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‹ 02_syntheticCase: 03_dropout04_int8 ›

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

MetricLinen  29bbe47edNNX  29bbe47edDiff (NNX − Linen)
Parameters1.104 billion1.104 billion
Final loss9.14109.0980-0.043
TFLOP/s12.25212.362+0.11
Tok/s1958.21975.7+17.47
Avg s/step1.2471.271+0.024
Memory %4.994.990
JAX0.8.10.8.1

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

2026-04-21 16:25:00.166779: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1776788700.176778 1598210 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1776788700.179926 1598210 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1776788700.189689 1598210 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1776788700.189700 1598210 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1776788700.189701 1598210 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1776788700.189703 1598210 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
Unrecognized keys in `rope_scaling` for 'rope_type'='yarn': {'rope_theta'}
`rope_scaling`'s factor field must be a float >= 1, got 40
`rope_scaling`'s beta_fast field must be a float, got 32
`rope_scaling`'s beta_slow field must be a float, got 1
Unrecognized keys in `rope_scaling` for 'rope_type'='yarn': {'rope_theta'}
Unrecognized keys in `rope_scaling` for 'rope_type'='yarn': {'rope_theta'}
Unrecognized keys in `rope_scaling` for 'rope_type'='yarn': {'rope_theta'}
2026-04-21 16:25:03.866005: 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)
I0421 16:25:04.001424 139044782935168 max_utils.py:238] Skipping jax distributed system due to skip_jax_distributed_system=True flag.
I0421 16:25:32.463883 139044782935168 max_utils.py:800] System Information: Jax Version: 0.8.1
I0421 16:25:32.464158 139044782935168 max_utils.py:801] System Information: Jaxlib Version: 0.8.1
I0421 16:25:32.464203 139044782935168 max_utils.py:802] System Information: Jax Backend: PJRT C API
TFRT TPU v6 lite
Built on Nov 12 2025 14:16:36 (1762985796) cl/831091709
I0421 16:25:32.464235 139044782935168 train_utils.py:378] WARNING: 'dataset_path' might be pointing your local file system
I0421 16:25:32.464430 139044782935168 train.py:806] [DECOUPLED NO-OP] skipping cloud diagnostics wrapper.
I0421 16:25:33.093356 139044782935168 maxtext_utils.py:1732] Num_devices: 8, shape (1, 1, 1, 8, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0421 16:25:33.093531 139044782935168 maxtext_utils.py:1732] Num_devices: 8, shape (1, 1, 1, 8, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0421 16:25:33.093679 139044782935168 checkpointing.py:688] Setting up checkpoint logger...
I0421 16:25:33.093717 139044782935168 checkpointing.py:234] Creating checkpoint manager with ocdbt=True and zarr3=True
I0421 16:25:33.093759 139044782935168 pytree_checkpoint_handler.py:577] save_device_host_concurrent_bytes=None
I0421 16:25:33.094188 139044782935168 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 0x7e75969a32f0>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0421 16:25:35.484014 139044782935168 checkpointing.py:266] Enabling policy for fixed interval checkpointing.
I0421 16:25:35.484248 139044782935168 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 0x7e73ee98e780>}, handler_registry=None
I0421 16:25:35.484476 139044782935168 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7e73ee98e780>` 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`.
I0421 16:25:35.484516 139044782935168 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7e743fb9d070>` 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`.
I0421 16:25:35.484546 139044782935168 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 0x7e73ee98e780>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7e73ee98e780>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7e743fb9d070>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7e743fb9d070>}).
I0421 16:25:35.484819 139044782935168 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.28
I0421 16:25:35.484871 139044782935168 async_checkpointer.py:177] [process=0][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>.<lambda> at 0x7e73ee9bcae0> timeout: 600 secs and primary_host=0 for async checkpoint writes
I0421 16:25:35.606963 139044782935168 checkpoint_manager.py:1788] Found 0 checkpoint steps in gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints
I0421 16:25:35.607219 139044782935168 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_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x7e73ee98e030>
I0421 16:25:35.607302 139044782935168 checkpointing.py:302] Checkpoint manager created!
I0421 16:25:35.700066 139044782935168 dataset_info.py:707] Load dataset info from tests/assets/local_datasets/c4_en_dataset_minimal/c4/en/3.1.0
I0421 16:25:35.702935 139044782935168 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.
I0421 16:25:35.755011 139044782935168 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
I0421 16:25:35.777288 139044782935168 tokenizer.py:245] Tokenizer path: src/maxtext/assets/tokenizers/tokenizer.llama2
I0421 16:25:35.777352 139044782935168 tokenizer.py:187] Loading sentencepiece tokenizer: src/maxtext/assets/tokenizers/tokenizer.llama2
I0421 16:25:36.390207 139044782935168 nnx_wrappers.py:437] Unknown Logical: bfloat16[8,128,2048]........................................ ('activation_batch', 'activation_norm_length', 'activation_embed').
I0421 16:25:36.390306 139044782935168 nnx_wrappers.py:437] Unknown Physical: bfloat16[8,128,2048]........................................ ('fsdp', None, None).
I0421 16:25:36.690677 139044782935168 attentions.py:1088] attentions/inputs_q Logical: bfloat16[8,128,2048]........................................ ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0421 16:25:36.690766 139044782935168 attentions.py:1088] attentions/inputs_q Physical: bfloat16[8,128,2048]........................................ ('fsdp', None, None).
I0421 16:25:36.703207 139044782935168 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[8,128,2048]........................................ ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0421 16:25:36.703258 139044782935168 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[8,128,2048]........................................ ('fsdp', None, None).
I0421 16:25:36.721925 139044782935168 attentions.py:1154] attentions/query Logical: bfloat16[8,128,16,128]...................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0421 16:25:36.721989 139044782935168 attentions.py:1154] attentions/query Physical: bfloat16[8,128,16,128]...................................... ('fsdp', None, None, None).
I0421 16:25:36.734491 139044782935168 attentions.py:1155] attentions/key Logical: bfloat16[8,128,16,128]...................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0421 16:25:36.734545 139044782935168 attentions.py:1155] attentions/key Physical: bfloat16[8,128,16,128]...................................... ('fsdp', None, None, None).
