main (8a17c3d19) vs feat/nnx-trainstate-and-training-loop (29bbe47ed)| Metric | main 8a17c3d19 | feat/nnx-trainstate-and-training-loop 29bbe47ed | Diff (feat/nnx-trainstate-and-training-loop − main) |
|---|---|---|---|
| Parameters | 1.104 billion | 1.104 billion | — |
| Final loss | 8.1750 | 8.1750 | 0 |
| TFLOP/s | 59.284 | 58.853 | -0.431 |
| Tok/s | 8935.9 | 8870.9 | -64.909 |
| Avg s/step | 3.709 | 3.643 | -0.066 |
| Memory % | 1.38 | 1.38 | 0 |
| JAX | 0.9.2 | 0.9.2 | — |
Diff = branch value − main value. Green = branch improved. Red = branch regressed.
XPK Start: Wed Apr 22 07:23:17 UTC 2026 PyTorch was not found. Models won't be available and only tokenizers, configuration and file/data utilities can be used. `rope_parameters`'s factor field must be a float >= 1, got 40 `rope_parameters`'s beta_fast field must be a float, got 32 `rope_parameters`'s beta_slow field must be a float, got 1 DeepseekV32Config got `key=rope_scaling` in kwargs but hasn't set it as attribute. For RoPE standardization you need to set `self.rope_parameters` in model's config. 2026-04-22 07:23:43.514870: E external/local_xla/xla/stream_executor/cuda/cuda_platform.cc:51] failed call to cuInit: INTERNAL: CUDA error: Failed call to cuInit: UNKNOWN ERROR (303) I0422 07:23:43.727126 135487188207424 max_utils.py:273] Attempting to initialize the jax distributed system... I0422 07:23:52.768780 135487188207424 distributed.py:149] Starting JAX distributed service on [::]:8482 I0422 07:23:52.771123 135487188207424 distributed.py:172] Connecting to JAX distributed service on mt-04-int8-ie7hg-slice-job-0-0.mt-04-int8-ie7hg:8482 I0422 07:23:53.880871 135487188207424 max_utils.py:284] Jax distributed system initialized! I0422 07:23:58.964579 135487188207424 max_utils.py:800] System Information: Jax Version: 0.9.2 I0422 07:23:58.964684 135487188207424 max_utils.py:801] System Information: Jaxlib Version: 0.9.2 I0422 07:23:58.964741 135487188207424 max_utils.py:802] System Information: Jax Backend: PJRT C API TFRT TPU v6 lite Built on Mar 4 2026 11:32:08 (1772652728) cl/878335365 I0422 07:23:58.964790 135487188207424 train_utils.py:361] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing. I0422 07:23:59.685686 135487188207424 maxtext_utils.py:1565] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1) I0422 07:23:59.686122 135487188207424 checkpointing.py:677] Setting up checkpoint logger... I0422 07:23:59.686185 135487188207424 checkpointing.py:233] Creating checkpoint manager with ocdbt=True and zarr3=True I0422 07:23:59.686231 135487188207424 pytree_checkpoint_handler.py:592] save_device_host_concurrent_bytes=None I0422 07:23:59.686559 135487188207424 base_pytree_checkpoint_handler.py:441] Created BasePyTreeCheckpointHandler: use_ocdbt=True, use_zarr3=True, pytree_metadata_options=PyTreeMetadataOptions(support_rich_types=False), array_metadata_store=<orbax.checkpoint._src.metadata.array_metadata_store.Store object at 0x7b38f3b18e30>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB) I0422 07:24:02.950927 135487188207424 checkpointing.py:265] Enabling policy for fixed interval checkpointing. I0422 07:24:02.951169 135487188207424 checkpoint_manager.py:708] [process=2][thread=MainThread] CheckpointManager init: checkpointers=None, item_names=('items',), item_handlers={'items': <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7b2558709f70>}, handler_registry=None I0422 07:24:02.951404 135487188207424 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7b2558709f70>` for item "items" and save args `<class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeSaveArgs'>` and restore args `<class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>` to `_handler_registry`. I0422 07:24:02.951495 135487188207424 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7b255870d910>` for item "metrics" and save args `<class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>` and restore args `<class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>` to `_handler_registry`. I0422 07:24:02.951534 135487188207424 composite_checkpoint_handler.py:505] Initialized registry DefaultCheckpointHandlerRegistry({('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeSaveArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7b2558709f70>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7b2558709f70>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7b255870d910>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7b255870d910>}). I0422 07:24:02.951875 135487188207424 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.34 I0422 07:24:02.951946 135487188207424 async_checkpointer.py:192] [process=2][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>._fn at 0x7b25584bd760> timeout: 1200 secs and primary_host=0 for async checkpoint writes I0422 07:24:03.668604 135487188207424 checkpoint_manager.py:1812] Found 0 checkpoint steps in gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_04_int8/checkpoints I0422 07:24:04.283757 135487188207424 checkpoint_manager.py:929] [process=2][thread=MainThread] CheckpointManager created, primary_host=0, CheckpointManagerOptions=CheckpointManagerOptions(save_interval_steps=1, max_to_keep=None, keep_time_interval=None, keep_period=None, should_keep_fn=None, best_fn=None, best_mode='max', keep_checkpoints_without_metrics=True, step_prefix=None, step_format_fixed_length=None, step_name_format=None, create=True, cleanup_tmp_directories=False, save_on_steps=frozenset(), single_host_load_and_broadcast=False, todelete_subdir=None, todelete_full_path=None, enable_background_delete=False, read_only=False, enable_async_checkpointing=True, async_options=None, multiprocessing_options=MultiprocessingOptions(primary_host=0, active_processes=None, barrier_sync_key_prefix=None), should_save_fn=None, file_options=FileOptions(path_permission_mode=None), save_root_metadata=True, temporary_path_class=None, save_decision_policy=FixedIntervalPolicy(interval=10), preservation_policy=LatestN(n=None), prevent_write_metrics=False, enable_should_save_is_saving_in_progress_check=True, enable_per_process_directory_creation=False, lightweight_initialize=False), root_directory=gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_04_int8/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x7b255870b2f0> I0422 