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‹ 01_baseCase: 02_synthetic03_dropout ›

Metrics: main (b341212ce) vs feat/nnx-trainstate-and-training-loop (29bbe47ed)

Metricmain  b341212cefeat/nnx-trainstate-and-training-loop  29bbe47edDiff (feat/nnx-trainstate-and-training-loop − main)
Parameters1.104 billion1.104 billion
Final loss5.91505.91500
TFLOP/s114.096114.174+0.078
Tok/s17197.817209.5+11.706
Avg s/step1.9522.020+0.068
Memory %5.095.090
JAX0.8.10.8.1

Diff = branch value − main value. Green = branch improved. Red = branch regressed.

main  ·  b341212ce  ·  main_20260421_144657  ·  full log
2026-04-21 14:50:21.406719: 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 00:00:1776783021.416939 1476398 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1776783021.419953 1476398 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1776783021.431068 1476398 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1776783021.431079 1476398 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1776783021.431081 1476398 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1776783021.431082 1476398 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2026-04-21 14:50:24.832298: 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 14:50:24.948929 139470404086912 max_utils.py:238] Skipping jax distributed system due to skip_jax_distributed_system=True flag.
I0421 14:51:23.425797 139470404086912 max_utils.py:800] System Information: Jax Version: 0.8.1
I0421 14:51:23.426088 139470404086912 max_utils.py:801] System Information: Jaxlib Version: 0.8.1
I0421 14:51:23.426137 139470404086912 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 14:51:23.426171 139470404086912 train_utils.py:335] WARNING: 'dataset_path' might be pointing your local file system
I0421 14:51:23.426198 139470404086912 train_utils.py:348] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing.
I0421 14:51:23.426367 139470404086912 train.py:703] [DECOUPLED NO-OP] skipping cloud diagnostics wrapper.
I0421 14:51:23.783014 139470404086912 maxtext_utils.py:1551] Num_devices: 8, shape (1, 1, 1, 8, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0421 14:51:23.783405 139470404086912 checkpointing.py:677] Setting up checkpoint logger...
I0421 14:51:23.783450 139470404086912 checkpointing.py:233] Creating checkpoint manager with ocdbt=True and zarr3=True
I0421 14:51:23.783544 139470404086912 pytree_checkpoint_handler.py:577] save_device_host_concurrent_bytes=None
I0421 14:51:23.784395 139470404086912 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 0x7ed8af99b050>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0421 14:51:26.174512 139470404086912 checkpointing.py:265] Enabling policy for fixed interval checkpointing.
I0421 14:51:26.174784 139470404086912 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 0x7ed707d7ae70>}, handler_registry=None
I0421 14:51:26.175178 139470404086912 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7ed707d7ae70>` 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 14:51:26.175224 139470404086912 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7ed707d7b3e0>` 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 14:51:26.175258 139470404086912 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 0x7ed707d7ae70>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7ed707d7ae70>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7ed707d7b3e0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7ed707d7b3e0>}).
I0421 14:51:26.175552 139470404086912 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.28
I0421 14:51:26.175615 139470404086912 async_checkpointer.py:177] [process=0][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>.<lambda> at 0x7ed707da5120> timeout: 600 secs and primary_host=0 for async checkpoint writes
I0421 14:51:26.330549 139470404086912 checkpoint_manager.py:1788] Found 0 checkpoint steps in gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints
I0421 14:51:26.330823 139470404086912 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_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x7ed708d71340>
I0421 14:51:26.330916 139470404086912 checkpointing.py:301] Checkpoint manager created!
I0421 14:51:26.974039 139470404086912 nnx_wrappers.py:437] Unknown Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0421 14:51:26.974153 139470404086912 nnx_wrappers.py:437] Unknown Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0421 14:51:27.253425 139470404086912 attentions.py:1088] attentions/inputs_q Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0421 14:51:27.253511 139470404086912 attentions.py:1088] attentions/inputs_q Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0421 14:51:27.265333 139470404086912 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0421 14:51:27.265382 139470404086912 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0421 14:51:27.283895 139470404086912 attentions.py:1154] attentions/query Logical: bfloat16[8,2048,16,128]..................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0421 14:51:27.283951 139470404086912 attentions.py:1154] attentions/query Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0421 14:51:27.295920 139470404086912 attentions.py:1155] attentions/key Logical: bfloat16[8,2048,16,128]..................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0421 14:51:27.295973 139470404086912 attentions.py:1155] attentions/key Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0421 14:51:27.307706 139470404086912 attentions.py:1156] attentions/value Logical: bfloat16[8,2048,16,128]..................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0421 14:51:27.307761 139470404086912 attentions.py:1156] attentions/value Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0421 14:51:27.326590 139470404086912 attentions.py:1197] attentions/out Logical: bfloat16[8,2048,16,128]..................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv').
I0421 14:51:27.326646 139470404086912 attentions.py:1197] attentions/out Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0421 14:51:27.341589 139470404086912 linears.py:525] linears/x Logical: bfloat16[8,2048,7168]....................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0421 14:51:27.341641 139470404086912 linears.py:525] linears/x Physical: bfloat16[8,2048,7168]....................................... ('fsdp', None, None).
