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‹ 15_ocdbt_true_saveCase: 16_zarr3_false_resume16_zarr3_false_save ›

Metrics: main (8a17c3d19) vs feat/nnx-post-train-fixes (7f06c99ac)

Metricmain  8a17c3d19feat/nnx-post-train-fixes  7f06c99acDiff (feat/nnx-post-train-fixes − main)
Parameters1.104 billion1.104 billion
Final loss5.39105.39100
TFLOP/s92.43492.342-0.092
Tok/s13932.613918.8-13.825
Avg s/step8.5228.378-0.144
Memory %1.381.380
JAX0.9.20.9.2

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

main  ·  8a17c3d19  ·  main_20260422_071422  ·  full log
XPK Start: Wed Apr 22 08:45:35 UTC 2026
PyTorch was not found. Models won't be available and only tokenizers, configuration and file/data utilities can be used.
`rope_parameters`'s factor field must be a float >= 1, got 40
`rope_parameters`'s beta_fast field must be a float, got 32
`rope_parameters`'s beta_slow field must be a float, got 1
DeepseekV32Config got `key=rope_scaling` in kwargs but hasn't set it as attribute. For RoPE standardization you need to set `self.rope_parameters` in model's config. 
2026-04-22 08:46:00.505570: 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)
I0422 08:46:00.716778 140480897902400 max_utils.py:273] Attempting to initialize the jax distributed system...
I0422 08:46:09.758386 140480897902400 distributed.py:149] Starting JAX distributed service on [::]:8482
I0422 08:46:09.760849 140480897902400 distributed.py:172] Connecting to JAX distributed service on mt-16-zarr3-false-rs-zt861-slice-job-0-0.mt-16-zarr3-false-rs-zt861:8482
I0422 08:46:10.738003 140480897902400 max_utils.py:284] Jax distributed system initialized!
I0422 08:46:16.811158 140480897902400 max_utils.py:800] System Information: Jax Version: 0.9.2
I0422 08:46:16.811265 140480897902400 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0422 08:46:16.811304 140480897902400 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
I0422 08:46:16.811337 140480897902400 train_utils.py:361] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing.
I0422 08:46:17.943378 140480897902400 maxtext_utils.py:1565] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0422 08:46:17.943659 140480897902400 checkpointing.py:677] Setting up checkpoint logger...
I0422 08:46:17.943712 140480897902400 checkpointing.py:233] Creating checkpoint manager with ocdbt=True and zarr3=False
I0422 08:46:17.943756 140480897902400 pytree_checkpoint_handler.py:592] save_device_host_concurrent_bytes=None
I0422 08:46:17.944106 140480897902400 base_pytree_checkpoint_handler.py:441] Created BasePyTreeCheckpointHandler: use_ocdbt=True, use_zarr3=False, pytree_metadata_options=PyTreeMetadataOptions(support_rich_types=False), array_metadata_store=<orbax.checkpoint._src.metadata.array_metadata_store.Store object at 0x7fc3a6de9d90>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0422 08:46:19.830042 140480897902400 checkpointing.py:265] Enabling policy for fixed interval checkpointing.
I0422 08:46:19.830302 140480897902400 checkpoint_manager.py:708] [process=6][thread=MainThread] CheckpointManager init: checkpointers=None, item_names=('items',), item_handlers={'items': <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7faf8c2e5820>}, handler_registry=None
I0422 08:46:19.830546 140480897902400 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7faf8c2e5820>` 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`.
I0422 08:46:19.830594 140480897902400 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7faf8c2e8aa0>` 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`.
I0422 08:46:19.830631 140480897902400 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 0x7faf8c2e5820>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7faf8c2e5820>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7faf8c2e8aa0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7faf8c2e8aa0>}).
I0422 08:46:19.830949 140480897902400 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.34
I0422 08:46:19.831017 140480897902400 async_checkpointer.py:192] [process=6][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>._fn at 0x7faf4c6c9800> timeout: 1200 secs and primary_host=0 for async checkpoint writes
I0422 08:46:21.300666 140359589947136 checkpoint.py:228] Read Metadata={'item_handlers': {'items': 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler'}, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776847368330692642, 'commit_timestamp_nsecs': 1776847413416364938, 'custom_metadata': {}} from gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints/5/_CHECKPOINT_METADATA
I0422 08:46:21.547220 140359589947136 checkpoint_manager.py:1871] Missing metrics for step 5
I0422 08:46:21.811623 140480897902400 checkpoint_manager.py:1812] Found 3 checkpoint steps in gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints
I0422 08:46:22.578279 140480897902400 checkpoint_manager.py:929] [process=6][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=5), 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_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x7faf8c2e71d0>
I0422 08:46:22.578461 140480897902400 checkpointing.py:301] Checkpoint manager created!
I0422 08:46:23.505519 140480897902400 nnx_wrappers.py:437] Unknown Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0422 08:46:23.505642 140480897902400 nnx_wrappers.py:437] Unknown Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0422 08:46:23.891122 140480897902400 attentions.py:1088] attentions/inputs_q Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0422 08:46:23.891219 140480897902400 attentions.py:1088] attentions/inputs_q Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0422 08:46:23.907566 140480897902400 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0422 08:46:23.907625 140480897902400 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0422 08:46:23.931428 140480897902400 attentions.py:1154] attentions/query Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0422 08:46:23.931497 140480897902400 attentions.py:1154] attentions/query Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0422 08:46:23.948038 140480897902400 attentions.py:1155] attentions/key Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0422 08:46:23.948109 140480897902400 attentions.py:1155] attentions/key Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0422 08:46:23.964762 140480897902400 attentions.py:1156] attentions/value Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0422 08:46:23.964826 140480897902400 attentions.py:1156] attentions/value Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0422 08:46:23.989678 140480897902400 attentions.py:1198] attentions/out Logical: bfloat16[32,2048,16,128].................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv').
I0422 08:46:23.989751 140480897902400 attentions.py:1198] attentions/out Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0422 08:46:24.011712 140480897902400 linears.py:525] linears/x Logical: bfloat16[32,2048,7168]...................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0422 08:46:24.011782 140480897902400 linears.py:525] linears/x Physical: bfloat16[32,2048,7168]...................................... ('fsdp', None, None).
I0422 08:46:24.224786 140480897902400 checkpointing.py:577] checkpoint manager exists so trying to load this run's existing checkpoint
I0422 08:46:24.224903 140480897902400 checkpointing.py:581] restoring from this run's directory step 9
I0422 08:46:24.470149 140480897902400 event_tracking.py:70] [process=6] [sync] Started load checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints/9.
I0422 08:46:24.723280 140480897902400 checkpointer.py:307] Restoring checkpoint from gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints/9.
