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‹ 03_dropoutCase: 04_int805_fp8 ›

Metrics: Linen vs NNX  ·  feat/nnx-trainstate-and-training-loop

MetricLinen  a2a803184NNX  a2a803184Diff (NNX − Linen)
Parameters1.104 billion1.104 billion
Final loss8.77408.7550-0.019
TFLOP/s111.297111.682+0.385
Tok/s16775.916833.9+58.052
Avg s/step3.6773.403-0.274
Memory %5.125.120
JAX0.9.20.9.2

Diff = NNX value − Linen value. Green = NNX improved. Red = NNX regressed.

2026-04-16 00:55:41.473417: 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)
I0416 00:55:41.589741 138053672909952 max_utils.py:238] Skipping jax distributed system due to skip_jax_distributed_system=True flag.
I0416 00:56:33.476851 138053672909952 max_utils.py:800] System Information: Jax Version: 0.9.2
I0416 00:56:33.476967 138053672909952 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0416 00:56:33.477005 138053672909952 max_utils.py:802] System Information: Jax Backend: PJRT C API
TFRT TPU v6 lite
Built on Apr 6 2026 20:48:10 (1775533690) cl/895581894
I0416 00:56:33.477029 138053672909952 train_utils.py:364] WARNING: 'dataset_path' might be pointing your local file system
I0416 00:56:33.477133 138053672909952 train.py:812] [DECOUPLED NO-OP] skipping cloud diagnostics wrapper.
W0416 00:56:33.570709 3452521 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
I0416 00:56:33.959528 138053672909952 maxtext_utils.py:1687] Num_devices: 8, shape (1, 1, 1, 8, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0416 00:56:33.959701 138053672909952 maxtext_utils.py:1687] Num_devices: 8, shape (1, 1, 1, 8, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0416 00:56:33.960206 138053672909952 checkpointing.py:688] Setting up checkpoint logger...
I0416 00:56:33.960251 138053672909952 checkpointing.py:234] Creating checkpoint manager with ocdbt=True and zarr3=True
I0416 00:56:33.960295 138053672909952 pytree_checkpoint_handler.py:577] save_device_host_concurrent_bytes=None
I0416 00:56:33.961002 138053672909952 base_pytree_checkpoint_handler.py:411] 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 0x7d8e89dfd070>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0416 00:56:36.381147 138053672909952 checkpointing.py:266] Enabling policy for fixed interval checkpointing.
I0416 00:56:36.381373 138053672909952 checkpoint_manager.py:702] [process=0][thread=MainThread] CheckpointManager init: checkpointers=None, item_names=('items',), item_handlers={'items': <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7d880b53af00>}, handler_registry=None
I0416 00:56:36.381663 138053672909952 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7d880b53af00>` 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`.
I0416 00:56:36.381705 138053672909952 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7d880b53a7b0>` 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`.
I0416 00:56:36.381731 138053672909952 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 0x7d880b53af00>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7d880b53af00>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7d880b53a7b0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7d880b53a7b0>}).
I0416 00:56:36.382063 138053672909952 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.28
I0416 00:56:36.382121 138053672909952 async_checkpointer.py:177] [process=0][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>.<lambda> at 0x7d880b5460c0> timeout: 600 secs and primary_host=0 for async checkpoint writes
I0416 00:56:36.511890 138053672909952 checkpoint_manager.py:1788] Found 0 checkpoint steps in gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints
I0416 00:56:36.512160 138053672909952 checkpoint_manager.py:921] [process=0][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_hns=False, 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), root_directory=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x7d880b53b200>
I0416 00:56:36.512243 138053672909952 checkpointing.py:302] Checkpoint manager created!
I0416 00:56:36.593293 138053672909952 dataset_info.py:707] Load dataset info from tests/assets/local_datasets/c4_en_dataset_minimal/c4/en/3.1.0
I0416 00:56:36.596355 138053672909952 reader.py:262] Creating a tf.data.Dataset reading 8 files located in folders: tests/assets/local_datasets/c4_en_dataset_minimal/c4/en/3.1.0.
I0416 00:56:36.652214 138053672909952 logging_logger.py:49] Constructing tf.data.Dataset __local_c4_builder for split train, from tests/assets/local_datasets/c4_en_dataset_minimal/c4/en/3.1.0
I0416 00:56:36.683213 138053672909952 tokenizer.py:245] Tokenizer path: src/maxtext/assets/tokenizers/tokenizer.llama2
I0416 00:56:36.683282 138053672909952 tokenizer.py:187] Loading sentencepiece tokenizer: src/maxtext/assets/tokenizers/tokenizer.llama2
I0416 00:56:37.844984 138053672909952 nnx_wrappers.py:437] Unknown Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0416 00:56:37.845293 138053672909952 nnx_wrappers.py:437] Unknown Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0416 00:56:37.949246 138053672909952 attentions.py:1088] attentions/inputs_q Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0416 00:56:37.949326 138053672909952 attentions.py:1088] attentions/inputs_q Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0416 00:56:37.964368 138053672909952 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0416 00:56:37.964414 138053672909952 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0416 00:56:38.021555 138053672909952 attentions.py:1154] attentions/query Logical: bfloat16[8,2048,16,128]..................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0416 00:56:38.021631 138053672909952 attentions.py:1154] attentions/query Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0416 00:56:38.036661 138053672909952 attentions.py:1155] attentions/key Logical: bfloat16[8,2048,16,128]..................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0416 00:56:38.036713 138053672909952 attentions.py:1155] attentions/key Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0416 00:56:38.051736 138053672909952 attentions.py:1156] attentions/value Logical: bfloat16[8,2048,16,128]..................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0416 00:56:38.051785 138053672909952 attentions.py:1156] attentions/value Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0416 00:56:38.073973 138053672909952 attentions.py:1197] attentions/out Logical: bfloat16[8,2048,16,128]..................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv').
I0416 00:56:38.074031 138053672909952 attentions.py:1197] attentions/out Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0416 00:56:38.130796 138053672909952 linears.py:525] linears/x Logical: bfloat16[8,2048,7168]....................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0416 00:56:38.130864 138053672909952 linears.py:525] linears/x Physical: bfloat16[8,2048,7168]....................................... ('fsdp', None, None).
