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Timing Test Reference Updates
‹ 03_dropoutCase: 04_int805_fp8 ›

Metrics: main (b117f50cf) vs feat/nnx-post-train-fixes (28b1e4a16)

Metricmain  b117f50cffeat/nnx-post-train-fixes  28b1e4a16Diff (feat/nnx-post-train-fixes − main)
Parameters1.104 billion1.104 billion—
Final loss8.17508.17500
TFLOP/s59.22758.858-0.369
Tok/s8927.38871.7-55.649
Avg s/step3.5873.595+0.008
Memory %1.381.380
JAX0.9.20.9.2—

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

main  ·  b117f50cf  ·  main_20260424_070227  ·  full log 
XPK Start: Fri Apr 24 07:11:34 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. 
2026-04-24 07:11:59.390322: 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)
I0424 07:11:59.610493 139157606033216 max_utils.py:273] Attempting to initialize the jax distributed system...
I0424 07:12:08.650213 139157606033216 distributed.py:149] Starting JAX distributed service on [::]:8482
I0424 07:12:08.652699 139157606033216 distributed.py:172] Connecting to JAX distributed service on mt-04-int8-uwur0-slice-job-0-0.mt-04-int8-uwur0:8482
I0424 07:12:09.437019 139157606033216 max_utils.py:284] Jax distributed system initialized!
I0424 07:12:15.522265 139157606033216 max_utils.py:800] System Information: Jax Version: 0.9.2
I0424 07:12:15.522370 139157606033216 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0424 07:12:15.522411 139157606033216 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
I0424 07:12:15.522446 139157606033216 train_utils.py:361] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing.
I0424 07:12:16.222576 139157606033216 maxtext_utils.py:1604] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0424 07:12:16.222993 139157606033216 checkpointing.py:677] Setting up checkpoint logger...
I0424 07:12:16.223052 139157606033216 checkpointing.py:233] Creating checkpoint manager with ocdbt=True and zarr3=True
I0424 07:12:16.223096 139157606033216 pytree_checkpoint_handler.py:592] save_device_host_concurrent_bytes=None
I0424 07:12:16.223426 139157606033216 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 0x7e8fa0314350>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0424 07:12:19.157739 139157606033216 checkpointing.py:265] Enabling policy for fixed interval checkpointing.
I0424 07:12:19.157978 139157606033216 checkpoint_manager.py:708] [process=5][thread=MainThread] CheckpointManager init: checkpointers=None, item_names=('items',), item_handlers={'items': <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7e7b4436be90>}, handler_registry=None
I0424 07:12:19.158254 139157606033216 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7e7b4436be90>` 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`.
I0424 07:12:19.158307 139157606033216 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7e7b44375d60>` 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`.
I0424 07:12:19.158344 139157606033216 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 0x7e7b4436be90>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7e7b4436be90>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7e7b44375d60>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7e7b44375d60>}).
I0424 07:12:19.158664 139157606033216 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.34
I0424 07:12:19.158735 139157606033216 async_checkpointer.py:192] [process=5][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>._fn at 0x7e7a506818a0> timeout: 1200 secs and primary_host=0 for async checkpoint writes
I0424 07:12:20.109352 139157606033216 checkpoint_manager.py:1812] Found 0 checkpoint steps in gs://lance-maxtext/linen_ckpt_xpk_main_20260424_070227/linen_xpk_main_20260424_070227_04_int8/checkpoints
I0424 07:12:20.114812 139157606033216 checkpoint_manager.py:929] [process=5][thread=MainThread] CheckpointManager created,  primary_host=0, CheckpointManagerOptions=CheckpointManagerOptions(save_interval_steps=1, max_to_keep=None, keep_time_interval=None, keep_period=None, should_keep_fn=None, best_fn=None, best_mode='max', keep_checkpoints_without_metrics=True, step_prefix=None, step_format_fixed_length=None, step_name_format=None, create=True, cleanup_tmp_directories=False, save_on_steps=frozenset(), single_host_load_and_broadcast=False, todelete_subdir=None, todelete_full_path=None, enable_background_delete=False, read_only=False, enable_async_checkpointing=True, async_options=None, multiprocessing_options=MultiprocessingOptions(primary_host=0, active_processes=None, barrier_sync_key_prefix=None), should_save_fn=None, file_options=FileOptions(path_permission_mode=None), save_root_metadata=True, temporary_path_class=None, save_decision_policy=FixedIntervalPolicy(interval=10), preservation_policy=LatestN(n=None), prevent_write_metrics=False, enable_should_save_is_saving_in_progress_check=True, enable_per_process_directory_creation=False, lightweight_initialize=False), root_directory=gs://lance-maxtext/linen_ckpt_xpk_main_20260424_070227/linen_xpk_main_20260424_070227_04_int8/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x7e7b44373a70>
I0424 07:12:20.114935 139157606033216 checkpointing.py:301] Checkpoint manager created!