I0422 08:46:24.723721 140480897902400 event_tracking.py:125] [process=6] [sync] Finished blocking load in 0.25 seconds. Continuing load @ gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints/9.
I0422 08:46:26.158793    1458 google_auth_provider.cc:181] Running on GCE, using service account 562977990677-compute@developer.gserviceaccount.com
I0422 08:46:32.562043 140480897902400 jax_array_handlers.py:843] [process=6] /jax/orbax/read/worker/io/requested throughput: 246.562 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 6.409220933914185 s) (per-host)
I0422 08:46:32.567431 140480897902400 base_pytree_checkpoint_handler.py:130] [process=6] /jax/checkpoint/read/gbytes_per_sec: 231.585 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 6.833746671676636 s) (per-host)
I0422 08:46:33.916480 140480897902400 event_tracking.py:138] [process=6] [sync] Finished load in 9.45 seconds @ gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints/9
I0422 08:46:33.916636 140480897902400 standard_logger.py:34] {'step': 9, 'event_type': 'restore', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints', 'checkpointer_start_time': 1776847584.4700308, 'checkpointer_duration_secs': 9.446575164794922, 'checkpoint_manager_start_time': 1776847584.225157, 'checkpoint_manager_duration_secs': 9.691451787948608}
fsdp: 32
I0422 08:46:34.335782 140480897902400 maxtext_utils.py:1668]  params/params/decoder/decoder_norm/scale
    Shape:     float32[2048]
    Logical:   P('norm',)
    Physical:  (None,)
I0422 08:46:34.335908 140480897902400 maxtext_utils.py:1668]  params/params/decoder/layers/mlp/wi_0/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0422 08:46:34.335962 140480897902400 maxtext_utils.py:1668]  params/params/decoder/layers/mlp/wi_1/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0422 08:46:34.336023 140480897902400 maxtext_utils.py:1668]  params/params/decoder/layers/mlp/wo/kernel
    Shape:     float32[7168,16,2048]
    Logical:   P('mlp', 'layers', 'embed')
    Physical:  (None, None, 'fsdp')
I0422 08:46:34.336079 140480897902400 maxtext_utils.py:1668]  params/params/decoder/layers/post_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0422 08:46:34.336135 140480897902400 maxtext_utils.py:1668]  params/params/decoder/layers/pre_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0422 08:46:34.336190 140480897902400 maxtext_utils.py:1668]  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)
I0422 08:46:34.336243 140480897902400 maxtext_utils.py:1668]  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')
I0422 08:46:34.336282 140480897902400 maxtext_utils.py:1668]  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)
I0422 08:46:34.336318 140480897902400 maxtext_utils.py:1668]  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)
I0422 08:46:34.336363 140480897902400 maxtext_utils.py:1668]  params/params/decoder/logits_dense/kernel
    Shape:     float32[2048,32000]
    Logical:   P('embed_vocab', 'vocab')
    Physical:  ('fsdp', None)

I0422 08:46:34.336407 140480897902400 maxtext_utils.py:1668]  params/params/token_embedder/embedding
    Shape:     float32[32000,2048]
    Logical:   P('vocab', 'embed_vocab')
    Physical:  (None, 'fsdp')
I0422 08:46:34.822824 140480897902400 train.py:155] train/xent Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0422 08:46:34.822922 140480897902400 train.py:155] train/xent Physical: float32[32,2048]............................................ ('fsdp', None).
I0422 08:46:34.838402 140480897902400 train.py:162] train/z_loss Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0422 08:46:34.838464 140480897902400 train.py:162] train/z_loss Physical: float32[32,2048]............................................ ('fsdp', None).
I0422 08:46:45.923027 140480897902400 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.
I0422 08:46:45.923757 140480897902400 metric_logger.py:301] number parameters: 1.104 billion
I0422 08:46:57.620573 140480897902400 checkpointing.py:772] Waiting for step 10 to finish before checkpoint...
I0422 08:46:57.776558 140480897902400 checkpointing.py:776] Waited 0.15595149993896484 seconds for step 10 to finish before starting checkpointing.
I0422 08:46:57.779206 140480897902400 checkpoint_manager.py:2009] [process=6][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0422 08:46:57.781046 140480897902400 checkpoint_manager.py:1512] [process=6] Saving checkpoint at step 10
I0422 08:46:57.782541 140480897902400 event_tracking.py:70] [process=6] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints/10.
I0422 08:46:58.126280 140480897902400 signaling_client.py:364] Using JaxDistributedSignalingClient
I0422 08:46:58.127240 140480897902400 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0422 08:46:58.127295 140480897902400 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
I0422 08:46:58.401976 140480897902400 base_pytree_checkpoint_handler.py:154] [process=6][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.275773s
I0422 08:46:58.402168 140480897902400 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/blocking_gbytes_per_sec: 5.516 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.27967166900634766 s) (per-host)
I0422 08:46:58.402230 140480897902400 base_pytree_checkpoint_handler.py:768] [process=6][thread=MainThread] Initiated Pytree async_save. Time taken: 0.279744s (batch_requests_ready=0.002167s, total_serialization_initiated=0.277495s, others=0.000082s)
I0422 08:46:58.402326 140480897902400 composite_checkpoint_handler.py:715] [process=6][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.284018s (all_items=0.000017s, per_item={'items': '0.00001693'}, temp_paths=0.284001)
I0422 08:46:58.403112 140480897902400 event_tracking.py:125] [process=6] [async] Finished blocking save in 0.62 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints/10.
I0422 08:46:58.403398 140358784640768 async_checkpointer.py:76] [process=6][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-22 09:06:58.403365
I0422 08:46:58.411652 140480897902400 checkpoint_manager.py:1560] [process=6][thread=MainThread][step=10] Starting CheckpointManager Save Finalize thread=save_finalize
I0422 08:46:58.411934 140357115311872 async_checkpointer.py:280] [process=6][thread=save_finalize] Waiting for background save thread=async_save.