07:24:04.283928 135487188207424 checkpointing.py:301] Checkpoint manager created! I0422 07:24:05.423692 135487188207424 nnx_wrappers.py:437] Unknown Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_norm_length', 'activation_embed'). I0422 07:24:05.423830 135487188207424 nnx_wrappers.py:437] Unknown Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None). I0422 07:24:05.811633 135487188207424 attentions.py:1088] attentions/inputs_q Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed'). I0422 07:24:05.811736 135487188207424 attentions.py:1088] attentions/inputs_q Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None). I0422 07:24:05.828575 135487188207424 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed'). I0422 07:24:05.828636 135487188207424 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None). I0422 07:24:05.894447 135487188207424 attentions.py:1154] attentions/query Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim'). I0422 07:24:05.894536 135487188207424 attentions.py:1154] attentions/query Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None). I0422 07:24:05.911581 135487188207424 attentions.py:1155] attentions/key Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim'). I0422 07:24:05.911645 135487188207424 attentions.py:1155] attentions/key Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None). I0422 07:24:05.934474 135487188207424 attentions.py:1156] attentions/value Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim'). I0422 07:24:05.934579 135487188207424 attentions.py:1156] attentions/value Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None). I0422 07:24:05.960796 135487188207424 attentions.py:1198] attentions/out Logical: bfloat16[32,2048,16,128].................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv'). I0422 07:24:05.960866 135487188207424 attentions.py:1198] attentions/out Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None). I0422 07:24:06.027197 135487188207424 linears.py:525] linears/x Logical: bfloat16[32,2048,7168]...................................... ('activation_batch', 'activation_length', 'activation_mlp'). I0422 07:24:06.027284 135487188207424 linears.py:525] linears/x Physical: bfloat16[32,2048,7168]...................................... ('fsdp', None, None). I0422 07:24:06.536197 135487188207424 checkpointing.py:577] checkpoint manager exists so trying to load this run's existing checkpoint I0422 07:24:06.536308 135487188207424 checkpointing.py:665] No existing checkpoints found, not restoring checkpoint. fsdp: 32 I0422 07:24:09.007431 135487188207424 maxtext_utils.py:1668] params/params/decoder/decoder_norm/scale Shape: float32[2048] Logical: P('norm',) Physical: (None,) I0422 07:24:09.007565 135487188207424 maxtext_utils.py:1668] params/params/decoder/layers/mlp/wi_0/kernel Shape: float32[2048,16,7168] Logical: P('embed', 'layers', 'mlp') Physical: ('fsdp', None, None) I0422 07:24:09.007620 135487188207424 maxtext_utils.py:1668] params/params/decoder/layers/mlp/wi_1/kernel Shape: float32[2048,16,7168] Logical: P('embed', 'layers', 'mlp') Physical: ('fsdp', None, None) I0422 07:24:09.007680 135487188207424 maxtext_utils.py:1668] params/params/decoder/layers/mlp/wo/kernel Shape: float32[7168,16,2048] Logical: P('mlp', 'layers', 'embed') Physical: (None, None, 'fsdp') I0422 07:24:09.007766 135487188207424 maxtext_utils.py:1668] params/params/decoder/layers/post_self_attention_layer_norm/scale Shape: float32[2048,16] Logical: P('norm', 'layers') Physical: (None, None) I0422 07:24:09.007817 135487188207424 maxtext_utils.py:1668] params/params/decoder/layers/pre_self_attention_layer_norm/scale Shape: float32[2048,16] Logical: P('norm', 'layers') Physical: (None, None) I0422 07:24:09.007875 135487188207424 maxtext_utils.py:1668] params/params/decoder/layers/self_attention/key/kernel Shape: float32[2048,16,16,128] Logical: P('embed', 'layers', 'kv_heads', 'kv_head_dim') Physical: ('fsdp', None, None, None) I0422 07:24:09.007932 135487188207424 maxtext_utils.py:1668] params/params/decoder/layers/self_attention/out/kernel Shape: float32[16,16,128,2048] Logical: P('heads', 'layers', 'kv', 'embed') Physical: (None, None, None, 'fsdp') I0422 07:24:09.007973 135487188207424 maxtext_utils.py:1668] params/params/decoder/layers/self_attention/query/kernel Shape: float32[2048,16,16,128] Logical: P('embed', 'layers', 'q_heads', 'kv') Physical: ('fsdp', None, None, None) I0422 07:24:09.008010 135487188207424 maxtext_utils.py:1668] params/params/decoder/layers/self_attention/value/kernel Shape: float32[2048,16,16,128] Logical: P('embed', 'layers', 'kv_heads', 'kv_head_dim') Physical: ('fsdp', None, None, None) I0422 07:24:09.008059 135487188207424 maxtext_utils.py:1668] params/params/decoder/logits_dense/kernel Shape: float32[2048,32000] Logical: P('embed_vocab', 'vocab') Physical: ('fsdp', None) I0422 07:24:09.008106 135487188207424 maxtext_utils.py:1668] params/params/token_embedder/embedding Shape: float32[32000,2048] Logical: P('vocab', 'embed_vocab') Physical: (None, 'fsdp') I0422 07:24:10.403888 135487188207424 train.py:155] train/xent Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length'). I0422 07:24:10.403984 135487188207424 train.py:155] train/xent Physical: float32[32,2048]............................................ ('fsdp', None). I0422 07:24:10.419726 135487188207424 train.py:162] train/z_loss Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length'). I0422 07:24:10.419787 135487188207424 train.py:162] train/z_loss Physical: float32[32,2048]............................................ ('fsdp', None). I0422 07:24:24.314273 135487188207424 max_utils.py:791] Total memory size: 1.8 GB, Output size: 0.4 GB, Temp size: 1.4 GB, Argument size: 0.4 GB, Host temp size: 0.0 GB. I0422 07:24:24.315144 135487188207424 metric_logger.py:301] number parameters: 1.104 billion I0422 07:24:38.662400 135487188207424 checkpointing.py:772] Waiting for step 0 to finish before checkpoint... I0422 07:24:38.900667 135487188207424 checkpointing.py:776] Waited 0.23824763298034668 seconds for step 0 to finish before starting checkpointing. I0422 07:24:38.903410 135487188207424 checkpoint_manager.py:2009] [process=2][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning. I0422 07:24:38.905352 135487188207424 checkpoint_manager.py:1512] [process=2] Saving checkpoint at step 0 I0422 07:24:38.906785 135487188207424 event_tracking.py:70] [process=2] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_04_int8/checkpoints/0. I0422 07:24:40.048319 135487188207424 signaling_client.py:364] Using JaxDistributedSignalingClient I0422 07:24:40.049300 135487188207424 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array. I0422 07:24:40.049355 135487188207424 replica_slices.py:424] Transferring arrays to host memory with options: use_replica_parallel=True, min_slice_bytes_for_replica_parallel=None, max_replicas_for_replica_parallel=None, enable_pinned_host_transfer=False I0422 07:24:40.332577 135487188207424 base_pytree_checkpoint_handler.py:154] [process=2][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.284330s I0422 07:24:40.332767 135487188207424 base_pytree_checkpoint_handler.py:130] [process=2] /jax/orbax/write/blocking_gbytes_per_sec: 5.320 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.28995275497436523 s) (per-host) I0422 07:24:40.332826 135487188207424 base_pytree_checkpoint_handler.py:768] [process=2][thread=MainThread] Initiated Pytree async_save. Time taken: 0.290025s (batch_requests_ready=0.002370s, total_serialization_initiated=0.287573s, others=0.000081s) I0422 07:24:40.332923 135487188207424 composite_checkpoint_handler.py:715] [process=2][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.294079s (all_items=0.000020s, per_item={'items': '0.00001979'}, temp_paths=0.294059) I0422 07:24:40.333761 135487188207424 event_tracking.py:125] [process=2] [async] Finished blocking save in 1.43 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_04_int8/checkpoints/0. I0422 07:24:40.334065 135358056601344 async_checkpointer.py:76] [process=2][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-22 07:44:40.334031 I0422 07:24:40.340101 135487188207424 checkpoint_manager.py:1560] [process=2][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize I0422 07:24:40.340419 135357525903104 async_checkpointer.py:280] [process=2][thread=save_finalize] Waiting for background save thread=async_save. I0422 07:24:40.340584 135487188207424 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_04_int8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776842678.9033911, 'wait_for_prev_duration_secs': 6.556510925292969e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776842678.9053926, 'checkpointer_blocking_duration_secs': 1.428823709487915, 'get_old_steps_start_time': 1776842680.334247, 'get_old_steps_duration_secs': 3.0994415283203125e-05, 'checkpoint_manager_blocking_start_time': 1776842678.9014575, 'checkpoint_manager_blocking_duration_secs': 1.4390859603881836} I0422 07:24:40.340690 135487188207424 checkpointing.py:408] Started an asynchronous checkpoint save for step 0 I0422 07:24:40.340752 135487188207424 max_utils.py:750] Memstats: After params initialized: I0422 07:24:40.340805 135487188207424 max_utils.py:756] Using (GB) 0.44 / 31.25 (1.408000%) on TPU_8(process=2,(0,2,0,0)) I0422 07:24:40.340838 135487188207424 max_utils.py:756] Using (GB) 0.43 / 31.25 (1.376000%) on TPU_9(process=2,(1,2,0,0)) I0422 07:24:40.340866 135487188207424 max_utils.py:756] Using (GB) 0.43 / 31.25 (1.376000%) on TPU_12(process=2,(0,3,0,0)) I0422 07:24:40.340893 135487188207424 max_utils.py:756] Using (GB) 0.43 / 31.25 (1.376000%) on TPU_13(process=2,(1,3,0,0)) I0422 07:24:40.657872 135487188207424 metric_logger.py:196] completed step: 0, seconds: 14.347, TFLOP/s/device: 0.947, Tokens/s/device: 142.746, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52796.277 I0422 07:24:40.914981 135487188207424 metric_logger.py:196] completed step: 1, seconds: 1.994, TFLOP/s/device: 6.815, Tokens/s/device: 1027.199, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52796.277 I0422 07:24:41.332946 135487188207424 metric_logger.py:196] completed step: 2, seconds: 0.028, TFLOP/s/device: 479.484, Tokens/s/device: 72273.000, total_weights: 65536, loss: 10.262, lm_loss: 10.262, perplexity: 28634.820 I0422 07:24:41.562482 135487188207424 metric_logger.py:196] completed step: 3, seconds: 0.419, TFLOP/s/device: 32.464, Tokens/s/device: 4893.305, total_weights: 65536, loss: 9.731, lm_loss: 9.731, perplexity: 16827.199 I0422 07:24:42.021328 135487188207424 metric_logger.py:196] completed step: 4, seconds: 0.235, TFLOP/s/device: 57.859, Tokens/s/device: 8721.128, total_weights: 65536, loss: 9.272, lm_loss: 9.272, perplexity: 10638.531 I0422 07:24:42.027689 135487188207424 metric_logger.py:196] completed step: 5, seconds: 0.229, TFLOP/s/device: 59.254, Tokens/s/device: 8931.414, total_weights: 65536, loss: 8.887, lm_loss: 8.887, perplexity: 7233.941 I0422 07:24:44.592485 2849 google_auth_provider.cc:181] Running on GCE, using service account 562977990677-compute@developer.gserviceaccount.com I0422 07:24:46.676018 135365036300032 array_metadata_store.py:203] [process=2][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_04_int8/checkpoints/0/items/array_metadatas/process_2 I0422 07:25:11.812191 135487188207424 metric_logger.py:196] completed step: 6, seconds: 0.459, TFLOP/s/device: 29.573, Tokens/s/device: 4457.494, total_weights: 65536, loss: 8.588, lm_loss: 8.588, perplexity: 5365.468 I0422 07:25:12.041544 135487188207424 metric_logger.py:196] completed step: 7, seconds: 29.557, TFLOP/s/device: 0.460, Tokens/s/device: 69.291, total_weights: 65536, loss: 8.380, lm_loss: 8.380, perplexity: 4358.779 I0422 07:25:12.271075 135487188207424 metric_logger.py:196] completed step: 8, seconds: 0.234, TFLOP/s/device: 58.071, Tokens/s/device: 8753.034, total_weights: 65536, loss: 8.251, lm_loss: 8.251, perplexity: 3831.453 I0422 07:25:12.499887 135487188207424 checkpointing.py:772] Waiting for step 9 to finish before checkpoint... I0422 07:25:12.500603 135487188207424 checkpointing.py:776] Waited 0.0007374286651611328 seconds for step 9 to finish before starting checkpointing. I0422 07:25:12.502832 135487188207424 checkpoint_manager.py:2020] [process=2][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete. I0422 07:25:15.040786 135358056601344 