I0424 07:12:21.263098 139157606033216 nnx_wrappers.py:437] Unknown Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0424 07:12:21.263217 139157606033216 nnx_wrappers.py:437] Unknown Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0424 07:12:21.645049 139157606033216 attentions.py:1088] attentions/inputs_q Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0424 07:12:21.645145 139157606033216 attentions.py:1088] attentions/inputs_q Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0424 07:12:21.661672 139157606033216 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0424 07:12:21.661735 139157606033216 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0424 07:12:21.728067 139157606033216 attentions.py:1154] attentions/query Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0424 07:12:21.728154 139157606033216 attentions.py:1154] attentions/query Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0424 07:12:21.744702 139157606033216 attentions.py:1155] attentions/key Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0424 07:12:21.744765 139157606033216 attentions.py:1155] attentions/key Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0424 07:12:21.761294 139157606033216 attentions.py:1156] attentions/value Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0424 07:12:21.761355 139157606033216 attentions.py:1156] attentions/value Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0424 07:12:21.786704 139157606033216 attentions.py:1198] attentions/out Logical: bfloat16[32,2048,16,128].................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv').
I0424 07:12:21.786770 139157606033216 attentions.py:1198] attentions/out Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0424 07:12:21.852427 139157606033216 linears.py:525] linears/x Logical: bfloat16[32,2048,7168]...................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0424 07:12:21.852518 139157606033216 linears.py:525] linears/x Physical: bfloat16[32,2048,7168]...................................... ('fsdp', None, None).
I0424 07:12:22.360509 139157606033216 checkpointing.py:577] checkpoint manager exists so trying to load this run's existing checkpoint
I0424 07:12:22.360623 139157606033216 checkpointing.py:665] No existing checkpoints found, not restoring checkpoint.
fsdp: 32
I0424 07:12:24.830140 139157606033216 maxtext_utils.py:1707]  params/params/decoder/decoder_norm/scale
    Shape:     float32[2048]
    Logical:   P('norm',)
    Physical:  (None,)
I0424 07:12:24.830272 139157606033216 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)
I0424 07:12:24.830325 139157606033216 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)
I0424 07:12:24.830383 139157606033216 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')
I0424 07:12:24.830435 139157606033216 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)
I0424 07:12:24.830474 139157606033216 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)
I0424 07:12:24.830531 139157606033216 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)
I0424 07:12:24.830586 139157606033216 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')
I0424 07:12:24.830628 139157606033216 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)
I0424 07:12:24.830687 139157606033216 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)
I0424 07:12:24.830741 139157606033216 maxtext_utils.py:1707]  params/params/decoder/logits_dense/kernel
    Shape:     float32[2048,32000]
    Logical:   P('embed_vocab', 'vocab')
    Physical:  ('fsdp', None)

I0424 07:12:24.830789 139157606033216 maxtext_utils.py:1707]  params/params/token_embedder/embedding
    Shape:     float32[32000,2048]
    Logical:   P('vocab', 'embed_vocab')
    Physical:  (None, 'fsdp')
I0424 07:12:26.214032 139157606033216 train.py:155] train/xent Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0424 07:12:26.214147 139157606033216 train.py:155] train/xent Physical: float32[32,2048]............................................ ('fsdp', None).
I0424 07:12:26.229685 139157606033216 train.py:162] train/z_loss Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0424 07:12:26.229744 139157606033216 train.py:162] train/z_loss Physical: float32[32,2048]............................................ ('fsdp', None).
I0424 07:12:40.123329 139157606033216 max_utils.py:791] Total memory size: 1.8 GB, Output size: 0.4 GB, Temp size: 1.4 GB, Argument size: 0.4 GB, Host temp size: 0.0 GB.
I0424 07:12:40.124143 139157606033216 metric_logger.py:301] number parameters: 1.104 billion
I0424 07:12:54.821469 139157606033216 checkpointing.py:772] Waiting for step 0 to finish before checkpoint...
I0424 07:12:55.060811 139157606033216 checkpointing.py:776] Waited 0.23932433128356934 seconds for step 0 to finish before starting checkpointing.
I0424 07:12:55.063256 139157606033216 checkpoint_manager.py:2009] [process=5][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0424 07:12:55.065171 139157606033216 checkpoint_manager.py:1512] [process=5] Saving checkpoint at step 0
I0424 07:12:55.066665 139157606033216 event_tracking.py:70] [process=5] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260424_070227/linen_xpk_main_20260424_070227_04_int8/checkpoints/0.
I0424 07:12:55.732296 139157606033216 signaling_client.py:364] Using JaxDistributedSignalingClient
I0424 07:12:55.733244 139157606033216 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0424 07:12:55.733301 139157606033216 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
I0424 07:12:56.020544 139157606033216 base_pytree_checkpoint_handler.py:154] [process=5][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.288320s
I0424 07:12:56.020728 139157606033216 base_pytree_checkpoint_handler.py:130] [process=5] /jax/orbax/write/blocking_gbytes_per_sec: 5.251 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.2937946319580078 s) (per-host)
I0424 07:12:56.020783 139157606033216 base_pytree_checkpoint_handler.py:768] [process=5][thread=MainThread] Initiated Pytree async_save. Time taken: 0.293861s (batch_requests_ready=0.002258s, total_serialization_initiated=0.291528s, others=0.000074s)
I0424 07:12:56.020880 139157606033216 composite_checkpoint_handler.py:715] [process=5][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.298027s (all_items=0.000018s, per_item={'items': '0.00001764'}, temp_paths=0.298010)
I0424 07:12:56.021755 139157606033216 event_tracking.py:125] [process=5] [async] Finished blocking save in 0.96 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260424_070227/linen_xpk_main_20260424_070227_04_int8/checkpoints/0.