I0421 16:25:36.746993 139044782935168 attentions.py:1156] attentions/value Logical: bfloat16[8,128,16,128]...................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0421 16:25:36.747302 139044782935168 attentions.py:1156] attentions/value Physical: bfloat16[8,128,16,128]...................................... ('fsdp', None, None, None).
I0421 16:25:36.766830 139044782935168 attentions.py:1198] attentions/out Logical: bfloat16[8,128,16,128]...................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv').
I0421 16:25:36.766891 139044782935168 attentions.py:1198] attentions/out Physical: bfloat16[8,128,16,128]...................................... ('fsdp', None, None, None).
I0421 16:25:36.788962 139044782935168 linears.py:525] linears/x Logical: bfloat16[8,128,7168]........................................ ('activation_batch', 'activation_length', 'activation_mlp').
I0421 16:25:36.789027 139044782935168 linears.py:525] linears/x Physical: bfloat16[8,128,7168]........................................ ('fsdp', None, None).
I0421 16:25:36.949266 139044782935168 checkpointing.py:578] checkpoint manager exists so trying to load this run's existing checkpoint
I0421 16:25:36.949367 139044782935168 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
I0421 16:25:37.525181 139044782935168 maxtext_utils.py:1835]  params/params/decoder/decoder_norm/scale
    Shape:     float32[2048]
    Logical:   PartitionSpec('norm',)
    Physical:  (None,)
I0421 16:25:37.525297 139044782935168 maxtext_utils.py:1835]  params/params/decoder/layers/mlp/wi_0/kernel
    Shape:     float32[2048,16,7168]
    Logical:   PartitionSpec('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0421 16:25:37.525339 139044782935168 maxtext_utils.py:1835]  params/params/decoder/layers/mlp/wi_1/kernel
    Shape:     float32[2048,16,7168]
    Logical:   PartitionSpec('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0421 16:25:37.525385 139044782935168 maxtext_utils.py:1835]  params/params/decoder/layers/mlp/wo/kernel
    Shape:     float32[7168,16,2048]
    Logical:   PartitionSpec('mlp', 'layers', 'embed')
    Physical:  (None, None, 'fsdp')
I0421 16:25:37.525425 139044782935168 maxtext_utils.py:1835]  params/params/decoder/layers/post_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   PartitionSpec('norm', 'layers')
    Physical:  (None, None)
I0421 16:25:37.525453 139044782935168 maxtext_utils.py:1835]  params/params/decoder/layers/pre_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   PartitionSpec('norm', 'layers')
    Physical:  (None, None)
I0421 16:25:37.525494 139044782935168 maxtext_utils.py:1835]  params/params/decoder/layers/self_attention/key/kernel
    Shape:     float32[2048,16,16,128]
    Logical:   PartitionSpec('embed', 'layers', 'kv_heads', 'kv_head_dim')
    Physical:  ('fsdp', None, None, None)
I0421 16:25:37.525534 139044782935168 maxtext_utils.py:1835]  params/params/decoder/layers/self_attention/out/kernel
    Shape:     float32[16,16,128,2048]
    Logical:   PartitionSpec('heads', 'layers', 'kv', 'embed')
    Physical:  (None, None, None, 'fsdp')
I0421 16:25:37.525565 139044782935168 maxtext_utils.py:1835]  params/params/decoder/layers/self_attention/query/kernel
    Shape:     float32[2048,16,16,128]
    Logical:   PartitionSpec('embed', 'layers', 'q_heads', 'kv')
    Physical:  ('fsdp', None, None, None)
I0421 16:25:37.525592 139044782935168 maxtext_utils.py:1835]  params/params/decoder/layers/self_attention/value/kernel
    Shape:     float32[2048,16,16,128]
    Logical:   PartitionSpec('embed', 'layers', 'kv_heads', 'kv_head_dim')
    Physical:  ('fsdp', None, None, None)
I0421 16:25:37.525627 139044782935168 maxtext_utils.py:1835]  params/params/decoder/logits_dense/kernel
    Shape:     float32[2048,32000]
    Logical:   PartitionSpec('embed_vocab', 'vocab')
    Physical:  ('fsdp', None)
I0421 16:25:37.525661 139044782935168 maxtext_utils.py:1835]  params/params/token_embedder/embedding
    Shape:     float32[32000,2048]
    Logical:   PartitionSpec('vocab', 'embed_vocab')
    Physical:  (None, 'fsdp')

I0421 16:25:38.221233 139044782935168 train.py:157] train/xent Logical: float32[8,128].............................................. ('activation_embed_and_logits_batch', 'activation_length').
I0421 16:25:38.221323 139044782935168 train.py:157] train/xent Physical: float32[8,128].............................................. ('fsdp', None).
I0421 16:25:38.233167 139044782935168 train.py:164] train/z_loss Logical: float32[8,128].............................................. ('activation_embed_and_logits_batch', 'activation_length').
I0421 16:25:38.233216 139044782935168 train.py:164] train/z_loss Physical: float32[8,128].............................................. ('fsdp', None).
I0421 16:25:38.840557 139044782935168 max_utils.py:791] Total memory size: 2.5 GB, Output size: 1.5 GB, Temp size: 1.0 GB, Argument size: 1.5 GB, Host temp size: 0.0 GB.
I0421 16:25:38.841108 139044782935168 max_utils.py:194] tensorboardX not available; using no-op SummaryWriter.
I0421 16:25:38.841260 139044782935168 metric_logger.py:301] number parameters: 1.104 billion
I0421 16:25:42.539319 139044782935168 checkpointing.py:794] Waiting for step 0 to finish before checkpoint...
I0421 16:25:42.606372 139044782935168 checkpointing.py:798] Waited 0.06704521179199219 seconds for step 0 to finish before starting checkpointing.
I0421 16:25:42.606822 139044782935168 checkpoint_manager.py:1983] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0421 16:25:42.606976 139044782935168 checkpoint_manager.py:1501] [process=0] Saving checkpoint at step 0
I0421 16:25:42.607388 139044782935168 async_checkpointer.py:452] [process=0] Started async saving checkpoint to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0.
I0421 16:25:42.693581 139044782935168 signaling_client.py:373] Using ThreadSafeKeyValueSignalingClient
I0421 16:25:42.776796 138954009478720 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0
I0421 16:25:42.785464 139044782935168 jax_array_handlers.py:347] Scheduling D2H of 39 prioritized jax.Array.