I0421 14:51:27.487978 139470404086912 checkpointing.py:577] checkpoint manager exists so trying to load this run's existing checkpoint
I0421 14:51:27.488086 139470404086912 checkpointing.py:665] 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 14:51:28.025551 139470404086912 maxtext_utils.py:1654]  params/params/decoder/decoder_norm/scale
    Shape:     float32[2048]
    Logical:   PartitionSpec('norm',)
    Physical:  (None,)
I0421 14:51:28.025660 139470404086912 maxtext_utils.py:1654]  params/params/decoder/layers/mlp/wi_0/kernel
    Shape:     float32[2048,16,7168]
    Logical:   PartitionSpec('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0421 14:51:28.025701 139470404086912 maxtext_utils.py:1654]  params/params/decoder/layers/mlp/wi_1/kernel
    Shape:     float32[2048,16,7168]
    Logical:   PartitionSpec('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0421 14:51:28.025751 139470404086912 maxtext_utils.py:1654]  params/params/decoder/layers/mlp/wo/kernel
    Shape:     float32[7168,16,2048]
    Logical:   PartitionSpec('mlp', 'layers', 'embed')
    Physical:  (None, None, 'fsdp')
I0421 14:51:28.025791 139470404086912 maxtext_utils.py:1654]  params/params/decoder/layers/post_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   PartitionSpec('norm', 'layers')
    Physical:  (None, None)
I0421 14:51:28.025820 139470404086912 maxtext_utils.py:1654]  params/params/decoder/layers/pre_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   PartitionSpec('norm', 'layers')
    Physical:  (None, None)
I0421 14:51:28.025858 139470404086912 maxtext_utils.py:1654]  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 14:51:28.025897 139470404086912 maxtext_utils.py:1654]  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 14:51:28.025926 139470404086912 maxtext_utils.py:1654]  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 14:51:28.025951 139470404086912 maxtext_utils.py:1654]  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 14:51:28.025985 139470404086912 maxtext_utils.py:1654]  params/params/decoder/logits_dense/kernel
    Shape:     float32[2048,32000]
    Logical:   PartitionSpec('embed_vocab', 'vocab')
    Physical:  ('fsdp', None)
I0421 14:51:28.026019 139470404086912 maxtext_utils.py:1654]  params/params/token_embedder/embedding
    Shape:     float32[32000,2048]
    Logical:   PartitionSpec('vocab', 'embed_vocab')
    Physical:  (None, 'fsdp')

I0421 14:51:28.424408 139470404086912 train.py:155] train/xent Logical: float32[8,2048]............................................. ('activation_embed_and_logits_batch', 'activation_length').
I0421 14:51:28.424498 139470404086912 train.py:155] train/xent Physical: float32[8,2048]............................................. ('fsdp', None).
I0421 14:51:28.435726 139470404086912 train.py:162] train/z_loss Logical: float32[8,2048]............................................. ('activation_embed_and_logits_batch', 'activation_length').
I0421 14:51:28.435781 139470404086912 train.py:162] train/z_loss Physical: float32[8,2048]............................................. ('fsdp', None).
I0421 14:51:29.170669 139470404086912 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.
I0421 14:51:29.171285 139470404086912 max_utils.py:194] tensorboardX not available; using no-op SummaryWriter.
I0421 14:51:29.171438 139470404086912 metric_logger.py:301] number parameters: 1.104 billion
I0421 14:51:31.321615 139470404086912 checkpointing.py:772] Waiting for step 0 to finish before checkpoint...
I0421 14:51:31.439513 139470404086912 checkpointing.py:776] Waited 0.11787891387939453 seconds for step 0 to finish before starting checkpointing.
I0421 14:51:31.439973 139470404086912 checkpoint_manager.py:1983] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0421 14:51:31.440157 139470404086912 checkpoint_manager.py:1501] [process=0] Saving checkpoint at step 0
I0421 14:51:31.440564 139470404086912 async_checkpointer.py:452] [process=0] Started async saving checkpoint to gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/0.
I0421 14:51:31.521576 139470404086912 signaling_client.py:373] Using ThreadSafeKeyValueSignalingClient
I0421 14:51:31.603075 139390540056128 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/0
I0421 14:51:31.611714 139470404086912 jax_array_handlers.py:347] Scheduling D2H of 39 prioritized jax.Array.
I0421 14:51:31.611809 139470404086912 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 14:51:32.358428 139390529570368 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/0/items
I0421 14:51:32.518836 139390498113088 checkpoint.py:188] Wrote Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776783092262090898, 'commit_timestamp_nsecs': None, 'custom_metadata': {}}, json={"item_handlers": null, "metrics": {}, "performance_metrics": {}, "init_timestamp_nsecs": 1776783092262090898, "commit_timestamp_nsecs": null, "custom_metadata": {}} to gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/0/_CHECKPOINT_METADATA
I0421 14:51:32.884377 1478458 google_auth_provider.cc:149] Using credentials at ~/.config/gcloud/application_default_credentials.json
I0421 14:51:32.884439 1478458 google_auth_provider.cc:156] Using OAuth2 AuthProvider
I0421 14:51:33.010640 139470404086912 base_pytree_checkpoint_handler.py:153] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 1.399415s
I0421 14:51:33.015156 139470404086912 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/blocking_gbytes_per_sec: 8.270 GiB/s (total gbytes: 12.3 GiB) (time elapsed: a second) (per-host)
I0421 14:51:33.015218 139470404086912 base_pytree_checkpoint_handler.py:732] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 1.492237s (batch_requests_ready=0.084930s, total_serialization_initiated=1.402908s, others=0.004399s)
I0421 14:51:33.015296 139470404086912 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 1.493153s (all_items=0.000021s, per_item={'items': '0.00002098'}, temp_paths=1.493132)
I0421 14:51:33.016753 139390414227008 async_checkpointer.py:79] [process=0][thread=async_save] Background save thread started.
I0421 14:51:33.016845 139470404086912 async_checkpointer.py:561] Finished blocking save. Time taken: 1.576648s. Continuing background save to gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/0.