I0424 07:12:56.022096 139024241719040 async_checkpointer.py:76] [process=5][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-24 07:32:56.022057
I0424 07:12:56.024055 139157606033216 checkpoint_manager.py:1560] [process=5][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize
I0424 07:12:56.024309 139022876858112 async_checkpointer.py:280] [process=5][thread=save_finalize] Waiting for background save thread=async_save.
I0424 07:12:56.024439 139157606033216 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260424_070227/linen_xpk_main_20260424_070227_04_int8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1777014775.0632372, 'wait_for_prev_duration_secs': 6.127357482910156e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1777014775.0652099, 'checkpointer_blocking_duration_secs': 0.957036018371582, 'get_old_steps_start_time': 1777014776.0222704, 'get_old_steps_duration_secs': 3.218650817871094e-05, 'checkpoint_manager_blocking_start_time': 1777014775.0613558, 'checkpoint_manager_blocking_duration_secs': 0.9630439281463623}
I0424 07:12:56.024601 139157606033216 checkpointing.py:408] Started an asynchronous checkpoint save for step 0
I0424 07:12:56.024667 139157606033216 max_utils.py:750] 
Memstats: After params initialized:
I0424 07:12:56.024724 139157606033216 max_utils.py:756] 	Using (GB) 0.44 / 31.25 (1.408000%) on TPU_18(process=5,(2,4,0,0))
I0424 07:12:56.024758 139157606033216 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_19(process=5,(3,4,0,0))
I0424 07:12:56.024786 139157606033216 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_22(process=5,(2,5,0,0))
I0424 07:12:56.024812 139157606033216 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_23(process=5,(3,5,0,0))
I0424 07:12:56.354707 139157606033216 metric_logger.py:196] completed step: 0, seconds: 14.697, TFLOP/s/device: 0.924, Tokens/s/device: 139.346, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52796.277
I0424 07:12:56.595214 139157606033216 metric_logger.py:196] completed step: 1, seconds: 1.532, TFLOP/s/device: 8.871, Tokens/s/device: 1337.077, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52796.277
I0424 07:12:57.004308 139157606033216 metric_logger.py:196] completed step: 2, seconds: 0.012, TFLOP/s/device: 1173.935, Tokens/s/device: 176948.332, total_weights: 65536, loss: 10.262, lm_loss: 10.262, perplexity: 28634.820
I0424 07:12:57.233771 139157606033216 metric_logger.py:196] completed step: 3, seconds: 0.409, TFLOP/s/device: 33.182, Tokens/s/device: 5001.514, total_weights: 65536, loss: 9.731, lm_loss: 9.731, perplexity: 16827.199
I0424 07:12:57.692815 139157606033216 metric_logger.py:196] completed step: 4, seconds: 0.235, TFLOP/s/device: 57.883, Tokens/s/device: 8724.806, total_weights: 65536, loss: 9.272, lm_loss: 9.272, perplexity: 10638.531
I0424 07:12:57.698796 139157606033216 metric_logger.py:196] completed step: 5, seconds: 0.229, TFLOP/s/device: 59.250, Tokens/s/device: 8930.791, total_weights: 65536, loss: 8.887, lm_loss: 8.887, perplexity: 7233.941
I0424 07:12:58.959826    2924 google_auth_provider.cc:181] Running on GCE, using service account 562977990677-compute@developer.gserviceaccount.com
I0424 07:13:01.475111 139022885250816 array_metadata_store.py:203] [process=5][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260424_070227/linen_xpk_main_20260424_070227_04_int8/checkpoints/0/items/array_metadatas/process_5
I0424 07:13:26.869181 139157606033216 metric_logger.py:196] completed step: 6, seconds: 0.460, TFLOP/s/device: 29.564, Tokens/s/device: 4456.136, total_weights: 65536, loss: 8.588, lm_loss: 8.588, perplexity: 5365.468
I0424 07:13:27.098499 139157606033216 metric_logger.py:196] completed step: 7, seconds: 28.942, TFLOP/s/device: 0.469, Tokens/s/device: 70.761, total_weights: 65536, loss: 8.380, lm_loss: 8.380, perplexity: 4358.779
I0424 07:13:27.328148 139157606033216 metric_logger.py:196] completed step: 8, seconds: 0.234, TFLOP/s/device: 58.172, Tokens/s/device: 8768.362, total_weights: 65536, loss: 8.251, lm_loss: 8.251, perplexity: 3831.453
I0424 07:13:27.556835 139157606033216 checkpointing.py:772] Waiting for step 9 to finish before checkpoint...
I0424 07:13:27.557534 139157606033216 checkpointing.py:776] Waited 0.0007200241088867188 seconds for step 9 to finish before starting checkpointing.
I0424 07:13:27.559574 139157606033216 checkpoint_manager.py:2020] [process=5][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0424 07:13:28.872802 139024241719040 base_pytree_checkpoint_handler.py:130] [process=5] /jax/orbax/write/gbytes_per_sec: 47.656 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 33.14583134651184 s) (per-host)
I0424 07:13:28.872924 139024241719040 async_checkpointer.py:90] [process=5][thread=async_save] 3 Handler Commit operations completed. Time taken: 32.850717s.
