-04 | 1276.7ms/step | 15.7 samples/s +Step 16340/44000 | Loss: 3.0630 | LR: 3.56e-04 | 1279.6ms/step | 15.6 samples/s +Step 16350/44000 | Loss: 3.0611 | LR: 3.56e-04 | 1280.4ms/step | 15.6 samples/s +Step 16360/44000 | Loss: 3.0670 | LR: 3.56e-04 | 1278.1ms/step | 15.6 samples/s +Step 16370/44000 | Loss: 3.0378 | LR: 3.56e-04 | 1278.7ms/step | 15.6 samples/s +Step 16380/44000 | Loss: 3.0530 | LR: 3.55e-04 | 1278.6ms/step | 15.6 samples/s +Step 16390/44000 | Loss: 3.0874 | LR: 3.55e-04 | 1280.0ms/step | 15.6 samples/s +Step 16400/44000 | Loss: 3.0333 | LR: 3.55e-04 | 1282.8ms/step | 15.6 samples/s +Step 16410/44000 | Loss: 3.0450 | LR: 3.55e-04 | 1282.1ms/step | 15.6 samples/s +Step 16420/44000 | Loss: 3.0400 | LR: 3.55e-04 | 1276.3ms/step | 15.7 samples/s +Step 16430/44000 | Loss: 3.0611 | LR: 3.55e-04 | 1277.9ms/step | 15.7 samples/s +Step 16440/44000 | Loss: 3.0463 | LR: 3.54e-04 | 1279.3ms/step | 15.6 samples/s +Step 16450/44000 | Loss: 3.0516 | LR: 3.54e-04 | 1280.1ms/step | 15.6 samples/s +Step 16460/44000 | Loss: 3.0634 | LR: 3.54e-04 | 1278.8ms/step | 15.6 samples/s +Step 16470/44000 | Loss: 3.0274 | LR: 3.54e-04 | 1279.2ms/step | 15.6 samples/s +Step 16480/44000 | Loss: 3.0324 | LR: 3.54e-04 | 1280.6ms/step | 15.6 samples/s +Step 16490/44000 | Loss: 3.0286 | LR: 3.54e-04 | 1281.6ms/step | 15.6 samples/s +Step 16500/44000 | Loss: 3.0418 | LR: 3.53e-04 | 1280.3ms/step | 15.6 samples/s +Validation at step 16500: Loss = 3.0646, Perplexity = 21.43 +Step 16510/44000 | Loss: 3.0636 | LR: 3.53e-04 | 3431.5ms/step | 5.8 samples/s +Step 16520/44000 | Loss: 3.0398 | LR: 3.53e-04 | 1282.1ms/step | 15.6 samples/s +Step 16530/44000 | Loss: 3.0154 | LR: 3.53e-04 | 1281.8ms/step | 15.6 samples/s +Step 16540/44000 | Loss: 3.0517 | LR: 3.53e-04 | 1282.2ms/step | 15.6 samples/s +Step 16550/44000 | Loss: 3.0066 | LR: 3.53e-04 | 1280.7ms/step | 15.6 samples/s +Step 16560/44000 | Loss: 3.0321 | LR: 3.52e-04 | 1279.0ms/step | 15.6 samples/s +Step 16570/44000 | Loss: 3.0650 | LR: 3.52e-04 | 1276.5ms/step | 15.7 samples/s +Step 16580/44000 | Loss: 3.0305 | LR: 3.52e-04 | 1274.6ms/step | 15.7 samples/s +Step 16590/44000 | Loss: 3.0421 | LR: 3.52e-04 | 1275.8ms/step | 15.7 samples/s +Step 16600/44000 | Loss: 3.0283 | LR: 3.52e-04 | 1283.9ms/step | 15.6 samples/s +Step 16610/44000 | Loss: 3.0483 | LR: 3.52e-04 | 1282.0ms/step | 15.6 samples/s +Step 16620/44000 | Loss: 3.0499 | LR: 3.51e-04 | 1278.6ms/step | 15.6 samples/s +Step 16630/44000 | Loss: 3.0276 | LR: 3.51e-04 | 1277.9ms/step | 15.7 samples/s +Step 16640/44000 | Loss: 3.0628 | LR: 3.51e-04 | 1283.3ms/step | 15.6 samples/s +Step 16650/44000 | Loss: 3.0275 | LR: 3.51e-04 | 1280.2ms/step | 15.6 samples/s +Step 16660/44000 | Loss: 3.0275 | LR: 3.51e-04 | 1278.9ms/step | 15.6 samples/s +Step 16670/44000 | Loss: 3.0534 | LR: 3.51e-04 | 1280.0ms/step | 15.6 samples/s +Step 16680/44000 | Loss: 3.0081 | LR: 3.50e-04 | 1287.8ms/step | 15.5 samples/s +Step 16690/44000 | Loss: 3.0354 | LR: 3.50e-04 | 1281.2ms/step | 15.6 samples/s +Step 16700/44000 | Loss: 3.0706 | LR: 3.50e-04 | 1278.9ms/step | 15.6 samples/s +Step 16710/44000 | Loss: 3.0092 | LR: 3.50e-04 | 1278.4ms/step | 15.6 samples/s +Step 16720/44000 | Loss: 3.0542 | LR: 3.50e-04 | 1283.3ms/step | 15.6 samples/s +Step 16730/44000 | Loss: 3.0212 | LR: 3.50e-04 | 1278.5ms/step | 15.6 samples/s +Step 16740/44000 | Loss: 3.0247 | LR: 3.49e-04 | 1278.7ms/step | 15.6 samples/s +Step 16750/44000 | Loss: 3.0202 | LR: 3.49e-04 | 1279.4ms/step | 15.6 samples/s +Validation at step 16750: Loss = 3.0616, Perplexity = 21.36 +Step 16760/44000 | Loss: 3.0640 | LR: 3.49e-04 | 3426.6ms/step | 5.8 samples/s +Step 16770/44000 | Loss: 3.0682 | LR: 3.49e-04 | 1279.2ms/step | 15.6 samples/s +Step 16780/44000 | Loss: 3.0574 | LR: 3.49e-04 | 1280.0ms/step | 15.6 samples/s +Step 16790/44000 | Loss: 3.0752 | LR: 3.49e-04 | 1280.4ms/step | 15.6 samples/s +Step 16800/44000 | Loss: 3.0499 | LR: 3.48e-04 | 1280.6ms/step | 15.6 samples/s +Step 16810/44000 | Loss: 3.0264 | LR: 3.48e-04 | 1277.7ms/step | 15.7 samples/s +Step 16820/44000 | Loss: 3.0742 | LR: 3.48e-04 | 1277.6ms/step | 15.7 samples/s +Step 16830/44000 | Loss: 3.0681 | LR: 3.48e-04 | 1280.7ms/step | 15.6 samples/s +Step 16840/44000 | Loss: 3.0391 | LR: 3.48e-04 | 1281.4ms/step | 15.6 samples/s +Step 16850/44000 | Loss: 3.0272 | LR: 3.48e-04 | 1279.7ms/step | 15.6 samples/s +Step 16860/44000 | Loss: 3.0664 | LR: 3.47e-04 | 1277.7ms/step | 15.7 samples/s +Step 16870/44000 | Loss: 3.0395 | LR: 3.47e-04 | 1280.9ms/step | 15.6 samples/s +Step 16880/44000 | Loss: 3.0612 | LR: 3.47e-04 | 1281.4ms/step | 15.6 samples/s +Step 16890/44000 | Loss: 3.0300 | LR: 3.47e-04 | 1282.3ms/step | 15.6 samples/s +Step 16900/44000 | Loss: 3.0549 | LR: 3.47e-04 | 1282.0ms/step | 15.6 samples/s +Step 16910/44000 | Loss: 3.0420 | LR: 3.47e-04 | 1282.5ms/step | 15.6 samples/s +Step 16920/44000 | Loss: 3.0547 | LR: 3.46e-04 | 1283.2ms/step | 15.6 samples/s +Step 16930/44000 | Loss: 3.0748 | LR: 3.46e-04 | 1280.7ms/step | 15.6 samples/s +Step 16940/44000 | Loss: 3.0368 | LR: 3.46e-04 | 1281.4ms/step | 15.6 samples/s +Step 16950/44000 | Loss: 3.0270 | LR: 3.46e-04 | 1279.9ms/step | 15.6 samples/s +Step 16960/44000 | Loss: 3.0397 | LR: 3.46e-04 | 1279.6ms/step | 15.6 samples/s +Step 16970/44000 | Loss: 3.0653 | LR: 3.46e-04 | 1278.5ms/step | 15.6 samples/s +Step 16980/44000 | Loss: 3.0741 | LR: 3.45e-04 | 1281.0ms/step | 15.6 samples/s +Step 16990/44000 | Loss: 3.0322 | LR: 3.45e-04 | 1281.3ms/step | 15.6 samples/s +Step 17000/44000 | Loss: 3.0425 | LR: 3.45e-04 | 1279.6ms/step | 15.6 samples/s +Validation at step 17000: Loss = 3.0591, Perplexity = 21.31 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-17000 +Step 17010/44000 | Loss: 3.0595 | LR: 3.45e-04 | 3690.1ms/step | 5.4 samples/s +Step 17020/44000 | Loss: 3.0373 | LR: 3.45e-04 | 1281.6ms/step | 15.6 samples/s +Step 17030/44000 | Loss: 3.0449 | LR: 3.45e-04 | 1280.6ms/step | 15.6 samples/s +Step 17040/44000 | Loss: 3.0797 | LR: 3.44e-04 | 1283.5ms/step | 15.6 samples/s +Step 17050/44000 | Loss: 3.0710 | LR: 3.44e-04 | 1289.4ms/step | 15.5 samples/s +Step 17060/44000 | Loss: 3.0247 | LR: 3.44e-04 | 1276.8ms/step | 15.7 samples/s +Step 17070/44000 | Loss: 3.0080 | LR: 3.44e-04 | 1283.8ms/step | 15.6 samples/s +Step 17080/44000 | Loss: 3.0558 | LR: 3.44e-04 | 1286.0ms/step | 15.6 samples/s +Step 17090/44000 | Loss: 3.0390 | LR: 3.44e-04 | 1281.4ms/step | 15.6 samples/s +Step 17100/44000 | Loss: 3.0447 | LR: 3.43e-04 | 1282.4ms/step | 15.6 samples/s +Step 17110/44000 | Loss: 3.0348 | LR: 3.43e-04 | 1282.3ms/step | 15.6 samples/s +Step 17120/44000 | Loss: 3.0427 | LR: 3.43e-04 | 1280.3ms/step | 15.6 samples/s +Step 17130/44000 | Loss: 3.0297 | LR: 3.43e-04 | 1280.1ms/step | 15.6 samples/s +Step 17140/44000 | Loss: 3.0582 | LR: 3.43e-04 | 1281.7ms/step | 15.6 samples/s +Step 17150/44000 | Loss: 3.0596 | LR: 3.43e-04 | 1284.1ms/step | 15.6 samples/s +Step 17160/44000 | Loss: 3.0235 | LR: 3.42e-04 | 1282.4ms/step | 15.6 samples/s +Step 17170/44000 | Loss: 3.0363 | LR: 3.42e-04 | 1282.4ms/step | 15.6 samples/s +Step 17180/44000 | Loss: 3.0193 | LR: 3.42e-04 | 1278.8ms/step | 15.6 samples/s +Step 17190/44000 | Loss: 3.0626 | LR: 3.42e-04 | 1281.0ms/step | 15.6 samples/s +Step 17200/44000 | Loss: 3.0355 | LR: 3.42e-04 | 1281.9ms/step | 15.6 samples/s +Step 17210/44000 | Loss: 3.0552 | LR: 3.42e-04 | 1280.1ms/step | 15.6 samples/s +Step 17220/44000 | Loss: 3.0435 | LR: 3.41e-04 | 1281.5ms/step | 15.6 samples/s +Step 17230/44000 | Loss: 3.0361 | LR: 3.41e-04 | 1280.8ms/step | 15.6 samples/s +Step 17240/44000 | Loss: 3.0378 | LR: 3.41e-04 | 1281.5ms/step | 15.6 samples/s +Step 17250/44000 | Loss: 3.0490 | LR: 3.41e-04 | 1282.5ms/step | 15.6 samples/s +Validation at step 17250: Loss = 3.0554, Perplexity = 21.23 +Step 17260/44000 | Loss: 3.0423 | LR: 3.41e-04 | 3426.0ms/step | 5.8 samples/s +Step 17270/44000 | Loss: 3.0530 | LR: 3.41e-04 | 1278.8ms/step | 15.6 samples/s +Step 17280/44000 | Loss: 3.0411 | LR: 3.40e-04 | 1279.6ms/step | 15.6 samples/s +Step 17290/44000 | Loss: 3.0398 | LR: 3.40e-04 | 1280.5ms/step | 15.6 samples/s +Step 17300/44000 | Loss: 3.0264 | LR: 3.40e-04 | 1281.1ms/step | 15.6 samples/s +Step 17310/44000 | Loss: 3.0340 | LR: 3.40e-04 | 1276.8ms/step | 15.7 samples/s +Step 17320/44000 | Loss: 3.0385 | LR: 3.40e-04 | 1279.5ms/step | 15.6 samples/s +Step 17330/44000 | Loss: 3.0427 | LR: 3.40e-04 | 1282.9ms/step | 15.6 samples/s +Step 17340/44000 | Loss: 3.0414 | LR: 3.39e-04 | 1281.8ms/step | 15.6 samples/s +Step 17350/44000 | Loss: 3.0400 | LR: 3.39e-04 | 1282.0ms/step | 15.6 samples/s +Step 17360/44000 | Loss: 3.0346 | LR: 3.39e-04 | 1276.1ms/step | 15.7 samples/s +Step 17370/44000 | Loss: 3.0108 | LR: 3.39e-04 | 1281.1ms/step | 15.6 samples/s +Step 17380/44000 | Loss: 3.0588 | LR: 3.39e-04 | 1279.0ms/step | 15.6 samples/s +Step 17390/44000 | Loss: 3.0321 | LR: 3.39e-04 | 1279.2ms/step | 15.6 samples/s +Step 17400/44000 | Loss: 3.0618 | LR: 3.38e-04 | 1278.3ms/step | 15.6 samples/s +Step 17410/44000 | Loss: 3.0421 | LR: 3.38e-04 | 1277.5ms/step | 15.7 samples/s +Step 17420/44000 | Loss: 3.0165 | LR: 3.38e-04 | 1279.9ms/step | 15.6 samples/s +Step 17430/44000 | Loss: 3.0460 | LR: 3.38e-04 | 1279.8ms/step | 15.6 samples/s +Step 17440/44000 | Loss: 3.0375 | LR: 3.38e-04 | 1280.2ms/step | 15.6 samples/s +Step 17450/44000 | Loss: 3.0128 | LR: 3.38e-04 | 1276.4ms/step | 15.7 samples/s +Step 17460/44000 | Loss: 3.0307 | LR: 3.37e-04 | 1275.9ms/step | 15.7 samples/s +Step 17470/44000 | Loss: 3.0338 | LR: 3.37e-04 | 1276.3ms/step | 15.7 samples/s +Step 17480/44000 | Loss: 3.0575 | LR: 3.37e-04 | 1279.3ms/step | 15.6 samples/s +Step 17490/44000 | Loss: 3.0123 | LR: 3.37e-04 | 1277.8ms/step | 15.7 samples/s +Step 17500/44000 | Loss: 3.0631 | LR: 3.37e-04 | 1280.6ms/step | 15.6 samples/s +Validation at step 17500: Loss = 3.0518, Perplexity = 21.15 +Step 17510/44000 | Loss: 3.0373 | LR: 3.37e-04 | 3433.1ms/step | 5.8 samples/s +Step 17520/44000 | Loss: 2.9988 | LR: 3.36e-04 | 1280.9ms/step | 15.6 samples/s +Step 17530/44000 | Loss: 3.0366 | LR: 3.36e-04 | 1280.3ms/step | 15.6 samples/s +Step 17540/44000 | Loss: 3.0623 | LR: 3.36e-04 | 1277.2ms/step | 15.7 samples/s +Step 17550/44000 | Loss: 3.0247 | LR: 3.36e-04 | 1280.0ms/step | 15.6 samples/s +Step 17560/44000 | Loss: 3.0249 | LR: 3.36e-04 | 1278.2ms/step | 15.6 samples/s +Step 17570/44000 | Loss: 3.0587 | LR: 3.35e-04 | 1278.3ms/step | 15.6 samples/s +Step 17580/44000 | Loss: 3.0347 | LR: 3.35e-04 | 1277.5ms/step | 15.7 samples/s +Step 17590/44000 | Loss: 3.0386 | LR: 3.35e-04 | 1278.4ms/step | 15.6 samples/s +Step 17600/44000 | Loss: 3.0473 | LR: 3.35e-04 | 1280.3ms/step | 15.6 samples/s +Step 17610/44000 | Loss: 3.0449 | LR: 3.35e-04 | 1278.8ms/step | 15.6 samples/s +Step 17620/44000 | Loss: 3.0951 | LR: 3.35e-04 | 1275.0ms/step | 15.7 samples/s +Step 17630/44000 | Loss: 3.0628 | LR: 3.34e-04 | 1278.1ms/step | 15.6 samples/s +Step 17640/44000 | Loss: 3.0509 | LR: 3.34e-04 | 1275.2ms/step | 15.7 samples/s +Step 17650/44000 | Loss: 3.0193 | LR: 3.34e-04 | 1276.1ms/step | 15.7 samples/s +Step 17660/44000 | Loss: 3.0488 | LR: 3.34e-04 | 1278.7ms/step | 15.6 samples/s +Step 17670/44000 | Loss: 3.0595 | LR: 3.34e-04 | 1279.6ms/step | 15.6 samples/s +Step 17680/44000 | Loss: 3.0078 | LR: 3.34e-04 | 1279.9ms/step | 15.6 samples/s +Step 17690/44000 | Loss: 3.0301 | LR: 3.33e-04 | 1280.5ms/step | 15.6 samples/s +Step 17700/44000 | Loss: 3.0551 | LR: 3.33e-04 | 1279.0ms/step | 15.6 samples/s +Step 17710/44000 | Loss: 3.0286 | LR: 3.33e-04 | 1278.2ms/step | 15.6 samples/s +Step 17720/44000 | Loss: 3.0216 | LR: 3.33e-04 | 1276.9ms/step | 15.7 samples/s +Step 17730/44000 | Loss: 3.0041 | LR: 3.33e-04 | 1277.8ms/step | 15.7 samples/s +Step 17740/44000 | Loss: 3.0173 | LR: 3.33e-04 | 1279.6ms/step | 15.6 samples/s +Step 17750/44000 | Loss: 3.0507 | LR: 3.32e-04 | 1280.1ms/step | 15.6 samples/s +Validation at step 17750: Loss = 3.0493, Perplexity = 21.10 +Step 17760/44000 | Loss: 3.0307 | LR: 3.32e-04 | 3428.9ms/step | 5.8 samples/s +Step 17770/44000 | Loss: 3.0496 | LR: 3.32e-04 | 1282.7ms/step | 15.6 samples/s +Step 17780/44000 | Loss: 3.0508 | LR: 3.32e-04 | 1280.3ms/step | 15.6 samples/s +Step 17790/44000 | Loss: 3.0298 | LR: 3.32e-04 | 1279.7ms/step | 15.6 samples/s +Step 17800/44000 | Loss: 3.0337 | LR: 3.32e-04 | 1280.4ms/step | 15.6 samples/s +Step 17810/44000 | Loss: 3.0342 | LR: 3.31e-04 | 1279.5ms/step | 15.6 samples/s +Step 17820/44000 | Loss: 3.0642 | LR: 3.31e-04 | 1281.2ms/step | 15.6 samples/s +Step 17830/44000 | Loss: 3.0254 | LR: 3.31e-04 | 1280.7ms/step | 15.6 samples/s +Step 17840/44000 | Loss: 3.0417 | LR: 3.31e-04 | 1280.8ms/step | 15.6 samples/s +Step 17850/44000 | Loss: 3.0298 | LR: 3.31e-04 | 1280.2ms/step | 15.6 samples/s +Step 17860/44000 | Loss: 3.0156 | LR: 3.31e-04 | 1282.9ms/step | 15.6 samples/s +Step 17870/44000 | Loss: 3.0312 | LR: 3.30e-04 | 1280.8ms/step | 15.6 samples/s +Step 17880/44000 | Loss: 3.0207 | LR: 3.30e-04 | 1282.1ms/step | 15.6 samples/s +Step 17890/44000 | Loss: 3.0035 | LR: 3.30e-04 | 1281.7ms/step | 15.6 samples/s +Step 17900/44000 | Loss: 3.0442 | LR: 3.30e-04 | 1281.0ms/step | 15.6 samples/s +Step 17910/44000 | Loss: 3.0514 | LR: 3.30e-04 | 1285.4ms/step | 15.6 samples/s +Step 17920/44000 | Loss: 3.0262 | LR: 3.29e-04 | 1285.6ms/step | 15.6 samples/s +Step 17930/44000 | Loss: 3.0290 | LR: 3.29e-04 | 1282.5ms/step | 15.6 samples/s +Step 17940/44000 | Loss: 3.0299 | LR: 3.29e-04 | 1279.4ms/step | 15.6 samples/s +Step 17950/44000 | Loss: 3.0271 | LR: 3.29e-04 | 1280.6ms/step | 15.6 samples/s +Step 17960/44000 | Loss: 3.0433 | LR: 3.29e-04 | 1281.5ms/step | 15.6 samples/s +Step 17970/44000 | Loss: 3.0469 | LR: 3.29e-04 | 1280.8ms/step | 15.6 samples/s +Step 17980/44000 | Loss: 3.0045 | LR: 3.28e-04 | 1285.0ms/step | 15.6 samples/s +Step 17990/44000 | Loss: 3.0390 | LR: 3.28e-04 | 1285.2ms/step | 15.6 samples/s +Step 18000/44000 | Loss: 3.0466 | LR: 3.28e-04 | 1284.4ms/step | 15.6 samples/s +Validation at step 18000: Loss = 3.0466, Perplexity = 21.04 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-18000 +Step 18010/44000 | Loss: 3.0251 | LR: 3.28e-04 | 3734.3ms/step | 5.4 samples/s +Step 18020/44000 | Loss: 3.0227 | LR: 3.28e-04 | 1284.7ms/step | 15.6 samples/s +Step 18030/44000 | Loss: 2.9997 | LR: 3.28e-04 | 1283.0ms/step | 15.6 samples/s +Step 18040/44000 | Loss: 3.0536 | LR: 3.27e-04 | 1282.6ms/step | 15.6 samples/s +Step 18050/44000 | Loss: 3.0196 | LR: 3.27e-04 | 1286.4ms/step | 15.5 samples/s +Step 18060/44000 | Loss: 3.0225 | LR: 3.27e-04 | 1285.8ms/step | 15.6 samples/s +Step 18070/44000 | Loss: 3.0081 | LR: 3.27e-04 | 1283.6ms/step | 15.6 samples/s +Step 18080/44000 | Loss: 3.0190 | LR: 3.27e-04 | 1281.4ms/step | 15.6 samples/s +Step 18090/44000 | Loss: 3.0325 | LR: 3.27e-04 | 1282.7ms/step | 15.6 samples/s +Step 18100/44000 | Loss: 3.0104 | LR: 3.26e-04 | 1281.9ms/step | 15.6 samples/s +Step 18110/44000 | Loss: 3.0477 | LR: 3.26e-04 | 1281.9ms/step | 15.6 samples/s +Step 18120/44000 | Loss: 3.0452 | LR: 3.26e-04 | 1280.7ms/step | 15.6 samples/s +Step 18130/44000 | Loss: 3.0330 | LR: 3.26e-04 | 1280.9ms/step | 15.6 samples/s +Step 18140/44000 | Loss: 3.0181 | LR: 3.26e-04 | 1280.0ms/step | 15.6 samples/s +Step 18150/44000 | Loss: 3.0060 | LR: 3.26e-04 | 1281.7ms/step | 15.6 samples/s +Step 18160/44000 | Loss: 3.0324 | LR: 3.25e-04 | 1280.0ms/step | 15.6 samples/s +Step 18170/44000 | Loss: 3.0332 | LR: 3.25e-04 | 1282.9ms/step | 15.6 samples/s +Step 18180/44000 | Loss: 3.0231 | LR: 3.25e-04 | 1283.7ms/step | 15.6 samples/s +Step 18190/44000 | Loss: 3.0479 | LR: 3.25e-04 | 1283.6ms/step | 15.6 samples/s +Step 18200/44000 | Loss: 3.0371 | LR: 3.25e-04 | 1281.2ms/step | 15.6 samples/s +Step 18210/44000 | Loss: 3.0300 | LR: 3.24e-04 | 1278.4ms/step | 15.6 samples/s +Step 18220/44000 | Loss: 3.0190 | LR: 3.24e-04 | 1282.0ms/step | 15.6 samples/s +Step 18230/44000 | Loss: 3.0226 | LR: 3.24e-04 | 1280.9ms/step | 15.6 samples/s +Step 18240/44000 | Loss: 3.0223 | LR: 3.24e-04 | 1282.3ms/step | 15.6 samples/s +Step 18250/44000 | Loss: 3.0171 | LR: 3.24e-04 | 1283.7ms/step | 15.6 samples/s +Validation at step 18250: Loss = 3.0434, Perplexity = 20.98 +Step 18260/44000 | Loss: 3.0315 | LR: 3.24e-04 | 3433.9ms/step | 5.8 samples/s +Step 18270/44000 | Loss: 3.0342 | LR: 3.23e-04 | 1284.0ms/step | 15.6 samples/s +Step 18280/44000 | Loss: 3.0432 | LR: 3.23e-04 | 1283.7ms/step | 15.6 samples/s +Step 18290/44000 | Loss: 3.0130 | LR: 3.23e-04 | 1284.7ms/step | 15.6 samples/s +Step 18300/44000 | Loss: 3.0224 | LR: 3.23e-04 | 1285.7ms/step | 15.6 samples/s +Step 18310/44000 | Loss: 3.0582 | LR: 3.23e-04 | 1283.0ms/step | 15.6 samples/s +Step 18320/44000 | Loss: 3.0095 | LR: 3.23e-04 | 1280.3ms/step | 15.6 samples/s +Step 18330/44000 | Loss: 3.0627 | LR: 3.22e-04 | 1280.3ms/step | 15.6 samples/s +Step 18340/44000 | Loss: 3.0403 | LR: 3.22e-04 | 1279.7ms/step | 15.6 samples/s +Step 18350/44000 | Loss: 3.0394 | LR: 3.22e-04 | 1279.4ms/step | 15.6 samples/s +Step 18360/44000 | Loss: 3.0590 | LR: 3.22e-04 | 1278.7ms/step | 15.6 samples/s +Step 18370/44000 | Loss: 3.0221 | LR: 3.22e-04 | 1282.9ms/step | 15.6 samples/s +Step 18380/44000 | Loss: 3.0166 | LR: 3.22e-04 | 1282.6ms/step | 15.6 samples/s +Step 18390/44000 | Loss: 3.0507 | LR: 3.21e-04 | 1282.9ms/step | 15.6 samples/s +Step 18400/44000 | Loss: 3.0448 | LR: 3.21e-04 | 1282.2ms/step | 15.6 samples/s +Step 18410/44000 | Loss: 3.0303 | LR: 3.21e-04 | 1278.4ms/step | 15.6 samples/s +Step 18420/44000 | Loss: 3.0038 | LR: 3.21e-04 | 1283.5ms/step | 15.6 samples/s +Step 18430/44000 | Loss: 3.0423 | LR: 3.21e-04 | 1283.7ms/step | 15.6 samples/s +Step 18440/44000 | Loss: 3.0201 | LR: 3.20e-04 | 1282.9ms/step | 15.6 samples/s +Step 18450/44000 | Loss: 3.0409 | LR: 3.20e-04 | 1282.4ms/step | 15.6 samples/s +Step 18460/44000 | Loss: 3.0561 | LR: 3.20e-04 | 1283.4ms/step | 15.6 samples/s +Step 18470/44000 | Loss: 3.0013 | LR: 3.20e-04 | 1279.3ms/step | 15.6 samples/s +Step 18480/44000 | Loss: 3.0354 | LR: 3.20e-04 | 1284.4ms/step | 15.6 samples/s +Step 18490/44000 | Loss: 3.0369 | LR: 3.20e-04 | 1282.0ms/step | 15.6 samples/s +Step 18500/44000 | Loss: 3.0321 | LR: 3.19e-04 | 1281.3ms/step | 15.6 samples/s +Validation at step 18500: Loss = 3.0421, Perplexity = 20.95 +Step 18510/44000 | Loss: 3.0072 | LR: 3.19e-04 | 3438.8ms/step | 5.8 samples/s +Step 18520/44000 | Loss: 3.0084 | LR: 3.19e-04 | 1283.4ms/step | 15.6 samples/s +Step 18530/44000 | Loss: 3.0034 | LR: 3.19e-04 | 1283.6ms/step | 15.6 samples/s +Step 18540/44000 | Loss: 3.0550 | LR: 3.19e-04 | 1283.5ms/step | 15.6 samples/s +Step 18550/44000 | Loss: 3.0270 | LR: 3.19e-04 | 1283.1ms/step | 15.6 samples/s +Step 18560/44000 | Loss: 2.9937 | LR: 3.18e-04 | 1279.1ms/step | 15.6 samples/s +Step 18570/44000 | Loss: 3.0300 | LR: 3.18e-04 | 1279.7ms/step | 15.6 samples/s +Step 18580/44000 | Loss: 2.9985 | LR: 3.18e-04 | 1278.2ms/step | 15.6 samples/s +Step 18590/44000 | Loss: 3.0175 | LR: 3.18e-04 | 1282.7ms/step | 15.6 samples/s +Step 18600/44000 | Loss: 3.0406 | LR: 3.18e-04 | 1283.2ms/step | 15.6 samples/s +Step 18610/44000 | Loss: 3.0520 | LR: 3.18e-04 | 1278.6ms/step | 15.6 samples/s +Step 18620/44000 | Loss: 3.0121 | LR: 3.17e-04 | 1280.0ms/step | 15.6 samples/s +Step 18630/44000 | Loss: 3.0159 | LR: 3.17e-04 | 1277.0ms/step | 15.7 samples/s +Step 18640/44000 | Loss: 3.0176 | LR: 3.17e-04 | 1283.1ms/step | 15.6 samples/s +Step 18650/44000 | Loss: 3.0047 | LR: 3.17e-04 | 1278.3ms/step | 15.6 samples/s +Step 18660/44000 | Loss: 2.9799 | LR: 3.17e-04 | 1277.6ms/step | 15.7 samples/s +Step 18670/44000 | Loss: 2.9999 | LR: 3.16e-04 | 1278.7ms/step | 15.6 samples/s +Step 18680/44000 | Loss: 3.0162 | LR: 3.16e-04 | 1278.5ms/step | 15.6 samples/s +Step 18690/44000 | Loss: 3.0216 | LR: 3.16e-04 | 1277.3ms/step | 15.7 samples/s +Step 18700/44000 | Loss: 2.9942 | LR: 3.16e-04 | 1275.3ms/step | 15.7 samples/s +Step 18710/44000 | Loss: 3.0287 | LR: 3.16e-04 | 1275.5ms/step | 15.7 samples/s +Step 18720/44000 | Loss: 3.0367 | LR: 3.16e-04 | 1285.4ms/step | 15.6 samples/s +Step 18730/44000 | Loss: 3.0381 | LR: 3.15e-04 | 1286.6ms/step | 15.5 samples/s +Step 18740/44000 | Loss: 3.0396 | LR: 3.15e-04 | 1284.0ms/step | 15.6 samples/s +Step 18750/44000 | Loss: 3.0440 | LR: 3.15e-04 | 1285.3ms/step | 15.6 samples/s +Validation at step 18750: Loss = 3.0371, Perplexity = 20.85 +Step 18760/44000 | Loss: 3.0237 | LR: 3.15e-04 | 3435.4ms/step | 5.8 samples/s +Step 18770/44000 | Loss: 3.0231 | LR: 3.15e-04 | 1280.3ms/step | 15.6 samples/s +Step 18780/44000 | Loss: 3.0164 | LR: 3.15e-04 | 1283.9ms/step | 15.6 samples/s +Step 18790/44000 | Loss: 3.0136 | LR: 3.14e-04 | 1286.0ms/step | 15.6 samples/s +Step 18800/44000 | Loss: 3.0357 | LR: 3.14e-04 | 1285.4ms/step | 15.6 samples/s +Step 18810/44000 | Loss: 3.0285 | LR: 3.14e-04 | 1281.4ms/step | 15.6 samples/s +Step 18820/44000 | Loss: 3.0196 | LR: 3.14e-04 | 1281.6ms/step | 15.6 samples/s +Step 18830/44000 | Loss: 3.0084 | LR: 3.14e-04 | 1283.3ms/step | 15.6 samples/s +Step 18840/44000 | Loss: 3.0347 | LR: 3.13e-04 | 1282.6ms/step | 15.6 samples/s +Step 18850/44000 | Loss: 2.9932 | LR: 3.13e-04 | 1283.5ms/step | 15.6 samples/s +Step 18860/44000 | Loss: 3.0225 | LR: 3.13e-04 | 1284.4ms/step | 15.6 samples/s +Step 18870/44000 | Loss: 3.0378 | LR: 3.13e-04 | 1281.1ms/step | 15.6 samples/s +Step 18880/44000 | Loss: 3.0059 | LR: 3.13e-04 | 1285.9ms/step | 15.6 samples/s +Step 18890/44000 | Loss: 3.0245 | LR: 3.13e-04 | 1283.6ms/step | 15.6 samples/s +Step 18900/44000 | Loss: 2.9847 | LR: 3.12e-04 | 1283.4ms/step | 15.6 samples/s +Step 18910/44000 | Loss: 3.0247 | LR: 3.12e-04 | 1283.6ms/step | 15.6 samples/s +Step 18920/44000 | Loss: 3.0279 | LR: 3.12e-04 | 1285.4ms/step | 15.6 samples/s +Step 18930/44000 | Loss: 3.0244 | LR: 3.12e-04 | 1286.3ms/step | 15.5 samples/s +Step 18940/44000 | Loss: 3.0335 | LR: 3.12e-04 | 1281.5ms/step | 15.6 samples/s +Step 18950/44000 | Loss: 2.9931 | LR: 3.12e-04 | 1283.3ms/step | 15.6 samples/s +Step 18960/44000 | Loss: 3.0092 | LR: 3.11e-04 | 1283.1ms/step | 15.6 samples/s +Step 18970/44000 | Loss: 3.0306 | LR: 3.11e-04 | 1284.2ms/step | 15.6 samples/s +Step 18980/44000 | Loss: 3.0024 | LR: 3.11e-04 | 1286.5ms/step | 15.5 samples/s +Step 18990/44000 | Loss: 3.0222 | LR: 3.11e-04 | 1286.1ms/step | 15.6 samples/s +Step 19000/44000 | Loss: 3.0188 | LR: 3.11e-04 | 1287.8ms/step | 15.5 samples/s +Validation at step 19000: Loss = 3.0341, Perplexity = 20.78 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-19000 +Step 19010/44000 | Loss: 2.9898 | LR: 3.11e-04 | 3705.3ms/step | 5.4 samples/s +Step 19020/44000 | Loss: 3.0283 | LR: 3.10e-04 | 1277.8ms/step | 15.7 samples/s +Step 19030/44000 | Loss: 3.0071 | LR: 3.10e-04 | 1281.9ms/step | 15.6 samples/s +Step 19040/44000 | Loss: 3.0187 | LR: 3.10e-04 | 1281.8ms/step | 15.6 samples/s +Step 19050/44000 | Loss: 3.0356 | LR: 3.10e-04 | 1282.4ms/step | 15.6 samples/s +Step 19060/44000 | Loss: 3.0521 | LR: 3.10e-04 | 1279.0ms/step | 15.6 samples/s +Step 19070/44000 | Loss: 3.0249 | LR: 3.09e-04 | 1278.2ms/step | 15.6 samples/s +Step 19080/44000 | Loss: 2.9946 | LR: 3.09e-04 | 1278.8ms/step | 15.6 samples/s +Step 19090/44000 | Loss: 3.0136 | LR: 3.09e-04 | 1280.4ms/step | 15.6 samples/s +Step 19100/44000 | Loss: 2.9972 | LR: 3.09e-04 | 1281.3ms/step | 15.6 samples/s +Step 19110/44000 | Loss: 3.0262 | LR: 3.09e-04 | 1281.9ms/step | 15.6 samples/s +Step 19120/44000 | Loss: 3.0217 | LR: 3.09e-04 | 1281.0ms/step | 15.6 samples/s +Step 19130/44000 | Loss: 3.0346 | LR: 3.08e-04 | 1284.2ms/step | 15.6 samples/s +Step 19140/44000 | Loss: 3.0011 | LR: 3.08e-04 | 1284.8ms/step | 15.6 samples/s +Step 19150/44000 | Loss: 3.0124 | LR: 3.08e-04 | 1282.0ms/step | 15.6 samples/s +Step 19160/44000 | Loss: 3.0140 | LR: 3.08e-04 | 1282.8ms/step | 15.6 samples/s +Step 19170/44000 | Loss: 2.9784 | LR: 3.08e-04 | 1280.3ms/step | 15.6 samples/s +Step 19180/44000 | Loss: 3.0382 | LR: 3.08e-04 | 1283.4ms/step | 15.6 samples/s +Step 19190/44000 | Loss: 2.9923 | LR: 3.07e-04 | 1277.9ms/step | 15.7 samples/s +Step 19200/44000 | Loss: 2.9972 | LR: 3.07e-04 | 1282.2ms/step | 15.6 samples/s +Step 19210/44000 | Loss: 3.0228 | LR: 3.07e-04 | 1281.0ms/step | 15.6 samples/s +Step 19220/44000 | Loss: 3.0086 | LR: 3.07e-04 | 1281.8ms/step | 15.6 samples/s +Step 19230/44000 | Loss: 3.0738 | LR: 3.07e-04 | 1281.4ms/step | 15.6 samples/s +Step 19240/44000 | Loss: 3.0225 | LR: 3.06e-04 | 1281.4ms/step | 15.6 samples/s +Step 19250/44000 | Loss: 3.0090 | LR: 3.06e-04 | 1283.6ms/step | 15.6 samples/s +Validation at step 19250: Loss = 3.0317, Perplexity = 20.73 +Step 19260/44000 | Loss: 3.0194 | LR: 3.06e-04 | 3428.7ms/step | 5.8 samples/s +Step 19270/44000 | Loss: 3.0050 | LR: 3.06e-04 | 1278.9ms/step | 15.6 samples/s +Step 19280/44000 | Loss: 2.9931 | LR: 3.06e-04 | 1276.8ms/step | 15.7 samples/s +Step 19290/44000 | Loss: 3.0131 | LR: 3.06e-04 | 1281.2ms/step | 15.6 samples/s +Step 19300/44000 | Loss: 3.0030 | LR: 3.05e-04 | 1279.9ms/step | 15.6 samples/s +Step 19310/44000 | Loss: 3.0298 | LR: 3.05e-04 | 1279.4ms/step | 15.6 samples/s +Step 19320/44000 | Loss: 3.0290 | LR: 3.05e-04 | 1279.7ms/step | 15.6 samples/s +Step 19330/44000 | Loss: 3.0375 | LR: 3.05e-04 | 1280.9ms/step | 15.6 samples/s +Step 19340/44000 | Loss: 3.0344 | LR: 3.05e-04 | 1282.9ms/step | 15.6 samples/s +Step 19350/44000 | Loss: 3.0192 | LR: 3.04e-04 | 1281.7ms/step | 15.6 samples/s +Step 19360/44000 | Loss: 3.0314 | LR: 3.04e-04 | 1279.1ms/step | 15.6 samples/s +Step 19370/44000 | Loss: 3.0261 | LR: 3.04e-04 | 1284.7ms/step | 15.6 samples/s +Step 19380/44000 | Loss: 2.9900 | LR: 3.04e-04 | 1281.8ms/step | 15.6 samples/s +Step 19390/44000 | Loss: 2.9964 | LR: 3.04e-04 | 1285.8ms/step | 15.6 samples/s +Step 19400/44000 | Loss: 3.0185 | LR: 3.04e-04 | 1286.3ms/step | 15.5 samples/s +Step 19410/44000 | Loss: 3.0082 | LR: 3.03e-04 | 1279.2ms/step | 15.6 samples/s +Step 19420/44000 | Loss: 3.0254 | LR: 3.03e-04 | 1283.1ms/step | 15.6 samples/s +Step 19430/44000 | Loss: 2.9854 | LR: 3.03e-04 | 1280.5ms/step | 15.6 samples/s +Step 19440/44000 | Loss: 3.0371 | LR: 3.03e-04 | 1279.5ms/step | 15.6 samples/s +Step 19450/44000 | Loss: 3.0079 | LR: 3.03e-04 | 1280.7ms/step | 15.6 samples/s +Step 19460/44000 | Loss: 3.0240 | LR: 3.03e-04 | 1279.2ms/step | 15.6 samples/s +Step 19470/44000 | Loss: 3.0308 | LR: 3.02e-04 | 1282.5ms/step | 15.6 samples/s +Step 19480/44000 | Loss: 2.9888 | LR: 3.02e-04 | 1280.4ms/step | 15.6 samples/s +Step 19490/44000 | Loss: 3.0391 | LR: 3.02e-04 | 1277.9ms/step | 15.7 samples/s +Step 19500/44000 | Loss: 3.0010 | LR: 3.02e-04 | 1280.5ms/step | 15.6 samples/s +Validation at step 19500: Loss = 3.0281, Perplexity = 20.66 +Step 19510/44000 | Loss: 3.0241 | LR: 3.02e-04 | 3430.0ms/step | 5.8 samples/s +Step 19520/44000 | Loss: 3.0035 | LR: 3.01e-04 | 1276.3ms/step | 15.7 samples/s +Step 19530/44000 | Loss: 2.9830 | LR: 3.01e-04 | 1279.6ms/step | 15.6 samples/s +Step 19540/44000 | Loss: 3.0127 | LR: 3.01e-04 | 1282.6ms/step | 15.6 samples/s +Step 19550/44000 | Loss: 3.0017 | LR: 3.01e-04 | 1283.1ms/step | 15.6 samples/s +Step 19560/44000 | Loss: 3.0075 | LR: 3.01e-04 | 1282.0ms/step | 15.6 samples/s +Step 19570/44000 | Loss: 3.0225 | LR: 3.01e-04 | 1283.7ms/step | 15.6 samples/s +Step 19580/44000 | Loss: 3.0316 | LR: 3.00e-04 | 1283.9ms/step | 15.6 samples/s +Step 19590/44000 | Loss: 3.0176 | LR: 3.00e-04 | 1277.7ms/step | 15.7 samples/s +Step 19600/44000 | Loss: 2.9933 | LR: 3.00e-04 | 1277.7ms/step | 15.7 samples/s +Step 19610/44000 | Loss: 3.0125 | LR: 3.00e-04 | 1280.8ms/step | 15.6 samples/s +Step 19620/44000 | Loss: 3.0092 | LR: 3.00e-04 | 1283.2ms/step | 15.6 samples/s +Step 19630/44000 | Loss: 3.0349 | LR: 3.00e-04 | 1285.8ms/step | 15.6 samples/s +Step 19640/44000 | Loss: 3.0298 | LR: 2.99e-04 | 1283.4ms/step | 15.6 samples/s +Step 19650/44000 | Loss: 2.9983 | LR: 2.99e-04 | 1283.5ms/step | 15.6 samples/s +Step 19660/44000 | Loss: 3.0128 | LR: 2.99e-04 | 1281.9ms/step | 15.6 samples/s +Step 19670/44000 | Loss: 3.0251 | LR: 2.99e-04 | 1283.6ms/step | 15.6 samples/s +Step 19680/44000 | Loss: 3.0389 | LR: 2.99e-04 | 1284.3ms/step | 15.6 samples/s +Step 19690/44000 | Loss: 2.9977 | LR: 2.98e-04 | 1280.7ms/step | 15.6 samples/s +Step 19700/44000 | Loss: 3.0303 | LR: 2.98e-04 | 1276.9ms/step | 15.7 samples/s +Step 19710/44000 | Loss: 3.0239 | LR: 2.98e-04 | 1280.9ms/step | 15.6 samples/s +Step 19720/44000 | Loss: 3.0134 | LR: 2.98e-04 | 1283.4ms/step | 15.6 samples/s +Step 19730/44000 | Loss: 3.0393 | LR: 2.98e-04 | 1283.5ms/step | 15.6 samples/s +Step 19740/44000 | Loss: 3.0120 | LR: 2.98e-04 | 1285.3ms/step | 15.6 samples/s +Step 19750/44000 | Loss: 2.9926 | LR: 2.97e-04 | 1283.4ms/step | 15.6 samples/s +Validation at step 19750: Loss = 3.0259, Perplexity = 20.61 +Step 19760/44000 | Loss: 3.0270 | LR: 2.97e-04 | 3433.5ms/step | 5.8 samples/s +Step 19770/44000 | Loss: 3.0347 | LR: 2.97e-04 | 1283.3ms/step | 15.6 samples/s +Step 19780/44000 | Loss: 3.0284 | LR: 2.97e-04 | 1281.1ms/step | 15.6 samples/s +Step 19790/44000 | Loss: 3.0083 | LR: 2.97e-04 | 1287.6ms/step | 15.5 samples/s +Step 19800/44000 | Loss: 3.0360 | LR: 2.96e-04 | 1285.1ms/step | 15.6 samples/s +Step 19810/44000 | Loss: 2.9963 | LR: 2.96e-04 | 1285.8ms/step | 15.6 samples/s +Step 19820/44000 | Loss: 2.9865 | LR: 2.96e-04 | 1287.8ms/step | 15.5 samples/s +Step 19830/44000 | Loss: 3.0342 | LR: 2.96e-04 | 1284.5ms/step | 15.6 samples/s +Step 19840/44000 | Loss: 3.0104 | LR: 2.96e-04 | 1286.2ms/step | 15.6 samples/s +Step 19850/44000 | Loss: 3.0077 | LR: 2.96e-04 | 1289.8ms/step | 15.5 samples/s +Step 19860/44000 | Loss: 3.0371 | LR: 2.95e-04 | 1285.0ms/step | 15.6 samples/s +Step 19870/44000 | Loss: 3.0321 | LR: 2.95e-04 | 1290.0ms/step | 15.5 samples/s +Step 19880/44000 | Loss: 3.0181 | LR: 2.95e-04 | 1283.2ms/step | 15.6 samples/s +Step 19890/44000 | Loss: 3.0191 | LR: 2.95e-04 | 1282.2ms/step | 15.6 samples/s +Step 19900/44000 | Loss: 3.0051 | LR: 2.95e-04 | 1282.2ms/step | 15.6 samples/s +Step 19910/44000 | Loss: 3.0149 | LR: 2.95e-04 | 1285.6ms/step | 15.6 samples/s +Step 19920/44000 | Loss: 3.0090 | LR: 2.94e-04 | 1286.4ms/step | 15.5 samples/s +Step 19930/44000 | Loss: 3.0197 | LR: 2.94e-04 | 1280.4ms/step | 15.6 samples/s +Step 19940/44000 | Loss: 2.9837 | LR: 2.94e-04 | 1282.6ms/step | 15.6 samples/s +Step 19950/44000 | Loss: 3.0035 | LR: 2.94e-04 | 1280.7ms/step | 15.6 samples/s +Step 19960/44000 | Loss: 3.0438 | LR: 2.94e-04 | 1283.2ms/step | 15.6 samples/s +Step 19970/44000 | Loss: 3.0309 | LR: 2.93e-04 | 1283.2ms/step | 15.6 samples/s +Step 19980/44000 | Loss: 3.0293 | LR: 2.93e-04 | 1283.5ms/step | 15.6 samples/s +Step 19990/44000 | Loss: 3.0176 | LR: 2.93e-04 | 1282.0ms/step | 15.6 samples/s +Step 20000/44000 | Loss: 3.0212 | LR: 2.93e-04 | 1282.7ms/step | 15.6 samples/s +Validation at step 20000: Loss = 3.0231, Perplexity = 20.55 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-20000 +Step 20010/44000 | Loss: 2.9981 | LR: 2.93e-04 | 3690.6ms/step | 5.4 samples/s +Step 20020/44000 | Loss: 3.0223 | LR: 2.93e-04 | 1273.8ms/step | 15.7 samples/s +Step 20030/44000 | Loss: 2.9964 | LR: 2.92e-04 | 1278.1ms/step | 15.6 samples/s +Step 20040/44000 | Loss: 2.9989 | LR: 2.92e-04 | 1278.7ms/step | 15.6 samples/s +Step 20050/44000 | Loss: 3.0154 | LR: 2.92e-04 | 1281.9ms/step | 15.6 samples/s +Step 20060/44000 | Loss: 2.9829 | LR: 2.92e-04 | 1284.2ms/step | 15.6 samples/s +Step 20070/44000 | Loss: 3.0093 | LR: 2.92e-04 | 1283.3ms/step | 15.6 samples/s +Step 20080/44000 | Loss: 2.9925 | LR: 2.91e-04 | 1284.8ms/step | 15.6 samples/s +Step 20090/44000 | Loss: 3.0027 | LR: 2.91e-04 | 1282.1ms/step | 15.6 samples/s +Step 20100/44000 | Loss: 3.0194 | LR: 2.91e-04 | 1280.4ms/step | 15.6 samples/s +Step 20110/44000 | Loss: 3.0101 | LR: 2.91e-04 | 1282.5ms/step | 15.6 samples/s +Step 20120/44000 | Loss: 3.0194 | LR: 2.91e-04 | 1281.8ms/step | 15.6 samples/s +Step 20130/44000 | Loss: 3.0158 | LR: 2.91e-04 | 1281.6ms/step | 15.6 samples/s +Step 20140/44000 | Loss: 3.0165 | LR: 2.90e-04 | 1282.2ms/step | 15.6 samples/s +Step 20150/44000 | Loss: 3.0053 | LR: 2.90e-04 | 1284.0ms/step | 15.6 samples/s +Step 20160/44000 | Loss: 3.0198 | LR: 2.90e-04 | 1283.1ms/step | 15.6 samples/s +Step 20170/44000 | Loss: 2.9756 | LR: 2.90e-04 | 1282.4ms/step | 15.6 samples/s +Step 20180/44000 | Loss: 2.9963 | LR: 2.90e-04 | 1282.1ms/step | 15.6 samples/s +Step 20190/44000 | Loss: 3.0267 | LR: 2.90e-04 | 1279.8ms/step | 15.6 samples/s +Step 20200/44000 | Loss: 2.9856 | LR: 2.89e-04 | 1280.8ms/step | 15.6 samples/s +Step 20210/44000 | Loss: 2.9752 | LR: 2.89e-04 | 1281.8ms/step | 15.6 samples/s +Step 20220/44000 | Loss: 3.0268 | LR: 2.89e-04 | 1282.8ms/step | 15.6 samples/s +Step 20230/44000 | Loss: 3.0135 | LR: 2.89e-04 | 1284.9ms/step | 15.6 samples/s +Step 20240/44000 | Loss: 3.0160 | LR: 2.89e-04 | 1285.1ms/step | 15.6 samples/s +Step 20250/44000 | Loss: 3.0003 | LR: 2.88e-04 | 1282.7ms/step | 15.6 samples/s +Validation at step 20250: Loss = 3.0207, Perplexity = 20.51 +Step 20260/44000 | Loss: 2.9676 | LR: 2.88e-04 | 3430.5ms/step | 5.8 samples/s +Step 20270/44000 | Loss: 3.0183 | LR: 2.88e-04 | 1283.5ms/step | 15.6 samples/s +Step 20280/44000 | Loss: 3.0140 | LR: 2.88e-04 | 1284.3ms/step | 15.6 samples/s +Step 20290/44000 | Loss: 3.0071 | LR: 2.88e-04 | 1282.1ms/step | 15.6 samples/s +Step 20300/44000 | Loss: 3.0302 | LR: 2.88e-04 | 1281.6ms/step | 15.6 samples/s +Step 20310/44000 | Loss: 2.9978 | LR: 2.87e-04 | 1282.4ms/step | 15.6 samples/s +Step 20320/44000 | Loss: 3.0054 | LR: 2.87e-04 | 1281.5ms/step | 15.6 samples/s +Step 20330/44000 | Loss: 2.9951 | LR: 2.87e-04 | 1281.3ms/step | 15.6 samples/s +Step 20340/44000 | Loss: 2.9851 | LR: 2.87e-04 | 1280.8ms/step | 15.6 samples/s +Step 20350/44000 | Loss: 3.0114 | LR: 2.87e-04 | 1284.3ms/step | 15.6 samples/s +Step 20360/44000 | Loss: 3.0245 | LR: 2.86e-04 | 1283.0ms/step | 15.6 samples/s +Step 20370/44000 | Loss: 2.9802 | LR: 2.86e-04 | 1283.4ms/step | 15.6 samples/s +Step 20380/44000 | Loss: 2.9903 | LR: 2.86e-04 | 1283.3ms/step | 15.6 samples/s +Step 20390/44000 | Loss: 3.0057 | LR: 2.86e-04 | 1284.1ms/step | 15.6 samples/s +Step 20400/44000 | Loss: 3.0226 | LR: 2.86e-04 | 1284.1ms/step | 15.6 samples/s +Step 20410/44000 | Loss: 2.9969 | LR: 2.86e-04 | 1283.4ms/step | 15.6 samples/s +Step 20420/44000 | Loss: 3.0206 | LR: 2.85e-04 | 1284.1ms/step | 15.6 samples/s +Step 20430/44000 | Loss: 2.9847 | LR: 2.85e-04 | 1283.6ms/step | 15.6 samples/s +Step 20440/44000 | Loss: 3.0141 | LR: 2.85e-04 | 1282.4ms/step | 15.6 samples/s +Step 20450/44000 | Loss: 3.0038 | LR: 2.85e-04 | 1284.7ms/step | 15.6 samples/s +Step 20460/44000 | Loss: 3.0078 | LR: 2.85e-04 | 1281.5ms/step | 15.6 samples/s +Step 20470/44000 | Loss: 3.0261 | LR: 2.84e-04 | 1280.5ms/step | 15.6 samples/s +Step 20480/44000 | Loss: 3.0025 | LR: 2.84e-04 | 1281.7ms/step | 15.6 samples/s +Step 20490/44000 | Loss: 3.0032 | LR: 2.84e-04 | 1281.5ms/step | 15.6 samples/s +Step 20500/44000 | Loss: 2.9839 | LR: 2.84e-04 | 1286.1ms/step | 15.6 samples/s +Validation at step 20500: Loss = 3.0177, Perplexity = 20.44 +Step 20510/44000 | Loss: 3.0291 | LR: 2.84e-04 | 3428.2ms/step | 5.8 samples/s +Step 20520/44000 | Loss: 2.9849 | LR: 2.84e-04 | 1276.9ms/step | 15.7 samples/s +Step 20530/44000 | Loss: 2.9755 | LR: 2.83e-04 | 1280.0ms/step | 15.6 samples/s +Step 20540/44000 | Loss: 3.0049 | LR: 2.83e-04 | 1283.1ms/step | 15.6 samples/s +Step 20550/44000 | Loss: 3.0168 | LR: 2.83e-04 | 1284.4ms/step | 15.6 samples/s +Step 20560/44000 | Loss: 3.0196 | LR: 2.83e-04 | 1282.4ms/step | 15.6 samples/s +Step 20570/44000 | Loss: 3.0153 | LR: 2.83e-04 | 1282.2ms/step | 15.6 samples/s +Step 20580/44000 | Loss: 2.9869 | LR: 2.83e-04 | 1282.3ms/step | 15.6 samples/s +Step 20590/44000 | Loss: 3.0256 | LR: 2.82e-04 | 1278.7ms/step | 15.6 samples/s +Step 20600/44000 | Loss: 3.0030 | LR: 2.82e-04 | 1280.4ms/step | 15.6 samples/s +Step 20610/44000 | Loss: 3.0097 | LR: 2.82e-04 | 1280.7ms/step | 15.6 samples/s +Step 20620/44000 | Loss: 3.0036 | LR: 2.82e-04 | 1283.4ms/step | 15.6 samples/s +Step 20630/44000 | Loss: 3.0119 | LR: 2.82e-04 | 1281.8ms/step | 15.6 samples/s +Step 20640/44000 | Loss: 2.9731 | LR: 2.81e-04 | 1282.5ms/step | 15.6 samples/s +Step 20650/44000 | Loss: 3.0195 | LR: 2.81e-04 | 1283.9ms/step | 15.6 samples/s +Step 20660/44000 | Loss: 2.9714 | LR: 2.81e-04 | 1284.2ms/step | 15.6 samples/s +Step 20670/44000 | Loss: 3.0170 | LR: 2.81e-04 | 1284.5ms/step | 15.6 samples/s +Step 20680/44000 | Loss: 3.0102 | LR: 2.81e-04 | 1284.4ms/step | 15.6 samples/s +Step 20690/44000 | Loss: 2.9972 | LR: 2.81e-04 | 1279.5ms/step | 15.6 samples/s +Step 20700/44000 | Loss: 3.0098 | LR: 2.80e-04 | 1280.1ms/step | 15.6 