I0422 08:46:58.412083 140480897902400 standard_logger.py:34] {'step': 10, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776847617.7791872, 'wait_for_prev_duration_secs': 6.008148193359375e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776847617.7810862, 'checkpointer_blocking_duration_secs': 0.6224627494812012, 'get_old_steps_start_time': 1776847618.4035733, 'get_old_steps_duration_secs': 3.0279159545898438e-05, 'checkpoint_manager_blocking_start_time': 1776847617.7770693, 'checkpoint_manager_blocking_duration_secs': 0.6349799633026123}
I0422 08:46:58.412196 140480897902400 checkpointing.py:408] Started an asynchronous checkpoint save for step 10
I0422 08:46:58.412245 140480897902400 max_utils.py:750] 
Memstats: After params initialized:
I0422 08:46:58.412291 140480897902400 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_24(process=6,(0,6,0,0))
I0422 08:46:58.412322 140480897902400 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_25(process=6,(1,6,0,0))
I0422 08:46:58.412349 140480897902400 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_28(process=6,(0,7,0,0))
I0422 08:46:58.412374 140480897902400 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_29(process=6,(1,7,0,0))
I0422 08:46:58.719983 140480897902400 metric_logger.py:196] completed step: 10, seconds: 11.697, TFLOP/s/device: 1.162, Tokens/s/device: 175.092, total_weights: 65536, loss: 6.833, lm_loss: 6.833, perplexity: 927.869
I0422 08:46:59.312706 140480897902400 metric_logger.py:196] completed step: 11, seconds: 1.098, TFLOP/s/device: 12.376, Tokens/s/device: 1865.371, total_weights: 65536, loss: 6.527, lm_loss: 6.527, perplexity: 683.659
I0422 08:46:59.460192 140480897902400 metric_logger.py:196] completed step: 12, seconds: 0.446, TFLOP/s/device: 30.437, Tokens/s/device: 4587.834, total_weights: 65536, loss: 6.265, lm_loss: 6.265, perplexity: 526.068
I0422 08:46:59.607767 140480897902400 metric_logger.py:196] completed step: 13, seconds: 0.152, TFLOP/s/device: 89.308, Tokens/s/device: 13461.463, total_weights: 65536, loss: 6.045, lm_loss: 6.045, perplexity: 422.001
I0422 08:46:59.612030 140480897902400 checkpointing.py:772] Waiting for step 15 to finish before checkpoint...
I0422 08:46:59.901885 140480897902400 checkpointing.py:776] Waited 0.28981566429138184 seconds for step 15 to finish before starting checkpointing.
I0422 08:46:59.904932 140480897902400 checkpoint_manager.py:2020] [process=6][thread=MainThread][step=10][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0422 08:47:03.531421 140358776248064 array_metadata_store.py:203] [process=6][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints/10/items/array_metadatas/process_6
I0422 08:47:39.816159 140358784640768 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/gbytes_per_sec: 37.886 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 41.693604707717896 s) (per-host)
I0422 08:47:39.816288 140358784640768 async_checkpointer.py:90] [process=6][thread=async_save] 3 Handler Commit operations completed. Time taken: 41.412781s.
I0422 08:47:48.891711 140358784640768 async_checkpointer.py:160] [process=6][thread=async_save] Background save thread done. Time taken: 50.488186s.
I0422 08:47:48.892010 140357115311872 async_checkpointer.py:288] [process=6][thread=save_finalize] Done with waiting for background save thread=async_save.
I0422 08:47:48.892146 140357115311872 async_checkpointer.py:298] [process=6][thread=save_finalize] No errors found in background save thread=async_save.
I0422 08:47:48.892197 140357115311872 checkpoint_manager.py:2137] [process=6][thread=save_finalize][step=10] CheckpointManager Save Finalize is syncing with other hosts...
I0422 08:47:48.893810 140357115311872 checkpoint_manager.py:2146] [process=6][thread=save_finalize][step=10] CheckpointManager Save Finalize is done on all hosts.
I0422 08:47:48.893974 140480897902400 checkpoint_manager.py:2032] [process=6][thread=MainThread][step=10][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=10.
W0422 08:47:48.894115 140480897902400 checkpoint_manager.py:1452] Waiting for previous save to complete took 48.989173 seconds. If this number is high, consider checkpointing less frequently.
I0422 08:47:48.895939 140480897902400 checkpoint_manager.py:1512] [process=6] Saving checkpoint at step 15
I0422 08:47:48.898444 140480897902400 event_tracking.py:70] [process=6] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints/15.
I0422 08:47:50.035121 140480897902400 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0422 08:47:50.035215 140480897902400 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
I0422 08:47:50.074320 140480897902400 base_pytree_checkpoint_handler.py:154] [process=6][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.041030s
I0422 08:47:50.074492 140480897902400 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/blocking_gbytes_per_sec: 34.651 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.04451704025268555 s) (per-host)
I0422 08:47:50.074548 140480897902400 base_pytree_checkpoint_handler.py:768] [process=6][thread=MainThread] Initiated Pytree async_save. Time taken: 0.044587s (batch_requests_ready=0.001787s, total_serialization_initiated=0.042722s, others=0.000078s)
I0422 08:47:50.074640 140480897902400 composite_checkpoint_handler.py:715] [process=6][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.049508s (all_items=0.000013s, per_item={'items': '0.00001335'}, temp_paths=0.049495)
I0422 08:47:50.075342 140480897902400 event_tracking.py:125] [process=6] [async] Finished blocking save in 1.18 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints/15.
I0422 08:47:50.075606 140357115311872 async_checkpointer.py:76] [process=6][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-22 09:07:50.075584
I0422 08:47:50.077495 140480897902400 checkpoint_manager.py:1560] [process=6][thread=MainThread][step=15] Starting CheckpointManager Save Finalize thread=save_finalize
I0422 08:47:50.077695 140358776248064 async_checkpointer.py:280] [process=6][thread=save_finalize] Waiting for background save thread=async_save.
I0422 08:47:50.077808 140480897902400 standard_logger.py:34] {'step': 15, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776847619.9049046, 'wait_for_prev_duration_secs': 48.98917269706726, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776847668.895982, 'checkpointer_blocking_duration_secs': 1.1797184944152832, 'get_old_steps_start_time': 1776847670.0757244, 'get_old_steps_duration_secs': 3.0040740966796875e-05, 'checkpoint_manager_blocking_start_time': 1776847619.902548, 'checkpoint_manager_blocking_duration_secs': 50.17522597312927}
I0422 08:47:50.077916 140480897902400 checkpointing.py:408] Started an asynchronous checkpoint save for step 15
I0422 08:47:50.078707 140480897902400 metric_logger.py:196] completed step: 14, seconds: 0.147, TFLOP/s/device: 92.214, Tokens/s/device: 13899.541, total_weights: 65536, loss: 5.864, lm_loss: 5.864, perplexity: 352.193
I0422 08:47:50.084126 140480897902400 metric_logger.py:196] completed step: 15, seconds: 0.148, TFLOP/s/device: 92.060, Tokens/s/device: 13876.279, total_weights: 65536, loss: 5.719, lm_loss: 5.719, perplexity: 304.661
I0422 08:47:55.461672 140352283473664 array_metadata_store.py:203] [process=6][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints/15/items/array_metadatas/process_6
I0422 08:48:10.996781 140480897902400 metric_logger.py:196] completed step: 16, seconds: 50.471, TFLOP/s/device: 0.269, Tokens/s/device: 40.578, total_weights: 65536, loss: 5.605, lm_loss: 5.605, perplexity: 271.872
I0422 08:48:11.144032 140480897902400 metric_logger.py:196] completed step: 17, seconds: 20.767, TFLOP/s/device: 0.654, Tokens/s/device: 98.620, total_weights: 65536, loss: 5.517, lm_loss: 5.517, perplexity: 248.975
I0422 08:48:11.291404 140480897902400 metric_logger.py:196] completed step: 18, seconds: 0.152, TFLOP/s/device: 89.522, Tokens/s/device: 13493.747, total_weights: 65536, loss: 5.448, lm_loss: 5.448, perplexity: 232.333
I0422 08:48:11.438057 140480897902400 checkpointing.py:772] Waiting for step 19 to finish before checkpoint...
