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‹ —Case: 01_base02_synthetic ›

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

MetricLinen  7c12861a4NNX  7c12861a4Diff (NNX − Linen)
Parameters1.104 billion1.104 billion
Final loss8.71008.6680-0.042
TFLOP/s115.591116.050+0.459
Tok/s17423.117492.3+69.198
Avg s/step2.3532.536+0.183
Memory %5.095.090
JAX0.9.20.9.2

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

2026-04-16 03:35:39.316802: 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 03:35:39.433112 132919054130304 max_utils.py:238] Skipping jax distributed system due to skip_jax_distributed_system=True flag.
I0416 03:36:25.880275 132919054130304 max_utils.py:800] System Information: Jax Version: 0.9.2
I0416 03:36:25.880378 132919054130304 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0416 03:36:25.880416 132919054130304 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 03:36:25.880442 132919054130304 train_utils.py:364] WARNING: 'dataset_path' might be pointing your local file system
I0416 03:36:25.880526 132919054130304 train.py:818] [DECOUPLED NO-OP] skipping cloud diagnostics wrapper.
W0416 03:36:25.974440 3623483 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
I0416 03:36:26.369920 132919054130304 maxtext_utils.py:1687] Num_devices: 8, shape (1, 1, 1, 8, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0416 03:36:26.370102 132919054130304 maxtext_utils.py:1687] Num_devices: 8, shape (1, 1, 1, 8, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0416 03:36:26.370327 132919054130304 checkpointing.py:688] Setting up checkpoint logger...
I0416 03:36:26.370365 132919054130304 checkpointing.py:234] Creating checkpoint manager with ocdbt=True and zarr3=True
I0416 03:36:26.370404 132919054130304 pytree_checkpoint_handler.py:577] save_device_host_concurrent_bytes=None
I0416 03:36:26.370945 132919054130304 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 0x78e30abd7bf0>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0416 03:36:29.183788 132919054130304 checkpointing.py:266] Enabling policy for fixed interval checkpointing.
I0416 03:36:29.183964 132919054130304 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 0x78dc8d745010>}, handler_registry=None
I0416 03:36:29.184214 132919054130304 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x78dc8d745010>` 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 03:36:29.184257 132919054130304 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x78dc8d746ab0>` 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 03:36:29.184285 132919054130304 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 0x78dc8d745010>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x78dc8d745010>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x78dc8d746ab0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x78dc8d746ab0>}).
I0416 03:36:29.184570 132919054130304 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.28
I0416 03:36:29.184621 132919054130304 async_checkpointer.py:177] [process=0][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>.<lambda> at 0x78dc8d74a160> timeout: 600 secs and primary_host=0 for async checkpoint writes
I0416 03:36:29.315937 132919054130304 checkpoint_manager.py:1788] Found 0 checkpoint steps in gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints
I0416 03:36:29.316189 132919054130304 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_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x78de94580530>
I0416 03:36:29.316269 132919054130304 checkpointing.py:302] Checkpoint manager created!
I0416 03:36:29.394538 132919054130304 dataset_info.py:707] Load dataset info from tests/assets/local_datasets/c4_en_dataset_minimal/c4/en/3.1.0
I0416 03:36:29.397434 132919054130304 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 03:36:29.449227 132919054130304 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 03:36:29.475140 132919054130304 tokenizer.py:245] Tokenizer path: src/maxtext/assets/tokenizers/tokenizer.llama2
I0416 03:36:29.475208 132919054130304 tokenizer.py:187] Loading sentencepiece tokenizer: src/maxtext/assets/tokenizers/tokenizer.llama2
I0416 03:36:30.475619 132919054130304 nnx_wrappers.py:437] Unknown Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0416 03:36:30.475715 132919054130304 nnx_wrappers.py:437] Unknown Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0416 03:36:30.578325 132919054130304 attentions.py:1088] attentions/inputs_q Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0416 03:36:30.578401 132919054130304 attentions.py:1088] attentions/inputs_q Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0416 03:36:30.593317 132919054130304 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0416 03:36:30.593365 132919054130304 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0416 03:36:30.614469 132919054130304 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 03:36:30.614524 132919054130304 attentions.py:1154] attentions/query Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0416 03:36:30.629497 132919054130304 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 03:36:30.629546 132919054130304 attentions.py:1155] attentions/key Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0416 03:36:30.644467 132919054130304 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 03:36:30.644518 132919054130304 attentions.py:1156] attentions/value Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0416 03:36:30.686302 132919054130304 attentions.py:1197] attentions/out Logical: bfloat16[8,2048,16,128]..................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv').
I0416 03:36:30.686379 132919054130304 attentions.py:1197] attentions/out Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0416 03:36:30.705153 132919054130304 linears.py:525] linears/x Logical: bfloat16[8,2048,7168]....................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0416 03:36:30.705210 132919054130304 linears.py:525] linears/x Physical: bfloat16[8,2048,7168]....................................... ('fsdp', None, None).
I0416 03:36:30.900231 132919054130304 checkpointing.py:578] checkpoint manager exists so trying to load this run's existing checkpoint
I0416 03:36:30.900328 132919054130304 checkpointing.py:676] No existing checkpoints found, not restoring checkpoint.