I0416 00:56:38.571280 138053672909952 checkpointing.py:578] checkpoint manager exists so trying to load this run's existing checkpoint
I0416 00:56:38.571374 138053672909952 checkpointing.py:676] No existing checkpoints found, not restoring checkpoint.
[DECOUPLED NO-OP] gcs_storage: using stubs.
[DECOUPLED NO-OP] mldiagnostics: using stub.
[DECOUPLED NO-OP] mldiagnostics: using stub.
[DECOUPLED NO-OP] mldiagnostics: using stub.
[DECOUPLED NO-OP] workload_monitor: using stub.
[DECOUPLED NO-OP] vertex_tensorboard: using stub.
fsdp: 8
I0416 00:56:40.476742 138053672909952 maxtext_utils.py:1790]  params/params/decoder/decoder_norm/scale
    Shape:     float32[2048]
    Logical:   P('norm',)
    Physical:  (None,)
I0416 00:56:40.476858 138053672909952 maxtext_utils.py:1790]  params/params/decoder/layers/mlp/wi_0/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0416 00:56:40.476900 138053672909952 maxtext_utils.py:1790]  params/params/decoder/layers/mlp/wi_1/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0416 00:56:40.476945 138053672909952 maxtext_utils.py:1790]  params/params/decoder/layers/mlp/wo/kernel
    Shape:     float32[7168,16,2048]
    Logical:   P('mlp', 'layers', 'embed')
    Physical:  (None, None, 'fsdp')
I0416 00:56:40.476986 138053672909952 maxtext_utils.py:1790]  params/params/decoder/layers/post_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0416 00:56:40.477014 138053672909952 maxtext_utils.py:1790]  params/params/decoder/layers/pre_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0416 00:56:40.477073 138053672909952 maxtext_utils.py:1790]  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)
I0416 00:56:40.477118 138053672909952 maxtext_utils.py:1790]  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')
I0416 00:56:40.477146 138053672909952 maxtext_utils.py:1790]  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)
I0416 00:56:40.477174 138053672909952 maxtext_utils.py:1790]  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)
I0416 00:56:40.477209 138053672909952 maxtext_utils.py:1790]  params/params/decoder/logits_dense/kernel
    Shape:     float32[2048,32000]
    Logical:   P('embed_vocab', 'vocab')
    Physical:  ('fsdp', None)
I0416 00:56:40.477243 138053672909952 maxtext_utils.py:1790]  params/params/token_embedder/embedding
    Shape:     float32[32000,2048]
    Logical:   P('vocab', 'embed_vocab')
    Physical:  (None, 'fsdp')

I0416 00:56:42.054360 138053672909952 train.py:157] train/xent Logical: float32[8,2048]............................................. ('activation_embed_and_logits_batch', 'activation_length').
I0416 00:56:42.054445 138053672909952 train.py:157] train/xent Physical: float32[8,2048]............................................. ('fsdp', None).
I0416 00:56:42.069244 138053672909952 train.py:164] train/z_loss Logical: float32[8,2048]............................................. ('activation_embed_and_logits_batch', 'activation_length').
I0416 00:56:42.069295 138053672909952 train.py:164] train/z_loss Physical: float32[8,2048]............................................. ('fsdp', None).
W0416 00:56:42.639938 3452521 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
I0416 00:56:42.832844 138053672909952 max_utils.py:791] Total memory size: 3.7 GB, Output size: 1.5 GB, Temp size: 2.2 GB, Argument size: 1.5 GB, Host temp size: 0.0 GB.
I0416 00:56:42.833338 138053672909952 max_utils.py:194] tensorboardX not available; using no-op SummaryWriter.
I0416 00:56:42.833486 138053672909952 metric_logger.py:289] number parameters: 1.104 billion
W0416 00:56:47.386432 3452521 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
I0416 00:56:47.613519 138053672909952 checkpointing.py:794] Waiting for step 0 to finish before checkpoint...
I0416 00:56:47.738986 138053672909952 checkpointing.py:798] Waited 0.12548518180847168 seconds for step 0 to finish before starting checkpointing.
I0416 00:56:47.739479 138053672909952 checkpoint_manager.py:1983] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0416 00:56:47.739640 138053672909952 checkpoint_manager.py:1501] [process=0] Saving checkpoint at step 0
I0416 00:56:47.740104 138053672909952 async_checkpointer.py:452] [process=0] Started async saving checkpoint to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0.
I0416 00:56:47.826227 138053672909952 signaling_client.py:373] Using ThreadSafeKeyValueSignalingClient
I0416 00:56:47.915899 137938325210688 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0
I0416 00:56:47.922606 138053672909952 jax_array_handlers.py:347] Scheduling D2H of 39 prioritized jax.Array.
I0416 00:56:47.922690 138053672909952 replica_slices.py:410] 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
W0416 00:56:48.155957 3452521 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 00:56:48.163802 3452521 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 00:56:48.175650 3452521 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 00:56:48.181691 3452521 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 00:56:48.190145 3452521 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 00:56:48.196518 3452521 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 00:56:48.201298 3452521 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 00:56:48.205777 3452521 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
I0416 00:56:48.721647 137938314724928 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0/items
I0416 00:56:48.876529 137938274879040 checkpoint.py:188] Wrote Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776301008630314812, 'commit_timestamp_nsecs': None, 'custom_metadata': {}}, json={"item_handlers": null, "metrics": {}, "performance_metrics": {}, "init_timestamp_nsecs": 1776301008630314812, "commit_timestamp_nsecs": null, "custom_metadata": {}} to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0/_CHECKPOINT_METADATA
I0416 00:56:49.098361 138053672909952 base_pytree_checkpoint_handler.py:153] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 1.176187s
I0416 00:56:49.098773 138053672909952 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/blocking_gbytes_per_sec: 9.709 GiB/s (total gbytes: 12.3 GiB) (time elapsed: a second) (per-host)
I0416 00:56:49.098823 138053672909952 base_pytree_checkpoint_handler.py:732] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 1.271196s (batch_requests_ready=0.091197s, total_serialization_initiated=1.179688s, others=0.000311s)
I0416 00:56:49.098888 138053672909952 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 1.272172s (all_items=0.000024s, per_item={'items': '0.00002384'}, temp_paths=1.272148)
I0416 00:56:49.099698 137938253907520 async_checkpointer.py:79] [process=0][thread=async_save] Background save thread started.