I0421 16:25:42.785563 139044782935168 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
I0421 16:25:43.554358 138953998992960 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0/items
I0421 16:25:43.710999 138953963341376 checkpoint.py:188] Wrote Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776788743467007809, 'commit_timestamp_nsecs': None, 'custom_metadata': {}}, json={"item_handlers": null, "metrics": {}, "performance_metrics": {}, "init_timestamp_nsecs": 1776788743467007809, "commit_timestamp_nsecs": null, "custom_metadata": {}} to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0/_CHECKPOINT_METADATA
I0421 16:25:44.066364 1600560 google_auth_provider.cc:149] Using credentials at ~/.config/gcloud/application_default_credentials.json
I0421 16:25:44.066424 1600560 google_auth_provider.cc:156] Using OAuth2 AuthProvider
I0421 16:25:44.372560 139044782935168 base_pytree_checkpoint_handler.py:153] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 1.587614s
I0421 16:25:44.377111 139044782935168 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/blocking_gbytes_per_sec: 7.337 GiB/s (total gbytes: 12.3 GiB) (time elapsed: a second) (per-host)
I0421 16:25:44.377175 139044782935168 base_pytree_checkpoint_handler.py:732] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 1.682186s (batch_requests_ready=0.086606s, total_serialization_initiated=1.591159s, others=0.004421s)
I0421 16:25:44.377249 139044782935168 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 1.683102s (all_items=0.000020s, per_item={'items': '0.00002027'}, temp_paths=1.683081)
I0421 16:25:44.378533 138953879455296 async_checkpointer.py:79] [process=0][thread=async_save] Background save thread started.
I0421 16:25:44.378622 139044782935168 async_checkpointer.py:561] Finished blocking save. Time taken: 1.771604s. Continuing background save to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0.
I0421 16:25:44.378810 139044782935168 checkpoint_manager.py:1549] [process=0][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize
I0421 16:25:44.378990 138954019964480 async_checkpointer.py:265] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0421 16:25:44.379109 139044782935168 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776788742.6068091, 'wait_for_prev_duration_secs': 4.124641418457031e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776788742.6069992, 'checkpointer_blocking_duration_secs': 1.7717339992523193, 'get_old_steps_start_time': 1776788744.378749, 'get_old_steps_duration_secs': 2.6941299438476562e-05, 'checkpoint_manager_blocking_start_time': 1776788742.6067185, 'checkpoint_manager_blocking_duration_secs': 1.7723650932312012}
I0421 16:25:44.379222 139044782935168 checkpointing.py:409] Started an asynchronous checkpoint save for step 0
I0421 16:25:44.379261 139044782935168 max_utils.py:750] 
Memstats: After params initialized:
I0421 16:25:44.379307 139044782935168 max_utils.py:756] 	Using (GB) 1.56 / 31.25 (4.992000%) on TPU_0(process=0,(0,0,0,0))
I0421 16:25:44.379337 139044782935168 max_utils.py:756] 	Using (GB) 1.56 / 31.25 (4.992000%) on TPU_1(process=0,(1,0,0,0))
I0421 16:25:44.379355 139044782935168 max_utils.py:756] 	Using (GB) 1.56 / 31.25 (4.992000%) on TPU_2(process=0,(0,1,0,0))
I0421 16:25:44.379374 139044782935168 max_utils.py:756] 	Using (GB) 1.56 / 31.25 (4.992000%) on TPU_3(process=0,(1,1,0,0))
I0421 16:25:44.379391 139044782935168 max_utils.py:756] 	Using (GB) 1.56 / 31.25 (4.992000%) on TPU_4(process=0,(0,2,0,0))
I0421 16:25:44.379408 139044782935168 max_utils.py:756] 	Using (GB) 1.56 / 31.25 (4.992000%) on TPU_5(process=0,(1,2,0,0))
I0421 16:25:44.379424 139044782935168 max_utils.py:756] 	Using (GB) 1.56 / 31.25 (4.992000%) on TPU_6(process=0,(0,3,0,0))
I0421 16:25:44.379440 139044782935168 max_utils.py:756] 	Using (GB) 1.56 / 31.25 (4.992000%) on TPU_7(process=0,(1,3,0,0))
I0421 16:25:44.771417 139044782935168 metric_logger.py:196] completed step: 0, seconds: 3.698, TFLOP/s/device: 0.217, Tokens/s/device: 34.618, total_weights: 963, loss: 10.834, lm_loss: 10.834, perplexity: 50699.652
I0421 16:25:44.772407 139044782935168 metric_logger.py:281] To see full metrics 'tensorboard --logdir=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/tensorboard/'
I0421 16:25:44.833234 139044782935168 metric_logger.py:196] completed step: 1, seconds: 2.230, TFLOP/s/device: 0.359, Tokens/s/device: 57.400, total_weights: 945, loss: 10.747, lm_loss: 10.747, perplexity: 46511.984
I0421 16:25:44.897257 139044782935168 metric_logger.py:196] completed step: 2, seconds: 0.010, TFLOP/s/device: 80.742, Tokens/s/device: 12904.527, total_weights: 962, loss: 10.247, lm_loss: 10.247, perplexity: 28185.607
I0421 16:25:44.961410 139044782935168 metric_logger.py:196] completed step: 3, seconds: 0.063, TFLOP/s/device: 12.633, Tokens/s/device: 2019.023, total_weights: 975, loss: 9.829, lm_loss: 9.829, perplexity: 18562.363
I0421 16:25:53.595627 139044782935168 metric_logger.py:196] completed step: 4, seconds: 0.065, TFLOP/s/device: 12.394, Tokens/s/device: 1980.811, total_weights: 962, loss: 9.393, lm_loss: 9.393, perplexity: 11999.676
I0421 16:25:53.597089 138953910912576 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_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0/items/array_metadatas/process_0
I0421 16:25:53.623422 139044782935168 metric_logger.py:196] completed step: 5, seconds: 0.065, TFLOP/s/device: 12.262, Tokens/s/device: 1959.824, total_weights: 958, loss: 9.249, lm_loss: 9.249, perplexity: 10399.042
I0421 16:25:53.686071 139044782935168 metric_logger.py:196] completed step: 6, seconds: 8.650, TFLOP/s/device: 0.093, Tokens/s/device: 14.798, total_weights: 930, loss: 9.424, lm_loss: 9.424, perplexity: 12377.827
I0421 16:25:53.750324 139044782935168 metric_logger.py:196] completed step: 7, seconds: 0.007, TFLOP/s/device: 109.052, Tokens/s/device: 17429.194, total_weights: 935, loss: 9.317, lm_loss: 9.317, perplexity: 11127.848
I0421 16:25:53.814347 139044782935168 metric_logger.py:196] completed step: 8, seconds: 0.064, TFLOP/s/device: 12.534, Tokens/s/device: 2003.287, total_weights: 930, loss: 9.479, lm_loss: 9.479, perplexity: 13077.248
I0421 16:25:53.878096 139044782935168 checkpointing.py:794] Waiting for step 9 to finish before checkpoint...