I0424 07:13:38.377211 139024241719040 async_checkpointer.py:160] [process=5][thread=async_save] Background save thread done. Time taken: 42.354988s.
I0424 07:13:38.377501 139022876858112 async_checkpointer.py:288] [process=5][thread=save_finalize] Done with waiting for background save thread=async_save.
I0424 07:13:38.377619 139022876858112 async_checkpointer.py:298] [process=5][thread=save_finalize] No errors found in background save thread=async_save.
I0424 07:13:38.377684 139022876858112 checkpoint_manager.py:2137] [process=5][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts...
I0424 07:13:38.379979 139022876858112 checkpoint_manager.py:2146] [process=5][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts.
I0424 07:13:38.380143 139157606033216 checkpoint_manager.py:2032] [process=5][thread=MainThread][step=0][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=0.
W0424 07:13:38.380276 139157606033216 checkpoint_manager.py:1452] Waiting for previous save to complete took 10.820704 seconds. If this number is high, consider checkpointing less frequently.
I0424 07:13:38.382047 139157606033216 checkpoint_manager.py:1512] [process=5] Saving checkpoint at step 9
I0424 07:13:38.384174 139157606033216 event_tracking.py:70] [process=5] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260424_070227/linen_xpk_main_20260424_070227_04_int8/checkpoints/9.
I0424 07:13:38.660115 139157606033216 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0424 07:13:38.660210 139157606033216 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
I0424 07:13:38.694504 139157606033216 base_pytree_checkpoint_handler.py:154] [process=5][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.036338s
I0424 07:13:38.694683 139157606033216 base_pytree_checkpoint_handler.py:130] [process=5] /jax/orbax/write/blocking_gbytes_per_sec: 38.732 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.03982710838317871 s) (per-host)
I0424 07:13:38.694736 139157606033216 base_pytree_checkpoint_handler.py:768] [process=5][thread=MainThread] Initiated Pytree async_save. Time taken: 0.039891s (batch_requests_ready=0.001833s, total_serialization_initiated=0.037976s, others=0.000082s)
I0424 07:13:38.694833 139157606033216 composite_checkpoint_handler.py:715] [process=5][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.044264s (all_items=0.000015s, per_item={'items': '0.00001550'}, temp_paths=0.044249)
I0424 07:13:38.695542 139157606033216 event_tracking.py:125] [process=5] [async] Finished blocking save in 0.31 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260424_070227/linen_xpk_main_20260424_070227_04_int8/checkpoints/9.
I0424 07:13:38.695857 139022876858112 async_checkpointer.py:76] [process=5][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-24 07:33:38.695825
I0424 07:13:38.697777 139157606033216 checkpoint_manager.py:1560] [process=5][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize
I0424 07:13:38.698029 139001709135616 async_checkpointer.py:280] [process=5][thread=save_finalize] Waiting for background save thread=async_save.
I0424 07:13:38.698190 139157606033216 standard_logger.py:34] {'step': 9, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260424_070227/linen_xpk_main_20260424_070227_04_int8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1777014807.5595417, 'wait_for_prev_duration_secs': 10.820703506469727, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1777014818.3820853, 'checkpointer_blocking_duration_secs': 0.3139059543609619, 'get_old_steps_start_time': 1777014818.6960135, 'get_old_steps_duration_secs': 3.218650817871094e-05, 'checkpoint_manager_blocking_start_time': 1777014807.5577981, 'checkpoint_manager_blocking_duration_secs': 11.140357255935669}
I0424 07:13:38.698305 139157606033216 checkpointing.py:408] Started an asynchronous checkpoint save for step 9
I0424 07:13:38.698352 139157606033216 checkpoint_manager.py:2020] [process=5][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0424 07:13:44.237746 139001633601280 array_metadata_store.py:203] [process=5][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260424_070227/linen_xpk_main_20260424_070227_04_int8/checkpoints/9/items/array_metadatas/process_5
I0424 07:14:20.305140 139022876858112 base_pytree_checkpoint_handler.py:130] [process=5] /jax/orbax/write/gbytes_per_sec: 37.925 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 41.65026116371155 s) (per-host)
I0424 07:14:20.305252 139022876858112 async_checkpointer.py:90] [process=5][thread=async_save] 3 Handler Commit operations completed. Time taken: 41.609289s.
I0424 07:14:29.628173 139022876858112 async_checkpointer.py:160] [process=5][thread=async_save] Background save thread done. Time taken: 50.932192s.
I0424 07:14:29.628504 139001709135616 async_checkpointer.py:288] [process=5][thread=save_finalize] Done with waiting for background save thread=async_save.
I0424 07:14:29.628620 139001709135616 async_checkpointer.py:298] [process=5][thread=save_finalize] No errors found in background save thread=async_save.
I0424 07:14:29.628693 139001709135616 checkpoint_manager.py:2137] [process=5][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts...
I0424 07:14:29.629914 139001709135616 checkpoint_manager.py:2146] [process=5][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts.
I0424 07:14:29.630142 139157606033216 checkpoint_manager.py:2032] [process=5][thread=MainThread][step=9][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=9.