I0416 00:56:49.099801 138053672909952 async_checkpointer.py:561] Finished blocking save. Time taken: 1.360122s. Continuing background save to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0.
I0416 00:56:49.099989 138053672909952 checkpoint_manager.py:1549] [process=0][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize
I0416 00:56:49.100239 137938335696448 async_checkpointer.py:265] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0416 00:56:49.100351 138053672909952 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776301007.7394614, 'wait_for_prev_duration_secs': 4.601478576660156e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776301007.7396615, 'checkpointer_blocking_duration_secs': 1.3602542877197266, 'get_old_steps_start_time': 1776301009.099934, 'get_old_steps_duration_secs': 2.09808349609375e-05, 'checkpoint_manager_blocking_start_time': 1776301007.739371, 'checkpoint_manager_blocking_duration_secs': 1.3609507083892822}
I0416 00:56:49.100468 138053672909952 checkpointing.py:409] Started an asynchronous checkpoint save for step 0
I0416 00:56:49.100514 138053672909952 max_utils.py:750] 
Memstats: After params initialized:
I0416 00:56:49.100592 138053672909952 max_utils.py:756] 	Using (GB) 1.6 / 31.25 (5.120000%) on TPU_0(process=0,(0,0,0,0))
I0416 00:56:49.100618 138053672909952 max_utils.py:756] 	Using (GB) 1.6 / 31.25 (5.120000%) on TPU_1(process=0,(1,0,0,0))
I0416 00:56:49.100638 138053672909952 max_utils.py:756] 	Using (GB) 1.6 / 31.25 (5.120000%) on TPU_2(process=0,(0,1,0,0))
I0416 00:56:49.100656 138053672909952 max_utils.py:756] 	Using (GB) 1.6 / 31.25 (5.120000%) on TPU_3(process=0,(1,1,0,0))
I0416 00:56:49.100672 138053672909952 max_utils.py:756] 	Using (GB) 1.6 / 31.25 (5.120000%) on TPU_4(process=0,(0,2,0,0))
I0416 00:56:49.100689 138053672909952 max_utils.py:756] 	Using (GB) 1.6 / 31.25 (5.120000%) on TPU_5(process=0,(1,2,0,0))
I0416 00:56:49.100705 138053672909952 max_utils.py:756] 	Using (GB) 1.6 / 31.25 (5.120000%) on TPU_6(process=0,(0,3,0,0))
I0416 00:56:49.100721 138053672909952 max_utils.py:756] 	Using (GB) 1.6 / 31.25 (5.120000%) on TPU_7(process=0,(1,3,0,0))
W0416 00:56:49.106716 3452521 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 00:56:49.112453 3452521 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 00:56:49.117335 3452521 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
I0416 00:56:49.198744 3455601 google_auth_provider.cc:149] Using credentials at ~/.config/gcloud/application_default_credentials.json
I0416 00:56:49.198818 3455601 google_auth_provider.cc:156] Using OAuth2 AuthProvider
I0416 00:56:49.425227 138053672909952 metric_logger.py:185] completed step: 0, seconds: 4.780, TFLOP/s/device: 2.843, Tokens/s/device: 428.495, total_weights: 13328, loss: 10.840
I0416 00:56:49.426223 138053672909952 metric_logger.py:269] To see full metrics 'tensorboard --logdir=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/tensorboard/'
I0416 00:56:49.545288 138053672909952 metric_logger.py:185] completed step: 1, seconds: 1.810, TFLOP/s/device: 7.508, Tokens/s/device: 1131.622, total_weights: 12332, loss: 10.869
I0416 00:56:49.666787 138053672909952 metric_logger.py:185] completed step: 2, seconds: 0.010, TFLOP/s/device: 1378.564, Tokens/s/device: 207792.208, total_weights: 15161, loss: 9.874
I0416 00:56:49.788872 138053672909952 metric_logger.py:185] completed step: 3, seconds: 0.121, TFLOP/s/device: 111.925, Tokens/s/device: 16870.547, total_weights: 13327, loss: 9.406
I0416 00:56:50.247759 137938325210688 array_metadata_store.py:203] [process=0][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0/items/array_metadatas/process_0
I0416 00:57:16.441403 137938304239168 base_pytree_checkpoint_handler.py:1217] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 27.240742s (commit=26.814164s, array_metadata_write=0.426578s)
I0416 00:57:16.442593 137938253907520 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/gbytes_per_sec: 441.616 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 28 seconds) (per-host)
I0416 00:57:16.442711 137938253907520 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 27.342863s.
I0416 00:57:16.701975 137938253907520 checkpoint.py:228] Read Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776301008630314812, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} from gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0/_CHECKPOINT_METADATA
I0416 00:57:16.909138 137938253907520 array_metadata_store.py:367] [process=0][thread=async_save] Skipped cross-host ArrayMetadata validation because only one process is found: process_index=0.
I0416 00:57:17.108115 137938274879040 checkpoint.py:247] Updated Metadata={'item_handlers': {'items': 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler'}, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776301008630314812, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0/_CHECKPOINT_METADATA
I0416 00:57:17.363015 137938253907520 ocdbt_utils.py:56] Param validation support for Zarr3 will be added later (b/362328389).
I0416 00:57:17.363695 137938253907520 base_pytree_checkpoint_handler.py:1342] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 0.608237s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0/items
I0416 00:57:17.364384 137938253907520 atomicity.py:608] Finalizing gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0/items
I0416 00:57:17.615183 137938253907520 atomicity.py:608] Finalizing gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0
I0416 00:57:18.310742 137938253907520 atomicity.py:794] [process=0][thread=async_save] Finished saving checkpoint (finalized tmp dir) to `gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0`.