I0421 16:25:53.879076 139044782935168 checkpointing.py:798] Waited 0.0010101795196533203 seconds for step 9 to finish before starting checkpointing.
I0421 16:25:53.879456 139044782935168 checkpoint_manager.py:1994] [process=0][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0421 16:26:29.860476 138953900426816 base_pytree_checkpoint_handler.py:1217] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 45.482642s (commit=45.035954s, array_metadata_write=0.446688s)
I0421 16:26:29.861910 138953879455296 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/gbytes_per_sec: 267.917 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 47 seconds) (per-host)
I0421 16:26:29.862066 138953879455296 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 45.483376s.
I0421 16:26:30.095514 138953879455296 checkpoint.py:228] Read Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776788743467007809, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} from gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0/_CHECKPOINT_METADATA
I0421 16:26:30.298058 138953879455296 array_metadata_store.py:367] [process=0][thread=async_save] Skipped cross-host ArrayMetadata validation because only one process is found: process_index=0.
I0421 16:26:30.499329 138953963341376 checkpoint.py:247] Updated Metadata={'item_handlers': {'items': 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler'}, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776788743467007809, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0/_CHECKPOINT_METADATA
I0421 16:26:30.691537 138953879455296 ocdbt_utils.py:56] Param validation support for Zarr3 will be added later (b/362328389).
I0421 16:26:30.692180 138953879455296 base_pytree_checkpoint_handler.py:1342] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 0.558347s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0/items
I0421 16:26:30.692945 138953879455296 atomicity.py:608] Finalizing gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0/items
I0421 16:26:30.950351 138953879455296 atomicity.py:608] Finalizing gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0
I0421 16:26:31.665189 138953879455296 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_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0`.
I0421 16:26:31.665991 138953879455296 async_checkpointer.py:420] Finished async_save (blocking + background). Time taken: 49.058977s. directory=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0
I0421 16:26:31.666101 138953879455296 async_checkpointer.py:144] [process=0][thread=async_save] Background save thread done. Time taken: 47.287435s.
I0421 16:26:31.666289 138954019964480 async_checkpointer.py:273] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0421 16:26:31.666407 138954019964480 async_checkpointer.py:283] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0421 16:26:31.666487 138954019964480 checkpoint_manager.py:2103] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts...
I0421 16:26:31.666545 138954019964480 checkpoint_manager.py:2112] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts.
I0421 16:26:31.666705 139044782935168 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.
W0421 16:26:31.666850 139044782935168 checkpoint_manager.py:1441] Waiting for previous save to complete took 37.787425 seconds. If this number is high, consider checkpointing less frequently.
I0421 16:26:31.668122 139044782935168 checkpoint_manager.py:1501] [process=0] Saving checkpoint at step 9
I0421 16:26:31.668460 139044782935168 async_checkpointer.py:452] [process=0] Started async saving checkpoint to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9.
I0421 16:26:31.856194 139044782935168 jax_array_handlers.py:347] Scheduling D2H of 39 prioritized jax.Array.
I0421 16:26:31.856299 139044782935168 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
I0421 16:26:31.866027 138954019964480 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9
I0421 16:26:32.568140 138953868969536 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9/items
I0421 16:26:44.142904 139044782935168 base_pytree_checkpoint_handler.py:153] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 12.287231s
I0421 16:26:44.143510 139044782935168 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/blocking_gbytes_per_sec: 1020.999 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 12 seconds) (per-host)
I0421 16:26:44.143567 139044782935168 base_pytree_checkpoint_handler.py:732] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 12.376968s (batch_requests_ready=0.085441s, total_serialization_initiated=12.291062s, others=0.000465s)
I0421 16:26:44.143640 139044782935168 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 12.378069s (all_items=0.000026s, per_item={'items': '0.00002646'}, temp_paths=12.378042)
I0421 16:26:44.148931 138953879455296 async_checkpointer.py:79] [process=0][thread=async_save] Background save thread started.
I0421 16:26:44.149040 139044782935168 async_checkpointer.py:561] Finished blocking save. Time taken: 12.480870s. Continuing background save to gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9.
I0421 16:26:44.149343 139044782935168 checkpoint_manager.py:1549] [process=0][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize
I0421 16:26:44.149590 138969664718400 async_checkpointer.py:265] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0421 16:26:44.149718 139044782935168 standard_logger.py:34] {'step': 9, 'event_type': 'save', 'directory': 'gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776788753.8793948, 'wait_for_prev_duration_secs': 37.78742456436157, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776788791.6681466, 'checkpointer_blocking_duration_secs': 12.48109745979309, 'get_old_steps_start_time': 1776788804.1492612, 'get_old_steps_duration_secs': 3.910064697265625e-05, 'checkpoint_manager_blocking_start_time': 1776788753.8793266, 'checkpoint_manager_blocking_duration_secs': 50.270363330841064}
I0421 16:26:44.149852 139044782935168 checkpointing.py:409] Started an asynchronous checkpoint save for step 9
I0421 16:26:44.149886 139044782935168 checkpoint_manager.py:1994] [process=0][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0421 16:26:44.909743 138969683592768 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_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9/items/array_metadatas/process_0
I0421 16:27:18.527179 138953868969536 base_pytree_checkpoint_handler.py:1217] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 34.378855s (commit=33.937475s, array_metadata_write=0.441380s)
I0421 16:27:18.528276 138953879455296 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/gbytes_per_sec: 270.238 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 46 seconds) (per-host)
I0421 16:27:18.528334 138953879455296 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 34.379172s.
