MaxView

‹ 13_scan_layers_falseCase: 13_scan_layers_true14_async_ckpt_false_resume ›

Metrics: main (7f7822822) vs feat/nnx-post-train-fixes (2fbc8c2f1)

Metricmain  7f7822822feat/nnx-post-train-fixes  2fbc8c2f1Diff (feat/nnx-post-train-fixes − main)
Parameters1.104 billion1.104 billion
Final loss8.17908.17900
TFLOP/s92.19892.156-0.042
Tok/s13897.113890.8-6.315
Avg s/step2.7662.831+0.065
Memory %1.381.380
JAX0.9.20.9.2

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

main  ·  7f7822822  ·  main_20260417_125726  ·  full log
XPK Start: Fri Apr 17 14:15:05 UTC 2026
PyTorch was not found. Models won't be available and only tokenizers, configuration and file/data utilities can be used.
2026-04-17 14:15:29.304407: 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)
I0417 14:15:29.485735 132645232813888 max_utils.py:273] Attempting to initialize the jax distributed system...
I0417 14:15:38.525413 132645232813888 distributed.py:149] Starting JAX distributed service on [::]:8482
I0417 14:15:38.527742 132645232813888 distributed.py:172] Connecting to JAX distributed service on mt-13-scan-layers-true-v7c7q-slice-job-0-0.mt-13-scan-layers-true-v7c7q:8482
I0417 14:15:39.637755 132645232813888 max_utils.py:284] Jax distributed system initialized!
I0417 14:15:45.805742 132645232813888 max_utils.py:800] System Information: Jax Version: 0.9.2
I0417 14:15:45.805865 132645232813888 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0417 14:15:45.805911 132645232813888 max_utils.py:802] System Information: Jax Backend: PJRT C API
TFRT TPU v6 lite
Built on Mar 4 2026 11:32:08 (1772652728) cl/878335365
I0417 14:15:45.805946 132645232813888 train_utils.py:348] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing.
I0417 14:15:46.485635 132645232813888 maxtext_utils.py:1548] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0417 14:15:46.485932 132645232813888 checkpointing.py:677] Setting up checkpoint logger...
I0417 14:15:46.485986 132645232813888 checkpointing.py:233] Creating checkpoint manager with ocdbt=True and zarr3=True
I0417 14:15:46.486031 132645232813888 pytree_checkpoint_handler.py:592] save_device_host_concurrent_bytes=None
I0417 14:15:46.486369 132645232813888 base_pytree_checkpoint_handler.py:441] Created BasePyTreeCheckpointHandler: use_ocdbt=True, use_zarr3=True, pytree_metadata_options=PyTreeMetadataOptions(support_rich_types=False), array_metadata_store=<orbax.checkpoint._src.metadata.array_metadata_store.Store object at 0x78a3513ea6c0>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0417 14:15:49.392220 132645232813888 checkpointing.py:265] Enabling policy for fixed interval checkpointing.
I0417 14:15:49.392529 132645232813888 checkpoint_manager.py:708] [process=0][thread=MainThread] CheckpointManager init: checkpointers=None, item_names=('items',), item_handlers={'items': <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x788f00361fd0>}, handler_registry=None
I0417 14:15:49.392769 132645232813888 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x788f00361fd0>` 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`.
I0417 14:15:49.392816 132645232813888 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x788f005835f0>` 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`.
I0417 14:15:49.392873 132645232813888 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 0x788f00361fd0>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x788f00361fd0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x788f005835f0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x788f005835f0>}).
I0417 14:15:49.393198 132645232813888 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.34
I0417 14:15:49.393272 132645232813888 async_checkpointer.py:192] [process=0][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>._fn at 0x788df4694a40> timeout: 1200 secs and primary_host=0 for async checkpoint writes
I0417 14:15:50.582885 132645232813888 checkpoint_manager.py:1812] Found 0 checkpoint steps in gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints
I0417 14:15:51.053732 132645232813888 checkpoint_manager.py:929] [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_background_delete=False, read_only=False, enable_async_checkpointing=True, async_options=None, multiprocessing_options=MultiprocessingOptions(primary_host=0, active_processes=None, barrier_sync_key_prefix=None), should_save_fn=None, file_options=FileOptions(path_permission_mode=None), save_root_metadata=True, temporary_path_class=None, save_decision_policy=FixedIntervalPolicy(interval=10), preservation_policy=LatestN(n=None), prevent_write_metrics=False, enable_should_save_is_saving_in_progress_check=True, enable_per_process_directory_creation=False, lightweight_initialize=False), root_directory=gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x788f00366db0>
I0417 14:15:51.053947 132645232813888 checkpointing.py:301] Checkpoint manager created!
I0417 14:15:51.954574 132645232813888 nnx_wrappers.py:437] Unknown Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0417 14:15:51.954686 132645232813888 nnx_wrappers.py:437] Unknown Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0417 14:15:52.339468 132645232813888 attentions.py:1088] attentions/inputs_q Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0417 14:15:52.339558 132645232813888 attentions.py:1088] attentions/inputs_q Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0417 14:15:52.355870 132645232813888 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0417 14:15:52.355930 132645232813888 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0417 14:15:52.379652 132645232813888 attentions.py:1154] attentions/query Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0417 14:15:52.379722 132645232813888 attentions.py:1154] attentions/query Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0417 14:15:52.396228 132645232813888 attentions.py:1155] attentions/key Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0417 14:15:52.396289 132645232813888 attentions.py:1155] attentions/key Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0417 14:15:52.412462 132645232813888 attentions.py:1156] attentions/value Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0417 14:15:52.412518 132645232813888 attentions.py:1156] attentions/value Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0417 14:15:52.437311 132645232813888 attentions.py:1197] attentions/out Logical: bfloat16[32,2048,16,128].................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv').
I0417 14:15:52.437382 132645232813888 attentions.py:1197] attentions/out Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0417 14:15:52.459112 132645232813888 linears.py:525] linears/x Logical: bfloat16[32,2048,7168]...................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0417 14:15:52.459180 132645232813888 linears.py:525] linears/x Physical: bfloat16[32,2048,7168]...................................... ('fsdp', None, None).