I0424 07:14:29.630306 139157606033216 checkpoint_manager.py:2009] [process=5][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0424 07:14:29.631201 139157606033216 metric_logger.py:196] completed step: 9, seconds: 0.229, TFLOP/s/device: 59.227, Tokens/s/device: 8927.326, total_weights: 65536, loss: 8.175, lm_loss: 8.175, perplexity: 3552.333
Per train step:
 Total TFLOPs: 13.59 
 split as 93.93% learnable weight flops and 6.07% attention flops
XPK End: Fri Apr 24 07:14:39 UTC 2026
EXIT_CODE=0
feat/nnx-post-train-fixes  ·  28b1e4a16  ·  feat_nnx_post_train_fixes_20260424_120657  ·  full log 
XPK Start: Fri Apr 24 12:15:32 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. 
2026-04-24 12:15:57.601756: 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)
I0424 12:15:57.813595 140260153067328 max_utils.py:273] Attempting to initialize the jax distributed system...
I0424 12:16:06.854602 140260153067328 distributed.py:149] Starting JAX distributed service on [::]:8482
I0424 12:16:06.856884 140260153067328 distributed.py:172] Connecting to JAX distributed service on mt-04-int8-68pmm-slice-job-0-0.mt-04-int8-68pmm:8482
I0424 12:16:08.197973 140260153067328 max_utils.py:284] Jax distributed system initialized!
I0424 12:16:14.530256 140260153067328 max_utils.py:800] System Information: Jax Version: 0.9.2
I0424 12:16:14.530368 140260153067328 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0424 12:16:14.530408 140260153067328 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
I0424 12:16:14.530444 140260153067328 train_utils.py:391] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing.
I0424 12:16:15.258490 140260153067328 maxtext_utils.py:1771] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0424 12:16:15.259082 140260153067328 maxtext_utils.py:1771] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0424 12:16:15.259399 140260153067328 checkpointing.py:688] Setting up checkpoint logger...
I0424 12:16:15.259451 140260153067328 checkpointing.py:234] Creating checkpoint manager with ocdbt=True and zarr3=True
I0424 12:16:15.259496 140260153067328 pytree_checkpoint_handler.py:592] save_device_host_concurrent_bytes=None
I0424 12:16:15.259828 140260153067328 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 0x7f904e7d7470>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0424 12:16:18.162538 140260153067328 checkpointing.py:266] Enabling policy for fixed interval checkpointing.
I0424 12:16:18.162783 140260153067328 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 0x7f7b8c58f3e0>}, handler_registry=None
I0424 12:16:18.163020 140260153067328 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7f7b8c58f3e0>` 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`.
I0424 12:16:18.163070 140260153067328 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7f7b8c590f80>` 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`.
I0424 12:16:18.163118 140260153067328 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 0x7f7b8c58f3e0>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7f7b8c58f3e0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7f7b8c590f80>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7f7b8c590f80>}).
I0424 12:16:18.163441 140260153067328 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.34
I0424 12:16:18.163511 140260153067328 async_checkpointer.py:192] [process=6][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>._fn at 0x7f7b8c1d9e40> timeout: 1200 secs and primary_host=0 for async checkpoint writes
I0424 12:16:19.324965 140260153067328 checkpoint_manager.py:1812] Found 0 checkpoint steps in gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260424_120657/linen_xpk_feat_nnx_post_train_fixes_20260424_120657_04_int8/checkpoints
I0424 12:16:19.578793 140260153067328 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=10), preservation_policy=LatestN(n=None), prevent_write_metrics=False, enable_should_save_is_saving_in_progress_check=True, enable_per_process_directory_creation=False, lightweight_initialize=False), root_directory=gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260424_120657/linen_xpk_feat_nnx_post_train_fixes_20260424_120657_04_int8/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x7f7b8c590500>
I0424 12:16:19.578971 140260153067328 checkpointing.py:302] Checkpoint manager created!
I0424 12:16:20.731731 140260153067328 nnx_wrappers.py:437] Unknown Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0424 12:16:20.731846 140260153067328 nnx_wrappers.py:437] Unknown Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0424 12:16:21.119330 140260153067328 attentions.py:1088] attentions/inputs_q Logical: bfloat16[32,2048,2048]...................................... ('activation_batch_attn', 'activation_length_attn', 'activation_embed_attn').
I0424 12:16:21.119425 140260153067328 attentions.py:1088] attentions/inputs_q Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0424 12:16:21.137167 140260153067328 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[32,2048,2048]...................................... ('activation_batch_attn', 'activation_length_attn', 'activation_embed_attn').
I0424 12:16:21.137228 140260153067328 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0424 12:16:21.204459 140260153067328 attentions.py:1154] attentions/query Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_length_attn', 'activation_kv_heads', 'activation_kv_head_dim').
I0424 12:16:21.204550 140260153067328 attentions.py:1154] attentions/query Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0424 12:16:21.222045 140260153067328 attentions.py:1155] attentions/key Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_length_attn', 'activation_kv_heads', 'activation_kv_head_dim').
I0424 12:16:21.222121 140260153067328 attentions.py:1155] attentions/key Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0424 12:16:21.239808 140260153067328 attentions.py:1156] attentions/value Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_length_attn', 'activation_kv_heads', 'activation_kv_head_dim').