samples/s +Step 20710/44000 | Loss: 3.0149 | LR: 2.80e-04 | 1282.6ms/step | 15.6 samples/s +Step 20720/44000 | Loss: 3.0134 | LR: 2.80e-04 | 1285.0ms/step | 15.6 samples/s +Step 20730/44000 | Loss: 3.0289 | LR: 2.80e-04 | 1286.8ms/step | 15.5 samples/s +Step 20740/44000 | Loss: 3.0125 | LR: 2.80e-04 | 1285.5ms/step | 15.6 samples/s +Step 20750/44000 | Loss: 3.0084 | LR: 2.79e-04 | 1286.4ms/step | 15.5 samples/s +Validation at step 20750: Loss = 3.0149, Perplexity = 20.39 +Step 20760/44000 | Loss: 3.0149 | LR: 2.79e-04 | 3465.9ms/step | 5.8 samples/s +Step 20770/44000 | Loss: 2.9971 | LR: 2.79e-04 | 1289.6ms/step | 15.5 samples/s +Step 20780/44000 | Loss: 2.9739 | LR: 2.79e-04 | 1285.8ms/step | 15.6 samples/s +Step 20790/44000 | Loss: 2.9920 | LR: 2.79e-04 | 1283.2ms/step | 15.6 samples/s +Step 20800/44000 | Loss: 2.9949 | LR: 2.79e-04 | 1282.8ms/step | 15.6 samples/s +Step 20810/44000 | Loss: 3.0110 | LR: 2.78e-04 | 1281.9ms/step | 15.6 samples/s +Step 20820/44000 | Loss: 3.0072 | LR: 2.78e-04 | 1280.8ms/step | 15.6 samples/s +Step 20830/44000 | Loss: 3.0125 | LR: 2.78e-04 | 1278.7ms/step | 15.6 samples/s +Step 20840/44000 | Loss: 2.9979 | LR: 2.78e-04 | 1278.6ms/step | 15.6 samples/s +Step 20850/44000 | Loss: 2.9994 | LR: 2.78e-04 | 1282.5ms/step | 15.6 samples/s +Step 20860/44000 | Loss: 3.0188 | LR: 2.77e-04 | 1278.1ms/step | 15.6 samples/s +Step 20870/44000 | Loss: 3.0228 | LR: 2.77e-04 | 1277.9ms/step | 15.7 samples/s +Step 20880/44000 | Loss: 2.9950 | LR: 2.77e-04 | 1279.0ms/step | 15.6 samples/s +Step 20890/44000 | Loss: 2.9802 | LR: 2.77e-04 | 1280.7ms/step | 15.6 samples/s +Step 20900/44000 | Loss: 2.9818 | LR: 2.77e-04 | 1283.8ms/step | 15.6 samples/s +Step 20910/44000 | Loss: 3.0144 | LR: 2.77e-04 | 1278.4ms/step | 15.6 samples/s +Step 20920/44000 | Loss: 2.9773 | LR: 2.76e-04 | 1281.5ms/step | 15.6 samples/s +Step 20930/44000 | Loss: 2.9867 | LR: 2.76e-04 | 1280.0ms/step | 15.6 samples/s +Step 20940/44000 | Loss: 3.0108 | LR: 2.76e-04 | 1281.6ms/step | 15.6 samples/s +Step 20950/44000 | Loss: 2.9738 | LR: 2.76e-04 | 1283.3ms/step | 15.6 samples/s +Step 20960/44000 | Loss: 2.9917 | LR: 2.76e-04 | 1282.2ms/step | 15.6 samples/s +Step 20970/44000 | Loss: 2.9731 | LR: 2.75e-04 | 1282.5ms/step | 15.6 samples/s +Step 20980/44000 | Loss: 2.9778 | LR: 2.75e-04 | 1283.2ms/step | 15.6 samples/s +Step 20990/44000 | Loss: 2.9861 | LR: 2.75e-04 | 1282.5ms/step | 15.6 samples/s +Step 21000/44000 | Loss: 2.9861 | LR: 2.75e-04 | 1283.9ms/step | 15.6 samples/s +Validation at step 21000: Loss = 3.0139, Perplexity = 20.37 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-21000 +Step 21010/44000 | Loss: 2.9935 | LR: 2.75e-04 | 3699.3ms/step | 5.4 samples/s +Step 21020/44000 | Loss: 2.9933 | LR: 2.75e-04 | 1282.5ms/step | 15.6 samples/s +Step 21030/44000 | Loss: 3.0301 | LR: 2.74e-04 | 1279.6ms/step | 15.6 samples/s +Step 21040/44000 | Loss: 2.9763 | LR: 2.74e-04 | 1282.0ms/step | 15.6 samples/s +Step 21050/44000 | Loss: 2.9931 | LR: 2.74e-04 | 1282.5ms/step | 15.6 samples/s +Step 21060/44000 | Loss: 2.9782 | LR: 2.74e-04 | 1281.6ms/step | 15.6 samples/s +Step 21070/44000 | Loss: 3.0200 | LR: 2.74e-04 | 1282.2ms/step | 15.6 samples/s +Step 21080/44000 | Loss: 2.9653 | LR: 2.73e-04 | 1278.4ms/step | 15.6 samples/s +Step 21090/44000 | Loss: 3.0254 | LR: 2.73e-04 | 1279.8ms/step | 15.6 samples/s +Step 21100/44000 | Loss: 3.0092 | LR: 2.73e-04 | 1284.9ms/step | 15.6 samples/s +Step 21110/44000 | Loss: 2.9983 | LR: 2.73e-04 | 1282.1ms/step | 15.6 samples/s +Step 21120/44000 | Loss: 3.0088 | LR: 2.73e-04 | 1282.9ms/step | 15.6 samples/s +Step 21130/44000 | Loss: 3.0312 | LR: 2.73e-04 | 1283.7ms/step | 15.6 samples/s +Step 21140/44000 | Loss: 2.9932 | LR: 2.72e-04 | 1283.0ms/step | 15.6 samples/s +Step 21150/44000 | Loss: 3.0027 | LR: 2.72e-04 | 1284.3ms/step | 15.6 samples/s +Step 21160/44000 | Loss: 2.9828 | LR: 2.72e-04 | 1283.9ms/step | 15.6 samples/s +Step 21170/44000 | Loss: 2.9981 | LR: 2.72e-04 | 1291.7ms/step | 15.5 samples/s +Step 21180/44000 | Loss: 3.0061 | LR: 2.72e-04 | 1290.0ms/step | 15.5 samples/s +Step 21190/44000 | Loss: 2.9463 | LR: 2.71e-04 | 1284.3ms/step | 15.6 samples/s +Step 21200/44000 | Loss: 3.0172 | LR: 2.71e-04 | 1284.6ms/step | 15.6 samples/s +Step 21210/44000 | Loss: 2.9985 | LR: 2.71e-04 | 1286.1ms/step | 15.6 samples/s +Step 21220/44000 | Loss: 2.9886 | LR: 2.71e-04 | 1282.0ms/step | 15.6 samples/s +Step 21230/44000 | Loss: 3.0021 | LR: 2.71e-04 | 1277.7ms/step | 15.7 samples/s +Step 21240/44000 | Loss: 2.9927 | LR: 2.71e-04 | 1280.4ms/step | 15.6 samples/s +Step 21250/44000 | Loss: 2.9837 | LR: 2.70e-04 | 1282.1ms/step | 15.6 samples/s +Validation at step 21250: Loss = 3.0100, Perplexity = 20.29 +Step 21260/44000 | Loss: 3.0265 | LR: 2.70e-04 | 3435.6ms/step | 5.8 samples/s +Step 21270/44000 | Loss: 3.0048 | LR: 2.70e-04 | 1280.4ms/step | 15.6 samples/s +Step 21280/44000 | Loss: 2.9939 | LR: 2.70e-04 | 1278.7ms/step | 15.6 samples/s +Step 21290/44000 | Loss: 2.9888 | LR: 2.70e-04 | 1281.1ms/step | 15.6 samples/s +Step 21300/44000 | Loss: 2.9996 | LR: 2.70e-04 | 1277.6ms/step | 15.7 samples/s +Step 21310/44000 | Loss: 3.0003 | LR: 2.69e-04 | 1276.0ms/step | 15.7 samples/s +Step 21320/44000 | Loss: 3.0128 | LR: 2.69e-04 | 1277.9ms/step | 15.7 samples/s +Step 21330/44000 | Loss: 2.9967 | LR: 2.69e-04 | 1280.9ms/step | 15.6 samples/s +Step 21340/44000 | Loss: 2.9896 | LR: 2.69e-04 | 1280.7ms/step | 15.6 samples/s +Step 21350/44000 | Loss: 3.0241 | LR: 2.69e-04 | 1282.6ms/step | 15.6 samples/s +Step 21360/44000 | Loss: 2.9935 | LR: 2.68e-04 | 1283.3ms/step | 15.6 samples/s +Step 21370/44000 | Loss: 2.9973 | LR: 2.68e-04 | 1282.7ms/step | 15.6 samples/s +Step 21380/44000 | Loss: 2.9854 | LR: 2.68e-04 | 1284.5ms/step | 15.6 samples/s +Step 21390/44000 | Loss: 3.0168 | LR: 2.68e-04 | 1285.0ms/step | 15.6 samples/s +Step 21400/44000 | Loss: 2.9784 | LR: 2.68e-04 | 1284.3ms/step | 15.6 samples/s +Step 21410/44000 | Loss: 3.0194 | LR: 2.68e-04 | 1278.3ms/step | 15.6 samples/s +Step 21420/44000 | Loss: 2.9666 | LR: 2.67e-04 | 1277.5ms/step | 15.7 samples/s +Step 21430/44000 | Loss: 2.9823 | LR: 2.67e-04 | 1278.3ms/step | 15.6 samples/s +Step 21440/44000 | Loss: 2.9737 | LR: 2.67e-04 | 1279.8ms/step | 15.6 samples/s +Step 21450/44000 | Loss: 2.9918 | LR: 2.67e-04 | 1282.7ms/step | 15.6 samples/s +Step 21460/44000 | Loss: 2.9991 | LR: 2.67e-04 | 1284.2ms/step | 15.6 samples/s +Step 21470/44000 | Loss: 3.0034 | LR: 2.66e-04 | 1283.9ms/step | 15.6 samples/s +Step 21480/44000 | Loss: 2.9840 | LR: 2.66e-04 | 1284.4ms/step | 15.6 samples/s +Step 21490/44000 | Loss: 3.0007 | LR: 2.66e-04 | 1283.6ms/step | 15.6 samples/s +Step 21500/44000 | Loss: 2.9975 | LR: 2.66e-04 | 1281.3ms/step | 15.6 samples/s +Validation at step 21500: Loss = 3.0075, Perplexity = 20.24 +Step 21510/44000 | Loss: 3.0017 | LR: 2.66e-04 | 3432.6ms/step | 5.8 samples/s +Step 21520/44000 | Loss: 2.9904 | LR: 2.66e-04 | 1279.6ms/step | 15.6 samples/s +Step 21530/44000 | Loss: 2.9858 | LR: 2.65e-04 | 1280.8ms/step | 15.6 samples/s +Step 21540/44000 | Loss: 2.9955 | LR: 2.65e-04 | 1279.8ms/step | 15.6 samples/s +Step 21550/44000 | Loss: 2.9975 | LR: 2.65e-04 | 1280.8ms/step | 15.6 samples/s +Step 21560/44000 | Loss: 3.0000 | LR: 2.65e-04 | 1282.2ms/step | 15.6 samples/s +Step 21570/44000 | Loss: 2.9787 | LR: 2.65e-04 | 1282.4ms/step | 15.6 samples/s +Step 21580/44000 | Loss: 2.9720 | LR: 2.64e-04 | 1284.0ms/step | 15.6 samples/s +Step 21590/44000 | Loss: 2.9883 | LR: 2.64e-04 | 1282.0ms/step | 15.6 samples/s +Step 21600/44000 | Loss: 2.9888 | LR: 2.64e-04 | 1282.7ms/step | 15.6 samples/s +Step 21610/44000 | Loss: 2.9849 | LR: 2.64e-04 | 1283.0ms/step | 15.6 samples/s +Step 21620/44000 | Loss: 3.0072 | LR: 2.64e-04 | 1274.7ms/step | 15.7 samples/s +Step 21630/44000 | Loss: 2.9779 | LR: 2.64e-04 | 1275.7ms/step | 15.7 samples/s +Step 21640/44000 | Loss: 2.9691 | LR: 2.63e-04 | 1277.0ms/step | 15.7 samples/s +Step 21650/44000 | Loss: 2.9972 | LR: 2.63e-04 | 1276.2ms/step | 15.7 samples/s +Step 21660/44000 | Loss: 3.0302 | LR: 2.63e-04 | 1279.6ms/step | 15.6 samples/s +Step 21670/44000 | Loss: 2.9771 | LR: 2.63e-04 | 1281.0ms/step | 15.6 samples/s +Step 21680/44000 | Loss: 2.9970 | LR: 2.63e-04 | 1281.1ms/step | 15.6 samples/s +Step 21690/44000 | Loss: 3.0293 | LR: 2.62e-04 | 1282.8ms/step | 15.6 samples/s +Step 21700/44000 | Loss: 3.0100 | LR: 2.62e-04 | 1282.6ms/step | 15.6 samples/s +Step 21710/44000 | Loss: 2.9922 | LR: 2.62e-04 | 1282.2ms/step | 15.6 samples/s +Step 21720/44000 | Loss: 2.9653 | LR: 2.62e-04 | 1282.4ms/step | 15.6 samples/s +Step 21730/44000 | Loss: 2.9902 | LR: 2.62e-04 | 1279.7ms/step | 15.6 samples/s +Step 21740/44000 | Loss: 2.9802 | LR: 2.62e-04 | 1276.4ms/step | 15.7 samples/s +Step 21750/44000 | Loss: 2.9834 | LR: 2.61e-04 | 1282.4ms/step | 15.6 samples/s +Validation at step 21750: Loss = 3.0047, Perplexity = 20.18 +Step 21760/44000 | Loss: 3.0054 | LR: 2.61e-04 | 3430.6ms/step | 5.8 samples/s +Step 21770/44000 | Loss: 2.9897 | LR: 2.61e-04 | 1283.2ms/step | 15.6 samples/s +Step 21780/44000 | Loss: 2.9900 | LR: 2.61e-04 | 1284.1ms/step | 15.6 samples/s +Step 21790/44000 | Loss: 2.9556 | LR: 2.61e-04 | 1280.7ms/step | 15.6 samples/s +Step 21800/44000 | Loss: 2.9824 | LR: 2.60e-04 | 1283.4ms/step | 15.6 samples/s +Step 21810/44000 | Loss: 2.9782 | LR: 2.60e-04 | 1283.7ms/step | 15.6 samples/s +Step 21820/44000 | Loss: 2.9988 | LR: 2.60e-04 | 1281.1ms/step | 15.6 samples/s +Step 21830/44000 | Loss: 2.9703 | LR: 2.60e-04 | 1276.8ms/step | 15.7 samples/s +Step 21840/44000 | Loss: 2.9945 | LR: 2.60e-04 | 1280.2ms/step | 15.6 samples/s +Step 21850/44000 | Loss: 2.9897 | LR: 2.60e-04 | 1284.7ms/step | 15.6 samples/s +Step 21860/44000 | Loss: 2.9932 | LR: 2.59e-04 | 1280.2ms/step | 15.6 samples/s +Step 21870/44000 | Loss: 3.0054 | LR: 2.59e-04 | 1281.2ms/step | 15.6 samples/s +Step 21880/44000 | Loss: 2.9761 | LR: 2.59e-04 | 1282.2ms/step | 15.6 samples/s +Step 21890/44000 | Loss: 2.9774 | LR: 2.59e-04 | 1282.9ms/step | 15.6 samples/s +Step 21900/44000 | Loss: 2.9842 | LR: 2.59e-04 | 1283.4ms/step | 15.6 samples/s +Step 21910/44000 | Loss: 2.9845 | LR: 2.58e-04 | 1282.2ms/step | 15.6 samples/s +Step 21920/44000 | Loss: 2.9931 | LR: 2.58e-04 | 1281.5ms/step | 15.6 samples/s +Step 21930/44000 | Loss: 3.0187 | LR: 2.58e-04 | 1284.1ms/step | 15.6 samples/s +Step 21940/44000 | Loss: 2.9610 | LR: 2.58e-04 | 1283.5ms/step | 15.6 samples/s +Step 21950/44000 | Loss: 2.9922 | LR: 2.58e-04 | 1284.2ms/step | 15.6 samples/s +Step 21960/44000 | Loss: 2.9799 | LR: 2.58e-04 | 1282.7ms/step | 15.6 samples/s +Step 21970/44000 | Loss: 2.9759 | LR: 2.57e-04 | 1279.6ms/step | 15.6 samples/s +Step 21980/44000 | Loss: 2.9952 | LR: 2.57e-04 | 1277.0ms/step | 15.7 samples/s +Step 21990/44000 | Loss: 3.0000 | LR: 2.57e-04 | 1272.7ms/step | 15.7 samples/s +Step 22000/44000 | Loss: 2.9875 | LR: 2.57e-04 | 1282.4ms/step | 15.6 samples/s +Validation at step 22000: Loss = 3.0025, Perplexity = 20.14 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-22000 +Step 22010/44000 | Loss: 2.9893 | LR: 2.57e-04 | 3707.9ms/step | 5.4 samples/s +Step 22020/44000 | Loss: 3.0021 | LR: 2.56e-04 | 1282.2ms/step | 15.6 samples/s +Step 22030/44000 | Loss: 2.9978 | LR: 2.56e-04 | 1281.5ms/step | 15.6 samples/s +Step 22040/44000 | Loss: 3.0104 | LR: 2.56e-04 | 1280.0ms/step | 15.6 samples/s +Step 22050/44000 | Loss: 2.9835 | LR: 2.56e-04 | 1284.9ms/step | 15.6 samples/s +Step 22060/44000 | Loss: 2.9818 | LR: 2.56e-04 | 1282.1ms/step | 15.6 samples/s +Step 22070/44000 | Loss: 2.9878 | LR: 2.56e-04 | 1279.2ms/step | 15.6 samples/s +Step 22080/44000 | Loss: 2.9793 | LR: 2.55e-04 | 1282.0ms/step | 15.6 samples/s +Step 22090/44000 | Loss: 3.0058 | LR: 2.55e-04 | 1283.0ms/step | 15.6 samples/s +Step 22100/44000 | Loss: 2.9998 | LR: 2.55e-04 | 1280.9ms/step | 15.6 samples/s +Step 22110/44000 | Loss: 2.9836 | LR: 2.55e-04 | 1281.7ms/step | 15.6 samples/s +Step 22120/44000 | Loss: 2.9673 | LR: 2.55e-04 | 1281.1ms/step | 15.6 samples/s +Step 22130/44000 | Loss: 2.9756 | LR: 2.54e-04 | 1282.4ms/step | 15.6 samples/s +Step 22140/44000 | Loss: 2.9872 | LR: 2.54e-04 | 1283.3ms/step | 15.6 samples/s +Step 22150/44000 | Loss: 2.9655 | LR: 2.54e-04 | 1282.0ms/step | 15.6 samples/s +Step 22160/44000 | Loss: 2.9868 | LR: 2.54e-04 | 1281.1ms/step | 15.6 samples/s +Step 22170/44000 | Loss: 3.0047 | LR: 2.54e-04 | 1283.2ms/step | 15.6 samples/s +Step 22180/44000 | Loss: 2.9880 | LR: 2.54e-04 | 1281.7ms/step | 15.6 samples/s +Step 22190/44000 | Loss: 2.9861 | LR: 2.53e-04 | 1279.9ms/step | 15.6 samples/s +Step 22200/44000 | Loss: 2.9856 | LR: 2.53e-04 | 1282.5ms/step | 15.6 samples/s +Step 22210/44000 | Loss: 2.9879 | LR: 2.53e-04 | 1280.6ms/step | 15.6 samples/s +Step 22220/44000 | Loss: 2.9845 | LR: 2.53e-04 | 1280.1ms/step | 15.6 samples/s +Step 22230/44000 | Loss: 3.0016 | LR: 2.53e-04 | 1280.3ms/step | 15.6 samples/s +Step 22240/44000 | Loss: 3.0160 | LR: 2.52e-04 | 1281.0ms/step | 15.6 samples/s +Step 22250/44000 | Loss: 3.0014 | LR: 2.52e-04 | 1281.7ms/step | 15.6 samples/s +Validation at step 22250: Loss = 3.0001, Perplexity = 20.09 +Step 22260/44000 | Loss: 2.9693 | LR: 2.52e-04 | 3437.1ms/step | 5.8 samples/s +Step 22270/44000 | Loss: 3.0046 | LR: 2.52e-04 | 1279.6ms/step | 15.6 samples/s +Step 22280/44000 | Loss: 2.9827 | LR: 2.52e-04 | 1278.5ms/step | 15.6 samples/s +Step 22290/44000 | Loss: 2.9820 | LR: 2.52e-04 | 1278.8ms/step | 15.6 samples/s +Step 22300/44000 | Loss: 3.0178 | LR: 2.51e-04 | 1279.4ms/step | 15.6 samples/s +Step 22310/44000 | Loss: 2.9791 | LR: 2.51e-04 | 1281.4ms/step | 15.6 samples/s +Step 22320/44000 | Loss: 2.9650 | LR: 2.51e-04 | 1283.8ms/step | 15.6 samples/s +Step 22330/44000 | Loss: 2.9668 | LR: 2.51e-04 | 1285.2ms/step | 15.6 samples/s +Step 22340/44000 | Loss: 3.0149 | LR: 2.51e-04 | 1282.1ms/step | 15.6 samples/s +Step 22350/44000 | Loss: 2.9786 | LR: 2.50e-04 | 1283.8ms/step | 15.6 samples/s +Step 22360/44000 | Loss: 2.9784 | LR: 2.50e-04 | 1283.9ms/step | 15.6 samples/s +Step 22370/44000 | Loss: 2.9817 | LR: 2.50e-04 | 1280.3ms/step | 15.6 samples/s +Step 22380/44000 | Loss: 2.9859 | LR: 2.50e-04 | 1282.2ms/step | 15.6 samples/s +Step 22390/44000 | Loss: 2.9746 | LR: 2.50e-04 | 1283.3ms/step | 15.6 samples/s +Step 22400/44000 | Loss: 2.9582 | LR: 2.50e-04 | 1283.7ms/step | 15.6 samples/s +Step 22410/44000 | Loss: 2.9758 | LR: 2.49e-04 | 1284.5ms/step | 15.6 samples/s +Step 22420/44000 | Loss: 2.9762 | LR: 2.49e-04 | 1286.4ms/step | 15.5 samples/s +Step 22430/44000 | Loss: 2.9932 | LR: 2.49e-04 | 1280.5ms/step | 15.6 samples/s +Step 22440/44000 | Loss: 2.9816 | LR: 2.49e-04 | 1274.7ms/step | 15.7 samples/s +Step 22450/44000 | Loss: 2.9986 | LR: 2.49e-04 | 1274.9ms/step | 15.7 samples/s +Step 22460/44000 | Loss: 2.9766 | LR: 2.48e-04 | 1273.3ms/step | 15.7 samples/s +Step 22470/44000 | Loss: 2.9515 | LR: 2.48e-04 | 1277.2ms/step | 15.7 samples/s +Step 22480/44000 | Loss: 2.9663 | LR: 2.48e-04 | 1281.6ms/step | 15.6 samples/s +Step 22490/44000 | Loss: 2.9728 | LR: 2.48e-04 | 1284.5ms/step | 15.6 samples/s +Step 22500/44000 | Loss: 2.9568 | LR: 2.48e-04 | 1282.0ms/step | 15.6 samples/s +Validation at step 22500: Loss = 2.9973, Perplexity = 20.03 +Step 22510/44000 | Loss: 2.9667 | LR: 2.48e-04 | 3454.1ms/step | 5.8 samples/s +Step 22520/44000 | Loss: 3.0126 | LR: 2.47e-04 | 1281.0ms/step | 15.6 samples/s +Step 22530/44000 | Loss: 2.9497 | LR: 2.47e-04 | 1279.3ms/step | 15.6 samples/s +Step 22540/44000 | Loss: 2.9849 | LR: 2.47e-04 | 1282.0ms/step | 15.6 samples/s +Step 22550/44000 | Loss: 2.9520 | LR: 2.47e-04 | 1281.5ms/step | 15.6 samples/s +Step 22560/44000 | Loss: 2.9799 | LR: 2.47e-04 | 1281.0ms/step | 15.6 samples/s +Step 22570/44000 | Loss: 2.9566 | LR: 2.46e-04 | 1280.7ms/step | 15.6 samples/s +Step 22580/44000 | Loss: 2.9939 | LR: 2.46e-04 | 1284.6ms/step | 15.6 samples/s +Step 22590/44000 | Loss: 2.9902 | LR: 2.46e-04 | 1279.9ms/step | 15.6 samples/s +Step 22600/44000 | Loss: 2.9618 | LR: 2.46e-04 | 1282.5ms/step | 15.6 samples/s +Step 22610/44000 | Loss: 2.9790 | LR: 2.46e-04 | 1283.4ms/step | 15.6 samples/s +Step 22620/44000 | Loss: 2.9964 | LR: 2.46e-04 | 1282.5ms/step | 15.6 samples/s +Step 22630/44000 | Loss: 2.9752 | LR: 2.45e-04 | 1281.5ms/step | 15.6 samples/s +Step 22640/44000 | Loss: 2.9896 | LR: 2.45e-04 | 1281.0ms/step | 15.6 samples/s +Step 22650/44000 | Loss: 2.9782 | LR: 2.45e-04 | 1282.8ms/step | 15.6 samples/s +Step 22660/44000 | Loss: 3.0111 | LR: 2.45e-04 | 1284.4ms/step | 15.6 samples/s +Step 22670/44000 | Loss: 2.9859 | LR: 2.45e-04 | 1284.8ms/step | 15.6 samples/s +Step 22680/44000 | Loss: 2.9636 | LR: 2.44e-04 | 1283.4ms/step | 15.6 samples/s +Step 22690/44000 | Loss: 2.9945 | LR: 2.44e-04 | 1281.8ms/step | 15.6 samples/s +Step 22700/44000 | Loss: 2.9973 | LR: 2.44e-04 | 1280.6ms/step | 15.6 samples/s +Step 22710/44000 | Loss: 2.9519 | LR: 2.44e-04 | 1279.2ms/step | 15.6 samples/s +Step 22720/44000 | Loss: 2.9820 | LR: 2.44e-04 | 1280.9ms/step | 15.6 samples/s +Step 22730/44000 | Loss: 2.9972 | LR: 2.44e-04 | 1279.9ms/step | 15.6 samples/s +Step 22740/44000 | Loss: 2.9830 | LR: 2.43e-04 | 1277.9ms/step | 15.7 samples/s +Step 22750/44000 | Loss: 2.9599 | LR: 2.43e-04 | 1283.9ms/step | 15.6 samples/s +Validation at step 22750: Loss = 2.9946, Perplexity = 19.98 +Step 22760/44000 | Loss: 2.9946 | LR: 2.43e-04 | 3431.7ms/step | 5.8 samples/s +Step 22770/44000 | Loss: 2.9759 | LR: 2.43e-04 | 1277.5ms/step | 15.7 samples/s +Step 22780/44000 | Loss: 2.9858 | LR: 2.43e-04 | 1280.1ms/step | 15.6 samples/s +Step 22790/44000 | Loss: 3.0004 | LR: 2.42e-04 | 1280.8ms/step | 15.6 samples/s +Step 22800/44000 | Loss: 3.0024 | LR: 2.42e-04 | 1278.6ms/step | 15.6 samples/s +Step 22810/44000 | Loss: 2.9683 | LR: 2.42e-04 | 1275.3ms/step | 15.7 samples/s +Step 22820/44000 | Loss: 2.9819 | LR: 2.42e-04 | 1281.8ms/step | 15.6 samples/s +Step 22830/44000 | Loss: 3.0086 | LR: 2.42e-04 | 1281.2ms/step | 15.6 samples/s +Step 22840/44000 | Loss: 2.9917 | LR: 2.42e-04 | 1277.8ms/step | 15.7 samples/s +Step 22850/44000 | Loss: 2.9642 | LR: 2.41e-04 | 1282.8ms/step | 15.6 samples/s +Step 22860/44000 | Loss: 3.0032 | LR: 2.41e-04 | 1283.4ms/step | 15.6 samples/s +Step 22870/44000 | Loss: 2.9746 | LR: 2.41e-04 | 1283.1ms/step | 15.6 samples/s +Step 22880/44000 | Loss: 2.9761 | LR: 2.41e-04 | 1283.1ms/step | 15.6 samples/s +Step 22890/44000 | Loss: 2.9631 | LR: 2.41e-04 | 1283.1ms/step | 15.6 samples/s +Step 22900/44000 | Loss: 3.0104 | LR: 2.40e-04 | 1282.8ms/step | 15.6 samples/s +Step 22910/44000 | Loss: 2.9945 | LR: 2.40e-04 | 1279.3ms/step | 15.6 samples/s +Step 22920/44000 | Loss: 2.9824 | LR: 2.40e-04 | 1281.4ms/step | 15.6 samples/s +Step 22930/44000 | Loss: 2.9644 | LR: 2.40e-04 | 1281.4ms/step | 15.6 samples/s +Step 22940/44000 | Loss: 2.9680 | LR: 2.40e-04 | 1281.0ms/step | 15.6 samples/s +Step 22950/44000 | Loss: 2.9736 | LR: 2.40e-04 | 1281.0ms/step | 15.6 samples/s +Step 22960/44000 | Loss: 3.0149 | LR: 2.39e-04 | 1282.0ms/step | 15.6 samples/s +Step 22970/44000 | Loss: 2.9635 | LR: 2.39e-04 | 1281.7ms/step | 15.6 samples/s +Step 22980/44000 | Loss: 2.9778 | LR: 2.39e-04 | 1282.6ms/step | 15.6 samples/s +Step 22990/44000 | Loss: 2.9673 | LR: 2.39e-04 | 1285.0ms/step | 15.6 samples/s +Step 23000/44000 | Loss: 2.9641 | LR: 2.39e-04 | 1283.0ms/step | 15.6 samples/s +Validation at step 23000: Loss = 2.9930, Perplexity = 19.95 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-23000 +Step 23010/44000 | Loss: 2.9679 | LR: 2.38e-04 | 3702.2ms/step | 5.4 samples/s +Step 23020/44000 | Loss: 2.9785 | LR: 2.38e-04 | 1281.7ms/step | 15.6 samples/s +Step 23030/44000 | Loss: 2.9834 | LR: 2.38e-04 | 1282.3ms/step | 15.6 samples/s +Step 23040/44000 | Loss: 2.9985 | LR: 2.38e-04 | 1283.9ms/step | 15.6 samples/s +Step 23050/44000 | Loss: 3.0167 | LR: 2.38e-04 | 1283.4ms/step | 15.6 samples/s +Step 23060/44000 | Loss: 2.9804 | LR: 2.38e-04 | 1283.0ms/step | 15.6 samples/s +Step 23070/44000 | Loss: 2.9770 | LR: 2.37e-04 | 1283.3ms/step | 15.6 samples/s +Step 23080/44000 | Loss: 2.9801 | LR: 2.37e-04 | 1281.5ms/step | 15.6 samples/s +Step 23090/44000 | Loss: 2.9908 | LR: 2.37e-04 | 1280.4ms/step | 15.6 samples/s +Step 23100/44000 | Loss: 2.9788 | LR: 2.37e-04 | 1278.9ms/step | 15.6 samples/s +Step 23110/44000 | Loss: 2.9646 | LR: 2.37e-04 | 1277.3ms/step | 15.7 samples/s +Step 23120/44000 | Loss: 2.9715 | LR: 2.36e-04 | 1279.4ms/step | 15.6 samples/s +Step 23130/44000 | Loss: 2.9729 | LR: 2.36e-04 | 1284.2ms/step | 15.6 samples/s +Step 23140/44000 | Loss: 2.9515 | LR: 2.36e-04 | 1282.1ms/step | 15.6 samples/s +Step 23150/44000 | Loss: 2.9632 | LR: 2.36e-04 | 1282.0ms/step | 15.6 samples/s +Step 23160/44000 | Loss: 2.9841 | LR: 2.36e-04 | 1281.9ms/step | 15.6 samples/s +Step 23170/44000 | Loss: 2.9722 | LR: 2.36e-04 | 1285.5ms/step | 15.6 samples/s +Step 23180/44000 | Loss: 2.9844 | LR: 2.35e-04 | 1280.9ms/step | 15.6 samples/s +Step 23190/44000 | Loss: 2.9797 | LR: 2.35e-04 | 1284.4ms/step | 15.6 samples/s +Step 23200/44000 | Loss: 2.9794 | LR: 2.35e-04 | 1283.8ms/step | 15.6 samples/s +Step 23210/44000 | Loss: 2.9644 | LR: 2.35e-04 | 1282.8ms/step | 15.6 samples/s +Step 23220/44000 | Loss: 2.9820 | LR: 2.35e-04 | 1281.9ms/step | 15.6 samples/s +Step 23230/44000 | Loss: 2.9602 | LR: 2.34e-04 | 1282.6ms/step | 15.6 samples/s +Step 23240/44000 | Loss: 2.9810 | LR: 2.34e-04 | 1281.4ms/step | 15.6 samples/s +Step 23250/44000 | Loss: 2.9837 | LR: 2.34e-04 | 1283.5ms/step | 15.6 samples/s +Validation at step 23250: Loss = 2.9908, Perplexity = 19.90 +Step 23260/44000 | Loss: 2.9546 | LR: 2.34e-04 | 3432.3ms/step | 5.8 samples/s +Step 23270/44000 | Loss: 2.9786 | LR: 2.34e-04 | 1283.0ms/step | 15.6 samples/s +Step 23280/44000 | Loss: 2.9906 | LR: 2.34e-04 | 1283.2ms/step | 15.6 samples/s +Step 23290/44000 | Loss: 2.9710 | LR: 2.33e-04 | 1284.1ms/step | 15.6 samples/s +Step 23300/44000 | Loss: 2.9634 | LR: 2.33e-04 | 1284.7ms/step | 15.6 samples/s +Step 23310/44000 | Loss: 2.9419 | LR: 2.33e-04 | 1283.9ms/step | 15.6 samples/s +Step 23320/44000 | Loss: 2.9692 | LR: 2.33e-04 | 1281.1ms/step | 15.6 samples/s +Step 23330/44000 | Loss: 2.9610 | LR: 2.33e-04 | 1281.9ms/step | 15.6 samples/s +Step 23340/44000 | Loss: 2.9868 | LR: 2.32e-04 | 1281.6ms/step | 15.6 samples/s +Step 23350/44000 | Loss: 2.9714 | LR: 2.32e-04 | 1282.1ms/step | 15.6 samples/s +Step 23360/44000 | Loss: 3.0141 | LR: 2.32e-04 | 1282.6ms/step | 15.6 samples/s +Step 23370/44000 | Loss: 2.9645 | LR: 2.32e-04 | 1281.6ms/step | 15.6 samples/s +Step 23380/44000 | Loss: 2.9576 | LR: 2.32e-04 | 1281.0ms/step | 15.6 samples/s +Step 23390/44000 | Loss: 2.9440 | LR: 2.32e-04 | 1281.4ms/step | 15.6 samples/s +Step 23400/44000 | Loss: 2.9827 | LR: 2.31e-04 | 1281.4ms/step | 15.6 samples/s +Step 23410/44000 | Loss: 2.9714 | LR: 2.31e-04 | 1283.2ms/step | 15.6 samples/s +Step 23420/44000 | Loss: 2.9925 | LR: 2.31e-04 | 1288.6ms/step | 15.5 samples/s +Step 23430/44000 | Loss: 2.9607 | LR: 2.31e-04 | 1285.3ms/step | 15.6 samples/s +Step 23440/44000 | Loss: 2.9601 | LR: 2.31e-04 | 1285.1ms/step | 15.6 samples/s +Step 23450/44000 | Loss: 2.9805 | LR: 2.30e-04 | 1287.0ms/step | 15.5 samples/s +Step 23460/44000 | Loss: 2.9639 | LR: 2.30e-04 | 1296.6ms/step | 15.4 samples/s +Step 23470/44000 | Loss: 2.9861 | LR: 2.30e-04 | 1289.7ms/step | 15.5 samples/s +Step 23480/44000 | Loss: 2.9595 | LR: 2.30e-04 | 1290.2ms/step | 15.5 samples/s +Step 23490/44000 | Loss: 2.9761 | LR: 2.30e-04 | 1286.0ms/step | 15.6 samples/s +Step 23500/44000 | Loss: 2.9624 | LR: 2.30e-04 | 1284.6ms/step | 15.6 samples/s +Validation at step 23500: Loss = 2.9887, Perplexity = 19.86 +Step 23510/44000 | Loss: 2.9794 | LR: 2.29e-04 | 3446.4ms/step | 5.8 samples/s +Step 23520/44000 | Loss: 2.9697 | LR: 2.29e-04 | 1279.4ms/step | 15.6 samples/s +Step 23530/44000 | Loss: 2.9669 | LR: 2.29e-04 | 1279.0ms/step | 15.6 samples/s +Step 23540/44000 | Loss: 2.9507 | LR: 2.29e-04 | 1278.9ms/step | 15.6 samples/s +Step 23550/44000 | Loss: 2.9516 | LR: 2.29e-04 | 1282.9ms/step | 15.6 samples/s +Step 23560/44000 | Loss: 2.9697 | LR: 2.29e-04 | 1285.8ms/step | 15.6 samples/s +Step 23570/44000 | Loss: 2.9949 | LR: 2.28e-04 | 1281.9ms/step | 15.6 samples/s +Step 23580/44000 | Loss: 2.9456 | LR: 2.28e-04 | 1279.0ms/step | 15.6 samples/s +Step 23590/44000 | Loss: 2.9867 | LR: 2.28e-04 | 1278.3ms/step | 15.6 samples/s +Step 23600/44000 | Loss: 3.0025 | LR: 2.28e-04 | 1280.6ms/step | 15.6 samples/s +Step 23610/44000 | Loss: 2.9615 | LR: 2.28e-04 | 1277.5ms/step | 15.7 samples/s +Step 23620/44000 | Loss: 2.9680 | LR: 2.27e-04 | 1280.2ms/step | 15.6 samples/s +Step 23630/44000 | Loss: 2.9716 | LR: 2.27e-04 | 1280.1ms/step | 15.6 samples/s +Step 23640/44000 | Loss: 2.9866 | LR: 2.27e-04 | 1279.9ms/step | 15.6 samples/s +Step 23650/44000 | Loss: 2.9960 | LR: 2.27e-04 | 1282.3ms/step | 15.6 samples/s +Step 23660/44000 | Loss: 2.9744 | LR: 2.27e-04 | 1279.7ms/step | 15.6 samples/s +Step 23670/44000 | Loss: 2.9833 | LR: 2.27e-04 | 1282.6ms/step | 15.6 samples/s +Step 23680/44000 | Loss: 2.9824 | LR: 2.26e-04 | 1283.3ms/step | 15.6 samples/s +Step 23690/44000 | Loss: 2.9831 | LR: 2.26e-04 | 1278.0ms/step | 15.6 samples/s +Step 23700/44000 | Loss: 2.9678 | LR: 2.26e-04 | 1279.0ms/step | 15.6 samples/s +Step 23710/44000 | Loss: 2.9518 | LR: 2.26e-04 | 1276.7ms/step | 15.7 samples/s +Step 23720/44000 | Loss: 2.9583 | LR: 2.26e-04 | 1277.2ms/step | 15.7 samples/s +Step 23730/44000 | Loss: 2.9771 | LR: 2.25e-04 | 1277.4ms/step | 15.7 samples/s +Step 23740/44000 | Loss: 2.9745 | LR: 2.25e-04 | 1278.9ms/step | 15.6 samples/s +Step 23750/44000 | Loss: 2.9581 | LR: 2.25e-04 | 1280.3ms/step | 15.6 samples/s +Validation at step 23750: Loss = 2.9860, Perplexity = 19.81 +Step 23760/44000 | Loss: 2.9853 | LR: 2.25e-04 | 3436.0ms/step | 5.8 samples/s +Step 23770/44000 | Loss: 2.9590 | LR: 2.25e-04 | 1278.0ms/step | 15.6 samples/s +Step 23780/44000 | Loss: 2.9575 | LR: 2.25e-04 | 1279.2ms/step | 15.6 samples/s +Step 23790/44000 | Loss: 2.9529 | LR: 2.24e-04 | 1275.2ms/step | 15.7 samples/s +Step 23800/44000 | Loss: 2.9767 | LR: 2.24e-04 | 1278.3ms/step | 15.6 samples/s +Step 23810/44000 | Loss: 2.9523 | LR: 2.24e-04 | 1280.6ms/step | 15.6 samples/s +Step 23820/44000 | Loss: 2.9975 | LR: 2.24e-04 | 1283.9ms/step | 15.6 samples/s +Step 23830/44000 | Loss: 2.9641 | LR: 2.24e-04 | 1283.9ms/step | 15.6 samples/s +Step 23840/44000 | Loss: 2.9775 | LR: 2.23e-04 | 1285.9ms/step | 15.6 samples/s +Step 23850/44000 | Loss: 2.9803 | LR: 2.23e-04 | 1289.9ms/step | 15.5 samples/s +Step 23860/44000 | Loss: 2.9687 | LR: 2.23e-04 | 1288.7ms/step | 15.5 samples/s +Step 23870/44000 | Loss: 2.9825 | LR: 2.23e-04 | 1282.9ms/step | 15.6 samples/s +Step 23880/44000 | Loss: 2.9658 | LR: 2.23e-04 | 1284.9ms/step | 15.6 samples/s +Step 23890/44000 | Loss: 2.9658 | LR: 2.23e-04 | 1290.0ms/step | 15.5 samples/s +Step 23900/44000 | Loss: 2.9626 | LR: 2.22e-04 | 1287.5ms/step | 15.5 samples/s +Step 23910/44000 | Loss: 2.9597 | LR: 2.22e-04 | 1289.8ms/step | 15.5 samples/s +Step 23920/44000 | Loss: 3.0026 | LR: 2.22e-04 | 1288.4ms/step | 15.5 samples/s +Step 23930/44000 | Loss: 2.9764 | LR: 2.22e-04 | 1291.5ms/step | 15.5 samples/s +Step 23940/44000 | Loss: 2.9877 | LR: 2.22e-04 | 1287.8ms/step | 15.5 samples/s +Step 23950/44000 | Loss: 2.9815 | LR: 2.21e-04 | 1279.3ms/step | 15.6 samples/s +Step 23960/44000 | Loss: 3.0049 | LR: 2.21e-04 | 1277.3ms/step | 15.7 samples/s +Step 23970/44000 | Loss: 2.9843 | LR: 2.21e-04 | 1282.0ms/step | 15.6 samples/s +Step 23980/44000 | Loss: 2.9645 | LR: 2.21e-04 | 1284.0ms/step | 15.6 samples/s +Step 23990/44000 | Loss: 2.9426 | LR: 2.21e-04 | 1284.0ms/step | 15.6 samples/s +Step 24000/44000 | Loss: 2.9642 | LR: 2.21e-04 | 1283.7ms/step | 15.6 samples/s +Validation at step 24000: Loss = 2.9840, Perplexity = 19.77 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-24000 +Step 24010/44000 | Loss: 2.9757 | LR: 2.20e-04 | 3729.3ms/step | 5.4 samples/s +Step 24020/44000 | Loss: 2.9705 | LR: 2.20e-04 | 1284.4ms/step | 15.6 samples/s +Step 24030/44000 | Loss: 2.9923 | LR: 2.20e-04 | 1282.0ms/step | 15.6 samples/s +Step 24040/44000 | Loss: 3.0047 | LR: 2.20e-04 | 1282.2ms/step | 15.6 samples/s +Step 24050/44000 | Loss: 2.9940 | LR: 2.20e-04 | 1284.9ms/step | 15.6 samples/s +Step 24060/44000 | Loss: 2.9791 | LR: 2.19e-04 | 1283.7ms/step | 15.6 samples/s +Step 24070/44000 | Loss: 2.9960 | LR: 2.19e-04 | 1281.5ms/step | 15.6 samples/s +Step 24080/44000 | Loss: 2.9547 | LR: 2.19e-04 | 1282.4ms/step | 15.6 samples/s +Step 24090/44000 | Loss: 2.9548 | LR: 2.19e-04 | 1283.3ms/step | 15.6 samples/s +Step 24100/44000 | Loss: 2.9731 | LR: 2.19e-04 | 1284.7ms/step | 15.6 samples/s +Step 24110/44000 | Loss: 2.9830 | LR: 2.19e-04 | 1286.7ms/step | 15.5 samples/s +Step 24120/44000 | Loss: 2.9373 | LR: 2.18e-04 | 1286.4ms/step | 15.5 samples/s +Step 24130/44000 | Loss: 2.9863 | LR: 2.18e-04 | 1284.1ms/step | 15.6 samples/s +Step 24140/44000 | Loss: 2.9623 | LR: 2.18e-04 | 1282.6ms/step | 15.6 samples/s +Step 24150/44000 | Loss: 2.9882 | LR: 2.18e-04 | 1285.3ms/step | 15.6 samples/s +Step 24160/44000 | Loss: 3.0000 | LR: 2.18e-04 | 1285.7ms/step | 15.6 samples/s +Step 24170/44000 | Loss: 2.9559 | LR: 2.17e-04 | 1282.3ms/step | 15.6 samples/s +Step 24180/44000 | Loss: 2.9652 | LR: 2.17e-04 | 1283.9ms/step | 15.6 samples/s +Step 24190/44000 | Loss: 2.9835 | LR: 2.17e-04 | 1283.9ms/step | 15.6 samples/s +Step 24200/44000 | Loss: 2.9569 | LR: 2.17e-04 | 1283.7ms/step | 15.6 samples/s +Step 24210/44000 | Loss: 2.9494 | LR: 2.17e-04 | 1283.7ms/step | 15.6 samples/s +Step 24220/44000 | Loss: 2.9679 | LR: 2.17e-04 | 1279.6ms/step | 15.6 samples/s +Step 24230/44000 | Loss: 2.9896 | LR: 2.16e-04 | 1282.4ms/step | 15.6 samples/s +Step 24240/44000 | Loss: 2.9525 | LR: 2.16e-04 | 1278.8ms/step | 15.6 samples/s +Step 24250/44000 | Loss: 2.9777 | LR: 2.16e-04 | 1282.7ms/step | 15.6 samples/s +Validation at step 24250: Loss = 2.9825, Perplexity = 19.74 +Step 24260/44000 | Loss: 2.9477 | LR: 2.16e-04 | 3433.9ms/step | 5.8 samples/s +Step 24270/44000 | Loss: 2.9665 | LR: 2.16e-04 | 1285.1ms/step | 15.6 samples/s +Step 24280/44000 | Loss: 2.9919 | LR: 2.16e-04 | 1281.9ms/step | 15.6 samples/s +Step 24290/44000 | Loss: 2.9743 | LR: 2.15e-04 | 1283.3ms/step | 15.6 samples/s +Step 24300/44000 | Loss: 2.9585 | LR: 2.15e-04 | 1281.5ms/step | 15.6 samples/s +Step 24310/44000 | Loss: 2.9724 | LR: 2.15e-04 | 1281.1ms/step | 15.6 samples/s +Step 24320/44000 | Loss: 2.9714 | LR: 2.15e-04 | 1283.1ms/step | 15.6 samples/s +Step 24330/44000 | Loss: 2.9891 | LR: 2.15e-04 | 1283.3ms/step | 15.6 samples/s +Step 24340/44000 | Loss: 2.9519 | LR: 2.14e-04 | 1284.6ms/step | 15.6 samples/s +Step 24350/44000 | Loss: 2.9437 | LR: 2.14e-04 | 1279.4ms/step | 15.6 samples/s +Step 24360/44000 | Loss: 2.9691 | LR: 2.14e-04 | 1279.6ms/step | 15.6 samples/s +Step 24370/44000 | Loss: 2.9377 | LR: 2.14e-04 | 1281.9ms/step | 15.6 samples/s +Step 24380/44000 | Loss: 2.9320 | LR: 2.14e-04 | 1283.7ms/step | 15.6 samples/s +Step 24390/44000 | Loss: 2.9401 | LR: 2.14e-04 | 1286.9ms/step | 15.5 samples/s +Step 24400/44000 | Loss: 2.9708 | LR: 2.13e-04 | 1286.0ms/step | 15.6 samples/s +Step 24410/44000 | Loss: 2.9702 | LR: 2.13e-04 | 1284.1ms/step | 15.6 samples/s +Step 24420/44000 | Loss: 2.9829 | LR: 2.13e-04 | 1283.0ms/step | 15.6 samples/s +Step 24430/44000 | Loss: 2.9678 | LR: 2.13e-04 | 1284.9ms/step | 15.6 samples/s +Step 24440/44000 | Loss: 2.9734 | LR: 2.13e-04 | 1282.5ms/step | 15.6 samples/s +Step 24450/44000 | Loss: 2.9410 | LR: 2.12e-04 | 1281.4ms/step | 15.6 samples/s +Step 24460/44000 | Loss: 2.9480 | LR: 2.12e-04 | 1282.8ms/step | 15.6 samples/s +Step 24470/44000 | Loss: 2.9736 | LR: 2.12e-04 | 1282.0ms/step | 15.6 samples/s +Step 24480/44000 | Loss: 2.9680 | LR: 2.12e-04 | 1283.7ms/step | 15.6 samples/s +Step 24490/44000 | Loss: 2.9636 | LR: 2.12e-04 | 1281.8ms/step | 15.6 samples/s +Step 24500/44000 | Loss: 2.9807 | LR: 2.12e-04 | 1278.1ms/step | 15.6 samples/s +Validation at step 24500: Loss = 2.9806, Perplexity = 19.70 +Step 24510/44000 | Loss: 2.9690 | LR: 2.11e-04 | 3432.6ms/step | 5.8 samples/s +Step 24520/44000 | Loss: 2.9386 | LR: 2.11e-04 | 1280.2ms/step | 15.6 samples/s +Step 24530/44000 | Loss: 2.9627 | LR: 2.11e-04 | 1282.8ms/step | 15.6 samples/s +Step 24540/44000 | Loss: 2.9835 | LR: 2.11e-04 | 1278.4ms/step | 15.6 samples/s +Step 24550/44000 | Loss: 2.9967 | LR: 2.11e-04 | 1284.7ms/step | 15.6 samples/s +Step 24560/44000 | Loss: 2.9628 | LR: 2.10e-04 | 1280.6ms/step | 15.6 samples/s +Step 24570/44000 | Loss: 3.0316 | LR: 2.10e-04 | 1278.1ms/step | 15.6 samples/s +Step 24580/44000 | Loss: 2.9459 | LR: 2.10e-04 | 1275.2ms/step | 15.7 samples/s +Step 24590/44000 | Loss: 2.9931 | LR: 2.10e-04 | 1275.1ms/step | 15.7 samples/s +Step 24600/44000 | Loss: 2.9647 | LR: 2.10e-04 | 1281.9ms/step | 15.6 samples/s +Step 24610/44000 | Loss: 2.9799 | LR: 2.10e-04 | 1282.1ms/step | 15.6 samples/s +Step 24620/44000 | Loss: 2.9757 | LR: 2.09e-04 | 1282.3ms/step | 15.6 samples/s +Step 24630/44000 | Loss: 3.0000 | LR: 2.09e-04 | 1280.6ms/step | 15.6 samples/s +Step 24640/44000 | Loss: 2.9679 | LR: 2.09e-04 | 1285.7ms/step | 15.6 samples/s +Step 24650/44000 | Loss: 2.9686 | LR: 2.09e-04 | 1285.5ms/step | 15.6 samples/s +Step 24660/44000 | Loss: 2.9604 | LR: 2.09e-04 | 1282.1ms/step | 15.6 samples/s +Step 24670/44000 | Loss: 2.9614 | LR: 2.09e-04 | 1281.2ms/step | 15.6 samples/s +Step 24680/44000 | Loss: 2.9575 | LR: 2.08e-04 | 1284.9ms/step | 15.6 samples/s +Step 24690/44000 | Loss: 2.9633 | LR: 2.08e-04 | 1282.7ms/step | 15.6 samples/s +Step 24700/44000 | Loss: 2.9591 | LR: 2.08e-04 | 1282.8ms/step | 15.6 samples/s +Step 24710/44000 | Loss: 2.9616 | LR: 2.08e-04 | 1284.4ms/step | 15.6 samples/s +Step 24720/44000 | Loss: 2.9490 | LR: 2.08e-04 | 1286.6ms/step | 15.5 samples/s +Step 24730/44000 | Loss: 2.9589 | LR: 2.07e-04 | 1284.5ms/step | 15.6 samples/s +Step 24740/44000 | Loss: 3.0070 | LR: 2.07e-04 | 1283.2ms/step | 15.6 samples/s +Step 24750/44000 | Loss: 2.9444 | LR: 2.07e-04 | 1284.0ms/step | 15.6 samples/s +Validation at step 24750: Loss = 2.9787, Perplexity = 19.66 +Step 24760/44000 | Loss: 2.9656 | LR: 2.07e-04 | 3442.5ms/step | 5.8 samples/s +Step 24770/44000 | Loss: 2.9648 | LR: 2.07e-04 | 1290.9ms/step | 15.5 samples/s +Step 24780/44000 | Loss: 2.9884 | LR: 2.07e-04 | 1285.3ms/step | 15.6 samples/s +Step 24790/44000 | Loss: 2.9447 | LR: 2.06e-04 | 1294.5ms/step | 15.4 samples/s +Step 24800/44000 | Loss: 2.9481 | LR: 2.06e-04 | 1294.4ms/step | 15.5 samples/s +Step 24810/44000 | Loss: 2.9805 | LR: 2.06e-04 | 1289.1ms/step | 15.5 samples/s +Step 24820/44000 | Loss: 2.9632 | LR: 2.06e-04 | 1285.2ms/step | 15.6 samples/s +Step 24830/44000 | Loss: 2.9401 | LR: 2.06e-04 | 1284.9ms/step | 15.6 samples/s +Step 24840/44000 | Loss: 2.9563 | LR: 2.05e-04 | 1284.0ms/step | 15.6 samples/s +Step 24850/44000 | Loss: 2.9597 | LR: 2.05e-04 | 1292.2ms/step | 15.5 samples/s +Step 24860/44000 | Loss: 2.9595 | LR: 2.05e-04 | 1283.7ms/step | 15.6 samples/s +Step 24870/44000 | Loss: 2.9499 | LR: 2.05e-04 | 1281.1ms/step | 15.6 samples/s +Step 24880/44000 | Loss: 2.9766 | LR: 2.05e-04 | 1281.9ms/step | 15.6 samples/s +Step 24890/44000 | Loss: 2.9998 | LR: 2.05e-04 | 1279.4ms/step | 15.6 samples/s +Step 24900/44000 | Loss: 2.9560 | LR: 2.04e-04 | 1277.8ms/step | 15.7 samples/s +Step 24910/44000 | Loss: 2.9662 | LR: 2.04e-04 | 1276.3ms/step | 15.7 samples/s +Step 24920/44000 | Loss: 2.9725 | LR: 2.04e-04 | 1281.6ms/step | 15.6 samples/s +Step 24930/44000 | Loss: 2.9656 | LR: 2.04e-04 | 1282.1ms/step | 15.6 samples/s +Step 24940/44000 | Loss: 2.9757 | LR: 2.04e-04 | 1281.3ms/step | 15.6 samples/s +Step 24950/44000 | Loss: 2.9524 | LR: 2.04e-04 | 1282.6ms/step | 15.6 samples/s +Step 24960/44000 | Loss: 3.0000 | LR: 2.03e-04 | 1285.0ms/step | 15.6 samples/s +Step 24970/44000 | Loss: 2.9535 | LR: 2.03e-04 | 1282.8ms/step | 15.6 samples/s +Step 24980/44000 | Loss: 2.9858 | LR: 2.03e-04 | 1281.3ms/step | 15.6 samples/s +Step 24990/44000 | Loss: 2.9379 | LR: 2.03e-04 | 1282.7ms/step | 15.6 samples/s +Step 25000/44000 | Loss: 2.9809 | LR: 2.03e-04 | 1283.0ms/step | 15.6 samples/s +Validation at step 25000: Loss = 2.9767, Perplexity = 19.62 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-25000 +Step 25010/44000 | Loss: 2.9433 | LR: 2.02e-04 | 3701.6ms/step | 5.4 samples/s +Step 25020/44000 | Loss: 2.9738 | LR: 2.02e-04 | 1280.3ms/step | 15.6 samples/s +Step 25030/44000 | Loss: 2.9539 | LR: 2.02e-04 | 1279.9ms/step | 15.6 samples/s +Step 25040/44000 | Loss: 2.9696 | LR: 2.02e-04 | 1285.2ms/step | 15.6 samples/s +Step 25050/44000 | Loss: 2.9597 | LR: 2.02e-04 | 1279.5ms/step | 15.6 samples/s +Step 25060/44000 | Loss: 2.9570 | LR: 2.02e-04 | 