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‹ 16_zarr3_false_saveCase: 16_zarr3_true_resume16_zarr3_true_save ›

Metrics: main (586e69205) vs feat/nnx-post-train-fixes (7f06c99ac)

Metricmain  586e69205feat/nnx-post-train-fixes  7f06c99acDiff (feat/nnx-post-train-fixes − main)
Parameters1.104 billion1.104 billion
Final loss5.39105.39100
TFLOP/s92.16992.349+0.18
Tok/s13892.713919.9+27.194
Avg s/step8.4448.239-0.205
Memory %1.381.380
JAX0.9.20.9.2

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

main  ·  586e69205  ·  main_20260423_071538  ·  full log
XPK Start: Thu Apr 23 08:41:42 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. 
2026-04-23 08:42:07.517640: 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)
I0423 08:42:07.728953 140378241681216 max_utils.py:273] Attempting to initialize the jax distributed system...
I0423 08:42:16.770580 140378241681216 distributed.py:149] Starting JAX distributed service on [::]:8482
I0423 08:42:16.772898 140378241681216 distributed.py:172] Connecting to JAX distributed service on mt-16-zarr3-true-rs-bc7xa-slice-job-0-0.mt-16-zarr3-true-rs-bc7xa:8482
I0423 08:42:17.542819 140378241681216 max_utils.py:284] Jax distributed system initialized!
I0423 08:42:23.543408 140378241681216 max_utils.py:800] System Information: Jax Version: 0.9.2
I0423 08:42:23.543515 140378241681216 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0423 08:42:23.543559 140378241681216 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
I0423 08:42:23.543595 140378241681216 train_utils.py:361] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing.
I0423 08:42:24.235146 140378241681216 maxtext_utils.py:1604] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0423 08:42:24.235429 140378241681216 checkpointing.py:677] Setting up checkpoint logger...
I0423 08:42:24.235483 140378241681216 checkpointing.py:233] Creating checkpoint manager with ocdbt=True and zarr3=True
I0423 08:42:24.235532 140378241681216 pytree_checkpoint_handler.py:592] save_device_host_concurrent_bytes=None
I0423 08:42:24.235879 140378241681216 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 0x7fabc6b18f20>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0423 08:42:25.498023 140378241681216 checkpointing.py:265] Enabling policy for fixed interval checkpointing.
I0423 08:42:25.498288 140378241681216 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 0x7faa97947c80>}, handler_registry=None
I0423 08:42:25.498526 140378241681216 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7faa97947c80>` 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`.
I0423 08:42:25.498574 140378241681216 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7f972450a540>` 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`.
I0423 08:42:25.498609 140378241681216 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 0x7faa97947c80>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7faa97947c80>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7f972450a540>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7f972450a540>}).
I0423 08:42:25.498924 140378241681216 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.34
I0423 08:42:25.498991 140378241681216 async_checkpointer.py:192] [process=6][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>._fn at 0x7f963c2e5800> timeout: 1200 secs and primary_host=0 for async checkpoint writes
I0423 08:42:27.414942 140255512491776 checkpoint.py:228] Read Metadata={'item_handlers': {'items': 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler'}, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776933531957309842, 'commit_timestamp_nsecs': 1776933578974848004, 'custom_metadata': {}} from gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints/5/_CHECKPOINT_METADATA
I0423 08:42:27.658209 140255512491776 checkpoint_manager.py:1871] Missing metrics for step 5
I0423 08:42:28.538253 140378241681216 checkpoint_manager.py:1812] Found 3 checkpoint steps in gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints
I0423 08:42:28.938981 140378241681216 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_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x7f9724507470>
I0423 08:42:28.939187 140378241681216 checkpointing.py:301] Checkpoint manager created!
I0423 08:42:29.868432 140378241681216 nnx_wrappers.py:437] Unknown Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0423 08:42:29.868555 140378241681216 nnx_wrappers.py:437] Unknown Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0423 08:42:30.246138 140378241681216 attentions.py:1088] attentions/inputs_q Logical: bfloat16[32,2048,2048]...................................... ('activation_batch_attn', 'activation_length_attn', 'activation_embed_attn').
I0423 08:42:30.246240 140378241681216 attentions.py:1088] attentions/inputs_q Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0423 08:42:30.262816 140378241681216 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[32,2048,2048]...................................... ('activation_batch_attn', 'activation_length_attn', 'activation_embed_attn').
I0423 08:42:30.262880 140378241681216 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0423 08:42:30.286940 140378241681216 attentions.py:1154] attentions/query Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_length_attn', 'activation_kv_heads', 'activation_kv_head_dim').
I0423 08:42:30.287013 140378241681216 attentions.py:1154] attentions/query Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0423 08:42:30.303734 140378241681216 attentions.py:1155] attentions/key Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_length_attn', 'activation_kv_heads', 'activation_kv_head_dim').
I0423 08:42:30.303807 140378241681216 attentions.py:1155] attentions/key Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0423 08:42:30.320456 140378241681216 attentions.py:1156] attentions/value Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_length_attn', 'activation_kv_heads', 'activation_kv_head_dim').
I0423 08:42:30.320520 140378241681216 attentions.py:1156] attentions/value Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0423 08:42:30.345524 140378241681216 attentions.py:1198] attentions/out Logical: bfloat16[32,2048,16,128].................................... ('activation_batch_attn', 'activation_length_attn', 'activation_heads', 'activation_kv').
I0423 08:42:30.345601 140378241681216 attentions.py:1198] attentions/out Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0423 08:42:30.366940 140378241681216 linears.py:525] linears/x Logical: bfloat16[32,2048,7168]...................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0423 08:42:30.367011 140378241681216 linears.py:525] linears/x Physical: bfloat16[32,2048,7168]...................................... ('fsdp', None, None).
I0423 08:42:30.581654 140378241681216 checkpointing.py:577] checkpoint manager exists so trying to load this run's existing checkpoint
I0423 08:42:30.581777 140378241681216 checkpointing.py:581] restoring from this run's directory step 9
I0423 08:42:30.832695 140378241681216 event_tracking.py:70] [process=6] [sync] Started load checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints/9.
I0423 08:42:31.078580 140378241681216 checkpointer.py:307] Restoring checkpoint from gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints/9.
I0423 08:42:31.079019 140378241681216 event_tracking.py:125] [process=6] [sync] Finished blocking load in 0.25 seconds. Continuing load @ gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints/9.