I0424 12:16:21.239877 140260153067328 attentions.py:1156] attentions/value Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0424 12:16:21.266385 140260153067328 attentions.py:1198] attentions/out Logical: bfloat16[32,2048,16,128].................................... ('activation_batch_attn', 'activation_length_attn', 'activation_heads', 'activation_kv').
I0424 12:16:21.266458 140260153067328 attentions.py:1198] attentions/out Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0424 12:16:21.337395 140260153067328 linears.py:525] linears/x Logical: bfloat16[32,2048,7168]...................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0424 12:16:21.337493 140260153067328 linears.py:525] linears/x Physical: bfloat16[32,2048,7168]...................................... ('fsdp', None, None).
I0424 12:16:21.866428 140260153067328 checkpointing.py:578] checkpoint manager exists so trying to load this run's existing checkpoint
I0424 12:16:21.866540 140260153067328 checkpointing.py:676] No existing checkpoints found, not restoring checkpoint.
fsdp: 32
I0424 12:16:24.401177 140260153067328 maxtext_utils.py:1880]  params/params/decoder/decoder_norm/scale
    Shape:     float32[2048]
    Logical:   P('norm',)
    Physical:  (None,)
I0424 12:16:24.401304 140260153067328 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)
I0424 12:16:24.401366 140260153067328 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)
I0424 12:16:24.401424 140260153067328 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')
I0424 12:16:24.401481 140260153067328 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)
I0424 12:16:24.401525 140260153067328 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)
I0424 12:16:24.401581 140260153067328 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)
I0424 12:16:24.401637 140260153067328 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')
I0424 12:16:24.401677 140260153067328 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)
I0424 12:16:24.401715 140260153067328 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)
I0424 12:16:24.401764 140260153067328 maxtext_utils.py:1880]  params/params/decoder/logits_dense/kernel
    Shape:     float32[2048,32000]
    Logical:   P('embed_vocab', 'vocab')
    Physical:  ('fsdp', None)
I0424 12:16:24.401813 140260153067328 maxtext_utils.py:1880]  params/params/token_embedder/embedding
    Shape:     float32[32000,2048]
    Logical:   P('vocab', 'embed_vocab')
    Physical:  (None, 'fsdp')

I0424 12:16:25.808974 140260153067328 train.py:157] train/xent Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0424 12:16:25.809073 140260153067328 train.py:157] train/xent Physical: float32[32,2048]............................................ ('fsdp', None).
I0424 12:16:25.824790 140260153067328 train.py:164] train/z_loss Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0424 12:16:25.824850 140260153067328 train.py:164] train/z_loss Physical: float32[32,2048]............................................ ('fsdp', None).
I0424 12:16:39.862234 140260153067328 max_utils.py:791] Total memory size: 1.8 GB, Output size: 0.4 GB, Temp size: 1.4 GB, Argument size: 0.4 GB, Host temp size: 0.0 GB.
I0424 12:16:39.863032 140260153067328 metric_logger.py:301] number parameters: 1.104 billion
I0424 12:16:54.687680 140260153067328 checkpointing.py:794] Waiting for step 0 to finish before checkpoint...
I0424 12:16:54.932708 140260153067328 checkpointing.py:798] Waited 0.24500346183776855 seconds for step 0 to finish before starting checkpointing.
I0424 12:16:54.935154 140260153067328 checkpoint_manager.py:2009] [process=6][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0424 12:16:54.937952 140260153067328 checkpoint_manager.py:1512] [process=6] Saving checkpoint at step 0
I0424 12:16:54.939355 140260153067328 event_tracking.py:70] [process=6] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260424_120657/linen_xpk_feat_nnx_post_train_fixes_20260424_120657_04_int8/checkpoints/0.
I0424 12:16:55.295334 140260153067328 signaling_client.py:364] Using JaxDistributedSignalingClient
I0424 12:16:55.296267 140260153067328 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0424 12:16:55.296325 140260153067328 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
I0424 12:16:55.586269 140260153067328 base_pytree_checkpoint_handler.py:154] [process=6][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.291007s
I0424 12:16:55.586450 140260153067328 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/blocking_gbytes_per_sec: 5.203 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.2964768409729004 s) (per-host)
I0424 12:16:55.586508 140260153067328 base_pytree_checkpoint_handler.py:768] [process=6][thread=MainThread] Initiated Pytree async_save. Time taken: 0.296546s (batch_requests_ready=0.002225s, total_serialization_initiated=0.294243s, others=0.000078s)
I0424 12:16:55.586610 140260153067328 composite_checkpoint_handler.py:715] [process=6][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.300906s (all_items=0.000017s, per_item={'items': '0.00001693'}, temp_paths=0.300889)
I0424 12:16:55.587432 140260153067328 event_tracking.py:125] [process=6] [async] Finished blocking save in 0.65 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260424_120657/linen_xpk_feat_nnx_post_train_fixes_20260424_120657_04_int8/checkpoints/0.
I0424 12:16:55.587775 140126001833728 async_checkpointer.py:76] [process=6][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-24 12:36:55.587736
I0424 12:16:55.589900 140260153067328 checkpoint_manager.py:1560] [process=6][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize
I0424 12:16:55.590145 140123854411520 async_checkpointer.py:280] [process=6][thread=save_finalize] Waiting for background save thread=async_save.