base_pytree_checkpoint_handler.py:130] [process=2] /jax/orbax/write/gbytes_per_sec: 45.134 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 34.99793553352356 s) (per-host) I0422 07:25:15.040910 135358056601344 async_checkpointer.py:90] [process=2][thread=async_save] 3 Handler Commit operations completed. Time taken: 34.706732s. I0422 07:25:23.092803 135358056601344 async_checkpointer.py:160] [process=2][thread=async_save] Background save thread done. Time taken: 42.758609s. I0422 07:25:23.093081 135357525903104 async_checkpointer.py:288] [process=2][thread=save_finalize] Done with waiting for background save thread=async_save. I0422 07:25:23.093200 135357525903104 async_checkpointer.py:298] [process=2][thread=save_finalize] No errors found in background save thread=async_save. I0422 07:25:23.093251 135357525903104 checkpoint_manager.py:2137] [process=2][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts... I0422 07:25:23.094972 135357525903104 checkpoint_manager.py:2146] [process=2][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts. I0422 07:25:23.095142 135487188207424 checkpoint_manager.py:2032] [process=2][thread=MainThread][step=0][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=0. W0422 07:25:23.095278 135487188207424 checkpoint_manager.py:1452] Waiting for previous save to complete took 10.592446 seconds. If this number is high, consider checkpointing less frequently. I0422 07:25:23.097186 135487188207424 checkpoint_manager.py:1512] [process=2] Saving checkpoint at step 9 I0422 07:25:23.099190 135487188207424 event_tracking.py:70] [process=2] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_04_int8/checkpoints/9. I0422 07:25:23.392748 135487188207424 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array. I0422 07:25:23.392839 135487188207424 replica_slices.py:424] Transferring arrays to host memory with options: use_replica_parallel=True, min_slice_bytes_for_replica_parallel=None, max_replicas_for_replica_parallel=None, enable_pinned_host_transfer=False I0422 07:25:23.427655 135487188207424 base_pytree_checkpoint_handler.py:154] [process=2][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.036013s I0422 07:25:23.427800 135487188207424 base_pytree_checkpoint_handler.py:130] [process=2] /jax/orbax/write/blocking_gbytes_per_sec: 39.087 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.039464712142944336 s) (per-host) I0422 07:25:23.427846 135487188207424 base_pytree_checkpoint_handler.py:768] [process=2][thread=MainThread] Initiated Pytree async_save. Time taken: 0.039521s (batch_requests_ready=0.001799s, total_serialization_initiated=0.037659s, others=0.000062s) I0422 07:25:23.427926 135487188207424 composite_checkpoint_handler.py:715] [process=2][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.043551s (all_items=0.000016s, per_item={'items': '0.00001597'}, temp_paths=0.043535) I0422 07:25:23.428573 135487188207424 event_tracking.py:125] [process=2] [async] Finished blocking save in 0.33 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_04_int8/checkpoints/9. I0422 07:25:23.428848 135357525903104 async_checkpointer.py:76] [process=2][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-22 07:45:23.428825 I0422 07:25:23.430757 135487188207424 checkpoint_manager.py:1560] [process=2][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize I0422 07:25:23.431042 135365036300032 async_checkpointer.py:280] [process=2][thread=save_finalize] Waiting for background save thread=async_save. I0422 07:25:23.431206 135487188207424 standard_logger.py:34] {'step': 9, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_04_int8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776842712.5028007, 'wait_for_prev_duration_secs': 10.592446088790894, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776842723.0972252, 'checkpointer_blocking_duration_secs': 0.33171844482421875, 'get_old_steps_start_time': 1776842723.428967, 'get_old_steps_duration_secs': 3.147125244140625e-05, 'checkpoint_manager_blocking_start_time': 1776842712.500846, 'checkpoint_manager_blocking_duration_secs': 10.930325746536255} I0422 07:25:23.431324 135487188207424 checkpointing.py:408] Started an asynchronous checkpoint save for step 9 I0422 07:25:23.431370 135487188207424 checkpoint_manager.py:2020] [process=2][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete. I0422 07:25:28.558007 135343154247424 array_metadata_store.py:203] [process=2][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_04_int8/checkpoints/9/items/array_metadatas/process_2 I0422 07:26:05.526808 135357525903104 base_pytree_checkpoint_handler.py:130] [process=2] /jax/orbax/write/gbytes_per_sec: 37.486 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 42.138450622558594 s) (per-host) I0422 07:26:05.526915 135357525903104 async_checkpointer.py:90] [process=2][thread=async_save] 3 Handler Commit operations completed. Time taken: 42.097994s. I0422 07:26:14.418445 135357525903104 async_checkpointer.py:160] [process=2][thread=async_save] Background save thread done. Time taken: 50.989507s. I0422 07:26:14.418766 135365036300032 async_checkpointer.py:288] [process=2][thread=save_finalize] Done with waiting for background save thread=async_save. I0422 07:26:14.418891 135365036300032 async_checkpointer.py:298] [process=2][thread=save_finalize] No errors found in background save thread=async_save. I0422 07:26:14.418946 135365036300032 checkpoint_manager.py:2137] [process=2][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts... I0422 07:26:14.420670 135365036300032 checkpoint_manager.py:2146] [process=2][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts. I0422 07:26:14.420861 135487188207424 checkpoint_manager.py:2032] [process=2][thread=MainThread][step=9][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=9. I0422 07:26:14.421008 135487188207424 checkpoint_manager.py:2009] [process=2][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning. I0422 07:26:14.421907 135487188207424 metric_logger.py:196] completed step: 9, seconds: 0.229, TFLOP/s/device: 59.284, Tokens/s/device: 8935.856, total_weights: 65536, loss: 8.175, lm_loss: 8.175, perplexity: 3552.333 Per train step: Total TFLOPs: 13.59 split as 93.93% learnable weight flops and 6.07% attention flops XPK End: Wed Apr 22 07:26:22 UTC 2026 EXIT_CODE=0