I0422 08:48:11.438670 140480897902400 checkpointing.py:776] Waited 0.0006346702575683594 seconds for step 19 to finish before starting checkpointing.
I0422 08:48:11.440920 140480897902400 checkpoint_manager.py:2020] [process=6][thread=MainThread][step=15][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0422 08:48:32.221995 140357115311872 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/gbytes_per_sec: 37.438 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 42.19199562072754 s) (per-host)
I0422 08:48:32.222121 140357115311872 async_checkpointer.py:90] [process=6][thread=async_save] 3 Handler Commit operations completed. Time taken: 42.146439s.
I0422 08:48:40.673994 140357115311872 async_checkpointer.py:160] [process=6][thread=async_save] Background save thread done. Time taken: 50.598300s.
I0422 08:48:40.674260 140358776248064 async_checkpointer.py:288] [process=6][thread=save_finalize] Done with waiting for background save thread=async_save.
I0422 08:48:40.674336 140358776248064 async_checkpointer.py:298] [process=6][thread=save_finalize] No errors found in background save thread=async_save.
I0422 08:48:40.674386 140358776248064 checkpoint_manager.py:2137] [process=6][thread=save_finalize][step=15] CheckpointManager Save Finalize is syncing with other hosts...
I0422 08:48:40.675993 140358776248064 checkpoint_manager.py:2146] [process=6][thread=save_finalize][step=15] CheckpointManager Save Finalize is done on all hosts.
I0422 08:48:40.676165 140480897902400 checkpoint_manager.py:2032] [process=6][thread=MainThread][step=15][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=15.
W0422 08:48:40.676296 140480897902400 checkpoint_manager.py:1452] Waiting for previous save to complete took 29.235383 seconds. If this number is high, consider checkpointing less frequently.
I0422 08:48:40.677713 140480897902400 checkpoint_manager.py:1512] [process=6] Saving checkpoint at step 19
I0422 08:48:40.679847 140480897902400 event_tracking.py:70] [process=6] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints/19.
I0422 08:48:41.009013 140480897902400 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0422 08:48:41.009121 140480897902400 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
I0422 08:48:41.049819 140480897902400 base_pytree_checkpoint_handler.py:154] [process=6][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.041816s
I0422 08:48:41.049993 140480897902400 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/blocking_gbytes_per_sec: 34.045 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.045310020446777344 s) (per-host)
I0422 08:48:41.050050 140480897902400 base_pytree_checkpoint_handler.py:768] [process=6][thread=MainThread] Initiated Pytree async_save. Time taken: 0.045373s (batch_requests_ready=0.001661s, total_serialization_initiated=0.043643s, others=0.000068s)
I0422 08:48:41.050171 140480897902400 composite_checkpoint_handler.py:715] [process=6][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.049520s (all_items=0.000011s, per_item={'items': '0.00001144'}, temp_paths=0.049509)
I0422 08:48:41.050897 140480897902400 event_tracking.py:125] [process=6] [async] Finished blocking save in 0.37 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints/19.
I0422 08:48:41.051192 140358776248064 async_checkpointer.py:76] [process=6][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-22 09:08:41.051159
I0422 08:48:41.053121 140480897902400 checkpoint_manager.py:1560] [process=6][thread=MainThread][step=19] Starting CheckpointManager Save Finalize thread=save_finalize
I0422 08:48:41.053344 140352283473664 async_checkpointer.py:280] [process=6][thread=save_finalize] Waiting for background save thread=async_save.
I0422 08:48:41.053442 140480897902400 standard_logger.py:34] {'step': 19, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776847691.4408917, 'wait_for_prev_duration_secs': 29.23538327217102, 'time_between_consecutive_saves_sec': 22.547043323516846, 'checkpointer_blocking_start_time': 1776847720.6777518, 'checkpointer_blocking_duration_secs': 0.3735778331756592, 'get_old_steps_start_time': 1776847721.0513484, 'get_old_steps_duration_secs': 2.5272369384765625e-05, 'checkpoint_manager_blocking_start_time': 1776847691.438905, 'checkpoint_manager_blocking_duration_secs': 29.6145076751709}
I0422 08:48:41.053588 140480897902400 checkpointing.py:408] Started an asynchronous checkpoint save for step 19
I0422 08:48:41.053631 140480897902400 checkpoint_manager.py:2020] [process=6][thread=MainThread][step=19][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0422 08:48:46.084552 140353336600320 array_metadata_store.py:203] [process=6][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_16_zarr3_false/checkpoints/19/items/array_metadatas/process_6
I0422 08:49:23.659936 140358776248064 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/gbytes_per_sec: 37.032 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 42.65521311759949 s) (per-host)
I0422 08:49:23.660063 140358776248064 async_checkpointer.py:90] [process=6][thread=async_save] 3 Handler Commit operations completed. Time taken: 42.608761s.
I0422 08:49:30.117734 140358776248064 async_checkpointer.py:160] [process=6][thread=async_save] Background save thread done. Time taken: 49.066416s.
I0422 08:49:30.117972 140352283473664 async_checkpointer.py:288] [process=6][thread=save_finalize] Done with waiting for background save thread=async_save.
I0422 08:49:30.118028 140352283473664 async_checkpointer.py:298] [process=6][thread=save_finalize] No errors found in background save thread=async_save.
I0422 08:49:30.118065 140352283473664 checkpoint_manager.py:2137] [process=6][thread=save_finalize][step=19] CheckpointManager Save Finalize is syncing with other hosts...
I0422 08:49:30.119756 140352283473664 checkpoint_manager.py:2146] [process=6][thread=save_finalize][step=19] CheckpointManager Save Finalize is done on all hosts.
I0422 08:49:30.119951 140480897902400 checkpoint_manager.py:2032] [process=6][thread=MainThread][step=19][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=19.