1280.6ms/step | 15.6 samples/s +Step 25070/44000 | Loss: 2.9806 | LR: 2.01e-04 | 1283.8ms/step | 15.6 samples/s +Step 25080/44000 | Loss: 2.9434 | LR: 2.01e-04 | 1278.4ms/step | 15.6 samples/s +Step 25090/44000 | Loss: 2.9812 | LR: 2.01e-04 | 1277.2ms/step | 15.7 samples/s +Step 25100/44000 | Loss: 2.9436 | LR: 2.01e-04 | 1275.5ms/step | 15.7 samples/s +Step 25110/44000 | Loss: 2.9675 | LR: 2.01e-04 | 1278.3ms/step | 15.6 samples/s +Step 25120/44000 | Loss: 2.9405 | LR: 2.00e-04 | 1277.3ms/step | 15.7 samples/s +Step 25130/44000 | Loss: 2.9948 | LR: 2.00e-04 | 1280.3ms/step | 15.6 samples/s +Step 25140/44000 | Loss: 3.0039 | LR: 2.00e-04 | 1276.7ms/step | 15.7 samples/s +Step 25150/44000 | Loss: 2.9273 | LR: 2.00e-04 | 1277.6ms/step | 15.7 samples/s +Step 25160/44000 | Loss: 2.9408 | LR: 2.00e-04 | 1277.4ms/step | 15.7 samples/s +Step 25170/44000 | Loss: 2.9756 | LR: 2.00e-04 | 1279.3ms/step | 15.6 samples/s +Step 25180/44000 | Loss: 2.9157 | LR: 1.99e-04 | 1280.9ms/step | 15.6 samples/s +Step 25190/44000 | Loss: 2.9579 | LR: 1.99e-04 | 1285.0ms/step | 15.6 samples/s +Step 25200/44000 | Loss: 2.9805 | LR: 1.99e-04 | 1282.9ms/step | 15.6 samples/s +Step 25210/44000 | Loss: 2.9744 | LR: 1.99e-04 | 1285.7ms/step | 15.6 samples/s +Step 25220/44000 | Loss: 2.9437 | LR: 1.99e-04 | 1282.3ms/step | 15.6 samples/s +Step 25230/44000 | Loss: 2.9649 | LR: 1.99e-04 | 1288.2ms/step | 15.5 samples/s +Step 25240/44000 | Loss: 2.9462 | LR: 1.98e-04 | 1281.7ms/step | 15.6 samples/s +Step 25250/44000 | Loss: 2.9778 | LR: 1.98e-04 | 1277.4ms/step | 15.7 samples/s +Validation at step 25250: Loss = 2.9749, Perplexity = 19.59 +Step 25260/44000 | Loss: 2.9383 | LR: 1.98e-04 | 3437.8ms/step | 5.8 samples/s +Step 25270/44000 | Loss: 2.9693 | LR: 1.98e-04 | 1284.7ms/step | 15.6 samples/s +Step 25280/44000 | Loss: 2.9365 | LR: 1.98e-04 | 1286.9ms/step | 15.5 samples/s +Step 25290/44000 | Loss: 2.9580 | LR: 1.97e-04 | 1281.4ms/step | 15.6 samples/s +Step 25300/44000 | Loss: 2.9637 | LR: 1.97e-04 | 1280.3ms/step | 15.6 samples/s +Step 25310/44000 | Loss: 2.9135 | LR: 1.97e-04 | 1276.8ms/step | 15.7 samples/s +Step 25320/44000 | Loss: 2.9528 | LR: 1.97e-04 | 1281.8ms/step | 15.6 samples/s +Step 25330/44000 | Loss: 2.9632 | LR: 1.97e-04 | 1284.0ms/step | 15.6 samples/s +Step 25340/44000 | Loss: 2.9572 | LR: 1.97e-04 | 1286.1ms/step | 15.6 samples/s +Step 25350/44000 | Loss: 2.9486 | LR: 1.96e-04 | 1283.2ms/step | 15.6 samples/s +Step 25360/44000 | Loss: 2.9961 | LR: 1.96e-04 | 1285.5ms/step | 15.6 samples/s +Step 25370/44000 | Loss: 2.9441 | LR: 1.96e-04 | 1285.6ms/step | 15.6 samples/s +Step 25380/44000 | Loss: 2.9846 | LR: 1.96e-04 | 1284.7ms/step | 15.6 samples/s +Step 25390/44000 | Loss: 2.9559 | LR: 1.96e-04 | 1282.9ms/step | 15.6 samples/s +Step 25400/44000 | Loss: 2.9687 | LR: 1.96e-04 | 1281.7ms/step | 15.6 samples/s +Step 25410/44000 | Loss: 2.9994 | LR: 1.95e-04 | 1281.1ms/step | 15.6 samples/s +Step 25420/44000 | Loss: 2.9823 | LR: 1.95e-04 | 1281.3ms/step | 15.6 samples/s +Step 25430/44000 | Loss: 2.9611 | LR: 1.95e-04 | 1281.5ms/step | 15.6 samples/s +Step 25440/44000 | Loss: 2.9620 | LR: 1.95e-04 | 1282.7ms/step | 15.6 samples/s +Step 25450/44000 | Loss: 2.9969 | LR: 1.95e-04 | 1278.4ms/step | 15.6 samples/s +Step 25460/44000 | Loss: 2.9697 | LR: 1.94e-04 | 1277.6ms/step | 15.7 samples/s +Step 25470/44000 | Loss: 2.9489 | LR: 1.94e-04 | 1281.3ms/step | 15.6 samples/s +Step 25480/44000 | Loss: 2.9638 | LR: 1.94e-04 | 1275.7ms/step | 15.7 samples/s +Step 25490/44000 | Loss: 2.9641 | LR: 1.94e-04 | 1280.9ms/step | 15.6 samples/s +Step 25500/44000 | Loss: 2.9546 | LR: 1.94e-04 | 1285.7ms/step | 15.6 samples/s +Validation at step 25500: Loss = 2.9726, Perplexity = 19.54 +Step 25510/44000 | Loss: 2.9421 | LR: 1.94e-04 | 3440.1ms/step | 5.8 samples/s +Step 25520/44000 | Loss: 2.9417 | LR: 1.93e-04 | 1285.0ms/step | 15.6 samples/s +Step 25530/44000 | Loss: 2.9437 | LR: 1.93e-04 | 1285.3ms/step | 15.6 samples/s +Step 25540/44000 | Loss: 2.9515 | LR: 1.93e-04 | 1279.8ms/step | 15.6 samples/s +Step 25550/44000 | Loss: 2.9626 | LR: 1.93e-04 | 1283.0ms/step | 15.6 samples/s +Step 25560/44000 | Loss: 2.9705 | LR: 1.93e-04 | 1281.8ms/step | 15.6 samples/s +Step 25570/44000 | Loss: 2.9532 | LR: 1.92e-04 | 1281.7ms/step | 15.6 samples/s +Step 25580/44000 | Loss: 2.9871 | LR: 1.92e-04 | 1281.4ms/step | 15.6 samples/s +Step 25590/44000 | Loss: 2.9662 | LR: 1.92e-04 | 1280.9ms/step | 15.6 samples/s +Step 25600/44000 | Loss: 2.9324 | LR: 1.92e-04 | 1281.5ms/step | 15.6 samples/s +Step 25610/44000 | Loss: 2.9474 | LR: 1.92e-04 | 1280.1ms/step | 15.6 samples/s +Step 25620/44000 | Loss: 2.9350 | LR: 1.92e-04 | 1279.6ms/step | 15.6 samples/s +Step 25630/44000 | Loss: 2.9670 | LR: 1.91e-04 | 1282.9ms/step | 15.6 samples/s +Step 25640/44000 | Loss: 2.9501 | LR: 1.91e-04 | 1283.3ms/step | 15.6 samples/s +Step 25650/44000 | Loss: 2.9552 | LR: 1.91e-04 | 1282.5ms/step | 15.6 samples/s +Step 25660/44000 | Loss: 2.9764 | LR: 1.91e-04 | 1280.7ms/step | 15.6 samples/s +Step 25670/44000 | Loss: 2.9668 | LR: 1.91e-04 | 1280.0ms/step | 15.6 samples/s +Step 25680/44000 | Loss: 2.9334 | LR: 1.91e-04 | 1281.7ms/step | 15.6 samples/s +Step 25690/44000 | Loss: 2.9519 | LR: 1.90e-04 | 1281.1ms/step | 15.6 samples/s +Step 25700/44000 | Loss: 2.9357 | LR: 1.90e-04 | 1282.1ms/step | 15.6 samples/s +Step 25710/44000 | Loss: 2.9514 | LR: 1.90e-04 | 1283.4ms/step | 15.6 samples/s +Step 25720/44000 | Loss: 2.9449 | LR: 1.90e-04 | 1279.6ms/step | 15.6 samples/s +Step 25730/44000 | Loss: 2.9388 | LR: 1.90e-04 | 1276.4ms/step | 15.7 samples/s +Step 25740/44000 | Loss: 2.9524 | LR: 1.89e-04 | 1276.7ms/step | 15.7 samples/s +Step 25750/44000 | Loss: 2.9526 | LR: 1.89e-04 | 1280.6ms/step | 15.6 samples/s +Validation at step 25750: Loss = 2.9715, Perplexity = 19.52 +Step 25760/44000 | Loss: 2.9526 | LR: 1.89e-04 | 3436.8ms/step | 5.8 samples/s +Step 25770/44000 | Loss: 2.9771 | LR: 1.89e-04 | 1282.5ms/step | 15.6 samples/s +Step 25780/44000 | Loss: 2.9615 | LR: 1.89e-04 | 1281.8ms/step | 15.6 samples/s +Step 25790/44000 | Loss: 2.9961 | LR: 1.89e-04 | 1281.3ms/step | 15.6 samples/s +Step 25800/44000 | Loss: 2.9188 | LR: 1.88e-04 | 1280.9ms/step | 15.6 samples/s +Step 25810/44000 | Loss: 2.9541 | LR: 1.88e-04 | 1279.6ms/step | 15.6 samples/s +Step 25820/44000 | Loss: 2.9559 | LR: 1.88e-04 | 1282.2ms/step | 15.6 samples/s +Step 25830/44000 | Loss: 2.9577 | LR: 1.88e-04 | 1282.4ms/step | 15.6 samples/s +Step 25840/44000 | Loss: 2.9683 | LR: 1.88e-04 | 1284.4ms/step | 15.6 samples/s +Step 25850/44000 | Loss: 2.9323 | LR: 1.88e-04 | 1279.8ms/step | 15.6 samples/s +Step 25860/44000 | Loss: 2.9292 | LR: 1.87e-04 | 1281.3ms/step | 15.6 samples/s +Step 25870/44000 | Loss: 2.9330 | LR: 1.87e-04 | 1282.2ms/step | 15.6 samples/s +Step 25880/44000 | Loss: 2.9762 | LR: 1.87e-04 | 1285.0ms/step | 15.6 samples/s +Step 25890/44000 | Loss: 2.9556 | LR: 1.87e-04 | 1281.3ms/step | 15.6 samples/s +Step 25900/44000 | Loss: 2.9590 | LR: 1.87e-04 | 1283.7ms/step | 15.6 samples/s +Step 25910/44000 | Loss: 2.9452 | LR: 1.87e-04 | 1283.7ms/step | 15.6 samples/s +Step 25920/44000 | Loss: 2.9422 | LR: 1.86e-04 | 1283.9ms/step | 15.6 samples/s +Step 25930/44000 | Loss: 2.9724 | LR: 1.86e-04 | 1282.3ms/step | 15.6 samples/s +Step 25940/44000 | Loss: 2.9321 | LR: 1.86e-04 | 1282.4ms/step | 15.6 samples/s +Step 25950/44000 | Loss: 2.9332 | LR: 1.86e-04 | 1281.6ms/step | 15.6 samples/s +Step 25960/44000 | Loss: 2.9512 | LR: 1.86e-04 | 1281.6ms/step | 15.6 samples/s +Step 25970/44000 | Loss: 2.9283 | LR: 1.85e-04 | 1283.8ms/step | 15.6 samples/s +Step 25980/44000 | Loss: 2.9712 | LR: 1.85e-04 | 1282.2ms/step | 15.6 samples/s +Step 25990/44000 | Loss: 2.9650 | LR: 1.85e-04 | 1283.2ms/step | 15.6 samples/s +Step 26000/44000 | Loss: 2.9444 | LR: 1.85e-04 | 1284.4ms/step | 15.6 samples/s +Validation at step 26000: Loss = 2.9699, Perplexity = 19.49 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-26000 +Step 26010/44000 | Loss: 2.9585 | LR: 1.85e-04 | 3712.9ms/step | 5.4 samples/s +Step 26020/44000 | Loss: 2.9572 | LR: 1.85e-04 | 1277.0ms/step | 15.7 samples/s +Step 26030/44000 | Loss: 2.9433 | LR: 1.84e-04 | 1279.3ms/step | 15.6 samples/s +Step 26040/44000 | Loss: 2.9316 | LR: 1.84e-04 | 1284.4ms/step | 15.6 samples/s +Step 26050/44000 | Loss: 2.9683 | LR: 1.84e-04 | 1285.0ms/step | 15.6 samples/s +Step 26060/44000 | Loss: 2.9181 | LR: 1.84e-04 | 1281.6ms/step | 15.6 samples/s +Step 26070/44000 | Loss: 2.9483 | LR: 1.84e-04 | 1281.6ms/step | 15.6 samples/s +Step 26080/44000 | Loss: 2.9326 | LR: 1.84e-04 | 1282.6ms/step | 15.6 samples/s +Step 26090/44000 | Loss: 2.9471 | LR: 1.83e-04 | 1284.6ms/step | 15.6 samples/s +Step 26100/44000 | Loss: 2.9479 | LR: 1.83e-04 | 1281.6ms/step | 15.6 samples/s +Step 26110/44000 | Loss: 2.9665 | LR: 1.83e-04 | 1277.7ms/step | 15.7 samples/s +Step 26120/44000 | Loss: 2.9473 | LR: 1.83e-04 | 1276.1ms/step | 15.7 samples/s +Step 26130/44000 | Loss: 2.9668 | LR: 1.83e-04 | 1278.4ms/step | 15.6 samples/s +Step 26140/44000 | Loss: 2.9718 | LR: 1.82e-04 | 1275.6ms/step | 15.7 samples/s +Step 26150/44000 | Loss: 2.9624 | LR: 1.82e-04 | 1278.4ms/step | 15.6 samples/s +Step 26160/44000 | Loss: 2.9479 | LR: 1.82e-04 | 1278.7ms/step | 15.6 samples/s +Step 26170/44000 | Loss: 2.9484 | LR: 1.82e-04 | 1278.6ms/step | 15.6 samples/s +Step 26180/44000 | Loss: 2.9648 | LR: 1.82e-04 | 1284.0ms/step | 15.6 samples/s +Step 26190/44000 | Loss: 2.9353 | LR: 1.82e-04 | 1282.7ms/step | 15.6 samples/s +Step 26200/44000 | Loss: 2.9184 | LR: 1.81e-04 | 1279.4ms/step | 15.6 samples/s +Step 26210/44000 | Loss: 2.9814 | LR: 1.81e-04 | 1279.6ms/step | 15.6 samples/s +Step 26220/44000 | Loss: 2.9555 | LR: 1.81e-04 | 1281.9ms/step | 15.6 samples/s +Step 26230/44000 | Loss: 2.9644 | LR: 1.81e-04 | 1281.4ms/step | 15.6 samples/s +Step 26240/44000 | Loss: 2.9566 | LR: 1.81e-04 | 1281.9ms/step | 15.6 samples/s +Step 26250/44000 | Loss: 2.9643 | LR: 1.81e-04 | 1284.7ms/step | 15.6 samples/s +Validation at step 26250: Loss = 2.9686, Perplexity = 19.46 +Step 26260/44000 | Loss: 2.9473 | LR: 1.80e-04 | 3433.2ms/step | 5.8 samples/s +Step 26270/44000 | Loss: 2.9443 | LR: 1.80e-04 | 1280.9ms/step | 15.6 samples/s +Step 26280/44000 | Loss: 2.9636 | LR: 1.80e-04 | 1280.9ms/step | 15.6 samples/s +Step 26290/44000 | Loss: 2.9786 | LR: 1.80e-04 | 1281.0ms/step | 15.6 samples/s +Step 26300/44000 | Loss: 2.9602 | LR: 1.80e-04 | 1280.6ms/step | 15.6 samples/s +Step 26310/44000 | Loss: 2.9455 | LR: 1.80e-04 | 1281.3ms/step | 15.6 samples/s +Step 26320/44000 | Loss: 2.9644 | LR: 1.79e-04 | 1276.6ms/step | 15.7 samples/s +Step 26330/44000 | Loss: 2.9943 | LR: 1.79e-04 | 1279.9ms/step | 15.6 samples/s +Step 26340/44000 | Loss: 2.9500 | LR: 1.79e-04 | 1281.8ms/step | 15.6 samples/s +Step 26350/44000 | Loss: 2.9661 | LR: 1.79e-04 | 1283.2ms/step | 15.6 samples/s +Step 26360/44000 | Loss: 2.9407 | LR: 1.79e-04 | 1284.7ms/step | 15.6 samples/s +Step 26370/44000 | Loss: 2.9670 | LR: 1.78e-04 | 1281.3ms/step | 15.6 samples/s +Step 26380/44000 | Loss: 2.9707 | LR: 1.78e-04 | 1279.4ms/step | 15.6 samples/s +Step 26390/44000 | Loss: 2.9705 | LR: 1.78e-04 | 1278.6ms/step | 15.6 samples/s +Step 26400/44000 | Loss: 2.9696 | LR: 1.78e-04 | 1281.8ms/step | 15.6 samples/s +Step 26410/44000 | Loss: 2.9360 | LR: 1.78e-04 | 1283.0ms/step | 15.6 samples/s +Step 26420/44000 | Loss: 2.9305 | LR: 1.78e-04 | 1280.2ms/step | 15.6 samples/s +Step 26430/44000 | Loss: 2.9731 | LR: 1.77e-04 | 1276.9ms/step | 15.7 samples/s +Step 26440/44000 | Loss: 2.9299 | LR: 1.77e-04 | 1278.9ms/step | 15.6 samples/s +Step 26450/44000 | Loss: 2.9537 | LR: 1.77e-04 | 1281.4ms/step | 15.6 samples/s +Step 26460/44000 | Loss: 2.9560 | LR: 1.77e-04 | 1279.7ms/step | 15.6 samples/s +Step 26470/44000 | Loss: 2.9483 | LR: 1.77e-04 | 1280.9ms/step | 15.6 samples/s +Step 26480/44000 | Loss: 2.9473 | LR: 1.77e-04 | 1278.9ms/step | 15.6 samples/s +Step 26490/44000 | Loss: 2.9833 | LR: 1.76e-04 | 1278.9ms/step | 15.6 samples/s +Step 26500/44000 | Loss: 2.9651 | LR: 1.76e-04 | 1282.7ms/step | 15.6 samples/s +Validation at step 26500: Loss = 2.9669, Perplexity = 19.43 +Step 26510/44000 | Loss: 2.9770 | LR: 1.76e-04 | 3441.2ms/step | 5.8 samples/s +Step 26520/44000 | Loss: 2.9538 | LR: 1.76e-04 | 1274.3ms/step | 15.7 samples/s +Step 26530/44000 | Loss: 2.9567 | LR: 1.76e-04 | 1274.7ms/step | 15.7 samples/s +Step 26540/44000 | Loss: 2.9625 | LR: 1.76e-04 | 1274.0ms/step | 15.7 samples/s +Step 26550/44000 | Loss: 2.9697 | LR: 1.75e-04 | 1278.6ms/step | 15.6 samples/s +Step 26560/44000 | Loss: 3.0004 | LR: 1.75e-04 | 1279.0ms/step | 15.6 samples/s +Step 26570/44000 | Loss: 2.9273 | LR: 1.75e-04 | 1283.3ms/step | 15.6 samples/s +Step 26580/44000 | Loss: 2.9776 | LR: 1.75e-04 | 1288.5ms/step | 15.5 samples/s +Step 26590/44000 | Loss: 2.9820 | LR: 1.75e-04 | 1280.6ms/step | 15.6 samples/s +Step 26600/44000 | Loss: 2.9543 | LR: 1.74e-04 | 1281.7ms/step | 15.6 samples/s +Step 26610/44000 | Loss: 2.9601 | LR: 1.74e-04 | 1283.3ms/step | 15.6 samples/s +Step 26620/44000 | Loss: 2.9389 | LR: 1.74e-04 | 1285.8ms/step | 15.6 samples/s +Step 26630/44000 | Loss: 2.9477 | LR: 1.74e-04 | 1280.3ms/step | 15.6 samples/s +Step 26640/44000 | Loss: 2.9415 | LR: 1.74e-04 | 1283.1ms/step | 15.6 samples/s +Step 26650/44000 | Loss: 2.9739 | LR: 1.74e-04 | 1286.6ms/step | 15.5 samples/s +Step 26660/44000 | Loss: 2.9634 | LR: 1.73e-04 | 1285.4ms/step | 15.6 samples/s +Step 26670/44000 | Loss: 2.9500 | LR: 1.73e-04 | 1282.7ms/step | 15.6 samples/s +Step 26680/44000 | Loss: 2.9638 | LR: 1.73e-04 | 1277.3ms/step | 15.7 samples/s +Step 26690/44000 | Loss: 2.9729 | LR: 1.73e-04 | 1284.0ms/step | 15.6 samples/s +Step 26700/44000 | Loss: 2.9683 | LR: 1.73e-04 | 1279.3ms/step | 15.6 samples/s +Step 26710/44000 | Loss: 2.9374 | LR: 1.73e-04 | 1274.1ms/step | 15.7 samples/s +Step 26720/44000 | Loss: 2.9459 | LR: 1.72e-04 | 1275.0ms/step | 15.7 samples/s +Step 26730/44000 | Loss: 2.9333 | LR: 1.72e-04 | 1277.7ms/step | 15.7 samples/s +Step 26740/44000 | Loss: 2.9558 | LR: 1.72e-04 | 1280.7ms/step | 15.6 samples/s +Step 26750/44000 | Loss: 2.9942 | LR: 1.72e-04 | 1275.5ms/step | 15.7 samples/s +Validation at step 26750: Loss = 2.9657, Perplexity = 19.41 +Step 26760/44000 | Loss: 2.9461 | LR: 1.72e-04 | 3428.7ms/step | 5.8 samples/s +Step 26770/44000 | Loss: 2.9236 | LR: 1.72e-04 | 1280.6ms/step | 15.6 samples/s +Step 26780/44000 | Loss: 2.9363 | LR: 1.71e-04 | 1281.2ms/step | 15.6 samples/s +Step 26790/44000 | Loss: 2.9488 | LR: 1.71e-04 | 1281.2ms/step | 15.6 samples/s +Step 26800/44000 | Loss: 2.9600 | LR: 1.71e-04 | 1284.8ms/step | 15.6 samples/s +Step 26810/44000 | Loss: 2.9602 | LR: 1.71e-04 | 1286.5ms/step | 15.5 samples/s +Step 26820/44000 | Loss: 2.9769 | LR: 1.71e-04 | 1283.7ms/step | 15.6 samples/s +Step 26830/44000 | Loss: 2.9547 | LR: 1.71e-04 | 1282.5ms/step | 15.6 samples/s +Step 26840/44000 | Loss: 2.9747 | LR: 1.70e-04 | 1284.1ms/step | 15.6 samples/s +Step 26850/44000 | Loss: 2.9519 | LR: 1.70e-04 | 1285.3ms/step | 15.6 samples/s +Step 26860/44000 | Loss: 2.9364 | LR: 1.70e-04 | 1284.3ms/step | 15.6 samples/s +Step 26870/44000 | Loss: 2.9633 | LR: 1.70e-04 | 1284.7ms/step | 15.6 samples/s +Step 26880/44000 | Loss: 2.9284 | LR: 1.70e-04 | 1283.8ms/step | 15.6 samples/s +Step 26890/44000 | Loss: 2.9741 | LR: 1.69e-04 | 1278.0ms/step | 15.6 samples/s +Step 26900/44000 | Loss: 2.9242 | LR: 1.69e-04 | 1278.8ms/step | 15.6 samples/s +Step 26910/44000 | Loss: 2.9675 | LR: 1.69e-04 | 1274.3ms/step | 15.7 samples/s +Step 26920/44000 | Loss: 2.9414 | LR: 1.69e-04 | 1278.6ms/step | 15.6 samples/s +Step 26930/44000 | Loss: 2.9428 | LR: 1.69e-04 | 1285.2ms/step | 15.6 samples/s +Step 26940/44000 | Loss: 2.9559 | LR: 1.69e-04 | 1284.4ms/step | 15.6 samples/s +Step 26950/44000 | Loss: 2.9594 | LR: 1.68e-04 | 1284.1ms/step | 15.6 samples/s +Step 26960/44000 | Loss: 2.9415 | LR: 1.68e-04 | 1277.9ms/step | 15.7 samples/s +Step 26970/44000 | Loss: 2.9450 | LR: 1.68e-04 | 1274.1ms/step | 15.7 samples/s +Step 26980/44000 | Loss: 2.9770 | LR: 1.68e-04 | 1280.1ms/step | 15.6 samples/s +Step 26990/44000 | Loss: 2.9396 | LR: 1.68e-04 | 1280.8ms/step | 15.6 samples/s +Step 27000/44000 | Loss: 2.9524 | LR: 1.68e-04 | 1280.3ms/step | 15.6 samples/s +Validation at step 27000: Loss = 2.9642, Perplexity = 19.38 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-27000 +Step 27010/44000 | Loss: 2.9688 | LR: 1.67e-04 | 3713.3ms/step | 5.4 samples/s +Step 27020/44000 | Loss: 2.9491 | LR: 1.67e-04 | 1285.7ms/step | 15.6 samples/s +Step 27030/44000 | Loss: 2.9682 | LR: 1.67e-04 | 1275.8ms/step | 15.7 samples/s +Step 27040/44000 | Loss: 2.9556 | LR: 1.67e-04 | 1277.4ms/step | 15.7 samples/s +Step 27050/44000 | Loss: 2.9656 | LR: 1.67e-04 | 1282.0ms/step | 15.6 samples/s +Step 27060/44000 | Loss: 2.9234 | LR: 1.67e-04 | 1282.0ms/step | 15.6 samples/s +Step 27070/44000 | Loss: 2.9603 | LR: 1.66e-04 | 1284.0ms/step | 15.6 samples/s +Step 27080/44000 | Loss: 2.9604 | LR: 1.66e-04 | 1284.8ms/step | 15.6 samples/s +Step 27090/44000 | Loss: 2.9475 | LR: 1.66e-04 | 1279.2ms/step | 15.6 samples/s +Step 27100/44000 | Loss: 2.9345 | LR: 1.66e-04 | 1277.4ms/step | 15.7 samples/s +Step 27110/44000 | Loss: 2.9287 | LR: 1.66e-04 | 1282.1ms/step | 15.6 samples/s +Step 27120/44000 | Loss: 2.9355 | LR: 1.66e-04 | 1281.7ms/step | 15.6 samples/s +Step 27130/44000 | Loss: 2.9296 | LR: 1.65e-04 | 1280.4ms/step | 15.6 samples/s +Step 27140/44000 | Loss: 2.9438 | LR: 1.65e-04 | 1281.1ms/step | 15.6 samples/s +Step 27150/44000 | Loss: 2.9621 | LR: 1.65e-04 | 1282.5ms/step | 15.6 samples/s +Step 27160/44000 | Loss: 2.9277 | LR: 1.65e-04 | 1281.6ms/step | 15.6 samples/s +Step 27170/44000 | Loss: 2.9553 | LR: 1.65e-04 | 1281.7ms/step | 15.6 samples/s +Step 27180/44000 | Loss: 2.9628 | LR: 1.65e-04 | 1284.0ms/step | 15.6 samples/s +Step 27190/44000 | Loss: 2.9588 | LR: 1.64e-04 | 1281.4ms/step | 15.6 samples/s +Step 27200/44000 | Loss: 2.9659 | LR: 1.64e-04 | 1281.0ms/step | 15.6 samples/s +Step 27210/44000 | Loss: 2.9497 | LR: 1.64e-04 | 1281.3ms/step | 15.6 samples/s +Step 27220/44000 | Loss: 2.9331 | LR: 1.64e-04 | 1285.1ms/step | 15.6 samples/s +Step 27230/44000 | Loss: 2.9263 | LR: 1.64e-04 | 1283.0ms/step | 15.6 samples/s +Step 27240/44000 | Loss: 2.9589 | LR: 1.63e-04 | 1280.7ms/step | 15.6 samples/s +Step 27250/44000 | Loss: 2.9285 | LR: 1.63e-04 | 1282.1ms/step | 15.6 samples/s +Validation at step 27250: Loss = 2.9629, Perplexity = 19.35 +Step 27260/44000 | Loss: 2.9674 | LR: 1.63e-04 | 3433.8ms/step | 5.8 samples/s +Step 27270/44000 | Loss: 2.9792 | LR: 1.63e-04 | 1280.9ms/step | 15.6 samples/s +Step 27280/44000 | Loss: 2.9698 | LR: 1.63e-04 | 1282.4ms/step | 15.6 samples/s +Step 27290/44000 | Loss: 2.9389 | LR: 1.63e-04 | 1285.5ms/step | 15.6 samples/s +Step 27300/44000 | Loss: 2.9272 | LR: 1.62e-04 | 1285.9ms/step | 15.6 samples/s +Step 27310/44000 | Loss: 2.9593 | LR: 1.62e-04 | 1287.0ms/step | 15.5 samples/s +Step 27320/44000 | Loss: 2.9659 | LR: 1.62e-04 | 1286.2ms/step | 15.5 samples/s +Step 27330/44000 | Loss: 2.9683 | LR: 1.62e-04 | 1282.3ms/step | 15.6 samples/s +Step 27340/44000 | Loss: 2.9250 | LR: 1.62e-04 | 1277.1ms/step | 15.7 samples/s +Step 27350/44000 | Loss: 2.9233 | LR: 1.62e-04 | 1280.2ms/step | 15.6 samples/s +Step 27360/44000 | Loss: 2.9303 | LR: 1.61e-04 | 1274.3ms/step | 15.7 samples/s +Step 27370/44000 | Loss: 2.9366 | LR: 1.61e-04 | 1276.4ms/step | 15.7 samples/s +Step 27380/44000 | Loss: 2.9815 | LR: 1.61e-04 | 1278.4ms/step | 15.6 samples/s +Step 27390/44000 | Loss: 2.9395 | LR: 1.61e-04 | 1278.1ms/step | 15.6 samples/s +Step 27400/44000 | Loss: 2.9664 | LR: 1.61e-04 | 1280.2ms/step | 15.6 samples/s +Step 27410/44000 | Loss: 2.9482 | LR: 1.61e-04 | 1279.2ms/step | 15.6 samples/s +Step 27420/44000 | Loss: 2.9423 | LR: 1.60e-04 | 1278.2ms/step | 15.6 samples/s +Step 27430/44000 | Loss: 2.9650 | LR: 1.60e-04 | 1272.0ms/step | 15.7 samples/s +Step 27440/44000 | Loss: 2.9548 | LR: 1.60e-04 | 1279.3ms/step | 15.6 samples/s +Step 27450/44000 | Loss: 2.9224 | LR: 1.60e-04 | 1278.9ms/step | 15.6 samples/s +Step 27460/44000 | Loss: 2.9433 | LR: 1.60e-04 | 1283.2ms/step | 15.6 samples/s +Step 27470/44000 | Loss: 2.9736 | LR: 1.60e-04 | 1284.7ms/step | 15.6 samples/s +Step 27480/44000 | Loss: 2.9462 | LR: 1.59e-04 | 1284.8ms/step | 15.6 samples/s +Step 27490/44000 | Loss: 2.9644 | LR: 1.59e-04 | 1284.9ms/step | 15.6 samples/s +Step 27500/44000 | Loss: 2.9531 | LR: 1.59e-04 | 1283.8ms/step | 15.6 samples/s +Validation at step 27500: Loss = 2.9619, Perplexity = 19.34 +Step 27510/44000 | Loss: 2.9873 | LR: 1.59e-04 | 3445.9ms/step | 5.8 samples/s +Step 27520/44000 | Loss: 2.9454 | LR: 1.59e-04 | 1287.9ms/step | 15.5 samples/s +Step 27530/44000 | Loss: 2.9584 | LR: 1.59e-04 | 1284.8ms/step | 15.6 samples/s +Step 27540/44000 | Loss: 2.9176 | LR: 1.58e-04 | 1286.4ms/step | 15.5 samples/s +Step 27550/44000 | Loss: 2.9172 | LR: 1.58e-04 | 1283.2ms/step | 15.6 samples/s +Step 27560/44000 | Loss: 2.9331 | LR: 1.58e-04 | 1288.0ms/step | 15.5 samples/s +Step 27570/44000 | Loss: 2.9229 | LR: 1.58e-04 | 1283.8ms/step | 15.6 samples/s +Step 27580/44000 | Loss: 2.9737 | LR: 1.58e-04 | 1285.2ms/step | 15.6 samples/s +Step 27590/44000 | Loss: 2.9398 | LR: 1.58e-04 | 1285.6ms/step | 15.6 samples/s +Step 27600/44000 | Loss: 2.9538 | LR: 1.57e-04 | 1279.3ms/step | 15.6 samples/s +Step 27610/44000 | Loss: 2.9233 | LR: 1.57e-04 | 1282.1ms/step | 15.6 samples/s +Step 27620/44000 | Loss: 2.9560 | LR: 1.57e-04 | 1277.5ms/step | 15.7 samples/s +Step 27630/44000 | Loss: 2.9215 | LR: 1.57e-04 | 1285.2ms/step | 15.6 samples/s +Step 27640/44000 | Loss: 2.9828 | LR: 1.57e-04 | 1284.6ms/step | 15.6 samples/s +Step 27650/44000 | Loss: 3.0029 | LR: 1.57e-04 | 1285.5ms/step | 15.6 samples/s +Step 27660/44000 | Loss: 2.9526 | LR: 1.56e-04 | 1286.2ms/step | 15.5 samples/s +Step 27670/44000 | Loss: 2.9417 | LR: 1.56e-04 | 1287.8ms/step | 15.5 samples/s +Step 27680/44000 | Loss: 2.9579 | LR: 1.56e-04 | 1283.5ms/step | 15.6 samples/s +Step 27690/44000 | Loss: 2.9463 | LR: 1.56e-04 | 1285.8ms/step | 15.6 samples/s +Step 27700/44000 | Loss: 2.9388 | LR: 1.56e-04 | 1282.3ms/step | 15.6 samples/s +Step 27710/44000 | Loss: 2.9570 | LR: 1.56e-04 | 1283.9ms/step | 15.6 samples/s +Step 27720/44000 | Loss: 2.9416 | LR: 1.55e-04 | 1285.7ms/step | 15.6 samples/s +Step 27730/44000 | Loss: 2.9446 | LR: 1.55e-04 | 1284.5ms/step | 15.6 samples/s +Step 27740/44000 | Loss: 2.9416 | LR: 1.55e-04 | 1282.5ms/step | 15.6 samples/s +Step 27750/44000 | Loss: 2.9408 | LR: 1.55e-04 | 1282.8ms/step | 15.6 samples/s +Validation at step 27750: Loss = 2.9605, Perplexity = 19.31 +Step 27760/44000 | Loss: 2.9455 | LR: 1.55e-04 | 3432.7ms/step | 5.8 samples/s +Step 27770/44000 | Loss: 2.9424 | LR: 1.55e-04 | 1278.4ms/step | 15.6 samples/s +Step 27780/44000 | Loss: 2.9416 | LR: 1.54e-04 | 1281.5ms/step | 15.6 samples/s +Step 27790/44000 | Loss: 2.9046 | LR: 1.54e-04 | 1283.5ms/step | 15.6 samples/s +Step 27800/44000 | Loss: 2.9379 | LR: 1.54e-04 | 1282.6ms/step | 15.6 samples/s +Step 27810/44000 | Loss: 2.9092 | LR: 1.54e-04 | 1280.9ms/step | 15.6 samples/s +Step 27820/44000 | Loss: 2.9330 | LR: 1.54e-04 | 1278.7ms/step | 15.6 samples/s +Step 27830/44000 | Loss: 2.9503 | LR: 1.54e-04 | 1281.5ms/step | 15.6 samples/s +Step 27840/44000 | Loss: 2.9636 | LR: 1.53e-04 | 1276.1ms/step | 15.7 samples/s +Step 27850/44000 | Loss: 2.9309 | LR: 1.53e-04 | 1280.7ms/step | 15.6 samples/s +Step 27860/44000 | Loss: 2.9395 | LR: 1.53e-04 | 1281.7ms/step | 15.6 samples/s +Step 27870/44000 | Loss: 2.9709 | LR: 1.53e-04 | 1281.6ms/step | 15.6 samples/s +Step 27880/44000 | Loss: 2.9413 | LR: 1.53e-04 | 1282.7ms/step | 15.6 samples/s +Step 27890/44000 | Loss: 2.9212 | LR: 1.53e-04 | 1281.5ms/step | 15.6 samples/s +Step 27900/44000 | Loss: 2.9273 | LR: 1.52e-04 | 1281.5ms/step | 15.6 samples/s +Step 27910/44000 | Loss: 2.9398 | LR: 1.52e-04 | 1281.5ms/step | 15.6 samples/s +Step 27920/44000 | Loss: 2.9775 | LR: 1.52e-04 | 1283.9ms/step | 15.6 samples/s +Step 27930/44000 | Loss: 2.9545 | LR: 1.52e-04 | 1288.6ms/step | 15.5 samples/s +Step 27940/44000 | Loss: 2.9470 | LR: 1.52e-04 | 1294.1ms/step | 15.5 samples/s +Step 27950/44000 | Loss: 2.9668 | LR: 1.52e-04 | 1284.9ms/step | 15.6 samples/s +Step 27960/44000 | Loss: 2.9479 | LR: 1.51e-04 | 1287.2ms/step | 15.5 samples/s +Step 27970/44000 | Loss: 2.9416 | LR: 1.51e-04 | 1282.1ms/step | 15.6 samples/s +Step 27980/44000 | Loss: 2.9484 | LR: 1.51e-04 | 1283.3ms/step | 15.6 samples/s +Step 27990/44000 | Loss: 2.9404 | LR: 1.51e-04 | 1284.0ms/step | 15.6 samples/s +Step 28000/44000 | Loss: 2.9434 | LR: 1.51e-04 | 1282.7ms/step | 15.6 samples/s +Validation at step 28000: Loss = 2.9590, Perplexity = 19.28 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-28000 +Step 28010/44000 | Loss: 2.9438 | LR: 1.51e-04 | 3724.8ms/step | 5.4 samples/s +Step 28020/44000 | Loss: 2.9818 | LR: 1.50e-04 | 1278.6ms/step | 15.6 samples/s +Step 28030/44000 | Loss: 2.9379 | LR: 1.50e-04 | 1276.9ms/step | 15.7 samples/s +Step 28040/44000 | Loss: 2.9590 | LR: 1.50e-04 | 1282.0ms/step | 15.6 samples/s +Step 28050/44000 | Loss: 2.9622 | LR: 1.50e-04 | 1281.7ms/step | 15.6 samples/s +Step 28060/44000 | Loss: 2.9683 | LR: 1.50e-04 | 1281.9ms/step | 15.6 samples/s +Step 28070/44000 | Loss: 2.9404 | LR: 1.50e-04 | 1282.4ms/step | 15.6 samples/s +Step 28080/44000 | Loss: 2.9239 | LR: 1.49e-04 | 1283.8ms/step | 15.6 samples/s +Step 28090/44000 | Loss: 2.9500 | LR: 1.49e-04 | 1284.2ms/step | 15.6 samples/s +Step 28100/44000 | Loss: 2.9436 | LR: 1.49e-04 | 1283.5ms/step | 15.6 samples/s +Step 28110/44000 | Loss: 2.9227 | LR: 1.49e-04 | 1280.7ms/step | 15.6 samples/s +Step 28120/44000 | Loss: 2.9522 | LR: 1.49e-04 | 1283.1ms/step | 15.6 samples/s +Step 28130/44000 | Loss: 2.9518 | LR: 1.49e-04 | 1283.8ms/step | 15.6 samples/s +Step 28140/44000 | Loss: 2.9462 | LR: 1.48e-04 | 1284.8ms/step | 15.6 samples/s +Step 28150/44000 | Loss: 2.9386 | LR: 1.48e-04 | 1281.4ms/step | 15.6 samples/s +Step 28160/44000 | Loss: 2.9534 | LR: 1.48e-04 | 1278.2ms/step | 15.6 samples/s +Step 28170/44000 | Loss: 2.9276 | LR: 1.48e-04 | 1282.5ms/step | 15.6 samples/s +Step 28180/44000 | Loss: 2.9655 | LR: 1.48e-04 | 1283.2ms/step | 15.6 samples/s +Step 28190/44000 | Loss: 2.9578 | LR: 1.48e-04 | 1277.9ms/step | 15.7 samples/s +Step 28200/44000 | Loss: 2.9673 | LR: 1.47e-04 | 1278.2ms/step | 15.6 samples/s +Step 28210/44000 | Loss: 2.9129 | LR: 1.47e-04 | 1281.7ms/step | 15.6 samples/s +Step 28220/44000 | Loss: 2.9298 | LR: 1.47e-04 | 1282.7ms/step | 15.6 samples/s +Step 28230/44000 | Loss: 2.9523 | LR: 1.47e-04 | 1279.7ms/step | 15.6 samples/s +Step 28240/44000 | Loss: 2.9140 | LR: 1.47e-04 | 1277.6ms/step | 15.7 samples/s +Step 28250/44000 | Loss: 2.9273 | LR: 1.47e-04 | 1276.5ms/step | 15.7 samples/s +Validation at step 28250: Loss = 2.9583, Perplexity = 19.26 +Step 28260/44000 | Loss: 2.9466 | LR: 1.46e-04 | 3425.1ms/step | 5.8 samples/s +Step 28270/44000 | Loss: 2.9313 | LR: 1.46e-04 | 1277.9ms/step | 15.7 samples/s +Step 28280/44000 | Loss: 2.9736 | LR: 1.46e-04 | 1281.5ms/step | 15.6 samples/s +Step 28290/44000 | Loss: 2.9019 | LR: 1.46e-04 | 1279.8ms/step | 15.6 samples/s +Step 28300/44000 | Loss: 2.9430 | LR: 1.46e-04 | 1282.2ms/step | 15.6 samples/s +Step 28310/44000 | Loss: 2.9186 | LR: 1.46e-04 | 1279.4ms/step | 15.6 samples/s +Step 28320/44000 | Loss: 2.9815 | LR: 1.45e-04 | 1279.5ms/step | 15.6 samples/s +Step 28330/44000 | Loss: 2.9427 | LR: 1.45e-04 | 1279.9ms/step | 15.6 samples/s +Step 28340/44000 | Loss: 2.9557 | LR: 1.45e-04 | 1283.6ms/step | 15.6 samples/s +Step 28350/44000 | Loss: 2.9327 | LR: 1.45e-04 | 1279.9ms/step | 15.6 samples/s +Step 28360/44000 | Loss: 2.9416 | LR: 1.45e-04 | 1281.4ms/step | 15.6 samples/s +Step 28370/44000 | Loss: 2.9182 | LR: 1.45e-04 | 1281.6ms/step | 15.6 samples/s +Step 28380/44000 | Loss: 2.9263 | LR: 1.44e-04 | 1282.7ms/step | 15.6 samples/s +Step 28390/44000 | Loss: 2.9408 | LR: 1.44e-04 | 1281.9ms/step | 15.6 samples/s +Step 28400/44000 | Loss: 2.9408 | LR: 1.44e-04 | 1281.8ms/step | 15.6 samples/s +Step 28410/44000 | Loss: 2.9667 | LR: 1.44e-04 | 1281.6ms/step | 15.6 samples/s +Step 28420/44000 | Loss: 2.9876 | LR: 1.44e-04 | 1282.1ms/step | 15.6 samples/s +Step 28430/44000 | Loss: 2.9119 | LR: 1.44e-04 | 1280.2ms/step | 15.6 samples/s +Step 28440/44000 | Loss: 2.9525 | LR: 1.43e-04 | 1277.7ms/step | 15.7 samples/s +Step 28450/44000 | Loss: 2.9489 | LR: 1.43e-04 | 1280.0ms/step | 15.6 samples/s +Step 28460/44000 | Loss: 2.9561 | LR: 1.43e-04 | 1278.9ms/step | 15.6 samples/s +Step 28470/44000 | Loss: 2.9547 | LR: 1.43e-04 | 1280.3ms/step | 15.6 samples/s +Step 28480/44000 | Loss: 2.9345 | LR: 1.43e-04 | 1279.8ms/step | 15.6 samples/s +Step 28490/44000 | Loss: 2.9418 | LR: 1.43e-04 | 1282.3ms/step | 15.6 samples/s +Step 28500/44000 | Loss: 2.9433 | LR: 1.42e-04 | 1283.8ms/step | 15.6 samples/s +Validation at step 28500: Loss = 2.9570, Perplexity = 19.24 +Step 28510/44000 | Loss: 2.9690 | LR: 1.42e-04 | 3430.6ms/step | 5.8 samples/s +Step 28520/44000 | Loss: 2.9467 | LR: 1.42e-04 | 1281.6ms/step | 15.6 samples/s +Step 28530/44000 | Loss: 2.9348 | LR: 1.42e-04 | 1283.3ms/step | 15.6 samples/s +Step 28540/44000 | Loss: 2.9621 | LR: 1.42e-04 | 1282.7ms/step | 15.6 samples/s +Step 28550/44000 | Loss: 2.9800 | LR: 1.42e-04 | 1285.0ms/step | 15.6 samples/s +Step 28560/44000 | Loss: 2.9296 | LR: 1.41e-04 | 1283.6ms/step | 15.6 samples/s +Step 28570/44000 | Loss: 2.9213 | LR: 1.41e-04 | 1283.8ms/step | 15.6 samples/s +Step 28580/44000 | Loss: 2.9541 | LR: 1.41e-04 | 1280.2ms/step | 15.6 samples/s +Step 28590/44000 | Loss: 2.9701 | LR: 1.41e-04 | 1280.9ms/step | 15.6 samples/s +Step 28600/44000 | Loss: 2.9712 | LR: 1.41e-04 | 1281.3ms/step | 15.6 samples/s +Step 28610/44000 | Loss: 2.9345 | LR: 1.41e-04 | 1280.4ms/step | 15.6 samples/s +Step 28620/44000 | Loss: 2.9200 | LR: 1.40e-04 | 1282.7ms/step | 15.6 samples/s +Step 28630/44000 | Loss: 2.9293 | LR: 1.40e-04 | 1285.8ms/step | 15.6 samples/s +Step 28640/44000 | Loss: 2.9124 | LR: 1.40e-04 | 1283.4ms/step | 15.6 samples/s +Step 28650/44000 | Loss: 2.9353 | LR: 1.40e-04 | 1282.1ms/step | 15.6 samples/s +Step 28660/44000 | Loss: 2.9331 | LR: 1.40e-04 | 1283.6ms/step | 15.6 samples/s +Step 28670/44000 | Loss: 2.9020 | LR: 1.40e-04 | 1281.9ms/step | 15.6 samples/s +Step 28680/44000 | Loss: 2.9529 | LR: 1.39e-04 | 1282.6ms/step | 15.6 samples/s +Step 28690/44000 | Loss: 2.9478 | LR: 1.39e-04 | 1283.4ms/step | 15.6 samples/s +Step 28700/44000 | Loss: 2.9509 | LR: 1.39e-04 | 1280.8ms/step | 15.6 samples/s +Step 28710/44000 | Loss: 2.9563 | LR: 1.39e-04 | 1282.0ms/step | 15.6 samples/s +Step 28720/44000 | Loss: 2.9311 | LR: 1.39e-04 | 1285.6ms/step | 15.6 samples/s +Step 28730/44000 | Loss: 2.9333 | LR: 1.39e-04 | 1285.5ms/step | 15.6 samples/s +Step 28740/44000 | Loss: 2.9564 | LR: 1.38e-04 | 1284.5ms/step | 15.6 samples/s +Step 28750/44000 | Loss: 2.9204 | LR: 1.38e-04 | 1285.9ms/step | 15.6 samples/s +Validation at step 28750: Loss = 2.9561, Perplexity = 19.22 +Step 28760/44000 | Loss: 2.9471 | LR: 1.38e-04 | 3434.9ms/step | 5.8 samples/s +Step 28770/44000 | Loss: 2.9147 | LR: 1.38e-04 | 1278.3ms/step | 15.6 samples/s +Step 28780/44000 | Loss: 2.9494 | LR: 1.38e-04 | 1277.5ms/step | 15.7 samples/s +Step 28790/44000 | Loss: 2.9580 | LR: 1.38e-04 | 1278.9ms/step | 15.6 samples/s +Step 28800/44000 | Loss: 2.9611 | LR: 1.38e-04 | 1285.5ms/step | 15.6 samples/s +Step 28810/44000 | Loss: 2.9461 | LR: 1.37e-04 | 1280.1ms/step | 15.6 samples/s +Step 28820/44000 | Loss: 2.9204 | LR: 1.37e-04 | 1284.4ms/step | 15.6 samples/s +Step 28830/44000 | Loss: 2.9530 | LR: 1.37e-04 | 1282.1ms/step | 15.6 samples/s +Step 28840/44000 | Loss: 2.9482 | LR: 1.37e-04 | 1279.2ms/step | 15.6 samples/s +Step 28850/44000 | Loss: 2.9255 | LR: 1.37e-04 | 1284.3ms/step | 15.6 samples/s +Step 28860/44000 | Loss: 2.9561 | LR: 1.37e-04 | 1286.0ms/step | 15.6 samples/s +Step 28870/44000 | Loss: 2.9609 | LR: 1.36e-04 | 1282.3ms/step | 15.6 samples/s +Step 28880/44000 | Loss: 2.9342 | LR: 1.36e-04 | 1286.1ms/step | 15.6 samples/s +Step 28890/44000 | Loss: 2.9463 | LR: 1.36e-04 | 1284.1ms/step | 15.6 samples/s +Step 28900/44000 | Loss: 2.9410 | LR: 1.36e-04 | 1285.6ms/step | 15.6 samples/s +Step 28910/44000 | Loss: 2.9377 | LR: 1.36e-04 | 1284.1ms/step | 15.6 samples/s +Step 28920/44000 | Loss: 2.9517 | LR: 1.36e-04 | 1284.5ms/step | 15.6 samples/s +Step 28930/44000 | Loss: 2.9419 | LR: 1.35e-04 | 1285.1ms/step | 15.6 samples/s +Step 28940/44000 | Loss: 2.9379 | LR: 1.35e-04 | 1284.4ms/step | 15.6 samples/s +Step 28950/44000 | Loss: 2.9818 | LR: 1.35e-04 | 1286.7ms/step | 15.5 samples/s +Step 28960/44000 | Loss: 2.9408 | LR: 1.35e-04 | 1285.1ms/step | 15.6 samples/s +Step 28970/44000 | Loss: 2.9633 | LR: 1.35e-04 | 1285.4ms/step | 15.6 samples/s +Step 28980/44000 | Loss: 2.9479 | LR: 1.35e-04 | 1282.1ms/step | 15.6 samples/s +Step 28990/44000 | Loss: 2.9377 | LR: 1.34e-04 | 1283.7ms/step | 15.6 samples/s +Step 29000/44000 | Loss: 2.9370 | LR: 1.34e-04 | 1281.7ms/step | 15.6 samples/s +Validation at step 29000: Loss = 2.9550, Perplexity = 19.20 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-29000 +Step 29010/44000 | Loss: 2.9313 | LR: 1.34e-04 | 3691.7ms/step | 5.4 samples/s +Step 29020/44000 | Loss: 2.9432 | LR: 1.34e-04 | 1283.6ms/step | 15.6 samples/s +Step 29030/44000 | Loss: 2.9298 | LR: 1.34e-04 | 1283.8ms/step | 15.6 samples/s +Step 29040/44000 | Loss: 2.9160 | LR: 1.34e-04 | 1282.7ms/step | 15.6 samples/s +Step 29050/44000 | Loss: 2.9218 | LR: 1.33e-04 | 1282.5ms/step | 15.6 samples/s +Step 29060/44000 | Loss: 2.9508 | LR: 1.33e-04 | 1283.6ms/step | 15.6 samples/s +Step 29070/44000 | Loss: 2.9461 | LR: 1.33e-04 | 1281.8ms/step | 15.6 samples/s +Step 29080/44000 | Loss: 2.9159 | LR: 1.33e-04 | 1282.4ms/step | 15.6 samples/s +Step 29090/44000 | Loss: 2.9500 | LR: 1.33e-04 | 1281.4ms/step | 15.6 samples/s +Step 29100/44000 | Loss: 2.9585 | LR: 1.33e-04 | 1283.2ms/step | 15.6 samples/s +Step 29110/44000 | Loss: 2.9561 | LR: 1.33e-04 | 1278.1ms/step | 15.6 samples/s +Step 29120/44000 | Loss: 2.9242 | LR: 1.32e-04 | 1278.7ms/step | 15.6 samples/s +Step 29130/44000 | Loss: 2.9513 | LR: 1.32e-04 | 1275.7ms/step | 15.7 samples/s +Step 29140/44000 | Loss: 2.9445 | LR: 1.32e-04 | 1279.4ms/step | 15.6 samples/s +Step 29150/44000 | Loss: 2.9630 | LR: 1.32e-04 | 1284.7ms/step | 15.6 samples/s +Step 29160/44000 | Loss: 2.9386 | LR: 1.32e-04 | 1281.3ms/step | 15.6 samples/s +Step 29170/44000 | Loss: 2.9161 | LR: 1.32e-04 | 1284.8ms/step | 15.6 samples/s +Step 29180/44000 | Loss: 2.9176 | LR: 1.31e-04 | 1282.8ms/step | 15.6 samples/s +Step 29190/44000 | Loss: 2.9323 | LR: 1.31e-04 | 1280.2ms/step | 15.6 samples/s +Step 29200/44000 | Loss: 2.9397 | LR: 1.31e-04 | 1281.5ms/step | 15.6 samples/s +Step 29210/44000 | Loss: 2.8935 | LR: 1.31e-04 | 1283.4ms/step | 15.6 samples/s +Step 29220/44000 | Loss: 2.9356 | LR: 1.31e-04 | 1283.3ms/step | 15.6 samples/s +Step 29230/44000 | Loss: 2.9261 | LR: 1.31e-04 | 1282.9ms/step | 15.6 samples/s +Step 29240/44000 | Loss: 2.9512 | LR: 1.30e-04 | 1282.1ms/step | 15.6 samples/s +Step 29250/44000 | Loss: 2.9330 | LR: 1.30e-04 | 1283.2ms/step | 15.6 samples/s +Validation at step 29250: Loss = 2.9540, Perplexity = 19.18 +Step 29260/44000 | Loss: 2.9213 | LR: 1.30e-04 | 3436.6ms/step | 5.8 samples/s +Step 29270/44000 | Loss: 2.9396 | LR: 1.30e-04 | 1285.7ms/step | 15.6 samples/s +Step 29280/44000 | Loss: 2.9299 | LR: 1.30e-04 | 1288.3ms/step | 15.5 samples/s +Step 29290/44000 | Loss: 2.9465 | LR: 1.30e-04 | 1284.8ms/step | 15.6 samples/s +Step 29300/44000 | Loss: 2.9508 | LR: 1.29e-04 | 1287.5ms/step | 15.5 samples/s +Step 29310/44000 | Loss: 2.9545 | LR: 1.29e-04 | 1286.5ms/step | 15.5 samples/s +Step 29320/44000 | Loss: 2.9504 | LR: 1.29e-04 | 1282.0ms/step | 15.6 samples/s +Step 29330/44000 | Loss: 2.9549 | LR: 1.29e-04 | 1280.3ms/step | 15.6 samples/s +Step 29340/44000 | Loss: 2.9116 | LR: 1.29e-04 | 1286.3ms/step | 15.5 samples/s +Step 29350/44000 | Loss: 2.9547 | LR: 1.29e-04 | 1284.1ms/step | 15.6 samples/s +Step 29360/44000 | Loss: 2.9595 | LR: 1.29e-04 | 1283.0ms/step | 15.6 samples/s +Step 29370/44000 | Loss: 2.9302 | LR: 1.28e-04 | 1283.5ms/step | 15.6 samples/s +Step 29380/44000 | Loss: 2.9387 | LR: 1.28e-04 | 1285.2ms/step | 15.6 samples/s +Step 29390/44000 | Loss: 2.9578 | LR: 1.28e-04 | 1285.1ms/step | 15.6 samples/s +Step 29400/44000 | Loss: 2.9403 | LR: 1.28e-04 | 1284.7ms/step | 15.6 samples/s +Step 29410/44000 | Loss: 2.9315 | LR: 1.28e-04 | 1283.0ms/step | 15.6 samples/s +Step 29420/44000 | Loss: 2.9712 | LR: 1.28e-04 | 1279.5ms/step | 15.6 samples/s +Step 29430/44000 | Loss: 2.9443 | LR: 1.27e-04 | 1283.4ms/step | 15.6 samples/s +Step 29440/44000 | Loss: 2.9450 | LR: 1.27e-04 | 1282.7ms/step | 15.6 samples/s +Step 29450/44000 | Loss: 2.9635 | LR: 1.27e-04 | 1282.2ms/step | 15.6 samples/s +Step 29460/44000 | Loss: 2.9506 | LR: 1.27e-04 | 1281.2ms/step | 15.6 samples/s +Step 29470/44000 | Loss: 2.9454 | LR: 1.27e-04 | 1282.0ms/step | 15.6 samples/s +Step 29480/44000 | Loss: 2.9441 | LR: 1.27e-04 | 1283.8ms/step | 15.6 samples/s +Step 29490/44000 | Loss: 2.9328 | LR: 1.26e-04 | 1282.0ms/step | 15.6 samples/s +Step 29500/44000 | Loss: 2.9295 | LR: 1.26e-04 | 1283.9ms/step | 15.6 samples/s +Validation at step 29500: Loss = 2.9529, Perplexity = 19.16 +Step 29510/44000 | Loss: 2.9331 | LR: 1.26e-04 | 3430.2ms/step | 5.8 samples/s +Step 29520/44000 | Loss: 2.9459 | LR: 1.26e-04 | 1282.7ms/step | 15.6 samples/s +Step 29530/44000 | Loss: 2.9245 | LR: 1.26e-04 | 1283.4ms/step | 15.6 samples/s +Step 29540/44000 | Loss: 2.9223 | LR: 1.26e-04 | 1283.6ms/step | 15.6 samples/s +Step 29550/44000 | Loss: 2.9302 | LR: 1.26e-04 | 1281.6ms/step | 15.6 samples/s +Step 29560/44000 | Loss: 2.9293 | LR: 1.25e-04 | 1282.9ms/step | 15.6 samples/s +Step 29570/44000 | Loss: 2.9375 | LR: 1.25e-04 | 1282.5ms/step | 15.6 samples/s +Step 29580/44000 | Loss: 2.9262 | LR: 1.25e-04 | 1281.9ms/step | 15.6 samples/s +Step 29590/44000 | Loss: 2.9585 | LR: 1.25e-04 | 1283.1ms/step | 15.6 samples/s +Step 29600/44000 | Loss: 2.9469 | LR: 1.25e-04 | 1282.0ms/step | 15.6 samples/s +Step 29610/44000 | Loss: 2.9393 | LR: 1.25e-04 | 1283.7ms/step | 15.6 samples/s +Step 29620/44000 | Loss: 2.9211 | LR: 1.24e-04 | 1283.7ms/step | 15.6 samples/s +Step 29630/44000 | Loss: 2.9636 | LR: 1.24e-04 | 1282.1ms/step | 15.6 samples/s +Step 29640/44000 | Loss: 2.9337 | LR: 1.24e-04 | 1285.8ms/step | 15.6 samples/s +Step 29650/44000 | Loss: 2.9260 | LR: 1.24e-04 | 1285.8ms/step | 15.6 samples/s +Step 29660/44000 | Loss: 2.9819 | LR: 1.24e-04 | 1283.4ms/step | 15.6 samples/s +Step 29670/44000 | Loss: 2.9246 | LR: 1.24e-04 | 1284.0ms/step | 15.6 samples/s +Step 29680/44000 | Loss: 2.9365 | LR: 1.23e-04 | 1281.4ms/step | 15.6 samples/s +Step 29690/44000 | Loss: 2.9439 | LR: 1.23e-04 | 1280.4ms/step | 15.6 samples/s +Step 29700/44000 | Loss: 2.9471 | LR: 1.23e-04 | 1287.6ms/step | 15.5 samples/s +Step 29710/44000 | Loss: 2.9574 | LR: 1.23e-04 | 1282.5ms/step | 15.6 samples/s +Step 29720/44000 | Loss: 2.8985 | LR: 1.23e-04 | 1282.0ms/step | 15.6 samples/s +Step 29730/44000 | Loss: 2.9472 | LR: 1.23e-04 | 1281.5ms/step | 15.6 samples/s +Step 29740/44000 | Loss: 2.9127 | LR: 1.23e-04 | 1281.3ms/step | 15.6 samples/s +Step 29750/44000 | Loss: 2.9288 | LR: 1.22e-04 | 1282.8ms/step | 15.6 samples/s +Validation at step 29750: Loss = 2.9518, Perplexity = 19.14 +Step 29760/44000 | Loss: 2.9592 | LR: 1.22e-04 | 3429.6ms/step | 5.8 samples/s +Step 29770/44000 | Loss: 2.9303 | LR: 1.22e-04 | 1280.5ms/step | 15.6 samples/s +Step 29780/44000 | Loss: 2.9392 | LR: 1.22e-04 | 1279.5ms/step | 15.6 samples/s +Step 29790/44000 | Loss: 2.9074 | LR: 1.22e-04 | 1279.8ms/step | 15.6 samples/s +Step 29800/44000 | Loss: 2.9165 | LR: 1.22e-04 | 1284.3ms/step | 15.6 samples/s +Step 29810/44000 | Loss: 2.9236 | LR: 1.21e-04 | 1281.8ms/step | 15.6 samples/s +Step 29820/44000 | Loss: 2.9692 | LR: 1.21e-04 | 1280.6ms/step | 15.6 samples/s +Step 29830/44000 | Loss: 2.9562 | LR: 1.21e-04 | 1282.6ms/step | 15.6 samples/s +Step 29840/44000 | Loss: 2.9035 | LR: 1.21e-04 | 1277.6ms/step | 15.7 samples/s +Step 29850/44000 | Loss: 2.9277 | LR: 1.21e-04 | 1281.7ms/step | 15.6 samples/s +Step 29860/44000 | Loss: 2.9442 | LR: 1.21e-04 | 1282.1ms/step | 15.6 samples/s +Step 29870/44000 | Loss: 2.9129 | LR: 1.21e-04 | 1283.3ms/step | 15.6 samples/s +Step 29880/44000 | Loss: 2.9312 | LR: 1.20e-04 | 1278.0ms/step | 15.6 samples/s +Step 29890/44000 | Loss: 2.9373 | LR: 1.20e-04 | 1280.7ms/step | 15.6 samples/s +Step 29900/44000 | Loss: 2.9764 | LR: 1.20e-04 | 1285.4ms/step | 15.6 samples/s +Step 29910/44000 | Loss: 2.9306 | LR: 1.20e-04 | 1287.7ms/step | 15.5 samples/s +Step 29920/44000 | Loss: 2.9230 | LR: 1.20e-04 | 1284.0ms/step | 15.6 samples/s +Step 29930/44000 | Loss: 2.9292 | LR: 1.20e-04 | 1283.6ms/step | 15.6 samples/s +Step 29940/44000 | Loss: 2.9257 | LR: 1.19e-04 | 1282.4ms/step | 15.6 samples/s +Step 29950/44000 | Loss: 2.9353 | LR: 1.19e-04 | 1283.3ms/step | 15.6 samples/s +Step 29960/44000 | Loss: 2.9169 | LR: 1.19e-04 | 1281.6ms/step | 15.6 samples/s +Step 29970/44000 | Loss: 2.9300 | LR: 1.19e-04 | 1285.1ms/step | 15.6 samples/s +Step 29980/44000 | Loss: 2.9271 | LR: 1.19e-04 | 1283.8ms/step | 15.6 samples/s +Step 29990/44000 | Loss: 2.9417 | LR: 1.19e-04 | 1283.1ms/step | 15.6 samples/s +Step 30000/44000 | Loss: 2.9184 | LR: 1.19e-04 | 1283.0ms/step | 15.6 samples/s +Validation at step 30000: Loss = 2.9512, Perplexity = 19.13 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-30000 +Step 30010/44000 | Loss: 2.9480 | LR: 1.18e-04 | 3721.9ms/step | 5.4 samples/s +Step 30020/44000 | Loss: 2.9585 | LR: 1.18e-04 | 1280.4ms/step | 15.6 samples/s +Step 30030/44000 | Loss: 2.9274 | LR: 1.18e-04 | 1282.0ms/step | 15.6 samples/s +Step 30040/44000 | Loss: 2.9454 | LR: 1.18e-04 | 1281.1ms/step | 15.6 samples/s +Step 30050/44000 | Loss: 2.9187 | LR: 1.18e-04 | 1279.0ms/step | 15.6 samples/s +Step 30060/44000 | Loss: 2.9433 | LR: 1.18e-04 | 1280.5ms/step | 15.6 samples/s +Step 30070/44000 | Loss: 2.8973 | LR: 1.17e-04 | 1279.7ms/step | 15.6 samples/s +Step 30080/44000 | Loss: 2.9689 | LR: 1.17e-04 | 1279.9ms/step | 15.6 samples/s +Step 30090/44000 | Loss: 2.9465 | LR: 1.17e-04 | 1279.8ms/step | 15.6 samples/s +Step 30100/44000 | Loss: 2.9463 | LR: 1.17e-04 | 1282.8ms/step | 15.6 samples/s +Step 30110/44000 | Loss: 2.9332 | LR: 1.17e-04 | 1283.2ms/step | 15.6 samples/s +Step 30120/44000 | Loss: 2.9218 | LR: 1.17e-04 | 1283.2ms/step | 15.6 samples/s +Step 30130/44000 | Loss: 2.9503 | LR: 1.17e-04 | 1285.4ms/step | 15.6 samples/s +Step 30140/44000 | Loss: 2.9410 | LR: 1.16e-04 | 1281.6ms/step | 15.6 samples/s +Step 30150/44000 | Loss: 2.9233 | LR: 1.16e-04 | 1280.2ms/step | 15.6 samples/s +Step 30160/44000 | Loss: 2.9099 | LR: 1.16e-04 | 1280.6ms/step | 15.6 samples/s +Step 30170/44000 | Loss: 2.9128 | LR: 1.16e-04 | 1285.1ms/step | 15.6 samples/s +Step 30180/44000 | Loss: 2.9472 | LR: 1.16e-04 | 1283.6ms/step | 15.6 samples/s +Step 30190/44000 | Loss: 2.9237 | LR: 1.16e-04 | 1280.8ms/step | 15.6 samples/s +Step 30200/44000 | Loss: 2.9325 | LR: 1.15e-04 | 1283.3ms/step | 15.6 samples/s +Step 30210/44000 | Loss: 2.9332 | LR: 1.15e-04 | 1285.8ms/step | 15.6 samples/s +Step 30220/44000 | Loss: 2.9082 | LR: 1.15e-04 | 1279.9ms/step | 15.6 samples/s +Step 30230/44000 | Loss: 2.9531 | LR: 1.15e-04 | 1277.3ms/step | 15.7 samples/s +Step 30240/44000 | Loss: 2.9365 | LR: 1.15e-04 | 1282.4ms/step | 15.6 samples/s +Step 30250/44000 | Loss: 2.9239 | LR: 1.15e-04 | 1286.3ms/step | 15.5 samples/s +Validation at step 30250: Loss = 2.9503, Perplexity = 19.11 +Step 30260/44000 | Loss: 2.9282 | LR: 1.15e-04 | 3437.8ms/step | 5.8 samples/s +Step 30270/44000 | Loss: 2.9169 | LR: 1.14e-04 | 1280.1ms/step | 15.6 samples/s +Step 30280/44000 | Loss: 2.9607 | LR: 1.14e-04 | 1280.7ms/step | 15.6 samples/s +Step 30290/44000 | Loss: 2.9187 | LR: 1.14e-04 | 1278.1ms/step | 15.6 samples/s +Step 30300/44000 | Loss: 2.9016 | LR: 1.14e-04 | 1278.0ms/step | 15.6 samples/s +Step 30310/44000 | Loss: 2.9116 | LR: 1.14e-04 | 1280.5ms/step | 15.6 samples/s +Step 30320/44000 | Loss: 2.9106 | LR: 1.14e-04 | 1280.7ms/step | 15.6 samples/s +Step 30330/44000 | Loss: 2.9287 | LR: 1.13e-04 | 1275.7ms/step | 15.7 samples/s +Step 30340/44000 | Loss: 2.9344 | LR: 1.13e-04 | 1280.7ms/step | 15.6 samples/s +Step 30350/44000 | Loss: 2.8991 | LR: 1.13e-04 | 1281.2ms/step | 15.6 samples/s +Step 30360/44000 | Loss: 2.9344 | LR: 1.13e-04 | 1281.0ms/step | 15.6 samples/s +Step 30370/44000 | Loss: 2.9482 | LR: 1.13e-04 | 1281.2ms/step | 15.6 samples/s +Step 30380/44000 | Loss: 2.9566 | LR: 1.13e-04 | 1280.5ms/step | 15.6 samples/s +Step 30390/44000 | Loss: 2.9280 | LR: 1.13e-04 | 1282.8ms/step | 15.6 samples/s +Step 30400/44000 | Loss: 2.9292 | LR: 1.12e-04 | 1283.9ms/step | 15.6 samples/s +Step 30410/44000 | Loss: 2.9370 | LR: 1.12e-04 | 1281.0ms/step | 15.6 samples/s +Step 30420/44000 | Loss: 2.9328 | LR: 1.12e-04 | 1278.2ms/step | 15.6 samples/s +Step 30430/44000 | Loss: 2.9335 | LR: 1.12e-04 | 1278.0ms/step | 15.6 samples/s +Step 30440/44000 | Loss: 2.9361 | LR: 1.12e-04 | 1279.6ms/step | 15.6 samples/s +Step 30450/44000 | Loss: 2.9064 | LR: 1.12e-04 | 1276.0ms/step | 15.7 samples/s +Step 30460/44000 | Loss: 2.9355 | LR: 1.11e-04 | 1278.7ms/step | 15.6 samples/s +Step 30470/44000 | Loss: 2.9476 | LR: 1.11e-04 | 1279.8ms/step | 15.6 samples/s +Step 30480/44000 | Loss: 2.9360 | LR: 1.11e-04 | 1280.6ms/step | 15.6 samples/s +Step 30490/44000 | Loss: 2.9301 | LR: 1.11e-04 | 1279.5ms/step | 15.6 samples/s +Step 30500/44000 | Loss: 2.9257 | LR: 1.11e-04 | 1281.2ms/step | 15.6 samples/s +Validation at step 30500: Loss = 2.9494, Perplexity = 19.09 +Step 30510/44000 | Loss: 2.9243 | LR: 1.11e-04 | 3431.0ms/step | 5.8 samples/s +Step 30520/44000 | Loss: 2.9294 | LR: 1.11e-04 | 1277.8ms/step | 15.7 samples/s +Step 30530/44000 | Loss: 2.9706 | LR: 1.10e-04 | 1278.7ms/step | 15.6 samples/s +Step 30540/44000 | Loss: 2.9667 | LR: 1.10e-04 | 1276.7ms/step | 15.7 samples/s +Step 30550/44000 | Loss: 2.9387 | LR: 1.10e-04 | 1279.5ms/step | 15.6 samples/s +Step 30560/44000 | Loss: 2.9389 | LR: 1.10e-04 | 1281.3ms/step | 15.6 samples/s +Step 30570/44000 | Loss: 2.9510 | LR: 1.10e-04 | 1285.1ms/step | 15.6 samples/s +Step 30580/44000 | Loss: 2.9464 | LR: 1.10e-04 | 1282.6ms/step | 15.6 samples/s +Step 30590/44000 | Loss: 2.9359 | LR: 1.10e-04 | 1279.3ms/step | 15.6 samples/s +Step 30600/44000 | Loss: 2.9296 | LR: 1.09e-04 | 1280.7ms/step | 15.6 samples/s +Step 30610/44000 | Loss: 2.9329 | LR: 1.09e-04 | 1280.6ms/step | 15.6 samples/s +Step 30620/44000 | Loss: 2.9443 | LR: 1.09e-04 | 1283.5ms/step | 15.6 samples/s +Step 30630/44000 | Loss: 2.9162 | LR: 1.09e-04 | 1280.9ms/step | 15.6 samples/s +Step 30640/44000 | Loss: 2.9453 | LR: 1.09e-04 | 1279.4ms/step | 15.6 samples/s +Step 30650/44000 | Loss: 2.9544 | LR: 1.09e-04 | 1283.3ms/step | 15.6 samples/s +Step 30660/44000 | Loss: 2.9716 | LR: 1.08e-04 | 1285.8ms/step | 15.6 samples/s +Step 30670/44000 | Loss: 2.9591 | LR: 1.08e-04 | 1279.8ms/step | 15.6 samples/s +Step 30680/44000 | Loss: 2.9419 | LR: 1.08e-04 | 1278.6ms/step | 15.6 samples/s +Step 30690/44000 | Loss: 2.9269 | LR: 1.08e-04 | 1279.1ms/step | 15.6 samples/s +Step 30700/44000 | Loss: 2.9471 | LR: 1.08e-04 | 1282.4ms/step | 15.6 samples/s +Step 30710/44000 | Loss: 2.9291 | LR: 1.08e-04 | 1280.6ms/step | 15.6 samples/s +Step 30720/44000 | Loss: 2.9475 | LR: 1.08e-04 | 1281.4ms/step | 15.6 samples/s +Step 30730/44000 | Loss: 2.9295 | LR: 1.07e-04 | 1278.6ms/step | 15.6 samples/s +Step 30740/44000 | Loss: 2.9478 | LR: 1.07e-04 | 1283.3ms/step | 15.6 samples/s +Step 30750/44000 | Loss: 2.9316 | LR: 1.07e-04 | 1282.3ms/step | 15.6 samples/s +Validation at step 30750: Loss = 2.9486, Perplexity = 19.08 +Step 30760/44000 | Loss: 2.9340 | LR: 1.07e-04 | 3431.6ms/step | 5.8 samples/s +Step 30770/44000 | Loss: 2.9769 | LR: 1.07e-04 | 1281.8ms/step | 15.6 samples/s +Step 30780/44000 | Loss: 2.9281 | LR: 1.07e-04 | 1281.0ms/step | 15.6 samples/s +Step 30790/44000 | Loss: 2.9337 | LR: 1.07e-04 | 1280.9ms/step | 15.6 samples/s +Step 30800/44000 | Loss: 2.9418 | LR: 1.06e-04 | 1284.4ms/step | 15.6 samples/s +Step 30810/44000 | Loss: 2.9094 | LR: 1.06e-04 | 1287.4ms/step | 15.5 samples/s +Step 30820/44000 | Loss: 2.9398 | LR: 1.06e-04 | 1285.8ms/step | 15.6 samples/s +Step 30830/44000 | Loss: 2.9792 | LR: 1.06e-04 | 1287.1ms/step | 15.5 samples/s +Step 30840/44000 | Loss: 2.9494 | LR: 1.06e-04 | 1284.3ms/step | 15.6 samples/s +Step 30850/44000 | Loss: 2.9217 | LR: 1.06e-04 | 1285.1ms/step | 15.6 samples/s +Step 30860/44000 | Loss: 2.9508 | LR: 1.05e-04 | 1284.4ms/step | 15.6 samples/s +Step 30870/44000 | Loss: 2.9099 | LR: 1.05e-04 | 1281.9ms/step | 15.6 samples/s +Step 30880/44000 | Loss: 2.9281 | LR: 1.05e-04 | 1282.4ms/step | 15.6 samples/s +Step 30890/44000 | Loss: 2.8829 | LR: 1.05e-04 | 1283.1ms/step | 15.6 samples/s +Step 30900/44000 | Loss: 2.9121 | LR: 1.05e-04 | 1282.9ms/step | 15.6 samples/s +Step 30910/44000 | Loss: 2.9238 | LR: 1.05e-04 | 1282.2ms/step | 15.6 samples/s +Step 30920/44000 | Loss: 2.9400 | LR: 1.05e-04 | 1279.2ms/step | 15.6 samples/s +Step 30930/44000 | Loss: 2.9248 | LR: 1.04e-04 | 1278.1ms/step | 15.6 samples/s +Step 30940/44000 | Loss: 2.9107 | LR: 1.04e-04 | 1278.6ms/step | 15.6 samples/s +Step 30950/44000 | Loss: 2.9350 | LR: 1.04e-04 | 1281.6ms/step | 15.6 samples/s +Step 30960/44000 | Loss: 2.9286 | LR: 1.04e-04 | 1286.2ms/step | 15.5 samples/s +Step 30970/44000 | Loss: 2.9681 | LR: 1.04e-04 | 1284.6ms/step | 15.6 samples/s +Step 30980/44000 | Loss: 2.9145 | LR: 1.04e-04 | 1280.9ms/step | 15.6 samples/s +Step 30990/44000 | Loss: 2.9194 | LR: 1.04e-04 | 1282.6ms/step | 15.6 samples/s +Step 31000/44000 | Loss: 2.9084 | LR: 1.03e-04 | 1284.3ms/step | 15.6 samples/s +Validation at step 31000: Loss = 2.9479, Perplexity = 19.07 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-31000 +Step 31010/44000 | Loss: 2.9181 | LR: 1.03e-04 | 3694.0ms/step | 5.4 samples/s +Step 31020/44000 | Loss: 2.9457 | LR: 1.03e-04 | 1281.9ms/step | 15.6 samples/s +Step 31030/44000 | Loss: 2.8993 | LR: 1.03e-04 | 1279.9ms/step | 15.6 samples/s +Step 31040/44000 | Loss: 2.9297 | LR: 1.03e-04 | 1277.2ms/step | 15.7 samples/s +Step 31050/44000 | Loss: 2.9405 | LR: 1.03e-04 | 1277.8ms/step | 15.7 samples/s +Step 31060/44000 | Loss: 2.9492 | LR: 1.03e-04 | 1281.7ms/step | 15.6 samples/s +Step 31070/44000 | Loss: 2.9373 | LR: 1.02e-04 | 1281.5ms/step | 15.6 samples/s +Step 31080/44000 | Loss: 2.9278 | LR: 1.02e-04 | 1282.2ms/step | 15.6 samples/s +Step 31090/44000 | Loss: 2.9247 | LR: 1.02e-04 | 1282.7ms/step | 15.6 samples/s +Step 31100/44000 | Loss: 2.9164 | LR: 1.02e-04 | 1281.7ms/step | 15.6 samples/s +Step 31110/44000 | Loss: 2.9191 | LR: 1.02e-04 | 1283.5ms/step | 15.6 samples/s +Step 31120/44000 | Loss: 2.9365 | LR: 1.02e-04 | 1282.3ms/step | 15.6 samples/s +Step 31130/44000 | Loss: 2.9669 | LR: 1.02e-04 | 1283.2ms/step | 15.6 samples/s +Step 31140/44000 | Loss: 2.9190 | LR: 1.01e-04 | 1283.1ms/step | 15.6 samples/s +Step 31150/44000 | Loss: 2.9648 | LR: 1.01e-04 | 1283.0ms/step | 15.6 samples/s +Step 31160/44000 | Loss: 2.9370 | LR: 1.01e-04 | 1283.9ms/step | 15.6 samples/s +Step 31170/44000 | Loss: 2.9295 | LR: 1.01e-04 | 1281.8ms/step | 15.6 samples/s +Step 31180/44000 | Loss: 2.9390 | LR: 1.01e-04 | 1281.7ms/step | 15.6 samples/s +Step 31190/44000 | Loss: 2.9091 | LR: 1.01e-04 | 1280.9ms/step | 15.6 samples/s +Step 31200/44000 | Loss: 2.9221 | LR: 1.00e-04 | 1285.5ms/step | 15.6 samples/s +Step 31210/44000 | Loss: 2.9422 | LR: 1.00e-04 | 1280.6ms/step | 15.6 samples/s +Step 31220/44000 | Loss: 2.9292 | LR: 1.00e-04 | 1282.8ms/step | 15.6 samples/s +Step 31230/44000 | Loss: 2.9635 | LR: 1.00e-04 | 1280.1ms/step | 15.6 samples/s +Step 31240/44000 | Loss: 2.9304 | LR: 9.99e-05 | 1283.8ms/step | 15.6 samples/s +Step 31250/44000 | Loss: 2.9143 | LR: 9.98e-05 | 1277.3ms/step | 15.7 samples/s +Validation at step 31250: Loss = 2.9470, Perplexity = 19.05 +Step 31260/44000 | Loss: 2.9451 | LR: 9.96e-05 | 3429.0ms/step | 5.8 samples/s +Step 31270/44000 | Loss: 2.9580 | LR: 9.95e-05 | 1280.6ms/step | 15.6 samples/s +Step 31280/44000 | Loss: 2.9181 | LR: 9.93e-05 | 1278.3ms/step | 15.6 samples/s +Step 31290/44000 | Loss: 2.9467 | LR: 9.92e-05 | 1278.3ms/step | 15.6 samples/s +Step 31300/44000 | Loss: 2.9440 | LR: 9.90e-05 | 1280.7ms/step | 15.6 samples/s +Step 31310/44000 | Loss: 2.9327 | LR: 9.89e-05 | 1281.0ms/step | 15.6 samples/s +Step 31320/44000 | Loss: 2.9287 | LR: 9.88e-05 | 1283.2ms/step | 15.6 samples/s +Step 31330/44000 | Loss: 2.9575 | LR: 9.86e-05 | 1283.3ms/step | 15.6 samples/s +Step 31340/44000 | Loss: 2.9239 | LR: 9.85e-05 | 1283.0ms/step | 15.6 samples/s +Step 31350/44000 | Loss: 2.9033 | LR: 9.83e-05 | 1281.3ms/step | 15.6 samples/s +Step 31360/44000 | Loss: 2.9128 | LR: 9.82e-05 | 1284.5ms/step | 15.6 samples/s +Step 31370/44000 | Loss: 2.9458 | LR: 9.80e-05 | 1287.3ms/step | 15.5 samples/s +Step 31380/44000 | Loss: 2.9584 | LR: 9.79e-05 | 1280.6ms/step | 15.6 samples/s +Step 31390/44000 | Loss: 2.8989 | LR: 9.77e-05 | 1282.3ms/step | 15.6 samples/s +Step 31400/44000 | Loss: 2.9322 | LR: 9.76e-05 | 1281.3ms/step | 15.6 samples/s +Step 31410/44000 | Loss: 2.9019 | LR: 9.75e-05 | 1281.5ms/step | 15.6 samples/s +Step 31420/44000 | Loss: 2.9209 | LR: 9.73e-05 | 1280.7ms/step | 15.6 samples/s +Step 31430/44000 | Loss: 2.9436 | LR: 9.72e-05 | 1280.4ms/step | 15.6 samples/s +Step 31440/44000 | Loss: 2.9288 | LR: 9.70e-05 | 1278.9ms/step | 15.6 samples/s +Step 31450/44000 | Loss: 2.9398 | LR: 9.69e-05 | 1282.8ms/step | 15.6 samples/s +Step 31460/44000 | Loss: 2.9194 | LR: 9.67e-05 | 1280.4ms/step | 15.6 samples/s +Step 31470/44000 | Loss: 2.9465 | LR: 9.66e-05 | 1281.5ms/step | 15.6 samples/s +Step 31480/44000 | Loss: 2.9106 | LR: 9.65e-05 | 1283.0ms/step | 15.6 samples/s +Step 31490/44000 | Loss: 2.9214 | LR: 9.63e-05 | 1284.7ms/step | 15.6 samples/s +Step 31500/44000 | Loss: 2.9331 | LR: 9.62e-05 | 1283.9ms/step | 15.6 samples/s +Validation at step 31500: Loss = 2.9467, Perplexity = 19.04 +Step 31510/44000 | Loss: 2.9144 | LR: 9.60e-05 | 3432.1ms/step | 5.8 samples/s +Step 31520/44000 | Loss: 2.9249 | LR: 9.59e-05 | 1282.1ms/step | 15.6 samples/s +Step 31530/44000 | Loss: 2.9383 | LR: 9.57e-05 | 1277.1ms/step | 15.7 samples/s +Step 31540/44000 | Loss: 2.9196 | LR: 9.56e-05 | 1280.4ms/step | 15.6 samples/s +Step 31550/44000 | Loss: 2.9444 | LR: 9.54e-05 | 1281.8ms/step | 15.6 samples/s +Step 31560/44000 | Loss: 2.9312 | LR: 9.53e-05 | 1285.2ms/step | 15.6 samples/s +Step 31570/44000 | Loss: 2.9205 | LR: 9.52e-05 | 1288.1ms/step | 15.5 samples/s +Step 31580/44000 | Loss: 2.9434 | LR: 9.50e-05 | 1288.0ms/step | 15.5 samples/s +Step 31590/44000 | Loss: 2.9458 | LR: 9.49e-05 | 1283.0ms/step | 15.6 samples/s +Step 31600/44000 | Loss: 2.9279 | LR: 9.47e-05 | 1285.6ms/step | 15.6 samples/s +Step 31610/44000 | Loss: 2.9172 | LR: 9.46e-05 | 1285.1ms/step | 15.6 samples/s +Step 31620/44000 | Loss: 2.9402 | LR: 9.45e-05 | 1283.3ms/step | 15.6 samples/s +Step 31630/44000 | Loss: 2.9228 | LR: 9.43e-05 | 1279.5ms/step | 15.6 samples/s +Step 31640/44000 | Loss: 2.8986 | LR: 9.42e-05 | 1280.7ms/step | 15.6 samples/s +Step 31650/44000 | Loss: 2.9026 | LR: 9.40e-05 | 1282.6ms/step | 15.6 samples/s +Step 31660/44000 | Loss: 2.9184 | LR: 9.39e-05 | 1286.0ms/step | 15.6 samples/s +Step 31670/44000 | Loss: 2.9130 | LR: 9.37e-05 | 1283.9ms/step | 15.6 samples/s +Step 31680/44000 | Loss: 2.9238 | LR: 9.36e-05 | 1283.0ms/step | 15.6 samples/s +Step 31690/44000 | Loss: 2.9336 | LR: 9.35e-05 | 1283.3ms/step | 15.6 samples/s +Step 31700/44000 | Loss: 2.9488 | LR: 9.33e-05 | 1283.2ms/step | 15.6 samples/s +Step 31710/44000 | Loss: 2.9251 | LR: 9.32e-05 | 1281.4ms/step | 15.6 samples/s +Step 31720/44000 | Loss: 2.9236 | LR: 9.30e-05 | 1281.5ms/step | 15.6 samples/s +Step 31730/44000 | Loss: 2.8992 | LR: 9.29e-05 | 1279.9ms/step | 15.6 samples/s +Step 31740/44000 | Loss: 2.9328 | LR: 9.28e-05 | 1283.6ms/step | 15.6 samples/s +Step 31750/44000 | Loss: 2.9411 | LR: 9.26e-05 | 1283.7ms/step | 15.6 samples/s +Validation at step 31750: Loss = 2.9455, Perplexity = 19.02 +Step 31760/44000 | Loss: 2.9150 | LR: 9.25e-05 | 3426.6ms/step | 5.8 samples/s +Step 31770/44000 | Loss: 2.9406 | LR: 9.23e-05 | 1278.9ms/step | 15.6 samples/s +Step 31780/44000 | Loss: 2.9306 | LR: 9.22e-05 | 1279.7ms/step | 15.6 samples/s +Step 31790/44000 | Loss: 2.9343 | LR: 9.20e-05 | 1285.3ms/step | 15.6 samples/s +Step 31800/44000 | Loss: 2.9039 | LR: 9.19e-05 | 1284.5ms/step | 15.6 samples/s +Step 31810/44000 | Loss: 2.9039 | LR: 9.18e-05 | 1281.9ms/step | 15.6 samples/s +Step 31820/44000 | Loss: 2.9216 | LR: 9.16e-05 | 1282.3ms/step | 15.6 samples/s +Step 31830/44000 | Loss: 2.9266 | LR: 9.15e-05 | 1282.2ms/step | 15.6 samples/s +Step 31840/44000 | Loss: 2.9395 | LR: 9.13e-05 | 1282.4ms/step | 15.6 samples/s +Step 31850/44000 | Loss: 2.9423 | LR: 9.12e-05 | 1283.8ms/step | 15.6 samples/s +Step 31860/44000 | Loss: 2.9493 | LR: 9.11e-05 | 1278.6ms/step | 15.6 samples/s +Step 31870/44000 | Loss: 2.9268 | LR: 9.09e-05 | 1281.7ms/step | 15.6 samples/s +Step 31880/44000 | Loss: 2.9603 | LR: 9.08e-05 | 1282.1ms/step | 15.6 samples/s +Step 31890/44000 | Loss: 2.9018 | LR: 9.06e-05 | 1285.5ms/step | 15.6 samples/s +Step 31900/44000 | Loss: 2.9196 | LR: 9.05e-05 | 1288.3ms/step | 15.5 samples/s +Step 31910/44000 | Loss: 2.9520 | LR: 9.04e-05 | 1283.7ms/step | 15.6 samples/s +Step 31920/44000 | Loss: 2.8788 | LR: 9.02e-05 | 1279.9ms/step | 15.6 samples/s +Step 31930/44000 | Loss: 2.9347 | LR: 9.01e-05 | 1282.5ms/step | 15.6 samples/s +Step 31940/44000 | Loss: 2.9434 | LR: 8.99e-05 | 1284.0ms/step | 15.6 samples/s +Step 31950/44000 | Loss: 2.9326 | LR: 8.98e-05 | 1283.5ms/step | 15.6 samples/s +Step 31960/44000 | Loss: 2.9469 | LR: 8.97e-05 | 1283.6ms/step | 15.6 samples/s +Step 31970/44000 | Loss: 2.9158 | LR: 8.95e-05 | 1280.0ms/step | 15.6 samples/s +Step 31980/44000 | Loss: 2.9277 | LR: 8.94e-05 | 1282.4ms/step | 15.6 samples/s +Step 31990/44000 | Loss: 2.8959 | LR: 8.92e-05 | 1282.4ms/step | 15.6 samples/s +Step 32000/44000 | Loss: 2.9176 | LR: 8.91e-05 | 1291.6ms/step | 15.5 samples/s +Validation at step 32000: Loss = 2.9450, Perplexity = 19.01 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-32000 +Step 32010/44000 | Loss: 2.9397 | LR: 8.90e-05 | 3735.2ms/step | 5.4 samples/s +Step 32020/44000 | Loss: 2.9297 | LR: 8.88e-05 | 1284.9ms/step | 15.6 samples/s +Step 32030/44000 | Loss: 2.9372 | LR: 8.87e-05 | 1278.7ms/step | 15.6 samples/s +Step 32040/44000 | Loss: 2.9391 | LR: 8.86e-05 | 1281.0ms/step | 15.6 samples/s +Step 32050/44000 | Loss: 2.9129 | LR: 8.84e-05 | 1280.6ms/step | 15.6 samples/s +Step 32060/44000 | Loss: 2.8988 | LR: 8.83e-05 | 1284.3ms/step | 15.6 samples/s +Step 32070/44000 | Loss: 2.9241 | LR: 8.81e-05 | 1285.1ms/step | 15.6 samples/s +Step 32080/44000 | Loss: 2.8984 | LR: 8.80e-05 | 1287.0ms/step | 15.5 samples/s +Step 32090/44000 | Loss: 2.9328 | LR: 8.79e-05 | 1281.0ms/step | 15.6 samples/s +Step 32100/44000 | Loss: 2.9345 | LR: 8.77e-05 | 1284.3ms/step | 15.6 samples/s +Step 32110/44000 | Loss: 2.9174 | LR: 8.76e-05 | 1280.7ms/step | 15.6 samples/s +Step 32120/44000 | Loss: 2.9225 | LR: 8.74e-05 | 1286.6ms/step | 15.5 samples/s +Step 32130/44000 | Loss: 2.9161 | LR: 8.73e-05 | 1278.9ms/step | 15.6 samples/s +Step 32140/44000 | Loss: 2.9126 | LR: 8.72e-05 | 1282.9ms/step | 15.6 samples/s +Step 32150/44000 | Loss: 2.9310 | LR: 8.70e-05 | 1281.7ms/step | 15.6 samples/s +Step 32160/44000 | Loss: 2.9002 | LR: 8.69e-05 | 1281.5ms/step | 15.6 samples/s +Step 32170/44000 | Loss: 2.9247 | LR: 8.68e-05 | 1281.8ms/step | 15.6 samples/s +Step 32180/44000 | Loss: 2.9581 | LR: 8.66e-05 | 1281.5ms/step | 15.6 samples/s +Step 32190/44000 | Loss: 2.9291 | LR: 8.65e-05 | 1283.0ms/step | 15.6 samples/s +Step 32200/44000 | Loss: 2.9424 | LR: 8.63e-05 | 1283.0ms/step | 15.6 samples/s +Step 32210/44000 | Loss: 2.9470 | LR: 8.62e-05 | 1283.7ms/step | 15.6 samples/s +Step 32220/44000 | Loss: 2.9039 | LR: 8.61e-05 | 1280.2ms/step | 15.6 samples/s +Step 32230/44000 | Loss: 2.9332 | LR: 8.59e-05 | 1279.9ms/step | 15.6 samples/s +Step 32240/44000 | Loss: 2.9214 | LR: 8.58e-05 | 1277.4ms/step | 15.7 samples/s +Step 32250/44000 | Loss: 2.9404 | LR: 8.57e-05 | 1280.4ms/step | 15.6 samples/s +Validation at step 32250: Loss = 2.9447, Perplexity = 19.00 +Step 32260/44000 | Loss: 2.9537 | LR: 8.55e-05 | 3436.8ms/step | 5.8 samples/s +Step 32270/44000 | Loss: 2.9281 | LR: 8.54e-05 | 1283.9ms/step | 15.6 samples/s +Step 32280/44000 | Loss: 2.9503 | LR: 8.53e-05 | 1284.1ms/step | 15.6 samples/s +Step 32290/44000 | Loss: 2.9186 | LR: 8.51e-05 | 1283.8ms/step | 15.6 samples/s +Step 32300/44000 | Loss: 2.9143 | LR: 8.50e-05 | 1283.3ms/step | 15.6 samples/s +Step 32310/44000 | Loss: 2.9365 | LR: 8.48e-05 | 1280.5ms/step | 15.6 samples/s +Step 32320/44000 | Loss: 2.9554 | LR: 8.47e-05 | 1281.8ms/step | 15.6 samples/s +Step 32330/44000 | Loss: 2.9245 | LR: 8.46e-05 | 1282.9ms/step | 15.6 samples/s +Step 32340/44000 | Loss: 2.9219 | LR: 8.44e-05 | 1284.2ms/step | 15.6 samples/s +Step 32350/44000 | Loss: 2.9446 | LR: 8.43e-05 | 1284.2ms/step | 15.6 samples/s +Step 32360/44000 | Loss: 2.9242 | LR: 8.42e-05 | 1283.4ms/step | 15.6 samples/s +Step 32370/44000 | Loss: 2.9223 | LR: 8.40e-05 | 1283.3ms/step | 15.6 samples/s +Step 32380/44000 | Loss: 2.9232 | LR: 8.39e-05 | 1283.7ms/step | 15.6 samples/s +Step 32390/44000 | Loss: 2.9250 | LR: 8.38e-05 | 1284.0ms/step | 15.6 samples/s +Step 32400/44000 | Loss: 2.9317 | LR: 8.36e-05 | 1283.6ms/step | 15.6 samples/s +Step 32410/44000 | Loss: 2.9281 | LR: 8.35e-05 | 1286.4ms/step | 15.5 samples/s +Step 32420/44000 | Loss: 2.9227 | LR: 8.33e-05 | 1283.6ms/step | 15.6 samples/s +Step 32430/44000 | Loss: 2.9714 | LR: 8.32e-05 | 1286.9ms/step | 15.5 samples/s +Step 32440/44000 | Loss: 2.9381 | LR: 8.31e-05 | 1282.1ms/step | 15.6 samples/s +Step 32450/44000 | Loss: 2.9304 | LR: 8.29e-05 | 1281.0ms/step | 15.6 samples/s +Step 32460/44000 | Loss: 2.9499 | LR: 8.28e-05 | 1280.3ms/step | 15.6 samples/s +Step 32470/44000 | Loss: 2.9074 | LR: 8.27e-05 | 1279.7ms/step | 15.6 samples/s +Step 32480/44000 | Loss: 2.9400 | LR: 8.25e-05 | 1282.3ms/step | 15.6 samples/s +Step 32490/44000 | Loss: 2.9176 | LR: 8.24e-05 | 1281.6ms/step | 15.6 samples/s +Step 32500/44000 | Loss: 2.9353 | LR: 8.23e-05 | 1284.3ms/step | 15.6 samples/s +Validation at step 32500: Loss = 2.9445, Perplexity = 19.00 +Step 32510/44000 | Loss: 2.9026 | LR: 8.21e-05 | 3428.9ms/step | 5.8 samples/s +Step 32520/44000 | Loss: 2.9278 | LR: 8.20e-05 | 1279.0ms/step | 15.6 samples/s +Step 32530/44000 | Loss: 2.9574 | LR: 8.19e-05 | 1280.7ms/step | 15.6 samples/s +Step 32540/44000 | Loss: 2.9128 | LR: 8.17e-05 | 1282.8ms/step | 15.6 samples/s +Step 32550/44000 | Loss: 2.8830 | LR: 8.16e-05 | 1283.3ms/step | 15.6 samples/s +Step 32560/44000 | Loss: 2.9496 | LR: 8.15e-05 | 1284.4ms/step | 15.6 samples/s +Step 32570/44000 | Loss: 2.9296 | LR: 8.13e-05 | 1282.3ms/step | 15.6 samples/s +Step 32580/44000 | Loss: 2.9356 | LR: 8.12e-05 | 1281.7ms/step | 15.6 samples/s +Step 32590/44000 | Loss: 2.9600 | LR: 8.11e-05 | 1283.1ms/step | 15.6 samples/s +Step 32600/44000 | Loss: 2.9348 | LR: 8.09e-05 | 1277.3ms/step | 15.7 samples/s +Step 32610/44000 | Loss: 2.9366 | LR: 8.08e-05 | 1282.9ms/step | 15.6 samples/s +Step 32620/44000 | Loss: 2.9457 | LR: 8.07e-05 | 1282.1ms/step | 15.6 samples/s +Step 32630/44000 | Loss: 2.9048 | LR: 8.05e-05 | 1282.5ms/step | 15.6 samples/s +Step 32640/44000 | Loss: 2.9668 | LR: 8.04e-05 | 1282.7ms/step | 15.6 samples/s +Step 32650/44000 | Loss: 2.9450 | LR: 8.03e-05 | 1282.5ms/step | 15.6 samples/s +Step 32660/44000 | Loss: 2.9319 | LR: 8.01e-05 | 1282.0ms/step | 15.6 samples/s +Step 32670/44000 | Loss: 2.9687 | LR: 8.00e-05 | 1283.9ms/step | 15.6 samples/s +Step 32680/44000 | Loss: 2.9262 | LR: 7.99e-05 | 1283.9ms/step | 15.6 samples/s +Step 32690/44000 | Loss: 2.9356 | LR: 7.97e-05 | 1284.4ms/step | 15.6 samples/s +Step 32700/44000 | Loss: 2.9160 | LR: 7.96e-05 | 1283.2ms/step | 15.6 samples/s +Step 32710/44000 | Loss: 2.9454 | LR: 7.95e-05 | 1280.8ms/step | 15.6 samples/s +Step 32720/44000 | Loss: 2.9440 | LR: 7.93e-05 | 1281.1ms/step | 15.6 samples/s +Step 32730/44000 | Loss: 2.9213 | LR: 7.92e-05 | 1280.1ms/step | 15.6 samples/s +Step 32740/44000 | Loss: 2.9108 | LR: 7.91e-05 | 1281.7ms/step | 15.6 samples/s +Step 32750/44000 | Loss: 2.9031 | LR: 7.89e-05 | 1280.8ms/step | 15.6 samples/s +Validation at step 32750: Loss = 2.9441, Perplexity = 18.99 +Step 32760/44000 | Loss: 2.9369 | LR: 7.88e-05 | 3429.9ms/step | 5.8 samples/s +Step 32770/44000 | Loss: 2.9329 | LR: 7.87e-05 | 1281.0ms/step | 15.6 samples/s +Step 32780/44000 | Loss: 2.9594 | LR: 7.85e-05 | 1277.4ms/step | 15.7 samples/s +Step 32790/44000 | Loss: 2.9646 | LR: 7.84e-05 | 1281.6ms/step | 15.6 samples/s +Step 32800/44000 | Loss: 2.9191 | LR: 7.83e-05 | 1281.6ms/step | 15.6 samples/s +Step 32810/44000 | Loss: 2.9298 | LR: 7.81e-05 | 1282.1ms/step | 15.6 samples/s +Step 32820/44000 | Loss: 2.9482 | LR: 7.80e-05 | 1280.4ms/step | 15.6 samples/s +Step 32830/44000 | Loss: 2.9447 | LR: 7.79e-05 | 1281.3ms/step | 15.6 samples/s +Step 32840/44000 | Loss: 2.8967 | LR: 7.77e-05 | 1283.0ms/step | 15.6 samples/s +Step 32850/44000 | Loss: 2.9266 | LR: 7.76e-05 | 1284.9ms/step | 15.6 samples/s +Step 32860/44000 | Loss: 2.9252 | LR: 7.75e-05 | 1284.5ms/step | 15.6 samples/s +Step 32870/44000 | Loss: 2.9410 | LR: 7.73e-05 | 1281.7ms/step | 15.6 samples/s +Step 32880/44000 | Loss: 2.9015 | LR: 7.72e-05 | 1282.7ms/step | 15.6 samples/s +Step 32890/44000 | Loss: 2.9395 | LR: 7.71e-05 | 1281.6ms/step | 15.6 samples/s +Step 32900/44000 | Loss: 2.9342 | LR: 7.70e-05 | 1281.6ms/step | 15.6 samples/s +Step 32910/44000 | Loss: 2.9248 | LR: 7.68e-05 | 1282.4ms/step | 15.6 samples/s +Step 32920/44000 | Loss: 2.9511 | LR: 7.67e-05 | 1285.1ms/step | 15.6 samples/s +Step 32930/44000 | Loss: 2.9219 | LR: 7.66e-05 | 1284.4ms/step | 15.6 samples/s +Step 32940/44000 | Loss: 2.9092 | LR: 7.64e-05 | 1282.1ms/step | 15.6 samples/s +Step 32950/44000 | Loss: 2.9148 | LR: 7.63e-05 | 1284.7ms/step | 15.6 samples/s +Step 32960/44000 | Loss: 2.9225 | LR: 7.62e-05 | 1286.0ms/step | 15.6 samples/s +Step 32970/44000 | Loss: 2.9278 | LR: 7.60e-05 | 1286.8ms/step | 15.5 samples/s +Step 32980/44000 | Loss: 2.9298 | LR: 7.59e-05 | 1284.3ms/step | 15.6 samples/s +Step 32990/44000 | Loss: 2.9323 | LR: 7.58e-05 | 1286.0ms/step | 15.6 samples/s +Step 33000/44000 | Loss: 2.9536 | LR: 7.56e-05 | 1284.4ms/step | 15.6 samples/s +Validation at step 33000: Loss = 2.9433, Perplexity = 18.98 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-33000 +Step 33010/44000 | Loss: 2.9425 | LR: 7.55e-05 | 3734.2ms/step | 5.4 samples/s +Step 33020/44000 | Loss: 2.9049 | LR: 7.54e-05 | 1282.5ms/step | 15.6 samples/s +Step 33030/44000 | Loss: 2.9497 | LR: 7.53e-05 | 1281.3ms/step | 15.6 samples/s +Step 33040/44000 | Loss: 2.9344 | LR: 7.51e-05 | 1279.6ms/step | 15.6 samples/s +Step 33050/44000 | Loss: 2.9441 | LR: 7.50e-05 | 1281.5ms/step | 15.6 samples/s +Step 33060/44000 | Loss: 2.9124 | LR: 7.49e-05 | 1282.9ms/step | 15.6 samples/s +Step 33070/44000 | Loss: 2.9436 | LR: 7.47e-05 | 1281.5ms/step | 15.6 samples/s +Step 33080/44000 | Loss: 2.9434 | LR: 7.46e-05 | 1288.8ms/step | 15.5 samples/s +Step 33090/44000 | Loss: 2.9325 | LR: 7.45e-05 | 1281.0ms/step | 15.6 samples/s +Step 33100/44000 | Loss: 2.9062 | LR: 7.44e-05 | 1283.4ms/step | 15.6 samples/s +Step 33110/44000 | Loss: 2.8837 | LR: 7.42e-05 | 1283.1ms/step | 15.6 samples/s +Step 33120/44000 | Loss: 2.9148 | LR: 7.41e-05 | 1283.7ms/step | 15.6 samples/s +Step 33130/44000 | Loss: 2.9330 | LR: 7.40e-05 | 1281.8ms/step | 15.6 samples/s +Step 33140/44000 | Loss: 2.9493 | LR: 7.38e-05 | 1283.3ms/step | 15.6 samples/s +Step 33150/44000 | Loss: 2.9413 | LR: 7.37e-05 | 1281.1ms/step | 15.6 samples/s +Step 33160/44000 | Loss: 2.9175 | LR: 7.36e-05 | 1280.2ms/step | 15.6 samples/s +Step 33170/44000 | Loss: 2.9231 | LR: 7.34e-05 | 1282.2ms/step | 15.6 samples/s +Step 33180/44000 | Loss: 2.9467 | LR: 7.33e-05 | 1282.1ms/step | 15.6 samples/s +Step 33190/44000 | Loss: 2.9477 | LR: 7.32e-05 | 1279.8ms/step | 15.6 samples/s +Step 33200/44000 | Loss: 2.9373 | LR: 7.31e-05 | 1279.6ms/step | 15.6 samples/s +Step 33210/44000 | Loss: 2.9244 | LR: 7.29e-05 | 1280.3ms/step | 15.6 samples/s +Step 33220/44000 | Loss: 2.9416 | LR: 7.28e-05 | 1282.7ms/step | 15.6 samples/s +Step 33230/44000 | Loss: 2.9247 | LR: 7.27e-05 | 1284.7ms/step | 15.6 samples/s +Step 33240/44000 | Loss: 2.9188 | LR: 7.26e-05 | 1282.5ms/step | 15.6 samples/s +Step 33250/44000 | Loss: 2.9285 | LR: 7.24e-05 | 1284.8ms/step | 15.6 samples/s +Validation at step 33250: Loss = 2.9428, Perplexity = 18.97 +Step 33260/44000 | Loss: 2.9415 | LR: 7.23e-05 | 3435.5ms/step | 5.8 samples/s +Step 33270/44000 | Loss: 2.9225 | LR: 7.22e-05 | 1281.4ms/step | 15.6 samples/s +Step 33280/44000 | Loss: 2.9397 | LR: 7.20e-05 | 1282.5ms/step | 15.6 samples/s +Step 33290/44000 | Loss: 2.8882 | LR: 7.19e-05 | 1282.2ms/step | 15.6 samples/s +Step 33300/44000 | Loss: 2.9315 | LR: 7.18e-05 | 1280.0ms/step | 15.6 samples/s +Step 33310/44000 | Loss: 2.9454 | LR: 7.17e-05 | 1277.2ms/step | 15.7 samples/s +Step 33320/44000 | Loss: 2.9278 | LR: 7.15e-05 | 1283.7ms/step | 15.6 samples/s +Step 33330/44000 | Loss: 2.9171 | LR: 7.14e-05 | 1280.7ms/step | 15.6 samples/s +Step 33340/44000 | Loss: 2.9197 | LR: 7.13e-05 | 1279.6ms/step | 15.6 samples/s +Step 33350/44000 | Loss: 2.9303 | LR: 7.11e-05 | 1284.6ms/step | 15.6 samples/s +Step 33360/44000 | Loss: 2.9410 | LR: 7.10e-05 | 1281.7ms/step | 15.6 samples/s +Step 33370/44000 | Loss: 2.9013 | LR: 7.09e-05 | 1285.4ms/step | 15.6 samples/s +Step 33380/44000 | Loss: 2.9174 | LR: 7.08e-05 | 1286.3ms/step | 15.5 samples/s +Step 33390/44000 | Loss: 2.9481 | LR: 7.06e-05 | 1285.8ms/step | 15.6 samples/s +Step 33400/44000 | Loss: 2.8955 | LR: 7.05e-05 | 1287.3ms/step | 15.5 samples/s +Step 33410/44000 | Loss: 2.9422 | LR: 7.04e-05 | 1292.1ms/step | 15.5 samples/s +Step 33420/44000 | Loss: 2.9201 | LR: 7.03e-05 | 1286.9ms/step | 15.5 samples/s +Step 33430/44000 | Loss: 2.9179 | LR: 7.01e-05 | 1283.8ms/step | 15.6 samples/s +Step 33440/44000 | Loss: 2.9450 | LR: 7.00e-05 | 1283.6ms/step | 15.6 samples/s +Step 33450/44000 | Loss: 2.9405 | LR: 6.99e-05 | 1286.7ms/step | 15.5 samples/s +Step 33460/44000 | Loss: 2.9338 | LR: 6.98e-05 | 1281.5ms/step | 15.6 samples/s +Step 33470/44000 | Loss: 2.9250 | LR: 6.96e-05 | 1281.9ms/step | 15.6 samples/s +Step 33480/44000 | Loss: 2.9120 | LR: 6.95e-05 | 1277.1ms/step | 15.7 samples/s +Step 33490/44000 | Loss: 2.9429 | LR: 6.94e-05 | 1280.1ms/step | 15.6 samples/s +Step 33500/44000 | Loss: 2.9014 | LR: 6.93e-05 | 1280.8ms/step | 15.6 samples/s +Validation at step 33500: Loss = 2.9426, Perplexity = 18.96 +Step 33510/44000 | Loss: 2.9069 | LR: 6.91e-05 | 3430.6ms/step | 5.8 samples/s +Step 33520/44000 | Loss: 2.9460 | LR: 6.90e-05 | 1280.0ms/step | 15.6 samples/s +Step 33530/44000 | Loss: 2.9082 | LR: 6.89e-05 | 1279.3ms/step | 15.6 samples/s +Step 33540/44000 | Loss: 2.9152 | LR: 6.88e-05 | 1282.0ms/step | 15.6 samples/s +Step 33550/44000 | Loss: 2.9245 | LR: 6.86e-05 | 1283.2ms/step | 15.6 samples/s +Step 33560/44000 | Loss: 2.9059 | LR: 6.85e-05 | 1280.8ms/step | 15.6 samples/s +Step 33570/44000 | Loss: 2.8995 | LR: 6.84e-05 | 1281.5ms/step | 15.6 samples/s +Step 33580/44000 | Loss: 2.9466 | LR: 6.83e-05 | 1281.2ms/step | 15.6 samples/s +Step 33590/44000 | Loss: 2.9424 | LR: 6.81e-05 | 1280.1ms/step | 15.6 samples/s +Step 33600/44000 | Loss: 2.9487 | LR: 6.80e-05 | 1283.4ms/step | 15.6 samples/s +Step 33610/44000 | Loss: 2.9037 | LR: 6.79e-05 | 1282.4ms/step | 15.6 samples/s +Step 33620/44000 | Loss: 2.9190 | LR: 6.78e-05 | 1282.8ms/step | 15.6 samples/s +Step 33630/44000 | Loss: 2.9084 | LR: 6.76e-05 | 1281.8ms/step | 15.6 samples/s +Step 33640/44000 | Loss: 2.9215 | LR: 6.75e-05 | 1282.9ms/step | 15.6 samples/s +Step 33650/44000 | Loss: 2.9299 | LR: 6.74e-05 | 1281.9ms/step | 15.6 samples/s +Step 33660/44000 | Loss: 2.9346 | LR: 6.73e-05 | 1281.5ms/step | 15.6 samples/s +Step 33670/44000 | Loss: 2.9421 | LR: 6.71e-05 | 1277.7ms/step | 15.7 samples/s +Step 33680/44000 | Loss: 2.9273 | LR: 6.70e-05 | 1283.8ms/step | 15.6 samples/s +Step 33690/44000 | Loss: 2.9247 | LR: 6.69e-05 | 1282.2ms/step | 15.6 samples/s +Step 33700/44000 | Loss: 2.9413 | LR: 6.68e-05 | 1280.7ms/step | 15.6 samples/s +Step 33710/44000 | Loss: 2.9558 | LR: 6.66e-05 | 1283.0ms/step | 15.6 samples/s +Step 33720/44000 | Loss: 2.9331 | LR: 6.65e-05 | 1280.0ms/step | 15.6 samples/s +Step 33730/44000 | Loss: 2.9158 | LR: 6.64e-05 | 1280.5ms/step | 15.6 samples/s +Step 33740/44000 | Loss: 2.9309 | LR: 6.63e-05 | 1282.8ms/step | 15.6 samples/s +Step 33750/44000 | Loss: 2.9348 | LR: 6.61e-05 | 1284.4ms/step | 15.6 samples/s +Validation at step 33750: Loss = 2.9420, Perplexity = 18.95 +Step 33760/44000 | Loss: 2.9018 | LR: 6.60e-05 | 3429.7ms/step | 5.8 samples/s +Step 33770/44000 | Loss: 2.9503 | LR: 6.59e-05 | 1282.4ms/step | 15.6 samples/s +Step 33780/44000 | Loss: 2.9518 | LR: 6.58e-05 | 1280.1ms/step | 15.6 samples/s +Step 33790/44000 | Loss: 2.9054 | LR: 6.57e-05 | 1282.9ms/step | 15.6 samples/s +Step 33800/44000 | Loss: 2.9387 | LR: 6.55e-05 | 1283.1ms/step | 15.6 samples/s +Step 33810/44000 | Loss: 2.9554 | LR: 6.54e-05 | 1284.2ms/step | 15.6 samples/s +Step 33820/44000 | Loss: 2.9282 | LR: 6.53e-05 | 1284.0ms/step | 15.6 samples/s +Step 33830/44000 | Loss: 2.9487 | LR: 6.52e-05 | 1281.9ms/step | 15.6 samples/s +Step 33840/44000 | Loss: 2.9299 | LR: 6.50e-05 | 1280.0ms/step | 15.6 samples/s +Step 33850/44000 | Loss: 2.9398 | LR: 6.49e-05 | 1278.6ms/step | 15.6 samples/s +Step 33860/44000 | Loss: 2.9231 | LR: 6.48e-05 | 1283.0ms/step | 15.6 samples/s +Step 33870/44000 | Loss: 2.9331 | LR: 6.47e-05 | 1283.7ms/step | 15.6 samples/s +Step 33880/44000 | Loss: 2.9634 | LR: 6.46e-05 | 1285.2ms/step | 15.6 samples/s +Step 33890/44000 | Loss: 2.9211 | LR: 6.44e-05 | 1281.7ms/step | 15.6 samples/s +Step 33900/44000 | Loss: 2.9467 | LR: 6.43e-05 | 1279.4ms/step | 15.6 samples/s +Step 33910/44000 | Loss: 2.9369 | LR: 6.42e-05 | 1282.7ms/step | 15.6 samples/s +Step 33920/44000 | Loss: 2.9296 | LR: 6.41e-05 | 1280.5ms/step | 15.6 samples/s +Step 33930/44000 | Loss: 2.8887 | LR: 6.40e-05 | 1280.5ms/step | 15.6 samples/s +Step 33940/44000 | Loss: 2.9249 | LR: 6.38e-05 | 1282.9ms/step | 15.6 samples/s +Step 33950/44000 | Loss: 2.9208 | LR: 6.37e-05 | 1285.5ms/step | 15.6 samples/s +Step 33960/44000 | Loss: 2.9108 | LR: 6.36e-05 | 1285.6ms/step | 15.6 samples/s +Step 33970/44000 | Loss: 2.9178 | LR: 6.35e-05 | 1283.8ms/step | 15.6 samples/s +Step 33980/44000 | Loss: 2.9525 | LR: 6.33e-05 | 1282.0ms/step | 15.6 samples/s +Step 33990/44000 | Loss: 2.9445 | LR: 6.32e-05 | 1277.5ms/step | 15.7 samples/s +Step 34000/44000 | Loss: 2.9473 | LR: 6.31e-05 | 1278.7ms/step | 15.6 samples/s +Validation at step 34000: Loss = 2.9415, Perplexity = 18.94 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-34000 +Step 34010/44000 | Loss: 2.9267 | LR: 6.30e-05 | 3679.7ms/step | 5.4 samples/s +Step 34020/44000 | Loss: 2.9199 | LR: 6.29e-05 | 1283.7ms/step | 15.6 samples/s +Step 34030/44000 | Loss: 2.9683 | LR: 6.27e-05 | 1282.8ms/step | 15.6 samples/s +Step 34040/44000 | Loss: 2.9203 | LR: 6.26e-05 | 1284.9ms/step | 15.6 samples/s +Step 34050/44000 | Loss: 2.9217 | LR: 6.25e-05 | 1282.7ms/step | 15.6 samples/s +Step 34060/44000 | Loss: 2.9274 | LR: 6.24e-05 | 1279.7ms/step | 15.6 samples/s +Step 34070/44000 | Loss: 2.9507 | LR: 6.23e-05 | 1286.4ms/step | 15.5 samples/s +Step 34080/44000 | Loss: 2.9336 | LR: 6.21e-05 | 1284.5ms/step | 15.6 samples/s +Step 34090/44000 | Loss: 2.9153 | LR: 6.20e-05 | 1284.1ms/step | 15.6 samples/s +Step 34100/44000 | Loss: 2.9314 | LR: 6.19e-05 | 1284.9ms/step | 15.6 samples/s +Step 34110/44000 | Loss: 2.8995 | LR: 6.18e-05 | 1283.9ms/step | 15.6 samples/s +Step 34120/44000 | Loss: 2.9234 | LR: 6.17e-05 | 1286.0ms/step | 15.6 samples/s +Step 34130/44000 | Loss: 2.9275 | LR: 6.15e-05 | 1283.5ms/step | 15.6 samples/s +Step 34140/44000 | Loss: 2.9368 | LR: 6.14e-05 | 1279.1ms/step | 15.6 samples/s +Step 34150/44000 | Loss: 2.9319 | LR: 6.13e-05 | 1278.4ms/step | 15.6 samples/s +Step 34160/44000 | Loss: 2.9605 | LR: 6.12e-05 | 1277.4ms/step | 15.7 samples/s +Step 34170/44000 | Loss: 2.9363 | LR: 6.11e-05 | 1280.8ms/step | 15.6 samples/s +Step 34180/44000 | Loss: 2.9137 | LR: 6.09e-05 | 1277.8ms/step | 15.7 samples/s +Step 34190/44000 | Loss: 2.9380 | LR: 6.08e-05 | 1279.6ms/step | 15.6 samples/s +Step 34200/44000 | Loss: 2.9565 | LR: 6.07e-05 | 1278.0ms/step | 15.6 samples/s +Step 34210/44000 | Loss: 2.9355 | LR: 6.06e-05 | 1279.2ms/step | 15.6 samples/s +Step 34220/44000 | Loss: 2.9274 | LR: 6.05e-05 | 1282.9ms/step | 15.6 samples/s +Step 34230/44000 | Loss: 2.9432 | LR: 6.04e-05 | 1276.4ms/step | 15.7 samples/s +Step 34240/44000 | Loss: 2.9611 | LR: 6.02e-05 | 1286.0ms/step | 15.6 samples/s +Step 34250/44000 | Loss: 2.9380 | LR: 6.01e-05 | 1283.8ms/step | 15.6 samples/s +Validation at step 34250: Loss = 2.9415, Perplexity = 18.94 +Step 34260/44000 | Loss: 2.9370 | LR: 6.00e-05 | 3429.2ms/step | 5.8 samples/s +Step 34270/44000 | Loss: 2.9101 | LR: 5.99e-05 | 1286.8ms/step | 15.5 samples/s +Step 34280/44000 | Loss: 2.9524 | LR: 5.98e-05 | 1298.5ms/step | 15.4 samples/s +Step 34290/44000 | Loss: 2.9133 | LR: 5.96e-05 | 1295.6ms/step | 15.4 samples/s +Step 34300/44000 | Loss: 2.9126 | LR: 5.95e-05 | 1288.6ms/step | 15.5 samples/s +Step 34310/44000 | Loss: 2.9261 | LR: 5.94e-05 | 1290.1ms/step | 15.5 samples/s +Step 34320/44000 | Loss: 2.9762 | LR: 5.93e-05 | 1282.2ms/step | 15.6 samples/s +Step 34330/44000 | Loss: 2.8974 | LR: 5.92e-05 | 1281.1ms/step | 15.6 samples/s +Step 34340/44000 | Loss: 2.8999 | LR: 5.91e-05 | 1280.1ms/step | 15.6 samples/s +Step 34350/44000 | Loss: 2.9218 | LR: 5.89e-05 | 1289.1ms/step | 15.5 samples/s +Step 34360/44000 | Loss: 2.9341 | LR: 5.88e-05 | 1295.3ms/step | 15.4 samples/s +Step 34370/44000 | Loss: 2.9210 | LR: 5.87e-05 | 1284.3ms/step | 15.6 samples/s +Step 34380/44000 | Loss: 2.9195 | LR: 5.86e-05 | 1285.8ms/step | 15.6 samples/s +Step 34390/44000 | Loss: 2.9318 | LR: 5.85e-05 | 1284.6ms/step | 15.6 samples/s +Step 34400/44000 | Loss: 2.9311 | LR: 5.84e-05 | 1285.5ms/step | 15.6 samples/s +Step 34410/44000 | Loss: 2.9490 | LR: 5.82e-05 | 1280.2ms/step | 15.6 samples/s +Step 34420/44000 | Loss: 2.9288 | LR: 5.81e-05 | 1285.0ms/step | 15.6 samples/s +Step 34430/44000 | Loss: 2.9247 | LR: 5.80e-05 | 1283.9ms/step | 15.6 samples/s +Step 34440/44000 | Loss: 2.9368 | LR: 5.79e-05 | 1283.5ms/step | 15.6 samples/s +Step 34450/44000 | Loss: 2.9163 | LR: 5.78e-05 | 1282.5ms/step | 15.6 samples/s +Step 34460/44000 | Loss: 2.9456 | LR: 5.77e-05 | 1280.8ms/step | 15.6 samples/s +Step 34470/44000 | Loss: 2.9276 | LR: 5.75e-05 | 1280.6ms/step | 15.6 samples/s +Step 34480/44000 | Loss: 2.9332 | LR: 5.74e-05 | 1281.7ms/step | 15.6 samples/s +Step 34490/44000 | Loss: 2.8963 | LR: 5.73e-05 | 1281.4ms/step | 15.6 samples/s +Step 34500/44000 | Loss: 2.9452 | LR: 5.72e-05 | 1283.0ms/step | 15.6 samples/s +Validation at step 34500: Loss = 2.9411, Perplexity = 18.94 +Step 34510/44000 | Loss: 2.9272 | LR: 5.71e-05 | 3430.1ms/step | 5.8 samples/s +Step 34520/44000 | Loss: 2.9207 | LR: 5.70e-05 | 1279.8ms/step | 15.6 samples/s +Step 34530/44000 | Loss: 2.9121 | LR: 5.69e-05 | 1278.1ms/step | 15.6 samples/s +Step 34540/44000 | Loss: 2.9313 | LR: 5.67e-05 | 1283.6ms/step | 15.6 samples/s +Step 34550/44000 | Loss: 2.9483 | LR: 5.66e-05 | 1285.2ms/step | 15.6 samples/s +Step 34560/44000 | Loss: 2.8980 | LR: 5.65e-05 | 1283.1ms/step | 15.6 samples/s +Step 34570/44000 | Loss: 2.9144 | LR: 5.64e-05 | 1283.7ms/step | 15.6 samples/s +Step 34580/44000 | Loss: 2.9073 | LR: 5.63e-05 | 1283.8ms/step | 15.6 samples/s +Step 34590/44000 | Loss: 2.9200 | LR: 5.62e-05 | 1284.5ms/step | 15.6 samples/s +Step 34600/44000 | Loss: 2.9328 | LR: 5.60e-05 | 1280.6ms/step | 15.6 samples/s +Step 34610/44000 | Loss: 2.9333 | LR: 5.59e-05 | 1282.7ms/step | 15.6 samples/s +Step 34620/44000 | Loss: 2.9286 | LR: 5.58e-05 | 1284.0ms/step | 15.6 samples/s +Step 34630/44000 | Loss: 2.9163 | LR: 5.57e-05 | 1282.2ms/step | 15.6 samples/s +Step 34640/44000 | Loss: 2.9242 | LR: 5.56e-05 | 1283.9ms/step | 15.6 samples/s +Step 34650/44000 | Loss: 2.9388 | LR: 5.55e-05 | 1283.5ms/step | 15.6 samples/s +Step 34660/44000 | Loss: 2.9449 | LR: 5.54e-05 | 1283.9ms/step | 15.6 samples/s +Step 34670/44000 | Loss: 2.8966 | LR: 5.52e-05 | 1283.2ms/step | 15.6 samples/s +Step 34680/44000 | Loss: 2.9297 | LR: 5.51e-05 | 1283.2ms/step | 15.6 samples/s +Step 34690/44000 | Loss: 2.9127 | LR: 5.50e-05 | 1283.1ms/step | 15.6 samples/s +Step 34700/44000 | Loss: 2.9034 | LR: 5.49e-05 | 1282.8ms/step | 15.6 samples/s +Step 34710/44000 | Loss: 2.9407 | LR: 5.48e-05 | 1280.1ms/step | 15.6 samples/s +Step 34720/44000 | Loss: 2.9150 | LR: 5.47e-05 | 1275.4ms/step | 15.7 samples/s +Step 34730/44000 | Loss: 2.9406 | LR: 5.46e-05 | 1279.7ms/step | 15.6 samples/s +Step 34740/44000 | Loss: 2.9145 | LR: 5.45e-05 | 1281.1ms/step | 15.6 samples/s +Step 34750/44000 | Loss: 2.9236 | LR: 5.43e-05 | 1281.1ms/step | 15.6 samples/s +Validation at step 34750: Loss = 2.9409, Perplexity = 18.93 +Step 34760/44000 | Loss: 2.9102 | LR: 5.42e-05 | 3430.5ms/step | 5.8 samples/s +Step 34770/44000 | Loss: 2.9163 | LR: 5.41e-05 | 1275.2ms/step | 15.7 samples/s +Step 34780/44000 | Loss: 2.9564 | LR: 5.40e-05 | 1283.0ms/step | 15.6 samples/s +Step 34790/44000 | Loss: 2.9514 | LR: 5.39e-05 | 1284.8ms/step | 15.6 samples/s +Step 34800/44000 | Loss: 2.9301 | LR: 5.38e-05 | 1280.1ms/step | 15.6 samples/s +Step 34810/44000 | Loss: 2.9472 | LR: 5.37e-05 | 1282.5ms/step | 15.6 samples/s +Step 34820/44000 | Loss: 2.9277 | LR: 5.36e-05 | 1285.4ms/step | 15.6 samples/s +Step 34830/44000 | Loss: 2.9254 | LR: 5.34e-05 | 1282.8ms/step | 15.6 samples/s +Step 34840/44000 | Loss: 2.9359 | LR: 5.33e-05 | 1282.5ms/step | 15.6 samples/s +Step 34850/44000 | Loss: 2.9448 | LR: 5.32e-05 | 1280.6ms/step | 15.6 samples/s +Step 34860/44000 | Loss: 2.9354 | LR: 5.31e-05 | 1283.2ms/step | 15.6 samples/s +Step 34870/44000 | Loss: 2.9163 | LR: 5.30e-05 | 1281.1ms/step | 15.6 samples/s +Step 34880/44000 | Loss: 2.9240 | LR: 5.29e-05 | 1283.9ms/step | 15.6 samples/s +Step 34890/44000 | Loss: 2.9195 | LR: 5.28e-05 | 1283.9ms/step | 15.6 samples/s +Step 34900/44000 | Loss: 2.9363 | LR: 5.27e-05 | 1281.9ms/step | 15.6 samples/s +Step 34910/44000 | Loss: 2.9340 | LR: 5.25e-05 | 1278.3ms/step | 15.6 samples/s +Step 34920/44000 | Loss: 2.9206 | LR: 5.24e-05 | 1283.2ms/step | 15.6 samples/s +Step 34930/44000 | Loss: 2.9068 | LR: 5.23e-05 | 1282.4ms/step | 15.6 samples/s +Step 34940/44000 | Loss: 2.8824 | LR: 5.22e-05 | 1281.0ms/step | 15.6 samples/s +Step 34950/44000 | Loss: 2.9391 | LR: 5.21e-05 | 1283.1ms/step | 15.6 samples/s +Step 34960/44000 | Loss: 2.9300 | LR: 5.20e-05 | 1283.2ms/step | 15.6 samples/s +Step 34970/44000 | Loss: 2.9103 | LR: 5.19e-05 | 1285.0ms/step | 15.6 samples/s +Step 34980/44000 | Loss: 2.9335 | LR: 5.18e-05 | 1283.6ms/step | 15.6 samples/s +Step 34990/44000 | Loss: 2.9355 | LR: 5.17e-05 | 1280.2ms/step | 15.6 samples/s +Step 35000/44000 | Loss: 2.9057 | LR: 5.15e-05 | 1281.9ms/step | 15.6 samples/s +Validation at step 35000: Loss = 2.9406, Perplexity = 18.93 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-35000 +Step 35010/44000 | Loss: 2.9295 | LR: 5.14e-05 | 3693.9ms/step | 5.4 samples/s +Step 35020/44000 | Loss: 2.8974 | LR: 5.13e-05 | 1284.2ms/step | 15.6 samples/s +Step 35030/44000 | Loss: 2.9060 | LR: 5.12e-05 | 1285.0ms/step | 15.6 samples/s +Step 35040/44000 | Loss: 2.9172 | LR: 5.11e-05 | 1285.3ms/step | 15.6 samples/s +Step 35050/44000 | Loss: 2.9091 | LR: 5.10e-05 | 1285.4ms/step | 15.6 samples/s +Step 35060/44000 | Loss: 2.9196 | LR: 5.09e-05 | 1281.7ms/step | 15.6 samples/s +Step 35070/44000 | Loss: 2.8879 | LR: 5.08e-05 | 1283.5ms/step | 15.6 samples/s +Step 35080/44000 | Loss: 2.9216 | LR: 5.07e-05 | 1283.6ms/step | 15.6 samples/s +Step 35090/44000 | Loss: 2.9110 | LR: 5.06e-05 | 1280.8ms/step | 15.6 samples/s +Step 35100/44000 | Loss: 2.9521 | LR: 5.04e-05 | 1279.1ms/step | 15.6 samples/s +Step 35110/44000 | Loss: 2.9157 | LR: 5.03e-05 | 1283.4ms/step | 15.6 samples/s +Step 35120/44000 | Loss: 2.9326 | LR: 5.02e-05 | 1282.2ms/step | 15.6 samples/s +Step 35130/44000 | Loss: 2.9293 | LR: 5.01e-05 | 1281.4ms/step | 15.6 samples/s +Step 35140/44000 | Loss: 2.8976 | LR: 5.00e-05 | 1282.4ms/step | 15.6 samples/s +Step 35150/44000 | Loss: 2.9373 | LR: 4.99e-05 | 1280.2ms/step | 15.6 samples/s +Step 35160/44000 | Loss: 2.9584 | LR: 4.98e-05 | 1279.8ms/step | 15.6 samples/s +Step 35170/44000 | Loss: 2.9362 | LR: 4.97e-05 | 1282.5ms/step | 15.6 samples/s +Step 35180/44000 | Loss: 2.9425 | LR: 4.96e-05 | 1281.9ms/step | 15.6 samples/s +Step 35190/44000 | Loss: 2.9116 | LR: 4.95e-05 | 1282.1ms/step | 15.6 samples/s +Step 35200/44000 | Loss: 2.9426 | LR: 4.94e-05 | 1284.9ms/step | 15.6 samples/s +Step 35210/44000 | Loss: 2.9378 | LR: 4.93e-05 | 1284.1ms/step | 15.6 samples/s +Step 35220/44000 | Loss: 2.9151 | LR: 4.91e-05 | 1285.7ms/step | 15.6 samples/s +Step 35230/44000 | Loss: 2.9234 | LR: 4.90e-05 | 1282.4ms/step | 15.6 samples/s +Step 35240/44000 | Loss: 2.9130 | LR: 4.89e-05 | 1285.1ms/step | 15.6 samples/s +Step 35250/44000 | Loss: 2.9596 | LR: 4.88e-05 | 1282.9ms/step | 15.6 samples/s +Validation at step 35250: Loss = 2.9404, Perplexity = 18.92 +Step 35260/44000 | Loss: 2.9164 | LR: 4.87e-05 | 3430.9ms/step | 5.8 samples/s +Step 35270/44000 | Loss: 2.9481 | LR: 4.86e-05 | 1281.6ms/step | 15.6 samples/s +Step 35280/44000 | Loss: 2.9031 | LR: 4.85e-05 | 1281.9ms/step | 15.6 samples/s +Step 35290/44000 | Loss: 2.9135 | LR: 4.84e-05 | 1282.6ms/step | 15.6 samples/s +Step 35300/44000 | Loss: 2.9153 | LR: 4.83e-05 | 1278.8ms/step | 15.6 samples/s +Step 35310/44000 | Loss: 2.9339 | LR: 4.82e-05 | 1283.3ms/step | 15.6 samples/s +Step 35320/44000 | Loss: 2.8973 | LR: 4.81e-05 | 1287.2ms/step | 15.5 samples/s +Step 35330/44000 | Loss: 2.9318 | LR: 4.80e-05 | 1282.3ms/step | 15.6 samples/s +Step 35340/44000 | Loss: 2.9279 | LR: 4.79e-05 | 1282.0ms/step | 15.6 samples/s +Step 35350/44000 | Loss: 2.9539 | LR: 4.77e-05 | 1276.3ms/step | 15.7 samples/s +Step 35360/44000 | Loss: 2.9097 | LR: 4.76e-05 | 1279.7ms/step | 15.6 samples/s +Step 35370/44000 | Loss: 2.9203 | LR: 4.75e-05 | 1282.8ms/step | 15.6 samples/s +Step 35380/44000 | Loss: 2.9087 | LR: 4.74e-05 | 1286.4ms/step | 15.5 samples/s +Step 35390/44000 | Loss: 2.9149 | LR: 4.73e-05 | 1282.1ms/step | 15.6 samples/s +Step 35400/44000 | Loss: 2.9033 | LR: 4.72e-05 | 1281.9ms/step | 15.6 samples/s +Step 35410/44000 | Loss: 2.9365 | LR: 4.71e-05 | 1280.1ms/step | 15.6 samples/s +Step 35420/44000 | Loss: 2.9077 | LR: 4.70e-05 | 1282.5ms/step | 15.6 samples/s +Step 35430/44000 | Loss: 2.9678 | LR: 4.69e-05 | 1282.1ms/step | 15.6 samples/s +Step 35440/44000 | Loss: 2.9477 | LR: 4.68e-05 | 1281.5ms/step | 15.6 samples/s +Step 35450/44000 | Loss: 2.9297 | LR: 4.67e-05 | 1281.9ms/step | 15.6 samples/s +Step 35460/44000 | Loss: 2.9485 | LR: 4.66e-05 | 1279.5ms/step | 15.6 samples/s +Step 35470/44000 | Loss: 2.9210 | LR: 4.65e-05 | 1278.4ms/step | 15.6 samples/s +Step 35480/44000 | Loss: 2.9291 | LR: 4.64e-05 | 1276.5ms/step | 15.7 samples/s +Step 35490/44000 | Loss: 2.9360 | LR: 4.63e-05 | 1279.1ms/step | 15.6 samples/s +Step 35500/44000 | Loss: 2.9082 | LR: 4.62e-05 | 1282.1ms/step | 15.6 samples/s +Validation at step 35500: Loss = 2.9402, Perplexity = 18.92 +Step 35510/44000 | Loss: 2.9200 | LR: 4.61e-05 | 3431.6ms/step | 5.8 samples/s +Step 35520/44000 | Loss: 2.9287 | LR: 4.59e-05 | 1281.5ms/step | 15.6 samples/s +Step 35530/44000 | Loss: 2.9278 | LR: 4.58e-05 | 1283.0ms/step | 15.6 samples/s +Step 35540/44000 | Loss: 2.9467 | LR: 4.57e-05 | 1282.4ms/step | 15.6 samples/s +Step 35550/44000 | Loss: 2.9481 | LR: 4.56e-05 | 1279.4ms/step | 15.6 samples/s +Step 35560/44000 | Loss: 2.9374 | LR: 4.55e-05 | 1283.5ms/step | 15.6 samples/s +Step 35570/44000 | Loss: 2.9491 | LR: 4.54e-05 | 1284.4ms/step | 15.6 samples/s +Step 35580/44000 | Loss: 2.9302 | LR: 4.53e-05 | 1286.6ms/step | 15.5 samples/s +Step 35590/44000 | Loss: 2.9411 | LR: 4.52e-05 | 1285.3ms/step | 15.6 samples/s +Step 35600/44000 | Loss: 2.9049 | LR: 4.51e-05 | 1284.4ms/step | 15.6 samples/s +Step 35610/44000 | Loss: 2.9434 | LR: 4.50e-05 | 1282.3ms/step | 15.6 samples/s +Step 35620/44000 | Loss: 2.9203 | LR: 4.49e-05 | 1280.1ms/step | 15.6 samples/s +Step 35630/44000 | Loss: 2.9322 | LR: 4.48e-05 | 1287.0ms/step | 15.5 samples/s +Step 35640/44000 | Loss: 2.9088 | LR: 4.47e-05 | 1289.3ms/step | 15.5 samples/s +Step 35650/44000 | Loss: 2.9175 | LR: 4.46e-05 | 1287.3ms/step | 15.5 samples/s +Step 35660/44000 | Loss: 2.9312 | LR: 4.45e-05 | 1286.2ms/step | 15.5 samples/s +Step 35670/44000 | Loss: 2.9210 | LR: 4.44e-05 | 1292.1ms/step | 15.5 samples/s +Step 35680/44000 | Loss: 2.9257 | LR: 4.43e-05 | 1284.6ms/step | 15.6 samples/s +Step 35690/44000 | Loss: 2.9361 | LR: 4.42e-05 | 1280.4ms/step | 15.6 samples/s +Step 35700/44000 | Loss: 2.9139 | LR: 4.41e-05 | 1288.2ms/step | 15.5 samples/s +Step 35710/44000 | Loss: 2.9283 | LR: 4.40e-05 | 1285.9ms/step | 15.6 samples/s +Step 35720/44000 | Loss: 2.9105 | LR: 4.39e-05 | 1285.0ms/step | 15.6 samples/s +Step 35730/44000 | Loss: 2.9014 | LR: 4.38e-05 | 1284.0ms/step | 15.6 samples/s +Step 35740/44000 | Loss: 2.9328 | LR: 4.37e-05 | 1283.1ms/step | 15.6 samples/s +Step 35750/44000 | Loss: 2.9133 | LR: 4.36e-05 | 1278.8ms/step | 15.6 samples/s +Validation at step 35750: Loss = 2.9397, Perplexity = 18.91 +Step 35760/44000 | Loss: 2.9432 | LR: 4.35e-05 | 3430.5ms/step | 5.8 samples/s +Step 35770/44000 | Loss: 2.9175 | LR: 4.34e-05 | 1283.1ms/step | 15.6 samples/s +Step 35780/44000 | Loss: 2.9081 | LR: 4.33e-05 | 1283.5ms/step | 15.6 samples/s +Step 35790/44000 | Loss: 2.9343 | LR: 4.32e-05 | 1283.6ms/step | 15.6 samples/s +Step 35800/44000 | Loss: 2.9424 | LR: 4.31e-05 | 1283.6ms/step | 15.6 samples/s +Step 35810/44000 | Loss: 2.9392 | LR: 4.29e-05 | 1283.6ms/step | 15.6 samples/s +Step 35820/44000 | Loss: 2.9409 | LR: 4.28e-05 | 1281.2ms/step | 15.6 samples/s +Step 35830/44000 | Loss: 2.9588 | LR: 4.27e-05 | 1280.3ms/step | 15.6 samples/s +Step 35840/44000 | Loss: 2.9195 | LR: 4.26e-05 | 1282.0ms/step | 15.6 samples/s +Step 35850/44000 | Loss: 2.9287 | LR: 4.25e-05 | 1281.8ms/step | 15.6 samples/s +Step 35860/44000 | Loss: 2.9511 | LR: 4.24e-05 | 1280.7ms/step | 15.6 samples/s +Step 35870/44000 | Loss: 2.9279 | LR: 4.23e-05 | 1280.3ms/step | 15.6 samples/s +Step 35880/44000 | Loss: 2.9447 | LR: 4.22e-05 | 1282.6ms/step | 15.6 samples/s +Step 35890/44000 | Loss: 2.9087 | LR: 4.21e-05 | 1280.2ms/step | 15.6 samples/s +Step 35900/44000 | Loss: 2.9312 | LR: 4.20e-05 | 1278.1ms/step | 15.6 samples/s +Step 35910/44000 | Loss: 2.9145 | LR: 4.19e-05 | 1280.9ms/step | 15.6 samples/s +Step 35920/44000 | Loss: 2.9278 | LR: 4.18e-05 | 1283.3ms/step | 15.6 samples/s +Step 35930/44000 | Loss: 2.9156 | LR: 4.17e-05 | 1282.9ms/step | 15.6 samples/s +Step 35940/44000 | Loss: 2.9177 | LR: 4.16e-05 | 1281.5ms/step | 15.6 samples/s +Step 35950/44000 | Loss: 2.9037 | LR: 4.15e-05 | 1281.6ms/step | 15.6 samples/s +Step 35960/44000 | Loss: 2.9089 | LR: 4.14e-05 | 1282.5ms/step | 15.6 samples/s +Step 35970/44000 | Loss: 2.9007 | LR: 4.13e-05 | 1283.0ms/step | 15.6 samples/s +Step 35980/44000 | Loss: 2.9538 | LR: 4.12e-05 | 1284.4ms/step | 15.6 samples/s +Step 35990/44000 | Loss: 2.9240 | LR: 4.11e-05 | 1285.0ms/step | 15.6 samples/s +Step 36000/44000 | Loss: 2.9246 | LR: 4.10e-05 | 1279.8ms/step | 15.6 samples/s +Validation at step 36000: Loss = 2.9398, Perplexity = 18.91 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-36000 +Step 36010/44000 | Loss: 2.9396 | LR: 4.09e-05 | 3714.0ms/step | 5.4 samples/s +Step 36020/44000 | Loss: 2.9173 | LR: 4.08e-05 | 1275.9ms/step | 15.7 samples/s +Step 36030/44000 | Loss: 2.9068 | LR: 4.07e-05 | 1283.3ms/step | 15.6 samples/s +Step 36040/44000 | Loss: 2.9132 | LR: 4.06e-05 | 1282.1ms/step | 15.6 samples/s +Step 36050/44000 | Loss: 2.9106 | LR: 4.05e-05 | 1284.7ms/step | 15.6 samples/s +Step 36060/44000 | Loss: 2.9398 | LR: 4.04e-05 | 1287.2ms/step | 15.5 samples/s +Step 36070/44000 | Loss: 2.9294 | LR: 4.03e-05 | 1282.4ms/step | 15.6 samples/s +Step 36080/44000 | Loss: 2.9429 | LR: 4.02e-05 | 1280.1ms/step | 15.6 samples/s +Step 36090/44000 | Loss: 2.9504 | LR: 4.01e-05 | 1284.4ms/step | 15.6 samples/s +Step 36100/44000 | Loss: 2.9290 | LR: 4.00e-05 | 1283.2ms/step | 15.6 samples/s +Step 36110/44000 | Loss: 2.9434 | LR: 3.99e-05 | 1285.1ms/step | 15.6 samples/s +Step 36120/44000 | Loss: 2.9311 | LR: 3.98e-05 | 1286.8ms/step | 15.5 samples/s +Step 36130/44000 | Loss: 2.9327 | LR: 3.97e-05 | 1287.3ms/step | 15.5 samples/s +Step 36140/44000 | Loss: 2.9249 | LR: 3.97e-05 | 1288.2ms/step | 15.5 samples/s +Step 36150/44000 | Loss: 2.9366 | LR: 3.96e-05 | 1286.7ms/step | 15.5 samples/s +Step 36160/44000 | Loss: 2.9280 | LR: 3.95e-05 | 1285.6ms/step | 15.6 samples/s +Step 36170/44000 | Loss: 2.8860 | LR: 3.94e-05 | 1284.9ms/step | 15.6 samples/s +Step 36180/44000 | Loss: 2.9267 | LR: 3.93e-05 | 1283.1ms/step | 15.6 samples/s +Step 36190/44000 | Loss: 2.9237 | LR: 3.92e-05 | 1285.3ms/step | 15.6 samples/s +Step 36200/44000 | Loss: 2.9155 | LR: 3.91e-05 | 1284.9ms/step | 15.6 samples/s +Step 36210/44000 | Loss: 2.9248 | LR: 3.90e-05 | 1288.5ms/step | 15.5 samples/s +Step 36220/44000 | Loss: 2.9198 | LR: 3.89e-05 | 1283.6ms/step | 15.6 samples/s +Step 36230/44000 | Loss: 2.9214 | LR: 3.88e-05 | 1280.9ms/step | 15.6 samples/s +Step 36240/44000 | Loss: 2.9313 | LR: 3.87e-05 | 1281.9ms/step | 15.6 samples/s +Step 36250/44000 | Loss: 2.9462 | LR: 3.86e-05 | 1282.3ms/step | 15.6 samples/s +Validation at step 36250: Loss = 2.9398, Perplexity = 18.91 +Step 36260/44000 | Loss: 2.9366 | LR: 3.85e-05 | 3437.9ms/step | 5.8 samples/s +Step 36270/44000 | Loss: 2.9475 | LR: 3.84e-05 | 1282.9ms/step | 15.6 samples/s +Step 36280/44000 | Loss: 2.9199 | LR: 3.83e-05 | 1282.8ms/step | 15.6 samples/s +Step 36290/44000 | Loss: 2.9347 | LR: 3.82e-05 | 1283.6ms/step | 15.6 samples/s +Step 36300/44000 | Loss: 2.9187 | LR: 3.81e-05 | 1283.6ms/step | 15.6 samples/s +Step 36310/44000 | Loss: 2.9196 | LR: 3.80e-05 | 1282.6ms/step | 15.6 samples/s +Step 36320/44000 | Loss: 2.8971 | LR: 3.79e-05 | 1284.6ms/step | 15.6 samples/s +Step 36330/44000 | Loss: 2.9137 | LR: 3.78e-05 | 1285.4ms/step | 15.6 samples/s +Step 36340/44000 | Loss: 2.9313 | LR: 3.77e-05 | 1286.9ms/step | 15.5 samples/s +Step 36350/44000 | Loss: 2.9013 | LR: 3.76e-05 | 1285.9ms/step | 15.6 samples/s +Step 36360/44000 | Loss: 2.9112 | LR: 3.75e-05 | 1282.8ms/step | 15.6 samples/s +Step 36370/44000 | Loss: 2.9212 | LR: 3.74e-05 | 1280.8ms/step | 15.6 samples/s +Step 36380/44000 | Loss: 2.9195 | LR: 3.73e-05 | 1278.8ms/step | 15.6 samples/s +Step 36390/44000 | Loss: 2.9420 | LR: 3.72e-05 | 1277.6ms/step | 15.7 samples/s +Step 36400/44000 | Loss: 2.9187 | LR: 3.71e-05 | 1278.3ms/step | 15.6 samples/s +Step 36410/44000 | Loss: 2.9286 | LR: 3.70e-05 | 1279.3ms/step | 15.6 samples/s +Step 36420/44000 | Loss: 2.8986 | LR: 3.69e-05 | 1279.4ms/step | 15.6 samples/s +Step 36430/44000 | Loss: 2.9054 | LR: 3.69e-05 | 1279.4ms/step | 15.6 samples/s +Step 36440/44000 | Loss: 2.9153 | LR: 3.68e-05 | 1284.9ms/step | 15.6 samples/s +Step 36450/44000 | Loss: 2.9557 | LR: 3.67e-05 | 1282.2ms/step | 15.6 samples/s +Step 36460/44000 | Loss: 2.9306 | LR: 3.66e-05 | 1282.7ms/step | 15.6 samples/s +Step 36470/44000 | Loss: 2.9048 | LR: 3.65e-05 | 1283.4ms/step | 15.6 samples/s +Step 36480/44000 | Loss: 2.9283 | LR: 3.64e-05 | 1283.9ms/step | 15.6 samples/s +Step 36490/44000 | Loss: 2.9501 | LR: 3.63e-05 | 1282.8ms/step | 15.6 samples/s +Step 36500/44000 | Loss: 2.8997 | LR: 3.62e-05 | 1281.3ms/step | 15.6 samples/s +Validation at step 36500: Loss = 2.9396, Perplexity = 18.91 +Step 36510/44000 | Loss: 2.9384 | LR: 3.61e-05 | 3438.3ms/step | 5.8 samples/s +Step 36520/44000 | Loss: 2.9129 | LR: 3.60e-05 | 1283.2ms/step | 15.6 samples/s +Step 36530/44000 | Loss: 2.9214 | LR: 3.59e-05 | 1285.9ms/step | 15.6 samples/s +Step 36540/44000 | Loss: 2.9088 | LR: 3.58e-05 | 1286.4ms/step | 15.5 samples/s +Step 36550/44000 | Loss: 2.9170 | LR: 3.57e-05 | 1283.6ms/step | 15.6 samples/s +Step 36560/44000 | Loss: 2.9373 | LR: 3.56e-05 | 1284.8ms/step | 15.6 samples/s +Step 36570/44000 | Loss: 2.8984 | LR: 3.55e-05 | 1285.2ms/step | 15.6 samples/s +Step 36580/44000 | Loss: 2.9149 | LR: 3.54e-05 | 1284.4ms/step | 15.6 samples/s +Step 36590/44000 | Loss: 2.9264 | LR: 3.53e-05 | 1282.7ms/step | 15.6 samples/s +Step 36600/44000 | Loss: 2.8989 | LR: 3.53e-05 | 1285.8ms/step | 15.6 samples/s +Step 36610/44000 | Loss: 2.9212 | LR: 3.52e-05 | 1283.6ms/step | 15.6 samples/s +Step 36620/44000 | Loss: 2.9112 | LR: 3.51e-05 | 1281.4ms/step | 15.6 samples/s +Step 36630/44000 | Loss: 2.9258 | LR: 3.50e-05 | 1282.5ms/step | 15.6 samples/s +Step 36640/44000 | Loss: 2.9238 | LR: 3.49e-05 | 1281.8ms/step | 15.6 samples/s +Step 36650/44000 | Loss: 2.9195 | LR: 3.48e-05 | 1281.0ms/step | 15.6 samples/s +Step 36660/44000 | Loss: 2.9124 | LR: 3.47e-05 | 1278.4ms/step | 15.6 samples/s +Step 36670/44000 | Loss: 2.9528 | LR: 3.46e-05 | 1280.3ms/step | 15.6 samples/s +Step 36680/44000 | Loss: 2.9394 | LR: 3.45e-05 | 1280.5ms/step | 15.6 samples/s +Step 36690/44000 | Loss: 2.9163 | LR: 3.44e-05 | 1281.6ms/step | 15.6 samples/s +Step 36700/44000 | Loss: 2.9178 | LR: 3.43e-05 | 1283.8ms/step | 15.6 samples/s +Step 36710/44000 | Loss: 2.9104 | LR: 3.42e-05 | 1282.6ms/step | 15.6 samples/s +Step 36720/44000 | Loss: 2.9226 | LR: 3.41e-05 | 1282.1ms/step | 15.6 samples/s +Step 36730/44000 | Loss: 2.9132 | LR: 3.41e-05 | 1281.0ms/step | 15.6 samples/s +Step 36740/44000 | Loss: 2.9367 | LR: 3.40e-05 | 1279.6ms/step | 15.6 samples/s +Step 36750/44000 | Loss: 2.9066 | LR: 3.39e-05 | 1282.3ms/step | 15.6 samples/s +Validation at step 36750: Loss = 2.9392, Perplexity = 18.90 +Step 36760/44000 | Loss: 2.9147 | LR: 3.38e-05 | 3436.3ms/step | 5.8 samples/s +Step 36770/44000 | Loss: 2.9265 | LR: 3.37e-05 | 1281.3ms/step | 15.6 samples/s +Step 36780/44000 | Loss: 2.9348 | LR: 3.36e-05 | 1282.2ms/step | 15.6 samples/s +Step 36790/44000 | Loss: 2.9335 | LR: 3.35e-05 | 1283.8ms/step | 15.6 samples/s +Step 36800/44000 | Loss: 2.9237 | LR: 3.34e-05 | 1283.0ms/step | 15.6 samples/s +Step 36810/44000 | Loss: 2.9186 | LR: 3.33e-05 | 1283.4ms/step | 15.6 samples/s +Step 36820/44000 | Loss: 2.9198 | LR: 3.32e-05 | 1283.9ms/step | 15.6 samples/s +Step 36830/44000 | Loss: 2.9199 | LR: 3.31e-05 | 1282.6ms/step | 15.6 samples/s +Step 36840/44000 | Loss: 2.9251 | LR: 3.31e-05 | 1283.1ms/step | 15.6 samples/s +Step 36850/44000 | Loss: 2.9257 | LR: 3.30e-05 | 1282.6ms/step | 15.6 samples/s +Step 36860/44000 | Loss: 2.9066 | LR: 3.29e-05 | 1284.9ms/step | 15.6 samples/s +Step 36870/44000 | Loss: 2.9264 | LR: 3.28e-05 | 1278.9ms/step | 15.6 samples/s +Step 36880/44000 | Loss: 2.8996 | LR: 3.27e-05 | 1282.5ms/step | 15.6 samples/s +Step 36890/44000 | Loss: 2.8966 | LR: 3.26e-05 | 1281.2ms/step | 15.6 samples/s +Step 36900/44000 | Loss: 2.9009 | LR: 3.25e-05 | 1282.2ms/step | 15.6 samples/s +Step 36910/44000 | Loss: 2.9181 | LR: 3.24e-05 | 1282.7ms/step | 15.6 samples/s +Step 36920/44000 | Loss: 2.9167 | LR: 3.23e-05 | 1281.4ms/step | 15.6 samples/s +Step 36930/44000 | Loss: 2.8946 | LR: 3.22e-05 | 1280.5ms/step | 15.6 samples/s +Step 36940/44000 | Loss: 2.9345 | LR: 3.22e-05 | 1280.8ms/step | 15.6 samples/s +Step 36950/44000 | Loss: 2.9302 | LR: 3.21e-05 | 1282.4ms/step | 15.6 samples/s +Step 36960/44000 | Loss: 2.9133 | LR: 3.20e-05 | 1284.6ms/step | 15.6 samples/s +Step 36970/44000 | Loss: 2.8951 | LR: 3.19e-05 | 1283.8ms/step | 15.6 samples/s +Step 36980/44000 | Loss: 2.9170 | LR: 3.18e-05 | 1281.6ms/step | 15.6 samples/s +Step 36990/44000 | Loss: 2.9285 | LR: 3.17e-05 | 1285.8ms/step | 15.6 samples/s +Step 37000/44000 | Loss: 2.9392 | LR: 3.16e-05 | 1285.3ms/step | 15.6 samples/s +Validation at step 37000: Loss = 2.9392, Perplexity = 18.90 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-37000 +Step 37010/44000 | Loss: 2.9356 | LR: 3.15e-05 | 3710.0ms/step | 5.4 samples/s +Step 37020/44000 | Loss: 2.9736 | LR: 3.15e-05 | 1280.7ms/step | 15.6 samples/s +Step 37030/44000 | Loss: 2.9387 | LR: 3.14e-05 | 1281.9ms/step | 15.6 samples/s +Step 37040/44000 | Loss: 2.9365 | LR: 3.13e-05 | 1280.6ms/step | 15.6 samples/s +Step 37050/44000 | Loss: 2.9268 | LR: 3.12e-05 | 1279.9ms/step | 15.6 samples/s +Step 37060/44000 | Loss: 2.8954 | LR: 3.11e-05 | 1281.9ms/step | 15.6 samples/s +Step 37070/44000 | Loss: 2.9269 | LR: 3.10e-05 | 1284.9ms/step | 15.6 samples/s +Step 37080/44000 | Loss: 2.9573 | LR: 3.09e-05 | 1286.2ms/step | 15.5 samples/s +Step 37090/44000 | Loss: 2.9351 | LR: 3.08e-05 | 1283.0ms/step | 15.6 samples/s +Step 37100/44000 | Loss: 2.9198 | LR: 3.07e-05 | 1283.8ms/step | 15.6 samples/s +Step 37110/44000 | Loss: 2.9133 | LR: 3.07e-05 | 1281.3ms/step | 15.6 samples/s +Step 37120/44000 | Loss: 2.9364 | LR: 3.06e-05 | 1281.9ms/step | 15.6 samples/s +Step 37130/44000 | Loss: 2.9281 | LR: 3.05e-05 | 1280.7ms/step | 15.6 samples/s +Step 37140/44000 | Loss: 2.9213 | LR: 3.04e-05 | 1279.4ms/step | 15.6 samples/s +Step 37150/44000 | Loss: 2.8835 | LR: 3.03e-05 | 1282.5ms/step | 15.6 samples/s +Step 37160/44000 | Loss: 2.9332 | LR: 3.02e-05 | 1283.0ms/step | 15.6 samples/s +Step 37170/44000 | Loss: 2.9648 | LR: 3.01e-05 | 1281.9ms/step | 15.6 samples/s +Step 37180/44000 | Loss: 2.9173 | LR: 3.01e-05 | 1281.4ms/step | 15.6 samples/s +Step 37190/44000 | Loss: 2.9207 | LR: 3.00e-05 | 1283.6ms/step | 15.6 samples/s +Step 37200/44000 | Loss: 2.9267 | LR: 2.99e-05 | 1286.4ms/step | 15.5 samples/s +Step 37210/44000 | Loss: 2.9405 | LR: 2.98e-05 | 1277.6ms/step | 15.7 samples/s +Step 37220/44000 | Loss: 2.9211 | LR: 2.97e-05 | 1278.2ms/step | 15.6 samples/s +Step 37230/44000 | Loss: 2.9492 | LR: 2.96e-05 | 1277.9ms/step | 15.7 samples/s +Step 37240/44000 | Loss: 2.9255 | LR: 2.95e-05 | 1278.3ms/step | 15.6 samples/s +Step 37250/44000 | Loss: 2.9181 | LR: 2.95e-05 | 1278.8ms/step | 15.6 samples/s +Validation at step 37250: Loss = 2.9392, Perplexity = 18.90 +Step 37260/44000 | Loss: 2.9313 | LR: 2.94e-05 | 3436.7ms/step | 5.8 samples/s +Step 37270/44000 | Loss: 2.9424 | LR: 2.93e-05 | 1282.8ms/step | 15.6 samples/s +Step 37280/44000 | Loss: 2.9232 | LR: 2.92e-05 | 1284.1ms/step | 15.6 samples/s +Step 37290/44000 | Loss: 2.9312 | LR: 2.91e-05 | 1283.2ms/step | 15.6 samples/s +Step 37300/44000 | Loss: 2.9185 | LR: 2.90e-05 | 1280.0ms/step | 15.6 samples/s +Step 37310/44000 | Loss: 2.9222 | LR: 2.89e-05 | 1279.7ms/step | 15.6 samples/s +Step 37320/44000 | Loss: 2.9258 | LR: 2.89e-05 | 1279.9ms/step | 15.6 samples/s +Step 37330/44000 | Loss: 2.9500 | LR: 2.88e-05 | 1280.9ms/step | 15.6 samples/s +Step 37340/44000 | Loss: 2.9221 | LR: 2.87e-05 | 1283.8ms/step | 15.6 samples/s +Step 37350/44000 | Loss: 2.9416 | LR: 2.86e-05 | 1278.3ms/step | 15.6 samples/s +Step 37360/44000 | Loss: 2.9264 | LR: 2.85e-05 | 1276.0ms/step | 15.7 samples/s +Step 37370/44000 | Loss: 2.9275 | LR: 2.84e-05 | 1281.0ms/step | 15.6 samples/s +Step 37380/44000 | Loss: 2.9101 | LR: 2.84e-05 | 1282.4ms/step | 15.6 samples/s +Step 37390/44000 | Loss: 2.9085 | LR: 2.83e-05 | 1282.0ms/step | 15.6 samples/s +Step 37400/44000 | Loss: 2.9133 | LR: 2.82e-05 | 1284.0ms/step | 15.6 samples/s +Step 37410/44000 | Loss: 2.9096 | LR: 2.81e-05 | 1278.4ms/step | 15.6 samples/s +Step 37420/44000 | Loss: 2.9375 | LR: 2.80e-05 | 1278.6ms/step | 15.6 samples/s +Step 37430/44000 | Loss: 2.8986 | LR: 2.79e-05 | 1279.4ms/step | 15.6 samples/s +Step 37440/44000 | Loss: 2.9109 | LR: 2.78e-05 | 1281.1ms/step | 15.6 samples/s +Step 37450/44000 | Loss: 2.9256 | LR: 2.78e-05 | 1283.8ms/step | 15.6 samples/s +Step 37460/44000 | Loss: 2.9399 | LR: 2.77e-05 | 1284.2ms/step | 15.6 samples/s +Step 37470/44000 | Loss: 2.9235 | LR: 2.76e-05 | 1283.6ms/step | 15.6 samples/s +Step 37480/44000 | Loss: 2.9346 | LR: 2.75e-05 | 1283.5ms/step | 15.6 samples/s +Step 37490/44000 | Loss: 2.9193 | LR: 2.74e-05 | 1286.9ms/step | 15.5 samples/s +Step 37500/44000 | Loss: 2.9239 | LR: 2.74e-05 | 1282.2ms/step | 15.6 samples/s +Validation at step 37500: Loss = 2.9392, Perplexity = 18.90 +Step 37510/44000 | Loss: 2.9443 | LR: 2.73e-05 | 3435.7ms/step | 5.8 samples/s +Step 37520/44000 | Loss: 2.8988 | LR: 2.72e-05 | 1277.0ms/step | 15.7 samples/s +Step 37530/44000 | Loss: 2.9637 | LR: 2.71e-05 | 1279.8ms/step | 15.6 samples/s +Step 37540/44000 | Loss: 2.9332 | LR: 2.70e-05 | 1278.1ms/step | 15.6 samples/s +Step 37550/44000 | Loss: 2.9262 | LR: 2.69e-05 | 1282.8ms/step | 15.6 samples/s +Step 37560/44000 | Loss: 2.9435 | LR: 2.69e-05 | 1280.2ms/step | 15.6 samples/s +Step 37570/44000 | Loss: 2.9227 | LR: 2.68e-05 | 1277.9ms/step | 15.7 samples/s +Step 37580/44000 | Loss: 2.9145 | LR: 2.67e-05 | 1278.2ms/step | 15.6 samples/s +Step 37590/44000 | Loss: 2.9165 | LR: 2.66e-05 | 1282.7ms/step | 15.6 samples/s +Step 37600/44000 | Loss: 2.9212 | LR: 2.65e-05 | 1276.9ms/step | 15.7 samples/s +Step 37610/44000 | Loss: 2.9132 | LR: 2.65e-05 | 1277.1ms/step | 15.7 samples/s +Step 37620/44000 | Loss: 2.9360 | LR: 2.64e-05 | 1278.8ms/step | 15.6 samples/s +Step 37630/44000 | Loss: 2.8903 | LR: 2.63e-05 | 1282.6ms/step | 15.6 samples/s +Step 37640/44000 | Loss: 2.9401 | LR: 2.62e-05 | 1280.8ms/step | 15.6 samples/s +Step 37650/44000 | Loss: 2.9111 | LR: 2.61e-05 | 1279.5ms/step | 15.6 samples/s +Step 37660/44000 | Loss: 2.9480 | LR: 2.60e-05 | 1280.3ms/step | 15.6 samples/s +Step 37670/44000 | Loss: 2.9301 | LR: 2.60e-05 | 1282.0ms/step | 15.6 samples/s +Step 37680/44000 | Loss: 2.9402 | LR: 2.59e-05 | 1284.1ms/step | 15.6 samples/s +Step 37690/44000 | Loss: 2.9164 | LR: 2.58e-05 | 1281.9ms/step | 15.6 samples/s +Step 37700/44000 | Loss: 2.9138 | LR: 2.57e-05 | 1280.8ms/step | 15.6 samples/s +Step 37710/44000 | Loss: 2.9067 | LR: 2.56e-05 | 1279.6ms/step | 15.6 samples/s +Step 37720/44000 | Loss: 2.9413 | LR: 2.56e-05 | 1279.2ms/step | 15.6 samples/s +Step 37730/44000 | Loss: 2.9113 | LR: 2.55e-05 | 1284.5ms/step | 15.6 samples/s +Step 37740/44000 | Loss: 2.9233 | LR: 2.54e-05 | 1279.9ms/step | 15.6 samples/s +Step 37750/44000 | Loss: 2.9081 | LR: 2.53e-05 | 1284.7ms/step | 15.6 samples/s +Validation at step 37750: Loss = 2.9392, Perplexity = 18.90 +Step 37760/44000 | Loss: 2.9293 | LR: 2.52e-05 | 3435.9ms/step | 5.8 samples/s +Step 37770/44000 | Loss: 2.9036 | LR: 2.52e-05 | 1283.1ms/step | 15.6 samples/s +Step 37780/44000 | Loss: 2.9104 | LR: 2.51e-05 | 1282.3ms/step | 15.6 samples/s +Step 37790/44000 | Loss: 2.9443 | LR: 2.50e-05 | 1282.8ms/step | 15.6 samples/s +Step 37800/44000 | Loss: 2.9151 | LR: 2.49e-05 | 1284.2ms/step | 15.6 samples/s +Step 37810/44000 | Loss: 2.8886 | LR: 2.48e-05 | 1279.9ms/step | 15.6 samples/s +Step 37820/44000 | Loss: 2.9466 | LR: 2.48e-05 | 1279.4ms/step | 15.6 samples/s +Step 37830/44000 | Loss: 2.9460 | LR: 2.47e-05 | 1276.9ms/step | 15.7 samples/s +Step 37840/44000 | Loss: 2.9307 | LR: 2.46e-05 | 1283.7ms/step | 15.6 samples/s +Step 37850/44000 | Loss: 2.9118 | LR: 2.45e-05 | 1280.2ms/step | 15.6 samples/s +Step 37860/44000 | Loss: 2.8903 | LR: 2.45e-05 | 1278.2ms/step | 15.6 samples/s +Step 37870/44000 | Loss: 2.9153 | LR: 2.44e-05 | 1280.5ms/step | 15.6 samples/s +Step 37880/44000 | Loss: 2.9127 | LR: 2.43e-05 | 1282.9ms/step | 15.6 samples/s +Step 37890/44000 | Loss: 2.9369 | LR: 2.42e-05 | 1280.9ms/step | 15.6 samples/s +Step 37900/44000 | Loss: 2.9397 | LR: 2.41e-05 | 1281.1ms/step | 15.6 samples/s +Step 37910/44000 | Loss: 2.9220 | LR: 2.41e-05 | 1279.6ms/step | 15.6 samples/s +Step 37920/44000 | Loss: 2.9430 | LR: 2.40e-05 | 1280.0ms/step | 15.6 samples/s +Step 37930/44000 | Loss: 2.9208 | LR: 2.39e-05 | 1280.1ms/step | 15.6 samples/s +Step 37940/44000 | Loss: 2.9315 | LR: 2.38e-05 | 1280.8ms/step | 15.6 samples/s +Step 37950/44000 | Loss: 2.9460 | LR: 2.38e-05 | 1283.2ms/step | 15.6 samples/s +Step 37960/44000 | Loss: 2.9635 | LR: 2.37e-05 | 1285.5ms/step | 15.6 samples/s +Step 37970/44000 | Loss: 2.9206 | LR: 2.36e-05 | 1283.4ms/step | 15.6 samples/s +Step 37980/44000 | Loss: 2.9531 | LR: 2.35e-05 | 1284.5ms/step | 15.6 samples/s +Step 37990/44000 | Loss: 2.9199 | LR: 2.34e-05 | 1282.3ms/step | 15.6 samples/s +Step 38000/44000 | Loss: 2.9244 | LR: 2.34e-05 | 1280.7ms/step | 15.6 samples/s +Validation at step 38000: Loss = 2.9388, Perplexity = 18.89 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-38000 +Step 38010/44000 | Loss: 2.8763 | LR: 2.33e-05 | 3713.9ms/step | 5.4 samples/s +Step 38020/44000 | Loss: 2.9097 | LR: 2.32e-05 | 1282.3ms/step | 15.6 samples/s +Step 38030/44000 | Loss: 2.8770 | LR: 2.31e-05 | 1284.3ms/step | 15.6 samples/s +Step 38040/44000 | Loss: 2.9481 | LR: 2.31e-05 | 1279.0ms/step | 15.6 samples/s +Step 38050/44000 | Loss: 2.9325 | LR: 2.30e-05 | 1280.5ms/step | 15.6 samples/s +Step 38060/44000 | Loss: 2.9364 | LR: 2.29e-05 | 1281.9ms/step | 15.6 samples/s +Step 38070/44000 | Loss: 2.9097 | LR: 2.28e-05 | 1282.4ms/step | 15.6 samples/s +Step 38080/44000 | Loss: 2.9236 | LR: 2.28e-05 | 1281.3ms/step | 15.6 samples/s +Step 38090/44000 | Loss: 2.9356 | LR: 2.27e-05 | 1283.4ms/step | 15.6 samples/s +Step 38100/44000 | Loss: 2.9177 | LR: 2.26e-05 | 1281.0ms/step | 15.6 samples/s +Step 38110/44000 | Loss: 2.9295 | LR: 2.25e-05 | 1283.7ms/step | 15.6 samples/s +Step 38120/44000 | Loss: 2.9410 | LR: 2.25e-05 | 1283.6ms/step | 15.6 samples/s +Step 38130/44000 | Loss: 2.9170 | LR: 2.24e-05 | 1283.0ms/step | 15.6 samples/s +Step 38140/44000 | Loss: 2.9425 | LR: 2.23e-05 | 1282.4ms/step | 15.6 samples/s +Step 38150/44000 | Loss: 2.9606 | LR: 2.22e-05 | 1284.7ms/step | 15.6 samples/s +Step 38160/44000 | Loss: 2.9647 | LR: 2.22e-05 | 1280.2ms/step | 15.6 samples/s +Step 