I0424 12:16:55.590307 140260153067328 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260424_120657/linen_xpk_feat_nnx_post_train_fixes_20260424_120657_04_int8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1777033014.935136, 'wait_for_prev_duration_secs': 5.984306335449219e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1777033014.9379914, 'checkpointer_blocking_duration_secs': 0.6499476432800293, 'get_old_steps_start_time': 1777033015.5879645, 'get_old_steps_duration_secs': 3.1948089599609375e-05, 'checkpoint_manager_blocking_start_time': 1777033014.933234, 'checkpoint_manager_blocking_duration_secs': 0.6570351123809814}
I0424 12:16:55.590408 140260153067328 checkpointing.py:409] Started an asynchronous checkpoint save for step 0
I0424 12:16:55.590456 140260153067328 max_utils.py:750] 
Memstats: After params initialized:
I0424 12:16:55.590502 140260153067328 max_utils.py:756] 	Using (GB) 0.44 / 31.25 (1.408000%) on TPU_24(process=6,(0,6,0,0))
I0424 12:16:55.590541 140260153067328 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_25(process=6,(1,6,0,0))
I0424 12:16:55.590567 140260153067328 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_28(process=6,(0,7,0,0))
I0424 12:16:55.590591 140260153067328 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_29(process=6,(1,7,0,0))
I0424 12:16:55.915760 140260153067328 metric_logger.py:196] completed step: 0, seconds: 14.825, TFLOP/s/device: 0.917, Tokens/s/device: 138.149, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52796.277
I0424 12:16:56.164795 140260153067328 metric_logger.py:196] completed step: 1, seconds: 1.227, TFLOP/s/device: 11.078, Tokens/s/device: 1669.727, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52796.277
I0424 12:16:56.577242 140260153067328 metric_logger.py:196] completed step: 2, seconds: 0.020, TFLOP/s/device: 675.003, Tokens/s/device: 101743.753, total_weights: 65536, loss: 10.262, lm_loss: 10.262, perplexity: 28634.820
I0424 12:16:56.806620 140260153067328 metric_logger.py:196] completed step: 3, seconds: 0.413, TFLOP/s/device: 32.915, Tokens/s/device: 4961.324, total_weights: 65536, loss: 9.731, lm_loss: 9.731, perplexity: 16827.199
I0424 12:16:57.265661 140260153067328 metric_logger.py:196] completed step: 4, seconds: 0.235, TFLOP/s/device: 57.932, Tokens/s/device: 8732.135, total_weights: 65536, loss: 9.272, lm_loss: 9.272, perplexity: 10638.531
I0424 12:16:57.271808 140260153067328 metric_logger.py:196] completed step: 5, seconds: 0.229, TFLOP/s/device: 59.224, Tokens/s/device: 8926.820, total_weights: 65536, loss: 8.887, lm_loss: 8.887, perplexity: 7233.941
I0424 12:16:58.510128    2998 google_auth_provider.cc:181] Running on GCE, using service account 562977990677-compute@developer.gserviceaccount.com
I0424 12:17:00.544763 140123912009472 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_20260424_120657/linen_xpk_feat_nnx_post_train_fixes_20260424_120657_04_int8/checkpoints/0/items/array_metadatas/process_6
I0424 12:17:26.810663 140260153067328 metric_logger.py:196] completed step: 6, seconds: 0.460, TFLOP/s/device: 29.555, Tokens/s/device: 4454.847, total_weights: 65536, loss: 8.588, lm_loss: 8.588, perplexity: 5365.468
I0424 12:17:27.041744 140260153067328 metric_logger.py:196] completed step: 7, seconds: 29.311, TFLOP/s/device: 0.464, Tokens/s/device: 69.871, total_weights: 65536, loss: 8.380, lm_loss: 8.380, perplexity: 4358.779
I0424 12:17:27.271078 140260153067328 metric_logger.py:196] completed step: 8, seconds: 0.233, TFLOP/s/device: 58.198, Tokens/s/device: 8772.193, total_weights: 65536, loss: 8.251, lm_loss: 8.251, perplexity: 3831.453
I0424 12:17:27.499805 140260153067328 checkpointing.py:794] Waiting for step 9 to finish before checkpoint...
I0424 12:17:27.500499 140260153067328 checkpointing.py:798] Waited 0.0007135868072509766 seconds for step 9 to finish before starting checkpointing.
I0424 12:17:27.502603 140260153067328 checkpoint_manager.py:2020] [process=6][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0424 12:17:27.888607 140126001833728 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/gbytes_per_sec: 48.456 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 32.59858703613281 s) (per-host)
I0424 12:17:27.888730 140126001833728 async_checkpointer.py:90] [process=6][thread=async_save] 3 Handler Commit operations completed. Time taken: 32.300837s.
I0424 12:17:38.361063 140126001833728 async_checkpointer.py:160] [process=6][thread=async_save] Background save thread done. Time taken: 42.773152s.
I0424 12:17:38.361398 140123854411520 async_checkpointer.py:288] [process=6][thread=save_finalize] Done with waiting for background save thread=async_save.