W0416 03:36:30.950376 3623483 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
[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 03:36:31.337977 132919054130304 maxtext_utils.py:1790]  params/params/decoder/decoder_norm/scale
    Shape:     float32[2048]
    Logical:   P('norm',)
    Physical:  (None,)
I0416 03:36:31.338104 132919054130304 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 03:36:31.338148 132919054130304 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 03:36:31.338193 132919054130304 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 03:36:31.338233 132919054130304 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 03:36:31.338260 132919054130304 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 03:36:31.338300 132919054130304 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 03:36:31.338338 132919054130304 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 03:36:31.338366 132919054130304 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 03:36:31.338392 132919054130304 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 03:36:31.338426 132919054130304 maxtext_utils.py:1790]  params/params/decoder/logits_dense/kernel
    Shape:     float32[2048,32000]
    Logical:   P('embed_vocab', 'vocab')
    Physical:  ('fsdp', None)
I0416 03:36:31.338459 132919054130304 maxtext_utils.py:1790]  params/params/token_embedder/embedding
    Shape:     float32[32000,2048]
    Logical:   P('vocab', 'embed_vocab')
    Physical:  (None, 'fsdp')

I0416 03:36:31.773137 132919054130304 train.py:157] train/xent Logical: float32[8,2048]............................................. ('activation_embed_and_logits_batch', 'activation_length').
I0416 03:36:31.773218 132919054130304 train.py:157] train/xent Physical: float32[8,2048]............................................. ('fsdp', None).
I0416 03:36:31.787851 132919054130304 train.py:164] train/z_loss Logical: float32[8,2048]............................................. ('activation_embed_and_logits_batch', 'activation_length').
I0416 03:36:31.787903 132919054130304 train.py:164] train/z_loss Physical: float32[8,2048]............................................. ('fsdp', None).
W0416 03:36:32.081462 3623483 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
I0416 03:36:32.198503 132919054130304 max_utils.py:791] Total memory size: 3.6 GB, Output size: 1.5 GB, Temp size: 2.0 GB, Argument size: 1.5 GB, Host temp size: 0.0 GB.
I0416 03:36:32.198979 132919054130304 max_utils.py:194] tensorboardX not available; using no-op SummaryWriter.
I0416 03:36:32.199149 132919054130304 metric_logger.py:289] number parameters: 1.104 billion
W0416 03:36:35.254917 3623483 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
I0416 03:36:35.389869 132919054130304 checkpointing.py:794] Waiting for step 0 to finish before checkpoint...
I0416 03:36:35.510268 132919054130304 checkpointing.py:798] Waited 0.12038660049438477 seconds for step 0 to finish before starting checkpointing.
I0416 03:36:35.510707 132919054130304 checkpoint_manager.py:1983] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0416 03:36:35.510862 132919054130304 checkpoint_manager.py:1501] [process=0] Saving checkpoint at step 0
I0416 03:36:35.511245 132919054130304 async_checkpointer.py:452] [process=0] Started async saving checkpoint to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0.
I0416 03:36:35.597910 132919054130304 signaling_client.py:373] Using ThreadSafeKeyValueSignalingClient
I0416 03:36:35.689556 132805822514752 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0
I0416 03:36:35.694649 132919054130304 jax_array_handlers.py:347] Scheduling D2H of 39 prioritized jax.Array.
I0416 03:36:35.694740 132919054130304 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 03:36:35.909268 3623483 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 03:36:35.923226 3623483 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 03:36:35.936552 3623483 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 03:36:35.951368 3623483 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 03:36:35.958478 3623483 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 03:36:35.963732 3623483 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 03:36:35.968683 3623483 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 03:36:35.974561 3623483 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
I0416 03:36:36.251748 132919054130304 base_pytree_checkpoint_handler.py:153] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.557512s
I0416 03:36:36.252455 132919054130304 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/blocking_gbytes_per_sec: 18.894 GiB/s (total gbytes: 12.3 GiB) (time elapsed: 653 milliseconds) (per-host)
I0416 03:36:36.252614 132919054130304 base_pytree_checkpoint_handler.py:732] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 0.653468s (batch_requests_ready=0.091725s, total_serialization_initiated=0.561133s, others=0.000610s)
I0416 03:36:36.252741 132919054130304 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.654377s (all_items=0.000035s, per_item={'items': '0.00003529'}, temp_paths=0.654342)
I0416 03:36:36.253656 132805751211584 async_checkpointer.py:79] [process=0][thread=async_save] Background save thread started.
I0416 03:36:36.253753 132919054130304 async_checkpointer.py:561] Finished blocking save. Time taken: 0.742851s. Continuing background save to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0.