I0416 00:57:18.311421 137938253907520 async_checkpointer.py:420] Finished async_save (blocking + background). Time taken: 30.571748s. directory=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0
I0416 00:57:18.311503 137938253907520 async_checkpointer.py:144] [process=0][thread=async_save] Background save thread done. Time taken: 29.211657s.
I0416 00:57:18.311719 137938335696448 async_checkpointer.py:273] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0416 00:57:18.311841 137938335696448 async_checkpointer.py:283] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0416 00:57:18.311918 137938335696448 checkpoint_manager.py:2103] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts...
I0416 00:57:18.311969 137938335696448 checkpoint_manager.py:2112] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts.
I0416 00:57:20.445418 138053672909952 metric_logger.py:185] completed step: 4, seconds: 0.121, TFLOP/s/device: 112.209, Tokens/s/device: 16913.319, total_weights: 11939, loss: 9.149
I0416 00:57:20.454547 138053672909952 metric_logger.py:185] completed step: 5, seconds: 0.122, TFLOP/s/device: 111.152, Tokens/s/device: 16754.064, total_weights: 15502, loss: 9.058
I0416 00:57:20.574903 138053672909952 metric_logger.py:185] completed step: 6, seconds: 30.656, TFLOP/s/device: 0.443, Tokens/s/device: 66.807, total_weights: 13864, loss: 8.892
I0416 00:57:20.696991 138053672909952 metric_logger.py:185] completed step: 7, seconds: 0.006, TFLOP/s/device: 2145.788, Tokens/s/device: 323436.513, total_weights: 12988, loss: 8.751
I0416 00:57:20.818981 138053672909952 metric_logger.py:185] completed step: 8, seconds: 0.122, TFLOP/s/device: 111.753, Tokens/s/device: 16844.599, total_weights: 13820, loss: 8.791
I0416 00:57:20.941175 138053672909952 checkpointing.py:794] Waiting for step 9 to finish before checkpoint...
I0416 00:57:20.941988 138053672909952 checkpointing.py:798] Waited 0.0008428096771240234 seconds for step 9 to finish before starting checkpointing.
I0416 00:57:20.942270 138053672909952 checkpoint_manager.py:1983] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0416 00:57:20.942438 138053672909952 checkpoint_manager.py:1501] [process=0] Saving checkpoint at step 9
I0416 00:57:20.942729 138053672909952 async_checkpointer.py:452] [process=0] Started async saving checkpoint to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9.
I0416 00:57:21.127461 138053672909952 jax_array_handlers.py:347] Scheduling D2H of 39 prioritized jax.Array.
I0416 00:57:21.127610 137938335696448 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9
I0416 00:57:21.127694 138053672909952 replica_slices.py:410] 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
I0416 00:57:21.905579 137938182604352 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9/items
I0416 00:57:31.031959 138053672909952 base_pytree_checkpoint_handler.py:153] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 9.905285s
I0416 00:57:31.036787 138053672909952 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/blocking_gbytes_per_sec: 1.234 GiB/s (total gbytes: 12.3 GiB) (time elapsed: 9 seconds) (per-host)
I0416 00:57:31.036852 138053672909952 base_pytree_checkpoint_handler.py:732] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 9.999973s (batch_requests_ready=0.086822s, total_serialization_initiated=9.908442s, others=0.004708s)
I0416 00:57:31.036924 138053672909952 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 10.000499s (all_items=0.000021s, per_item={'items': '0.00002074'}, temp_paths=10.000478)
I0416 00:57:31.038517 137938335696448 async_checkpointer.py:79] [process=0][thread=async_save] Background save thread started.
I0416 00:57:31.038615 138053672909952 async_checkpointer.py:561] Finished blocking save. Time taken: 10.096123s. Continuing background save to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9.
I0416 00:57:31.038874 138053672909952 checkpoint_manager.py:1549] [process=0][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize
I0416 00:57:31.039038 137938253907520 async_checkpointer.py:265] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0416 00:57:31.039137 138053672909952 standard_logger.py:34] {'step': 9, 'event_type': 'save', 'directory': 'gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776301040.9422352, 'wait_for_prev_duration_secs': 6.270408630371094e-05, 'time_between_consecutive_saves_sec': 2.630250930786133, 'checkpointer_blocking_start_time': 1776301040.9424596, 'checkpointer_blocking_duration_secs': 10.096303939819336, 'get_old_steps_start_time': 1776301051.0387871, 'get_old_steps_duration_secs': 3.6716461181640625e-05, 'checkpoint_manager_blocking_start_time': 1776301040.942198, 'checkpoint_manager_blocking_duration_secs': 10.096908330917358}
I0416 00:57:31.039260 138053672909952 checkpointing.py:409] Started an asynchronous checkpoint save for step 9
I0416 00:57:31.039295 138053672909952 checkpoint_manager.py:1994] [process=0][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0416 00:57:31.802682 137938325210688 array_metadata_store.py:203] [process=0][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9/items/array_metadatas/process_0
I0416 00:58:06.224384 137938182604352 base_pytree_checkpoint_handler.py:1217] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 35.186851s (commit=34.706365s, array_metadata_write=0.480486s)
I0416 00:58:06.225388 137938335696448 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/gbytes_per_sec: 279.646 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 45 seconds) (per-host)
I0416 00:58:06.225447 137938335696448 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 35.186773s.
I0416 00:58:06.693352 137938335696448 array_metadata_store.py:367] [process=0][thread=async_save] Skipped cross-host ArrayMetadata validation because only one process is found: process_index=0.
I0416 00:58:07.144750 137938335696448 ocdbt_utils.py:56] Param validation support for Zarr3 will be added later (b/362328389).
I0416 00:58:07.145532 137938335696448 base_pytree_checkpoint_handler.py:1342] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 0.584280s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9/items
I0416 00:58:07.146224 137938335696448 atomicity.py:608] Finalizing gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9/items
I0416 00:58:07.371150 137938335696448 atomicity.py:608] Finalizing gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9
I0416 00:58:08.041277 137938335696448 atomicity.py:794] [process=0][thread=async_save] Finished saving checkpoint (finalized tmp dir) to `gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9`.