I0421 14:51:33.017033 139470404086912 checkpoint_manager.py:1549] [process=0][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize
I0421 14:51:33.017251 139390550541888 async_checkpointer.py:265] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0421 14:51:33.017382 139470404086912 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776783091.4399617, 'wait_for_prev_duration_secs': 4.0531158447265625e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776783091.4401793, 'checkpointer_blocking_duration_secs': 1.576775074005127, 'get_old_steps_start_time': 1776783093.0169759, 'get_old_steps_duration_secs': 2.1696090698242188e-05, 'checkpoint_manager_blocking_start_time': 1776783091.4398768, 'checkpoint_manager_blocking_duration_secs': 1.5774800777435303}
I0421 14:51:33.017459 139470404086912 checkpointing.py:408] Started an asynchronous checkpoint save for step 0
I0421 14:51:33.017499 139470404086912 max_utils.py:750] 
Memstats: After params initialized:
I0421 14:51:33.017544 139470404086912 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_0(process=0,(0,0,0,0))
I0421 14:51:33.017570 139470404086912 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_1(process=0,(1,0,0,0))
I0421 14:51:33.017599 139470404086912 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_2(process=0,(0,1,0,0))
I0421 14:51:33.017617 139470404086912 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_3(process=0,(1,1,0,0))
I0421 14:51:33.017635 139470404086912 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_4(process=0,(0,2,0,0))
I0421 14:51:33.017652 139470404086912 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_5(process=0,(1,2,0,0))
I0421 14:51:33.017668 139470404086912 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_6(process=0,(0,3,0,0))
I0421 14:51:33.017684 139470404086912 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_7(process=0,(1,3,0,0))
I0421 14:51:33.391740 139470404086912 metric_logger.py:196] completed step: 0, seconds: 2.150, TFLOP/s/device: 6.321, Tokens/s/device: 952.716, total_weights: 16384, loss: 10.874, lm_loss: 10.874, perplexity: 52770.941
I0421 14:51:33.392849 139470404086912 metric_logger.py:281] To see full metrics 'tensorboard --logdir=gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/tensorboard/'
I0421 14:51:33.508208 139470404086912 metric_logger.py:196] completed step: 1, seconds: 2.068, TFLOP/s/device: 6.570, Tokens/s/device: 990.368, total_weights: 16384, loss: 10.874, lm_loss: 10.874, perplexity: 52770.941
I0421 14:51:33.627402 139470404086912 metric_logger.py:196] completed step: 2, seconds: 0.007, TFLOP/s/device: 1865.083, Tokens/s/device: 281125.601, total_weights: 16384, loss: 9.775, lm_loss: 9.775, perplexity: 17589.287
I0421 14:51:33.733648 139390445684288 array_metadata_store.py:203] [process=0][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/0/items/array_metadatas/process_0
I0421 14:51:33.746272 139470404086912 metric_logger.py:196] completed step: 3, seconds: 0.117, TFLOP/s/device: 115.944, Tokens/s/device: 17476.341, total_weights: 16384, loss: 8.838, lm_loss: 8.838, perplexity: 6892.933
I0421 14:51:48.625281 139470404086912 metric_logger.py:196] completed step: 4, seconds: 0.119, TFLOP/s/device: 114.266, Tokens/s/device: 17223.400, total_weights: 16384, loss: 7.965, lm_loss: 7.965, perplexity: 2878.644
I0421 14:51:48.647536 139470404086912 metric_logger.py:196] completed step: 5, seconds: 0.119, TFLOP/s/device: 114.219, Tokens/s/device: 17216.305, total_weights: 16384, loss: 7.233, lm_loss: 7.233, perplexity: 1383.750
I0421 14:51:48.765708 139470404086912 metric_logger.py:196] completed step: 6, seconds: 14.894, TFLOP/s/device: 0.912, Tokens/s/device: 137.505, total_weights: 16384, loss: 6.676, lm_loss: 6.676, perplexity: 793.531
I0421 14:51:48.884772 139470404086912 metric_logger.py:196] completed step: 7, seconds: 0.006, TFLOP/s/device: 2307.597, Tokens/s/device: 347826.087, total_weights: 16384, loss: 6.293, lm_loss: 6.293, perplexity: 540.860
I0421 14:51:49.004377 139470404086912 metric_logger.py:196] completed step: 8, seconds: 0.120, TFLOP/s/device: 113.265, Tokens/s/device: 17072.500, total_weights: 16384, loss: 6.055, lm_loss: 6.055, perplexity: 426.371
I0421 14:51:49.122195 139470404086912 checkpointing.py:772] Waiting for step 9 to finish before checkpoint...
I0421 14:51:49.123276 139470404086912 checkpointing.py:776] Waited 0.0012292861938476562 seconds for step 9 to finish before starting checkpointing.
I0421 14:51:49.123701 139470404086912 checkpoint_manager.py:1994] [process=0][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0421 14:52:20.358803 139390435198528 base_pytree_checkpoint_handler.py:1217] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 47.342803s (commit=46.881431s, array_metadata_write=0.461372s)
I0421 14:52:20.360018 139390414227008 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/gbytes_per_sec: 258.754 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 48 seconds) (per-host)
I0421 14:52:20.360099 139390414227008 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 47.343205s.
I0421 14:52:20.575084 139390414227008 checkpoint.py:228] Read Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776783092262090898, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} from gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/0/_CHECKPOINT_METADATA
I0421 14:52:20.768987 139390414227008 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 14:52:20.957540 139390498113088 checkpoint.py:247] Updated Metadata={'item_handlers': {'items': 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler'}, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776783092262090898, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} to gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/0/_CHECKPOINT_METADATA
I0421 14:52:21.167703 139390414227008 ocdbt_utils.py:56] Param validation support for Zarr3 will be added later (b/362328389).