29bbe47ed
· feat_nnx_trainstate_and_training_loop_20260422_093106
· full log
XPK Start: Wed Apr 22 09:39:57 UTC 2026 PyTorch was not found. Models won't be available and only tokenizers, configuration and file/data utilities can be used. 2026-04-22 09:40:21.769959: E external/local_xla/xla/stream_executor/cuda/cuda_platform.cc:51] failed call to cuInit: INTERNAL: CUDA error: Failed call to cuInit: UNKNOWN ERROR (303) I0422 09:40:21.947957 133871744386880 max_utils.py:273] Attempting to initialize the jax distributed system... I0422 09:40:30.989879 133871744386880 distributed.py:149] Starting JAX distributed service on [::]:8482 I0422 09:40:30.992192 133871744386880 distributed.py:172] Connecting to JAX distributed service on mt-04-int8-orqsl-slice-job-0-0.mt-04-int8-orqsl:8482 I0422 09:40:32.217968 133871744386880 max_utils.py:284] Jax distributed system initialized! I0422 09:40:38.282187 133871744386880 max_utils.py:800] System Information: Jax Version: 0.9.2 I0422 09:40:38.282288 133871744386880 max_utils.py:801] System Information: Jaxlib Version: 0.9.2 I0422 09:40:38.282328 133871744386880 max_utils.py:802] System Information: Jax Backend: PJRT C API TFRT TPU v6 lite Built on Mar 4 2026 11:32:08 (1772652728) cl/878335365 I0422 09:40:38.282362 133871744386880 train_utils.py:378] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing. I0422 09:40:38.983284 133871744386880 maxtext_utils.py:1718] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1) I0422 09:40:38.983858 133871744386880 maxtext_utils.py:1718] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1) I0422 09:40:38.984164 133871744386880 checkpointing.py:688] Setting up checkpoint logger... I0422 09:40:38.984219 133871744386880 checkpointing.py:234] Creating checkpoint manager with ocdbt=True and zarr3=True I0422 09:40:38.984269 133871744386880 pytree_checkpoint_handler.py:592] save_device_host_concurrent_bytes=None I0422 09:40:38.984608 133871744386880 base_pytree_checkpoint_handler.py:441] Created BasePyTreeCheckpointHandler: use_ocdbt=True, use_zarr3=True, pytree_metadata_options=PyTreeMetadataOptions(support_rich_types=False), array_metadata_store=<orbax.checkpoint._src.metadata.array_metadata_store.Store object at 0x79c0d6518110>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB) I0422 09:40:42.690285 133871744386880 checkpointing.py:266] Enabling policy for fixed interval checkpointing. I0422 09:40:42.690513 133871744386880 checkpoint_manager.py:708] [process=6][thread=MainThread] CheckpointManager init: checkpointers=None, item_names=('items',), item_handlers={'items': <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x79aba8743290>}, handler_registry=None I0422 09:40:42.690746 133871744386880 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x79aba8743290>` for item "items" and save args `<class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeSaveArgs'>` and restore args `<class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>` to `_handler_registry`. I0422 09:40:42.690793 133871744386880 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x79aba8762e40>` for item "metrics" and save args `<class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>` and restore args `<class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>` to `_handler_registry`. I0422 09:40:42.690828 133871744386880 composite_checkpoint_handler.py:505] Initialized registry DefaultCheckpointHandlerRegistry({('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeSaveArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x79aba8743290>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x79aba8743290>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x79aba8762e40>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x79aba8762e40>}). I0422 09:40:42.691172 133871744386880 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.34 I0422 09:40:42.691249 133871744386880 async_checkpointer.py:192] [process=6][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>._fn at 0x79ab846982c0> timeout: 1200 secs and primary_host=0 for async checkpoint writes I0422 09:40:43.386132 133871744386880 checkpoint_manager.py:1812] Found 0 checkpoint steps in gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106/linen_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106_04_int8/checkpoints I0422 09:40:43.804689 133871744386880 checkpoint_manager.py:929] [process=6][thread=MainThread] CheckpointManager created, primary_host=0, CheckpointManagerOptions=CheckpointManagerOptions(save_interval_steps=1, max_to_keep=None, keep_time_interval=None, keep_period=None, should_keep_fn=None, best_fn=None, best_mode='max', keep_checkpoints_without_metrics=True, step_prefix=None, step_format_fixed_length=None, step_name_format=None, create=True, cleanup_tmp_directories=False, save_on_steps=frozenset(), single_host_load_and_broadcast=False, todelete_subdir=None, todelete_full_path=None, enable_background_delete=False, read_only=False, enable_async_checkpointing=True, async_options=None, multiprocessing_options=MultiprocessingOptions(primary_host=0, active_processes=None, barrier_sync_key_prefix=None), should_save_fn=None, file_options=FileOptions(path_permission_mode=None), save_root_metadata=True, temporary_path_class=None, save_decision_policy=FixedIntervalPolicy(interval=10), preservation_policy=LatestN(n=None), prevent_write_metrics=False, enable_should_save_is_saving_in_progress_check=True, enable_per_process_directory_creation=False, lightweight_initialize=False), root_directory=gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106/linen_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106_04_int8/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x79aba8683680> I0422 09:40:43.804855 133871744386880 checkpointing.py:302] Checkpoint manager created! I0422 09:40:44.956768 133871744386880 nnx_wrappers.py:437] Unknown Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_norm_length', 'activation_embed'). I0422 09:40:44.956879 133871744386880 nnx_wrappers.py:437] Unknown Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None). I0422 09:40:45.341873 133871744386880 attentions.py:1088] attentions/inputs_q Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed'). I0422 