I0417 14:15:52.676894 132645232813888 checkpointing.py:577] checkpoint manager exists so trying to load this run's existing checkpoint
I0417 14:15:52.677010 132645232813888 checkpointing.py:665] No existing checkpoints found, not restoring checkpoint.
fsdp: 32
I0417 14:15:54.113198 132645232813888 maxtext_utils.py:1651]  params/params/decoder/decoder_norm/scale
    Shape:     float32[2048]
    Logical:   P('norm',)
    Physical:  (None,)
I0417 14:15:54.113318 132645232813888 maxtext_utils.py:1651]  params/params/decoder/layers/mlp/wi_0/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0417 14:15:54.113369 132645232813888 maxtext_utils.py:1651]  params/params/decoder/layers/mlp/wi_1/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0417 14:15:54.113427 132645232813888 maxtext_utils.py:1651]  params/params/decoder/layers/mlp/wo/kernel
    Shape:     float32[7168,16,2048]
    Logical:   P('mlp', 'layers', 'embed')
    Physical:  (None, None, 'fsdp')
I0417 14:15:54.113480 132645232813888 maxtext_utils.py:1651]  params/params/decoder/layers/post_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0417 14:15:54.113528 132645232813888 maxtext_utils.py:1651]  params/params/decoder/layers/pre_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0417 14:15:54.113580 132645232813888 maxtext_utils.py:1651]  params/params/decoder/layers/self_attention/key/kernel
    Shape:     float32[2048,16,16,128]
    Logical:   P('embed', 'layers', 'kv_heads', 'kv_head_dim')
    Physical:  ('fsdp', None, None, None)
I0417 14:15:54.113630 132645232813888 maxtext_utils.py:1651]  params/params/decoder/layers/self_attention/out/kernel
    Shape:     float32[16,16,128,2048]
    Logical:   P('heads', 'layers', 'kv', 'embed')
    Physical:  (None, None, None, 'fsdp')
I0417 14:15:54.113668 132645232813888 maxtext_utils.py:1651]  params/params/decoder/layers/self_attention/query/kernel
    Shape:     float32[2048,16,16,128]
    Logical:   P('embed', 'layers', 'q_heads', 'kv')
    Physical:  ('fsdp', None, None, None)
I0417 14:15:54.113704 132645232813888 maxtext_utils.py:1651]  params/params/decoder/layers/self_attention/value/kernel
    Shape:     float32[2048,16,16,128]
    Logical:   P('embed', 'layers', 'kv_heads', 'kv_head_dim')
    Physical:  ('fsdp', None, None, None)
I0417 14:15:54.113750 132645232813888 maxtext_utils.py:1651]  params/params/decoder/logits_dense/kernel
    Shape:     float32[2048,32000]
    Logical:   P('embed_vocab', 'vocab')
    Physical:  ('fsdp', None)
I0417 14:15:54.113798 132645232813888 maxtext_utils.py:1651]  params/params/token_embedder/embedding
    Shape:     float32[32000,2048]
    Logical:   P('vocab', 'embed_vocab')
    Physical:  (None, 'fsdp')

I0417 14:15:54.600064 132645232813888 train.py:155] train/xent Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0417 14:15:54.600159 132645232813888 train.py:155] train/xent Physical: float32[32,2048]............................................ ('fsdp', None).
I0417 14:15:54.615318 132645232813888 train.py:162] train/z_loss Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0417 14:15:54.615381 132645232813888 train.py:162] train/z_loss Physical: float32[32,2048]............................................ ('fsdp', None).
I0417 14:16:05.378782 132645232813888 max_utils.py:791] Total memory size: 1.5 GB, Output size: 0.4 GB, Temp size: 1.1 GB, Argument size: 0.4 GB, Host temp size: 0.0 GB.
I0417 14:16:05.386437 132645232813888 metric_logger.py:301] number parameters: 1.104 billion
I0417 14:16:16.876953 132645232813888 checkpointing.py:772] Waiting for step 0 to finish before checkpoint...
I0417 14:16:17.030660 132645232813888 checkpointing.py:776] Waited 0.15368413925170898 seconds for step 0 to finish before starting checkpointing.
I0417 14:16:17.033260 132645232813888 checkpoint_manager.py:2009] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0417 14:16:17.035003 132645232813888 checkpoint_manager.py:1512] [process=0] Saving checkpoint at step 0
I0417 14:16:17.036465 132645232813888 event_tracking.py:70] [process=0] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/0.
I0417 14:16:17.793684 132645232813888 signaling_client.py:364] Using JaxDistributedSignalingClient
I0417 14:16:17.807795 132645232813888 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0417 14:16:17.807869 132645232813888 replica_slices.py:424] Transferring arrays to host memory with options: use_replica_parallel=True, min_slice_bytes_for_replica_parallel=None, max_replicas_for_replica_parallel=None, enable_pinned_host_transfer=False
I0417 14:16:18.079581 132516308576000 atomicity.py:140] Creating tmp directory gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/0
I0417 14:16:18.081608 132645232813888 base_pytree_checkpoint_handler.py:154] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.274592s
I0417 14:16:18.082379 132645232813888 base_pytree_checkpoint_handler.py:130] [process=0] /jax/orbax/write/blocking_gbytes_per_sec: 5.490 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.28096842765808105 s) (per-host)
I0417 14:16:18.082450 132645232813888 base_pytree_checkpoint_handler.py:768] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 0.281059s (batch_requests_ready=0.002181s, total_serialization_initiated=0.278188s, others=0.000690s)
I0417 14:16:18.082530 132645232813888 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.284928s (all_items=0.000016s, per_item={'items': '0.00001645'}, temp_paths=0.284911)
I0417 14:16:18.083221 132645232813888 event_tracking.py:125] [process=0] [async] Finished blocking save in 1.05 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/0.