I0416 00:58:08.041928 137938335696448 async_checkpointer.py:420] Finished async_save (blocking + background). Time taken: 47.099456s. directory=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/linen_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9
I0416 00:58:08.042008 137938335696448 async_checkpointer.py:144] [process=0][thread=async_save] Background save thread done. Time taken: 37.003335s.
I0416 00:58:08.042192 137938253907520 async_checkpointer.py:273] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0416 00:58:08.042303 137938253907520 async_checkpointer.py:283] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0416 00:58:08.042372 137938253907520 checkpoint_manager.py:2103] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts...
I0416 00:58:08.042421 137938253907520 checkpoint_manager.py:2112] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts.
I0416 00:58:08.042610 138053672909952 checkpoint_manager.py:2006] [process=0][thread=MainThread][step=9][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=9.
I0416 00:58:08.043067 138053672909952 checkpoint_manager.py:1983] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0416 00:58:08.043699 138053672909952 metric_logger.py:185] completed step: 9, seconds: 0.122, TFLOP/s/device: 111.297, Tokens/s/device: 16775.885, total_weights: 12300, loss: 8.774
Per train step:
 Total TFLOPs: 13.59 
 split as 93.93% learnable weight flops and 6.07% attention flops
2026-04-16 02:12:50.202241: 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)
I0416 02:12:50.319557 126158329224320 max_utils.py:238] Skipping jax distributed system due to skip_jax_distributed_system=True flag.
I0416 02:13:21.177665 126158329224320 max_utils.py:800] System Information: Jax Version: 0.9.2
I0416 02:13:21.177785 126158329224320 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0416 02:13:21.177820 126158329224320 max_utils.py:802] System Information: Jax Backend: PJRT C API
TFRT TPU v6 lite
Built on Apr 6 2026 20:48:10 (1775533690) cl/895581894
I0416 02:13:21.177845 126158329224320 train_utils.py:364] WARNING: 'dataset_path' might be pointing your local file system
I0416 02:13:21.177927 126158329224320 train.py:812] [DECOUPLED NO-OP] skipping cloud diagnostics wrapper.
W0416 02:13:21.272425 3532269 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
I0416 02:13:21.689864 126158329224320 maxtext_utils.py:1687] Num_devices: 8, shape (1, 1, 1, 8, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0416 02:13:22.177489 126158329224320 checkpointing.py:688] Setting up checkpoint logger...
I0416 02:13:22.177708 126158329224320 checkpointing.py:234] Creating checkpoint manager with ocdbt=True and zarr3=True
I0416 02:13:22.177803 126158329224320 pytree_checkpoint_handler.py:577] save_device_host_concurrent_bytes=None
I0416 02:13:22.178093 126158329224320 base_pytree_checkpoint_handler.py:411] 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 0x72bcef7d37d0>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0416 02:13:24.525238 126158329224320 checkpointing.py:266] Enabling policy for fixed interval checkpointing.
I0416 02:13:24.525521 126158329224320 checkpoint_manager.py:702] [process=0][thread=MainThread] CheckpointManager init: checkpointers=None, item_names=('items',), item_handlers={'items': <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x72b672111d30>}, handler_registry=None
I0416 02:13:24.525966 126158329224320 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x72b672111d30>` 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`.
I0416 02:13:24.526008 126158329224320 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x72b672110fe0>` 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`.
I0416 02:13:24.526040 126158329224320 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 0x72b672111d30>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x72b672111d30>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x72b672110fe0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x72b672110fe0>}).
I0416 02:13:24.526379 126158329224320 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.28
I0416 02:13:24.526445 126158329224320 async_checkpointer.py:177] [process=0][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>.<lambda> at 0x72b67212ac00> timeout: 600 secs and primary_host=0 for async checkpoint writes
I0416 02:13:24.660138 126158329224320 checkpoint_manager.py:1788] Found 0 checkpoint steps in gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints
I0416 02:13:24.660403 126158329224320 checkpoint_manager.py:921] [process=0][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_hns=False, 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), root_directory=gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x72b672110740>
I0416 02:13:24.660495 126158329224320 checkpointing.py:302] Checkpoint manager created!
I0416 02:13:24.744459 126158329224320 dataset_info.py:707] Load dataset info from tests/assets/local_datasets/c4_en_dataset_minimal/c4/en/3.1.0
I0416 02:13:24.747720 126158329224320 reader.py:262] Creating a tf.data.Dataset reading 8 files located in folders: tests/assets/local_datasets/c4_en_dataset_minimal/c4/en/3.1.0.
I0416 02:13:24.804527 126158329224320 logging_logger.py:49] Constructing tf.data.Dataset __local_c4_builder for split train, from tests/assets/local_datasets/c4_en_dataset_minimal/c4/en/3.1.0
I0416 02:13:24.837591 126158329224320 tokenizer.py:245] Tokenizer path: src/maxtext/assets/tokenizers/tokenizer.llama2
I0416 02:13:24.837656 126158329224320 tokenizer.py:187] Loading sentencepiece tokenizer: src/maxtext/assets/tokenizers/tokenizer.llama2
I0416 02:13:26.230353 126158329224320 checkpointing.py:578] checkpoint manager exists so trying to load this run's existing checkpoint
I0416 02:13:26.230497 126158329224320 checkpointing.py:676] No existing checkpoints found, not restoring checkpoint.
[DECOUPLED NO-OP] gcs_storage: using stubs.
[DECOUPLED NO-OP] mldiagnostics: using stub.
[DECOUPLED NO-OP] mldiagnostics: using stub.
[DECOUPLED NO-OP] mldiagnostics: using stub.
[DECOUPLED NO-OP] workload_monitor: using stub.