I0421 16:27:18.978905 138953879455296 array_metadata_store.py:367] [process=0][thread=async_save] Skipped cross-host ArrayMetadata validation because only one process is found: process_index=0.
I0421 16:27:19.371743 138953879455296 ocdbt_utils.py:56] Param validation support for Zarr3 will be added later (b/362328389).
I0421 16:27:19.372372 138953879455296 base_pytree_checkpoint_handler.py:1342] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 0.549724s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9/items
I0421 16:27:19.373148 138953879455296 atomicity.py:608] Finalizing gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9/items
I0421 16:27:19.619927 138953879455296 atomicity.py:608] Finalizing gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9
I0421 16:27:20.301858 138953879455296 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_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9`.
I0421 16:27:20.302614 138953879455296 async_checkpointer.py:420] Finished async_save (blocking + background). Time taken: 48.634451s. directory=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9
I0421 16:27:20.302699 138953879455296 async_checkpointer.py:144] [process=0][thread=async_save] Background save thread done. Time taken: 36.153537s.
I0421 16:27:20.302868 138969664718400 async_checkpointer.py:273] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0421 16:27:20.302977 138969664718400 async_checkpointer.py:283] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0421 16:27:20.303034 138969664718400 checkpoint_manager.py:2103] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts...
I0421 16:27:20.303086 138969664718400 checkpoint_manager.py:2112] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts.
I0421 16:27:20.303251 139044782935168 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.
I0421 16:27:20.303404 139044782935168 checkpoint_manager.py:1983] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0421 16:27:20.304422 139044782935168 metric_logger.py:196] completed step: 9, seconds: 0.065, TFLOP/s/device: 12.252, Tokens/s/device: 1958.235, total_weights: 948, loss: 9.141, lm_loss: 9.141, perplexity: 9328.599
Per train step:
 Total TFLOPs: 0.80 
 split as 99.60% learnable weight flops and 0.40% attention flops
2026-04-21 17:46:45.935385: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1776793605.945356 1669154 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1776793605.948472 1669154 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1776793605.958266 1669154 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1776793605.958276 1669154 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1776793605.958277 1669154 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1776793605.958279 1669154 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
Unrecognized keys in `rope_scaling` for 'rope_type'='yarn': {'rope_theta'}
`rope_scaling`'s factor field must be a float >= 1, got 40
`rope_scaling`'s beta_fast field must be a float, got 32
`rope_scaling`'s beta_slow field must be a float, got 1
Unrecognized keys in `rope_scaling` for 'rope_type'='yarn': {'rope_theta'}
Unrecognized keys in `rope_scaling` for 'rope_type'='yarn': {'rope_theta'}
Unrecognized keys in `rope_scaling` for 'rope_type'='yarn': {'rope_theta'}
2026-04-21 17:46:49.611403: 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)
I0421 17:46:49.747709 140412100615296 max_utils.py:238] Skipping jax distributed system due to skip_jax_distributed_system=True flag.
I0421 17:47:17.752761 140412100615296 max_utils.py:800] System Information: Jax Version: 0.8.1
I0421 17:47:17.753050 140412100615296 max_utils.py:801] System Information: Jaxlib Version: 0.8.1
I0421 17:47:17.753097 140412100615296 max_utils.py:802] System Information: Jax Backend: PJRT C API
TFRT TPU v6 lite
Built on Nov 12 2025 14:16:36 (1762985796) cl/831091709
I0421 17:47:17.753126 140412100615296 train_utils.py:378] WARNING: 'dataset_path' might be pointing your local file system
I0421 17:47:17.753317 140412100615296 train.py:806] [DECOUPLED NO-OP] skipping cloud diagnostics wrapper.
I0421 17:47:18.385749 140412100615296 maxtext_utils.py:1732] Num_devices: 8, shape (1, 1, 1, 8, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0421 17:47:18.484998 140412100615296 checkpointing.py:688] Setting up checkpoint logger...
I0421 17:47:18.485123 140412100615296 checkpointing.py:234] Creating checkpoint manager with ocdbt=True and zarr3=True
I0421 17:47:18.485162 140412100615296 pytree_checkpoint_handler.py:577] save_device_host_concurrent_bytes=None
I0421 17:47:18.485333 140412100615296 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 0x7fb3f11ab200>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0421 17:47:20.869881 140412100615296 checkpointing.py:266] Enabling policy for fixed interval checkpointing.
I0421 17:47:20.870087 140412100615296 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 0x7fb2491918b0>}, handler_registry=None
I0421 17:47:20.870312 140412100615296 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7fb2491918b0>` 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`.
I0421 17:47:20.870352 140412100615296 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7fb2491a24e0>` 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`.
I0421 17:47:20.870381 140412100615296 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 0x7fb2491918b0>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7fb2491918b0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7fb2491a24e0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7fb2491a24e0>}).
I0421 17:47:20.870651 140412100615296 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.28
I0421 17:47:20.870703 140412100615296 async_checkpointer.py:177] [process=0][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>.<lambda> at 0x7fb24a5bcc20> timeout: 600 secs and primary_host=0 for async checkpoint writes
I0421 17:47:21.000671 140412100615296 checkpoint_manager.py:1788] Found 0 checkpoint steps in gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints
I0421 17:47:21.000906 140412100615296 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_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x7fb2491a32c0>
I0421 17:47:21.000991 140412100615296 checkpointing.py:302] Checkpoint manager created!
I0421 17:47:21.077775 140412100615296 dataset_info.py:707] Load dataset info from tests/assets/local_datasets/c4_en_dataset_minimal/c4/en/3.1.0
I0421 17:47:21.080675 140412100615296 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.
I0421 17:47:21.132668 140412100615296 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
I0421 17:47:21.158322 140412100615296 tokenizer.py:245] Tokenizer path: src/maxtext/assets/tokenizers/tokenizer.llama2
I0421 17:47:21.158411 140412100615296 tokenizer.py:187] Loading sentencepiece tokenizer: src/maxtext/assets/tokenizers/tokenizer.llama2
I0421 17:47:21.797934 140412100615296 checkpointing.py:578] checkpoint manager exists so trying to load this run's existing checkpoint
I0421 17:47:21.798071 140412100615296 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

I0421 17:47:22.589576 140412100615296 nnx_decoders.py:465] nnx_decoders/carry Logical: bfloat16[8,128,2048]........................................ ('activation_batch', 'activation_norm_length', 'activation_embed').