I0423 08:42:33.351878    1469 google_auth_provider.cc:181] Running on GCE, using service account 562977990677-compute@developer.gserviceaccount.com
I0423 08:42:39.637445 140378241681216 jax_array_handlers.py:843] [process=6] /jax/orbax/read/worker/io/requested throughput: 251.175 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 6.291522741317749 s) (per-host)
I0423 08:42:39.642892 140378241681216 base_pytree_checkpoint_handler.py:130] [process=6] /jax/checkpoint/read/gbytes_per_sec: 221.999 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 7.128828525543213 s) (per-host)
I0423 08:42:39.800992 140378241681216 event_tracking.py:138] [process=6] [sync] Finished load in 8.97 seconds @ gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints/9
I0423 08:42:39.801186 140378241681216 standard_logger.py:34] {'step': 9, 'event_type': 'restore', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints', 'checkpointer_start_time': 1776933750.8325965, 'checkpointer_duration_secs': 8.968554735183716, 'checkpoint_manager_start_time': 1776933750.5820434, 'checkpoint_manager_duration_secs': 9.21911072731018}
fsdp: 32
I0423 08:42:40.222033 140378241681216 maxtext_utils.py:1707]  params/params/decoder/decoder_norm/scale
    Shape:     float32[2048]
    Logical:   P('norm',)
    Physical:  (None,)
I0423 08:42:40.222186 140378241681216 maxtext_utils.py:1707]  params/params/decoder/layers/mlp/wi_0/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0423 08:42:40.222244 140378241681216 maxtext_utils.py:1707]  params/params/decoder/layers/mlp/wi_1/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0423 08:42:40.222305 140378241681216 maxtext_utils.py:1707]  params/params/decoder/layers/mlp/wo/kernel
    Shape:     float32[7168,16,2048]
    Logical:   P('mlp', 'layers', 'embed')
    Physical:  (None, None, 'fsdp')
I0423 08:42:40.222359 140378241681216 maxtext_utils.py:1707]  params/params/decoder/layers/post_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0423 08:42:40.222397 140378241681216 maxtext_utils.py:1707]  params/params/decoder/layers/pre_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0423 08:42:40.222449 140378241681216 maxtext_utils.py:1707]  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)
I0423 08:42:40.222507 140378241681216 maxtext_utils.py:1707]  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')
I0423 08:42:40.222548 140378241681216 maxtext_utils.py:1707]  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)
I0423 08:42:40.222583 140378241681216 maxtext_utils.py:1707]  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)
I0423 08:42:40.222627 140378241681216 maxtext_utils.py:1707]  params/params/decoder/logits_dense/kernel
    Shape:     float32[2048,32000]
    Logical:   P('embed_vocab', 'vocab')
    Physical:  ('fsdp', None)
I0423 08:42:40.222671 140378241681216 maxtext_utils.py:1707]  params/params/token_embedder/embedding
    Shape:     float32[32000,2048]

    Logical:   P('vocab', 'embed_vocab')
    Physical:  (None, 'fsdp')
I0423 08:42:40.709024 140378241681216 train.py:155] train/xent Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0423 08:42:40.709136 140378241681216 train.py:155] train/xent Physical: float32[32,2048]............................................ ('fsdp', None).
I0423 08:42:40.724694 140378241681216 train.py:162] train/z_loss Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0423 08:42:40.724755 140378241681216 train.py:162] train/z_loss Physical: float32[32,2048]............................................ ('fsdp', None).
I0423 08:42:51.610398 140378241681216 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.
I0423 08:42:51.612698 140378241681216 metric_logger.py:301] number parameters: 1.104 billion
I0423 08:43:02.848384 140378241681216 checkpointing.py:772] Waiting for step 10 to finish before checkpoint...
I0423 08:43:03.174909 140378241681216 checkpointing.py:776] Waited 0.32650208473205566 seconds for step 10 to finish before starting checkpointing.
I0423 08:43:03.177304 140378241681216 checkpoint_manager.py:2009] [process=6][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0423 08:43:03.179173 140378241681216 checkpoint_manager.py:1512] [process=6] Saving checkpoint at step 10
I0423 08:43:03.180654 140378241681216 event_tracking.py:70] [process=6] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints/10.
I0423 08:43:03.936449 140378241681216 signaling_client.py:364] Using JaxDistributedSignalingClient
I0423 08:43:03.937448 140378241681216 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0423 08:43:03.937505 140378241681216 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
I0423 08:43:04.216307 140378241681216 base_pytree_checkpoint_handler.py:154] [process=6][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.279929s
I0423 08:43:04.216478 140378241681216 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/blocking_gbytes_per_sec: 5.435 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.28380537033081055 s) (per-host)
I0423 08:43:04.216529 140378241681216 base_pytree_checkpoint_handler.py:768] [process=6][thread=MainThread] Initiated Pytree async_save. Time taken: 0.283867s (batch_requests_ready=0.002160s, total_serialization_initiated=0.281637s, others=0.000070s)
I0423 08:43:04.216618 140378241681216 composite_checkpoint_handler.py:715] [process=6][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.288105s (all_items=0.000018s, per_item={'items': '0.00001812'}, temp_paths=0.288087)
I0423 08:43:04.217272 140378241681216 event_tracking.py:125] [process=6] [async] Finished blocking save in 1.04 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints/10.
I0423 08:43:04.217637 140254321284864 async_checkpointer.py:76] [process=6][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-23 09:03:04.217595
I0423 08:43:04.219607 140378241681216 checkpoint_manager.py:1560] [process=6][thread=MainThread][step=10] Starting CheckpointManager Save Finalize thread=save_finalize
I0423 08:43:04.219887 140255462135552 async_checkpointer.py:280] [process=6][thread=save_finalize] Waiting for background save thread=async_save.