I0417 14:16:18.083521 132514112202496 async_checkpointer.py:76] [process=0][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-17 14:36:18.083481
I0417 14:16:18.095063 132645232813888 checkpoint_manager.py:1560] [process=0][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize
I0417 14:16:18.095307 132516316968704 async_checkpointer.py:280] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0417 14:16:18.095431 132645232813888 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776435377.033238, 'wait_for_prev_duration_secs': 7.009506225585938e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776435377.0350428, 'checkpointer_blocking_duration_secs': 1.0486249923706055, 'get_old_steps_start_time': 1776435378.0836923, 'get_old_steps_duration_secs': 2.6702880859375e-05, 'checkpoint_manager_blocking_start_time': 1776435377.0312252, 'checkpoint_manager_blocking_duration_secs': 1.0641677379608154}
I0417 14:16:18.095537 132645232813888 checkpointing.py:408] Started an asynchronous checkpoint save for step 0
I0417 14:16:18.095583 132645232813888 max_utils.py:750] 
Memstats: After params initialized:
I0417 14:16:18.095632 132645232813888 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_0(process=0,(0,0,0,0))
I0417 14:16:18.095665 132645232813888 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_1(process=0,(1,0,0,0))
I0417 14:16:18.095690 132645232813888 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_4(process=0,(0,1,0,0))
I0417 14:16:18.095714 132645232813888 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_5(process=0,(1,1,0,0))
I0417 14:16:18.424637 132645232813888 metric_logger.py:196] completed step: 0, seconds: 11.187, TFLOP/s/device: 1.215, Tokens/s/device: 183.071, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52779.875
I0417 14:16:18.427991 132645232813888 metric_logger.py:281] To see full metrics 'tensorboard --logdir=gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/tensorboard/'
I0417 14:16:18.858147 132645232813888 metric_logger.py:196] completed step: 1, seconds: 1.546, TFLOP/s/device: 8.790, Tokens/s/device: 1324.906, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52779.875
I0417 14:16:19.004363 132645232813888 metric_logger.py:196] completed step: 2, seconds: 0.434, TFLOP/s/device: 31.284, Tokens/s/device: 4715.471, total_weights: 65536, loss: 10.262, lm_loss: 10.262, perplexity: 28637.129
I0417 14:16:19.152565 132645232813888 metric_logger.py:196] completed step: 3, seconds: 0.008, TFLOP/s/device: 1610.040, Tokens/s/device: 242682.782, total_weights: 65536, loss: 9.734, lm_loss: 9.734, perplexity: 16889.203
I0417 14:16:25.809691 132516283397888 atomicity.py:140] Creating tmp directory gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/0/items
I0417 14:16:25.955307 132512516093696 checkpoint.py:188] Wrote Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776435385544783022, 'commit_timestamp_nsecs': None, 'custom_metadata': {}}, json={"item_handlers": null, "metrics": {}, "performance_metrics": {}, "init_timestamp_nsecs": 1776435385544783022, "commit_timestamp_nsecs": null, "custom_metadata": {}} to gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/0/_CHECKPOINT_METADATA
I0417 14:16:27.023321    2852 google_auth_provider.cc:181] Running on GCE, using service account 562977990677-compute@developer.gserviceaccount.com
I0417 14:16:29.640936 132514166118144 array_metadata_store.py:203] [process=0][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/0/items/array_metadatas/process_0
I0417 14:16:41.465044 132645232813888 metric_logger.py:196] completed step: 4, seconds: 0.147, TFLOP/s/device: 92.215, Tokens/s/device: 13899.635, total_weights: 65536, loss: 9.277, lm_loss: 9.277, perplexity: 10694.614
I0417 14:16:41.473702 132645232813888 metric_logger.py:196] completed step: 5, seconds: 0.149, TFLOP/s/device: 91.180, Tokens/s/device: 13743.675, total_weights: 65536, loss: 8.892, lm_loss: 8.892, perplexity: 7270.717
I0417 14:16:41.619831 132645232813888 metric_logger.py:196] completed step: 6, seconds: 22.311, TFLOP/s/device: 0.609, Tokens/s/device: 91.794, total_weights: 65536, loss: 8.592, lm_loss: 8.592, perplexity: 5390.759
I0417 14:16:41.767056 132645232813888 metric_logger.py:196] completed step: 7, seconds: 0.007, TFLOP/s/device: 2029.141, Tokens/s/device: 305854.241, total_weights: 65536, loss: 8.384, lm_loss: 8.384, perplexity: 4376.905
I0417 14:16:41.914421 132645232813888 metric_logger.py:196] completed step: 8, seconds: 0.147, TFLOP/s/device: 92.298, Tokens/s/device: 13912.193, total_weights: 65536, loss: 8.255, lm_loss: 8.255, perplexity: 3846.406
I0417 14:16:42.061008 132645232813888 checkpointing.py:772] Waiting for step 9 to finish before checkpoint...
I0417 14:16:42.061676 132645232813888 checkpointing.py:776] Waited 0.0006897449493408203 seconds for step 9 to finish before starting checkpointing.
I0417 14:16:42.063700 132645232813888 checkpoint_manager.py:2020] [process=0][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0417 14:17:03.793776 132514120595200 base_pytree_checkpoint_handler.py:1282] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 36.769760s (commit=35.476512s, array_metadata_write=1.293247s)
I0417 14:17:03.794978 132514112202496 base_pytree_checkpoint_handler.py:130] [process=0] /jax/orbax/write/gbytes_per_sec: 34.344 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 45.993539333343506 s) (per-host)
I0417 14:17:03.795111 132514112202496 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 45.711475s.
I0417 14:17:04.991076 132514112202496 checkpoint.py:228] Read Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776435385544783022, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} from gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/0/_CHECKPOINT_METADATA
I0417 14:17:05.747971 132512516093696 checkpoint.py:247] Updated Metadata={'item_handlers': {'items': 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler'}, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776435385544783022, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} to gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/0/_CHECKPOINT_METADATA
I0417 14:17:06.354656 132514112202496 ocdbt_utils.py:49] Param validation support for Zarr3 will be added later (b/362328389).
I0417 14:17:06.422584 132514112202496 array_metadata_store.py:411] [process=0][thread=async_save] Validated ArrayMetadata from all 8 hosts. Time taken: 0.000249s.
I0417 14:17:07.282753 132514112202496 base_pytree_checkpoint_handler.py:1406] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 2.164690s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/0/items
I0417 14:17:07.284350 132514112202496 atomicity.py:666] Finalizing gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/0/items
I0417 14:17:07.849370 132514112202496 atomicity.py:666] Finalizing gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/0
I0417 14:17:09.418440 132514112202496 atomicity.py:847] [process=0][thread=async_save] Finished saving checkpoint (finalized tmp dir) to `gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/0`.