I0421 17:47:22.589807 140412100615296 nnx_decoders.py:465] nnx_decoders/carry Physical: bfloat16[8,128,2048]........................................ ('fsdp', None, None).
I0421 17:47:22.594995 140412100615296 nnx_decoders.py:465] Unknown Logical: bfloat16[8,128,2048]........................................ ('activation_batch', 'activation_norm_length', 'activation_embed').
I0421 17:47:22.595163 140412100615296 nnx_decoders.py:465] Unknown Physical: bfloat16[8,128,2048]........................................ ('fsdp', None, None).
I0421 17:47:22.608375 140412100615296 attentions.py:1088] attentions/inputs_q Logical: bfloat16[8,128,2048]........................................ ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0421 17:47:22.608458 140412100615296 attentions.py:1088] attentions/inputs_q Physical: bfloat16[8,128,2048]........................................ ('fsdp', None, None).
I0421 17:47:22.620882 140412100615296 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[8,128,2048]........................................ ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0421 17:47:22.620962 140412100615296 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[8,128,2048]........................................ ('fsdp', None, None).
I0421 17:47:22.641597 140412100615296 attentions.py:1154] attentions/query Logical: bfloat16[8,128,16,128]...................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0421 17:47:22.641689 140412100615296 attentions.py:1154] attentions/query Physical: bfloat16[8,128,16,128]...................................... ('fsdp', None, None, None).
I0421 17:47:22.654541 140412100615296 attentions.py:1155] attentions/key Logical: bfloat16[8,128,16,128]...................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0421 17:47:22.654626 140412100615296 attentions.py:1155] attentions/key Physical: bfloat16[8,128,16,128]...................................... ('fsdp', None, None, None).
I0421 17:47:22.667176 140412100615296 attentions.py:1156] attentions/value Logical: bfloat16[8,128,16,128]...................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0421 17:47:22.667258 140412100615296 attentions.py:1156] attentions/value Physical: bfloat16[8,128,16,128]...................................... ('fsdp', None, None, None).
I0421 17:47:22.690208 140412100615296 attentions.py:1198] attentions/out Logical: bfloat16[8,128,16,128]...................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv').
I0421 17:47:22.690299 140412100615296 attentions.py:1198] attentions/out Physical: bfloat16[8,128,16,128]...................................... ('fsdp', None, None, None).
I0421 17:47:22.713135 140412100615296 linears.py:525] linears/x Logical: bfloat16[8,128,7168]........................................ ('activation_batch', 'activation_length', 'activation_mlp').
I0421 17:47:22.713232 140412100615296 linears.py:525] linears/x Physical: bfloat16[8,128,7168]........................................ ('fsdp', None, None).
I0421 17:47:27.211492 140412100615296 max_utils.py:791] Total memory size: 2.5 GB, Output size: 1.5 GB, Temp size: 1.0 GB, Argument size: 1.5 GB, Host temp size: 0.0 GB.
I0421 17:47:27.215080 140412100615296 max_utils.py:194] tensorboardX not available; using no-op SummaryWriter.
I0421 17:47:27.216450 140412100615296 metric_logger.py:301] number parameters: 1.104 billion
I0421 17:47:35.218696 140412100615296 checkpointing.py:794] Waiting for step 0 to finish before checkpoint...
I0421 17:47:35.291915 140412100615296 checkpointing.py:798] Waited 0.0732123851776123 seconds for step 0 to finish before starting checkpointing.
I0421 17:47:35.292418 140412100615296 checkpoint_manager.py:1983] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0421 17:47:35.292573 140412100615296 checkpoint_manager.py:1501] [process=0] Saving checkpoint at step 0
I0421 17:47:35.292973 140412100615296 async_checkpointer.py:452] [process=0] Started async saving checkpoint to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0.
I0421 17:47:35.414923 140412100615296 signaling_client.py:373] Using ThreadSafeKeyValueSignalingClient
I0421 17:47:35.503498 140320566150720 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0
I0421 17:47:35.517160 140412100615296 jax_array_handlers.py:347] Scheduling D2H of 69 prioritized jax.Array.
I0421 17:47:35.517252 140412100615296 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
I0421 17:47:36.170694 140320555664960 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0/items
I0421 17:47:36.336026 140320520013376 checkpoint.py:188] Wrote Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776793656091130549, 'commit_timestamp_nsecs': None, 'custom_metadata': {}}, json={"item_handlers": null, "metrics": {}, "performance_metrics": {}, "init_timestamp_nsecs": 1776793656091130549, "commit_timestamp_nsecs": null, "custom_metadata": {}} to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0/_CHECKPOINT_METADATA
I0421 17:47:36.663871 140412100615296 base_pytree_checkpoint_handler.py:153] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 1.148033s
I0421 17:47:36.668316 1672358 google_auth_provider.cc:149] Using credentials at ~/.config/gcloud/application_default_credentials.json
I0421 17:47:36.668380 1672358 google_auth_provider.cc:156] Using OAuth2 AuthProvider
I0421 17:47:36.672008 140412100615296 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/blocking_gbytes_per_sec: 9.830 GiB/s (total gbytes: 12.3 GiB) (time elapsed: a second) (per-host)
I0421 17:47:36.672234 140412100615296 base_pytree_checkpoint_handler.py:732] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 1.255649s (batch_requests_ready=0.091597s, total_serialization_initiated=1.162807s, others=0.001245s)
I0421 17:47:36.672307 140412100615296 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 1.256862s (all_items=0.000029s, per_item={'items': '0.00002909'}, temp_paths=1.256833)
I0421 17:47:36.673614 140320345949760 async_checkpointer.py:79] [process=0][thread=async_save] Background save thread started.
I0421 17:47:36.673729 140412100615296 async_checkpointer.py:561] Finished blocking save. Time taken: 1.381117s. Continuing background save to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0.