I0416 03:36:36.253935 132919054130304 checkpoint_manager.py:1549] [process=0][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize
I0416 03:36:36.254184 132805833000512 async_checkpointer.py:265] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0416 03:36:36.254293 132919054130304 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776310595.5106952, 'wait_for_prev_duration_secs': 4.100799560546875e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776310595.510883, 'checkpointer_blocking_duration_secs': 0.7429747581481934, 'get_old_steps_start_time': 1776310596.253878, 'get_old_steps_duration_secs': 2.1696090698242188e-05, 'checkpoint_manager_blocking_start_time': 1776310595.5106122, 'checkpoint_manager_blocking_duration_secs': 0.7436504364013672}
I0416 03:36:36.254411 132919054130304 checkpointing.py:409] Started an asynchronous checkpoint save for step 0
I0416 03:36:36.254459 132919054130304 max_utils.py:750] 
Memstats: After params initialized:
I0416 03:36:36.254568 132919054130304 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_0(process=0,(0,0,0,0))
I0416 03:36:36.254603 132919054130304 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_1(process=0,(1,0,0,0))
I0416 03:36:36.254625 132919054130304 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_2(process=0,(0,1,0,0))
I0416 03:36:36.254644 132919054130304 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_3(process=0,(1,1,0,0))
I0416 03:36:36.254664 132919054130304 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_4(process=0,(0,2,0,0))
I0416 03:36:36.254682 132919054130304 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_5(process=0,(1,2,0,0))
I0416 03:36:36.254701 132919054130304 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_6(process=0,(0,3,0,0))
I0416 03:36:36.254718 132919054130304 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_7(process=0,(1,3,0,0))
W0416 03:36:36.260820 3623483 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 03:36:36.266226 3623483 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 03:36:36.270831 3623483 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
I0416 03:36:36.565803 132805812028992 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0/items
I0416 03:36:36.574652 132919054130304 metric_logger.py:185] completed step: 0, seconds: 3.190, TFLOP/s/device: 4.259, Tokens/s/device: 641.965, total_weights: 13328, loss: 10.828
I0416 03:36:36.575635 132919054130304 metric_logger.py:269] To see full metrics 'tensorboard --logdir=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/tensorboard/'
I0416 03:36:36.620292 132805732337216 checkpoint.py:188] Wrote Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776310596368309281, 'commit_timestamp_nsecs': None, 'custom_metadata': {}}, json={"item_handlers": null, "metrics": {}, "performance_metrics": {}, "init_timestamp_nsecs": 1776310596368309281, "commit_timestamp_nsecs": null, "custom_metadata": {}} to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0/_CHECKPOINT_METADATA
I0416 03:36:36.690776 132919054130304 metric_logger.py:185] completed step: 1, seconds: 1.183, TFLOP/s/device: 11.487, Tokens/s/device: 1731.461, total_weights: 12332, loss: 10.828
I0416 03:36:36.808161 132919054130304 metric_logger.py:185] completed step: 2, seconds: 0.009, TFLOP/s/device: 1445.132, Tokens/s/device: 217825.994, total_weights: 15161, loss: 9.823
I0416 03:36:36.925319 132919054130304 metric_logger.py:185] completed step: 3, seconds: 0.117, TFLOP/s/device: 115.800, Tokens/s/device: 17454.595, total_weights: 13327, loss: 9.405
I0416 03:36:37.069293 3626261 google_auth_provider.cc:149] Using credentials at ~/.config/gcloud/application_default_credentials.json
I0416 03:36:37.069363 3626261 google_auth_provider.cc:156] Using OAuth2 AuthProvider
I0416 03:36:37.858186 132805772183104 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_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0/items/array_metadatas/process_0
I0416 03:36:56.319576 132919054130304 metric_logger.py:185] completed step: 4, seconds: 0.117, TFLOP/s/device: 115.851, Tokens/s/device: 17462.334, total_weights: 11939, loss: 9.045
I0416 03:36:56.329315 132919054130304 metric_logger.py:185] completed step: 5, seconds: 0.118, TFLOP/s/device: 115.423, Tokens/s/device: 17397.805, total_weights: 15502, loss: 8.953
I0416 03:36:56.446124 132919054130304 metric_logger.py:185] completed step: 6, seconds: 19.394, TFLOP/s/device: 0.701, Tokens/s/device: 105.600, total_weights: 13864, loss: 8.775
I0416 03:36:56.563624 132919054130304 metric_logger.py:185] completed step: 7, seconds: 0.006, TFLOP/s/device: 2224.845, Tokens/s/device: 335352.874, total_weights: 12988, loss: 8.688
I0416 03:36:56.680843 132919054130304 metric_logger.py:185] completed step: 8, seconds: 0.118, TFLOP/s/device: 115.626, Tokens/s/device: 17428.452, total_weights: 13820, loss: 8.740
I0416 03:36:56.797989 132919054130304 checkpointing.py:794] Waiting for step 9 to finish before checkpoint...
I0416 03:36:56.798802 132919054130304 checkpointing.py:798] Waited 0.0008423328399658203 seconds for step 9 to finish before starting checkpointing.
I0416 03:36:56.799089 132919054130304 checkpoint_manager.py:1994] [process=0][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0416 03:37:02.338809 132805761697344 base_pytree_checkpoint_handler.py:1217] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 25.266909s (commit=24.799941s, array_metadata_write=0.466968s)
I0416 03:37:02.339947 132805751211584 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/gbytes_per_sec: 472.566 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 26 seconds) (per-host)
I0416 03:37:02.340067 132805751211584 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 26.086267s.
I0416 03:37:02.654901 132805751211584 checkpoint.py:228] Read Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776310596368309281, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} from gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0/_CHECKPOINT_METADATA
I0416 03:37:02.850572 132805751211584 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 03:37:03.042834 132805732337216 checkpoint.py:247] Updated Metadata={'item_handlers': {'items': 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler'}, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776310596368309281, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0/_CHECKPOINT_METADATA
I0416 03:37:03.310146 132805751211584 ocdbt_utils.py:56] Param validation support for Zarr3 will be added later (b/362328389).