I0421 14:52:21.168336 139390414227008 base_pytree_checkpoint_handler.py:1342] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 0.550745s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/0/items
I0421 14:52:21.169152 139390414227008 atomicity.py:608] Finalizing gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/0/items
I0421 14:52:21.425019 139390414227008 atomicity.py:608] Finalizing gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/0
I0421 14:52:22.170253 139390414227008 atomicity.py:794] [process=0][thread=async_save] Finished saving checkpoint (finalized tmp dir) to `gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/0`.
I0421 14:52:22.170986 139390414227008 async_checkpointer.py:420] Finished async_save (blocking + background). Time taken: 50.730789s. directory=gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/0
I0421 14:52:22.171089 139390414227008 async_checkpointer.py:144] [process=0][thread=async_save] Background save thread done. Time taken: 49.154200s.
I0421 14:52:22.171324 139390550541888 async_checkpointer.py:273] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0421 14:52:22.171456 139390550541888 async_checkpointer.py:283] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0421 14:52:22.171522 139390550541888 checkpoint_manager.py:2103] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts...
I0421 14:52:22.171578 139390550541888 checkpoint_manager.py:2112] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts.
I0421 14:52:22.171776 139470404086912 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 14:52:22.171926 139470404086912 checkpoint_manager.py:1441] Waiting for previous save to complete took 33.048263 seconds. If this number is high, consider checkpointing less frequently.
I0421 14:52:22.173165 139470404086912 checkpoint_manager.py:1501] [process=0] Saving checkpoint at step 9
I0421 14:52:22.173501 139470404086912 async_checkpointer.py:452] [process=0] Started async saving checkpoint to gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/9.
I0421 14:52:22.351083 139390550541888 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/9
I0421 14:52:22.357026 139470404086912 jax_array_handlers.py:347] Scheduling D2H of 39 prioritized jax.Array.
I0421 14:52:22.357145 139470404086912 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 14:52:23.065605 139390403741248 atomicity.py:137] Creating tmp directory gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/9/items
I0421 14:52:30.314961 139470404086912 base_pytree_checkpoint_handler.py:153] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 7.958417s
I0421 14:52:30.319876 139470404086912 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/blocking_gbytes_per_sec: 1.532 GiB/s (total gbytes: 12.3 GiB) (time elapsed: 8 seconds) (per-host)
I0421 14:52:30.319945 139470404086912 base_pytree_checkpoint_handler.py:732] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 8.055632s (batch_requests_ready=0.088901s, total_serialization_initiated=7.961981s, others=0.004750s)
I0421 14:52:30.320068 139470404086912 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 8.056275s (all_items=0.000026s, per_item={'items': '0.00002575'}, temp_paths=8.056249)
I0421 14:52:30.321977 139390550541888 async_checkpointer.py:79] [process=0][thread=async_save] Background save thread started.
I0421 14:52:30.322093 139470404086912 async_checkpointer.py:561] Finished blocking save. Time taken: 8.148879s. Continuing background save to gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/9.
I0421 14:52:30.322326 139470404086912 checkpoint_manager.py:1549] [process=0][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize
I0421 14:52:30.322512 139390414227008 async_checkpointer.py:265] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0421 14:52:30.322643 139470404086912 standard_logger.py:34] {'step': 9, 'event_type': 'save', 'directory': 'gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776783109.1236281, 'wait_for_prev_duration_secs': 33.04826307296753, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776783142.1731896, 'checkpointer_blocking_duration_secs': 8.149014234542847, 'get_old_steps_start_time': 1776783150.322229, 'get_old_steps_duration_secs': 4.553794860839844e-05, 'checkpoint_manager_blocking_start_time': 1776783109.1235456, 'checkpoint_manager_blocking_duration_secs': 41.19906759262085}
I0421 14:52:30.322823 139470404086912 checkpointing.py:408] Started an asynchronous checkpoint save for step 9
I0421 14:52:30.322860 139470404086912 checkpoint_manager.py:1994] [process=0][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0421 14:52:31.067810 139390508598848 array_metadata_store.py:203] [process=0][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/9/items/array_metadatas/process_0
I0421 14:53:09.523707 139390403741248 base_pytree_checkpoint_handler.py:1217] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 39.202937s (commit=38.762783s, array_metadata_write=0.440154s)
I0421 14:53:09.525023 139390550541888 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/gbytes_per_sec: 267.385 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 47 seconds) (per-host)
I0421 14:53:09.525159 139390550541888 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 39.203021s.
I0421 14:53:09.964835 139390550541888 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 14:53:10.368963 139390550541888 ocdbt_utils.py:56] Param validation support for Zarr3 will be added later (b/362328389).
I0421 14:53:10.369181 139390550541888 base_pytree_checkpoint_handler.py:1342] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 0.547580s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/9/items
I0421 14:53:10.369910 139390550541888 atomicity.py:608] Finalizing gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/9/items
I0421 14:53:10.611632 139390550541888 atomicity.py:608] Finalizing gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/9
I0421 14:53:11.274410 139390550541888 atomicity.py:794] [process=0][thread=async_save] Finished saving checkpoint (finalized tmp dir) to `gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/9`.
I0421 14:53:11.275147 139390550541888 async_checkpointer.py:420] Finished async_save (blocking + background). Time taken: 49.101942s. directory=gs://wanglance-maxtext/linen_ckpt_main_20260421_144657/linen_main_20260421_144657_02_synthetic/checkpoints/9
I0421 14:53:11.275224 139390550541888 async_checkpointer.py:144] [process=0][thread=async_save] Background save thread done. Time taken: 40.953087s.
I0421 14:53:11.275460 139390414227008 async_checkpointer.py:273] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0421 14:53:11.275585 139390414227008 async_checkpointer.py:283] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0421 14:53:11.275650 139390414227008 checkpoint_manager.py:2103] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts...