I0421 17:47:36.673964 140412100615296 checkpoint_manager.py:1549] [process=0][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize
I0421 17:47:36.674231 140320052348480 async_checkpointer.py:265] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0421 17:47:36.674310 140412100615296 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776793655.2924056, 'wait_for_prev_duration_secs': 3.981590270996094e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776793655.292595, 'checkpointer_blocking_duration_secs': 1.3812997341156006, 'get_old_steps_start_time': 1776793656.673911, 'get_old_steps_duration_secs': 1.9311904907226562e-05, 'checkpoint_manager_blocking_start_time': 1776793655.2923174, 'checkpoint_manager_blocking_duration_secs': 1.3819684982299805}
I0421 17:47:36.674411 140412100615296 checkpointing.py:409] Started an asynchronous checkpoint save for step 0
I0421 17:47:36.674481 140412100615296 max_utils.py:750] 
Memstats: After params initialized:
I0421 17:47:36.674530 140412100615296 max_utils.py:756] 	Using (GB) 1.56 / 31.25 (4.992000%) on TPU_0(process=0,(0,0,0,0))
I0421 17:47:36.674555 140412100615296 max_utils.py:756] 	Using (GB) 1.56 / 31.25 (4.992000%) on TPU_1(process=0,(1,0,0,0))
I0421 17:47:36.674575 140412100615296 max_utils.py:756] 	Using (GB) 1.56 / 31.25 (4.992000%) on TPU_2(process=0,(0,1,0,0))
I0421 17:47:36.674595 140412100615296 max_utils.py:756] 	Using (GB) 1.56 / 31.25 (4.992000%) on TPU_3(process=0,(1,1,0,0))
I0421 17:47:36.674613 140412100615296 max_utils.py:756] 	Using (GB) 1.56 / 31.25 (4.992000%) on TPU_4(process=0,(0,2,0,0))
I0421 17:47:36.674631 140412100615296 max_utils.py:756] 	Using (GB) 1.56 / 31.25 (4.992000%) on TPU_5(process=0,(1,2,0,0))
I0421 17:47:36.674647 140412100615296 max_utils.py:756] 	Using (GB) 1.56 / 31.25 (4.992000%) on TPU_6(process=0,(0,3,0,0))
I0421 17:47:36.674664 140412100615296 max_utils.py:756] 	Using (GB) 1.56 / 31.25 (4.992000%) on TPU_7(process=0,(1,3,0,0))
I0421 17:47:37.115229 140412100615296 metric_logger.py:196] completed step: 0, seconds: 8.001, TFLOP/s/device: 0.100, Tokens/s/device: 15.999, total_weights: 963, loss: 10.836, lm_loss: 10.836, perplexity: 50825.188
I0421 17:47:37.116259 140412100615296 metric_logger.py:281] To see full metrics 'tensorboard --logdir=gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/tensorboard/'
I0421 17:47:37.173740 140412100615296 metric_logger.py:196] completed step: 1, seconds: 1.893, TFLOP/s/device: 0.423, Tokens/s/device: 67.631, total_weights: 945, loss: 10.847, lm_loss: 10.847, perplexity: 51361.996
I0421 17:47:37.237014 140412100615296 metric_logger.py:196] completed step: 2, seconds: 0.023, TFLOP/s/device: 34.912, Tokens/s/device: 5579.773, total_weights: 962, loss: 10.296, lm_loss: 10.296, perplexity: 29611.197
I0421 17:47:37.300415 140412100615296 metric_logger.py:196] completed step: 3, seconds: 0.050, TFLOP/s/device: 16.172, Tokens/s/device: 2584.762, total_weights: 975, loss: 9.777, lm_loss: 9.777, perplexity: 17618.064
I0421 17:47:46.490178 140412100615296 metric_logger.py:196] completed step: 4, seconds: 0.064, TFLOP/s/device: 12.592, Tokens/s/device: 2012.515, total_weights: 962, loss: 9.422, lm_loss: 9.422, perplexity: 12362.127
I0421 17:47:46.490934 140320398378560 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_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0/items/array_metadatas/process_0
I0421 17:47:46.523896 140412100615296 metric_logger.py:196] completed step: 5, seconds: 0.063, TFLOP/s/device: 12.693, Tokens/s/device: 2028.623, total_weights: 958, loss: 9.222, lm_loss: 9.222, perplexity: 10120.491
I0421 17:47:46.584592 140412100615296 metric_logger.py:196] completed step: 6, seconds: 9.212, TFLOP/s/device: 0.087, Tokens/s/device: 13.895, total_weights: 930, loss: 9.362, lm_loss: 9.362, perplexity: 11635.593
I0421 17:47:46.648303 140412100615296 metric_logger.py:196] completed step: 7, seconds: 0.010, TFLOP/s/device: 78.687, Tokens/s/device: 12576.145, total_weights: 935, loss: 9.333, lm_loss: 9.333, perplexity: 11305.932
I0421 17:47:46.711741 140412100615296 metric_logger.py:196] completed step: 8, seconds: 0.060, TFLOP/s/device: 13.366, Tokens/s/device: 2136.182, total_weights: 930, loss: 9.560, lm_loss: 9.560, perplexity: 14189.047
I0421 17:47:46.776078 140412100615296 checkpointing.py:794] Waiting for step 9 to finish before checkpoint...
I0421 17:47:46.777381 140412100615296 checkpointing.py:798] Waited 0.0013260841369628906 seconds for step 9 to finish before starting checkpointing.
I0421 17:47:46.777743 140412100615296 checkpoint_manager.py:1994] [process=0][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0421 17:48:13.923907 140320377407040 base_pytree_checkpoint_handler.py:1217] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 37.252367s (commit=36.827783s, array_metadata_write=0.424583s)
I0421 17:48:13.925066 140320345949760 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/gbytes_per_sec: 328.156 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 38 seconds) (per-host)
I0421 17:48:13.925120 140320345949760 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 37.251350s.
I0421 17:48:14.175624 140320345949760 checkpoint.py:228] Read Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776793656091130549, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} from gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0/_CHECKPOINT_METADATA
I0421 17:48:14.359888 140320345949760 array_metadata_store.py:367] [process=0][thread=async_save] Skipped cross-host ArrayMetadata validation because only one process is found: process_index=0.
I0421 17:48:14.551159 140320520013376 checkpoint.py:247] Updated Metadata={'item_handlers': {'items': 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler'}, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776793656091130549, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0/_CHECKPOINT_METADATA
I0421 17:48:14.762465 140320345949760 ocdbt_utils.py:56] Param validation support for Zarr3 will be added later (b/362328389).