I0424 12:17:38.361535 140123854411520 async_checkpointer.py:298] [process=6][thread=save_finalize] No errors found in background save thread=async_save.
I0424 12:17:38.361587 140123854411520 checkpoint_manager.py:2137] [process=6][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts...
I0424 12:17:38.364772 140123854411520 checkpoint_manager.py:2146] [process=6][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts.
I0424 12:17:38.364932 140260153067328 checkpoint_manager.py:2032] [process=6][thread=MainThread][step=0][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=0.
W0424 12:17:38.365077 140260153067328 checkpoint_manager.py:1452] Waiting for previous save to complete took 10.862470 seconds. If this number is high, consider checkpointing less frequently.
I0424 12:17:38.367013 140260153067328 checkpoint_manager.py:1512] [process=6] Saving checkpoint at step 9
I0424 12:17:38.369260 140260153067328 event_tracking.py:70] [process=6] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260424_120657/linen_xpk_feat_nnx_post_train_fixes_20260424_120657_04_int8/checkpoints/9.
I0424 12:17:38.667396 140260153067328 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0424 12:17:38.667489 140260153067328 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
I0424 12:17:38.701505 140260153067328 base_pytree_checkpoint_handler.py:154] [process=6][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.036031s
I0424 12:17:38.701674 140260153067328 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/blocking_gbytes_per_sec: 39.092 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.039460182189941406 s) (per-host)
I0424 12:17:38.701725 140260153067328 base_pytree_checkpoint_handler.py:768] [process=6][thread=MainThread] Initiated Pytree async_save. Time taken: 0.039519s (batch_requests_ready=0.001780s, total_serialization_initiated=0.037673s, others=0.000066s)
I0424 12:17:38.701819 140260153067328 composite_checkpoint_handler.py:715] [process=6][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.043534s (all_items=0.000015s, per_item={'items': '0.00001526'}, temp_paths=0.043519)
I0424 12:17:38.702489 140260153067328 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_20260424_120657/linen_xpk_feat_nnx_post_train_fixes_20260424_120657_04_int8/checkpoints/9.
I0424 12:17:38.702821 140123854411520 async_checkpointer.py:76] [process=6][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-24 12:37:38.702783
I0424 12:17:38.709148 140260153067328 checkpoint_manager.py:1560] [process=6][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize
I0424 12:17:38.709436 140123912009472 async_checkpointer.py:280] [process=6][thread=save_finalize] Waiting for background save thread=async_save.
I0424 12:17:38.709600 140260153067328 standard_logger.py:34] {'step': 9, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260424_120657/linen_xpk_feat_nnx_post_train_fixes_20260424_120657_04_int8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1777033047.502573, 'wait_for_prev_duration_secs': 10.862470388412476, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1777033058.3670506, 'checkpointer_blocking_duration_secs': 0.33591437339782715, 'get_old_steps_start_time': 1777033058.7029872, 'get_old_steps_duration_secs': 3.0040740966796875e-05, 'checkpoint_manager_blocking_start_time': 1777033047.5007346, 'checkpoint_manager_blocking_duration_secs': 11.208828926086426}
I0424 12:17:38.709708 140260153067328 checkpointing.py:409] Started an asynchronous checkpoint save for step 9
I0424 12:17:38.709754 140260153067328 checkpoint_manager.py:2020] [process=6][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0424 12:17:44.186181 140105675147008 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_20260424_120657/linen_xpk_feat_nnx_post_train_fixes_20260424_120657_04_int8/checkpoints/9/items/array_metadatas/process_6
I0424 12:18:19.859130 140123854411520 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/gbytes_per_sec: 38.343 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 41.19686484336853 s) (per-host)
I0424 12:18:19.859239 140123854411520 async_checkpointer.py:90] [process=6][thread=async_save] 3 Handler Commit operations completed. Time taken: 41.156305s.
I0424 12:18:29.908988 140123854411520 async_checkpointer.py:160] [process=6][thread=async_save] Background save thread done. Time taken: 51.206038s.
I0424 12:18:29.909305 140123912009472 async_checkpointer.py:288] [process=6][thread=save_finalize] Done with waiting for background save thread=async_save.
I0424 12:18:29.909438 140123912009472 async_checkpointer.py:298] [process=6][thread=save_finalize] No errors found in background save thread=async_save.
I0424 12:18:29.909486 140123912009472 checkpoint_manager.py:2137] [process=6][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts...
I0424 12:18:29.910944 140123912009472 checkpoint_manager.py:2146] [process=6][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts.
I0424 12:18:29.911132 140260153067328 checkpoint_manager.py:2032] [process=6][thread=MainThread][step=9][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=9.
I0424 12:18:29.911286 140260153067328 checkpoint_manager.py:2009] [process=6][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0424 12:18:29.912347 140260153067328 metric_logger.py:196] completed step: 9, seconds: 0.231, TFLOP/s/device: 58.858, Tokens/s/device: 8871.677, total_weights: 65536, loss: 8.175, lm_loss: 8.175, perplexity: 3552.333
Per train step:
 Total TFLOPs: 13.59 
 split as 93.93% learnable weight flops and 6.07% attention flops
XPK End: Fri Apr 24 12:18:42 UTC 2026
EXIT_CODE=0