I0417 14:17:09.419302 132514112202496 event_tracking.py:138] [process=0] [async] Finished save (blocking + background) in 52.38 seconds @ gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/0
I0417 14:17:09.420751 132514112202496 async_checkpointer.py:160] [process=0][thread=async_save] Background save thread done. Time taken: 51.337113s.
I0417 14:17:09.420953 132516316968704 async_checkpointer.py:288] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0417 14:17:09.421068 132516316968704 async_checkpointer.py:298] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0417 14:17:09.421128 132516316968704 checkpoint_manager.py:2137] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts...
I0417 14:17:09.423087 132516316968704 checkpoint_manager.py:2146] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts.
I0417 14:17:09.423250 132645232813888 checkpoint_manager.py:2032] [process=0][thread=MainThread][step=0][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=0.
W0417 14:17:09.423335 132645232813888 checkpoint_manager.py:1452] Waiting for previous save to complete took 27.359641 seconds. If this number is high, consider checkpointing less frequently.
I0417 14:17:09.425136 132645232813888 checkpoint_manager.py:1512] [process=0] Saving checkpoint at step 9
I0417 14:17:09.427394 132645232813888 event_tracking.py:70] [process=0] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/9.
I0417 14:17:10.164181 132645232813888 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0417 14:17:10.164271 132645232813888 replica_slices.py:424] Transferring arrays to host memory with options: use_replica_parallel=True, min_slice_bytes_for_replica_parallel=None, max_replicas_for_replica_parallel=None, enable_pinned_host_transfer=False
I0417 14:17:10.190774 132645232813888 base_pytree_checkpoint_handler.py:154] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.027366s
I0417 14:17:10.191615 132645232813888 base_pytree_checkpoint_handler.py:130] [process=0] /jax/orbax/write/blocking_gbytes_per_sec: 48.376 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.031887054443359375 s) (per-host)
I0417 14:17:10.191685 132645232813888 base_pytree_checkpoint_handler.py:768] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 0.031974s (batch_requests_ready=0.001804s, total_serialization_initiated=0.029380s, others=0.000790s)
I0417 14:17:10.191752 132645232813888 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.035832s (all_items=0.000017s, per_item={'items': '0.00001669'}, temp_paths=0.035815)
I0417 14:17:10.192487 132645232813888 event_tracking.py:125] [process=0] [async] Finished blocking save in 0.77 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/9.
I0417 14:17:10.192783 132515645880064 async_checkpointer.py:76] [process=0][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-17 14:37:10.192749
I0417 14:17:10.206065 132645232813888 checkpoint_manager.py:1560] [process=0][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize
I0417 14:17:10.206327 132516316968704 async_checkpointer.py:280] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0417 14:17:10.206470 132645232813888 standard_logger.py:34] {'step': 9, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776435402.0636659, 'wait_for_prev_duration_secs': 27.359641313552856, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776435429.4251764, 'checkpointer_blocking_duration_secs': 0.7677559852600098, 'get_old_steps_start_time': 1776435430.192955, 'get_old_steps_duration_secs': 3.1948089599609375e-05, 'checkpoint_manager_blocking_start_time': 1776435402.061926, 'checkpoint_manager_blocking_duration_secs': 28.1445095539093}
I0417 14:17:10.206582 132645232813888 checkpointing.py:408] Started an asynchronous checkpoint save for step 9
I0417 14:17:10.206626 132645232813888 checkpoint_manager.py:2020] [process=0][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0417 14:17:10.429806 132514112202496 atomicity.py:140] Creating tmp directory gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/9
I0417 14:17:12.717411 132510365239040 atomicity.py:140] Creating tmp directory gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/9/items
I0417 14:17:16.624566 132515771705088 array_metadata_store.py:203] [process=0][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/9/items/array_metadatas/process_0
I0417 14:17:54.951630 132515763312384 base_pytree_checkpoint_handler.py:1282] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 41.053461s (commit=39.395632s, array_metadata_write=1.657829s)
I0417 14:17:54.959853 132515645880064 base_pytree_checkpoint_handler.py:130] [process=0] /jax/orbax/write/gbytes_per_sec: 35.259 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 44.80007290840149 s) (per-host)
I0417 14:17:54.959975 132515645880064 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 44.767066s.
I0417 14:17:56.975039 132515645880064 array_metadata_store.py:411] [process=0][thread=async_save] Validated ArrayMetadata from all 8 hosts. Time taken: 0.000247s.
I0417 14:17:56.987710 132515645880064 ocdbt_utils.py:49] Param validation support for Zarr3 will be added later (b/362328389).
I0417 14:17:57.626727 132515645880064 base_pytree_checkpoint_handler.py:1406] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 1.718925s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/9/items
I0417 14:17:57.628234 132515645880064 atomicity.py:666] Finalizing gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/9/items
I0417 14:17:58.187630 132515645880064 atomicity.py:666] Finalizing gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/9
I0417 14:18:00.136029 132515645880064 atomicity.py:847] [process=0][thread=async_save] Finished saving checkpoint (finalized tmp dir) to `gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/9`.
I0417 14:18:00.136880 132515645880064 event_tracking.py:138] [process=0] [async] Finished save (blocking + background) in 50.71 seconds @ gs://lance-maxtext/linen_ckpt_xpk_main_20260417_125726/linen_xpk_main_20260417_125726_13_scan_layers_true/checkpoints/9
I0417 14:18:00.138678 132515645880064 async_checkpointer.py:160] [process=0][thread=async_save] Background save thread done. Time taken: 49.945757s.
I0417 14:18:00.138990 132516316968704 async_checkpointer.py:288] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0417 14:18:00.139107 132516316968704 async_checkpointer.py:298] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0417 14:18:00.139169 132516316968704 checkpoint_manager.py:2137] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts...
I0417 14:18:00.141695 132516316968704 checkpoint_manager.py:2146] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts.
I0417 14:18:00.141814 132645232813888 checkpoint_manager.py:2032] [process=0][thread=MainThread][step=9][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=9.