I0423 08:43:04.220018 140378241681216 standard_logger.py:34] {'step': 10, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776933783.177285, 'wait_for_prev_duration_secs': 6.127357482910156e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776933783.17921, 'checkpointer_blocking_duration_secs': 1.0385887622833252, 'get_old_steps_start_time': 1776933784.2178228, 'get_old_steps_duration_secs': 3.170967102050781e-05, 'checkpoint_manager_blocking_start_time': 1776933783.175459, 'checkpoint_manager_blocking_duration_secs': 1.0445261001586914}
I0423 08:43:04.220186 140378241681216 checkpointing.py:408] Started an asynchronous checkpoint save for step 10
I0423 08:43:04.220234 140378241681216 max_utils.py:750] 
Memstats: After params initialized:
I0423 08:43:04.220282 140378241681216 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_24(process=6,(0,6,0,0))
I0423 08:43:04.220313 140378241681216 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_25(process=6,(1,6,0,0))
I0423 08:43:04.220338 140378241681216 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_28(process=6,(0,7,0,0))
I0423 08:43:04.220360 140378241681216 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_29(process=6,(1,7,0,0))
I0423 08:43:04.532129 140378241681216 metric_logger.py:196] completed step: 10, seconds: 11.236, TFLOP/s/device: 1.209, Tokens/s/device: 182.278, total_weights: 65536, loss: 6.833, lm_loss: 6.833, perplexity: 927.869
I0423 08:43:04.712384 140378241681216 metric_logger.py:196] completed step: 11, seconds: 1.682, TFLOP/s/device: 8.077, Tokens/s/device: 1217.476, total_weights: 65536, loss: 6.527, lm_loss: 6.527, perplexity: 683.659
I0423 08:43:04.859809 140378241681216 metric_logger.py:196] completed step: 12, seconds: 0.033, TFLOP/s/device: 410.524, Tokens/s/device: 61878.720, total_weights: 65536, loss: 6.265, lm_loss: 6.265, perplexity: 526.068
I0423 08:43:05.007048 140378241681216 metric_logger.py:196] completed step: 13, seconds: 0.153, TFLOP/s/device: 88.647, Tokens/s/device: 13361.779, total_weights: 65536, loss: 6.045, lm_loss: 6.045, perplexity: 422.001
I0423 08:43:05.012259 140378241681216 checkpointing.py:772] Waiting for step 15 to finish before checkpoint...
I0423 08:43:05.301485 140378241681216 checkpointing.py:776] Waited 0.28918933868408203 seconds for step 15 to finish before starting checkpointing.
I0423 08:43:05.304533 140378241681216 checkpoint_manager.py:2020] [process=6][thread=MainThread][step=10][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0423 08:43:09.529210 140254908512000 array_metadata_store.py:203] [process=6][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints/10/items/array_metadatas/process_6
I0423 08:43:46.161821 140254321284864 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/gbytes_per_sec: 37.405 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 42.22911739349365 s) (per-host)
I0423 08:43:46.161931 140254321284864 async_checkpointer.py:90] [process=6][thread=async_save] 3 Handler Commit operations completed. Time taken: 41.944176s.
I0423 08:43:54.379284 140254321284864 async_checkpointer.py:160] [process=6][thread=async_save] Background save thread done. Time taken: 50.161512s.
I0423 08:43:54.379564 140255462135552 async_checkpointer.py:288] [process=6][thread=save_finalize] Done with waiting for background save thread=async_save.
I0423 08:43:54.379682 140255462135552 async_checkpointer.py:298] [process=6][thread=save_finalize] No errors found in background save thread=async_save.
I0423 08:43:54.379730 140255462135552 checkpoint_manager.py:2137] [process=6][thread=save_finalize][step=10] CheckpointManager Save Finalize is syncing with other hosts...
I0423 08:43:54.381414 140255462135552 checkpoint_manager.py:2146] [process=6][thread=save_finalize][step=10] CheckpointManager Save Finalize is done on all hosts.
I0423 08:43:54.381574 140378241681216 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.
W0423 08:43:54.381713 140378241681216 checkpoint_manager.py:1452] Waiting for previous save to complete took 49.077182 seconds. If this number is high, consider checkpointing less frequently.
I0423 08:43:54.383739 140378241681216 checkpoint_manager.py:1512] [process=6] Saving checkpoint at step 15
I0423 08:43:54.386198 140378241681216 event_tracking.py:70] [process=6] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints/15.
I0423 08:43:55.101116 140378241681216 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0423 08:43:55.101213 140378241681216 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
I0423 08:43:55.129231 140378241681216 base_pytree_checkpoint_handler.py:154] [process=6][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.029245s
I0423 08:43:55.129370 140378241681216 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/blocking_gbytes_per_sec: 47.284 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.0326237678527832 s) (per-host)
I0423 08:43:55.129416 140378241681216 base_pytree_checkpoint_handler.py:768] [process=6][thread=MainThread] Initiated Pytree async_save. Time taken: 0.032679s (batch_requests_ready=0.001772s, total_serialization_initiated=0.030846s, others=0.000061s)
I0423 08:43:55.129496 140378241681216 composite_checkpoint_handler.py:715] [process=6][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.037530s (all_items=0.000013s, per_item={'items': '0.00001287'}, temp_paths=0.037517)
I0423 08:43:55.130226 140378241681216 event_tracking.py:125] [process=6] [async] Finished blocking save in 0.75 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints/15.
I0423 08:43:55.130566 140255462135552 async_checkpointer.py:76] [process=6][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-23 09:03:55.130527
I0423 08:43:55.140584 140378241681216 checkpoint_manager.py:1560] [process=6][thread=MainThread][step=15] Starting CheckpointManager Save Finalize thread=save_finalize
I0423 08:43:55.140825 140253297899264 async_checkpointer.py:280] [process=6][thread=save_finalize] Waiting for background save thread=async_save.
I0423 08:43:55.140958 140378241681216 standard_logger.py:34] {'step': 15, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776933785.3045015, 'wait_for_prev_duration_secs': 49.077181816101074, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776933834.3837783, 'checkpointer_blocking_duration_secs': 0.7469298839569092, 'get_old_steps_start_time': 1776933835.1307323, 'get_old_steps_duration_secs': 3.1948089599609375e-05, 'checkpoint_manager_blocking_start_time': 1776933785.3020546, 'checkpoint_manager_blocking_duration_secs': 49.83886647224426}
I0423 08:43:55.141077 140378241681216 checkpointing.py:408] Started an asynchronous checkpoint save for step 15
I0423 08:43:55.141931 140378241681216 metric_logger.py:196] completed step: 14, seconds: 0.147, TFLOP/s/device: 92.142, Tokens/s/device: 13888.606, total_weights: 65536, loss: 5.864, lm_loss: 5.864, perplexity: 352.193
I0423 08:43:55.148441 140378241681216 metric_logger.py:196] completed step: 15, seconds: 0.148, TFLOP/s/device: 91.953, Tokens/s/device: 13860.126, total_weights: 65536, loss: 5.719, lm_loss: 5.719, perplexity: 304.661
I0423 08:44:00.206448 140254908512000 array_metadata_store.py:203] [process=6][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints/15/items/array_metadatas/process_6
I0423 08:44:15.897934 140378241681216 metric_logger.py:196] completed step: 16, seconds: 50.135, TFLOP/s/device: 0.271, Tokens/s/device: 40.850, total_weights: 65536, loss: 5.605, lm_loss: 5.605, perplexity: 271.872
I0423 08:44:16.045328 140378241681216 metric_logger.py:196] completed step: 17, seconds: 20.603, TFLOP/s/device: 0.659, Tokens/s/device: 99.401, total_weights: 65536, loss: 5.517, lm_loss: 5.517, perplexity: 248.975
I0423 08:44:16.192697 140378241681216 metric_logger.py:196] completed step: 18, seconds: 0.152, TFLOP/s/device: 89.136, Tokens/s/device: 13435.499, total_weights: 65536, loss: 5.448, lm_loss: 5.448, perplexity: 232.333
I0423 08:44:16.339261 140378241681216 checkpointing.py:772] Waiting for step 19 to finish before checkpoint...