I0421 14:53:11.275693 139390414227008 checkpoint_manager.py:2112] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts.
I0421 14:53:11.276161 139470404086912 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 14:53:11.276313 139470404086912 checkpoint_manager.py:1983] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0421 14:53:11.278000 139470404086912 metric_logger.py:196] completed step: 9, seconds: 0.119, TFLOP/s/device: 114.096, Tokens/s/device: 17197.800, total_weights: 16384, loss: 5.915, lm_loss: 5.915, perplexity: 370.653
Per train step:
 Total TFLOPs: 13.59 
 split as 93.93% learnable weight flops and 6.07% attention flops
2026-04-21 16:22:37.609360: 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 00:00:1776788557.619480 1595902 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1776788557.622540 1595902 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1776788557.632285 1595902 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1776788557.632299 1595902 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1776788557.632301 1595902 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1776788557.632302 1595902 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 16:22:41.556928: 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 16:22:41.692679 138259397581952 max_utils.py:238] Skipping jax distributed system due to skip_jax_distributed_system=True flag.
I0421 16:23:09.681080 138259397581952 max_utils.py:800] System Information: Jax Version: 0.8.1
I0421 16:23:09.681207 138259397581952 max_utils.py:801] System Information: Jaxlib Version: 0.8.1
I0421 16:23:09.681241 138259397581952 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 16:23:09.681267 138259397581952 train_utils.py:378] WARNING: 'dataset_path' might be pointing your local file system
I0421 16:23:09.681292 138259397581952 train_utils.py:391] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing.
I0421 16:23:09.681370 138259397581952 train.py:806] [DECOUPLED NO-OP] skipping cloud diagnostics wrapper.
I0421 16:23:10.347446 138259397581952 maxtext_utils.py:1732] Num_devices: 8, shape (1, 1, 1, 8, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0421 16:23:10.347628 138259397581952 maxtext_utils.py:1732] Num_devices: 8, shape (1, 1, 1, 8, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0421 16:23:10.347792 138259397581952 checkpointing.py:688] Setting up checkpoint logger...
I0421 16:23:10.347833 138259397581952 checkpointing.py:234] Creating checkpoint manager with ocdbt=True and zarr3=True
I0421 16:23:10.347868 138259397581952 pytree_checkpoint_handler.py:577] save_device_host_concurrent_bytes=None
I0421 16:23:10.348347 138259397581952 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 0x7dbeb9f51040>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0421 16:23:12.769895 138259397581952 checkpointing.py:266] Enabling policy for fixed interval checkpointing.
I0421 16:23:12.770116 138259397581952 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 0x7dbd64f4a510>}, handler_registry=None
I0421 16:23:12.770353 138259397581952 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7dbd64f4a510>` 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 16:23:12.770395 138259397581952 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7dbd1278a6c0>` 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 16:23:12.770424 138259397581952 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 0x7dbd64f4a510>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7dbd64f4a510>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7dbd1278a6c0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7dbd1278a6c0>}).
I0421 16:23:12.770722 138259397581952 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.28
I0421 16:23:12.770778 138259397581952 async_checkpointer.py:177] [process=0][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>.<lambda> at 0x7dbd127b4ae0> timeout: 600 secs and primary_host=0 for async checkpoint writes
I0421 16:23:12.889498 138259397581952 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_02_synthetic/checkpoints
I0421 16:23:12.889728 138259397581952 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_02_synthetic/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x7dbd64f08d40>
I0421 16:23:12.889808 138259397581952 checkpointing.py:302] Checkpoint manager created!
I0421 16:23:13.250257 138259397581952 nnx_wrappers.py:437] Unknown Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0421 16:23:13.250354 138259397581952 nnx_wrappers.py:437] Unknown Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0421 16:23:13.535827 138259397581952 attentions.py:1088] attentions/inputs_q Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0421 16:23:13.535926 138259397581952 attentions.py:1088] attentions/inputs_q Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0421 16:23:13.563075 138259397581952 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[8,2048,2048]....................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0421 16:23:13.563199 138259397581952 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[8,2048,2048]....................................... ('fsdp', None, None).
I0421 16:23:13.584208 138259397581952 attentions.py:1154] attentions/query Logical: bfloat16[8,2048,16,128]..................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0421 16:23:13.584267 138259397581952 attentions.py:1154] attentions/query Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0421 16:23:13.596548 138259397581952 attentions.py:1155] attentions/key Logical: bfloat16[8,2048,16,128]..................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0421 16:23:13.596604 138259397581952 attentions.py:1155] attentions/key Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0421 16:23:13.608784 138259397581952 attentions.py:1156] attentions/value Logical: bfloat16[8,2048,16,128]..................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0421 16:23:13.608839 138259397581952 attentions.py:1156] attentions/value Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0421 16:23:13.628555 138259397581952 attentions.py:1198] attentions/out Logical: bfloat16[8,2048,16,128]..................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv').
I0421 16:23:13.628617 138259397581952 attentions.py:1198] attentions/out Physical: bfloat16[8,2048,16,128]..................................... ('fsdp', None, None, None).
I0421 16:23:13.644276 138259397581952 linears.py:525] linears/x Logical: bfloat16[8,2048,7168]....................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0421 16:23:13.644329 138259397581952 linears.py:525] linears/x Physical: bfloat16[8,2048,7168]....................................... ('fsdp', None, None).