I0416 03:37:03.310358 132805751211584 base_pytree_checkpoint_handler.py:1342] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 0.617896s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0/items
I0416 03:37:03.311031 132805751211584 atomicity.py:608] Finalizing gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0/items
I0416 03:37:03.567805 132805751211584 atomicity.py:608] Finalizing gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0
I0416 03:37:04.249632 132805751211584 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_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0`.
I0416 03:37:04.250277 132805751211584 async_checkpointer.py:420] Finished async_save (blocking + background). Time taken: 28.739382s. directory=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0
I0416 03:37:04.250349 132805751211584 async_checkpointer.py:144] [process=0][thread=async_save] Background save thread done. Time taken: 27.996551s.
I0416 03:37:04.250495 132805833000512 async_checkpointer.py:273] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0416 03:37:04.250595 132805833000512 async_checkpointer.py:283] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0416 03:37:04.250650 132805833000512 checkpoint_manager.py:2103] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts...
I0416 03:37:04.250700 132805833000512 checkpoint_manager.py:2112] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts.
I0416 03:37:04.250897 132919054130304 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 03:37:04.250973 132919054130304 checkpoint_manager.py:1441] Waiting for previous save to complete took 7.451911 seconds. If this number is high, consider checkpointing less frequently.
I0416 03:37:04.252143 132919054130304 checkpoint_manager.py:1501] [process=0] Saving checkpoint at step 9
I0416 03:37:04.252375 132919054130304 async_checkpointer.py:452] [process=0] Started async saving checkpoint to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9.
I0416 03:37:04.435815 132919054130304 jax_array_handlers.py:347] Scheduling D2H of 39 prioritized jax.Array.
I0416 03:37:04.435905 132919054130304 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 03:37:04.443014 132805751211584 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9
I0416 03:37:05.203789 132805596022336 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9/items
I0416 03:37:13.567322 132919054130304 base_pytree_checkpoint_handler.py:153] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 9.131912s
I0416 03:37:13.567843 132919054130304 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/blocking_gbytes_per_sec: 1.338 GiB/s (total gbytes: 12.3 GiB) (time elapsed: 9 seconds) (per-host)
I0416 03:37:13.567893 132919054130304 base_pytree_checkpoint_handler.py:732] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 9.223506s (batch_requests_ready=0.087967s, total_serialization_initiated=9.135133s, others=0.000406s)
I0416 03:37:13.567962 132919054130304 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 9.224284s (all_items=0.000020s, per_item={'items': '0.00001955'}, temp_paths=9.224265)
I0416 03:37:13.573035 132805772183104 async_checkpointer.py:79] [process=0][thread=async_save] Background save thread started.
I0416 03:37:13.573152 132919054130304 async_checkpointer.py:561] Finished blocking save. Time taken: 9.320964s. Continuing background save to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9.
I0416 03:37:13.573347 132919054130304 checkpoint_manager.py:1549] [process=0][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize
I0416 03:37:13.573534 132805833000512 async_checkpointer.py:265] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0416 03:37:13.573646 132919054130304 standard_logger.py:34] {'step': 9, 'event_type': 'save', 'directory': 'gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776310616.7990408, 'wait_for_prev_duration_secs': 7.451910734176636, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776310624.2521675, 'checkpointer_blocking_duration_secs': 9.321096181869507, 'get_old_steps_start_time': 1776310633.5732808, 'get_old_steps_duration_secs': 2.8133392333984375e-05, 'checkpoint_manager_blocking_start_time': 1776310616.7989962, 'checkpoint_manager_blocking_duration_secs': 16.77462410926819}
I0416 03:37:13.573768 132919054130304 checkpointing.py:409] Started an asynchronous checkpoint save for step 9
I0416 03:37:13.573802 132919054130304 checkpoint_manager.py:1994] [process=0][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0416 03:37:14.320261 132805801543232 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_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9/items/array_metadatas/process_0
I0416 03:37:48.457056 132805596022336 base_pytree_checkpoint_handler.py:1217] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 34.884643s (commit=34.458855s, array_metadata_write=0.425788s)
I0416 03:37:48.458166 132805772183104 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/gbytes_per_sec: 286.459 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 44 seconds) (per-host)
I0416 03:37:48.458282 132805772183104 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 34.885076s.
I0416 03:37:48.837134 132805772183104 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 03:37:49.266421 132805772183104 ocdbt_utils.py:56] Param validation support for Zarr3 will be added later (b/362328389).
I0416 03:37:49.267141 132805772183104 base_pytree_checkpoint_handler.py:1342] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 0.552763s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9/items
I0416 03:37:49.267759 132805772183104 atomicity.py:608] Finalizing gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9/items
I0416 03:37:49.514639 132805772183104 atomicity.py:608] Finalizing gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9
I0416 03:37:50.206533 132805772183104 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_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9`.
I0416 03:37:50.207194 132805772183104 async_checkpointer.py:420] Finished async_save (blocking + background). Time taken: 45.955013s. directory=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/linen_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9
I0416 03:37:50.207277 132805772183104 async_checkpointer.py:144] [process=0][thread=async_save] Background save thread done. Time taken: 36.634079s.