[DECOUPLED NO-OP] vertex_tensorboard: using stub.
fsdp: 8

I0416 02:13:29.269059 126158329224320 nnx_decoders.py:465] nnx_decoders/carry Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0416 02:13:29.269212 126158329224320 nnx_decoders.py:465] nnx_decoders/carry Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0416 02:13:29.274642 126158329224320 nnx_decoders.py:465] Unknown Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0416 02:13:29.274689 126158329224320 nnx_decoders.py:465] Unknown Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0416 02:13:29.289949 126158329224320 attentions.py:1088] attentions/inputs_q Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0416 02:13:29.290011 126158329224320 attentions.py:1088] attentions/inputs_q Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0416 02:13:29.304648 126158329224320 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0416 02:13:29.304702 126158329224320 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0416 02:13:29.375841 126158329224320 attentions.py:1154] attentions/query Logical: bfloat16[8,2048,16,128]..................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0416 02:13:29.375928 126158329224320 attentions.py:1154] attentions/query Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0416 02:13:29.390712 126158329224320 attentions.py:1155] attentions/key Logical: bfloat16[8,2048,16,128]..................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0416 02:13:29.390771 126158329224320 attentions.py:1155] attentions/key Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0416 02:13:29.405299 126158329224320 attentions.py:1156] attentions/value Logical: bfloat16[8,2048,16,128]..................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0416 02:13:29.405350 126158329224320 attentions.py:1156] attentions/value Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0416 02:13:29.433315 126158329224320 attentions.py:1197] attentions/out Logical: bfloat16[8,2048,16,128]..................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv').
I0416 02:13:29.433377 126158329224320 attentions.py:1197] attentions/out Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0416 02:13:29.504405 126158329224320 linears.py:525] linears/x Logical: bfloat16[8,2048,7168]....................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0416 02:13:29.504488 126158329224320 linears.py:525] linears/x Physical: bfloat16[8,2048,7168]....................................... ('fsdp', None, None).
I0416 02:13:45.784286 126158329224320 max_utils.py:791] Total memory size: 3.7 GB, Output size: 1.5 GB, Temp size: 2.2 GB, Argument size: 1.5 GB, Host temp size: 0.0 GB.
I0416 02:13:45.785366 126158329224320 max_utils.py:194] tensorboardX not available; using no-op SummaryWriter.
I0416 02:13:45.788213 126158329224320 metric_logger.py:289] number parameters: 1.104 billion
I0416 02:14:03.954136 126158329224320 checkpointing.py:794] Waiting for step 0 to finish before checkpoint...
I0416 02:14:04.102483 126158329224320 checkpointing.py:798] Waited 0.14839649200439453 seconds for step 0 to finish before starting checkpointing.
I0416 02:14:04.103434 126158329224320 checkpoint_manager.py:1983] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0416 02:14:04.103688 126158329224320 checkpoint_manager.py:1501] [process=0] Saving checkpoint at step 0
I0416 02:14:04.104536 126158329224320 async_checkpointer.py:452] [process=0] Started async saving checkpoint to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0.
I0416 02:14:04.199067 126158329224320 signaling_client.py:373] Using ThreadSafeKeyValueSignalingClient
I0416 02:14:04.309791 126042847053376 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0
I0416 02:14:04.310429 126158329224320 jax_array_handlers.py:347] Scheduling D2H of 111 prioritized jax.Array.
I0416 02:14:04.311404 126158329224320 replica_slices.py:410] 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
I0416 02:14:05.023443 126042836567616 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0/items
I0416 02:14:05.537809 126042796721728 checkpoint.py:188] Wrote Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776305644932734546, 'commit_timestamp_nsecs': None, 'custom_metadata': {}}, json={"item_handlers": null, "metrics": {}, "performance_metrics": {}, "init_timestamp_nsecs": 1776305644932734546, "commit_timestamp_nsecs": null, "custom_metadata": {}} to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0/_CHECKPOINT_METADATA
W0416 02:14:05.565795 3532269 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 02:14:05.576572 3532269 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 02:14:05.583764 3532269 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 02:14:05.589598 3532269 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 02:14:05.595565 3532269 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 02:14:05.600789 3532269 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 02:14:05.605943 3532269 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 02:14:05.611110 3532269 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
I0416 02:14:05.934527 3535558 google_auth_provider.cc:149] Using credentials at ~/.config/gcloud/application_default_credentials.json
I0416 02:14:05.934584 3535558 google_auth_provider.cc:156] Using OAuth2 AuthProvider
I0416 02:14:06.117810 126158329224320 base_pytree_checkpoint_handler.py:153] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 1.809630s
I0416 02:14:06.127126 126158329224320 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/blocking_gbytes_per_sec: 6.407 GiB/s (total gbytes: 12.3 GiB) (time elapsed: a second) (per-host)
I0416 02:14:06.127204 126158329224320 base_pytree_checkpoint_handler.py:732] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 1.926223s (batch_requests_ready=0.091713s, total_serialization_initiated=1.825301s, others=0.009209s)
I0416 02:14:06.127288 126158329224320 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 1.927604s (all_items=0.000051s, per_item={'items': '0.00005102'}, temp_paths=1.927553)
I0416 02:14:06.129789 126042723321408 async_checkpointer.py:79] [process=0][thread=async_save] Background save thread started.
I0416 02:14:06.129899 126158329224320 async_checkpointer.py:561] Finished blocking save. Time taken: 2.026159s. Continuing background save to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0.