I0421 17:48:14.763170 140320345949760 base_pytree_checkpoint_handler.py:1342] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 0.546997s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0/items
I0421 17:48:14.763946 140320345949760 atomicity.py:608] Finalizing gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0/items
I0421 17:48:15.006178 140320345949760 atomicity.py:608] Finalizing gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0
I0421 17:48:15.671089 140320345949760 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_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0`.
I0421 17:48:15.671844 140320345949760 async_checkpointer.py:420] Finished async_save (blocking + background). Time taken: 40.379238s. directory=gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/0
I0421 17:48:15.671922 140320345949760 async_checkpointer.py:144] [process=0][thread=async_save] Background save thread done. Time taken: 38.998152s.
I0421 17:48:15.672073 140320052348480 async_checkpointer.py:273] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0421 17:48:15.672124 140320052348480 async_checkpointer.py:283] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0421 17:48:15.672179 140320052348480 checkpoint_manager.py:2103] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts...
I0421 17:48:15.672225 140320052348480 checkpoint_manager.py:2112] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts.
I0421 17:48:15.672394 140412100615296 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.
W0421 17:48:15.672538 140412100615296 checkpoint_manager.py:1441] Waiting for previous save to complete took 28.894801 seconds. If this number is high, consider checkpointing less frequently.
I0421 17:48:15.673300 140412100615296 checkpoint_manager.py:1501] [process=0] Saving checkpoint at step 9
I0421 17:48:15.673612 140412100615296 async_checkpointer.py:452] [process=0] Started async saving checkpoint to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9.
I0421 17:48:15.856178 140412100615296 jax_array_handlers.py:347] Scheduling D2H of 69 prioritized jax.Array.
I0421 17:48:15.856343 140320052348480 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9
I0421 17:48:15.856435 140412100615296 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
I0421 17:48:16.574027 140320377407040 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9/items
I0421 17:48:31.670632 140412100615296 base_pytree_checkpoint_handler.py:153] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 15.816223s
I0421 17:48:31.678571 140412100615296 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/blocking_gbytes_per_sec: 793.763 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 15 seconds) (per-host)
I0421 17:48:31.678646 140412100615296 base_pytree_checkpoint_handler.py:732] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 15.920225s (batch_requests_ready=0.088363s, total_serialization_initiated=15.824103s, others=0.007759s)
I0421 17:48:31.678732 140412100615296 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 15.920836s (all_items=0.000017s, per_item={'items': '0.00001717'}, temp_paths=15.920819)
I0421 17:48:31.680482 140320356435520 async_checkpointer.py:79] [process=0][thread=async_save] Background save thread started.
I0421 17:48:31.680588 140412100615296 async_checkpointer.py:561] Finished blocking save. Time taken: 16.007241s. Continuing background save to gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9.
I0421 17:48:31.680807 140412100615296 checkpoint_manager.py:1549] [process=0][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize
I0421 17:48:31.680993 140320408864320 async_checkpointer.py:265] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0421 17:48:31.681107 140412100615296 standard_logger.py:34] {'step': 9, 'event_type': 'save', 'directory': 'gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776793666.7777092, 'wait_for_prev_duration_secs': 28.894801378250122, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776793695.6733265, 'checkpointer_blocking_duration_secs': 16.007373571395874, 'get_old_steps_start_time': 1776793711.6807277, 'get_old_steps_duration_secs': 3.218650817871094e-05, 'checkpoint_manager_blocking_start_time': 1776793666.777659, 'checkpoint_manager_blocking_duration_secs': 44.903420209884644}
I0421 17:48:31.681253 140412100615296 checkpointing.py:409] Started an asynchronous checkpoint save for step 9
I0421 17:48:31.681289 140412100615296 checkpoint_manager.py:1994] [process=0][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0421 17:48:32.422882 140320429835840 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_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9/items/array_metadatas/process_0
I0421 17:49:06.276415 140320377407040 base_pytree_checkpoint_handler.py:1217] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 34.596930s (commit=34.133524s, array_metadata_write=0.463405s)
I0421 17:49:06.277746 140320356435520 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/gbytes_per_sec: 250.138 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 50 seconds) (per-host)
I0421 17:49:06.277875 140320356435520 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 34.597238s.
I0421 17:49:06.715166 140320356435520 array_metadata_store.py:367] [process=0][thread=async_save] Skipped cross-host ArrayMetadata validation because only one process is found: process_index=0.
I0421 17:49:07.120732 140320356435520 ocdbt_utils.py:56] Param validation support for Zarr3 will be added later (b/362328389).
I0421 17:49:07.121515 140320356435520 base_pytree_checkpoint_handler.py:1342] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 0.566426s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9/items
I0421 17:49:07.122267 140320356435520 atomicity.py:608] Finalizing gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9/items
I0421 17:49:07.383318 140320356435520 atomicity.py:608] Finalizing gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9
I0421 17:49:08.095541 140320356435520 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_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9`.
I0421 17:49:08.096256 140320356435520 async_checkpointer.py:420] Finished async_save (blocking + background). Time taken: 52.422915s. directory=gs://wanglance-maxtext/nnx_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/nnx_feat_nnx_trainstate_and_training_loop_20260421_161934_03_dropout/checkpoints/9
I0421 17:49:08.096333 140320356435520 async_checkpointer.py:144] [process=0][thread=async_save] Background save thread done. Time taken: 36.415701s.
I0421 17:49:08.096462 140320408864320 async_checkpointer.py:273] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0421 17:49:08.096515 140320408864320 async_checkpointer.py:283] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0421 17:49:08.096585 140320408864320 checkpoint_manager.py:2103] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts...
I0421 17:49:08.096626 140320408864320 checkpoint_manager.py:2112] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts.
I0421 17:49:08.097299 140412100615296 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.
I0421 17:49:08.097520 140412100615296 checkpoint_manager.py:1983] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0421 17:49:08.098952 140412100615296 metric_logger.py:196] completed step: 9, seconds: 0.065, TFLOP/s/device: 12.362, Tokens/s/device: 1975.705, total_weights: 948, loss: 9.098, lm_loss: 9.098, perplexity: 8940.747
Per train step:
 Total TFLOPs: 0.80 
 split as 99.60% learnable weight flops and 0.40% attention flops