I0417 14:18:00.141931 132645232813888 checkpoint_manager.py:2009] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0417 14:18:00.142941 132645232813888 metric_logger.py:196] completed step: 9, seconds: 0.147, TFLOP/s/device: 92.198, Tokens/s/device: 13897.088, total_weights: 65536, loss: 8.179, lm_loss: 8.179, perplexity: 3564.635
Per train step:
 Total TFLOPs: 13.59 
 split as 93.93% learnable weight flops and 6.07% attention flops
XPK End: Fri Apr 17 14:18:11 UTC 2026
EXIT_CODE=0
XPK Start: Fri Apr 17 03:44:56 UTC 2026
PyTorch was not found. Models won't be available and only tokenizers, configuration and file/data utilities can be used.
2026-04-17 03:45:20.834400: 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)
I0417 03:45:21.012411 132950640662336 max_utils.py:273] Attempting to initialize the jax distributed system...
I0417 03:45:30.051447 132950640662336 distributed.py:149] Starting JAX distributed service on [::]:8482
I0417 03:45:30.053899 132950640662336 distributed.py:172] Connecting to JAX distributed service on mt-13-scan-layers-true-3n3hf-slice-job-0-0.mt-13-scan-layers-true-3n3hf:8482
I0417 03:45:31.198727 132950640662336 max_utils.py:284] Jax distributed system initialized!
I0417 03:45:37.242597 132950640662336 max_utils.py:800] System Information: Jax Version: 0.9.2
I0417 03:45:37.242701 132950640662336 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0417 03:45:37.242740 132950640662336 max_utils.py:802] System Information: Jax Backend: PJRT C API
TFRT TPU v6 lite
Built on Mar 4 2026 11:32:08 (1772652728) cl/878335365
I0417 03:45:37.242773 132950640662336 train_utils.py:377] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing.
I0417 03:45:37.910047 132950640662336 maxtext_utils.py:1687] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0417 03:45:37.910620 132950640662336 maxtext_utils.py:1687] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0417 03:45:37.910797 132950640662336 checkpointing.py:688] Setting up checkpoint logger...
I0417 03:45:37.910863 132950640662336 checkpointing.py:234] Creating checkpoint manager with ocdbt=True and zarr3=True
I0417 03:45:37.910908 132950640662336 pytree_checkpoint_handler.py:592] save_device_host_concurrent_bytes=None
I0417 03:45:37.911241 132950640662336 base_pytree_checkpoint_handler.py:441] Created BasePyTreeCheckpointHandler: use_ocdbt=True, use_zarr3=True, pytree_metadata_options=PyTreeMetadataOptions(support_rich_types=False), array_metadata_store=<orbax.checkpoint._src.metadata.array_metadata_store.Store object at 0x78ea5dd1c530>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0417 03:45:40.944716 132950640662336 checkpointing.py:266] Enabling policy for fixed interval checkpointing.
I0417 03:45:40.945076 132950640662336 checkpoint_manager.py:708] [process=0][thread=MainThread] CheckpointManager init: checkpointers=None, item_names=('items',), item_handlers={'items': <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x78d6501c06e0>}, handler_registry=None
I0417 03:45:40.945310 132950640662336 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x78d6501c06e0>` 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`.
I0417 03:45:40.945358 132950640662336 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x78d650475400>` 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`.
I0417 03:45:40.945393 132950640662336 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 0x78d6501c06e0>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x78d6501c06e0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x78d650475400>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x78d650475400>}).
I0417 03:45:40.945708 132950640662336 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.34
I0417 03:45:40.945779 132950640662336 async_checkpointer.py:192] [process=0][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>._fn at 0x78d6306ec7c0> timeout: 1200 secs and primary_host=0 for async checkpoint writes
I0417 03:45:42.506819 132950640662336 checkpoint_manager.py:1812] Found 0 checkpoint steps in gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints
I0417 03:45:43.403553 132950640662336 checkpoint_manager.py:929] [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_background_delete=False, read_only=False, enable_async_checkpointing=True, async_options=None, multiprocessing_options=MultiprocessingOptions(primary_host=0, active_processes=None, barrier_sync_key_prefix=None), should_save_fn=None, file_options=FileOptions(path_permission_mode=None), save_root_metadata=True, temporary_path_class=None, save_decision_policy=FixedIntervalPolicy(interval=10), preservation_policy=LatestN(n=None), prevent_write_metrics=False, enable_should_save_is_saving_in_progress_check=True, enable_per_process_directory_creation=False, lightweight_initialize=False), root_directory=gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x78d6501bf650>
I0417 03:45:43.403723 132950640662336 checkpointing.py:302] Checkpoint manager created!
I0417 03:45:44.315068 132950640662336 nnx_wrappers.py:437] Unknown Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0417 03:45:44.315166 132950640662336 nnx_wrappers.py:437] Unknown Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0417 03:45:44.694561 132950640662336 attentions.py:1088] attentions/inputs_q Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0417 03:45:44.694651 132950640662336 attentions.py:1088] attentions/inputs_q Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0417 03:45:44.710812 132950640662336 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0417 03:45:44.710880 132950640662336 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0417 03:45:44.734400 132950640662336 attentions.py:1154] attentions/query Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0417 03:45:44.734462 132950640662336 attentions.py:1154] attentions/query Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0417 03:45:44.750601 132950640662336 attentions.py:1155] attentions/key Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0417 03:45:44.750660 132950640662336 attentions.py:1155] attentions/key Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0417 03:45:44.766811 132950640662336 attentions.py:1156] attentions/value Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0417 03:45:44.766885 132950640662336 attentions.py:1156] attentions/value Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0417 03:45:44.791330 132950640662336 attentions.py:1197] attentions/out Logical: bfloat16[32,2048,16,128].................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv').
I0417 03:45:44.791397 132950640662336 attentions.py:1197] attentions/out Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0417 03:45:44.813098 132950640662336 linears.py:525] linears/x Logical: bfloat16[32,2048,7168]...................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0417 03:45:44.813167 132950640662336 linears.py:525] linears/x Physical: bfloat16[32,2048,7168]...................................... ('fsdp', None, None).