I0422 08:49:30.120133 140480897902400 checkpoint_manager.py:2009] [process=6][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0422 08:49:30.121073 140480897902400 metric_logger.py:196] completed step: 19, seconds: 0.147, TFLOP/s/device: 92.434, Tokens/s/device: 13932.636, total_weights: 65536, loss: 5.391, lm_loss: 5.391, perplexity: 219.349
Per train step:
 Total TFLOPs: 13.59 
 split as 93.93% learnable weight flops and 6.07% attention flops
XPK End: Wed Apr 22 08:49:41 UTC 2026
EXIT_CODE=0
XPK Start: Wed Apr 22 14:12:22 UTC 2026
PyTorch was not found. Models won't be available and only tokenizers, configuration and file/data utilities can be used.
2026-04-22 14:12:46.342020: 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)
I0422 14:12:46.521249 139585633957696 max_utils.py:273] Attempting to initialize the jax distributed system...
I0422 14:12:55.564342 139585633957696 distributed.py:149] Starting JAX distributed service on [::]:8482
I0422 14:12:55.568801 139585633957696 distributed.py:172] Connecting to JAX distributed service on mt-16-zarr3-false-rs-alh10-slice-job-0-0.mt-16-zarr3-false-rs-alh10:8482
I0422 14:12:57.108508 139585633957696 max_utils.py:284] Jax distributed system initialized!
I0422 14:13:02.168604 139585633957696 max_utils.py:800] System Information: Jax Version: 0.9.2
I0422 14:13:02.168708 139585633957696 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0422 14:13:02.168749 139585633957696 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
I0422 14:13:02.168783 139585633957696 train_utils.py:378] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing.
I0422 14:13:02.868474 139585633957696 maxtext_utils.py:1718] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0422 14:13:02.869055 139585633957696 maxtext_utils.py:1718] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0422 14:13:02.869257 139585633957696 checkpointing.py:688] Setting up checkpoint logger...
I0422 14:13:02.869310 139585633957696 checkpointing.py:234] Creating checkpoint manager with ocdbt=True and zarr3=False
I0422 14:13:02.869352 139585633957696 pytree_checkpoint_handler.py:592] save_device_host_concurrent_bytes=None
I0422 14:13:02.869685 139585633957696 base_pytree_checkpoint_handler.py:441] Created BasePyTreeCheckpointHandler: use_ocdbt=True, use_zarr3=False, pytree_metadata_options=PyTreeMetadataOptions(support_rich_types=False), array_metadata_store=<orbax.checkpoint._src.metadata.array_metadata_store.Store object at 0x7ef32f5f3800>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0422 14:13:04.200593 139585633957696 checkpointing.py:266] Enabling policy for fixed interval checkpointing.
I0422 14:13:04.200822 139585633957696 checkpoint_manager.py:708] [process=6][thread=MainThread] CheckpointManager init: checkpointers=None, item_names=('items',), item_handlers={'items': <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7edfa45e4cb0>}, handler_registry=None
I0422 14:13:04.201058 139585633957696 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7edfa45e4cb0>` 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`.
I0422 14:13:04.201118 139585633957696 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7edfa43dbb00>` 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`.
I0422 14:13:04.201154 139585633957696 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 0x7edfa45e4cb0>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7edfa45e4cb0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7edfa43dbb00>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7edfa43dbb00>}).
I0422 14:13:04.201469 139585633957696 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.34
I0422 14:13:04.201539 139585633957696 async_checkpointer.py:192] [process=6][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>._fn at 0x7edfa4210540> timeout: 1200 secs and primary_host=0 for async checkpoint writes
I0422 14:13:05.908831 139466958161664 checkpoint.py:228] Read Metadata={'item_handlers': {'items': 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler'}, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776866920433518276, 'commit_timestamp_nsecs': 1776866967424170153, 'custom_metadata': {}} from gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints/0/_CHECKPOINT_METADATA
I0422 14:13:06.160267 139466958161664 checkpoint_manager.py:1871] Missing metrics for step 0
I0422 14:13:06.192222 139585633957696 checkpoint_manager.py:1812] Found 3 checkpoint steps in gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints
I0422 14:13:07.438899 139585633957696 checkpoint_manager.py:929] [process=6][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=5), 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_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x7edfa43db110>
I0422 14:13:07.439069 139585633957696 checkpointing.py:302] Checkpoint manager created!
I0422 14:13:08.410808 139585633957696 nnx_wrappers.py:437] Unknown Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0422 14:13:08.410912 139585633957696 nnx_wrappers.py:437] Unknown Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0422 14:13:08.790033 139585633957696 attentions.py:1088] attentions/inputs_q Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0422 14:13:08.790162 139585633957696 attentions.py:1088] attentions/inputs_q Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0422 14:13:08.806229 139585633957696 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0422 14:13:08.806285 139585633957696 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0422 14:13:08.829556 139585633957696 attentions.py:1154] attentions/query Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0422 14:13:08.829621 139585633957696 attentions.py:1154] attentions/query Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0422 14:13:08.845776 139585633957696 attentions.py:1155] attentions/key Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0422 14:13:08.845844 139585633957696 attentions.py:1155] attentions/key Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0422 14:13:08.862136 139585633957696 attentions.py:1156] attentions/value Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0422 14:13:08.862196 139585633957696 attentions.py:1156] attentions/value Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0422 14:13:08.886410 139585633957696 attentions.py:1197] attentions/out Logical: bfloat16[32,2048,16,128].................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv').
I0422 14:13:08.886479 139585633957696 attentions.py:1197] attentions/out Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0422 14:13:08.907999 139585633957696 linears.py:525] linears/x Logical: bfloat16[32,2048,7168]...................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0422 14:13:08.908062 139585633957696 linears.py:525] linears/x Physical: bfloat16[32,2048,7168]...................................... ('fsdp', None, None).
I0422 14:13:09.122182 139585633957696 checkpointing.py:578] checkpoint manager exists so trying to load this run's existing checkpoint
I0422 14:13:09.122292 139585633957696 checkpointing.py:582] restoring from this run's directory step 9
I0422 14:13:09.372195 139585633957696 event_tracking.py:70] [process=6] [sync] Started load checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints/9.
I0422 14:13:09.623385 139585633957696 checkpointer.py:307] Restoring checkpoint from gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints/9.
I0422 14:13:09.623802 139585633957696 event_tracking.py:125] [process=6] [sync] Finished blocking load in 0.25 seconds. Continuing load @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints/9.