I0423 08:44:16.340013 140378241681216 checkpointing.py:776] Waited 0.0007801055908203125 seconds for step 19 to finish before starting checkpointing.
I0423 08:44:16.342024 140378241681216 checkpoint_manager.py:2020] [process=6][thread=MainThread][step=15][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0423 08:44:37.000404 140255462135552 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/gbytes_per_sec: 37.696 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 41.903631925582886 s) (per-host)
I0423 08:44:37.000508 140255462135552 async_checkpointer.py:90] [process=6][thread=async_save] 3 Handler Commit operations completed. Time taken: 41.869829s.
I0423 08:44:45.226682 140255462135552 async_checkpointer.py:160] [process=6][thread=async_save] Background save thread done. Time taken: 50.095988s.
I0423 08:44:45.227003 140253297899264 async_checkpointer.py:288] [process=6][thread=save_finalize] Done with waiting for background save thread=async_save.
I0423 08:44:45.227170 140253297899264 async_checkpointer.py:298] [process=6][thread=save_finalize] No errors found in background save thread=async_save.
I0423 08:44:45.227220 140253297899264 checkpoint_manager.py:2137] [process=6][thread=save_finalize][step=15] CheckpointManager Save Finalize is syncing with other hosts...
I0423 08:44:45.232422 140253297899264 checkpoint_manager.py:2146] [process=6][thread=save_finalize][step=15] CheckpointManager Save Finalize is done on all hosts.
I0423 08:44:45.232591 140378241681216 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.
W0423 08:44:45.232716 140378241681216 checkpoint_manager.py:1452] Waiting for previous save to complete took 28.890698 seconds. If this number is high, consider checkpointing less frequently.
I0423 08:44:45.234285 140378241681216 checkpoint_manager.py:1512] [process=6] Saving checkpoint at step 19
I0423 08:44:45.236294 140378241681216 event_tracking.py:70] [process=6] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints/19.
I0423 08:44:45.948458 140378241681216 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0423 08:44:45.948547 140378241681216 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
I0423 08:44:45.974276 140378241681216 base_pytree_checkpoint_handler.py:154] [process=6][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.026733s
I0423 08:44:45.974462 140378241681216 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/blocking_gbytes_per_sec: 51.104 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.030185222625732422 s) (per-host)
I0423 08:44:45.974523 140378241681216 base_pytree_checkpoint_handler.py:768] [process=6][thread=MainThread] Initiated Pytree async_save. Time taken: 0.030262s (batch_requests_ready=0.001618s, total_serialization_initiated=0.028561s, others=0.000083s)
I0423 08:44:45.974628 140378241681216 composite_checkpoint_handler.py:715] [process=6][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.034509s (all_items=0.000010s, per_item={'items': '0.00001049'}, temp_paths=0.034499)
I0423 08:44:45.975335 140378241681216 event_tracking.py:125] [process=6] [async] Finished blocking save in 0.74 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints/19.
I0423 08:44:45.975605 140253297899264 async_checkpointer.py:76] [process=6][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-23 09:04:45.975582
I0423 08:44:45.978743 140378241681216 checkpoint_manager.py:1560] [process=6][thread=MainThread][step=19] Starting CheckpointManager Save Finalize thread=save_finalize
I0423 08:44:45.978963 140254908512000 async_checkpointer.py:280] [process=6][thread=save_finalize] Waiting for background save thread=async_save.
I0423 08:44:45.979080 140378241681216 standard_logger.py:34] {'step': 19, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776933856.3419929, 'wait_for_prev_duration_secs': 28.890697717666626, 'time_between_consecutive_saves_sec': 21.960540294647217, 'checkpointer_blocking_start_time': 1776933885.234324, 'checkpointer_blocking_duration_secs': 0.741379976272583, 'get_old_steps_start_time': 1776933885.9757233, 'get_old_steps_duration_secs': 2.574920654296875e-05, 'checkpoint_manager_blocking_start_time': 1776933856.340288, 'checkpoint_manager_blocking_duration_secs': 29.638758897781372}
I0423 08:44:45.979209 140378241681216 checkpointing.py:408] Started an asynchronous checkpoint save for step 19
I0423 08:44:45.979252 140378241681216 checkpoint_manager.py:2020] [process=6][thread=MainThread][step=19][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0423 08:44:52.823704 140254321284864 array_metadata_store.py:203] [process=6][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260423_071538/linen_xpk_main_20260423_071538_16_zarr3_true/checkpoints/19/items/array_metadatas/process_6
I0423 08:45:28.229225 140253297899264 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/gbytes_per_sec: 37.356 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 42.28491544723511 s) (per-host)
I0423 08:45:28.229344 140253297899264 async_checkpointer.py:90] [process=6][thread=async_save] 3 Handler Commit operations completed. Time taken: 42.253665s.
I0423 08:45:36.648293 140253297899264 async_checkpointer.py:160] [process=6][thread=async_save] Background save thread done. Time taken: 50.672598s.
I0423 08:45:36.648514 140254908512000 async_checkpointer.py:288] [process=6][thread=save_finalize] Done with waiting for background save thread=async_save.
I0423 08:45:36.648571 140254908512000 async_checkpointer.py:298] [process=6][thread=save_finalize] No errors found in background save thread=async_save.
I0423 08:45:36.648611 140254908512000 checkpoint_manager.py:2137] [process=6][thread=save_finalize][step=19] CheckpointManager Save Finalize is syncing with other hosts...
I0423 08:45:36.650444 140254908512000 checkpoint_manager.py:2146] [process=6][thread=save_finalize][step=19] CheckpointManager Save Finalize is done on all hosts.
I0423 08:45:36.650639 140378241681216 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.
I0423 08:45:36.650799 140378241681216 checkpoint_manager.py:2009] [process=6][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0423 08:45:36.651797 140378241681216 metric_logger.py:196] completed step: 19, seconds: 0.147, TFLOP/s/device: 92.169, Tokens/s/device: 13892.658, 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: Thu Apr 23 08:45:47 UTC 2026
EXIT_CODE=0
XPK Start: Thu Apr 23 14:07:56 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. 