I0421 16:23:13.797149 138259397581952 checkpointing.py:578] checkpoint manager exists so trying to load this run's existing checkpoint
I0421 16:23:13.797273 138259397581952 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 16:23:14.353153 138259397581952 maxtext_utils.py:1835]  params/params/decoder/decoder_norm/scale
    Shape:     float32[2048]
    Logical:   PartitionSpec('norm',)
    Physical:  (None,)
I0421 16:23:14.353267 138259397581952 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 16:23:14.353310 138259397581952 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 16:23:14.353356 138259397581952 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 16:23:14.353395 138259397581952 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 16:23:14.353424 138259397581952 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 16:23:14.353464 138259397581952 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 16:23:14.353506 138259397581952 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 16:23:14.353534 138259397581952 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 16:23:14.353559 138259397581952 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 16:23:14.353595 138259397581952 maxtext_utils.py:1835]  params/params/decoder/logits_dense/kernel
    Shape:     float32[2048,32000]
    Logical:   PartitionSpec('embed_vocab', 'vocab')
    Physical:  ('fsdp', None)
I0421 16:23:14.353630 138259397581952 maxtext_utils.py:1835]  params/params/token_embedder/embedding
    Shape:     float32[32000,2048]
    Logical:   PartitionSpec('vocab', 'embed_vocab')
    Physical:  (None, 'fsdp')

I0421 16:23:14.759037 138259397581952 train.py:157] train/xent Logical: float32[8,2048]............................................. ('activation_embed_and_logits_batch', 'activation_length').
I0421 16:23:14.759138 138259397581952 train.py:157] train/xent Physical: float32[8,2048]............................................. ('fsdp', None).
I0421 16:23:14.770659 138259397581952 train.py:164] train/z_loss Logical: float32[8,2048]............................................. ('activation_embed_and_logits_batch', 'activation_length').
I0421 16:23:14.770713 138259397581952 train.py:164] train/z_loss Physical: float32[8,2048]............................................. ('fsdp', None).
I0421 16:23:15.501769 138259397581952 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.
I0421 16:23:15.502346 138259397581952 max_utils.py:194] tensorboardX not available; using no-op SummaryWriter.
I0421 16:23:15.502531 138259397581952 metric_logger.py:301] number parameters: 1.104 billion
I0421 16:23:18.539709 138259397581952 checkpointing.py:794] Waiting for step 0 to finish before checkpoint...
I0421 16:23:18.657179 138259397581952 checkpointing.py:798] Waited 0.11746406555175781 seconds for step 0 to finish before starting checkpointing.
I0421 16:23:18.657796 138259397581952 checkpoint_manager.py:1983] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0421 16:23:18.658003 138259397581952 checkpoint_manager.py:1501] [process=0] Saving checkpoint at step 0
I0421 16:23:18.658544 138259397581952 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_02_synthetic/checkpoints/0.
I0421 16:23:18.746428 138259397581952 signaling_client.py:373] Using ThreadSafeKeyValueSignalingClient
I0421 16:23:18.835487 138175255152192 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_02_synthetic/checkpoints/0
I0421 16:23:18.844159 138259397581952 jax_array_handlers.py:347] Scheduling D2H of 39 prioritized jax.Array.
I0421 16:23:18.844251 138259397581952 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 16:23:19.593139 138175244666432 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_02_synthetic/checkpoints/0/items
I0421 16:23:19.758207 138175209014848 checkpoint.py:188] Wrote Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776788599513460785, 'commit_timestamp_nsecs': None, 'custom_metadata': {}}, json={"item_handlers": null, "metrics": {}, "performance_metrics": {}, "init_timestamp_nsecs": 1776788599513460785, "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_02_synthetic/checkpoints/0/_CHECKPOINT_METADATA
I0421 16:23:20.134486 1597811 google_auth_provider.cc:149] Using credentials at ~/.config/gcloud/application_default_credentials.json
I0421 16:23:20.134553 1597811 google_auth_provider.cc:156] Using OAuth2 AuthProvider
I0421 16:23:20.769815 138259397581952 base_pytree_checkpoint_handler.py:153] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 1.926121s
I0421 16:23:20.770474 138259397581952 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/blocking_gbytes_per_sec: 6.102 GiB/s (total gbytes: 12.3 GiB) (time elapsed: 2 seconds) (per-host)
I0421 16:23:20.770529 138259397581952 base_pytree_checkpoint_handler.py:732] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 2.022656s (batch_requests_ready=0.092310s, total_serialization_initiated=1.929813s, others=0.000533s)
I0421 16:23:20.770596 138259397581952 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 2.023601s (all_items=0.000025s, per_item={'items': '0.00002456'}, temp_paths=2.023576)
I0421 16:23:20.777011 138175265637952 async_checkpointer.py:79] [process=0][thread=async_save] Background save thread started.
I0421 16:23:20.777121 138259397581952 async_checkpointer.py:561] Finished blocking save. Time taken: 2.119073s. 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_02_synthetic/checkpoints/0.