I0422 14:13:11.464207    1412 google_auth_provider.cc:181] Running on GCE, using service account 562977990677-compute@developer.gserviceaccount.com
I0422 14:13:18.208270 139585633957696 jax_array_handlers.py:843] [process=6] /jax/orbax/read/worker/io/requested throughput: 234.114 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 6.750018119812012 s) (per-host)
I0422 14:13:18.214219 139585633957696 base_pytree_checkpoint_handler.py:130] [process=6] /jax/checkpoint/read/gbytes_per_sec: 221.090 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 7.158139228820801 s) (per-host)
I0422 14:13:19.533025 139585633957696 event_tracking.py:138] [process=6] [sync] Finished load in 10.16 seconds @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints/9
I0422 14:13:19.533199 139585633957696 standard_logger.py:34] {'step': 9, 'event_type': 'restore', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints', 'checkpointer_start_time': 1776867189.3720767, 'checkpointer_duration_secs': 10.161089658737183, 'checkpoint_manager_start_time': 1776867189.1225455, 'checkpoint_manager_duration_secs': 10.410622596740723}
fsdp: 32
I0422 14:13:19.948800 139585633957696 maxtext_utils.py:1827]  params/params/decoder/decoder_norm/scale
    Shape:     float32[2048]
    Logical:   P('norm',)
    Physical:  (None,)
I0422 14:13:19.948953 139585633957696 maxtext_utils.py:1827]  params/params/decoder/layers/mlp/wi_0/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0422 14:13:19.949025 139585633957696 maxtext_utils.py:1827]  params/params/decoder/layers/mlp/wi_1/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0422 14:13:19.949127 139585633957696 maxtext_utils.py:1827]  params/params/decoder/layers/mlp/wo/kernel
    Shape:     float32[7168,16,2048]
    Logical:   P('mlp', 'layers', 'embed')
    Physical:  (None, None, 'fsdp')
I0422 14:13:19.949208 139585633957696 maxtext_utils.py:1827]  params/params/decoder/layers/post_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0422 14:13:19.949266 139585633957696 maxtext_utils.py:1827]  params/params/decoder/layers/pre_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0422 14:13:19.949349 139585633957696 maxtext_utils.py:1827]  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)
I0422 14:13:19.949429 139585633957696 maxtext_utils.py:1827]  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')
I0422 14:13:19.949486 139585633957696 maxtext_utils.py:1827]  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)
I0422 14:13:19.949546 139585633957696 maxtext_utils.py:1827]  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)
I0422 14:13:19.949613 139585633957696 maxtext_utils.py:1827]  params/params/decoder/logits_dense/kernel
    Shape:     float32[2048,32000]
    Logical:   P('embed_vocab', 'vocab')
    Physical:  ('fsdp', None)

I0422 14:13:19.949693 139585633957696 maxtext_utils.py:1827]  params/params/token_embedder/embedding
    Shape:     float32[32000,2048]
    Logical:   P('vocab', 'embed_vocab')
    Physical:  (None, 'fsdp')
I0422 14:13:20.440219 139585633957696 train.py:157] train/xent Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0422 14:13:20.440311 139585633957696 train.py:157] train/xent Physical: float32[32,2048]............................................ ('fsdp', None).
I0422 14:13:20.455705 139585633957696 train.py:164] train/z_loss Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0422 14:13:20.455766 139585633957696 train.py:164] train/z_loss Physical: float32[32,2048]............................................ ('fsdp', None).
I0422 14:13:31.578887 139585633957696 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.
I0422 14:13:31.579562 139585633957696 metric_logger.py:301] number parameters: 1.104 billion
I0422 14:13:43.024846 139585633957696 checkpointing.py:794] Waiting for step 10 to finish before checkpoint...
I0422 14:13:43.178025 139585633957696 checkpointing.py:798] Waited 0.15316152572631836 seconds for step 10 to finish before starting checkpointing.
I0422 14:13:43.180743 139585633957696 checkpoint_manager.py:2009] [process=6][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0422 14:13:43.182642 139585633957696 checkpoint_manager.py:1512] [process=6] Saving checkpoint at step 10
I0422 14:13:43.184082 139585633957696 event_tracking.py:70] [process=6] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints/10.
I0422 14:13:43.515665 139585633957696 signaling_client.py:364] Using JaxDistributedSignalingClient
I0422 14:13:43.516744 139585633957696 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0422 14:13:43.516802 139585633957696 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
I0422 14:13:43.800257 139585633957696 base_pytree_checkpoint_handler.py:154] [process=6][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.284667s
I0422 14:13:43.800434 139585633957696 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/blocking_gbytes_per_sec: 5.347 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.28849053382873535 s) (per-host)
I0422 14:13:43.800487 139585633957696 base_pytree_checkpoint_handler.py:768] [process=6][thread=MainThread] Initiated Pytree async_save. Time taken: 0.288555s (batch_requests_ready=0.002119s, total_serialization_initiated=0.286362s, others=0.000073s)
I0422 14:13:43.800576 139585633957696 composite_checkpoint_handler.py:715] [process=6][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.292813s (all_items=0.000018s, per_item={'items': '0.00001764'}, temp_paths=0.292796)
I0422 14:13:43.801331 139585633957696 event_tracking.py:125] [process=6] [async] Finished blocking save in 0.62 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints/10.
I0422 14:13:43.801687 139466345789184 async_checkpointer.py:76] [process=6][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-22 14:33:43.801648
I0422 14:13:43.803552 139585633957696 checkpoint_manager.py:1560] [process=6][thread=MainThread][step=10] Starting CheckpointManager Save Finalize thread=save_finalize
I0422 14:13:43.803802 139464215090944 async_checkpointer.py:280] [process=6][thread=save_finalize] Waiting for background save thread=async_save.
I0422 14:13:43.803926 139585633957696 standard_logger.py:34] {'step': 10, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776867223.1807237, 'wait_for_prev_duration_secs': 5.9604644775390625e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776867223.1826804, 'checkpointer_blocking_duration_secs': 0.6191625595092773, 'get_old_steps_start_time': 1776867223.8018656, 'get_old_steps_duration_secs': 3.24249267578125e-05, 'checkpoint_manager_blocking_start_time': 1776867223.1785357, 'checkpoint_manager_blocking_duration_secs': 0.6253571510314941}
I0422 14:13:43.804081 139585633957696 checkpointing.py:409] Started an asynchronous checkpoint save for step 10
I0422 14:13:43.804144 139585633957696 max_utils.py:750] 
Memstats: After params initialized:
I0422 14:13:43.804190 139585633957696 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_24(process=6,(0,6,0,0))
I0422 14:13:43.804221 139585633957696 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_25(process=6,(1,6,0,0))
I0422 14:13:43.804252 139585633957696 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_28(process=6,(0,7,0,0))
I0422 14:13:43.804276 139585633957696 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_29(process=6,(1,7,0,0))
I0422 14:13:44.116034 139585633957696 metric_logger.py:196] completed step: 10, seconds: 11.445, TFLOP/s/device: 1.187, Tokens/s/device: 178.940, total_weights: 65536, loss: 6.833, lm_loss: 6.833, perplexity: 927.869
I0422 14:13:44.698614 139585633957696 metric_logger.py:196] completed step: 11, seconds: 1.090, TFLOP/s/device: 12.469, Tokens/s/device: 1879.435, total_weights: 65536, loss: 6.527, lm_loss: 6.527, perplexity: 683.659
I0422 14:13:44.846170 139585633957696 metric_logger.py:196] completed step: 12, seconds: 0.436, TFLOP/s/device: 31.151, Tokens/s/device: 4695.471, total_weights: 65536, loss: 6.265, lm_loss: 6.265, perplexity: 526.068
I0422 14:13:44.993505 139585633957696 metric_logger.py:196] completed step: 13, seconds: 0.152, TFLOP/s/device: 89.099, Tokens/s/device: 13429.949, total_weights: 65536, loss: 6.045, lm_loss: 6.045, perplexity: 422.001
I0422 14:13:44.998230 139585633957696 checkpointing.py:794] Waiting for step 15 to finish before checkpoint...