2026-04-23 14:08:21.577766: 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)
I0423 14:08:21.790673 139283668178752 max_utils.py:273] Attempting to initialize the jax distributed system...
I0423 14:08:30.831251 139283668178752 distributed.py:149] Starting JAX distributed service on [::]:8482
I0423 14:08:30.833780 139283668178752 distributed.py:172] Connecting to JAX distributed service on mt-16-zarr3-true-rs-yznhu-slice-job-0-0.mt-16-zarr3-true-rs-yznhu:8482
I0423 14:08:32.053456 139283668178752 max_utils.py:284] Jax distributed system initialized!
I0423 14:08:37.063233 139283668178752 max_utils.py:800] System Information: Jax Version: 0.9.2
I0423 14:08:37.063339 139283668178752 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0423 14:08:37.063380 139283668178752 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
I0423 14:08:37.063415 139283668178752 train_utils.py:391] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing.
I0423 14:08:37.759061 139283668178752 maxtext_utils.py:1771] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0423 14:08:37.759652 139283668178752 maxtext_utils.py:1771] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0423 14:08:37.759833 139283668178752 checkpointing.py:688] Setting up checkpoint logger...
I0423 14:08:37.759884 139283668178752 checkpointing.py:234] Creating checkpoint manager with ocdbt=True and zarr3=True
I0423 14:08:37.759938 139283668178752 pytree_checkpoint_handler.py:592] save_device_host_concurrent_bytes=None
I0423 14:08:37.760277 139283668178752 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 0x7eace091cb00>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0423 14:08:39.009895 139283668178752 checkpointing.py:266] Enabling policy for fixed interval checkpointing.
I0423 14:08:39.010161 139283668178752 checkpoint_manager.py:708] [process=3][thread=MainThread] CheckpointManager init: checkpointers=None, item_names=('items',), item_handlers={'items': <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7eabbdef79b0>}, handler_registry=None
I0423 14:08:39.010398 139283668178752 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7eabbdef79b0>` 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`.
I0423 14:08:39.010454 139283668178752 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7e991c280980>` 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`.
I0423 14:08:39.010491 139283668178752 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 0x7eabbdef79b0>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7eabbdef79b0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7e991c280980>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7e991c280980>}).
I0423 14:08:39.010809 139283668178752 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.34
I0423 14:08:39.010880 139283668178752 async_checkpointer.py:192] [process=3][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>._fn at 0x7e979c771e40> timeout: 1200 secs and primary_host=0 for async checkpoint writes
I0423 14:08:40.717263 139161839335168 checkpoint.py:228] Read Metadata={'item_handlers': {'items': 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler'}, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776953057590504891, 'commit_timestamp_nsecs': 1776953102252621127, 'custom_metadata': {}} from gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints/0/_CHECKPOINT_METADATA
I0423 14:08:40.961685 139161839335168 checkpoint_manager.py:1871] Missing metrics for step 0
I0423 14:08:41.359416 139283668178752 checkpoint_manager.py:1812] Found 3 checkpoint steps in gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints
I0423 14:08:41.579751 139283668178752 checkpoint_manager.py:929] [process=3][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_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x7e991c2804d0>
I0423 14:08:41.579946 139283668178752 checkpointing.py:302] Checkpoint manager created!
I0423 14:08:42.528088 139283668178752 nnx_wrappers.py:437] Unknown Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0423 14:08:42.528195 139283668178752 nnx_wrappers.py:437] Unknown Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0423 14:08:42.915851 139283668178752 attentions.py:1088] attentions/inputs_q Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0423 14:08:42.915956 139283668178752 attentions.py:1088] attentions/inputs_q Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0423 14:08:42.932518 139283668178752 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0423 14:08:42.932576 139283668178752 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0423 14:08:42.956535 139283668178752 attentions.py:1154] attentions/query Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0423 14:08:42.956611 139283668178752 attentions.py:1154] attentions/query Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0423 14:08:42.973061 139283668178752 attentions.py:1155] attentions/key Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0423 14:08:42.973122 139283668178752 attentions.py:1155] attentions/key Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0423 14:08:42.989598 139283668178752 attentions.py:1156] attentions/value Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0423 14:08:42.989661 139283668178752 attentions.py:1156] attentions/value Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0423 14:08:43.014602 139283668178752 attentions.py:1198] attentions/out Logical: bfloat16[32,2048,16,128].................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv').
I0423 14:08:43.014672 139283668178752 attentions.py:1198] attentions/out Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0423 14:08:43.036397 139283668178752 linears.py:525] linears/x Logical: bfloat16[32,2048,7168]...................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0423 14:08:43.036468 139283668178752 linears.py:525] linears/x Physical: bfloat16[32,2048,7168]...................................... ('fsdp', None, None).
I0423 14:08:43.257014 139283668178752 checkpointing.py:578] checkpoint manager exists so trying to load this run's existing checkpoint
I0423 14:08:43.257121 139283668178752 checkpointing.py:582] restoring from this run's directory step 9
I0423 14:08:43.519373 139283668178752 event_tracking.py:70] [process=3] [sync] Started load checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints/9.
I0423 14:08:43.779049 139283668178752 checkpointer.py:307] Restoring checkpoint from gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints/9.
I0423 14:08:43.779495 139283668178752 event_tracking.py:125] [process=3] [sync] Finished blocking load in 0.26 seconds. Continuing load @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints/9.