38170/44000 | Loss: 2.9296 | LR: 2.21e-05 | 1281.9ms/step | 15.6 samples/s +Step 38180/44000 | Loss: 2.9561 | LR: 2.20e-05 | 1279.5ms/step | 15.6 samples/s +Step 38190/44000 | Loss: 2.8993 | LR: 2.19e-05 | 1281.1ms/step | 15.6 samples/s +Step 38200/44000 | Loss: 2.9292 | LR: 2.19e-05 | 1284.0ms/step | 15.6 samples/s +Step 38210/44000 | Loss: 2.9276 | LR: 2.18e-05 | 1284.2ms/step | 15.6 samples/s +Step 38220/44000 | Loss: 2.9462 | LR: 2.17e-05 | 1283.5ms/step | 15.6 samples/s +Step 38230/44000 | Loss: 2.9315 | LR: 2.16e-05 | 1281.9ms/step | 15.6 samples/s +Step 38240/44000 | Loss: 2.9330 | LR: 2.16e-05 | 1281.7ms/step | 15.6 samples/s +Step 38250/44000 | Loss: 2.9321 | LR: 2.15e-05 | 1282.5ms/step | 15.6 samples/s +Validation at step 38250: Loss = 2.9389, Perplexity = 18.90 +Step 38260/44000 | Loss: 2.9057 | LR: 2.14e-05 | 3433.3ms/step | 5.8 samples/s +Step 38270/44000 | Loss: 2.9367 | LR: 2.13e-05 | 1280.9ms/step | 15.6 samples/s +Step 38280/44000 | Loss: 2.8952 | LR: 2.13e-05 | 1284.1ms/step | 15.6 samples/s +Step 38290/44000 | Loss: 2.9042 | LR: 2.12e-05 | 1285.5ms/step | 15.6 samples/s +Step 38300/44000 | Loss: 2.9365 | LR: 2.11e-05 | 1279.7ms/step | 15.6 samples/s +Step 38310/44000 | Loss: 2.9088 | LR: 2.11e-05 | 1277.6ms/step | 15.7 samples/s +Step 38320/44000 | Loss: 2.9248 | LR: 2.10e-05 | 1279.9ms/step | 15.6 samples/s +Step 38330/44000 | Loss: 2.9432 | LR: 2.09e-05 | 1281.6ms/step | 15.6 samples/s +Step 38340/44000 | Loss: 2.8921 | LR: 2.08e-05 | 1285.6ms/step | 15.6 samples/s +Step 38350/44000 | Loss: 2.9216 | LR: 2.08e-05 | 1283.4ms/step | 15.6 samples/s +Step 38360/44000 | Loss: 2.9293 | LR: 2.07e-05 | 1281.8ms/step | 15.6 samples/s +Step 38370/44000 | Loss: 2.9374 | LR: 2.06e-05 | 1282.4ms/step | 15.6 samples/s +Step 38380/44000 | Loss: 2.9403 | LR: 2.05e-05 | 1283.9ms/step | 15.6 samples/s +Step 38390/44000 | Loss: 2.9204 | LR: 2.05e-05 | 1284.6ms/step | 15.6 samples/s +Step 38400/44000 | Loss: 2.9393 | LR: 2.04e-05 | 1283.5ms/step | 15.6 samples/s +Step 38410/44000 | Loss: 2.9222 | LR: 2.03e-05 | 1285.3ms/step | 15.6 samples/s +Step 38420/44000 | Loss: 2.9320 | LR: 2.03e-05 | 1283.5ms/step | 15.6 samples/s +Step 38430/44000 | Loss: 2.9377 | LR: 2.02e-05 | 1283.4ms/step | 15.6 samples/s +Step 38440/44000 | Loss: 2.8906 | LR: 2.01e-05 | 1285.1ms/step | 15.6 samples/s +Step 38450/44000 | Loss: 2.9263 | LR: 2.00e-05 | 1286.8ms/step | 15.5 samples/s +Step 38460/44000 | Loss: 2.9260 | LR: 2.00e-05 | 1286.3ms/step | 15.5 samples/s +Step 38470/44000 | Loss: 2.9213 | LR: 1.99e-05 | 1283.2ms/step | 15.6 samples/s +Step 38480/44000 | Loss: 2.9455 | LR: 1.98e-05 | 1284.1ms/step | 15.6 samples/s +Step 38490/44000 | Loss: 2.9321 | LR: 1.98e-05 | 1285.7ms/step | 15.6 samples/s +Step 38500/44000 | Loss: 2.9337 | LR: 1.97e-05 | 1282.9ms/step | 15.6 samples/s +Validation at step 38500: Loss = 2.9388, Perplexity = 18.89 +Step 38510/44000 | Loss: 2.9259 | LR: 1.96e-05 | 3426.6ms/step | 5.8 samples/s +Step 38520/44000 | Loss: 2.9032 | LR: 1.95e-05 | 1278.1ms/step | 15.6 samples/s +Step 38530/44000 | Loss: 2.9250 | LR: 1.95e-05 | 1280.6ms/step | 15.6 samples/s +Step 38540/44000 | Loss: 2.9362 | LR: 1.94e-05 | 1281.8ms/step | 15.6 samples/s +Step 38550/44000 | Loss: 2.9457 | LR: 1.93e-05 | 1280.9ms/step | 15.6 samples/s +Step 38560/44000 | Loss: 2.9298 | LR: 1.93e-05 | 1282.9ms/step | 15.6 samples/s +Step 38570/44000 | Loss: 2.9203 | LR: 1.92e-05 | 1282.7ms/step | 15.6 samples/s +Step 38580/44000 | Loss: 2.9029 | LR: 1.91e-05 | 1281.9ms/step | 15.6 samples/s +Step 38590/44000 | Loss: 2.9304 | LR: 1.91e-05 | 1282.5ms/step | 15.6 samples/s +Step 38600/44000 | Loss: 2.9083 | LR: 1.90e-05 | 1280.3ms/step | 15.6 samples/s +Step 38610/44000 | Loss: 2.9141 | LR: 1.89e-05 | 1282.9ms/step | 15.6 samples/s +Step 38620/44000 | Loss: 2.9331 | LR: 1.88e-05 | 1283.6ms/step | 15.6 samples/s +Step 38630/44000 | Loss: 2.9097 | LR: 1.88e-05 | 1282.8ms/step | 15.6 samples/s +Step 38640/44000 | Loss: 2.9484 | LR: 1.87e-05 | 1282.2ms/step | 15.6 samples/s +Step 38650/44000 | Loss: 2.9046 | LR: 1.86e-05 | 1283.5ms/step | 15.6 samples/s +Step 38660/44000 | Loss: 2.9142 | LR: 1.86e-05 | 1281.8ms/step | 15.6 samples/s +Step 38670/44000 | Loss: 2.9282 | LR: 1.85e-05 | 1284.4ms/step | 15.6 samples/s +Step 38680/44000 | Loss: 2.9523 | LR: 1.84e-05 | 1282.3ms/step | 15.6 samples/s +Step 38690/44000 | Loss: 2.9263 | LR: 1.84e-05 | 1281.6ms/step | 15.6 samples/s +Step 38700/44000 | Loss: 2.9447 | LR: 1.83e-05 | 1279.6ms/step | 15.6 samples/s +Step 38710/44000 | Loss: 2.9296 | LR: 1.82e-05 | 1279.7ms/step | 15.6 samples/s +Step 38720/44000 | Loss: 2.9026 | LR: 1.82e-05 | 1278.2ms/step | 15.6 samples/s +Step 38730/44000 | Loss: 2.9200 | LR: 1.81e-05 | 1277.9ms/step | 15.7 samples/s +Step 38740/44000 | Loss: 2.9408 | LR: 1.80e-05 | 1282.5ms/step | 15.6 samples/s +Step 38750/44000 | Loss: 2.9219 | LR: 1.80e-05 | 1280.2ms/step | 15.6 samples/s +Validation at step 38750: Loss = 2.9389, Perplexity = 18.89 +Step 38760/44000 | Loss: 2.9319 | LR: 1.79e-05 | 3428.1ms/step | 5.8 samples/s +Step 38770/44000 | Loss: 2.9205 | LR: 1.78e-05 | 1279.9ms/step | 15.6 samples/s +Step 38780/44000 | Loss: 2.9116 | LR: 1.78e-05 | 1281.5ms/step | 15.6 samples/s +Step 38790/44000 | Loss: 2.9446 | LR: 1.77e-05 | 1284.5ms/step | 15.6 samples/s +Step 38800/44000 | Loss: 2.9107 | LR: 1.76e-05 | 1281.4ms/step | 15.6 samples/s +Step 38810/44000 | Loss: 2.8929 | LR: 1.76e-05 | 1284.3ms/step | 15.6 samples/s +Step 38820/44000 | Loss: 2.9299 | LR: 1.75e-05 | 1283.7ms/step | 15.6 samples/s +Step 38830/44000 | Loss: 2.9307 | LR: 1.74e-05 | 1284.5ms/step | 15.6 samples/s +Step 38840/44000 | Loss: 2.8948 | LR: 1.74e-05 | 1276.8ms/step | 15.7 samples/s +Step 38850/44000 | Loss: 2.9325 | LR: 1.73e-05 | 1276.4ms/step | 15.7 samples/s +Step 38860/44000 | Loss: 2.9206 | LR: 1.72e-05 | 1276.0ms/step | 15.7 samples/s +Step 38870/44000 | Loss: 2.9370 | LR: 1.72e-05 | 1282.9ms/step | 15.6 samples/s +Step 38880/44000 | Loss: 2.9371 | LR: 1.71e-05 | 1283.2ms/step | 15.6 samples/s +Step 38890/44000 | Loss: 2.9246 | LR: 1.70e-05 | 1283.5ms/step | 15.6 samples/s +Step 38900/44000 | Loss: 2.9218 | LR: 1.70e-05 | 1280.7ms/step | 15.6 samples/s +Step 38910/44000 | Loss: 2.9444 | LR: 1.69e-05 | 1280.2ms/step | 15.6 samples/s +Step 38920/44000 | Loss: 2.9256 | LR: 1.68e-05 | 1281.5ms/step | 15.6 samples/s +Step 38930/44000 | Loss: 2.9040 | LR: 1.68e-05 | 1281.5ms/step | 15.6 samples/s +Step 38940/44000 | Loss: 2.9109 | LR: 1.67e-05 | 1276.1ms/step | 15.7 samples/s +Step 38950/44000 | Loss: 2.8992 | LR: 1.66e-05 | 1280.9ms/step | 15.6 samples/s +Step 38960/44000 | Loss: 2.9169 | LR: 1.66e-05 | 1280.2ms/step | 15.6 samples/s +Step 38970/44000 | Loss: 2.9298 | LR: 1.65e-05 | 1281.5ms/step | 15.6 samples/s +Step 38980/44000 | Loss: 2.9053 | LR: 1.64e-05 | 1284.8ms/step | 15.6 samples/s +Step 38990/44000 | Loss: 2.9351 | LR: 1.64e-05 | 1282.9ms/step | 15.6 samples/s +Step 39000/44000 | Loss: 2.9228 | LR: 1.63e-05 | 1284.7ms/step | 15.6 samples/s +Validation at step 39000: Loss = 2.9388, Perplexity = 18.89 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-39000 +Step 39010/44000 | Loss: 2.9600 | LR: 1.62e-05 | 3686.4ms/step | 5.4 samples/s +Step 39020/44000 | Loss: 2.9128 | LR: 1.62e-05 | 1276.9ms/step | 15.7 samples/s +Step 39030/44000 | Loss: 2.9516 | LR: 1.61e-05 | 1280.0ms/step | 15.6 samples/s +Step 39040/44000 | Loss: 2.9056 | LR: 1.61e-05 | 1276.5ms/step | 15.7 samples/s +Step 39050/44000 | Loss: 2.9143 | LR: 1.60e-05 | 1280.4ms/step | 15.6 samples/s +Step 39060/44000 | Loss: 2.9252 | LR: 1.59e-05 | 1281.8ms/step | 15.6 samples/s +Step 39070/44000 | Loss: 2.9021 | LR: 1.59e-05 | 1275.8ms/step | 15.7 samples/s +Step 39080/44000 | Loss: 2.9328 | LR: 1.58e-05 | 1279.9ms/step | 15.6 samples/s +Step 39090/44000 | Loss: 2.8937 | LR: 1.57e-05 | 1280.5ms/step | 15.6 samples/s +Step 39100/44000 | Loss: 2.8991 | LR: 1.57e-05 | 1282.1ms/step | 15.6 samples/s +Step 39110/44000 | Loss: 2.9373 | LR: 1.56e-05 | 1283.8ms/step | 15.6 samples/s +Step 39120/44000 | Loss: 2.9283 | LR: 1.55e-05 | 1282.9ms/step | 15.6 samples/s +Step 39130/44000 | Loss: 2.8983 | LR: 1.55e-05 | 1282.1ms/step | 15.6 samples/s +Step 39140/44000 | Loss: 2.9174 | LR: 1.54e-05 | 1281.2ms/step | 15.6 samples/s +Step 39150/44000 | Loss: 2.9308 | LR: 1.54e-05 | 1281.3ms/step | 15.6 samples/s +Step 39160/44000 | Loss: 2.9578 | LR: 1.53e-05 | 1282.6ms/step | 15.6 samples/s +Step 39170/44000 | Loss: 2.9339 | LR: 1.52e-05 | 1285.0ms/step | 15.6 samples/s +Step 39180/44000 | Loss: 2.9369 | LR: 1.52e-05 | 1283.2ms/step | 15.6 samples/s +Step 39190/44000 | Loss: 2.8780 | LR: 1.51e-05 | 1282.5ms/step | 15.6 samples/s +Step 39200/44000 | Loss: 2.9027 | LR: 1.50e-05 | 1284.1ms/step | 15.6 samples/s +Step 39210/44000 | Loss: 2.8912 | LR: 1.50e-05 | 1281.8ms/step | 15.6 samples/s +Step 39220/44000 | Loss: 2.9300 | LR: 1.49e-05 | 1280.7ms/step | 15.6 samples/s +Step 39230/44000 | Loss: 2.9151 | LR: 1.49e-05 | 1279.1ms/step | 15.6 samples/s +Step 39240/44000 | Loss: 2.9184 | LR: 1.48e-05 | 1283.6ms/step | 15.6 samples/s +Step 39250/44000 | Loss: 2.9161 | LR: 1.47e-05 | 1280.8ms/step | 15.6 samples/s +Validation at step 39250: Loss = 2.9386, Perplexity = 18.89 +Step 39260/44000 | Loss: 2.9146 | LR: 1.47e-05 | 3435.7ms/step | 5.8 samples/s +Step 39270/44000 | Loss: 2.9072 | LR: 1.46e-05 | 1280.4ms/step | 15.6 samples/s +Step 39280/44000 | Loss: 2.9200 | LR: 1.46e-05 | 1277.4ms/step | 15.7 samples/s +Step 39290/44000 | Loss: 2.9180 | LR: 1.45e-05 | 1283.6ms/step | 15.6 samples/s +Step 39300/44000 | Loss: 2.9179 | LR: 1.44e-05 | 1284.3ms/step | 15.6 samples/s +Step 39310/44000 | Loss: 2.9085 | LR: 1.44e-05 | 1282.4ms/step | 15.6 samples/s +Step 39320/44000 | Loss: 2.8865 | LR: 1.43e-05 | 1282.0ms/step | 15.6 samples/s +Step 39330/44000 | Loss: 2.9301 | LR: 1.42e-05 | 1282.2ms/step | 15.6 samples/s +Step 39340/44000 | Loss: 2.9272 | LR: 1.42e-05 | 1283.1ms/step | 15.6 samples/s +Step 39350/44000 | Loss: 2.9192 | LR: 1.41e-05 | 1283.1ms/step | 15.6 samples/s +Step 39360/44000 | Loss: 2.9595 | LR: 1.41e-05 | 1284.2ms/step | 15.6 samples/s +Step 39370/44000 | Loss: 2.9032 | LR: 1.40e-05 | 1285.5ms/step | 15.6 samples/s +Step 39380/44000 | Loss: 2.9416 | LR: 1.39e-05 | 1284.4ms/step | 15.6 samples/s +Step 39390/44000 | Loss: 2.9250 | LR: 1.39e-05 | 1284.0ms/step | 15.6 samples/s +Step 39400/44000 | Loss: 2.9140 | LR: 1.38e-05 | 1284.0ms/step | 15.6 samples/s +Step 39410/44000 | Loss: 2.9232 | LR: 1.38e-05 | 1282.8ms/step | 15.6 samples/s +Step 39420/44000 | Loss: 2.9474 | LR: 1.37e-05 | 1281.5ms/step | 15.6 samples/s +Step 39430/44000 | Loss: 2.9435 | LR: 1.36e-05 | 1281.8ms/step | 15.6 samples/s +Step 39440/44000 | Loss: 2.9107 | LR: 1.36e-05 | 1283.9ms/step | 15.6 samples/s +Step 39450/44000 | Loss: 2.9444 | LR: 1.35e-05 | 1283.6ms/step | 15.6 samples/s +Step 39460/44000 | Loss: 2.9060 | LR: 1.35e-05 | 1284.2ms/step | 15.6 samples/s +Step 39470/44000 | Loss: 2.9110 | LR: 1.34e-05 | 1281.5ms/step | 15.6 samples/s +Step 39480/44000 | Loss: 2.9348 | LR: 1.34e-05 | 1281.2ms/step | 15.6 samples/s +Step 39490/44000 | Loss: 2.9349 | LR: 1.33e-05 | 1283.5ms/step | 15.6 samples/s +Step 39500/44000 | Loss: 2.9173 | LR: 1.32e-05 | 1279.2ms/step | 15.6 samples/s +Validation at step 39500: Loss = 2.9387, Perplexity = 18.89 +Step 39510/44000 | Loss: 2.9015 | LR: 1.32e-05 | 3430.7ms/step | 5.8 samples/s +Step 39520/44000 | Loss: 2.9024 | LR: 1.31e-05 | 1279.6ms/step | 15.6 samples/s +Step 39530/44000 | Loss: 2.9218 | LR: 1.31e-05 | 1280.7ms/step | 15.6 samples/s +Step 39540/44000 | Loss: 2.9255 | LR: 1.30e-05 | 1275.2ms/step | 15.7 samples/s +Step 39550/44000 | Loss: 2.9179 | LR: 1.29e-05 | 1275.1ms/step | 15.7 samples/s +Step 39560/44000 | Loss: 2.9323 | LR: 1.29e-05 | 1281.8ms/step | 15.6 samples/s +Step 39570/44000 | Loss: 2.8782 | LR: 1.28e-05 | 1283.1ms/step | 15.6 samples/s +Step 39580/44000 | Loss: 2.9195 | LR: 1.28e-05 | 1282.1ms/step | 15.6 samples/s +Step 39590/44000 | Loss: 2.9084 | LR: 1.27e-05 | 1282.9ms/step | 15.6 samples/s +Step 39600/44000 | Loss: 2.9155 | LR: 1.27e-05 | 1280.5ms/step | 15.6 samples/s +Step 39610/44000 | Loss: 2.9188 | LR: 1.26e-05 | 1279.9ms/step | 15.6 samples/s +Step 39620/44000 | Loss: 2.9261 | LR: 1.25e-05 | 1280.1ms/step | 15.6 samples/s +Step 39630/44000 | Loss: 2.9262 | LR: 1.25e-05 | 1281.0ms/step | 15.6 samples/s +Step 39640/44000 | Loss: 2.9280 | LR: 1.24e-05 | 1284.2ms/step | 15.6 samples/s +Step 39650/44000 | Loss: 2.9285 | LR: 1.24e-05 | 1285.0ms/step | 15.6 samples/s +Step 39660/44000 | Loss: 2.9143 | LR: 1.23e-05 | 1280.5ms/step | 15.6 samples/s +Step 39670/44000 | Loss: 2.9045 | LR: 1.23e-05 | 1280.6ms/step | 15.6 samples/s +Step 39680/44000 | Loss: 2.9383 | LR: 1.22e-05 | 1282.6ms/step | 15.6 samples/s +Step 39690/44000 | Loss: 2.9371 | LR: 1.22e-05 | 1282.5ms/step | 15.6 samples/s +Step 39700/44000 | Loss: 2.9277 | LR: 1.21e-05 | 1280.4ms/step | 15.6 samples/s +Step 39710/44000 | Loss: 2.9650 | LR: 1.20e-05 | 1284.5ms/step | 15.6 samples/s +Step 39720/44000 | Loss: 2.9339 | LR: 1.20e-05 | 1284.4ms/step | 15.6 samples/s +Step 39730/44000 | Loss: 2.9306 | LR: 1.19e-05 | 1287.1ms/step | 15.5 samples/s +Step 39740/44000 | Loss: 2.9354 | LR: 1.19e-05 | 1285.1ms/step | 15.6 samples/s +Step 39750/44000 | Loss: 2.9506 | LR: 1.18e-05 | 1280.1ms/step | 15.6 samples/s +Validation at step 39750: Loss = 2.9386, Perplexity = 18.89 +Step 39760/44000 | Loss: 2.9548 | LR: 1.18e-05 | 3434.4ms/step | 5.8 samples/s +Step 39770/44000 | Loss: 2.9183 | LR: 1.17e-05 | 1281.7ms/step | 15.6 samples/s +Step 39780/44000 | Loss: 2.9209 | LR: 1.17e-05 | 1290.6ms/step | 15.5 samples/s +Step 39790/44000 | Loss: 2.9071 | LR: 1.16e-05 | 1284.9ms/step | 15.6 samples/s +Step 39800/44000 | Loss: 2.9228 | LR: 1.15e-05 | 1285.7ms/step | 15.6 samples/s +Step 39810/44000 | Loss: 2.9077 | LR: 1.15e-05 | 1283.4ms/step | 15.6 samples/s +Step 39820/44000 | Loss: 2.9197 | LR: 1.14e-05 | 1282.6ms/step | 15.6 samples/s +Step 39830/44000 | Loss: 2.9292 | LR: 1.14e-05 | 1279.9ms/step | 15.6 samples/s +Step 39840/44000 | Loss: 2.9436 | LR: 1.13e-05 | 1281.6ms/step | 15.6 samples/s +Step 39850/44000 | Loss: 2.9352 | LR: 1.13e-05 | 1275.7ms/step | 15.7 samples/s +Step 39860/44000 | Loss: 2.9257 | LR: 1.12e-05 | 1282.6ms/step | 15.6 samples/s +Step 39870/44000 | Loss: 2.9193 | LR: 1.12e-05 | 1282.8ms/step | 15.6 samples/s +Step 39880/44000 | Loss: 2.8970 | LR: 1.11e-05 | 1282.3ms/step | 15.6 samples/s +Step 39890/44000 | Loss: 2.9124 | LR: 1.11e-05 | 1280.4ms/step | 15.6 samples/s +Step 39900/44000 | Loss: 2.9268 | LR: 1.10e-05 | 1286.2ms/step | 15.5 samples/s +Step 39910/44000 | Loss: 2.8957 | LR: 1.10e-05 | 1284.1ms/step | 15.6 samples/s +Step 39920/44000 | Loss: 2.9523 | LR: 1.09e-05 | 1283.9ms/step | 15.6 samples/s +Step 39930/44000 | Loss: 2.9252 | LR: 1.08e-05 | 1282.9ms/step | 15.6 samples/s +Step 39940/44000 | Loss: 2.9472 | LR: 1.08e-05 | 1281.6ms/step | 15.6 samples/s +Step 39950/44000 | Loss: 2.9098 | LR: 1.07e-05 | 1281.7ms/step | 15.6 samples/s +Step 39960/44000 | Loss: 2.9273 | LR: 1.07e-05 | 1284.7ms/step | 15.6 samples/s +Step 39970/44000 | Loss: 2.9240 | LR: 1.06e-05 | 1280.6ms/step | 15.6 samples/s +Step 39980/44000 | Loss: 2.9123 | LR: 1.06e-05 | 1282.3ms/step | 15.6 samples/s +Step 39990/44000 | Loss: 2.9366 | LR: 1.05e-05 | 1282.1ms/step | 15.6 samples/s +Step 40000/44000 | Loss: 2.9071 | LR: 1.05e-05 | 1278.6ms/step | 15.6 samples/s +Validation at step 40000: Loss = 2.9387, Perplexity = 18.89 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-40000 +Step 40010/44000 | Loss: 2.9269 | LR: 1.04e-05 | 3710.2ms/step | 5.4 samples/s +Step 40020/44000 | Loss: 2.9260 | LR: 1.04e-05 | 1281.1ms/step | 15.6 samples/s +Step 40030/44000 | Loss: 2.9368 | LR: 1.03e-05 | 1284.2ms/step | 15.6 samples/s +Step 40040/44000 | Loss: 2.9171 | LR: 1.03e-05 | 1277.8ms/step | 15.7 samples/s +Step 40050/44000 | Loss: 2.9004 | LR: 1.02e-05 | 1278.1ms/step | 15.6 samples/s +Step 40060/44000 | Loss: 2.9082 | LR: 1.02e-05 | 1280.7ms/step | 15.6 samples/s +Step 40070/44000 | Loss: 2.9303 | LR: 1.01e-05 | 1284.6ms/step | 15.6 samples/s +Step 40080/44000 | Loss: 2.9355 | LR: 1.01e-05 | 1281.3ms/step | 15.6 samples/s +Step 40090/44000 | Loss: 2.9145 | LR: 1.00e-05 | 1279.0ms/step | 15.6 samples/s +Step 40100/44000 | Loss: 2.9232 | LR: 9.96e-06 | 1279.5ms/step | 15.6 samples/s +Step 40110/44000 | Loss: 2.9227 | LR: 9.91e-06 | 1282.2ms/step | 15.6 samples/s +Step 40120/44000 | Loss: 2.9371 | LR: 9.86e-06 | 1282.3ms/step | 15.6 samples/s +Step 40130/44000 | Loss: 2.9313 | LR: 9.81e-06 | 1279.3ms/step | 15.6 samples/s +Step 40140/44000 | Loss: 2.9368 | LR: 9.76e-06 | 1284.7ms/step | 15.6 samples/s +Step 40150/44000 | Loss: 2.8944 | LR: 9.71e-06 | 1289.6ms/step | 15.5 samples/s +Step 40160/44000 | Loss: 2.9031 | LR: 9.66e-06 | 1286.2ms/step | 15.5 samples/s +Step 40170/44000 | Loss: 2.9080 | LR: 9.61e-06 | 1286.2ms/step | 15.5 samples/s +Step 40180/44000 | Loss: 2.9482 | LR: 9.56e-06 | 1285.1ms/step | 15.6 samples/s +Step 40190/44000 | Loss: 2.9228 | LR: 9.51e-06 | 1280.7ms/step | 15.6 samples/s +Step 40200/44000 | Loss: 2.9543 | LR: 9.46e-06 | 1283.2ms/step | 15.6 samples/s +Step 40210/44000 | Loss: 2.9216 | LR: 9.41e-06 | 1282.4ms/step | 15.6 samples/s +Step 40220/44000 | Loss: 2.9406 | LR: 9.36e-06 | 1283.8ms/step | 15.6 samples/s +Step 40230/44000 | Loss: 2.9136 | LR: 9.32e-06 | 1280.3ms/step | 15.6 samples/s +Step 40240/44000 | Loss: 2.9229 | LR: 9.27e-06 | 1283.4ms/step | 15.6 samples/s +Step 40250/44000 | Loss: 2.8871 | LR: 9.22e-06 | 1282.8ms/step | 15.6 samples/s +Validation at step 40250: Loss = 2.9385, Perplexity = 18.89 +Step 40260/44000 | Loss: 2.9154 | LR: 9.17e-06 | 3434.5ms/step | 5.8 samples/s +Step 40270/44000 | Loss: 2.9325 | LR: 9.12e-06 | 1279.0ms/step | 15.6 samples/s +Step 40280/44000 | Loss: 2.9269 | LR: 9.07e-06 | 1281.5ms/step | 15.6 samples/s +Step 40290/44000 | Loss: 2.9023 | LR: 9.02e-06 | 1280.6ms/step | 15.6 samples/s +Step 40300/44000 | Loss: 2.9292 | LR: 8.97e-06 | 1284.6ms/step | 15.6 samples/s +Step 40310/44000 | Loss: 2.9171 | LR: 8.93e-06 | 1283.7ms/step | 15.6 samples/s +Step 40320/44000 | Loss: 2.9456 | LR: 8.88e-06 | 1282.1ms/step | 15.6 samples/s +Step 40330/44000 | Loss: 2.9254 | LR: 8.83e-06 | 1282.4ms/step | 15.6 samples/s +Step 40340/44000 | Loss: 2.9234 | LR: 8.78e-06 | 1284.3ms/step | 15.6 samples/s +Step 40350/44000 | Loss: 2.9148 | LR: 8.74e-06 | 1281.7ms/step | 15.6 samples/s +Step 40360/44000 | Loss: 2.9283 | LR: 8.69e-06 | 1282.2ms/step | 15.6 samples/s +Step 40370/44000 | Loss: 2.9053 | LR: 8.64e-06 | 1280.7ms/step | 15.6 samples/s +Step 40380/44000 | Loss: 2.9251 | LR: 8.59e-06 | 1281.9ms/step | 15.6 samples/s +Step 40390/44000 | Loss: 2.9425 | LR: 8.55e-06 | 1276.2ms/step | 15.7 samples/s +Step 40400/44000 | Loss: 2.9100 | LR: 8.50e-06 | 1280.4ms/step | 15.6 samples/s +Step 40410/44000 | Loss: 2.8968 | LR: 8.45e-06 | 1280.5ms/step | 15.6 samples/s +Step 40420/44000 | Loss: 2.9197 | LR: 8.41e-06 | 1281.5ms/step | 15.6 samples/s +Step 40430/44000 | Loss: 2.9280 | LR: 8.36e-06 | 1279.8ms/step | 15.6 samples/s +Step 40440/44000 | Loss: 2.9058 | LR: 8.31e-06 | 1279.9ms/step | 15.6 samples/s +Step 40450/44000 | Loss: 2.9189 | LR: 8.27e-06 | 1281.9ms/step | 15.6 samples/s +Step 40460/44000 | Loss: 2.8856 | LR: 8.22e-06 | 1282.9ms/step | 15.6 samples/s +Step 40470/44000 | Loss: 2.9402 | LR: 8.17e-06 | 1281.3ms/step | 15.6 samples/s +Step 40480/44000 | Loss: 2.9288 | LR: 8.13e-06 | 1284.2ms/step | 15.6 samples/s +Step 40490/44000 | Loss: 2.9295 | LR: 8.08e-06 | 1282.0ms/step | 15.6 samples/s +Step 40500/44000 | Loss: 2.9227 | LR: 8.04e-06 | 1280.3ms/step | 15.6 samples/s +Validation at step 40500: Loss = 2.9385, Perplexity = 18.89 +Step 40510/44000 | Loss: 2.9106 | LR: 7.99e-06 | 3437.0ms/step | 5.8 samples/s +Step 40520/44000 | Loss: 2.9579 | LR: 7.94e-06 | 1283.7ms/step | 15.6 samples/s +Step 40530/44000 | Loss: 2.9455 | LR: 7.90e-06 | 1281.2ms/step | 15.6 samples/s +Step 40540/44000 | Loss: 2.9386 | LR: 7.85e-06 | 1280.8ms/step | 15.6 samples/s +Step 40550/44000 | Loss: 2.8954 | LR: 7.81e-06 | 1278.6ms/step | 15.6 samples/s +Step 40560/44000 | Loss: 2.8955 | LR: 7.76e-06 | 1281.8ms/step | 15.6 samples/s +Step 40570/44000 | Loss: 2.9314 | LR: 7.72e-06 | 1285.9ms/step | 15.6 samples/s +Step 40580/44000 | Loss: 2.9226 | LR: 7.67e-06 | 1287.0ms/step | 15.5 samples/s +Step 40590/44000 | Loss: 2.8987 | LR: 7.63e-06 | 1284.5ms/step | 15.6 samples/s +Step 40600/44000 | Loss: 2.9274 | LR: 7.59e-06 | 1282.1ms/step | 15.6 samples/s +Step 40610/44000 | Loss: 2.9569 | LR: 7.54e-06 | 1282.0ms/step | 15.6 samples/s +Step 40620/44000 | Loss: 2.9229 | LR: 7.50e-06 | 1280.7ms/step | 15.6 samples/s +Step 40630/44000 | Loss: 2.9375 | LR: 7.45e-06 | 1278.2ms/step | 15.6 samples/s +Step 40640/44000 | Loss: 2.9447 | LR: 7.41e-06 | 1282.7ms/step | 15.6 samples/s +Step 40650/44000 | Loss: 2.9422 | LR: 7.37e-06 | 1280.9ms/step | 15.6 samples/s +Step 40660/44000 | Loss: 2.9321 | LR: 7.32e-06 | 1279.6ms/step | 15.6 samples/s +Step 40670/44000 | Loss: 2.9411 | LR: 7.28e-06 | 1280.1ms/step | 15.6 samples/s +Step 40680/44000 | Loss: 2.9256 | LR: 7.23e-06 | 1282.4ms/step | 15.6 samples/s +Step 40690/44000 | Loss: 2.9359 | LR: 7.19e-06 | 1284.0ms/step | 15.6 samples/s +Step 40700/44000 | Loss: 2.9147 | LR: 7.15e-06 | 1281.7ms/step | 15.6 samples/s +Step 40710/44000 | Loss: 2.9289 | LR: 7.10e-06 | 1281.6ms/step | 15.6 samples/s +Step 40720/44000 | Loss: 2.9374 | LR: 7.06e-06 | 1284.1ms/step | 15.6 samples/s +Step 40730/44000 | Loss: 2.9446 | LR: 7.02e-06 | 1277.8ms/step | 15.7 samples/s +Step 40740/44000 | Loss: 2.9171 | LR: 6.98e-06 | 1281.4ms/step | 15.6 samples/s +Step 40750/44000 | Loss: 2.9135 | LR: 6.93e-06 | 1281.6ms/step | 15.6 samples/s +Validation at step 40750: Loss = 2.9385, Perplexity = 18.89 +Step 40760/44000 | Loss: 2.9408 | LR: 6.89e-06 | 3430.0ms/step | 5.8 samples/s +Step 40770/44000 | Loss: 2.9209 | LR: 6.85e-06 | 1282.0ms/step | 15.6 samples/s +Step 40780/44000 | Loss: 2.9406 | LR: 6.81e-06 | 1283.0ms/step | 15.6 samples/s +Step 40790/44000 | Loss: 2.9446 | LR: 6.77e-06 | 1284.8ms/step | 15.6 samples/s +Step 40800/44000 | Loss: 2.9470 | LR: 6.72e-06 | 1283.2ms/step | 15.6 samples/s +Step 40810/44000 | Loss: 2.9265 | LR: 6.68e-06 | 1283.3ms/step | 15.6 samples/s +Step 40820/44000 | Loss: 2.9056 | LR: 6.64e-06 | 1282.7ms/step | 15.6 samples/s +Step 40830/44000 | Loss: 2.9010 | LR: 6.60e-06 | 1284.1ms/step | 15.6 samples/s +Step 40840/44000 | Loss: 2.9452 | LR: 6.56e-06 | 1285.2ms/step | 15.6 samples/s +Step 40850/44000 | Loss: 2.9325 | LR: 6.52e-06 | 1285.3ms/step | 15.6 samples/s +Step 40860/44000 | Loss: 2.9430 | LR: 6.47e-06 | 1284.7ms/step | 15.6 samples/s +Step 40870/44000 | Loss: 2.9468 | LR: 6.43e-06 | 1282.5ms/step | 15.6 samples/s +Step 40880/44000 | Loss: 2.9187 | LR: 6.39e-06 | 1283.1ms/step | 15.6 samples/s +Step 40890/44000 | Loss: 2.9363 | LR: 6.35e-06 | 1279.6ms/step | 15.6 samples/s +Step 40900/44000 | Loss: 2.9118 | LR: 6.31e-06 | 1282.2ms/step | 15.6 samples/s +Step 40910/44000 | Loss: 2.9819 | LR: 6.27e-06 | 1281.6ms/step | 15.6 samples/s +Step 40920/44000 | Loss: 2.9297 | LR: 6.23e-06 | 1283.2ms/step | 15.6 samples/s +Step 40930/44000 | Loss: 2.9382 | LR: 6.19e-06 | 1282.6ms/step | 15.6 samples/s +Step 40940/44000 | Loss: 2.9417 | LR: 6.15e-06 | 1282.3ms/step | 15.6 samples/s +Step 40950/44000 | Loss: 2.9022 | LR: 6.11e-06 | 1284.3ms/step | 15.6 samples/s +Step 40960/44000 | Loss: 2.8905 | LR: 6.07e-06 | 1284.2ms/step | 15.6 samples/s +Step 40970/44000 | Loss: 2.9193 | LR: 6.03e-06 | 1281.8ms/step | 15.6 samples/s +Step 40980/44000 | Loss: 2.9068 | LR: 5.99e-06 | 1280.6ms/step | 15.6 samples/s +Step 40990/44000 | Loss: 2.9289 | LR: 5.95e-06 | 1282.3ms/step | 15.6 samples/s +Step 41000/44000 | Loss: 2.9340 | LR: 5.91e-06 | 1282.5ms/step | 15.6 samples/s +Validation at step 41000: Loss = 2.9384, Perplexity = 18.89 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-41000 +Step 41010/44000 | Loss: 2.9413 | LR: 5.87e-06 | 3718.4ms/step | 5.4 samples/s +Step 41020/44000 | Loss: 2.9490 | LR: 5.83e-06 | 1284.3ms/step | 15.6 samples/s +Step 41030/44000 | Loss: 2.9235 | LR: 5.80e-06 | 1280.5ms/step | 15.6 samples/s +Step 41040/44000 | Loss: 2.9230 | LR: 5.76e-06 | 1281.4ms/step | 15.6 samples/s +Step 41050/44000 | Loss: 2.9213 | LR: 5.72e-06 | 1291.5ms/step | 15.5 samples/s +Step 41060/44000 | Loss: 2.8928 | LR: 5.68e-06 | 1286.0ms/step | 15.6 samples/s +Step 41070/44000 | Loss: 2.9194 | LR: 5.64e-06 | 1284.6ms/step | 15.6 samples/s +Step 41080/44000 | Loss: 2.9512 | LR: 5.60e-06 | 1283.2ms/step | 15.6 samples/s +Step 41090/44000 | Loss: 2.9679 | LR: 5.56e-06 | 1283.9ms/step | 15.6 samples/s +Step 41100/44000 | Loss: 2.9455 | LR: 5.53e-06 | 1282.2ms/step | 15.6 samples/s +Step 41110/44000 | Loss: 2.9681 | LR: 5.49e-06 | 1283.3ms/step | 15.6 samples/s +Step 41120/44000 | Loss: 2.9556 | LR: 5.45e-06 | 1285.6ms/step | 15.6 samples/s +Step 41130/44000 | Loss: 2.9250 | LR: 5.41e-06 | 1286.5ms/step | 15.5 samples/s +Step 41140/44000 | Loss: 2.9055 | LR: 5.38e-06 | 1282.7ms/step | 15.6 samples/s +Step 41150/44000 | Loss: 2.9457 | LR: 5.34e-06 | 1285.8ms/step | 15.6 samples/s +Step 41160/44000 | Loss: 2.9184 | LR: 5.30e-06 | 1282.6ms/step | 15.6 samples/s +Step 41170/44000 | Loss: 2.9295 | LR: 5.26e-06 | 1283.5ms/step | 15.6 samples/s +Step 41180/44000 | Loss: 2.9043 | LR: 5.23e-06 | 1280.2ms/step | 15.6 samples/s +Step 41190/44000 | Loss: 2.8882 | LR: 5.19e-06 | 1280.3ms/step | 15.6 samples/s +Step 41200/44000 | Loss: 2.9282 | LR: 5.15e-06 | 1283.5ms/step | 15.6 samples/s +Step 41210/44000 | Loss: 2.9373 | LR: 5.12e-06 | 1284.3ms/step | 15.6 samples/s +Step 41220/44000 | Loss: 2.9451 | LR: 5.08e-06 | 1283.2ms/step | 15.6 samples/s +Step 41230/44000 | Loss: 2.9194 | LR: 5.04e-06 | 1283.8ms/step | 15.6 samples/s +Step 41240/44000 | Loss: 2.9072 | LR: 5.01e-06 | 1283.0ms/step | 15.6 samples/s +Step 41250/44000 | Loss: 2.9244 | LR: 4.97e-06 | 1283.5ms/step | 15.6 samples/s +Validation at step 41250: Loss = 2.9383, Perplexity = 18.88 +Step 41260/44000 | Loss: 2.9518 | LR: 4.94e-06 | 3432.2ms/step | 5.8 samples/s +Step 41270/44000 | Loss: 2.9308 | LR: 4.90e-06 | 1280.5ms/step | 15.6 samples/s +Step 41280/44000 | Loss: 2.9278 | LR: 4.86e-06 | 1284.1ms/step | 15.6 samples/s +Step 41290/44000 | Loss: 2.9159 | LR: 4.83e-06 | 1278.3ms/step | 15.6 samples/s +Step 41300/44000 | Loss: 2.9209 | LR: 4.79e-06 | 1276.4ms/step | 15.7 samples/s +Step 41310/44000 | Loss: 2.9081 | LR: 4.76e-06 | 1276.1ms/step | 15.7 samples/s +Step 41320/44000 | Loss: 2.9336 | LR: 4.72e-06 | 1282.4ms/step | 15.6 samples/s +Step 41330/44000 | Loss: 2.9187 | LR: 4.69e-06 | 1282.2ms/step | 15.6 samples/s +Step 41340/44000 | Loss: 2.9415 | LR: 4.65e-06 | 1280.3ms/step | 15.6 samples/s +Step 41350/44000 | Loss: 2.9049 | LR: 4.62e-06 | 1279.2ms/step | 15.6 samples/s +Step 41360/44000 | Loss: 2.9540 | LR: 4.58e-06 | 1278.8ms/step | 15.6 samples/s +Step 41370/44000 | Loss: 2.9357 | LR: 4.55e-06 | 1279.3ms/step | 15.6 samples/s +Step 41380/44000 | Loss: 2.9293 | LR: 4.51e-06 | 1280.3ms/step | 15.6 samples/s +Step 41390/44000 | Loss: 2.9092 | LR: 4.48e-06 | 1282.7ms/step | 15.6 samples/s +Step 41400/44000 | Loss: 2.8957 | LR: 4.45e-06 | 1285.6ms/step | 15.6 samples/s +Step 41410/44000 | Loss: 2.9017 | LR: 4.41e-06 | 1284.0ms/step | 15.6 samples/s +Step 41420/44000 | Loss: 2.8943 | LR: 4.38e-06 | 1283.2ms/step | 15.6 samples/s +Step 41430/44000 | Loss: 2.9203 | LR: 4.34e-06 | 1281.7ms/step | 15.6 samples/s +Step 41440/44000 | Loss: 2.9599 | LR: 4.31e-06 | 1281.2ms/step | 15.6 samples/s +Step 41450/44000 | Loss: 2.9244 | LR: 4.28e-06 | 1280.0ms/step | 15.6 samples/s +Step 41460/44000 | Loss: 2.9259 | LR: 4.24e-06 | 1282.7ms/step | 15.6 samples/s +Step 41470/44000 | Loss: 2.9126 | LR: 4.21e-06 | 1280.8ms/step | 15.6 samples/s +Step 41480/44000 | Loss: 2.9420 | LR: 4.18e-06 | 1283.0ms/step | 15.6 samples/s +Step 41490/44000 | Loss: 2.9119 | LR: 4.14e-06 | 1283.0ms/step | 15.6 samples/s +Step 41500/44000 | Loss: 2.9263 | LR: 4.11e-06 | 1283.9ms/step | 15.6 samples/s +Validation at step 41500: Loss = 2.9388, Perplexity = 18.89 +Step 41510/44000 | Loss: 2.9224 | LR: 4.08e-06 | 3439.8ms/step | 5.8 samples/s +Step 41520/44000 | Loss: 2.9235 | LR: 4.05e-06 | 1285.5ms/step | 15.6 samples/s +Step 41530/44000 | Loss: 2.9269 | LR: 4.01e-06 | 1287.4ms/step | 15.5 samples/s +Step 41540/44000 | Loss: 2.9495 | LR: 3.98e-06 | 1287.1ms/step | 15.5 samples/s +Step 41550/44000 | Loss: 2.9242 | LR: 3.95e-06 | 1285.2ms/step | 15.6 samples/s +Step 41560/44000 | Loss: 2.9364 | LR: 3.92e-06 | 1289.2ms/step | 15.5 samples/s +Step 41570/44000 | Loss: 2.9547 | LR: 3.88e-06 | 1289.3ms/step | 15.5 samples/s +Step 41580/44000 | Loss: 2.9095 | LR: 3.85e-06 | 1285.1ms/step | 15.6 samples/s +Step 41590/44000 | Loss: 2.9233 | LR: 3.82e-06 | 1287.5ms/step | 15.5 samples/s +Step 41600/44000 | Loss: 2.9359 | LR: 3.79e-06 | 1284.9ms/step | 15.6 samples/s +Step 41610/44000 | Loss: 2.9146 | LR: 3.76e-06 | 1284.8ms/step | 15.6 samples/s +Step 41620/44000 | Loss: 2.8909 | LR: 3.73e-06 | 1283.7ms/step | 15.6 samples/s +Step 41630/44000 | Loss: 2.9488 | LR: 3.70e-06 | 1282.4ms/step | 15.6 samples/s +Step 41640/44000 | Loss: 2.9479 | LR: 3.66e-06 | 1283.6ms/step | 15.6 samples/s +Step 41650/44000 | Loss: 2.9295 | LR: 3.63e-06 | 1281.5ms/step | 15.6 samples/s +Step 41660/44000 | Loss: 2.9483 | LR: 3.60e-06 | 1282.7ms/step | 15.6 samples/s +Step 41670/44000 | Loss: 2.9237 | LR: 3.57e-06 | 1283.7ms/step | 15.6 samples/s +Step 41680/44000 | Loss: 2.8950 | LR: 3.54e-06 | 1285.1ms/step | 15.6 samples/s +Step 41690/44000 | Loss: 2.9109 | LR: 3.51e-06 | 1283.4ms/step | 15.6 samples/s +Step 41700/44000 | Loss: 2.9421 | LR: 3.48e-06 | 1285.0ms/step | 15.6 samples/s +Step 41710/44000 | Loss: 2.9162 | LR: 3.45e-06 | 1281.7ms/step | 15.6 samples/s +Step 41720/44000 | Loss: 2.9200 | LR: 3.42e-06 | 1283.8ms/step | 15.6 samples/s +Step 41730/44000 | Loss: 2.9318 | LR: 3.39e-06 | 1283.1ms/step | 15.6 samples/s +Step 41740/44000 | Loss: 2.9422 | LR: 3.36e-06 | 1281.2ms/step | 15.6 samples/s +Step 41750/44000 | Loss: 2.9189 | LR: 3.33e-06 | 1282.2ms/step | 15.6 samples/s +Validation at step 41750: Loss = 2.9385, Perplexity = 18.89 +Step 41760/44000 | Loss: 2.9510 | LR: 3.30e-06 | 3427.1ms/step | 5.8 samples/s +Step 41770/44000 | Loss: 2.9248 | LR: 3.27e-06 | 1284.5ms/step | 15.6 samples/s +Step 41780/44000 | Loss: 2.9175 | LR: 3.24e-06 | 1279.4ms/step | 15.6 samples/s +Step 41790/44000 | Loss: 2.9602 | LR: 3.21e-06 | 1281.6ms/step | 15.6 samples/s +Step 41800/44000 | Loss: 2.9709 | LR: 3.19e-06 | 1283.2ms/step | 15.6 samples/s +Step 41810/44000 | Loss: 2.9346 | LR: 3.16e-06 | 1275.7ms/step | 15.7 samples/s +Step 41820/44000 | Loss: 2.9112 | LR: 3.13e-06 | 1280.1ms/step | 15.6 samples/s +Step 41830/44000 | Loss: 2.9127 | LR: 3.10e-06 | 1280.4ms/step | 15.6 samples/s +Step 41840/44000 | Loss: 2.8947 | LR: 3.07e-06 | 1282.3ms/step | 15.6 samples/s +Step 41850/44000 | Loss: 2.9004 | LR: 3.04e-06 | 1284.5ms/step | 15.6 samples/s +Step 41860/44000 | Loss: 2.9474 | LR: 3.01e-06 | 1282.6ms/step | 15.6 samples/s +Step 41870/44000 | Loss: 2.9581 | LR: 2.99e-06 | 1281.6ms/step | 15.6 samples/s +Step 41880/44000 | Loss: 2.9357 | LR: 2.96e-06 | 1282.4ms/step | 15.6 samples/s +Step 41890/44000 | Loss: 2.9204 | LR: 2.93e-06 | 1281.9ms/step | 15.6 samples/s +Step 41900/44000 | Loss: 2.9207 | LR: 2.90e-06 | 1283.7ms/step | 15.6 samples/s +Step 41910/44000 | Loss: 2.9147 | LR: 2.88e-06 | 1284.4ms/step | 15.6 samples/s +Step 41920/44000 | Loss: 2.9663 | LR: 2.85e-06 | 1283.3ms/step | 15.6 samples/s +Step 41930/44000 | Loss: 2.9178 | LR: 2.82e-06 | 1281.5ms/step | 15.6 samples/s +Step 41940/44000 | Loss: 2.9261 | LR: 2.79e-06 | 1281.2ms/step | 15.6 samples/s +Step 41950/44000 | Loss: 2.8873 | LR: 2.77e-06 | 1284.9ms/step | 15.6 samples/s +Step 41960/44000 | Loss: 2.9349 | LR: 2.74e-06 | 1280.1ms/step | 15.6 samples/s +Step 41970/44000 | Loss: 2.9298 | LR: 2.71e-06 | 1282.6ms/step | 15.6 samples/s +Step 41980/44000 | Loss: 2.9235 | LR: 2.69e-06 | 1281.5ms/step | 15.6 samples/s +Step 41990/44000 | Loss: 2.9266 | LR: 2.66e-06 | 1283.6ms/step | 15.6 samples/s +Step 42000/44000 | Loss: 2.9262 | LR: 2.63e-06 | 1284.0ms/step | 15.6 samples/s +Validation at step 42000: Loss = 2.9386, Perplexity = 18.89 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-42000 +Step 42010/44000 | Loss: 2.9342 | LR: 2.61e-06 | 3695.9ms/step | 5.4 samples/s +Step 42020/44000 | Loss: 2.9431 | LR: 2.58e-06 | 1280.7ms/step | 15.6 samples/s +Step 42030/44000 | Loss: 2.9485 | LR: 2.56e-06 | 1282.0ms/step | 15.6 samples/s +Step 42040/44000 | Loss: 2.9464 | LR: 2.53e-06 | 1285.8ms/step | 15.6 samples/s +Step 42050/44000 | Loss: 2.9052 | LR: 2.50e-06 | 1282.6ms/step | 15.6 samples/s +Step 42060/44000 | Loss: 2.9408 | LR: 2.48e-06 | 1281.8ms/step | 15.6 samples/s +Step 42070/44000 | Loss: 2.9435 | LR: 2.45e-06 | 1280.1ms/step | 15.6 samples/s +Step 42080/44000 | Loss: 2.9223 | LR: 2.43e-06 | 1279.4ms/step | 15.6 samples/s +Step 42090/44000 | Loss: 2.9069 | LR: 2.40e-06 | 1283.1ms/step | 15.6 samples/s +Step 42100/44000 | Loss: 2.9292 | LR: 2.38e-06 | 1283.1ms/step | 15.6 samples/s +Step 42110/44000 | Loss: 2.9425 | LR: 2.35e-06 | 1285.7ms/step | 15.6 samples/s +Step 42120/44000 | Loss: 2.9288 | LR: 2.33e-06 | 1283.5ms/step | 15.6 samples/s +Step 42130/44000 | Loss: 2.9411 | LR: 2.30e-06 | 1281.6ms/step | 15.6 samples/s +Step 42140/44000 | Loss: 2.9375 | LR: 2.28e-06 | 1283.2ms/step | 15.6 samples/s +Step 42150/44000 | Loss: 2.9590 | LR: 2.25e-06 | 1282.8ms/step | 15.6 samples/s +Step 42160/44000 | Loss: 2.9248 | LR: 2.23e-06 | 1278.9ms/step | 15.6 samples/s +Step 42170/44000 | Loss: 2.9115 | LR: 2.21e-06 | 1283.7ms/step | 15.6 samples/s +Step 42180/44000 | Loss: 2.9396 | LR: 2.18e-06 | 1286.2ms/step | 15.6 samples/s +Step 42190/44000 | Loss: 2.9245 | LR: 2.16e-06 | 1282.3ms/step | 15.6 samples/s +Step 42200/44000 | Loss: 2.9082 | LR: 2.13e-06 | 1279.9ms/step | 15.6 samples/s +Step 42210/44000 | Loss: 2.9543 | LR: 2.11e-06 | 1280.0ms/step | 15.6 samples/s +Step 42220/44000 | Loss: 2.8944 | LR: 2.09e-06 | 1279.3ms/step | 15.6 samples/s +Step 42230/44000 | Loss: 2.9474 | LR: 2.06e-06 | 1282.4ms/step | 15.6 samples/s +Step 42240/44000 | Loss: 2.9244 | LR: 2.04e-06 | 1284.5ms/step | 15.6 samples/s +Step 42250/44000 | Loss: 2.9407 | LR: 2.02e-06 | 1283.1ms/step | 15.6 samples/s +Validation at step 42250: Loss = 2.9386, Perplexity = 18.89 +Step 42260/44000 | Loss: 2.9307 | LR: 1.99e-06 | 3429.6ms/step | 5.8 samples/s +Step 42270/44000 | Loss: 2.9243 | LR: 1.97e-06 | 1283.5ms/step | 15.6 samples/s +Step 42280/44000 | Loss: 2.9269 | LR: 1.95e-06 | 1282.1ms/step | 15.6 samples/s +Step 42290/44000 | Loss: 2.8963 | LR: 1.93e-06 | 1283.9ms/step | 15.6 samples/s +Step 42300/44000 | Loss: 2.9232 | LR: 1.90e-06 | 1281.9ms/step | 15.6 samples/s +Step 42310/44000 | Loss: 2.8971 | LR: 1.88e-06 | 1283.7ms/step | 15.6 samples/s +Step 42320/44000 | Loss: 2.9430 | LR: 1.86e-06 | 1282.8ms/step | 15.6 samples/s +Step 42330/44000 | Loss: 2.9108 | LR: 1.84e-06 | 1281.0ms/step | 15.6 samples/s +Step 42340/44000 | Loss: 2.9532 | LR: 1.82e-06 | 1281.9ms/step | 15.6 samples/s +Step 42350/44000 | Loss: 2.8844 | LR: 1.79e-06 | 1281.4ms/step | 15.6 samples/s +Step 42360/44000 | Loss: 2.9271 | LR: 1.77e-06 | 1285.6ms/step | 15.6 samples/s +Step 42370/44000 | Loss: 2.9268 | LR: 1.75e-06 | 1289.2ms/step | 15.5 samples/s +Step 42380/44000 | Loss: 2.9601 | LR: 1.73e-06 | 1285.9ms/step | 15.6 samples/s +Step 42390/44000 | Loss: 2.8909 | LR: 1.71e-06 | 1279.7ms/step | 15.6 samples/s +Step 42400/44000 | Loss: 2.9196 | LR: 1.69e-06 | 1280.8ms/step | 15.6 samples/s +Step 42410/44000 | Loss: 2.9236 | LR: 1.67e-06 | 1281.9ms/step | 15.6 samples/s +Step 42420/44000 | Loss: 2.9516 | LR: 1.64e-06 | 1281.5ms/step | 15.6 samples/s +Step 42430/44000 | Loss: 2.9533 | LR: 1.62e-06 | 1280.3ms/step | 15.6 samples/s +Step 42440/44000 | Loss: 2.9449 | LR: 1.60e-06 | 1279.0ms/step | 15.6 samples/s +Step 42450/44000 | Loss: 2.9139 | LR: 1.58e-06 | 1281.1ms/step | 15.6 samples/s +Step 42460/44000 | Loss: 2.9241 | LR: 1.56e-06 | 1283.7ms/step | 15.6 samples/s +Step 42470/44000 | Loss: 2.9589 | LR: 1.54e-06 | 1283.8ms/step | 15.6 samples/s +Step 42480/44000 | Loss: 2.9256 | LR: 1.52e-06 | 1283.7ms/step | 15.6 samples/s +Step 42490/44000 | Loss: 2.9340 | LR: 1.50e-06 | 1286.1ms/step | 15.6 samples/s +Step 42500/44000 | Loss: 2.9019 | LR: 1.48e-06 | 1283.8ms/step | 15.6 samples/s +Validation at step 42500: Loss = 2.9386, Perplexity = 18.89 +Step 42510/44000 | Loss: 2.9433 | LR: 1.46e-06 | 3442.0ms/step | 5.8 samples/s +Step 42520/44000 | Loss: 2.9038 | LR: 1.44e-06 | 1284.8ms/step | 15.6 samples/s +Step 42530/44000 | Loss: 2.9324 | LR: 1.42e-06 | 