I0422 14:13:45.287620 139585633957696 checkpointing.py:798] Waited 0.2893550395965576 seconds for step 15 to finish before starting checkpointing.
I0422 14:13:45.290897 139585633957696 checkpoint_manager.py:2020] [process=6][thread=MainThread][step=10][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0422 14:13:49.164558 139465259468544 array_metadata_store.py:203] [process=6][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints/10/items/array_metadatas/process_6
I0422 14:14:26.141746 139466345789184 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/gbytes_per_sec: 37.054 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 42.6297709941864 s) (per-host)
I0422 14:14:26.141852 139466345789184 async_checkpointer.py:90] [process=6][thread=async_save] 3 Handler Commit operations completed. Time taken: 42.340054s.
I0422 14:14:33.689957 139466345789184 async_checkpointer.py:160] [process=6][thread=async_save] Background save thread done. Time taken: 49.888140s.
I0422 14:14:33.690241 139464215090944 async_checkpointer.py:288] [process=6][thread=save_finalize] Done with waiting for background save thread=async_save.
I0422 14:14:33.690364 139464215090944 async_checkpointer.py:298] [process=6][thread=save_finalize] No errors found in background save thread=async_save.
I0422 14:14:33.690417 139464215090944 checkpoint_manager.py:2137] [process=6][thread=save_finalize][step=10] CheckpointManager Save Finalize is syncing with other hosts...
I0422 14:14:33.692066 139464215090944 checkpoint_manager.py:2146] [process=6][thread=save_finalize][step=10] CheckpointManager Save Finalize is done on all hosts.
I0422 14:14:33.692278 139585633957696 checkpoint_manager.py:2032] [process=6][thread=MainThread][step=10][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=10.
W0422 14:14:33.692411 139585633957696 checkpoint_manager.py:1452] Waiting for previous save to complete took 48.401515 seconds. If this number is high, consider checkpointing less frequently.
I0422 14:14:33.694288 139585633957696 checkpoint_manager.py:1512] [process=6] Saving checkpoint at step 15
I0422 14:14:33.696764 139585633957696 event_tracking.py:70] [process=6] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints/15.
I0422 14:14:33.989324 139585633957696 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0422 14:14:33.989418 139585633957696 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
I0422 14:14:34.036879 139585633957696 base_pytree_checkpoint_handler.py:154] [process=6][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.048703s
I0422 14:14:34.037044 139585633957696 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/blocking_gbytes_per_sec: 29.602 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.052111148834228516 s) (per-host)
I0422 14:14:34.037105 139585633957696 base_pytree_checkpoint_handler.py:768] [process=6][thread=MainThread] Initiated Pytree async_save. Time taken: 0.052170s (batch_requests_ready=0.001771s, total_serialization_initiated=0.050334s, others=0.000065s)
I0422 14:14:34.037195 139585633957696 composite_checkpoint_handler.py:715] [process=6][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.056988s (all_items=0.000012s, per_item={'items': '0.00001240'}, temp_paths=0.056975)
I0422 14:14:34.037831 139585633957696 event_tracking.py:125] [process=6] [async] Finished blocking save in 0.34 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints/15.
I0422 14:14:34.038224 139465259468544 async_checkpointer.py:76] [process=6][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-22 14:34:34.038187
I0422 14:14:34.040204 139585633957696 checkpoint_manager.py:1560] [process=6][thread=MainThread][step=15] Starting CheckpointManager Save Finalize thread=save_finalize
I0422 14:14:34.040488 139464215090944 async_checkpointer.py:280] [process=6][thread=save_finalize] Waiting for background save thread=async_save.
I0422 14:14:34.040619 139585633957696 standard_logger.py:34] {'step': 15, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776867225.2908664, 'wait_for_prev_duration_secs': 48.401514768600464, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776867273.694327, 'checkpointer_blocking_duration_secs': 0.3440437316894531, 'get_old_steps_start_time': 1776867274.0383942, 'get_old_steps_duration_secs': 3.337860107421875e-05, 'checkpoint_manager_blocking_start_time': 1776867225.2882266, 'checkpoint_manager_blocking_duration_secs': 48.7523627281189}
I0422 14:14:34.040772 139585633957696 checkpointing.py:409] Started an asynchronous checkpoint save for step 15
I0422 14:14:34.041541 139585633957696 metric_logger.py:196] completed step: 14, seconds: 0.147, TFLOP/s/device: 92.117, Tokens/s/device: 13884.840, total_weights: 65536, loss: 5.864, lm_loss: 5.864, perplexity: 352.193
I0422 14:14:34.047515 139585633957696 metric_logger.py:196] completed step: 15, seconds: 0.147, TFLOP/s/device: 92.169, Tokens/s/device: 13892.658, total_weights: 65536, loss: 5.719, lm_loss: 5.719, perplexity: 304.661
I0422 14:14:40.164765 139460967872256 array_metadata_store.py:203] [process=6][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints/15/items/array_metadatas/process_6
I0422 14:14:55.206538 139585633957696 metric_logger.py:196] completed step: 16, seconds: 49.048, TFLOP/s/device: 0.277, Tokens/s/device: 41.755, total_weights: 65536, loss: 5.605, lm_loss: 5.605, perplexity: 271.872
I0422 14:14:55.353757 139585633957696 metric_logger.py:196] completed step: 17, seconds: 21.013, TFLOP/s/device: 0.647, Tokens/s/device: 97.464, total_weights: 65536, loss: 5.517, lm_loss: 5.517, perplexity: 248.975
I0422 14:14:55.501337 139585633957696 metric_logger.py:196] completed step: 18, seconds: 0.152, TFLOP/s/device: 89.146, Tokens/s/device: 13436.998, total_weights: 65536, loss: 5.448, lm_loss: 5.448, perplexity: 232.333
I0422 14:14:55.647957 139585633957696 checkpointing.py:794] Waiting for step 19 to finish before checkpoint...