I0423 14:08:45.197006    1457 google_auth_provider.cc:181] Running on GCE, using service account 562977990677-compute@developer.gserviceaccount.com
I0423 14:08:51.957913 139283668178752 jax_array_handlers.py:843] [process=3] /jax/orbax/read/worker/io/requested throughput: 233.543 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 6.76651668548584 s) (per-host)
I0423 14:08:51.962882 139283668178752 base_pytree_checkpoint_handler.py:130] [process=3] /jax/checkpoint/read/gbytes_per_sec: 220.370 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 7.18152117729187 s) (per-host)
I0423 14:08:51.966122 139283668178752 event_tracking.py:138] [process=3] [sync] Finished load in 8.45 seconds @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints/9
I0423 14:08:51.966223 139283668178752 standard_logger.py:34] {'step': 9, 'event_type': 'restore', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints', 'checkpointer_start_time': 1776953323.5192738, 'checkpointer_duration_secs': 8.446921348571777, 'checkpoint_manager_start_time': 1776953323.2573988, 'checkpoint_manager_duration_secs': 8.708797931671143}
fsdp: 32
I0423 14:08:52.385247 139283668178752 maxtext_utils.py:1880]  params/params/decoder/decoder_norm/scale
    Shape:     float32[2048]
    Logical:   P('norm',)
    Physical:  (None,)
I0423 14:08:52.385380 139283668178752 maxtext_utils.py:1880]  params/params/decoder/layers/mlp/wi_0/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0423 14:08:52.385437 139283668178752 maxtext_utils.py:1880]  params/params/decoder/layers/mlp/wi_1/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0423 14:08:52.385502 139283668178752 maxtext_utils.py:1880]  params/params/decoder/layers/mlp/wo/kernel
    Shape:     float32[7168,16,2048]
    Logical:   P('mlp', 'layers', 'embed')
    Physical:  (None, None, 'fsdp')
I0423 14:08:52.385557 139283668178752 maxtext_utils.py:1880]  params/params/decoder/layers/post_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0423 14:08:52.385597 139283668178752 maxtext_utils.py:1880]  params/params/decoder/layers/pre_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0423 14:08:52.385650 139283668178752 maxtext_utils.py:1880]  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)
I0423 14:08:52.385705 139283668178752 maxtext_utils.py:1880]  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')
I0423 14:08:52.385747 139283668178752 maxtext_utils.py:1880]  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)
I0423 14:08:52.385785 139283668178752 maxtext_utils.py:1880]  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)
I0423 14:08:52.385833 139283668178752 maxtext_utils.py:1880]  params/params/decoder/logits_dense/kernel
    Shape:     float32[2048,32000]
    Logical:   P('embed_vocab', 'vocab')
    Physical:  ('fsdp', None)
I0423 14:08:52.385881 139283668178752 maxtext_utils.py:1880]  params/params/token_embedder/embedding
    Shape:     float32[32000,2048]
    Logical:   P('vocab', 'embed_vocab')
    Physical:  (None, 'fsdp')

I0423 14:08:52.880427 139283668178752 train.py:157] train/xent Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0423 14:08:52.880528 139283668178752 train.py:157] train/xent Physical: float32[32,2048]............................................ ('fsdp', None).
I0423 14:08:52.896127 139283668178752 train.py:164] train/z_loss Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0423 14:08:52.896191 139283668178752 train.py:164] train/z_loss Physical: float32[32,2048]............................................ ('fsdp', None).
I0423 14:09:03.932711 139283668178752 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.
I0423 14:09:03.933510 139283668178752 metric_logger.py:301] number parameters: 1.104 billion
I0423 14:09:15.298237 139283668178752 checkpointing.py:794] Waiting for step 10 to finish before checkpoint...
I0423 14:09:15.453787 139283668178752 checkpointing.py:798] Waited 0.15552496910095215 seconds for step 10 to finish before starting checkpointing.
I0423 14:09:15.456210 139283668178752 checkpoint_manager.py:2009] [process=3][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0423 14:09:15.458160 139283668178752 checkpoint_manager.py:1512] [process=3] Saving checkpoint at step 10
I0423 14:09:15.459847 139283668178752 event_tracking.py:70] [process=3] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints/10.
I0423 14:09:15.802855 139283668178752 signaling_client.py:364] Using JaxDistributedSignalingClient
I0423 14:09:15.804018 139283668178752 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0423 14:09:15.804074 139283668178752 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
I0423 14:09:16.077872 139283668178752 base_pytree_checkpoint_handler.py:154] [process=3][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.275098s
I0423 14:09:16.078062 139283668178752 base_pytree_checkpoint_handler.py:130] [process=3] /jax/orbax/write/blocking_gbytes_per_sec: 5.531 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.2789039611816406 s) (per-host)
I0423 14:09:16.078118 139283668178752 base_pytree_checkpoint_handler.py:768] [process=3][thread=MainThread] Initiated Pytree async_save. Time taken: 0.278971s (batch_requests_ready=0.002127s, total_serialization_initiated=0.276768s, others=0.000075s)
I0423 14:09:16.078213 139283668178752 composite_checkpoint_handler.py:715] [process=3][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.283232s (all_items=0.000018s, per_item={'items': '0.00001764'}, temp_paths=0.283215)
I0423 14:09:16.078953 139283668178752 event_tracking.py:125] [process=3] [async] Finished blocking save in 0.62 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints/10.
I0423 14:09:16.079243 139161788978944 async_checkpointer.py:76] [process=3][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-23 14:29:16.079210
I0423 14:09:16.090397 139283668178752 checkpoint_manager.py:1560] [process=3][thread=MainThread][step=10] Starting CheckpointManager Save Finalize thread=save_finalize
I0423 14:09:16.090731 139160203544320 async_checkpointer.py:280] [process=3][thread=save_finalize] Waiting for background save thread=async_save.
I0423 14:09:16.090900 139283668178752 standard_logger.py:34] {'step': 10, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776953355.456192, 'wait_for_prev_duration_secs': 6.246566772460938e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776953355.4581993, 'checkpointer_blocking_duration_secs': 0.6211934089660645, 'get_old_steps_start_time': 1776953356.0794153, 'get_old_steps_duration_secs': 3.314018249511719e-05, 'checkpoint_manager_blocking_start_time': 1776953355.4543285, 'checkpoint_manager_blocking_duration_secs': 0.6365365982055664}
I0423 14:09:16.091007 139283668178752 checkpointing.py:409] Started an asynchronous checkpoint save for step 10
I0423 14:09:16.091058 139283668178752 max_utils.py:750] 
Memstats: After params initialized:
I0423 14:09:16.091106 139283668178752 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_10(process=3,(2,2,0,0))
I0423 14:09:16.091139 139283668178752 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_11(process=3,(3,2,0,0))
I0423 14:09:16.091166 139283668178752 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_14(process=3,(2,3,0,0))
I0423 14:09:16.091191 139283668178752 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_15(process=3,(3,3,0,0))
I0423 14:09:16.838089 139283668178752 metric_logger.py:196] completed step: 10, seconds: 11.365, TFLOP/s/device: 1.196, Tokens/s/device: 180.208, total_weights: 65536, loss: 6.833, lm_loss: 6.833, perplexity: 927.869
I0423 14:09:16.991681 139283668178752 metric_logger.py:196] completed step: 11, seconds: 1.538, TFLOP/s/device: 8.833, Tokens/s/device: 1331.341, total_weights: 65536, loss: 6.527, lm_loss: 6.527, perplexity: 683.659
I0423 14:09:17.139113 139283668178752 metric_logger.py:196] completed step: 12, seconds: 0.006, TFLOP/s/device: 2181.270, Tokens/s/device: 328784.717, total_weights: 65536, loss: 6.265, lm_loss: 6.265, perplexity: 526.068
I0423 14:09:17.286588 139283668178752 metric_logger.py:196] completed step: 13, seconds: 0.153, TFLOP/s/device: 88.663, Tokens/s/device: 13364.221, total_weights: 65536, loss: 6.045, lm_loss: 6.045, perplexity: 422.001
I0423 14:09:17.290914 139283668178752 checkpointing.py:794] Waiting for step 15 to finish before checkpoint...