I0417 03:45:45.032594 132950640662336 checkpointing.py:578] checkpoint manager exists so trying to load this run's existing checkpoint
I0417 03:45:45.032701 132950640662336 checkpointing.py:676] No existing checkpoints found, not restoring checkpoint.
fsdp: 32
I0417 03:45:46.448977 132950640662336 maxtext_utils.py:1796]  params/params/decoder/decoder_norm/scale
    Shape:     float32[2048]
    Logical:   P('norm',)
    Physical:  (None,)
I0417 03:45:46.449111 132950640662336 maxtext_utils.py:1796]  params/params/decoder/layers/mlp/wi_0/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0417 03:45:46.449168 132950640662336 maxtext_utils.py:1796]  params/params/decoder/layers/mlp/wi_1/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0417 03:45:46.449229 132950640662336 maxtext_utils.py:1796]  params/params/decoder/layers/mlp/wo/kernel
    Shape:     float32[7168,16,2048]
    Logical:   P('mlp', 'layers', 'embed')
    Physical:  (None, None, 'fsdp')
I0417 03:45:46.449281 132950640662336 maxtext_utils.py:1796]  params/params/decoder/layers/post_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0417 03:45:46.449319 132950640662336 maxtext_utils.py:1796]  params/params/decoder/layers/pre_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0417 03:45:46.449370 132950640662336 maxtext_utils.py:1796]  params/params/decoder/layers/self_attention/key/kernel
    Shape:     float32[2048,16,16,128]
    Logical:   P('embed', 'layers', 'kv_heads', 'kv_head_dim')
    Physical:  ('fsdp', None, None, None)
I0417 03:45:46.449419 132950640662336 maxtext_utils.py:1796]  params/params/decoder/layers/self_attention/out/kernel
    Shape:     float32[16,16,128,2048]
    Logical:   P('heads', 'layers', 'kv', 'embed')
    Physical:  (None, None, None, 'fsdp')
I0417 03:45:46.449457 132950640662336 maxtext_utils.py:1796]  params/params/decoder/layers/self_attention/query/kernel
    Shape:     float32[2048,16,16,128]
    Logical:   P('embed', 'layers', 'q_heads', 'kv')
    Physical:  ('fsdp', None, None, None)
I0417 03:45:46.449491 132950640662336 maxtext_utils.py:1796]  params/params/decoder/layers/self_attention/value/kernel
    Shape:     float32[2048,16,16,128]
    Logical:   P('embed', 'layers', 'kv_heads', 'kv_head_dim')
    Physical:  ('fsdp', None, None, None)
I0417 03:45:46.449537 132950640662336 maxtext_utils.py:1796]  params/params/decoder/logits_dense/kernel
    Shape:     float32[2048,32000]
    Logical:   P('embed_vocab', 'vocab')
    Physical:  ('fsdp', None)

I0417 03:45:46.449583 132950640662336 maxtext_utils.py:1796]  params/params/token_embedder/embedding
    Shape:     float32[32000,2048]
    Logical:   P('vocab', 'embed_vocab')
    Physical:  (None, 'fsdp')
I0417 03:45:46.938635 132950640662336 train.py:157] train/xent Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0417 03:45:46.938731 132950640662336 train.py:157] train/xent Physical: float32[32,2048]............................................ ('fsdp', None).
I0417 03:45:46.954298 132950640662336 train.py:164] train/z_loss Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0417 03:45:46.954363 132950640662336 train.py:164] train/z_loss Physical: float32[32,2048]............................................ ('fsdp', None).
I0417 03:45:57.699850 132950640662336 max_utils.py:791] Total memory size: 1.5 GB, Output size: 0.4 GB, Temp size: 1.1 GB, Argument size: 0.4 GB, Host temp size: 0.0 GB.
I0417 03:45:57.707593 132950640662336 metric_logger.py:289] number parameters: 1.104 billion
I0417 03:46:09.320483 132950640662336 checkpointing.py:794] Waiting for step 0 to finish before checkpoint...
I0417 03:46:09.474025 132950640662336 checkpointing.py:798] Waited 0.15352606773376465 seconds for step 0 to finish before starting checkpointing.
I0417 03:46:09.476348 132950640662336 checkpoint_manager.py:2009] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0417 03:46:09.477993 132950640662336 checkpoint_manager.py:1512] [process=0] Saving checkpoint at step 0
I0417 03:46:09.479408 132950640662336 event_tracking.py:70] [process=0] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/0.
I0417 03:46:10.643450 132950640662336 signaling_client.py:364] Using JaxDistributedSignalingClient
I0417 03:46:10.657585 132950640662336 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0417 03:46:10.657653 132950640662336 replica_slices.py:424] Transferring arrays to host memory with options: use_replica_parallel=True, min_slice_bytes_for_replica_parallel=None, max_replicas_for_replica_parallel=None, enable_pinned_host_transfer=False
I0417 03:46:10.901206 132822105335552 atomicity.py:140] Creating tmp directory gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/0
I0417 03:46:10.927245 132950640662336 base_pytree_checkpoint_handler.py:154] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.270367s
I0417 03:46:10.928132 132950640662336 base_pytree_checkpoint_handler.py:130] [process=0] /jax/orbax/write/blocking_gbytes_per_sec: 5.578 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.276566743850708 s) (per-host)
I0417 03:46:10.928220 132950640662336 base_pytree_checkpoint_handler.py:768] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 0.276679s (batch_requests_ready=0.002032s, total_serialization_initiated=0.273829s, others=0.000818s)
I0417 03:46:10.928312 132950640662336 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.280725s (all_items=0.000016s, per_item={'items': '0.00001597'}, temp_paths=0.280710)
I0417 03:46:10.929151 132950640662336 event_tracking.py:125] [process=0] [async] Finished blocking save in 1.45 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/0.