I0416 02:14:06.130155 126158329224320 checkpoint_manager.py:1549] [process=0][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize
I0416 02:14:06.130366 126042712835648 async_checkpointer.py:265] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0416 02:14:06.130475 126158329224320 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776305644.103407, 'wait_for_prev_duration_secs': 6.628036499023438e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776305644.1037118, 'checkpointer_blocking_duration_secs': 2.026326894760132, 'get_old_steps_start_time': 1776305646.1300704, 'get_old_steps_duration_secs': 4.363059997558594e-05, 'checkpoint_manager_blocking_start_time': 1776305644.103181, 'checkpoint_manager_blocking_duration_secs': 2.027263879776001}
I0416 02:14:06.130607 126158329224320 checkpointing.py:409] Started an asynchronous checkpoint save for step 0
I0416 02:14:06.130690 126158329224320 max_utils.py:750] 
Memstats: After params initialized:
I0416 02:14:06.130745 126158329224320 max_utils.py:756] 	Using (GB) 1.6 / 31.25 (5.120000%) on TPU_0(process=0,(0,0,0,0))
I0416 02:14:06.130769 126158329224320 max_utils.py:756] 	Using (GB) 1.6 / 31.25 (5.120000%) on TPU_1(process=0,(1,0,0,0))
I0416 02:14:06.130789 126158329224320 max_utils.py:756] 	Using (GB) 1.6 / 31.25 (5.120000%) on TPU_2(process=0,(0,1,0,0))
I0416 02:14:06.130808 126158329224320 max_utils.py:756] 	Using (GB) 1.6 / 31.25 (5.120000%) on TPU_3(process=0,(1,1,0,0))
I0416 02:14:06.130826 126158329224320 max_utils.py:756] 	Using (GB) 1.6 / 31.25 (5.120000%) on TPU_4(process=0,(0,2,0,0))
I0416 02:14:06.130843 126158329224320 max_utils.py:756] 	Using (GB) 1.6 / 31.25 (5.120000%) on TPU_5(process=0,(1,2,0,0))
I0416 02:14:06.130860 126158329224320 max_utils.py:756] 	Using (GB) 1.6 / 31.25 (5.120000%) on TPU_6(process=0,(0,3,0,0))
I0416 02:14:06.130876 126158329224320 max_utils.py:756] 	Using (GB) 1.6 / 31.25 (5.120000%) on TPU_7(process=0,(1,3,0,0))
W0416 02:14:06.137902 3532269 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 02:14:06.144486 3532269 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 02:14:06.149931 3532269 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
I0416 02:14:06.516354 126158329224320 metric_logger.py:185] completed step: 0, seconds: 18.164, TFLOP/s/device: 0.748, Tokens/s/device: 112.753, total_weights: 13328, loss: 10.880
I0416 02:14:06.518833 126158329224320 metric_logger.py:269] To see full metrics 'tensorboard --logdir=gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/tensorboard/'
I0416 02:14:06.625694 126158329224320 metric_logger.py:185] completed step: 1, seconds: 2.553, TFLOP/s/device: 5.322, Tokens/s/device: 802.201, total_weights: 12332, loss: 10.851
I0416 02:14:06.746891 126158329224320 metric_logger.py:185] completed step: 2, seconds: 0.040, TFLOP/s/device: 336.490, Tokens/s/device: 50719.433, total_weights: 15161, loss: 9.862
I0416 02:14:06.868099 126158329224320 metric_logger.py:185] completed step: 3, seconds: 0.091, TFLOP/s/device: 149.436, Tokens/s/device: 22524.554, total_weights: 13327, loss: 9.404
I0416 02:14:06.884474 126042754778688 array_metadata_store.py:203] [process=0][thread=array_type_handler] Wrote 111 array_metadata.ArrayMetadata to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0/items/array_metadatas/process_0
I0416 02:14:34.319456 126158329224320 metric_logger.py:185] completed step: 4, seconds: 0.121, TFLOP/s/device: 112.550, Tokens/s/device: 16964.737, total_weights: 11939, loss: 9.133
I0416 02:14:34.334413 126158329224320 metric_logger.py:185] completed step: 5, seconds: 0.121, TFLOP/s/device: 112.012, Tokens/s/device: 16883.620, total_weights: 15502, loss: 9.029
I0416 02:14:34.452090 126158329224320 metric_logger.py:185] completed step: 6, seconds: 27.452, TFLOP/s/device: 0.495, Tokens/s/device: 74.602, total_weights: 13864, loss: 8.894
I0416 02:14:34.573569 126158329224320 metric_logger.py:185] completed step: 7, seconds: 0.010, TFLOP/s/device: 1393.838, Tokens/s/device: 210094.378, total_weights: 12988, loss: 8.806
I0416 02:14:34.695126 126158329224320 metric_logger.py:185] completed step: 8, seconds: 0.119, TFLOP/s/device: 114.371, Tokens/s/device: 17239.202, total_weights: 13820, loss: 8.803
I0416 02:14:34.818568 126158329224320 checkpointing.py:794] Waiting for step 9 to finish before checkpoint...
I0416 02:14:34.820400 126158329224320 checkpointing.py:798] Waited 0.0018415451049804688 seconds for step 9 to finish before starting checkpointing.
I0416 02:14:34.820845 126158329224320 checkpoint_manager.py:1994] [process=0][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0416 02:14:38.849864 126042744292928 base_pytree_checkpoint_handler.py:1217] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 32.721890s (commit=32.294870s, array_metadata_write=0.427021s)
I0416 02:14:38.851236 126042723321408 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/gbytes_per_sec: 364.697 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 34 seconds) (per-host)
I0416 02:14:38.851362 126042723321408 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 32.721399s.
I0416 02:14:39.064648 126042723321408 checkpoint.py:228] Read Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776305644932734546, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} from gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0/_CHECKPOINT_METADATA
I0416 02:14:39.247169 126042723321408 array_metadata_store.py:367] [process=0][thread=async_save] Skipped cross-host ArrayMetadata validation because only one process is found: process_index=0.
I0416 02:14:39.423247 126042796721728 checkpoint.py:247] Updated Metadata={'item_handlers': {'items': 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler'}, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776305644932734546, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0/_CHECKPOINT_METADATA
I0416 02:14:39.641017 126042723321408 ocdbt_utils.py:56] Param validation support for Zarr3 will be added later (b/362328389).
I0416 02:14:39.642007 126042723321408 base_pytree_checkpoint_handler.py:1342] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 0.540427s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0/items
I0416 02:14:39.642822 126042723321408 atomicity.py:608] Finalizing gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0/items
I0416 02:14:39.882260 126042723321408 atomicity.py:608] Finalizing gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0
I0416 02:14:40.537599 126042723321408 atomicity.py:794] [process=0][thread=async_save] Finished saving checkpoint (finalized tmp dir) to `gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0`.
I0416 02:14:40.538339 126042723321408 async_checkpointer.py:420] Finished async_save (blocking + background). Time taken: 36.434606s. directory=gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/0
I0416 02:14:40.538424 126042723321408 async_checkpointer.py:144] [process=0][thread=async_save] Background save thread done. Time taken: 34.408465s.