I0416 03:37:50.207458 132805833000512 async_checkpointer.py:273] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0416 03:37:50.207568 132805833000512 async_checkpointer.py:283] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0416 03:37:50.207648 132805833000512 checkpoint_manager.py:2103] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts...
I0416 03:37:50.207696 132805833000512 checkpoint_manager.py:2112] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts.
I0416 03:37:50.208072 132919054130304 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 03:37:50.208206 132919054130304 checkpoint_manager.py:1983] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0416 03:37:50.208778 132919054130304 metric_logger.py:185] completed step: 9, seconds: 0.118, TFLOP/s/device: 115.591, Tokens/s/device: 17423.115, total_weights: 12300, loss: 8.710
Per train step:
 Total TFLOPs: 13.59 
 split as 93.93% learnable weight flops and 6.07% attention flops
2026-04-16 04:55:43.227860: 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 04:55:43.343902 126593953442944 max_utils.py:238] Skipping jax distributed system due to skip_jax_distributed_system=True flag.
I0416 04:56:15.542333 126593953442944 max_utils.py:800] System Information: Jax Version: 0.9.2
I0416 04:56:15.542456 126593953442944 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0416 04:56:15.542492 126593953442944 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 04:56:15.542518 126593953442944 train_utils.py:364] WARNING: 'dataset_path' might be pointing your local file system
I0416 04:56:15.542616 126593953442944 train.py:818] [DECOUPLED NO-OP] skipping cloud diagnostics wrapper.
W0416 04:56:15.637505 3707468 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
I0416 04:56:16.054530 126593953442944 maxtext_utils.py:1687] Num_devices: 8, shape (1, 1, 1, 8, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0416 04:56:16.154268 126593953442944 checkpointing.py:688] Setting up checkpoint logger...
I0416 04:56:16.154378 126593953442944 checkpointing.py:234] Creating checkpoint manager with ocdbt=True and zarr3=True
I0416 04:56:16.154422 126593953442944 pytree_checkpoint_handler.py:577] save_device_host_concurrent_bytes=None
I0416 04:56:16.154628 126593953442944 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 0x73225d5f8c50>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0416 04:56:18.828626 126593953442944 checkpointing.py:266] Enabling policy for fixed interval checkpointing.
I0416 04:56:18.828869 126593953442944 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 0x731bdfd1f0e0>}, handler_registry=None
I0416 04:56:18.829168 126593953442944 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x731bdfd1f0e0>` 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 04:56:18.829212 126593953442944 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x731bdfdcd7f0>` 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 04:56:18.829241 126593953442944 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 0x731bdfd1f0e0>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x731bdfd1f0e0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x731bdfdcd7f0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x731bdfdcd7f0>}).
I0416 04:56:18.829569 126593953442944 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.28
I0416 04:56:18.829624 126593953442944 async_checkpointer.py:177] [process=0][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>.<lambda> at 0x731be0d89940> timeout: 600 secs and primary_host=0 for async checkpoint writes
I0416 04:56:18.966695 126593953442944 checkpoint_manager.py:1788] Found 0 checkpoint steps in gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints
I0416 04:56:18.966961 126593953442944 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_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x731bdfdcdc40>
I0416 04:56:18.967061 126593953442944 checkpointing.py:302] Checkpoint manager created!
I0416 04:56:19.047508 126593953442944 dataset_info.py:707] Load dataset info from tests/assets/local_datasets/c4_en_dataset_minimal/c4/en/3.1.0
I0416 04:56:19.050676 126593953442944 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 04:56:19.112146 126593953442944 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 04:56:19.143620 126593953442944 tokenizer.py:245] Tokenizer path: src/maxtext/assets/tokenizers/tokenizer.llama2
I0416 04:56:19.143689 126593953442944 tokenizer.py:187] Loading sentencepiece tokenizer: src/maxtext/assets/tokenizers/tokenizer.llama2
I0416 04:56:20.169569 126593953442944 checkpointing.py:578] checkpoint manager exists so trying to load this run's existing checkpoint
I0416 04:56:20.169688 126593953442944 checkpointing.py:676] No existing checkpoints found, not restoring checkpoint.
W0416 04:56:20.282489 3707468 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
[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 04:56:20.490331 126593953442944 nnx_decoders.py:465] nnx_decoders/carry Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0416 04:56:20.490435 126593953442944 nnx_decoders.py:465] nnx_decoders/carry Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0416 04:56:20.495555 126593953442944 nnx_decoders.py:465] Unknown Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0416 04:56:20.495603 126593953442944 nnx_decoders.py:465] Unknown Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0416 04:56:20.511251 126593953442944 attentions.py:1088] attentions/inputs_q Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0416 04:56:20.511305 126593953442944 attentions.py:1088] attentions/inputs_q Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0416 04:56:20.526349 126593953442944 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0416 04:56:20.526401 126593953442944 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0416 04:56:20.548876 126593953442944 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 04:56:20.548950 126593953442944 attentions.py:1154] attentions/query Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0416 04:56:20.564030 126593953442944 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 04:56:20.564099 126593953442944 attentions.py:1155] attentions/key Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0416 04:56:20.579120 126593953442944 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 04:56:20.579172 126593953442944 attentions.py:1156] attentions/value Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0416 04:56:20.607540 126593953442944 attentions.py:1197] attentions/out Logical: bfloat16[8,2048,16,128]..................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv').