I0423 14:09:17.581166 139283668178752 checkpointing.py:798] Waited 0.2902204990386963 seconds for step 15 to finish before starting checkpointing.
I0423 14:09:17.584153 139283668178752 checkpoint_manager.py:2020] [process=3][thread=MainThread][step=10][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0423 14:09:21.031694 139160715237120 array_metadata_store.py:203] [process=3][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints/10/items/array_metadatas/process_3
I0423 14:09:57.714848 139161788978944 base_pytree_checkpoint_handler.py:130] [process=3] /jax/orbax/write/gbytes_per_sec: 37.685 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 41.91565537452698 s) (per-host)
I0423 14:09:57.714972 139161788978944 async_checkpointer.py:90] [process=3][thread=async_save] 3 Handler Commit operations completed. Time taken: 41.635617s.
I0423 14:10:04.567537 139161788978944 async_checkpointer.py:160] [process=3][thread=async_save] Background save thread done. Time taken: 48.488167s.
I0423 14:10:04.567836 139160203544320 async_checkpointer.py:288] [process=3][thread=save_finalize] Done with waiting for background save thread=async_save.
I0423 14:10:04.567973 139160203544320 async_checkpointer.py:298] [process=3][thread=save_finalize] No errors found in background save thread=async_save.
I0423 14:10:04.568021 139160203544320 checkpoint_manager.py:2137] [process=3][thread=save_finalize][step=10] CheckpointManager Save Finalize is syncing with other hosts...
I0423 14:10:04.569617 139160203544320 checkpoint_manager.py:2146] [process=3][thread=save_finalize][step=10] CheckpointManager Save Finalize is done on all hosts.
I0423 14:10:04.569803 139283668178752 checkpoint_manager.py:2032] [process=3][thread=MainThread][step=10][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=10.
W0423 14:10:04.569958 139283668178752 checkpoint_manager.py:1452] Waiting for previous save to complete took 46.985789 seconds. If this number is high, consider checkpointing less frequently.
I0423 14:10:04.571999 139283668178752 checkpoint_manager.py:1512] [process=3] Saving checkpoint at step 15
I0423 14:10:04.574532 139283668178752 event_tracking.py:70] [process=3] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints/15.
I0423 14:10:04.868812 139283668178752 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0423 14:10:04.868906 139283668178752 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
I0423 14:10:04.895098 139283668178752 base_pytree_checkpoint_handler.py:154] [process=3][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.027487s
I0423 14:10:04.895276 139283668178752 base_pytree_checkpoint_handler.py:130] [process=3] /jax/orbax/write/blocking_gbytes_per_sec: 49.849 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.03094482421875 s) (per-host)
I0423 14:10:04.895330 139283668178752 base_pytree_checkpoint_handler.py:768] [process=3][thread=MainThread] Initiated Pytree async_save. Time taken: 0.031009s (batch_requests_ready=0.001768s, total_serialization_initiated=0.029171s, others=0.000070s)
I0423 14:10:04.895428 139283668178752 composite_checkpoint_handler.py:715] [process=3][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.036149s (all_items=0.000013s, per_item={'items': '0.00001311'}, temp_paths=0.036136)
I0423 14:10:04.896119 139283668178752 event_tracking.py:125] [process=3] [async] Finished blocking save in 0.32 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints/15.
I0423 14:10:04.896453 139160203544320 async_checkpointer.py:76] [process=3][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-23 14:30:04.896415
I0423 14:10:04.909461 139283668178752 checkpoint_manager.py:1560] [process=3][thread=MainThread][step=15] Starting CheckpointManager Save Finalize thread=save_finalize
I0423 14:10:04.909726 139158032389888 async_checkpointer.py:280] [process=3][thread=save_finalize] Waiting for background save thread=async_save.
I0423 14:10:04.909869 139283668178752 standard_logger.py:34] {'step': 15, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776953357.5841246, 'wait_for_prev_duration_secs': 46.98578929901123, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776953404.5720396, 'checkpointer_blocking_duration_secs': 0.32456398010253906, 'get_old_steps_start_time': 1776953404.896628, 'get_old_steps_duration_secs': 3.123283386230469e-05, 'checkpoint_manager_blocking_start_time': 1776953357.5817828, 'checkpoint_manager_blocking_duration_secs': 47.32805109024048}
I0423 14:10:04.909989 139283668178752 checkpointing.py:409] Started an asynchronous checkpoint save for step 15
I0423 14:10:04.910850 139283668178752 metric_logger.py:196] completed step: 14, seconds: 0.147, TFLOP/s/device: 92.231, Tokens/s/device: 13901.994, total_weights: 65536, loss: 5.864, lm_loss: 5.864, perplexity: 352.193
I0423 14:10:04.916981 139283668178752 metric_logger.py:196] completed step: 15, seconds: 0.147, TFLOP/s/device: 92.116, Tokens/s/device: 13884.746, total_weights: 65536, loss: 5.719, lm_loss: 5.719, perplexity: 304.661
I0423 14:10:10.076904 139160715237120 array_metadata_store.py:203] [process=3][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints/15/items/array_metadatas/process_3
I0423 14:10:26.169163 139283668178752 metric_logger.py:196] completed step: 16, seconds: 47.624, TFLOP/s/device: 0.285, Tokens/s/device: 43.003, total_weights: 65536, loss: 5.605, lm_loss: 5.605, perplexity: 271.872
I0423 14:10:26.316328 139283668178752 metric_logger.py:196] completed step: 17, seconds: 21.106, TFLOP/s/device: 0.644, Tokens/s/device: 97.034, total_weights: 65536, loss: 5.517, lm_loss: 5.517, perplexity: 248.975
I0423 14:10:26.463722 139283668178752 metric_logger.py:196] completed step: 18, seconds: 0.153, TFLOP/s/device: 88.952, Tokens/s/device: 13407.880, total_weights: 65536, loss: 5.448, lm_loss: 5.448, perplexity: 232.333
I0423 14:10:26.610327 139283668178752 checkpointing.py:794] Waiting for step 19 to finish before checkpoint...