I0416 02:14:40.538649 126042712835648 async_checkpointer.py:273] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0416 02:14:40.538775 126042712835648 async_checkpointer.py:283] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0416 02:14:40.538848 126042712835648 checkpoint_manager.py:2103] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts...
I0416 02:14:40.538908 126042712835648 checkpoint_manager.py:2112] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts.
I0416 02:14:40.539021 126158329224320 checkpoint_manager.py:2006] [process=0][thread=MainThread][step=0][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=0.
W0416 02:14:40.539105 126158329224320 checkpoint_manager.py:1441] Waiting for previous save to complete took 5.718271 seconds. If this number is high, consider checkpointing less frequently.
I0416 02:14:40.539640 126158329224320 checkpoint_manager.py:1501] [process=0] Saving checkpoint at step 9
I0416 02:14:40.539948 126158329224320 async_checkpointer.py:452] [process=0] Started async saving checkpoint to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9.
I0416 02:14:40.734415 126042712835648 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9
I0416 02:14:40.734601 126158329224320 jax_array_handlers.py:347] Scheduling D2H of 111 prioritized jax.Array.
I0416 02:14:40.734856 126158329224320 replica_slices.py:410] 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
I0416 02:14:41.468090 126042857539136 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9/items
I0416 02:14:45.059122 126158329224320 base_pytree_checkpoint_handler.py:153] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 4.326508s
I0416 02:14:45.068125 126158329224320 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/blocking_gbytes_per_sec: 2.778 GiB/s (total gbytes: 12.3 GiB) (time elapsed: 4 seconds) (per-host)
I0416 02:14:45.068194 126158329224320 base_pytree_checkpoint_handler.py:732] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 4.442709s (batch_requests_ready=0.092940s, total_serialization_initiated=4.340899s, others=0.008870s)
I0416 02:14:45.068279 126158329224320 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 4.443296s (all_items=0.000017s, per_item={'items': '0.00001693'}, temp_paths=4.443280)
I0416 02:14:45.069802 126042765264448 async_checkpointer.py:79] [process=0][thread=async_save] Background save thread started.
I0416 02:14:45.069905 126158329224320 async_checkpointer.py:561] Finished blocking save. Time taken: 4.530210s. Continuing background save to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9.
I0416 02:14:45.070161 126158329224320 checkpoint_manager.py:1549] [process=0][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize
I0416 02:14:45.070319 126042723321408 async_checkpointer.py:265] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0416 02:14:45.070415 126158329224320 standard_logger.py:34] {'step': 9, 'event_type': 'save', 'directory': 'gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776305674.8208144, 'wait_for_prev_duration_secs': 5.718271017074585, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776305680.539664, 'checkpointer_blocking_duration_secs': 4.530403137207031, 'get_old_steps_start_time': 1776305685.0700915, 'get_old_steps_duration_secs': 2.47955322265625e-05, 'checkpoint_manager_blocking_start_time': 1776305674.8207629, 'checkpoint_manager_blocking_duration_secs': 10.24962329864502}
I0416 02:14:45.070740 126158329224320 checkpointing.py:409] Started an asynchronous checkpoint save for step 9
I0416 02:14:45.070775 126158329224320 checkpoint_manager.py:1994] [process=0][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0416 02:14:45.794945 126042775750208 array_metadata_store.py:203] [process=0][thread=array_type_handler] Wrote 111 array_metadata.ArrayMetadata to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9/items/array_metadatas/process_0
I0416 02:15:14.520780 126042712835648 base_pytree_checkpoint_handler.py:1217] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 29.451802s (commit=29.024343s, array_metadata_write=0.427459s)
I0416 02:15:14.522118 126042765264448 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/gbytes_per_sec: 372.804 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 33 seconds) (per-host)
I0416 02:15:14.522186 126042765264448 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 29.452221s.
I0416 02:15:14.943097 126042765264448 array_metadata_store.py:367] [process=0][thread=async_save] Skipped cross-host ArrayMetadata validation because only one process is found: process_index=0.
I0416 02:15:15.364385 126042765264448 ocdbt_utils.py:56] Param validation support for Zarr3 will be added later (b/362328389).
I0416 02:15:15.365497 126042765264448 base_pytree_checkpoint_handler.py:1342] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 0.548508s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9/items
I0416 02:15:15.366243 126042765264448 atomicity.py:608] Finalizing gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9/items
I0416 02:15:15.596633 126042765264448 atomicity.py:608] Finalizing gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9
I0416 02:15:16.253687 126042765264448 atomicity.py:794] [process=0][thread=async_save] Finished saving checkpoint (finalized tmp dir) to `gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9`.
I0416 02:15:16.254436 126042765264448 async_checkpointer.py:420] Finished async_save (blocking + background). Time taken: 35.714760s. directory=gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_004836/nnx_feat_nnx_trainstate_and_training_loop_20260416_004836_04_int8/checkpoints/9
I0416 02:15:16.254509 126042765264448 async_checkpointer.py:144] [process=0][thread=async_save] Background save thread done. Time taken: 31.184544s.
I0416 02:15:16.254671 126042723321408 async_checkpointer.py:273] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0416 02:15:16.254791 126042723321408 async_checkpointer.py:283] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0416 02:15:16.254891 126042723321408 checkpoint_manager.py:2103] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts...
I0416 02:15:16.254936 126042723321408 checkpoint_manager.py:2112] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts.
I0416 02:15:16.255130 126158329224320 checkpoint_manager.py:2006] [process=0][thread=MainThread][step=9][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=9.
I0416 02:15:16.255318 126158329224320 checkpoint_manager.py:1983] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0416 02:15:16.256345 126158329224320 metric_logger.py:185] completed step: 9, seconds: 0.122, TFLOP/s/device: 111.682, Tokens/s/device: 16833.937, total_weights: 12300, loss: 8.755
Per train step:
 Total TFLOPs: 13.59 
 split as 93.93% learnable weight flops and 6.07% attention flops