I0416 04:56:20.607606 126593953442944 attentions.py:1197] attentions/out Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0416 04:56:20.626309 126593953442944 linears.py:525] linears/x Logical: bfloat16[8,2048,7168]....................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0416 04:56:20.626364 126593953442944 linears.py:525] linears/x Physical: bfloat16[8,2048,7168]....................................... ('fsdp', None, None).
I0416 04:56:28.396030 126593953442944 max_utils.py:791] Total memory size: 3.6 GB, Output size: 1.5 GB, Temp size: 2.0 GB, Argument size: 1.5 GB, Host temp size: 0.0 GB.
I0416 04:56:28.396892 126593953442944 max_utils.py:194] tensorboardX not available; using no-op SummaryWriter.
I0416 04:56:28.398828 126593953442944 metric_logger.py:289] number parameters: 1.104 billion
I0416 04:56:39.029376 126593953442944 checkpointing.py:794] Waiting for step 0 to finish before checkpoint...
I0416 04:56:39.158928 126593953442944 checkpointing.py:798] Waited 0.12952947616577148 seconds for step 0 to finish before starting checkpointing.
I0416 04:56:39.159552 126593953442944 checkpoint_manager.py:1983] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0416 04:56:39.159734 126593953442944 checkpoint_manager.py:1501] [process=0] Saving checkpoint at step 0
I0416 04:56:39.160229 126593953442944 async_checkpointer.py:452] [process=0] Started async saving checkpoint to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0.
I0416 04:56:39.243339 126593953442944 signaling_client.py:373] Using ThreadSafeKeyValueSignalingClient
I0416 04:56:39.349202 126479887238720 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0
I0416 04:56:39.349621 126593953442944 jax_array_handlers.py:347] Scheduling D2H of 69 prioritized jax.Array.
I0416 04:56:39.349735 126593953442944 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 04:56:40.052072 126479876752960 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0/items
W0416 04:56:40.159682 3707468 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 04:56:40.178693 3707468 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 04:56:40.190091 3707468 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 04:56:40.198842 3707468 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
I0416 04:56:40.205401 126479836907072 checkpoint.py:188] Wrote Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776315399961068216, 'commit_timestamp_nsecs': None, 'custom_metadata': {}}, json={"item_handlers": null, "metrics": {}, "performance_metrics": {}, "init_timestamp_nsecs": 1776315399961068216, "commit_timestamp_nsecs": null, "custom_metadata": {}} to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0/_CHECKPOINT_METADATA
W0416 04:56:40.205740 3707468 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 04:56:40.211279 3707468 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 04:56:40.216405 3707468 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 04:56:40.221720 3707468 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
I0416 04:56:40.551333 126593953442944 base_pytree_checkpoint_handler.py:153] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 1.203229s
I0416 04:56:40.551839 126593953442944 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/blocking_gbytes_per_sec: 9.446 GiB/s (total gbytes: 12.3 GiB) (time elapsed: a second) (per-host)
I0416 04:56:40.551893 126593953442944 base_pytree_checkpoint_handler.py:732] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 1.306514s (batch_requests_ready=0.093986s, total_serialization_initiated=1.212150s, others=0.000378s)
I0416 04:56:40.551956 126593953442944 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 1.308007s (all_items=0.000027s, per_item={'items': '0.00002718'}, temp_paths=1.307980)
I0416 04:56:40.552956 126479815935552 async_checkpointer.py:79] [process=0][thread=async_save] Background save thread started.
I0416 04:56:40.553089 126593953442944 async_checkpointer.py:561] Finished blocking save. Time taken: 1.393312s. Continuing background save to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0.
I0416 04:56:40.553294 126593953442944 checkpoint_manager.py:1549] [process=0][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize
I0416 04:56:40.553613 126479805449792 async_checkpointer.py:265] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0416 04:56:40.553740 126593953442944 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776315399.1595376, 'wait_for_prev_duration_secs': 4.4345855712890625e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776315399.159755, 'checkpointer_blocking_duration_secs': 1.3934566974639893, 'get_old_steps_start_time': 1776315400.5532308, 'get_old_steps_duration_secs': 2.8133392333984375e-05, 'checkpoint_manager_blocking_start_time': 1776315399.1594315, 'checkpoint_manager_blocking_duration_secs': 1.3942797183990479}
I0416 04:56:40.553878 126593953442944 checkpointing.py:409] Started an asynchronous checkpoint save for step 0
I0416 04:56:40.553932 126593953442944 max_utils.py:750] 
Memstats: After params initialized:
I0416 04:56:40.554087 126593953442944 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_0(process=0,(0,0,0,0))
I0416 04:56:40.554118 126593953442944 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_1(process=0,(1,0,0,0))
I0416 04:56:40.554139 126593953442944 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_2(process=0,(0,1,0,0))
I0416 04:56:40.554160 126593953442944 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_3(process=0,(1,1,0,0))
I0416 04:56:40.554178 126593953442944 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_4(process=0,(0,2,0,0))
I0416 04:56:40.554198 126593953442944 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_5(process=0,(1,2,0,0))
I0416 04:56:40.554215 126593953442944 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_6(process=0,(0,3,0,0))
I0416 04:56:40.554234 126593953442944 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_7(process=0,(1,3,0,0))
W0416 04:56:40.561120 3707468 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 04:56:40.567521 3707468 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
W0416 04:56:40.572915 3707468 pjrt_executable.cc:642] Assume version compatibility. PjRt-IFRT does not track XLA executable versions.