09:40:45.341965 133871744386880 attentions.py:1088] attentions/inputs_q Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None). I0422 09:40:45.358336 133871744386880 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed'). I0422 09:40:45.358393 133871744386880 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None). I0422 09:40:45.423967 133871744386880 attentions.py:1154] attentions/query Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim'). I0422 09:40:45.424052 133871744386880 attentions.py:1154] attentions/query Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None). I0422 09:40:45.440716 133871744386880 attentions.py:1155] attentions/key Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim'). I0422 09:40:45.440778 133871744386880 attentions.py:1155] attentions/key Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None). I0422 09:40:45.457051 133871744386880 attentions.py:1156] attentions/value Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim'). I0422 09:40:45.457122 133871744386880 attentions.py:1156] attentions/value Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None). I0422 09:40:45.482126 133871744386880 attentions.py:1197] attentions/out Logical: bfloat16[32,2048,16,128].................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv'). I0422 09:40:45.482193 133871744386880 attentions.py:1197] attentions/out Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None). I0422 09:40:45.548467 133871744386880 linears.py:525] linears/x Logical: bfloat16[32,2048,7168]...................................... ('activation_batch', 'activation_length', 'activation_mlp'). I0422 09:40:45.548548 133871744386880 linears.py:525] linears/x Physical: bfloat16[32,2048,7168]...................................... ('fsdp', None, None). I0422 09:40:46.068342 133871744386880 checkpointing.py:578] checkpoint manager exists so trying to load this run's existing checkpoint I0422 09:40:46.068454 133871744386880 checkpointing.py:676] No existing checkpoints found, not restoring checkpoint. fsdp: 32 I0422 09:40:48.540765 133871744386880 maxtext_utils.py:1821] params/params/decoder/decoder_norm/scale Shape: float32[2048] Logical: P('norm',) Physical: (None,) I0422 09:40:48.540889 133871744386880 maxtext_utils.py:1821] params/params/decoder/layers/mlp/wi_0/kernel Shape: float32[2048,16,7168] Logical: P('embed', 'layers', 'mlp') Physical: ('fsdp', None, None) I0422 09:40:48.540941 133871744386880 maxtext_utils.py:1821] params/params/decoder/layers/mlp/wi_1/kernel Shape: float32[2048,16,7168] Logical: P('embed', 'layers', 'mlp') Physical: ('fsdp', None, None) I0422 09:40:48.541023 133871744386880 maxtext_utils.py:1821] params/params/decoder/layers/mlp/wo/kernel Shape: float32[7168,16,2048] Logical: P('mlp', 'layers', 'embed') Physical: (None, None, 'fsdp') I0422 09:40:48.541076 133871744386880 maxtext_utils.py:1821] params/params/decoder/layers/post_self_attention_layer_norm/scale Shape: float32[2048,16] Logical: P('norm', 'layers') Physical: (None, None) I0422 09:40:48.541126 133871744386880 maxtext_utils.py:1821] params/params/decoder/layers/pre_self_attention_layer_norm/scale Shape: float32[2048,16] Logical: P('norm', 'layers') Physical: (None, None) I0422 09:40:48.541181 133871744386880 maxtext_utils.py:1821] params/params/decoder/layers/self_attention/key/kernel Shape: float32[2048,16,16,128] Logical: P('embed', 'layers', 'kv_heads', 'kv_head_dim') Physical: ('fsdp', None, None, None) I0422 09:40:48.541235 133871744386880 maxtext_utils.py:1821] params/params/decoder/layers/self_attention/out/kernel Shape: float32[16,16,128,2048] Logical: P('heads', 'layers', 'kv', 'embed') Physical: (None, None, None, 'fsdp') I0422 09:40:48.541275 133871744386880 maxtext_utils.py:1821] params/params/decoder/layers/self_attention/query/kernel Shape: float32[2048,16,16,128] Logical: P('embed', 'layers', 'q_heads', 'kv') Physical: ('fsdp', None, None, None) I0422 09:40:48.541309 133871744386880 maxtext_utils.py:1821] params/params/decoder/layers/self_attention/value/kernel Shape: float32[2048,16,16,128] Logical: P('embed', 'layers', 'kv_heads', 'kv_head_dim') Physical: ('fsdp', None, None, None) I0422 09:40:48.541355 133871744386880 maxtext_utils.py:1821] params/params/decoder/logits_dense/kernel Shape: float32[2048,32000] Logical: P('embed_vocab', 'vocab') Physical: ('fsdp', None) I0422 09:40:48.541402 133871744386880 maxtext_utils.py:1821] params/params/token_embedder/embedding Shape: float32[32000,2048] Logical: P('vocab', 'embed_vocab') Physical: (None, 'fsdp') I0422 09:40:49.930577 133871744386880 train.py:157] train/xent Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length'). I0422 09:40:49.930670 133871744386880 train.py:157] train/xent Physical: float32[32,2048]............................................ ('fsdp', None). I0422 09:40:49.946286 133871744386880 train.py:164] train/z_loss Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length'). I0422 09:40:49.946347 133871744386880 train.py:164] train/z_loss Physical: float32[32,2048]............................................ ('fsdp', None). I0422 09:41:03.376703 133871744386880 max_utils.py:791] Total memory size: 1.8 GB, Output size: 0.4 GB, Temp size: 1.4 GB, Argument size: 0.4 GB, Host temp size: 0.0 GB. I0422 09:41:03.377524 133871744386880 metric_logger.py:301] number parameters: 1.104 billion I0422 09:41:18.820595 133871744386880 checkpointing.py:794] Waiting for step 0 to finish before checkpoint... I0422 09:41:19.064185 133871744386880 checkpointing.py:798] Waited 0.24357128143310547 seconds for step 0 to finish before starting checkpointing. I0422 09:41:19.066542 133871744386880 checkpoint_manager.py:2009] [process=6][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning. I0422 09:41:19.068483 133871744386880 checkpoint_manager.py:1512] [process=6] Saving checkpoint at step 0 I0422 09:41:19.069858 133871744386880 event_tracking.py:70] [process=6] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106/linen_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106_04_int8/checkpoints/0. I0422 09:41:19.808299 133871744386880 signaling_client.py:364] Using JaxDistributedSignalingClient I0422 09:41:19.809277 133871744386880 