I0421 16:23:20.777320 138259397581952 checkpoint_manager.py:1549] [process=0][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize
I0421 16:23:20.777533 138175156586048 async_checkpointer.py:265] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0421 16:23:20.777655 138259397581952 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_02_synthetic/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776788598.6577818, 'wait_for_prev_duration_secs': 4.172325134277344e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776788598.6580257, 'checkpointer_blocking_duration_secs': 2.119208335876465, 'get_old_steps_start_time': 1776788600.777252, 'get_old_steps_duration_secs': 3.0994415283203125e-05, 'checkpoint_manager_blocking_start_time': 1776788598.6576614, 'checkpoint_manager_blocking_duration_secs': 2.1199684143066406}
I0421 16:23:20.777775 138259397581952 checkpointing.py:409] Started an asynchronous checkpoint save for step 0
I0421 16:23:20.777822 138259397581952 max_utils.py:750] 
Memstats: After params initialized:
I0421 16:23:20.777871 138259397581952 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_0(process=0,(0,0,0,0))
I0421 16:23:20.777897 138259397581952 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_1(process=0,(1,0,0,0))
I0421 16:23:20.777917 138259397581952 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_2(process=0,(0,1,0,0))
I0421 16:23:20.777940 138259397581952 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_3(process=0,(1,1,0,0))
I0421 16:23:20.777957 138259397581952 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_4(process=0,(0,2,0,0))
I0421 16:23:20.777975 138259397581952 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_5(process=0,(1,2,0,0))
I0421 16:23:20.777992 138259397581952 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_6(process=0,(0,3,0,0))
I0421 16:23:20.778008 138259397581952 max_utils.py:756] 	Using (GB) 1.59 / 31.25 (5.088000%) on TPU_7(process=0,(1,3,0,0))
I0421 16:23:21.145431 138259397581952 metric_logger.py:196] completed step: 0, seconds: 3.036, TFLOP/s/device: 4.475, Tokens/s/device: 674.469, total_weights: 16384, loss: 10.874, lm_loss: 10.874, perplexity: 52770.941
I0421 16:23:21.146429 138259397581952 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_02_synthetic/tensorboard/'
I0421 16:23:21.261950 138259397581952 metric_logger.py:196] completed step: 1, seconds: 2.604, TFLOP/s/device: 5.218, Tokens/s/device: 786.552, total_weights: 16384, loss: 10.874, lm_loss: 10.874, perplexity: 52770.941
I0421 16:23:21.381443 138259397581952 metric_logger.py:196] completed step: 2, seconds: 0.007, TFLOP/s/device: 1992.832, Tokens/s/device: 300381.344, total_weights: 16384, loss: 9.775, lm_loss: 9.775, perplexity: 17589.287
I0421 16:23:21.499990 138259397581952 metric_logger.py:196] completed step: 3, seconds: 0.117, TFLOP/s/device: 115.828, Tokens/s/device: 17458.910, total_weights: 16384, loss: 8.838, lm_loss: 8.838, perplexity: 6892.933
I0421 16:23:21.515153 138175223694912 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_02_synthetic/checkpoints/0/items/array_metadatas/process_0
I0421 16:23:36.467418 138259397581952 metric_logger.py:196] completed step: 4, seconds: 0.119, TFLOP/s/device: 113.732, Tokens/s/device: 17142.953, total_weights: 16384, loss: 7.965, lm_loss: 7.965, perplexity: 2878.644
I0421 16:23:36.478362 138259397581952 metric_logger.py:196] completed step: 5, seconds: 0.118, TFLOP/s/device: 114.695, Tokens/s/device: 17288.098, total_weights: 16384, loss: 7.233, lm_loss: 7.233, perplexity: 1383.750
I0421 16:23:36.595918 138259397581952 metric_logger.py:196] completed step: 6, seconds: 14.971, TFLOP/s/device: 0.908, Tokens/s/device: 136.794, total_weights: 16384, loss: 6.676, lm_loss: 6.676, perplexity: 793.531
I0421 16:23:36.715005 138259397581952 metric_logger.py:196] completed step: 7, seconds: 0.005, TFLOP/s/device: 2475.789, Tokens/s/device: 373177.843, total_weights: 16384, loss: 6.293, lm_loss: 6.293, perplexity: 540.860
I0421 16:23:36.834178 138259397581952 metric_logger.py:196] completed step: 8, seconds: 0.119, TFLOP/s/device: 114.544, Tokens/s/device: 17265.362, total_weights: 16384, loss: 6.055, lm_loss: 6.055, perplexity: 426.371
I0421 16:23:36.952227 138259397581952 checkpointing.py:794] Waiting for step 9 to finish before checkpoint...
I0421 16:23:36.953007 138259397581952 checkpointing.py:798] Waited 0.0008182525634765625 seconds for step 9 to finish before starting checkpointing.
I0421 16:23:36.953345 138259397581952 checkpoint_manager.py:1994] [process=0][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0421 16:23:55.144152 138175167071808 base_pytree_checkpoint_handler.py:1217] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 34.367797s (commit=33.915628s, array_metadata_write=0.452169s)
I0421 16:23:55.145359 138175265637952 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/gbytes_per_sec: 347.189 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 36 seconds) (per-host)
I0421 16:23:55.145441 138175265637952 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 34.368268s.
I0421 16:23:55.364751 138175265637952 checkpoint.py:228] Read Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776788599513460785, '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_02_synthetic/checkpoints/0/_CHECKPOINT_METADATA
I0421 16:23:55.572716 138175265637952 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 16:23:55.752844 138175209014848 checkpoint.py:247] Updated Metadata={'item_handlers': {'items': 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler'}, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776788599513460785, '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_02_synthetic/checkpoints/0/_CHECKPOINT_METADATA
I0421 16:23:56.006865 138175265637952 ocdbt_utils.py:56] Param validation support for Zarr3 will be added later (b/362328389).
I0421 16:23:56.007078 138175265637952 base_pytree_checkpoint_handler.py:1342] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 0.597071s. 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_02_synthetic/checkpoints/0/items
I0421 16:23:56.007819 138175265637952 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_02_synthetic/checkpoints/0/items
I0421 16:23:56.257072 138175265637952 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_02_synthetic/checkpoints/0
I0421 16:23:56.946440 138175265637952 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_02_synthetic/checkpoints/0`.
I0421 16:23:56.947203 138175265637952 async_checkpointer.py:420] Finished async_save (blocking + background). Time taken: 38.289159s. directory=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_02_synthetic/checkpoints/0
I0421 16:23:56.947309 138175265637952 async_checkpointer.py:144] [process=0][thread=async_save] Background save thread done. Time taken: 36.170140s.