I0417 03:46:10.929420 132819984578304 async_checkpointer.py:76] [process=0][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-17 04:06:10.929394
I0417 03:46:10.941559 132950640662336 checkpoint_manager.py:1560] [process=0][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize
I0417 03:46:10.941850 132822113728256 async_checkpointer.py:280] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0417 03:46:10.942015 132950640662336 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776397569.4763305, 'wait_for_prev_duration_secs': 6.151199340820312e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776397569.47803, 'checkpointer_blocking_duration_secs': 1.4514946937561035, 'get_old_steps_start_time': 1776397570.9295504, 'get_old_steps_duration_secs': 2.9802322387695312e-05, 'checkpoint_manager_blocking_start_time': 1776397569.4744196, 'checkpoint_manager_blocking_duration_secs': 1.4675533771514893}
I0417 03:46:10.942126 132950640662336 checkpointing.py:409] Started an asynchronous checkpoint save for step 0
I0417 03:46:10.942175 132950640662336 max_utils.py:750] 
Memstats: After params initialized:
I0417 03:46:10.942226 132950640662336 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_0(process=0,(0,0,0,0))
I0417 03:46:10.942257 132950640662336 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_1(process=0,(1,0,0,0))
I0417 03:46:10.942283 132950640662336 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_4(process=0,(0,1,0,0))
I0417 03:46:10.942307 132950640662336 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_5(process=0,(1,1,0,0))
I0417 03:46:11.271162 132950640662336 metric_logger.py:185] completed step: 0, seconds: 11.320, TFLOP/s/device: 1.200, Tokens/s/device: 180.916, total_weights: 65536, loss: 10.874
I0417 03:46:11.274068 132950640662336 metric_logger.py:269] To see full metrics 'tensorboard --logdir=gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/tensorboard/'
I0417 03:46:11.660303 132950640662336 metric_logger.py:185] completed step: 1, seconds: 1.949, TFLOP/s/device: 6.971, Tokens/s/device: 1050.737, total_weights: 65536, loss: 10.874
I0417 03:46:11.806276 132950640662336 metric_logger.py:185] completed step: 2, seconds: 0.390, TFLOP/s/device: 34.854, Tokens/s/device: 5253.532, total_weights: 65536, loss: 10.262
I0417 03:46:11.953572 132950640662336 metric_logger.py:185] completed step: 3, seconds: 0.009, TFLOP/s/device: 1559.409, Tokens/s/device: 235051.073, total_weights: 65536, loss: 9.734
I0417 03:46:12.738931 132822088550144 atomicity.py:140] Creating tmp directory gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/0/items
I0417 03:46:12.895220 132818373965568 checkpoint.py:188] Wrote Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776397572468321373, 'commit_timestamp_nsecs': None, 'custom_metadata': {}}, json={"item_handlers": null, "metrics": {}, "performance_metrics": {}, "init_timestamp_nsecs": 1776397572468321373, "commit_timestamp_nsecs": null, "custom_metadata": {}} to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/0/_CHECKPOINT_METADATA
I0417 03:46:13.878032    2866 google_auth_provider.cc:181] Running on GCE, using service account 562977990677-compute@developer.gserviceaccount.com
I0417 03:46:16.493115 132821048948480 array_metadata_store.py:203] [process=0][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/0/items/array_metadatas/process_0
I0417 03:46:34.488254 132950640662336 metric_logger.py:185] completed step: 4, seconds: 0.147, TFLOP/s/device: 92.441, Tokens/s/device: 13933.679, total_weights: 65536, loss: 9.277
I0417 03:46:34.496808 132950640662336 metric_logger.py:185] completed step: 5, seconds: 0.147, TFLOP/s/device: 92.257, Tokens/s/device: 13906.053, total_weights: 65536, loss: 8.892
I0417 03:46:34.642734 132950640662336 metric_logger.py:185] completed step: 6, seconds: 22.534, TFLOP/s/device: 0.603, Tokens/s/device: 90.887, total_weights: 65536, loss: 8.592
I0417 03:46:34.790179 132950640662336 metric_logger.py:185] completed step: 7, seconds: 0.006, TFLOP/s/device: 2197.498, Tokens/s/device: 331230.794, total_weights: 65536, loss: 8.384
I0417 03:46:34.937685 132950640662336 metric_logger.py:185] completed step: 8, seconds: 0.147, TFLOP/s/device: 92.457, Tokens/s/device: 13936.144, total_weights: 65536, loss: 8.255
I0417 03:46:35.084559 132950640662336 checkpointing.py:794] Waiting for step 9 to finish before checkpoint...
I0417 03:46:35.085266 132950640662336 checkpointing.py:798] Waited 0.0007283687591552734 seconds for step 9 to finish before starting checkpointing.
I0417 03:46:35.087340 132950640662336 checkpoint_manager.py:2020] [process=0][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0417 03:46:50.778990 132821000722176 base_pytree_checkpoint_handler.py:1282] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 36.901489s (commit=35.253971s, array_metadata_write=1.647519s)
I0417 03:46:50.779999 132819984578304 base_pytree_checkpoint_handler.py:130] [process=0] /jax/orbax/write/gbytes_per_sec: 39.364 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 40.128408908843994 s) (per-host)
I0417 03:46:50.780125 132819984578304 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 39.850628s.
I0417 03:46:51.988282 132819984578304 checkpoint.py:228] Read Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776397572468321373, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} from gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/0/_CHECKPOINT_METADATA
I0417 03:46:53.102303 132819984578304 array_metadata_store.py:411] [process=0][thread=async_save] Validated ArrayMetadata from all 8 hosts. Time taken: 0.000233s.
I0417 03:46:53.165471 132818373965568 checkpoint.py:247] Updated Metadata={'item_handlers': {'items': 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler'}, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776397572468321373, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/0/_CHECKPOINT_METADATA
I0417 03:46:53.395920 132819984578304 ocdbt_utils.py:49] Param validation support for Zarr3 will be added later (b/362328389).
I0417 03:46:54.307094 132819984578304 base_pytree_checkpoint_handler.py:1406] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 2.198794s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/0/items
I0417 03:46:54.308681 132819984578304 atomicity.py:666] Finalizing gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/0/items
I0417 03:46:55.183927 132819984578304 atomicity.py:666] Finalizing gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/0
I0417 03:46:56.613974 132819984578304 atomicity.py:847] [process=0][thread=async_save] Finished saving checkpoint (finalized tmp dir) to `gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/0`.
I0417 03:46:56.614898 132819984578304 event_tracking.py:138] [process=0] [async] Finished save (blocking + background) in 47.14 seconds @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/0
I0417 03:46:56.616599 132819984578304 async_checkpointer.py:160] [process=0][thread=async_save] Background save thread done. Time taken: 45.687099s.