I0416 04:56:40.606583 3710524 google_auth_provider.cc:149] Using credentials at ~/.config/gcloud/application_default_credentials.json
I0416 04:56:40.606674 3710524 google_auth_provider.cc:156] Using OAuth2 AuthProvider
I0416 04:56:40.942271 126593953442944 metric_logger.py:185] completed step: 0, seconds: 10.629, TFLOP/s/device: 1.278, Tokens/s/device: 192.681, total_weights: 13328, loss: 10.880
I0416 04:56:40.943268 126593953442944 metric_logger.py:269] To see full metrics 'tensorboard --logdir=gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/tensorboard/'
I0416 04:56:41.054278 126593953442944 metric_logger.py:185] completed step: 1, seconds: 1.908, TFLOP/s/device: 7.121, Tokens/s/device: 1073.412, total_weights: 12332, loss: 10.862
I0416 04:56:41.171937 126593953442944 metric_logger.py:185] completed step: 2, seconds: 0.023, TFLOP/s/device: 591.336, Tokens/s/device: 89132.611, total_weights: 15161, loss: 9.926
I0416 04:56:41.289644 126593953442944 metric_logger.py:185] completed step: 3, seconds: 0.105, TFLOP/s/device: 129.432, Tokens/s/device: 19509.407, total_weights: 13327, loss: 9.396
I0416 04:56:41.600501 126479866267200 array_metadata_store.py:203] [process=0][thread=array_type_handler] Wrote 69 array_metadata.ArrayMetadata to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0/items/array_metadatas/process_0
I0416 04:57:01.601918 126593953442944 metric_logger.py:185] completed step: 4, seconds: 0.118, TFLOP/s/device: 115.256, Tokens/s/device: 17372.569, total_weights: 11939, loss: 9.005
I0416 04:57:01.616021 126593953442944 metric_logger.py:185] completed step: 5, seconds: 0.118, TFLOP/s/device: 115.404, Tokens/s/device: 17394.997, total_weights: 15502, loss: 8.861
I0416 04:57:01.730457 126593953442944 metric_logger.py:185] completed step: 6, seconds: 20.313, TFLOP/s/device: 0.669, Tokens/s/device: 100.821, total_weights: 13864, loss: 8.738
I0416 04:57:01.847896 126593953442944 metric_logger.py:185] completed step: 7, seconds: 0.009, TFLOP/s/device: 1547.333, Tokens/s/device: 233230.839, total_weights: 12988, loss: 8.651
I0416 04:57:01.965618 126593953442944 metric_logger.py:185] completed step: 8, seconds: 0.116, TFLOP/s/device: 117.081, Tokens/s/device: 17647.718, total_weights: 13820, loss: 8.671
I0416 04:57:02.083621 126593953442944 checkpointing.py:794] Waiting for step 9 to finish before checkpoint...
I0416 04:57:02.084784 126593953442944 checkpointing.py:798] Waited 0.0011796951293945312 seconds for step 9 to finish before starting checkpointing.
I0416 04:57:02.085779 126593953442944 checkpoint_manager.py:1994] [process=0][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0416 04:57:07.145154 126479887238720 base_pytree_checkpoint_handler.py:1217] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 26.542466s (commit=26.082773s, array_metadata_write=0.459692s)
I0416 04:57:07.146743 126479815935552 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/gbytes_per_sec: 452.911 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 27 seconds) (per-host)
I0416 04:57:07.146904 126479815935552 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 26.593766s.
I0416 04:57:07.357596 126479815935552 checkpoint.py:228] Read Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776315399961068216, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} from gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0/_CHECKPOINT_METADATA
I0416 04:57:07.538908 126479815935552 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 04:57:07.729574 126479836907072 checkpoint.py:247] Updated Metadata={'item_handlers': {'items': 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler'}, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776315399961068216, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0/_CHECKPOINT_METADATA
I0416 04:57:07.982755 126479815935552 ocdbt_utils.py:56] Param validation support for Zarr3 will be added later (b/362328389).
I0416 04:57:07.983468 126479815935552 base_pytree_checkpoint_handler.py:1342] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 0.585485s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0/items
I0416 04:57:07.984246 126479815935552 atomicity.py:608] Finalizing gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0/items
I0416 04:57:08.217881 126479815935552 atomicity.py:608] Finalizing gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0
I0416 04:57:08.885067 126479815935552 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_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0`.
I0416 04:57:08.885862 126479815935552 async_checkpointer.py:420] Finished async_save (blocking + background). Time taken: 29.726093s. directory=gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/0
I0416 04:57:08.885945 126479815935552 async_checkpointer.py:144] [process=0][thread=async_save] Background save thread done. Time taken: 28.332810s.
I0416 04:57:08.886142 126479805449792 async_checkpointer.py:273] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0416 04:57:08.886267 126479805449792 async_checkpointer.py:283] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0416 04:57:08.886330 126479805449792 checkpoint_manager.py:2103] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts...