I0421 16:23:56.947534 138175156586048 async_checkpointer.py:273] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0421 16:23:56.947662 138175156586048 async_checkpointer.py:283] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0421 16:23:56.947728 138175156586048 checkpoint_manager.py:2103] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts...
I0421 16:23:56.947790 138175156586048 checkpoint_manager.py:2112] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts.
I0421 16:23:56.948084 138259397581952 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 16:23:56.948158 138259397581952 checkpoint_manager.py:1441] Waiting for previous save to complete took 19.994845 seconds. If this number is high, consider checkpointing less frequently.
I0421 16:23:56.949271 138259397581952 checkpoint_manager.py:1501] [process=0] Saving checkpoint at step 9
I0421 16:23:56.949541 138259397581952 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_02_synthetic/checkpoints/9.
I0421 16:23:57.120710 138259397581952 jax_array_handlers.py:347] Scheduling D2H of 39 prioritized jax.Array.
I0421 16:23:57.120823 138259397581952 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 16:23:57.128927 138175156586048 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_02_synthetic/checkpoints/9
I0421 16:23:57.865660 138175135614528 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_02_synthetic/checkpoints/9/items
I0421 16:24:04.008953 138259397581952 base_pytree_checkpoint_handler.py:153] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 6.888695s
I0421 16:24:04.013648 138259397581952 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/blocking_gbytes_per_sec: 1.768 GiB/s (total gbytes: 12.3 GiB) (time elapsed: 6 seconds) (per-host)
I0421 16:24:04.013719 138259397581952 base_pytree_checkpoint_handler.py:732] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 6.979332s (batch_requests_ready=0.082992s, total_serialization_initiated=6.891791s, others=0.004550s)
I0421 16:24:04.013832 138259397581952 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 6.979956s (all_items=0.000026s, per_item={'items': '0.00002551'}, temp_paths=6.979930)
I0421 16:24:04.015442 138175265637952 async_checkpointer.py:79] [process=0][thread=async_save] Background save thread started.
I0421 16:24:04.015531 138259397581952 async_checkpointer.py:561] Finished blocking save. Time taken: 7.066212s. 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_02_synthetic/checkpoints/9.
I0421 16:24:04.015744 138259397581952 checkpoint_manager.py:1549] [process=0][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize
I0421 16:24:04.015918 138173975889472 async_checkpointer.py:265] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0421 16:24:04.016037 138259397581952 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_02_synthetic/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776788616.953288, 'wait_for_prev_duration_secs': 19.994845151901245, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776788636.949295, 'checkpointer_blocking_duration_secs': 7.066346645355225, 'get_old_steps_start_time': 1776788644.0156574, 'get_old_steps_duration_secs': 4.1484832763671875e-05, 'checkpoint_manager_blocking_start_time': 1776788616.9532185, 'checkpoint_manager_blocking_duration_secs': 27.062793016433716}
I0421 16:24:04.016202 138259397581952 checkpointing.py:409] Started an asynchronous checkpoint save for step 9
I0421 16:24:04.016242 138259397581952 checkpoint_manager.py:1994] [process=0][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0421 16:24:04.753328 138188593038912 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_02_synthetic/checkpoints/9/items/array_metadatas/process_0
I0421 16:24:37.535795 138175135614528 base_pytree_checkpoint_handler.py:1217] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 33.521300s (commit=33.037495s, array_metadata_write=0.483805s)
I0421 16:24:37.537088 138175265637952 base_pytree_checkpoint_handler.py:128] [process=0] /jax/checkpoint/write/gbytes_per_sec: 311.999 MiB/s (total gbytes: 12.3 GiB) (time elapsed: 40 seconds) (per-host)
I0421 16:24:37.537200 138175265637952 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 33.521624s.
I0421 16:24:37.930225 138175265637952 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 16:24:38.400877 138175265637952 ocdbt_utils.py:56] Param validation support for Zarr3 will be added later (b/362328389).
I0421 16:24:38.401094 138175265637952 base_pytree_checkpoint_handler.py:1342] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 0.597899s. 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_02_synthetic/checkpoints/9/items
I0421 16:24:38.401824 138175265637952 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_02_synthetic/checkpoints/9/items
I0421 16:24:38.642655 138175265637952 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_02_synthetic/checkpoints/9
I0421 16:24:39.300597 138175265637952 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_02_synthetic/checkpoints/9`.
I0421 16:24:39.301352 138175265637952 async_checkpointer.py:420] Finished async_save (blocking + background). Time taken: 42.352042s. directory=gs://wanglance-maxtext/linen_ckpt_feat_nnx_trainstate_and_training_loop_20260421_161934/linen_feat_nnx_trainstate_and_training_loop_20260421_161934_02_synthetic/checkpoints/9
I0421 16:24:39.301429 138175265637952 async_checkpointer.py:144] [process=0][thread=async_save] Background save thread done. Time taken: 35.285855s.
I0421 16:24:39.301602 138173975889472 async_checkpointer.py:273] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0421 16:24:39.301713 138173975889472 async_checkpointer.py:283] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0421 16:24:39.301779 138173975889472 checkpoint_manager.py:2103] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts...
I0421 16:24:39.301827 138173975889472 checkpoint_manager.py:2112] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts.
I0421 16:24:39.302366 138259397581952 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 16:24:39.302521 138259397581952 checkpoint_manager.py:1983] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0421 16:24:39.303793 138259397581952 metric_logger.py:196] completed step: 9, seconds: 0.119, TFLOP/s/device: 114.174, Tokens/s/device: 17209.506, total_weights: 16384, loss: 5.915, lm_loss: 5.915, perplexity: 370.653
Per train step:
 Total TFLOPs: 13.59 
 split as 93.93% learnable weight flops and 6.07% attention flops