1282.7ms/step | 15.6 samples/s +Step 42540/44000 | Loss: 2.9193 | LR: 1.40e-06 | 1283.6ms/step | 15.6 samples/s +Step 42550/44000 | Loss: 2.9373 | LR: 1.39e-06 | 1280.1ms/step | 15.6 samples/s +Step 42560/44000 | Loss: 2.9092 | LR: 1.37e-06 | 1280.5ms/step | 15.6 samples/s +Step 42570/44000 | Loss: 2.9255 | LR: 1.35e-06 | 1279.5ms/step | 15.6 samples/s +Step 42580/44000 | Loss: 2.9264 | LR: 1.33e-06 | 1279.4ms/step | 15.6 samples/s +Step 42590/44000 | Loss: 2.9108 | LR: 1.31e-06 | 1283.0ms/step | 15.6 samples/s +Step 42600/44000 | Loss: 2.9047 | LR: 1.29e-06 | 1284.4ms/step | 15.6 samples/s +Step 42610/44000 | Loss: 2.9337 | LR: 1.27e-06 | 1281.0ms/step | 15.6 samples/s +Step 42620/44000 | Loss: 2.9416 | LR: 1.25e-06 | 1283.3ms/step | 15.6 samples/s +Step 42630/44000 | Loss: 2.9115 | LR: 1.24e-06 | 1280.1ms/step | 15.6 samples/s +Step 42640/44000 | Loss: 2.9195 | LR: 1.22e-06 | 1283.0ms/step | 15.6 samples/s +Step 42650/44000 | Loss: 2.9409 | LR: 1.20e-06 | 1281.9ms/step | 15.6 samples/s +Step 42660/44000 | Loss: 2.9139 | LR: 1.18e-06 | 1283.8ms/step | 15.6 samples/s +Step 42670/44000 | Loss: 2.9111 | LR: 1.17e-06 | 1280.6ms/step | 15.6 samples/s +Step 42680/44000 | Loss: 2.9030 | LR: 1.15e-06 | 1281.8ms/step | 15.6 samples/s +Step 42690/44000 | Loss: 2.8968 | LR: 1.13e-06 | 1283.8ms/step | 15.6 samples/s +Step 42700/44000 | Loss: 2.9016 | LR: 1.11e-06 | 1283.0ms/step | 15.6 samples/s +Step 42710/44000 | Loss: 2.9396 | LR: 1.10e-06 | 1284.7ms/step | 15.6 samples/s +Step 42720/44000 | Loss: 2.9309 | LR: 1.08e-06 | 1285.3ms/step | 15.6 samples/s +Step 42730/44000 | Loss: 2.9247 | LR: 1.06e-06 | 1282.4ms/step | 15.6 samples/s +Step 42740/44000 | Loss: 2.8991 | LR: 1.05e-06 | 1281.5ms/step | 15.6 samples/s +Step 42750/44000 | Loss: 2.9086 | LR: 1.03e-06 | 1279.8ms/step | 15.6 samples/s +Validation at step 42750: Loss = 2.9387, Perplexity = 18.89 +Step 42760/44000 | Loss: 2.9238 | LR: 1.01e-06 | 3435.5ms/step | 5.8 samples/s +Step 42770/44000 | Loss: 2.9395 | LR: 9.97e-07 | 1287.2ms/step | 15.5 samples/s +Step 42780/44000 | Loss: 2.9444 | LR: 9.81e-07 | 1285.2ms/step | 15.6 samples/s +Step 42790/44000 | Loss: 2.9167 | LR: 9.65e-07 | 1284.9ms/step | 15.6 samples/s +Step 42800/44000 | Loss: 2.9105 | LR: 9.49e-07 | 1286.4ms/step | 15.5 samples/s +Step 42810/44000 | Loss: 2.9056 | LR: 9.33e-07 | 1288.7ms/step | 15.5 samples/s +Step 42820/44000 | Loss: 2.9614 | LR: 9.18e-07 | 1287.1ms/step | 15.5 samples/s +Step 42830/44000 | Loss: 2.9248 | LR: 9.02e-07 | 1284.5ms/step | 15.6 samples/s +Step 42840/44000 | Loss: 2.9353 | LR: 8.87e-07 | 1281.1ms/step | 15.6 samples/s +Step 42850/44000 | Loss: 2.9344 | LR: 8.72e-07 | 1275.6ms/step | 15.7 samples/s +Step 42860/44000 | Loss: 2.9436 | LR: 8.57e-07 | 1280.1ms/step | 15.6 samples/s +Step 42870/44000 | Loss: 2.9401 | LR: 8.42e-07 | 1280.9ms/step | 15.6 samples/s +Step 42880/44000 | Loss: 2.9285 | LR: 8.27e-07 | 1282.2ms/step | 15.6 samples/s +Step 42890/44000 | Loss: 2.8807 | LR: 8.12e-07 | 1282.1ms/step | 15.6 samples/s +Step 42900/44000 | Loss: 2.9381 | LR: 7.98e-07 | 1285.5ms/step | 15.6 samples/s +Step 42910/44000 | Loss: 2.9292 | LR: 7.83e-07 | 1286.6ms/step | 15.5 samples/s +Step 42920/44000 | Loss: 2.9107 | LR: 7.69e-07 | 1283.7ms/step | 15.6 samples/s +Step 42930/44000 | Loss: 2.9061 | LR: 7.55e-07 | 1285.2ms/step | 15.6 samples/s +Step 42940/44000 | Loss: 2.9172 | LR: 7.41e-07 | 1280.5ms/step | 15.6 samples/s +Step 42950/44000 | Loss: 2.9324 | LR: 7.27e-07 | 1277.9ms/step | 15.7 samples/s +Step 42960/44000 | Loss: 2.9252 | LR: 7.13e-07 | 1281.6ms/step | 15.6 samples/s +Step 42970/44000 | Loss: 2.9190 | LR: 6.99e-07 | 1279.9ms/step | 15.6 samples/s +Step 42980/44000 | Loss: 2.9292 | LR: 6.86e-07 | 1284.3ms/step | 15.6 samples/s +Step 42990/44000 | Loss: 2.9242 | LR: 6.72e-07 | 1282.2ms/step | 15.6 samples/s +Step 43000/44000 | Loss: 2.9169 | LR: 6.59e-07 | 1284.8ms/step | 15.6 samples/s +Validation at step 43000: Loss = 2.9386, Perplexity = 18.89 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-43000 +Step 43010/44000 | Loss: 2.9238 | LR: 6.46e-07 | 3692.6ms/step | 5.4 samples/s +Step 43020/44000 | Loss: 2.9091 | LR: 6.33e-07 | 1282.6ms/step | 15.6 samples/s +Step 43030/44000 | Loss: 2.9309 | LR: 6.20e-07 | 1283.4ms/step | 15.6 samples/s +Step 43040/44000 | Loss: 2.8934 | LR: 6.08e-07 | 1283.6ms/step | 15.6 samples/s +Step 43050/44000 | Loss: 2.9200 | LR: 5.95e-07 | 1284.4ms/step | 15.6 samples/s +Step 43060/44000 | Loss: 2.9295 | LR: 5.83e-07 | 1282.2ms/step | 15.6 samples/s +Step 43070/44000 | Loss: 2.9443 | LR: 5.70e-07 | 1282.5ms/step | 15.6 samples/s +Step 43080/44000 | Loss: 2.9189 | LR: 5.58e-07 | 1285.6ms/step | 15.6 samples/s +Step 43090/44000 | Loss: 2.9009 | LR: 5.46e-07 | 1279.8ms/step | 15.6 samples/s +Step 43100/44000 | Loss: 2.9146 | LR: 5.34e-07 | 1281.8ms/step | 15.6 samples/s +Step 43110/44000 | Loss: 2.9268 | LR: 5.22e-07 | 1281.6ms/step | 15.6 samples/s +Step 43120/44000 | Loss: 2.9390 | LR: 5.11e-07 | 1279.4ms/step | 15.6 samples/s +Step 43130/44000 | Loss: 2.9422 | LR: 4.99e-07 | 1280.5ms/step | 15.6 samples/s +Step 43140/44000 | Loss: 2.9281 | LR: 4.88e-07 | 1278.5ms/step | 15.6 samples/s +Step 43150/44000 | Loss: 2.9125 | LR: 4.76e-07 | 1284.4ms/step | 15.6 samples/s +Step 43160/44000 | Loss: 2.9111 | LR: 4.65e-07 | 1283.7ms/step | 15.6 samples/s +Step 43170/44000 | Loss: 2.8988 | LR: 4.54e-07 | 1281.7ms/step | 15.6 samples/s +Step 43180/44000 | Loss: 2.9101 | LR: 4.43e-07 | 1280.3ms/step | 15.6 samples/s +Step 43190/44000 | Loss: 2.9052 | LR: 4.33e-07 | 1283.0ms/step | 15.6 samples/s +Step 43200/44000 | Loss: 2.8941 | LR: 4.22e-07 | 1280.2ms/step | 15.6 samples/s +Step 43210/44000 | Loss: 2.9292 | LR: 4.12e-07 | 1281.0ms/step | 15.6 samples/s +Step 43220/44000 | Loss: 2.9166 | LR: 4.01e-07 | 1279.0ms/step | 15.6 samples/s +Step 43230/44000 | Loss: 2.9383 | LR: 3.91e-07 | 1280.6ms/step | 15.6 samples/s +Step 43240/44000 | Loss: 2.9351 | LR: 3.81e-07 | 1280.7ms/step | 15.6 samples/s +Step 43250/44000 | Loss: 2.9399 | LR: 3.71e-07 | 1283.2ms/step | 15.6 samples/s +Validation at step 43250: Loss = 2.9384, Perplexity = 18.89 +Step 43260/44000 | Loss: 2.9319 | LR: 3.61e-07 | 3427.7ms/step | 5.8 samples/s +Step 43270/44000 | Loss: 2.9198 | LR: 3.51e-07 | 1280.2ms/step | 15.6 samples/s +Step 43280/44000 | Loss: 2.9266 | LR: 3.42e-07 | 1279.8ms/step | 15.6 samples/s +Step 43290/44000 | Loss: 2.9107 | LR: 3.32e-07 | 1280.0ms/step | 15.6 samples/s +Step 43300/44000 | Loss: 2.9421 | LR: 3.23e-07 | 1279.8ms/step | 15.6 samples/s +Step 43310/44000 | Loss: 2.9460 | LR: 3.14e-07 | 1283.0ms/step | 15.6 samples/s +Step 43320/44000 | Loss: 2.9517 | LR: 3.05e-07 | 1282.3ms/step | 15.6 samples/s +Step 43330/44000 | Loss: 2.9127 | LR: 2.96e-07 | 1279.0ms/step | 15.6 samples/s +Step 43340/44000 | Loss: 2.9350 | LR: 2.87e-07 | 1282.5ms/step | 15.6 samples/s +Step 43350/44000 | Loss: 2.9096 | LR: 2.79e-07 | 1280.2ms/step | 15.6 samples/s +Step 43360/44000 | Loss: 2.9309 | LR: 2.70e-07 | 1280.2ms/step | 15.6 samples/s +Step 43370/44000 | Loss: 2.9350 | LR: 2.62e-07 | 1280.9ms/step | 15.6 samples/s +Step 43380/44000 | Loss: 2.9284 | LR: 2.53e-07 | 1281.9ms/step | 15.6 samples/s +Step 43390/44000 | Loss: 2.9029 | LR: 2.45e-07 | 1283.0ms/step | 15.6 samples/s +Step 43400/44000 | Loss: 2.9198 | LR: 2.37e-07 | 1282.3ms/step | 15.6 samples/s +Step 43410/44000 | Loss: 2.9188 | LR: 2.30e-07 | 1281.6ms/step | 15.6 samples/s +Step 43420/44000 | Loss: 2.8975 | LR: 2.22e-07 | 1282.0ms/step | 15.6 samples/s +Step 43430/44000 | Loss: 2.9134 | LR: 2.14e-07 | 1280.1ms/step | 15.6 samples/s +Step 43440/44000 | Loss: 2.9610 | LR: 2.07e-07 | 1279.5ms/step | 15.6 samples/s +Step 43450/44000 | Loss: 2.9411 | LR: 1.99e-07 | 1281.1ms/step | 15.6 samples/s +Step 43460/44000 | Loss: 2.9329 | LR: 1.92e-07 | 1281.6ms/step | 15.6 samples/s +Step 43470/44000 | Loss: 2.9324 | LR: 1.85e-07 | 1282.1ms/step | 15.6 samples/s +Step 43480/44000 | Loss: 2.9002 | LR: 1.78e-07 | 1284.9ms/step | 15.6 samples/s +Step 43490/44000 | Loss: 2.9199 | LR: 1.72e-07 | 1282.2ms/step | 15.6 samples/s +Step 43500/44000 | Loss: 2.9594 | LR: 1.65e-07 | 1277.7ms/step | 15.7 samples/s +Validation at step 43500: Loss = 2.9386, Perplexity = 18.89 +Step 43510/44000 | Loss: 2.9235 | LR: 1.58e-07 | 3428.1ms/step | 5.8 samples/s +Step 43520/44000 | Loss: 2.9448 | LR: 1.52e-07 | 1280.8ms/step | 15.6 samples/s +Step 43530/44000 | Loss: 2.9089 | LR: 1.46e-07 | 1282.3ms/step | 15.6 samples/s +Step 43540/44000 | Loss: 2.8966 | LR: 1.40e-07 | 1282.8ms/step | 15.6 samples/s +Step 43550/44000 | Loss: 2.9183 | LR: 1.34e-07 | 1281.3ms/step | 15.6 samples/s +Step 43560/44000 | Loss: 2.9197 | LR: 1.28e-07 | 1279.8ms/step | 15.6 samples/s +Step 43570/44000 | Loss: 2.9180 | LR: 1.22e-07 | 1278.6ms/step | 15.6 samples/s +Step 43580/44000 | Loss: 2.9429 | LR: 1.16e-07 | 1282.5ms/step | 15.6 samples/s +Step 43590/44000 | Loss: 2.9199 | LR: 1.11e-07 | 1283.8ms/step | 15.6 samples/s +Step 43600/44000 | Loss: 2.9310 | LR: 1.06e-07 | 1280.9ms/step | 15.6 samples/s +Step 43610/44000 | Loss: 2.8774 | LR: 1.00e-07 | 1281.6ms/step | 15.6 samples/s +Step 43620/44000 | Loss: 2.9151 | LR: 9.52e-08 | 1281.0ms/step | 15.6 samples/s +Step 43630/44000 | Loss: 2.9080 | LR: 9.03e-08 | 1281.5ms/step | 15.6 samples/s +Step 43640/44000 | Loss: 2.9245 | LR: 8.55e-08 | 1282.7ms/step | 15.6 samples/s +Step 43650/44000 | Loss: 2.9269 | LR: 8.08e-08 | 1279.5ms/step | 15.6 samples/s +Step 43660/44000 | Loss: 2.9284 | LR: 7.62e-08 | 1276.6ms/step | 15.7 samples/s +Step 43670/44000 | Loss: 2.9355 | LR: 7.18e-08 | 1279.2ms/step | 15.6 samples/s +Step 43680/44000 | Loss: 2.9435 | LR: 6.75e-08 | 1274.4ms/step | 15.7 samples/s +Step 43690/44000 | Loss: 2.9045 | LR: 6.34e-08 | 1278.7ms/step | 15.6 samples/s +Step 43700/44000 | Loss: 2.9239 | LR: 5.94e-08 | 1280.8ms/step | 15.6 samples/s +Step 43710/44000 | Loss: 2.9433 | LR: 5.55e-08 | 1282.1ms/step | 15.6 samples/s +Step 43720/44000 | Loss: 2.9101 | LR: 5.17e-08 | 1281.3ms/step | 15.6 samples/s +Step 43730/44000 | Loss: 2.9480 | LR: 4.81e-08 | 1281.5ms/step | 15.6 samples/s +Step 43740/44000 | Loss: 2.9557 | LR: 4.46e-08 | 1279.9ms/step | 15.6 samples/s +Step 43750/44000 | Loss: 2.9269 | LR: 4.12e-08 | 1280.7ms/step | 15.6 samples/s +Validation at step 43750: Loss = 2.9387, Perplexity = 18.89 +Step 43760/44000 | Loss: 2.9453 | LR: 3.80e-08 | 3433.7ms/step | 5.8 samples/s +Step 43770/44000 | Loss: 2.9431 | LR: 3.49e-08 | 1286.3ms/step | 15.5 samples/s +Step 43780/44000 | Loss: 2.9241 | LR: 3.19e-08 | 1283.7ms/step | 15.6 samples/s +Step 43790/44000 | Loss: 2.9135 | LR: 2.91e-08 | 1286.2ms/step | 15.5 samples/s +Step 43800/44000 | Loss: 2.9166 | LR: 2.64e-08 | 1283.0ms/step | 15.6 samples/s +Step 43810/44000 | Loss: 2.9240 | LR: 2.38e-08 | 1285.3ms/step | 15.6 samples/s +Step 43820/44000 | Loss: 2.9163 | LR: 2.14e-08 | 1286.7ms/step | 15.5 samples/s +Step 43830/44000 | Loss: 2.9386 | LR: 1.91e-08 | 1286.1ms/step | 15.6 samples/s +Step 43840/44000 | Loss: 2.9261 | LR: 1.69e-08 | 1286.3ms/step | 15.5 samples/s +Step 43850/44000 | Loss: 2.9171 | LR: 1.48e-08 | 1282.3ms/step | 15.6 samples/s +Step 43860/44000 | Loss: 2.9275 | LR: 1.29e-08 | 1282.7ms/step | 15.6 samples/s +Step 43870/44000 | Loss: 2.9426 | LR: 1.11e-08 | 1281.9ms/step | 15.6 samples/s +Step 43880/44000 | Loss: 2.9587 | LR: 9.50e-09 | 1279.4ms/step | 15.6 samples/s +Step 43890/44000 | Loss: 2.9143 | LR: 7.98e-09 | 1280.1ms/step | 15.6 samples/s +Step 43900/44000 | Loss: 2.9259 | LR: 6.60e-09 | 1282.7ms/step | 15.6 samples/s +Step 43910/44000 | Loss: 2.9282 | LR: 5.34e-09 | 1281.0ms/step | 15.6 samples/s +Step 43920/44000 | Loss: 2.9134 | LR: 4.22e-09 | 1282.3ms/step | 15.6 samples/s +Step 43930/44000 | Loss: 2.9061 | LR: 3.23e-09 | 1281.8ms/step | 15.6 samples/s +Step 43940/44000 | Loss: 2.9129 | LR: 2.37e-09 | 1281.5ms/step | 15.6 samples/s +Step 43950/44000 | Loss: 2.9279 | LR: 1.65e-09 | 1275.6ms/step | 15.7 samples/s +Step 43960/44000 | Loss: 2.9061 | LR: 1.06e-09 | 1276.0ms/step | 15.7 samples/s +Step 43970/44000 | Loss: 2.9356 | LR: 5.94e-10 | 1280.9ms/step | 15.6 samples/s +Step 43980/44000 | Loss: 2.9377 | LR: 2.64e-10 | 1280.1ms/step | 15.6 samples/s +Step 43990/44000 | Loss: 2.9309 | LR: 6.60e-11 | 1280.1ms/step | 15.6 samples/s +Step 44000/44000 | Loss: 2.9725 | LR: 0.00e+00 | 1279.4ms/step | 15.6 samples/s +Validation at step 44000: Loss = 2.9383, Perplexity = 18.88 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-44000 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-44000 diff --git a/epfl_final/SparseAtt/wandb/run-20260707_171131-304r0ilz/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260707_171131-304r0ilz/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad4c690c3e14b0f13ae055d10340b2fe379c8b39 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_171131-304r0ilz/files/requirements.txt @@ -0,0 +1,141 @@ +pip==26.0.1 +nvidia-cusparselt-cu13==0.8.0 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.7.0 +urllib3==2.6.3 +typing_extensions==4.15.0 +triton==3.6.0 +tqdm==4.67.3 +torchinfo==1.8.0 +sympy==1.14.0 +smmap==5.0.3 +six==1.17.0 +shellingham==1.5.4 +setuptools==81.0.0 +safetensors==0.7.0 +regex==2026.4.4 +PyYAML==6.0.3 +Pygments==2.20.0 +pyarrow==24.0.0 +psutil==7.2.2 +protobuf==7.34.1 +propcache==0.4.1 +platformdirs==4.9.6 +packaging==26.2 +nvidia-nvtx==13.0.85 +nvidia-nvshmem-cu13==3.4.5 +nvidia-nvjitlink==13.0.88 +nvidia-nccl-cu13==2.28.9 +nvidia-curand==10.4.0.35 +nvidia-cufile==1.15.1.6 +nvidia-cuda-runtime==13.0.96 +nvidia-cuda-nvrtc==13.0.88 +nvidia-cuda-cupti==13.0.85 +nvidia-cublas==13.1.0.3 +numpy==2.4.4 +networkx==3.6.1 +multidict==6.7.1 +mdurl==0.1.2 +MarkupSafe==3.0.3 +idna==3.13 +hf-xet==1.4.3 +h11==0.16.0 +fsspec==2026.2.0 +frozenlist==1.8.0 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request","total_files":4,"history_offset":4397,"history_lines":1,"events_offset":5510,"events_lines":3,"console_offset":3204,"console_lines":1} +{"time":"2026-07-08T04:40:48.530130088Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"} +{"time":"2026-07-08T04:41:03.026470483Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":4398,"history_lines":1,"events_offset":5513,"events_lines":2,"console_offset":3205,"console_lines":1} +{"time":"2026-07-08T04:41:03.488885908Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"} +{"time":"2026-07-08T04:41:18.02667591Z","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":5515,"events_lines":2,"console_offset":3206,"console_lines":2} +{"time":"2026-07-08T04:41:18.432081202Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"} +{"time":"2026-07-08T04:41:21.758055726Z","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"} +{"time":"2026-07-08T04:41:21.758271729Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":4399,"history_lines":1,"events_offset":5517,"events_lines":1,"console_offset":3208,"console_lines":1,"uploaded_len":3,"complete":true,"exit_code":0} +{"time":"2026-07-08T04:41:21.974546334Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"} +{"time":"2026-07-08T04:41:21.976191693Z","level":"INFO","msg":"handler: operation stats","stats":{}} +{"time":"2026-07-08T04:41:21.981758933Z","level":"INFO","msg":"stream: finishing up"} +{"time":"2026-07-08T04:41:21.981777181Z","level":"INFO","msg":"handler: closed"} +{"time":"2026-07-08T04:41:21.98319552Z","level":"INFO","msg":"sender: closed"} +{"time":"2026-07-08T04:41:21.983207358Z","level":"INFO","msg":"stream: all finished"} diff --git a/epfl_final/SparseAtt/wandb/run-20260707_171131-304r0ilz/logs/debug.log b/epfl_final/SparseAtt/wandb/run-20260707_171131-304r0ilz/logs/debug.log new file mode 100644 index 0000000000000000000000000000000000000000..156f092b2cf2e392329be06a0dd5680b6edb3cb3 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_171131-304r0ilz/logs/debug.log @@ -0,0 +1,25 @@ +2026-07-07 17:11:31,740 INFO MainThread:420 [wandb_setup.py:_flush():81] Current SDK version is 0.26.1 +2026-07-07 17:11:31,740 INFO MainThread:420 [wandb_setup.py:_flush():81] Configure stats pid to 420 +2026-07-07 17:11:31,740 INFO MainThread:420 [wandb_setup.py:_flush():81] Loading settings from environment variables +2026-07-07 17:11:31,740 INFO MainThread:420 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260707_171131-304r0ilz/logs/debug.log +2026-07-07 17:11:31,740 INFO MainThread:420 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260707_171131-304r0ilz/logs/debug-internal.log +2026-07-07 17:11:31,740 INFO MainThread:420 [wandb_init.py:init():850] calling init triggers +2026-07-07 17:11:31,740 INFO MainThread:420 [wandb_init.py:init():855] wandb.init called with sweep_config: {} +config: {'model_path': '/mloscratch/homes/navasard/qwen3_06b_base', 'model_dtype': 'bfloat16', 'init_from_scratch': True, 'train_path': '/mloscratch/homes/navasard/data/fineweb_large/tokenized', 'val_path': None, 'max_seq_length': 8192, 'num_workers': 8, 'output_dir': '/mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554', 'resume_from_checkpoint': '/mloscratch/homes/navasard/sparse/checkpoints/l8k365m_resampled/run_20260707_034554/checkpoint-14000', 'force_new_run': False, 'num_epochs': 1, 'max_steps': 44000, 'per_device_batch_size': 2, 'gradient_accumulation_steps': 10, 'learning_rate': 0.0005, 'weight_decay': 0.01, 'warmup_steps': 750, 'lr_scheduler': 'cosine', 'max_grad_norm': 1.0, 'save_steps': 1000, 'eval_steps': 250, 'eval_batches': 50, 'logging_steps': 10, 'seed': 42, 'verbose': True, 'checkpoint_activations': False, 'strategy': 'ddp', 'mixed_precision': 'bf16', 'wandb_enabled': True, 'wandb_project': 'stochastic_sparsity', 'wandb_name': '365m resampled 8k nrb31', 'wandb_tags': ['qwen3', '365m', '8k', 'scaleladder', 'resampled'], 'hidden_size': 768, 'intermediate_size': 3072, 'num_attention_heads': 6, 'num_key_value_heads': 2, 'num_hidden_layers': 28, 'head_dim': None, '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_32', 'sparse_mask_seed': 0, 'dense_mode': False, 'dense_step_intervals': None, '_wandb': {}} +2026-07-07 17:11:31,740 INFO MainThread:420 [wandb_init.py:init():898] starting backend +2026-07-07 17:11:32,008 INFO MainThread:420 [wandb_init.py:init():913] sending inform_init request +2026-07-07 17:11:32,376 INFO MainThread:420 [wandb_init.py:init():918] backend started and connected +2026-07-07 17:11:32,378 INFO MainThread:420 [wandb_init.py:init():988] updated telemetry +2026-07-07 17:11:32,396 INFO MainThread:420 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout +2026-07-07 17:11:33,015 INFO MainThread:420 [wandb_init.py:init():1051] run resumed +2026-07-07 17:11:33,017 INFO MainThread:420 [wandb_init.py:init():1056] starting run threads in backend +2026-07-07 17:11:33,296 INFO MainThread:420 [wandb_run.py:_console_start():2554] atexit reg +2026-07-07 17:11:33,296 INFO MainThread:420 [wandb_run.py:_redirect():2403] redirect: wrap_raw +2026-07-07 17:11:33,296 INFO MainThread:420 [wandb_run.py:_redirect():2472] Wrapping output streams. +2026-07-07 17:11:33,296 INFO MainThread:420 [wandb_run.py:_redirect():2495] Redirects installed. +2026-07-07 17:11:33,302 INFO MainThread:420 [wandb_init.py:init():1094] run started, returning control to user process +2026-07-08 04:41:20,512 INFO MainThread:420 [wandb_run.py:_finish():2321] finishing run ruben-navasardyan4869-epfl/stochastic_sparsity/304r0ilz +2026-07-08 04:41:20,513 INFO MainThread:420 [wandb_run.py:_atexit_cleanup():2520] got exitcode: 0 +2026-07-08 04:41:20,513 INFO MainThread:420 [wandb_run.py:_restore():2502] restore +2026-07-08 04:41:20,513 INFO MainThread:420 [wandb_run.py:_restore():2508] restore done +2026-07-08 04:41:21,979 INFO MainThread:420 [wandb_run.py:_footer_sync_info():3889] logging synced files diff --git a/epfl_final/SparseAtt/wandb/run-20260707_171131-304r0ilz/run-304r0ilz.wandb b/epfl_final/SparseAtt/wandb/run-20260707_171131-304r0ilz/run-304r0ilz.wandb new file mode 100644 index 0000000000000000000000000000000000000000..7132a0cf5294fe690dd37fde368b93993766eb1e --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260707_171131-304r0ilz/run-304r0ilz.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bcc2351b898ff2a8faebbabbdbd19f0c98e171fe43317be04bfa0500ca90f7f6 +size 15331216 diff --git a/epfl_final/SparseAtt/wandb/run-20260708_045920-qlqhc3gy/files/output.log b/epfl_final/SparseAtt/wandb/run-20260708_045920-qlqhc3gy/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..bbc676af0caf7891e1e903ff483ae3d89436e5f1 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260708_045920-qlqhc3gy/files/output.log @@ -0,0 +1,235 @@ +Starting training... +Validation at step 41000: Loss = 2.8935, Perplexity = 18.06 +wandb: WARNING Tried to log to step 41000 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Switching attention mode for step 41001: dense (dense step interval) +Step 41010/44000 | Loss: 2.8830 | LR: 5.87e-06 | 72705.1ms/step | 0.3 samples/s +wandb: WARNING Tried to log to step 41010 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41020/44000 | Loss: 2.8841 | LR: 5.83e-06 | 1378.2ms/step | 14.5 samples/s +wandb: WARNING Tried to log to step 41020 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41030/44000 | Loss: 2.9077 | LR: 5.80e-06 | 1378.7ms/step | 14.5 samples/s +wandb: WARNING Tried to log to step 41030 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41040/44000 | Loss: 2.8674 | LR: 5.76e-06 | 1382.7ms/step | 14.5 samples/s +wandb: WARNING Tried to log to step 41040 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41050/44000 | Loss: 2.8637 | LR: 5.72e-06 | 1384.4ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41050 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41060/44000 | Loss: 2.8630 | LR: 5.68e-06 | 1382.8ms/step | 14.5 samples/s +wandb: WARNING Tried to log to step 41060 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41070/44000 | Loss: 2.8783 | LR: 5.64e-06 | 1387.2ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41070 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41080/44000 | Loss: 2.8739 | LR: 5.60e-06 | 1384.3ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41080 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41090/44000 | Loss: 2.8919 | LR: 5.56e-06 | 1385.1ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41090 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41100/44000 | Loss: 2.8743 | LR: 5.53e-06 | 1384.7ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41100 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41110/44000 | Loss: 2.8836 | LR: 5.49e-06 | 1388.0ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41110 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41120/44000 | Loss: 2.8531 | LR: 5.45e-06 | 1388.0ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41120 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41130/44000 | Loss: 2.8677 | LR: 5.41e-06 | 1386.2ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41130 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41140/44000 | Loss: 2.8631 | LR: 5.38e-06 | 1385.5ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41140 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41150/44000 | Loss: 2.8616 | LR: 5.34e-06 | 1388.3ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41150 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41160/44000 | Loss: 2.8721 | LR: 5.30e-06 | 1388.0ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41160 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41170/44000 | Loss: 2.8751 | LR: 5.26e-06 | 1386.8ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41170 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41180/44000 | Loss: 2.8789 | LR: 5.23e-06 | 1387.4ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41180 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41190/44000 | Loss: 2.8825 | LR: 5.19e-06 | 1387.6ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41190 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41200/44000 | Loss: 2.8272 | LR: 5.15e-06 | 1387.6ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41200 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41210/44000 | Loss: 2.8894 | LR: 5.12e-06 | 1388.4ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41210 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41220/44000 | Loss: 2.8786 | LR: 5.08e-06 | 1388.1ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41220 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41230/44000 | Loss: 2.8999 | LR: 5.04e-06 | 1385.5ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41230 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41240/44000 | Loss: 2.8691 | LR: 5.01e-06 | 1386.3ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41240 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41250/44000 | Loss: 2.8575 | LR: 4.97e-06 | 1386.4ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41250 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 41250: Loss = 2.8964, Perplexity = 18.11 +Step 41260/44000 | Loss: 2.8636 | LR: 4.94e-06 | 3599.9ms/step | 5.6 samples/s +wandb: WARNING Tried to log to step 41260 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41270/44000 | Loss: 2.8639 | LR: 4.90e-06 | 1395.9ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 41270 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41280/44000 | Loss: 2.8776 | LR: 4.86e-06 | 1397.4ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 41280 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41290/44000 | Loss: 2.8910 | LR: 4.83e-06 | 1392.4ms/step | 14.4 samples/s +wandb: WARNING Tried to log to step 41290 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41300/44000 | Loss: 2.8666 | LR: 4.79e-06 | 1394.1ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 41300 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41310/44000 | Loss: 2.8688 | LR: 4.76e-06 | 1394.6ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 41310 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41320/44000 | Loss: 2.8846 | LR: 4.72e-06 | 1395.5ms/step | 14.3 samples/s +wandb: WARNING Tried to log to step 41320 that is less than the current step 41321. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 41330/44000 | Loss: 2.8830 | LR: 4.69e-06 | 1398.5ms/step | 14.3 samples/s +Step 41340/44000 | Loss: 2.8774 | LR: 4.65e-06 | 1399.8ms/step | 14.3 samples/s +Step 41350/44000 | Loss: 2.8814 | LR: 4.62e-06 | 1399.9ms/step | 14.3 samples/s +Step 41360/44000 | Loss: 2.8783 | LR: 4.58e-06 | 1397.8ms/step | 14.3 samples/s +Step 41370/44000 | Loss: 2.8751 | LR: 4.55e-06 | 1399.9ms/step | 14.3 samples/s +Step 41380/44000 | Loss: 2.8753 | LR: 4.51e-06 | 1400.2ms/step | 14.3 samples/s +Step 41390/44000 | Loss: 2.8803 | LR: 4.48e-06 | 1398.1ms/step | 14.3 samples/s +Step 41400/44000 | Loss: 2.8622 | LR: 4.45e-06 | 1399.9ms/step | 14.3 samples/s +Step 41410/44000 | Loss: 2.8952 | LR: 4.41e-06 | 1400.0ms/step | 14.3 samples/s +Step 41420/44000 | Loss: 2.9003 | LR: 4.38e-06 | 1400.0ms/step | 14.3 samples/s +Step 41430/44000 | Loss: 2.8942 | LR: 4.34e-06 | 1400.1ms/step | 14.3 samples/s +Step 41440/44000 | Loss: 2.8893 | LR: 4.31e-06 | 1400.2ms/step | 14.3 samples/s +Step 41450/44000 | Loss: 2.8893 | LR: 4.28e-06 | 1397.7ms/step | 14.3 samples/s +Step 41460/44000 | Loss: 2.8877 | LR: 4.24e-06 | 1399.8ms/step | 14.3 samples/s +Step 41470/44000 | Loss: 2.8502 | LR: 4.21e-06 | 1399.9ms/step | 14.3 samples/s +Step 41480/44000 | Loss: 2.9006 | LR: 4.18e-06 | 1398.2ms/step | 14.3 samples/s +Step 41490/44000 | Loss: 2.8452 | LR: 4.14e-06 | 1398.0ms/step | 14.3 samples/s +Step 41500/44000 | Loss: 2.8632 | LR: 4.11e-06 | 1395.5ms/step | 14.3 samples/s +Validation at step 41500: Loss = 2.8957, Perplexity = 18.10 +Step 41510/44000 | Loss: 2.8852 | LR: 4.08e-06 | 3608.6ms/step | 5.5 samples/s +Step 41520/44000 | Loss: 2.8848 | LR: 4.05e-06 | 1400.0ms/step | 14.3 samples/s +Step 41530/44000 | Loss: 2.8956 | LR: 4.01e-06 | 1399.9ms/step | 14.3 samples/s +Step 41540/44000 | Loss: 2.8755 | LR: 3.98e-06 | 1398.0ms/step | 14.3 samples/s +Step 41550/44000 | Loss: 2.8957 | LR: 3.95e-06 | 1397.9ms/step | 14.3 samples/s +Step 41560/44000 | Loss: 2.8824 | LR: 3.92e-06 | 1398.5ms/step | 14.3 samples/s +Step 41570/44000 | Loss: 2.8392 | LR: 3.88e-06 | 1399.5ms/step | 14.3 samples/s +Step 41580/44000 | Loss: 2.8638 | LR: 3.85e-06 | 1399.9ms/step | 14.3 samples/s +Step 41590/44000 | Loss: 2.9169 | LR: 3.82e-06 | 1399.9ms/step | 14.3 samples/s +Step 41600/44000 | Loss: 2.8774 | LR: 3.79e-06 | 1400.3ms/step | 14.3 samples/s +Step 41610/44000 | Loss: 2.8550 | LR: 3.76e-06 | 1400.2ms/step | 14.3 samples/s +Step 41620/44000 | Loss: 2.8866 | LR: 3.73e-06 | 1397.6ms/step | 14.3 samples/s +Step 41630/44000 | Loss: 2.9064 | LR: 3.70e-06 | 1398.2ms/step | 14.3 samples/s +Step 41640/44000 | Loss: 2.8708 | LR: 3.66e-06 | 1395.8ms/step | 14.3 samples/s +Step 41650/44000 | Loss: 2.8892 | LR: 3.63e-06 | 1396.9ms/step | 14.3 samples/s +Step 41660/44000 | Loss: 2.8436 | LR: 3.60e-06 | 1399.3ms/step | 14.3 samples/s +Step 41670/44000 | Loss: 2.8685 | LR: 3.57e-06 | 1396.1ms/step | 14.3 samples/s +Step 41680/44000 | Loss: 2.9064 | LR: 3.54e-06 | 1398.6ms/step | 14.3 samples/s +Step 41690/44000 | Loss: 2.8932 | LR: 3.51e-06 | 1399.6ms/step | 14.3 samples/s +Step 41700/44000 | Loss: 2.8826 | LR: 3.48e-06 | 1397.9ms/step | 14.3 samples/s +Step 41710/44000 | Loss: 2.8852 | LR: 3.45e-06 | 1397.6ms/step | 14.3 samples/s +Step 41720/44000 | Loss: 2.8716 | LR: 3.42e-06 | 1398.7ms/step | 14.3 samples/s +Step 41730/44000 | Loss: 2.8885 | LR: 3.39e-06 | 1396.9ms/step | 14.3 samples/s +Step 41740/44000 | Loss: 2.8730 | LR: 3.36e-06 | 1394.7ms/step | 14.3 samples/s +Step 41750/44000 | Loss: 2.8644 | LR: 3.33e-06 | 1396.2ms/step | 14.3 samples/s +Validation at step 41750: Loss = 2.8955, Perplexity = 18.09 +Step 41760/44000 | Loss: 2.8922 | LR: 3.30e-06 | 3605.9ms/step | 5.5 samples/s +Step 41770/44000 | Loss: 2.8848 | LR: 3.27e-06 | 1400.2ms/step | 14.3 samples/s +Step 41780/44000 | Loss: 2.8771 | LR: 3.24e-06 | 1399.9ms/step | 14.3 samples/s +Step 41790/44000 | Loss: 2.8795 | LR: 3.21e-06 | 1398.4ms/step | 14.3 samples/s +Step 41800/44000 | Loss: 2.9094 | LR: 3.19e-06 | 1399.4ms/step | 14.3 samples/s +Step 41810/44000 | Loss: 2.8947 | LR: 3.16e-06 | 1400.0ms/step | 14.3 samples/s +Step 41820/44000 | Loss: 2.8932 | LR: 3.13e-06 | 1398.6ms/step | 14.3 samples/s +Step 41830/44000 | Loss: 2.8873 | LR: 3.10e-06 | 1399.7ms/step | 14.3 samples/s +Step 41840/44000 | Loss: 2.8630 | LR: 3.07e-06 | 1398.1ms/step | 14.3 samples/s +Step 41850/44000 | Loss: 2.8938 | LR: 3.04e-06 | 1399.7ms/step | 14.3 samples/s +Step 41860/44000 | Loss: 2.8598 | LR: 3.01e-06 | 1398.1ms/step | 14.3 samples/s +Step 41870/44000 | Loss: 2.8600 | LR: 2.99e-06 | 1397.9ms/step | 14.3 samples/s +Step 41880/44000 | Loss: 2.8726 | LR: 2.96e-06 | 1399.5ms/step | 14.3 samples/s +Step 41890/44000 | Loss: 2.8900 | LR: 2.93e-06 | 1396.4ms/step | 14.3 samples/s +Step 41900/44000 | Loss: 2.8912 | LR: 2.90e-06 | 1396.2ms/step | 14.3 samples/s +Step 41910/44000 | Loss: 2.8584 | LR: 2.88e-06 | 1398.3ms/step | 14.3 samples/s +Step 41920/44000 | Loss: 2.8649 | LR: 2.85e-06 | 1399.6ms/step | 14.3 samples/s +Step 41930/44000 | Loss: 2.8647 | LR: 2.82e-06 | 1398.6ms/step | 14.3 samples/s +Step 41940/44000 | Loss: 2.8775 | LR: 2.79e-06 | 1399.8ms/step | 14.3 samples/s +Step 41950/44000 | Loss: 2.8947 | LR: 2.77e-06 | 1399.9ms/step | 14.3 samples/s +Step 41960/44000 | Loss: 2.8844 | LR: 2.74e-06 | 1399.8ms/step | 14.3 samples/s +Step 41970/44000 | Loss: 2.8521 | LR: 2.71e-06 | 1400.3ms/step | 14.3 samples/s +Step 41980/44000 | Loss: 2.8934 | LR: 2.69e-06 | 1399.7ms/step | 14.3 samples/s +Step 41990/44000 | Loss: 2.8872 | LR: 2.66e-06 | 1400.2ms/step | 14.3 samples/s +Step 42000/44000 | Loss: 2.8674 | LR: 2.63e-06 | 1399.8ms/step | 14.3 samples/s +Validation at step 42000: Loss = 2.8955, Perplexity = 18.09 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-42000 +Step 42010/44000 | Loss: 2.8728 | LR: 2.61e-06 | 3947.4ms/step | 5.1 samples/s +Step 42020/44000 | Loss: 2.8740 | LR: 2.58e-06 | 1387.7ms/step | 14.4 samples/s +Step 42030/44000 | Loss: 2.9064 | LR: 2.56e-06 | 1386.0ms/step | 14.4 samples/s +Step 42040/44000 | Loss: 2.8997 | LR: 2.53e-06 | 1387.4ms/step | 14.4 samples/s +Step 42050/44000 | Loss: 2.9047 | LR: 2.50e-06 | 1387.6ms/step | 14.4 samples/s +Step 42060/44000 | Loss: 2.8732 | LR: 2.48e-06 | 1387.6ms/step | 14.4 samples/s +Step 42070/44000 | Loss: 2.8942 | LR: 2.45e-06 | 1388.5ms/step | 14.4 samples/s +Step 42080/44000 | Loss: 2.8655 | LR: 2.43e-06 | 1400.2ms/step | 14.3 samples/s +Step 42090/44000 | Loss: 2.8531 | LR: 2.40e-06 | 1392.0ms/step | 14.4 samples/s +Step 42100/44000 | Loss: 2.8703 | LR: 2.38e-06 | 1383.8ms/step | 14.5 samples/s +Step 42110/44000 | Loss: 2.8540 | LR: 2.35e-06 | 1390.4ms/step | 14.4 samples/s +Step 42120/44000 | Loss: 2.8734 | LR: 2.33e-06 | 1389.7ms/step | 14.4 samples/s +Step 42130/44000 | Loss: 2.8712 | LR: 2.30e-06 | 1385.4ms/step | 14.4 samples/s +Step 42140/44000 | Loss: 2.8697 | LR: 2.28e-06 | 1384.9ms/step | 14.4 samples/s +Step 42150/44000 | Loss: 2.8552 | LR: 2.25e-06 | 1385.8ms/step | 14.4 samples/s +Step 42160/44000 | Loss: 2.8535 | LR: 2.23e-06 | 1389.3ms/step | 14.4 samples/s +Step 42170/44000 | Loss: 2.8419 | LR: 2.21e-06 | 1386.3ms/step | 14.4 samples/s +Step 42180/44000 | Loss: 2.8625 | LR: 2.18e-06 | 1383.7ms/step | 14.5 samples/s +Step 42190/44000 | Loss: 2.8945 | LR: 2.16e-06 | 1384.8ms/step | 14.4 samples/s +Step 42200/44000 | Loss: 2.8659 | LR: 2.13e-06 | 1391.9ms/step | 14.4 samples/s +Step 42210/44000 | Loss: 2.8400 | LR: 2.11e-06 | 1394.3ms/step | 14.3 samples/s +Step 42220/44000 | Loss: 2.8939 | LR: 2.09e-06 | 1389.2ms/step | 14.4 samples/s +Step 42230/44000 | Loss: 2.8788 | LR: 2.06e-06 | 1386.2ms/step | 14.4 samples/s +Step 42240/44000 | Loss: 2.9296 | LR: 2.04e-06 | 1384.1ms/step | 14.4 samples/s +Step 42250/44000 | Loss: 2.8619 | LR: 2.02e-06 | 1386.7ms/step | 14.4 samples/s +Validation at step 42250: Loss = 2.8954, Perplexity = 18.09 +Step 42260/44000 | Loss: 2.8622 | LR: 1.99e-06 | 3581.7ms/step | 5.6 samples/s +Step 42270/44000 | Loss: 2.8559 | LR: 1.97e-06 | 1387.6ms/step | 14.4 samples/s +Step 42280/44000 | Loss: 2.8763 | LR: 1.95e-06 | 1384.4ms/step | 14.4 samples/s +Step 42290/44000 | Loss: 2.8733 | LR: 1.93e-06 | 1386.8ms/step | 14.4 samples/s +Step 42300/44000 | Loss: 2.8489 | LR: 1.90e-06 | 1388.0ms/step | 14.4 samples/s +Step 42310/44000 | Loss: 2.8729 | LR: 1.88e-06 | 1384.8ms/step | 14.4 samples/s +Step 42320/44000 | Loss: 2.8861 | LR: 1.86e-06 | 1384.6ms/step | 14.4 samples/s +Step 42330/44000 | Loss: 2.8642 | LR: 1.84e-06 | 1387.6ms/step | 14.4 samples/s +Step 42340/44000 | Loss: 2.8426 | LR: 1.82e-06 | 1390.0ms/step | 14.4 samples/s +Step 42350/44000 | Loss: 2.9020 | LR: 1.79e-06 | 1388.0ms/step | 14.4 samples/s +Step 42360/44000 | Loss: 2.8807 | LR: 1.77e-06 | 1393.1ms/step | 14.4 samples/s +Step 42370/44000 | Loss: 2.8975 | LR: 1.75e-06 | 1388.5ms/step | 14.4 samples/s +Step 42380/44000 | Loss: 2.8723 | LR: 1.73e-06 | 1386.5ms/step | 14.4 samples/s +Step 42390/44000 | Loss: 2.8710 | LR: 1.71e-06 | 1392.0ms/step | 14.4 samples/s +Step 42400/44000 | Loss: 2.8511 | LR: 1.69e-06 | 1386.2ms/step | 14.4 samples/s +Step 42410/44000 | Loss: 2.8969 | LR: 1.67e-06 | 1388.0ms/step | 14.4 samples/s +Step 42420/44000 | Loss: 2.8742 | LR: 1.64e-06 | 1385.4ms/step | 14.4 samples/s +Step 42430/44000 | Loss: 2.8785 | LR: 1.62e-06 | 1384.8ms/step | 14.4 samples/s +Step 42440/44000 | Loss: 2.8696 | LR: 1.60e-06 | 1382.7ms/step | 14.5 samples/s +Step 42450/44000 | Loss: 2.8940 | LR: 1.58e-06 | 1385.2ms/step | 14.4 samples/s +Step 42460/44000 | Loss: 2.8793 | LR: 1.56e-06 | 1387.0ms/step | 14.4 samples/s +Step 42470/44000 | Loss: 2.8719 | LR: 1.54e-06 | 1390.2ms/step | 14.4 samples/s +Step 42480/44000 | Loss: 2.8585 | LR: 1.52e-06 | 1389.2ms/step | 14.4 samples/s +Step 42490/44000 | Loss: 2.8795 | LR: 1.50e-06 | 1385.3ms/step | 14.4 samples/s +Step 42500/44000 | Loss: 2.8770 | LR: 1.48e-06 | 1389.9ms/step | 14.4 samples/s +Validation at step 42500: Loss = 2.8954, Perplexity = 18.09 +Step 42510/44000 | Loss: 2.8447 | LR: 1.46e-06 | 3592.1ms/step | 5.6 samples/s +Step 42520/44000 | Loss: 2.8645 | LR: 1.44e-06 | 1392.2ms/step | 14.4 samples/s +Step 42530/44000 | Loss: 2.8844 | LR: 1.42e-06 | 1386.8ms/step | 14.4 samples/s +Step 42540/44000 | Loss: 2.8400 | LR: 1.40e-06 | 1386.1ms/step | 14.4 samples/s +Step 42550/44000 | Loss: 2.8698 | LR: 1.39e-06 | 1387.0ms/step | 14.4 samples/s +Step 42560/44000 | Loss: 2.8698 | LR: 1.37e-06 | 1389.7ms/step | 14.4 samples/s +Step 42570/44000 | Loss: 2.8830 | LR: 1.35e-06 | 1384.5ms/step | 14.4 samples/s +Step 42580/44000 | Loss: 2.8726 | LR: 1.33e-06 | 1388.8ms/step | 14.4 samples/s +Step 42590/44000 | Loss: 