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array. I0422 09:41:19.809331 133871744386880 replica_slices.py:424] Transferring arrays to host memory with options: use_replica_parallel=True, min_slice_bytes_for_replica_parallel=None, max_replicas_for_replica_parallel=None, enable_pinned_host_transfer=False I0422 09:41:20.089959 133871744386880 base_pytree_checkpoint_handler.py:154] [process=6][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.281737s I0422 09:41:20.090144 133871744386880 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/blocking_gbytes_per_sec: 5.365 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.28754663467407227 s) (per-host) I0422 09:41:20.090200 133871744386880 base_pytree_checkpoint_handler.py:768] [process=6][thread=MainThread] Initiated Pytree async_save. Time taken: 0.287608s (batch_requests_ready=0.002348s, total_serialization_initiated=0.285190s, others=0.000070s) I0422 09:41:20.090302 133871744386880 composite_checkpoint_handler.py:715] [process=6][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.291989s (all_items=0.000017s, per_item={'items': '0.00001693'}, temp_paths=0.291972) I0422 09:41:20.091041 133871744386880 event_tracking.py:125] [process=6] [async] Finished blocking save in 1.02 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106/linen_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106_04_int8/checkpoints/0. I0422 09:41:20.091391 133739058312960 async_checkpointer.py:76] [process=6][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-22 10:01:20.091353 I0422 09:41:20.104529 133871744386880 checkpoint_manager.py:1560] [process=6][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize I0422 09:41:20.104846 133736951703296 async_checkpointer.py:280] [process=6][thread=save_finalize] Waiting for background save thread=async_save. I0422 09:41:20.104998 133871744386880 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106/linen_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106_04_int8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776850879.0665243, 'wait_for_prev_duration_secs': 6.127357482910156e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776850879.068519, 'checkpointer_blocking_duration_secs': 1.0230228900909424, 'get_old_steps_start_time': 1776850880.091569, 'get_old_steps_duration_secs': 3.0994415283203125e-05, 'checkpoint_manager_blocking_start_time': 1776850879.0647101, 'checkpoint_manager_blocking_duration_secs': 1.0402495861053467} I0422 09:41:20.105111 133871744386880 checkpointing.py:409] Started an asynchronous checkpoint save for step 0 I0422 09:41:20.105161 133871744386880 max_utils.py:750] Memstats: After params initialized: I0422 09:41:20.105210 133871744386880 max_utils.py:756] Using (GB) 0.44 / 31.25 (1.408000%) on TPU_24(process=6,(0,6,0,0)) I0422 09:41:20.105242 133871744386880 max_utils.py:756] Using (GB) 0.43 / 31.25 (1.376000%) on TPU_25(process=6,(1,6,0,0)) I0422 09:41:20.105268 133871744386880 max_utils.py:756] Using (GB) 0.43 / 31.25 (1.376000%) on TPU_28(process=6,(0,7,0,0)) I0422 09:41:20.105298 133871744386880 max_utils.py:756] Using (GB) 0.43 / 31.25 (1.376000%) on TPU_29(process=6,(1,7,0,0)) I0422 09:41:20.433274 133871744386880 metric_logger.py:196] completed step: 0, seconds: 15.443, TFLOP/s/device: 0.880, Tokens/s/device: 132.617, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52796.277 I0422 09:41:20.685139 133871744386880 metric_logger.py:196] completed step: 1, seconds: 1.611, TFLOP/s/device: 8.433, Tokens/s/device: 1271.149, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52796.277 I0422 09:41:21.109402 133871744386880 metric_logger.py:196] completed step: 2, seconds: 0.023, TFLOP/s/device: 594.831, Tokens/s/device: 89659.399, total_weights: 65536, loss: 10.262, lm_loss: 10.262, perplexity: 28634.820 I0422 09:41:21.341245 133871744386880 metric_logger.py:196] completed step: 3, seconds: 0.424, TFLOP/s/device: 32.045, Tokens/s/device: 4830.211, total_weights: 65536, loss: 9.731, lm_loss: 9.731, perplexity: 16827.199 I0422 09:41:21.800410 133871744386880 metric_logger.py:196] completed step: 4, seconds: 0.235, TFLOP/s/device: 57.699, Tokens/s/device: 8696.982, total_weights: 65536, loss: 9.272, lm_loss: 9.272, perplexity: 10638.531 I0422 09:41:21.806771 133871744386880 metric_logger.py:196] completed step: 5, seconds: 0.232, TFLOP/s/device: 58.605, Tokens/s/device: 8833.526, total_weights: 65536, loss: 8.887, lm_loss: 8.887, perplexity: 7233.941 I0422 09:41:23.446091 2974 google_auth_provider.cc:181] Running on GCE, using service account 562977990677-compute@developer.gserviceaccount.com I0422 09:41:25.466532 133736960096000 array_metadata_store.py:203] [process=6][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106/linen_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106_04_int8/checkpoints/0/items/array_metadatas/process_6 I0422 09:41:51.372810 133871744386880 metric_logger.py:196] completed step: 6, seconds: 0.460, TFLOP/s/device: 29.547, Tokens/s/device: 4453.655, total_weights: 65536, loss: 8.588, lm_loss: 8.588, perplexity: 5365.468 I0422 09:41:51.603691 133871744386880 metric_logger.py:196] completed step: 7, seconds: 29.338, TFLOP/s/device: 0.463, Tokens/s/device: 69.808, total_weights: 65536, loss: 8.380, lm_loss: 8.380, perplexity: 4358.779 I0422 09:41:51.834370 133871744386880 metric_logger.py:196] completed step: 8, seconds: 0.234, TFLOP/s/device: 58.068, Tokens/s/device: 8752.623, total_weights: 65536, loss: 8.251, lm_loss: 8.251, perplexity: 3831.453 I0422 09:41:52.064490 133871744386880 checkpointing.py:794] Waiting for step 9 to finish before checkpoint... I0422 09:41:52.065218 133871744386880 checkpointing.py:798] Waited 0.0007469654083251953 seconds for step 9 to finish before starting checkpointing. I0422 09:41:52.067402 133871744386880 checkpoint_manager.py:2020] [process=6][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete. I0422 09:41:53.788009 133739058312960 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/gbytes_per_sec: 46.479 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 33.98537278175354 s) (per-host) I0422 09:41:53.788151 133739058312960 async_checkpointer.py:90] [process=6][thread=async_save] 3 Handler Commit operations