I0423 14:10:26.611101 139283668178752 checkpointing.py:798] Waited 0.0007913112640380859 seconds for step 19 to finish before starting checkpointing.
I0423 14:10:26.613425 139283668178752 checkpoint_manager.py:2020] [process=3][thread=MainThread][step=15][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0423 14:10:46.965851 139160203544320 base_pytree_checkpoint_handler.py:130] [process=3] /jax/orbax/write/gbytes_per_sec: 37.519 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 42.10148000717163 s) (per-host)
I0423 14:10:46.965996 139160203544320 async_checkpointer.py:90] [process=3][thread=async_save] 3 Handler Commit operations completed. Time taken: 42.069420s.
I0423 14:10:52.712222 139160203544320 async_checkpointer.py:160] [process=3][thread=async_save] Background save thread done. Time taken: 47.815631s.
I0423 14:10:52.712433 139158032389888 async_checkpointer.py:288] [process=3][thread=save_finalize] Done with waiting for background save thread=async_save.
I0423 14:10:52.712498 139158032389888 async_checkpointer.py:298] [process=3][thread=save_finalize] No errors found in background save thread=async_save.
I0423 14:10:52.712551 139158032389888 checkpoint_manager.py:2137] [process=3][thread=save_finalize][step=15] CheckpointManager Save Finalize is syncing with other hosts...
I0423 14:10:52.714034 139158032389888 checkpoint_manager.py:2146] [process=3][thread=save_finalize][step=15] CheckpointManager Save Finalize is done on all hosts.
I0423 14:10:52.714196 139283668178752 checkpoint_manager.py:2032] [process=3][thread=MainThread][step=15][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=15.
W0423 14:10:52.714325 139283668178752 checkpoint_manager.py:1452] Waiting for previous save to complete took 26.100922 seconds. If this number is high, consider checkpointing less frequently.
I0423 14:10:52.715856 139283668178752 checkpoint_manager.py:1512] [process=3] Saving checkpoint at step 19
I0423 14:10:52.717972 139283668178752 event_tracking.py:70] [process=3] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints/19.
I0423 14:10:53.014271 139283668178752 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0423 14:10:53.014361 139283668178752 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
I0423 14:10:53.040344 139283668178752 base_pytree_checkpoint_handler.py:154] [process=3][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.027075s
I0423 14:10:53.040514 139283668178752 base_pytree_checkpoint_handler.py:130] [process=3] /jax/orbax/write/blocking_gbytes_per_sec: 50.422 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.030593156814575195 s) (per-host)
I0423 14:10:53.040565 139283668178752 base_pytree_checkpoint_handler.py:768] [process=3][thread=MainThread] Initiated Pytree async_save. Time taken: 0.030654s (batch_requests_ready=0.001674s, total_serialization_initiated=0.028915s, others=0.000066s)
I0423 14:10:53.040664 139283668178752 composite_checkpoint_handler.py:715] [process=3][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.034774s (all_items=0.000011s, per_item={'items': '0.00001097'}, temp_paths=0.034763)
I0423 14:10:53.041330 139283668178752 event_tracking.py:125] [process=3] [async] Finished blocking save in 0.33 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints/19.
I0423 14:10:53.041671 139155365594880 async_checkpointer.py:76] [process=3][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-23 14:30:53.041633
I0423 14:10:53.047375 139283668178752 checkpoint_manager.py:1560] [process=3][thread=MainThread][step=19] Starting CheckpointManager Save Finalize thread=save_finalize
I0423 14:10:53.047666 139158032389888 async_checkpointer.py:280] [process=3][thread=save_finalize] Waiting for background save thread=async_save.
I0423 14:10:53.047837 139283668178752 standard_logger.py:34] {'step': 19, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776953426.6133773, 'wait_for_prev_duration_secs': 26.100922107696533, 'time_between_consecutive_saves_sec': 22.043720722198486, 'checkpointer_blocking_start_time': 1776953452.7158968, 'checkpointer_blocking_duration_secs': 0.32593441009521484, 'get_old_steps_start_time': 1776953453.041851, 'get_old_steps_duration_secs': 2.9325485229492188e-05, 'checkpoint_manager_blocking_start_time': 1776953426.6113675, 'checkpoint_manager_blocking_duration_secs': 26.43643569946289}
I0423 14:10:53.047957 139283668178752 checkpointing.py:409] Started an asynchronous checkpoint save for step 19
I0423 14:10:53.048002 139283668178752 checkpoint_manager.py:2020] [process=3][thread=MainThread][step=19][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0423 14:10:58.310548 139160715237120 array_metadata_store.py:203] [process=3][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260423_124541/linen_xpk_feat_nnx_post_train_fixes_20260423_124541_16_zarr3_true/checkpoints/19/items/array_metadatas/process_3
I0423 14:11:34.746880 139155365594880 base_pytree_checkpoint_handler.py:130] [process=3] /jax/orbax/write/gbytes_per_sec: 37.847 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 41.736918926239014 s) (per-host)
I0423 14:11:34.747014 139155365594880 async_checkpointer.py:90] [process=3][thread=async_save] 3 Handler Commit operations completed. Time taken: 41.705221s.
I0423 14:11:40.668104 139155365594880 async_checkpointer.py:160] [process=3][thread=async_save] Background save thread done. Time taken: 47.626296s.
I0423 14:11:40.668402 139158032389888 async_checkpointer.py:288] [process=3][thread=save_finalize] Done with waiting for background save thread=async_save.
I0423 14:11:40.668521 139158032389888 async_checkpointer.py:298] [process=3][thread=save_finalize] No errors found in background save thread=async_save.
I0423 14:11:40.668564 139158032389888 checkpoint_manager.py:2137] [process=3][thread=save_finalize][step=19] CheckpointManager Save Finalize is syncing with other hosts...
I0423 14:11:40.670142 139158032389888 checkpoint_manager.py:2146] [process=3][thread=save_finalize][step=19] CheckpointManager Save Finalize is done on all hosts.
I0423 14:11:40.670311 139283668178752 checkpoint_manager.py:2032] [process=3][thread=MainThread][step=19][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=19.
I0423 14:11:40.670464 139283668178752 checkpoint_manager.py:2009] [process=3][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0423 14:11:40.671377 139283668178752 metric_logger.py:196] completed step: 19, seconds: 0.147, TFLOP/s/device: 92.349, Tokens/s/device: 13919.852, 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: Thu Apr 23 14:11:52 UTC 2026
EXIT_CODE=0