I0422 14:14:55.648702 139585633957696 checkpointing.py:798] Waited 0.0007631778717041016 seconds for step 19 to finish before starting checkpointing.
I0422 14:14:55.650745 139585633957696 checkpoint_manager.py:2020] [process=6][thread=MainThread][step=15][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0422 14:15:16.058542 139465259468544 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/gbytes_per_sec: 37.544 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 42.073570728302 s) (per-host)
I0422 14:15:16.058666 139465259468544 async_checkpointer.py:90] [process=6][thread=async_save] 3 Handler Commit operations completed. Time taken: 42.020323s.
I0422 14:15:25.006237 139465259468544 async_checkpointer.py:160] [process=6][thread=async_save] Background save thread done. Time taken: 50.967876s.
I0422 14:15:25.006565 139464215090944 async_checkpointer.py:288] [process=6][thread=save_finalize] Done with waiting for background save thread=async_save.
I0422 14:15:25.006693 139464215090944 async_checkpointer.py:298] [process=6][thread=save_finalize] No errors found in background save thread=async_save.
I0422 14:15:25.006743 139464215090944 checkpoint_manager.py:2137] [process=6][thread=save_finalize][step=15] CheckpointManager Save Finalize is syncing with other hosts...
I0422 14:15:25.008138 139464215090944 checkpoint_manager.py:2146] [process=6][thread=save_finalize][step=15] CheckpointManager Save Finalize is done on all hosts.
I0422 14:15:25.008332 139585633957696 checkpoint_manager.py:2032] [process=6][thread=MainThread][step=15][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=15.
W0422 14:15:25.008459 139585633957696 checkpoint_manager.py:1452] Waiting for previous save to complete took 29.357721 seconds. If this number is high, consider checkpointing less frequently.
I0422 14:15:25.010009 139585633957696 checkpoint_manager.py:1512] [process=6] Saving checkpoint at step 19
I0422 14:15:25.011984 139585633957696 event_tracking.py:70] [process=6] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints/19.
I0422 14:15:25.341754 139585633957696 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0422 14:15:25.341849 139585633957696 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
I0422 14:15:25.390433 139585633957696 base_pytree_checkpoint_handler.py:154] [process=6][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.049587s
I0422 14:15:25.390618 139585633957696 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/blocking_gbytes_per_sec: 29.075 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.0530545711517334 s) (per-host)
I0422 14:15:25.390676 139585633957696 base_pytree_checkpoint_handler.py:768] [process=6][thread=MainThread] Initiated Pytree async_save. Time taken: 0.053123s (batch_requests_ready=0.001650s, total_serialization_initiated=0.051399s, others=0.000074s)
I0422 14:15:25.390791 139585633957696 composite_checkpoint_handler.py:715] [process=6][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.057345s (all_items=0.000011s, per_item={'items': '0.00001073'}, temp_paths=0.057335)
I0422 14:15:25.391572 139585633957696 event_tracking.py:125] [process=6] [async] Finished blocking save in 0.38 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints/19.
I0422 14:15:25.391867 139464215090944 async_checkpointer.py:76] [process=6][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-22 14:35:25.391835
I0422 14:15:25.393735 139585633957696 checkpoint_manager.py:1560] [process=6][thread=MainThread][step=19] Starting CheckpointManager Save Finalize thread=save_finalize
I0422 14:15:25.394015 139460967872256 async_checkpointer.py:280] [process=6][thread=save_finalize] Waiting for background save thread=async_save.
I0422 14:15:25.394159 139585633957696 standard_logger.py:34] {'step': 19, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776867295.6507154, 'wait_for_prev_duration_secs': 29.357721090316772, 'time_between_consecutive_saves_sec': 21.9585862159729, 'checkpointer_blocking_start_time': 1776867325.010048, 'checkpointer_blocking_duration_secs': 0.3819575309753418, 'get_old_steps_start_time': 1776867325.3920228, 'get_old_steps_duration_secs': 2.7894973754882812e-05, 'checkpoint_manager_blocking_start_time': 1776867295.6489353, 'checkpoint_manager_blocking_duration_secs': 29.74519181251526}
I0422 14:15:25.394332 139585633957696 checkpointing.py:409] Started an asynchronous checkpoint save for step 19
I0422 14:15:25.394376 139585633957696 checkpoint_manager.py:2020] [process=6][thread=MainThread][step=19][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0422 14:15:31.122307 139460431816448 array_metadata_store.py:203] [process=6][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260422_123906/linen_xpk_feat_nnx_post_train_fixes_20260422_123906_16_zarr3_false/checkpoints/19/items/array_metadatas/process_6
I0422 14:16:08.756797 139464215090944 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/gbytes_per_sec: 36.380 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 43.41919946670532 s) (per-host)
I0422 14:16:08.756906 139464215090944 async_checkpointer.py:90] [process=6][thread=async_save] 3 Handler Commit operations completed. Time taken: 43.364928s.
I0422 14:16:15.539936 139464215090944 async_checkpointer.py:160] [process=6][thread=async_save] Background save thread done. Time taken: 50.147942s.
I0422 14:16:15.540243 139460967872256 async_checkpointer.py:288] [process=6][thread=save_finalize] Done with waiting for background save thread=async_save.
I0422 14:16:15.540380 139460967872256 async_checkpointer.py:298] [process=6][thread=save_finalize] No errors found in background save thread=async_save.
I0422 14:16:15.540422 139460967872256 checkpoint_manager.py:2137] [process=6][thread=save_finalize][step=19] CheckpointManager Save Finalize is syncing with other hosts...
I0422 14:16:15.541882 139460967872256 checkpoint_manager.py:2146] [process=6][thread=save_finalize][step=19] CheckpointManager Save Finalize is done on all hosts.
I0422 14:16:15.542039 139585633957696 checkpoint_manager.py:2032] [process=6][thread=MainThread][step=19][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=19.
I0422 14:16:15.542205 139585633957696 checkpoint_manager.py:2009] [process=6][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0422 14:16:15.543020 139585633957696 metric_logger.py:196] completed step: 19, seconds: 0.147, TFLOP/s/device: 92.342, Tokens/s/device: 13918.811, total_weights: 65536, loss: 5.391, lm_loss: 5.391, perplexity: 219.349
Per train step:
 Total TFLOPs: 13.59 
 split as 93.93% learnable weight flops and 6.07% attention flops
XPK End: Wed Apr 22 14:16:27 UTC 2026
EXIT_CODE=0