I0417 03:46:56.616800 132822113728256 async_checkpointer.py:288] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0417 03:46:56.616929 132822113728256 async_checkpointer.py:298] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0417 03:46:56.616994 132822113728256 checkpoint_manager.py:2137] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts...
I0417 03:46:56.618898 132822113728256 checkpoint_manager.py:2146] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts.
I0417 03:46:56.619025 132950640662336 checkpoint_manager.py:2032] [process=0][thread=MainThread][step=0][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=0.
W0417 03:46:56.619123 132950640662336 checkpoint_manager.py:1452] Waiting for previous save to complete took 21.531787 seconds. If this number is high, consider checkpointing less frequently.
I0417 03:46:56.620993 132950640662336 checkpoint_manager.py:1512] [process=0] Saving checkpoint at step 9
I0417 03:46:56.623133 132950640662336 event_tracking.py:70] [process=0] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/9.
I0417 03:46:57.331256 132950640662336 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0417 03:46:57.331347 132950640662336 replica_slices.py:424] Transferring arrays to host memory with options: use_replica_parallel=True, min_slice_bytes_for_replica_parallel=None, max_replicas_for_replica_parallel=None, enable_pinned_host_transfer=False
I0417 03:46:57.356162 132950640662336 base_pytree_checkpoint_handler.py:154] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.025674s
I0417 03:46:57.356940 132950640662336 base_pytree_checkpoint_handler.py:130] [process=0] /jax/orbax/write/blocking_gbytes_per_sec: 50.733 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.030405521392822266 s) (per-host)
I0417 03:46:57.357011 132950640662336 base_pytree_checkpoint_handler.py:768] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 0.030495s (batch_requests_ready=0.001793s, total_serialization_initiated=0.028010s, others=0.000693s)
I0417 03:46:57.357094 132950640662336 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.034605s (all_items=0.000016s, per_item={'items': '0.00001597'}, temp_paths=0.034589)
I0417 03:46:57.357833 132950640662336 event_tracking.py:125] [process=0] [async] Finished blocking save in 0.74 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/9.
I0417 03:46:57.358153 132822113728256 async_checkpointer.py:76] [process=0][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-17 04:06:57.358114
I0417 03:46:57.367706 132950640662336 checkpoint_manager.py:1560] [process=0][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize
I0417 03:46:57.367982 132821048948480 async_checkpointer.py:280] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0417 03:46:57.368133 132950640662336 standard_logger.py:34] {'step': 9, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776397595.0873091, 'wait_for_prev_duration_secs': 21.531786918640137, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776397616.6210313, 'checkpointer_blocking_duration_secs': 0.7372641563415527, 'get_old_steps_start_time': 1776397617.3583198, 'get_old_steps_duration_secs': 3.337860107421875e-05, 'checkpoint_manager_blocking_start_time': 1776397595.08549, 'checkpoint_manager_blocking_duration_secs': 22.282604455947876}
I0417 03:46:57.368241 132950640662336 checkpointing.py:409] Started an asynchronous checkpoint save for step 9
I0417 03:46:57.368285 132950640662336 checkpoint_manager.py:2020] [process=0][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0417 03:46:57.993491 132819984578304 atomicity.py:140] Creating tmp directory gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/9
I0417 03:46:59.750003 132796873950976 atomicity.py:140] Creating tmp directory gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/9/items
I0417 03:47:03.071826 132821586798336 array_metadata_store.py:203] [process=0][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/9/items/array_metadatas/process_0
I0417 03:47:43.456413 132821578405632 base_pytree_checkpoint_handler.py:1282] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 42.567239s (commit=40.513858s, array_metadata_write=2.053381s)
I0417 03:47:43.457470 132822113728256 base_pytree_checkpoint_handler.py:130] [process=0] /jax/orbax/write/gbytes_per_sec: 34.242 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 46.13090777397156 s) (per-host)
I0417 03:47:43.457601 132822113728256 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 46.099331s.
I0417 03:47:46.055653 132822113728256 ocdbt_utils.py:49] Param validation support for Zarr3 will be added later (b/362328389).
I0417 03:47:46.691457 132822113728256 array_metadata_store.py:411] [process=0][thread=async_save] Validated ArrayMetadata from all 8 hosts. Time taken: 0.000238s.
I0417 03:47:46.982600 132822113728256 base_pytree_checkpoint_handler.py:1406] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 2.185480s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/9/items
I0417 03:47:46.984314 132822113728256 atomicity.py:666] Finalizing gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/9/items
I0417 03:47:47.511327 132822113728256 atomicity.py:666] Finalizing gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/9
I0417 03:47:49.763541 132822113728256 atomicity.py:847] [process=0][thread=async_save] Finished saving checkpoint (finalized tmp dir) to `gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/9`.
I0417 03:47:49.764378 132822113728256 event_tracking.py:138] [process=0] [async] Finished save (blocking + background) in 53.14 seconds @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260417_023710/linen_xpk_feat_nnx_post_train_fixes_20260417_023710_13_scan_layers_true/checkpoints/9
I0417 03:47:49.765785 132822113728256 async_checkpointer.py:160] [process=0][thread=async_save] Background save thread done. Time taken: 52.407512s.
I0417 03:47:49.765996 132821048948480 async_checkpointer.py:288] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0417 03:47:49.766113 132821048948480 async_checkpointer.py:298] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0417 03:47:49.766182 132821048948480 checkpoint_manager.py:2137] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts...
I0417 03:47:49.768252 132821048948480 checkpoint_manager.py:2146] [process=0][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts.
I0417 03:47:49.768422 132950640662336 checkpoint_manager.py:2032] [process=0][thread=MainThread][step=9][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=9.
I0417 03:47:49.768569 132950640662336 checkpoint_manager.py:2009] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0417 03:47:49.770286 132950640662336 metric_logger.py:185] completed step: 9, seconds: 0.147, TFLOP/s/device: 92.156, Tokens/s/device: 13890.773, total_weights: 65536, loss: 8.179
Per train step:
 Total TFLOPs: 13.59 
 split as 93.93% learnable weight flops and 6.07% attention flops
XPK End: Fri Apr 17 03:48:01 UTC 2026
EXIT_CODE=0