I0416 04:57:08.886375 126479805449792 checkpoint_manager.py:2112] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts.
I0416 04:57:08.886468 126593953442944 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 04:57:08.886537 126593953442944 checkpoint_manager.py:1441] Waiting for previous save to complete took 6.800791 seconds. If this number is high, consider checkpointing less frequently.
I0416 04:57:08.887336 126593953442944 checkpoint_manager.py:1501] [process=0] Saving checkpoint at step 9
I0416 04:57:08.887634 126593953442944 async_checkpointer.py:452] [process=0] Started async saving checkpoint to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9.
I0416 04:57:09.066328 126479805449792 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9
I0416 04:57:09.076963 126593953442944 jax_array_handlers.py:347] Scheduling D2H of 69 prioritized jax.Array.
I0416 04:57:09.077090 126593953442944 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 04:57:09.736999 126479897724480 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9/items
I0416 04:57:15.916799 126593953442944 base_pytree_checkpoint_handler.py:153] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 6.840929s
I0416 04:57:15.923278 126593953442944 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/blocking_gbytes_per_sec: 1.777 GiB/s (total gbytes: 12.3 GiB) (time elapsed: 6 seconds) (per-host)
I0416 04:57:15.923345 126593953442944 base_pytree_checkpoint_handler.py:732] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 6.945726s (batch_requests_ready=0.090503s, total_serialization_initiated=6.848884s, others=0.006339s)
I0416 04:57:15.923423 126593953442944 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 6.946360s (all_items=0.000021s, per_item={'items': '0.00002098'}, temp_paths=6.946339)
I0416 04:57:15.924791 126479887238720 async_checkpointer.py:79] [process=0][thread=async_save] Background save thread started.
I0416 04:57:15.924867 126593953442944 async_checkpointer.py:561] Finished blocking save. Time taken: 7.037480s. Continuing background save to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9.
I0416 04:57:15.925129 126593953442944 checkpoint_manager.py:1549] [process=0][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize
I0416 04:57:15.925308 126479815935552 async_checkpointer.py:265] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0416 04:57:15.925410 126593953442944 standard_logger.py:34] {'step': 9, 'event_type': 'save', 'directory': 'gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776315422.0857203, 'wait_for_prev_duration_secs': 6.800791263580322, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776315428.88736, 'checkpointer_blocking_duration_secs': 7.037649631500244, 'get_old_steps_start_time': 1776315435.9250395, 'get_old_steps_duration_secs': 4.7206878662109375e-05, 'checkpoint_manager_blocking_start_time': 1776315422.0856771, 'checkpoint_manager_blocking_duration_secs': 13.8397057056427}
I0416 04:57:15.925499 126593953442944 checkpointing.py:409] Started an asynchronous checkpoint save for step 9
I0416 04:57:15.925531 126593953442944 checkpoint_manager.py:1994] [process=0][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0416 04:57:16.664685 126479866267200 array_metadata_store.py:203] [process=0][thread=array_type_handler] Wrote 69 array_metadata.ArrayMetadata to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9/items/array_metadatas/process_0
I0416 04:57:44.804703 126479897724480 base_pytree_checkpoint_handler.py:1217] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 28.880592s (commit=28.465147s, array_metadata_write=0.415445s)
I0416 04:57:44.805998 126479887238720 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/gbytes_per_sec: 352.704 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 35 seconds) (per-host)
I0416 04:57:44.806153 126479887238720 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 28.881228s.
I0416 04:57:45.224563 126479887238720 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 04:57:45.652949 126479887238720 ocdbt_utils.py:56] Param validation support for Zarr3 will be added later (b/362328389).
I0416 04:57:45.653675 126479887238720 base_pytree_checkpoint_handler.py:1342] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 0.573001s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9/items
I0416 04:57:45.654465 126479887238720 atomicity.py:608] Finalizing gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9/items
I0416 04:57:45.888153 126479887238720 atomicity.py:608] Finalizing gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9
I0416 04:57:46.557346 126479887238720 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_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9`.
I0416 04:57:46.558169 126479887238720 async_checkpointer.py:420] Finished async_save (blocking + background). Time taken: 37.670797s. directory=gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260416_033532/nnx_feat_nnx_trainstate_and_training_loop_20260416_033532_01_base/checkpoints/9
I0416 04:57:46.558254 126479887238720 async_checkpointer.py:144] [process=0][thread=async_save] Background save thread done. Time taken: 30.633331s.
I0416 04:57:46.558401 126479815935552 async_checkpointer.py:273] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0416 04:57:46.558450 126479815935552 async_checkpointer.py:283] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0416 04:57:46.558500 126479815935552 checkpoint_manager.py:2103] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts...
I0416 04:57:46.558544 126479815935552 checkpoint_manager.py:2112] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts.
I0416 04:57:46.558681 126593953442944 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 04:57:46.558869 126593953442944 checkpoint_manager.py:1983] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0416 04:57:46.559644 126593953442944 metric_logger.py:185] completed step: 9, seconds: 0.117, TFLOP/s/device: 116.050, Tokens/s/device: 17492.313, total_weights: 12300, loss: 8.668
Per train step:
 Total TFLOPs: 13.59 
 split as 93.93% learnable weight flops and 6.07% attention flops