completed. Time taken: 33.696649s. I0422 09:42:02.797984 133739058312960 async_checkpointer.py:160] [process=6][thread=async_save] Background save thread done. Time taken: 42.706465s. I0422 09:42:02.798304 133736951703296 async_checkpointer.py:288] [process=6][thread=save_finalize] Done with waiting for background save thread=async_save. I0422 09:42:02.798446 133736951703296 async_checkpointer.py:298] [process=6][thread=save_finalize] No errors found in background save thread=async_save. I0422 09:42:02.798516 133736951703296 checkpoint_manager.py:2137] [process=6][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts... I0422 09:42:02.800938 133736951703296 checkpoint_manager.py:2146] [process=6][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts. I0422 09:42:02.801142 133871744386880 checkpoint_manager.py:2032] [process=6][thread=MainThread][step=0][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=0. W0422 09:42:02.801279 133871744386880 checkpoint_manager.py:1452] Waiting for previous save to complete took 10.733875 seconds. If this number is high, consider checkpointing less frequently. I0422 09:42:02.803408 133871744386880 checkpoint_manager.py:1512] [process=6] Saving checkpoint at step 9 I0422 09:42:02.805503 133871744386880 event_tracking.py:70] [process=6] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106/linen_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106_04_int8/checkpoints/9. I0422 09:42:03.510791 133871744386880 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array. I0422 09:42:03.510882 133871744386880 replica_slices.py:424] Transferring arrays to host memory with options: use_replica_parallel=True, min_slice_bytes_for_replica_parallel=None, max_replicas_for_replica_parallel=None, enable_pinned_host_transfer=False I0422 09:42:03.545571 133871744386880 base_pytree_checkpoint_handler.py:154] [process=6][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.035851s I0422 09:42:03.545733 133871744386880 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/blocking_gbytes_per_sec: 39.155 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.03939652442932129 s) (per-host) I0422 09:42:03.545783 133871744386880 base_pytree_checkpoint_handler.py:768] [process=6][thread=MainThread] Initiated Pytree async_save. Time taken: 0.039455s (batch_requests_ready=0.001913s, total_serialization_initiated=0.037476s, others=0.000066s) I0422 09:42:03.545874 133871744386880 composite_checkpoint_handler.py:715] [process=6][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.043509s (all_items=0.000015s, per_item={'items': '0.00001454'}, temp_paths=0.043494) I0422 09:42:03.546560 133871744386880 event_tracking.py:125] [process=6] [async] Finished blocking save in 0.74 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106/linen_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106_04_int8/checkpoints/9. I0422 09:42:03.546904 133736951703296 async_checkpointer.py:76] [process=6][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-22 10:02:03.546867 I0422 09:42:03.548872 133871744386880 checkpoint_manager.py:1560] [process=6][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize I0422 09:42:03.549141 133736960096000 async_checkpointer.py:280] [process=6][thread=save_finalize] Waiting for background save thread=async_save. I0422 09:42:03.549247 133871744386880 standard_logger.py:34] {'step': 9, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106/linen_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106_04_int8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776850912.0673718, 'wait_for_prev_duration_secs': 10.733874797821045, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776850922.803445, 'checkpointer_blocking_duration_secs': 0.7436041831970215, 'get_old_steps_start_time': 1776850923.5470746, 'get_old_steps_duration_secs': 4.553794860839844e-05, 'checkpoint_manager_blocking_start_time': 1776850912.0654454, 'checkpoint_manager_blocking_duration_secs': 11.48376727104187} I0422 09:42:03.549404 133871744386880 checkpointing.py:409] Started an asynchronous checkpoint save for step 9 I0422 09:42:03.549450 133871744386880 checkpoint_manager.py:2020] [process=6][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete. I0422 09:42:09.601127 133716080846592 array_metadata_store.py:203] [process=6][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106/linen_xpk_feat_nnx_trainstate_and_training_loop_20260422_093106_04_int8/checkpoints/9/items/array_metadatas/process_6 I0422 09:42:45.709436 133736951703296 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/gbytes_per_sec: 37.428 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 42.2030611038208 s) (per-host) I0422 09:42:45.709562 133736951703296 async_checkpointer.py:90] [process=6][thread=async_save] 3 Handler Commit operations completed. Time taken: 42.162547s. I0422 09:42:53.963680 133736951703296 async_checkpointer.py:160] [process=6][thread=async_save] Background save thread done. Time taken: 50.416651s. I0422 09:42:53.963904 133736960096000 async_checkpointer.py:288] [process=6][thread=save_finalize] Done with waiting for background save thread=async_save. I0422 09:42:53.963972 133736960096000 async_checkpointer.py:298] [process=6][thread=save_finalize] No errors found in background save thread=async_save. I0422 09:42:53.964022 133736960096000 checkpoint_manager.py:2137] [process=6][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts... I0422 09:42:53.966523 133736960096000 checkpoint_manager.py:2146] [process=6][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts. I0422 09:42:53.966698 133871744386880 checkpoint_manager.py:2032] [process=6][thread=MainThread][step=9][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=9. I0422 09:42:53.966851 133871744386880 checkpoint_manager.py:2009] [process=6][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning. I0422 09:42:53.967777 133871744386880 metric_logger.py:196] completed step: 9, seconds: 0.231, TFLOP/s/device: 58.853, Tokens/s/device: 8870.947, total_weights: 65536, loss: 8.175, lm_loss: 8.175, perplexity: 3552.333 Per train step: Total TFLOPs: 13.59 split as 93.93% learnable weight flops and 6.07% attention flops XPK End: Wed Apr 22 09:43:02 UTC 2026 EXIT_CODE=0