2.9030 | LR: 1.31e-06 | 1387.0ms/step | 14.4 samples/s +Step 42600/44000 | Loss: 2.8863 | LR: 1.29e-06 | 1388.9ms/step | 14.4 samples/s +Step 42610/44000 | Loss: 2.8716 | LR: 1.27e-06 | 1390.2ms/step | 14.4 samples/s +Step 42620/44000 | Loss: 2.8781 | LR: 1.25e-06 | 1387.0ms/step | 14.4 samples/s +Step 42630/44000 | Loss: 2.8735 | LR: 1.24e-06 | 1389.7ms/step | 14.4 samples/s +Step 42640/44000 | Loss: 2.8528 | LR: 1.22e-06 | 1390.2ms/step | 14.4 samples/s +Step 42650/44000 | Loss: 2.8994 | LR: 1.20e-06 | 1389.3ms/step | 14.4 samples/s +Step 42660/44000 | Loss: 2.8708 | LR: 1.18e-06 | 1387.0ms/step | 14.4 samples/s +Step 42670/44000 | Loss: 2.8850 | LR: 1.17e-06 | 1387.5ms/step | 14.4 samples/s +Step 42680/44000 | Loss: 2.9027 | LR: 1.15e-06 | 1384.3ms/step | 14.4 samples/s +Step 42690/44000 | Loss: 2.8479 | LR: 1.13e-06 | 1387.4ms/step | 14.4 samples/s +Step 42700/44000 | Loss: 2.8548 | LR: 1.11e-06 | 1388.8ms/step | 14.4 samples/s +Step 42710/44000 | Loss: 2.8389 | LR: 1.10e-06 | 1383.9ms/step | 14.5 samples/s +Step 42720/44000 | Loss: 2.8882 | LR: 1.08e-06 | 1382.8ms/step | 14.5 samples/s +Step 42730/44000 | Loss: 2.9049 | LR: 1.06e-06 | 1384.8ms/step | 14.4 samples/s +Step 42740/44000 | Loss: 2.8926 | LR: 1.05e-06 | 1385.1ms/step | 14.4 samples/s +Step 42750/44000 | Loss: 2.8839 | LR: 1.03e-06 | 1395.3ms/step | 14.3 samples/s +Validation at step 42750: Loss = 2.8954, Perplexity = 18.09 +Step 42760/44000 | Loss: 2.8667 | LR: 1.01e-06 | 3610.1ms/step | 5.5 samples/s +Step 42770/44000 | Loss: 2.8719 | LR: 9.97e-07 | 1403.3ms/step | 14.3 samples/s +Step 42780/44000 | Loss: 2.8468 | LR: 9.81e-07 | 1400.8ms/step | 14.3 samples/s +Step 42790/44000 | Loss: 2.8360 | LR: 9.65e-07 | 1398.2ms/step | 14.3 samples/s +Step 42800/44000 | Loss: 2.8706 | LR: 9.49e-07 | 1399.6ms/step | 14.3 samples/s +Step 42810/44000 | Loss: 2.8880 | LR: 9.33e-07 | 1394.4ms/step | 14.3 samples/s +Step 42820/44000 | Loss: 2.8811 | LR: 9.18e-07 | 1400.2ms/step | 14.3 samples/s +Step 42830/44000 | Loss: 2.8996 | LR: 9.02e-07 | 1399.3ms/step | 14.3 samples/s +Step 42840/44000 | Loss: 2.8647 | LR: 8.87e-07 | 1397.8ms/step | 14.3 samples/s +Step 42850/44000 | Loss: 2.8710 | LR: 8.72e-07 | 1395.6ms/step | 14.3 samples/s +Step 42860/44000 | Loss: 2.8771 | LR: 8.57e-07 | 1398.9ms/step | 14.3 samples/s +Step 42870/44000 | Loss: 2.8788 | LR: 8.42e-07 | 1399.9ms/step | 14.3 samples/s +Step 42880/44000 | Loss: 2.8910 | LR: 8.27e-07 | 1397.9ms/step | 14.3 samples/s +Step 42890/44000 | Loss: 2.8835 | LR: 8.12e-07 | 1400.2ms/step | 14.3 samples/s +Step 42900/44000 | Loss: 2.8589 | LR: 7.98e-07 | 1399.8ms/step | 14.3 samples/s +Step 42910/44000 | Loss: 2.8613 | LR: 7.83e-07 | 1398.0ms/step | 14.3 samples/s diff --git a/epfl_final/SparseAtt/wandb/run-20260708_045920-qlqhc3gy/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260708_045920-qlqhc3gy/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad4c690c3e14b0f13ae055d10340b2fe379c8b39 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260708_045920-qlqhc3gy/files/requirements.txt @@ -0,0 +1,141 @@ +pip==26.0.1 +nvidia-cusparselt-cu13==0.8.0 +mpmath==1.3.0 +cuda-toolkit==13.0.2 +zstandard==0.25.0 +xxhash==3.7.0 +urllib3==2.6.3 +typing_extensions==4.15.0 +triton==3.6.0 +tqdm==4.67.3 +torchinfo==1.8.0 +sympy==1.14.0 +smmap==5.0.3 +six==1.17.0 +shellingham==1.5.4 +setuptools==81.0.0 +safetensors==0.7.0 +regex==2026.4.4 +PyYAML==6.0.3 +Pygments==2.20.0 +pyarrow==24.0.0 +psutil==7.2.2 +protobuf==7.34.1 +propcache==0.4.1 +platformdirs==4.9.6 +packaging==26.2 +nvidia-nvtx==13.0.85 +nvidia-nvshmem-cu13==3.4.5 +nvidia-nvjitlink==13.0.88 +nvidia-nccl-cu13==2.28.9 +nvidia-curand==10.4.0.35 +nvidia-cufile==1.15.1.6 +nvidia-cuda-runtime==13.0.96 +nvidia-cuda-nvrtc==13.0.88 +nvidia-cuda-cupti==13.0.85 +nvidia-cublas==13.1.0.3 +numpy==2.4.4 +networkx==3.6.1 +multidict==6.7.1 +mdurl==0.1.2 +MarkupSafe==3.0.3 +idna==3.13 +hf-xet==1.4.3 +h11==0.16.0 +fsspec==2026.2.0 +frozenlist==1.8.0 +filelock==3.29.0 +dill==0.4.1 +cuda-pathfinder==1.5.4 +click==8.3.3 +charset-normalizer==3.4.7 +certifi==2026.4.22 +attrs==26.1.0 +annotated-types==0.7.0 +annotated-doc==0.0.4 +aiohappyeyeballs==2.6.1 +yarl==1.23.0 +typing-inspection==0.4.2 +sentry-sdk==2.58.0 +requests==2.33.1 +python-dateutil==2.9.0.post0 +pydantic_core==2.46.3 +nvidia-cusparse==12.6.3.3 +nvidia-cufft==12.0.0.61 +nvidia-cudnn-cu13==9.19.0.56 +multiprocess==0.70.19 +markdown-it-py==4.0.0 +Jinja2==3.1.6 +httpcore==1.0.9 +gitdb==4.0.12 +cuda-bindings==13.2.0 +anyio==4.13.0 +aiosignal==1.4.0 +rich==15.0.0 +pydantic==2.13.3 +pandas==3.0.2 +nvidia-cusolver==12.0.4.66 +httpx==0.28.1 +GitPython==3.1.49 +aiohttp==3.13.5 +wandb==0.26.1 +typer==0.25.1 +torch==2.11.0 +huggingface_hub==1.13.0 +tokenizers==0.22.2 +datasets==4.8.5 +accelerate==1.13.0 +transformers==5.7.0 +word2number==1.1 +sqlitedict==2.1.0 +pytz==2026.2 +threadpoolctl==3.6.0 +tcolorpy==0.1.7 +tabulate==0.10.0 +scipy==1.17.1 +portalocker==3.2.0 +pathvalidate==3.3.1 +narwhals==2.22.1 +more-itertools==11.1.0 +lxml==6.1.1 +joblib==1.5.3 +colorama==0.4.6 +chardet==6.0.0.post1 +absl-py==2.4.0 +scikit-learn==1.9.0 +sacrebleu==2.6.0 +nltk==3.9.4 +mbstrdecoder==1.1.5 +typepy==1.3.5 +rouge_score==0.1.2 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/mloscratch/homes/navasard/sparse/SparseAtt/wandb/run-20260708_054405-43sa4ouk/logs/debug-internal.log +2026-07-08 05:44:05,590 INFO MainThread:275 [wandb_init.py:init():850] calling init triggers +2026-07-08 05:44:05,590 INFO MainThread:275 [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/longctx30k/tokenized', 'val_path': None, 'max_seq_length': 30720, 'num_workers': 4, 'output_dir': '/mloscratch/homes/navasard/sparse/checkpoints/l30k1_2b_dense/run_20260708_054311', 'resume_from_checkpoint': None, 'force_new_run': False, 'num_epochs': 1, 'max_steps': None, 'per_device_batch_size': 1, 'gradient_accumulation_steps': 5, 'learning_rate': 0.0005, 'weight_decay': 0.01, 'warmup_steps': 750, 'lr_scheduler': 'cosine', 'max_grad_norm': 1.0, 'save_steps': 1000, 'eval_steps': 500, 'eval_batches': 20, 'logging_steps': 10, 'seed': 42, 'verbose': True, 'checkpoint_activations': True, 'strategy': 'ddp', 'mixed_precision': 'bf16', 'wandb_enabled': True, 'wandb_project': 'stochastic_sparsity', 'wandb_name': '1.2b dense 30k longctx', 'wandb_tags': ['qwen3', '1.2b', 'dense', '30k', 'longctx', 'b128', 'scaleladder'], 'hidden_size': 1536, 'intermediate_size': 6144, 'num_attention_heads': 12, 'num_key_value_heads': 4, 'num_hidden_layers': None, 'head_dim': None, 'attention_type': 'sparse_stochastic', 'sparse_block_size': 128, 'sparse_num_random_blocks': 120, 'sparse_mask_pool_size': 1, 'sparse_val_dense_compare': False, 'sparse_layer_indices': None, 'sparse_mask_cache_dir': None, 'sparse_mask_seed': 0, 'dense_mode': True, 'dense_step_intervals': None, '_wandb': {}} +2026-07-08 05:44:05,590 INFO MainThread:275 [wandb_init.py:init():898] starting backend +2026-07-08 05:44:06,127 INFO MainThread:275 [wandb_init.py:init():913] sending inform_init request +2026-07-08 05:44:06,650 INFO MainThread:275 [wandb_init.py:init():918] backend started and connected +2026-07-08 05:44:06,655 INFO MainThread:275 [wandb_init.py:init():988] updated telemetry +2026-07-08 05:44:06,682 INFO MainThread:275 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout +2026-07-08 05:44:07,110 INFO MainThread:275 [wandb_init.py:init():1056] starting run threads in backend +2026-07-08 05:44:07,310 INFO MainThread:275 [wandb_run.py:_console_start():2554] atexit reg +2026-07-08 05:44:07,310 INFO MainThread:275 [wandb_run.py:_redirect():2403] redirect: wrap_raw +2026-07-08 05:44:07,310 INFO MainThread:275 [wandb_run.py:_redirect():2472] Wrapping output streams. +2026-07-08 05:44:07,310 INFO MainThread:275 [wandb_run.py:_redirect():2495] Redirects installed. +2026-07-08 05:44:07,318 INFO MainThread:275 [wandb_init.py:init():1094] run started, returning control to user process diff --git a/epfl_final/SparseAtt/wandb/run-20260708_054405-43sa4ouk/run-43sa4ouk.wandb b/epfl_final/SparseAtt/wandb/run-20260708_054405-43sa4ouk/run-43sa4ouk.wandb new file mode 100644 index 0000000000000000000000000000000000000000..3c0f07fcf724a466212345420163324d414f16bb --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260708_054405-43sa4ouk/run-43sa4ouk.wandb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ba89a10ccb8462aa1b922476e5219b6fba33d0e2fb65d5b312aeb56d18a19cf2 +size 720896 diff --git a/epfl_final/SparseAtt/wandb/run-20260708_060003-qlqhc3gy/files/config.yaml b/epfl_final/SparseAtt/wandb/run-20260708_060003-qlqhc3gy/files/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2ce88199a993d7304b916de61658140f087b72c7 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260708_060003-qlqhc3gy/files/config.yaml @@ -0,0 +1,173 @@ +_wandb: + value: + cli_version: 0.26.1 + e: + ojn4wwkj2s355fjkagcq96p92b1753oj: + args: + - --config + - configs/ladder8k/dense.json + codePath: train.py + codePathLocal: train.py + cpu_count: 96 + cpu_count_logical: 192 + cudaVersion: "13.0" + disk: + /: + total: "9374931091456" + used: "3858119897088" + email: ruben.navasardyan@mail.utoronto.ca + executable: /mloscratch/homes/navasard/conda/bin/python + git: + commit: 88298c7a418622530ca5426b22b1e5ebd10ca0cb + remote: https://github.com/rubentium/TokenPrune.git + gpu: NVIDIA H100 80GB HBM3 + gpu_count: 1 + gpu_nvidia: + - architecture: Hopper + cudaCores: 16896 + memoryTotal: "85520809984" + name: NVIDIA H100 80GB HBM3 + uuid: GPU-3f5bace4-0066-71eb-863d-73a3a6d79e3b + host: h100-workspace-1-gpu-0-0 + memory: + total: "1623005732864" + os: Linux-6.8.0-124-generic-x86_64-with-glibc2.35 + program: /mloscratch/homes/navasard/sparse/SparseAtt/train.py + python: CPython 3.13.13 + root: /mloscratch/homes/navasard/sparse/SparseAtt + startedAt: "2026-07-08T06:00:03.268761Z" + writerId: ojn4wwkj2s355fjkagcq96p92b1753oj + m: [] + python_version: 3.13.13 + t: + "1": + - 1 + - 5 + - 11 + - 49 + - 51 + - 53 + - 71 + "2": + - 1 + - 5 + - 11 + - 49 + - 51 + - 53 + - 71 + "3": + - 2 + - 5 + - 13 + - 14 + - 15 + - 16 + - 61 + - 62 + "4": 3.13.13 + "5": 0.26.1 + "6": 5.7.0 + "12": 0.26.1 + "13": linux-x86_64 +attention_type: + value: sparse_stochastic +checkpoint_activations: + value: false +dense_mode: + value: true +dense_step_intervals: + value: null +eval_batches: + value: 50 +eval_steps: + value: 250 +force_new_run: + value: false +gradient_accumulation_steps: + value: 10 +head_dim: + value: null +hidden_size: + value: 768 +init_from_scratch: + value: true +intermediate_size: + value: 3072 +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: 44000 +mixed_precision: + value: bf16 +model_dtype: + value: bfloat16 +model_path: + value: /mloscratch/homes/navasard/qwen3_06b_base +num_attention_heads: + value: 6 +num_epochs: + value: 1 +num_hidden_layers: + value: 28 +num_key_value_heads: + value: 2 +num_workers: + value: 8 +output_dir: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553 +per_device_batch_size: + value: 2 +resume_from_checkpoint: + value: /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-42000 +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: 1 +sparse_mask_seed: + value: 0 +sparse_num_random_blocks: + value: 31 +sparse_val_dense_compare: + value: false +strategy: + value: ddp +train_path: + value: /mloscratch/homes/navasard/data/fineweb_large/tokenized +val_path: + value: null +verbose: + value: true +wandb_enabled: + value: true +wandb_name: + value: 365m dense 8k +wandb_project: + value: stochastic_sparsity +wandb_tags: + value: + - qwen3 + - 365m + - 8k + - scaleladder + - dense +warmup_steps: + value: 750 +weight_decay: + value: 0.01 diff --git a/epfl_final/SparseAtt/wandb/run-20260708_060003-qlqhc3gy/files/output.log b/epfl_final/SparseAtt/wandb/run-20260708_060003-qlqhc3gy/files/output.log new file mode 100644 index 0000000000000000000000000000000000000000..49c45b25cf03cc49068c4ce01d934e072d582c91 --- /dev/null +++ b/epfl_final/SparseAtt/wandb/run-20260708_060003-qlqhc3gy/files/output.log @@ -0,0 +1,304 @@ +Starting training... +Validation at step 42000: Loss = 2.8956, Perplexity = 18.09 +wandb: WARNING Tried to log to step 42000 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Switching attention mode for step 42001: dense (dense step interval) +Step 42010/44000 | Loss: 2.9026 | LR: 2.61e-06 | 58442.7ms/step | 0.3 samples/s +wandb: WARNING Tried to log to step 42010 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42020/44000 | Loss: 2.8940 | LR: 2.58e-06 | 2471.8ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42020 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42030/44000 | Loss: 2.8854 | LR: 2.56e-06 | 2472.3ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42030 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42040/44000 | Loss: 2.8688 | LR: 2.53e-06 | 2473.4ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42040 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42050/44000 | Loss: 2.8986 | LR: 2.50e-06 | 2475.4ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42050 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42060/44000 | Loss: 2.8971 | LR: 2.48e-06 | 2474.1ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42060 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42070/44000 | Loss: 2.9161 | LR: 2.45e-06 | 2473.5ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42070 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42080/44000 | Loss: 2.8754 | LR: 2.43e-06 | 2474.6ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42080 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42090/44000 | Loss: 2.8948 | LR: 2.40e-06 | 2475.4ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42090 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42100/44000 | Loss: 2.8972 | LR: 2.38e-06 | 2476.0ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42100 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42110/44000 | Loss: 2.9053 | LR: 2.35e-06 | 2475.6ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42110 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42120/44000 | Loss: 2.9192 | LR: 2.33e-06 | 2474.4ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42120 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42130/44000 | Loss: 2.8948 | LR: 2.30e-06 | 2473.3ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42130 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42140/44000 | Loss: 2.9002 | LR: 2.28e-06 | 2473.8ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42140 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42150/44000 | Loss: 2.8784 | LR: 2.25e-06 | 2474.0ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42150 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42160/44000 | Loss: 2.9180 | LR: 2.23e-06 | 2473.2ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42160 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42170/44000 | Loss: 2.9129 | LR: 2.21e-06 | 2473.5ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42170 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42180/44000 | Loss: 2.9178 | LR: 2.18e-06 | 2473.3ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42180 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42190/44000 | Loss: 2.9356 | LR: 2.16e-06 | 2473.3ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42190 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42200/44000 | Loss: 2.9144 | LR: 2.13e-06 | 2473.3ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42200 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42210/44000 | Loss: 2.8649 | LR: 2.11e-06 | 2474.5ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42210 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42220/44000 | Loss: 2.9082 | LR: 2.09e-06 | 2475.2ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42220 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42230/44000 | Loss: 2.9055 | LR: 2.06e-06 | 2474.6ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42230 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42240/44000 | Loss: 2.8562 | LR: 2.04e-06 | 2474.7ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42240 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42250/44000 | Loss: 2.8947 | LR: 2.02e-06 | 2474.9ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42250 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 42250: Loss = 2.9152, Perplexity = 18.45 +Step 42260/44000 | Loss: 2.9025 | LR: 1.99e-06 | 6679.7ms/step | 3.0 samples/s +wandb: WARNING Tried to log to step 42260 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42270/44000 | Loss: 2.9179 | LR: 1.97e-06 | 2474.1ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42270 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42280/44000 | Loss: 2.8910 | LR: 1.95e-06 | 2474.6ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42280 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42290/44000 | Loss: 2.9246 | LR: 1.93e-06 | 2474.4ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42290 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42300/44000 | Loss: 2.8877 | LR: 1.90e-06 | 2473.5ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42300 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42310/44000 | Loss: 2.9260 | LR: 1.88e-06 | 2474.1ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42310 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42320/44000 | Loss: 2.9189 | LR: 1.86e-06 | 2473.8ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42320 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42330/44000 | Loss: 2.9417 | LR: 1.84e-06 | 2474.1ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42330 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42340/44000 | Loss: 2.8960 | LR: 1.82e-06 | 2474.1ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42340 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42350/44000 | Loss: 2.8536 | LR: 1.79e-06 | 2474.2ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42350 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42360/44000 | Loss: 2.9162 | LR: 1.77e-06 | 2474.4ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42360 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42370/44000 | Loss: 2.9019 | LR: 1.75e-06 | 2473.8ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42370 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42380/44000 | Loss: 2.9031 | LR: 1.73e-06 | 2473.9ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42380 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42390/44000 | Loss: 2.9117 | LR: 1.71e-06 | 2472.9ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42390 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42400/44000 | Loss: 2.8752 | LR: 1.69e-06 | 2472.6ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42400 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42410/44000 | Loss: 2.8923 | LR: 1.67e-06 | 2477.5ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42410 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42420/44000 | Loss: 2.8904 | LR: 1.64e-06 | 2478.4ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42420 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42430/44000 | Loss: 2.8909 | LR: 1.62e-06 | 2474.9ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42430 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42440/44000 | Loss: 2.8826 | LR: 1.60e-06 | 2473.5ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42440 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42450/44000 | Loss: 2.8496 | LR: 1.58e-06 | 2472.3ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42450 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42460/44000 | Loss: 2.8867 | LR: 1.56e-06 | 2473.0ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42460 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42470/44000 | Loss: 2.8888 | LR: 1.54e-06 | 2473.8ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42470 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42480/44000 | Loss: 2.8738 | LR: 1.52e-06 | 2474.0ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42480 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42490/44000 | Loss: 2.9266 | LR: 1.50e-06 | 2474.3ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42490 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42500/44000 | Loss: 2.9400 | LR: 1.48e-06 | 2473.3ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42500 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 42500: Loss = 2.9134, Perplexity = 18.42 +Step 42510/44000 | Loss: 2.8661 | LR: 1.46e-06 | 6676.2ms/step | 3.0 samples/s +wandb: WARNING Tried to log to step 42510 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42520/44000 | Loss: 2.8836 | LR: 1.44e-06 | 2473.9ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42520 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42530/44000 | Loss: 2.8974 | LR: 1.42e-06 | 2473.8ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42530 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42540/44000 | Loss: 2.8869 | LR: 1.40e-06 | 2473.9ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42540 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42550/44000 | Loss: 2.9057 | LR: 1.39e-06 | 2473.6ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42550 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42560/44000 | Loss: 2.9137 | LR: 1.37e-06 | 2476.8ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42560 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42570/44000 | Loss: 2.9186 | LR: 1.35e-06 | 2474.4ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42570 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42580/44000 | Loss: 2.9066 | LR: 1.33e-06 | 2472.8ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42580 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42590/44000 | Loss: 2.9172 | LR: 1.31e-06 | 2473.4ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42590 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42600/44000 | Loss: 2.9135 | LR: 1.29e-06 | 2472.6ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42600 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42610/44000 | Loss: 2.8956 | LR: 1.27e-06 | 2474.9ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42610 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42620/44000 | Loss: 2.8944 | LR: 1.25e-06 | 2475.7ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42620 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42630/44000 | Loss: 2.8900 | LR: 1.24e-06 | 2474.4ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42630 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42640/44000 | Loss: 2.9035 | LR: 1.22e-06 | 2474.4ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42640 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42650/44000 | Loss: 2.8893 | LR: 1.20e-06 | 2477.1ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42650 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42660/44000 | Loss: 2.9111 | LR: 1.18e-06 | 2474.4ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42660 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42670/44000 | Loss: 2.8768 | LR: 1.17e-06 | 2473.4ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42670 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42680/44000 | Loss: 2.8596 | LR: 1.15e-06 | 2474.7ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42680 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42690/44000 | Loss: 2.8910 | LR: 1.13e-06 | 2475.0ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42690 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42700/44000 | Loss: 2.9024 | LR: 1.11e-06 | 2474.9ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42700 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42710/44000 | Loss: 2.9106 | LR: 1.10e-06 | 2475.7ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42710 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42720/44000 | Loss: 2.9081 | LR: 1.08e-06 | 2475.6ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42720 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42730/44000 | Loss: 2.8979 | LR: 1.06e-06 | 2475.9ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42730 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42740/44000 | Loss: 2.9098 | LR: 1.05e-06 | 2473.4ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42740 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42750/44000 | Loss: 2.9176 | LR: 1.03e-06 | 2474.7ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42750 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Validation at step 42750: Loss = 2.9128, Perplexity = 18.41 +Step 42760/44000 | Loss: 2.8979 | LR: 1.01e-06 | 6675.5ms/step | 3.0 samples/s +wandb: WARNING Tried to log to step 42760 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42770/44000 | Loss: 2.9136 | LR: 9.97e-07 | 2473.9ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42770 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42780/44000 | Loss: 2.8889 | LR: 9.81e-07 | 2474.6ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42780 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42790/44000 | Loss: 2.9061 | LR: 9.65e-07 | 2475.3ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42790 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42800/44000 | Loss: 2.9060 | LR: 9.49e-07 | 2474.3ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42800 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42810/44000 | Loss: 2.8747 | LR: 9.33e-07 | 2474.0ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42810 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42820/44000 | Loss: 2.9063 | LR: 9.18e-07 | 2474.3ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42820 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42830/44000 | Loss: 2.9125 | LR: 9.02e-07 | 2475.6ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42830 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42840/44000 | Loss: 2.9042 | LR: 8.87e-07 | 2474.3ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42840 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42850/44000 | Loss: 2.8695 | LR: 8.72e-07 | 2475.6ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42850 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42860/44000 | Loss: 2.8815 | LR: 8.57e-07 | 2478.8ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42860 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42870/44000 | Loss: 2.9173 | LR: 8.42e-07 | 2474.9ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42870 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42880/44000 | Loss: 2.9004 | LR: 8.27e-07 | 2472.8ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42880 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42890/44000 | Loss: 2.9127 | LR: 8.12e-07 | 2472.7ms/step | 8.1 samples/s +wandb: WARNING Tried to log to step 42890 that is less than the current step 42891. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order. +Step 42900/44000 | Loss: 2.9098 | LR: 7.98e-07 | 2472.7ms/step | 8.1 samples/s +Step 42910/44000 | Loss: 2.8639 | LR: 7.83e-07 | 2472.6ms/step | 8.1 samples/s +Step 42920/44000 | Loss: 2.8815 | LR: 7.69e-07 | 2473.5ms/step | 8.1 samples/s +Step 42930/44000 | Loss: 2.8930 | LR: 7.55e-07 | 2473.4ms/step | 8.1 samples/s +Step 42940/44000 | Loss: 2.8811 | LR: 7.41e-07 | 2473.3ms/step | 8.1 samples/s +Step 42950/44000 | Loss: 2.9038 | LR: 7.27e-07 | 2473.6ms/step | 8.1 samples/s +Step 42960/44000 | Loss: 2.8809 | LR: 7.13e-07 | 2472.9ms/step | 8.1 samples/s +Step 42970/44000 | Loss: 2.9096 | LR: 6.99e-07 | 2472.7ms/step | 8.1 samples/s +Step 42980/44000 | Loss: 2.9116 | LR: 6.86e-07 | 2472.9ms/step | 8.1 samples/s +Step 42990/44000 | Loss: 2.8679 | LR: 6.72e-07 | 2473.2ms/step | 8.1 samples/s +Step 43000/44000 | Loss: 2.8914 | LR: 6.59e-07 | 2473.3ms/step | 8.1 samples/s +Validation at step 43000: Loss = 2.9128, Perplexity = 18.41 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-43000 +Step 43010/44000 | Loss: 2.8783 | LR: 6.46e-07 | 6981.5ms/step | 2.9 samples/s +Step 43020/44000 | Loss: 2.9055 | LR: 6.33e-07 | 2473.4ms/step | 8.1 samples/s +Step 43030/44000 | Loss: 2.9116 | LR: 6.20e-07 | 2473.2ms/step | 8.1 samples/s +Step 43040/44000 | Loss: 2.8814 | LR: 6.08e-07 | 2472.8ms/step | 8.1 samples/s +Step 43050/44000 | Loss: 2.8901 | LR: 5.95e-07 | 2473.4ms/step | 8.1 samples/s +Step 43060/44000 | Loss: 2.8589 | LR: 5.83e-07 | 2473.9ms/step | 8.1 samples/s +Step 43070/44000 | Loss: 2.8816 | LR: 5.70e-07 | 2474.0ms/step | 8.1 samples/s +Step 43080/44000 | Loss: 2.8898 | LR: 5.58e-07 | 2474.0ms/step | 8.1 samples/s +Step 43090/44000 | Loss: 2.9181 | LR: 5.46e-07 | 2474.5ms/step | 8.1 samples/s +Step 43100/44000 | Loss: 2.8988 | LR: 5.34e-07 | 2473.4ms/step | 8.1 samples/s +Step 43110/44000 | Loss: 2.8700 | LR: 5.22e-07 | 2472.6ms/step | 8.1 samples/s +Step 43120/44000 | Loss: 2.8807 | LR: 5.11e-07 | 2472.0ms/step | 8.1 samples/s +Step 43130/44000 | Loss: 2.9162 | LR: 4.99e-07 | 2473.0ms/step | 8.1 samples/s +Step 43140/44000 | Loss: 2.9092 | LR: 4.88e-07 | 2472.3ms/step | 8.1 samples/s +Step 43150/44000 | Loss: 2.8604 | LR: 4.76e-07 | 2472.6ms/step | 8.1 samples/s +Step 43160/44000 | Loss: 2.8885 | LR: 4.65e-07 | 2471.5ms/step | 8.1 samples/s +Step 43170/44000 | Loss: 2.8890 | LR: 4.54e-07 | 2472.7ms/step | 8.1 samples/s +Step 43180/44000 | Loss: 2.8879 | LR: 4.43e-07 | 2474.7ms/step | 8.1 samples/s +Step 43190/44000 | Loss: 2.8875 | LR: 4.33e-07 | 2473.3ms/step | 8.1 samples/s +Step 43200/44000 | Loss: 2.9041 | LR: 4.22e-07 | 2473.3ms/step | 8.1 samples/s +Step 43210/44000 | Loss: 2.8635 | LR: 4.12e-07 | 2473.5ms/step | 8.1 samples/s +Step 43220/44000 | Loss: 2.9215 | LR: 4.01e-07 | 2473.8ms/step | 8.1 samples/s +Step 43230/44000 | Loss: 2.9011 | LR: 3.91e-07 | 2473.3ms/step | 8.1 samples/s +Step 43240/44000 | Loss: 2.9095 | LR: 3.81e-07 | 2473.7ms/step | 8.1 samples/s +Step 43250/44000 | Loss: 2.9180 | LR: 3.71e-07 | 2473.4ms/step | 8.1 samples/s +Validation at step 43250: Loss = 2.9128, Perplexity = 18.41 +Step 43260/44000 | Loss: 2.9016 | LR: 3.61e-07 | 6676.0ms/step | 3.0 samples/s +Step 43270/44000 | Loss: 2.9167 | LR: 3.51e-07 | 2472.6ms/step | 8.1 samples/s +Step 43280/44000 | Loss: 2.8757 | LR: 3.42e-07 | 2472.6ms/step | 8.1 samples/s +Step 43290/44000 | Loss: 2.8804 | LR: 3.32e-07 | 2472.1ms/step | 8.1 samples/s +Step 43300/44000 | Loss: 2.9320 | LR: 3.23e-07 | 2471.2ms/step | 8.1 samples/s +Step 43310/44000 | Loss: 2.8923 | LR: 3.14e-07 | 2471.9ms/step | 8.1 samples/s +Step 43320/44000 | Loss: 2.8882 | LR: 3.05e-07 | 2480.6ms/step | 8.1 samples/s +Step 43330/44000 | Loss: 2.9103 | LR: 2.96e-07 | 2472.7ms/step | 8.1 samples/s +Step 43340/44000 | Loss: 2.8948 | LR: 2.87e-07 | 2473.0ms/step | 8.1 samples/s +Step 43350/44000 | Loss: 2.8576 | LR: 2.79e-07 | 2473.1ms/step | 8.1 samples/s +Step 43360/44000 | Loss: 2.8828 | LR: 2.70e-07 | 2473.6ms/step | 8.1 samples/s +Step 43370/44000 | Loss: 2.8778 | LR: 2.62e-07 | 2474.4ms/step | 8.1 samples/s +Step 43380/44000 | Loss: 2.8832 | LR: 2.53e-07 | 2474.2ms/step | 8.1 samples/s +Step 43390/44000 | Loss: 2.8876 | LR: 2.45e-07 | 2473.4ms/step | 8.1 samples/s +Step 43400/44000 | Loss: 2.8796 | LR: 2.37e-07 | 2475.7ms/step | 8.1 samples/s +Step 43410/44000 | Loss: 2.8704 | LR: 2.30e-07 | 2480.9ms/step | 8.1 samples/s +Step 43420/44000 | Loss: 2.9239 | LR: 2.22e-07 | 2479.2ms/step | 8.1 samples/s +Step 43430/44000 | Loss: 2.8647 | LR: 2.14e-07 | 2482.4ms/step | 8.1 samples/s +Step 43440/44000 | Loss: 2.8877 | LR: 2.07e-07 | 2481.7ms/step | 8.1 samples/s +Step 43450/44000 | Loss: 2.8725 | LR: 1.99e-07 | 2479.4ms/step | 8.1 samples/s +Step 43460/44000 | Loss: 2.8947 | LR: 1.92e-07 | 2475.6ms/step | 8.1 samples/s +Step 43470/44000 | Loss: 2.8734 | LR: 1.85e-07 | 2477.6ms/step | 8.1 samples/s +Step 43480/44000 | Loss: 2.8769 | LR: 1.78e-07 | 2477.4ms/step | 8.1 samples/s +Step 43490/44000 | Loss: 2.9095 | LR: 1.72e-07 | 2476.5ms/step | 8.1 samples/s +Step 43500/44000 | Loss: 2.8874 | LR: 1.65e-07 | 2473.5ms/step | 8.1 samples/s +Validation at step 43500: Loss = 2.9128, Perplexity = 18.41 +Step 43510/44000 | Loss: 2.8898 | LR: 1.58e-07 | 6675.9ms/step | 3.0 samples/s +Step 43520/44000 | Loss: 2.8896 | LR: 1.52e-07 | 2471.9ms/step | 8.1 samples/s +Step 43530/44000 | Loss: 2.8807 | LR: 1.46e-07 | 2472.7ms/step | 8.1 samples/s +Step 43540/44000 | Loss: 2.8856 | LR: 1.40e-07 | 2472.7ms/step | 8.1 samples/s +Step 43550/44000 | Loss: 2.9021 | LR: 1.34e-07 | 2472.8ms/step | 8.1 samples/s +Step 43560/44000 | Loss: 2.8786 | LR: 1.28e-07 | 2473.0ms/step | 8.1 samples/s +Step 43570/44000 | Loss: 2.8951 | LR: 1.22e-07 | 2472.2ms/step | 8.1 samples/s +Step 43580/44000 | Loss: 2.9028 | LR: 1.16e-07 | 2472.8ms/step | 8.1 samples/s +Step 43590/44000 | Loss: 2.9086 | LR: 1.11e-07 | 2472.4ms/step | 8.1 samples/s +Step 43600/44000 | Loss: 2.8982 | LR: 1.06e-07 | 2472.2ms/step | 8.1 samples/s +Step 43610/44000 | Loss: 2.8895 | LR: 1.00e-07 | 2472.7ms/step | 8.1 samples/s +Step 43620/44000 | Loss: 2.8601 | LR: 9.52e-08 | 2473.7ms/step | 8.1 samples/s +Step 43630/44000 | Loss: 2.9137 | LR: 9.03e-08 | 2474.1ms/step | 8.1 samples/s +Step 43640/44000 | Loss: 2.9201 | LR: 8.55e-08 | 2479.9ms/step | 8.1 samples/s +Step 43650/44000 | Loss: 2.8716 | LR: 8.08e-08 | 2475.0ms/step | 8.1 samples/s +Step 43660/44000 | Loss: 2.8757 | LR: 7.62e-08 | 2473.3ms/step | 8.1 samples/s +Step 43670/44000 | Loss: 2.9088 | LR: 7.18e-08 | 2473.4ms/step | 8.1 samples/s +Step 43680/44000 | Loss: 2.9063 | LR: 6.75e-08 | 2476.3ms/step | 8.1 samples/s +Step 43690/44000 | Loss: 2.9049 | LR: 6.34e-08 | 2474.2ms/step | 8.1 samples/s +Step 43700/44000 | Loss: 2.9062 | LR: 5.94e-08 | 2472.7ms/step | 8.1 samples/s +Step 43710/44000 | Loss: 2.8842 | LR: 5.55e-08 | 2472.9ms/step | 8.1 samples/s +Step 43720/44000 | Loss: 2.8903 | LR: 5.17e-08 | 2472.2ms/step | 8.1 samples/s +Step 43730/44000 | Loss: 2.9026 | LR: 4.81e-08 | 2472.5ms/step | 8.1 samples/s +Step 43740/44000 | Loss: 2.8897 | LR: 4.46e-08 | 2473.9ms/step | 8.1 samples/s +Step 43750/44000 | Loss: 2.8944 | LR: 4.12e-08 | 2473.0ms/step | 8.1 samples/s +Validation at step 43750: Loss = 2.9127, Perplexity = 18.41 +Step 43760/44000 | Loss: 2.8659 | LR: 3.80e-08 | 6671.9ms/step | 3.0 samples/s +Step 43770/44000 | Loss: 2.8963 | LR: 3.49e-08 | 2475.3ms/step | 8.1 samples/s +Step 43780/44000 | Loss: 2.8845 | LR: 3.19e-08 | 2475.8ms/step | 8.1 samples/s +Step 43790/44000 | Loss: 2.9188 | LR: 2.91e-08 | 2477.7ms/step | 8.1 samples/s +Step 43800/44000 | Loss: 2.8794 | LR: 2.64e-08 | 2474.1ms/step | 8.1 samples/s +Step 43810/44000 | Loss: 2.8787 | LR: 2.38e-08 | 2474.4ms/step | 8.1 samples/s +Step 43820/44000 | Loss: 2.8945 | LR: 2.14e-08 | 2474.2ms/step | 8.1 samples/s +Step 43830/44000 | Loss: 2.8698 | LR: 1.91e-08 | 2474.8ms/step | 8.1 samples/s +Step 43840/44000 | Loss: 2.8995 | LR: 1.69e-08 | 2474.3ms/step | 8.1 samples/s +Step 43850/44000 | Loss: 2.8989 | LR: 1.48e-08 | 2474.5ms/step | 8.1 samples/s +Step 43860/44000 | Loss: 2.9028 | LR: 1.29e-08 | 2474.0ms/step | 8.1 samples/s +Step 43870/44000 | Loss: 2.8806 | LR: 1.11e-08 | 2473.2ms/step | 8.1 samples/s +Step 43880/44000 | Loss: 2.8919 | LR: 9.50e-09 | 2475.0ms/step | 8.1 samples/s +Step 43890/44000 | Loss: 2.9090 | LR: 7.98e-09 | 2473.2ms/step | 8.1 samples/s +Step 43900/44000 | Loss: 2.8898 | LR: 6.60e-09 | 2475.8ms/step | 8.1 samples/s +Step 43910/44000 | Loss: 2.9074 | LR: 5.34e-09 | 2474.6ms/step | 8.1 samples/s +Step 43920/44000 | Loss: 2.8697 | LR: 4.22e-09 | 2476.8ms/step | 8.1 samples/s +Step 43930/44000 | Loss: 2.9084 | LR: 3.23e-09 | 2474.6ms/step | 8.1 samples/s +Step 43940/44000 | Loss: 2.8652 | LR: 2.37e-09 | 2478.6ms/step | 8.1 samples/s +Step 43950/44000 | Loss: 2.9014 | LR: 1.65e-09 | 2473.5ms/step | 8.1 samples/s +Step 43960/44000 | Loss: 2.8861 | LR: 1.06e-09 | 2473.2ms/step | 8.1 samples/s +Step 43970/44000 | Loss: 2.9254 | LR: 5.94e-10 | 2474.1ms/step | 8.1 samples/s +Step 43980/44000 | Loss: 2.8674 | LR: 2.64e-10 | 2473.4ms/step | 8.1 samples/s +Step 43990/44000 | Loss: 2.9117 | LR: 6.60e-11 | 2474.6ms/step | 8.1 samples/s +Step 44000/44000 | Loss: 2.8938 | LR: 0.00e+00 | 2472.7ms/step | 8.1 samples/s +Validation at step 44000: Loss = 2.9128, Perplexity = 18.41 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-44000 +Saved checkpoint to /mloscratch/homes/navasard/sparse/checkpoints/l8k365m_dense/run_20260707_034553/checkpoint-44000 diff --git a/epfl_final/SparseAtt/wandb/run-20260708_060003-qlqhc3gy/files/requirements.txt b/epfl_final/SparseAtt/wandb/run-20260708_060003-qlqhc3gy/files/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad4c690c3e14b0f13ae055d10340b2fe379c8b39 --- /dev/null +++ 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