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‹ 02_syntheticCase: 03_dropout04_int8 ›

Metrics: Linen vs NNX  ·  main

MetricLinen  8a17c3d19NNX  8a17c3d19Diff (NNX − Linen)
Parameters1.104 billion
Final loss6.9810
TFLOP/s11.325
Tok/s1810.0
Avg s/step1.379
Memory %1.31
JAX0.9.20.9.2

Diff = NNX value − Linen value. Green = NNX improved. Red = NNX regressed.

Linen  ·  8a17c3d19  ·  main_20260422_071422  ·  full log
XPK Start: Wed Apr 22 07:21:50 UTC 2026
PyTorch was not found. Models won't be available and only tokenizers, configuration and file/data utilities can be used.
`rope_parameters`'s factor field must be a float >= 1, got 40
`rope_parameters`'s beta_fast field must be a float, got 32
`rope_parameters`'s beta_slow field must be a float, got 1
DeepseekV32Config got `key=rope_scaling` in kwargs but hasn't set it as attribute. For RoPE standardization you need to set `self.rope_parameters` in model's config. 
2026-04-22 07:22:30.380535: E external/local_xla/xla/stream_executor/cuda/cuda_platform.cc:51] failed call to cuInit: INTERNAL: CUDA error: Failed call to cuInit: UNKNOWN ERROR (303)
I0422 07:22:30.591233 133050128602944 max_utils.py:273] Attempting to initialize the jax distributed system...
I0422 07:22:39.630258 133050128602944 distributed.py:149] Starting JAX distributed service on [::]:8482
I0422 07:22:39.632703 133050128602944 distributed.py:172] Connecting to JAX distributed service on mt-03-dropout-4sut3-slice-job-0-0.mt-03-dropout-4sut3:8482
I0422 07:22:43.262246 133050128602944 max_utils.py:284] Jax distributed system initialized!
I0422 07:22:49.715569 133050128602944 max_utils.py:800] System Information: Jax Version: 0.9.2
I0422 07:22:49.715675 133050128602944 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0422 07:22:49.715714 133050128602944 max_utils.py:802] System Information: Jax Backend: PJRT C API
TFRT TPU v6 lite
Built on Mar 4 2026 11:32:08 (1772652728) cl/878335365
I0422 07:22:49.715750 133050128602944 train_utils.py:361] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing.
I0422 07:22:50.406398 133050128602944 maxtext_utils.py:1604] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0422 07:22:50.406683 133050128602944 checkpointing.py:677] Setting up checkpoint logger...
I0422 07:22:50.406738 133050128602944 checkpointing.py:233] Creating checkpoint manager with ocdbt=True and zarr3=True
I0422 07:22:50.406782 133050128602944 pytree_checkpoint_handler.py:592] save_device_host_concurrent_bytes=None
I0422 07:22:50.407139 133050128602944 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 0x79018a31c770>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0422 07:22:53.470102 133050128602944 checkpointing.py:265] Enabling policy for fixed interval checkpointing.
I0422 07:22:53.470373 133050128602944 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 0x78ec285823f0>}, handler_registry=None
I0422 07:22:53.470616 133050128602944 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x78ec285823f0>` for item "items" and save args `<class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeSaveArgs'>` and restore args `<class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>` to `_handler_registry`.
I0422 07:22:53.470668 133050128602944 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x78ed104ce0f0>` for item "metrics" and save args `<class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>` and restore args `<class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>` to `_handler_registry`.
I0422 07:22:53.470702 133050128602944 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 0x78ec285823f0>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x78ec285823f0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x78ed104ce0f0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x78ed104ce0f0>}).
I0422 07:22:53.471035 133050128602944 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.34
I0422 07:22:53.471108 133050128602944 async_checkpointer.py:192] [process=6][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>._fn at 0x78ec28741b20> timeout: 1200 secs and primary_host=0 for async checkpoint writes
I0422 07:22:54.798958 133050128602944 checkpoint_manager.py:1812] Found 0 checkpoint steps in gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_03_dropout/checkpoints
I0422 07:22:55.217518 133050128602944 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_main_20260422_071422/linen_xpk_main_20260422_071422_03_dropout/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x78ed104caae0>
I0422 07:22:55.217693 133050128602944 checkpointing.py:301] Checkpoint manager created!
I0422 07:22:55.565344 133050128602944 nnx_wrappers.py:437] Unknown Logical: bfloat16[32,128,2048]....................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0422 07:22:55.565466 133050128602944 nnx_wrappers.py:437] Unknown Physical: bfloat16[32,128,2048]....................................... ('fsdp', None, None).
I0422 07:22:55.948063 133050128602944 attentions.py:1088] attentions/inputs_q Logical: bfloat16[32,128,2048]....................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0422 07:22:55.948156 133050128602944 attentions.py:1088] attentions/inputs_q Physical: bfloat16[32,128,2048]....................................... ('fsdp', None, None).
I0422 07:22:55.970173 133050128602944 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[32,128,2048]....................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0422 07:22:55.970273 133050128602944 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[32,128,2048]....................................... ('fsdp', None, None).
I0422 07:22:55.994108 133050128602944 attentions.py:1154] attentions/query Logical: bfloat16[32,128,16,128]..................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0422 07:22:55.994177 133050128602944 attentions.py:1154] attentions/query Physical: bfloat16[32,128,16,128]..................................... ('fsdp', None, None, None).
I0422 07:22:56.010580 133050128602944 attentions.py:1155] attentions/key Logical: bfloat16[32,128,16,128]..................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0422 07:22:56.010638 133050128602944 attentions.py:1155] attentions/key Physical: bfloat16[32,128,16,128]..................................... ('fsdp', None, None, None).
I0422 07:22:56.026985 133050128602944 attentions.py:1156] attentions/value Logical: bfloat16[32,128,16,128]..................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0422 07:22:56.027046 133050128602944 attentions.py:1156] attentions/value Physical: bfloat16[32,128,16,128]..................................... ('fsdp', None, None, None).
I0422 07:22:56.051961 133050128602944 attentions.py:1198] attentions/out Logical: bfloat16[32,128,16,128]..................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv').
I0422 07:22:56.052033 133050128602944 attentions.py:1198] attentions/out Physical: bfloat16[32,128,16,128]..................................... ('fsdp', None, None, None).
I0422 07:22:56.079391 133050128602944 linears.py:525] linears/x Logical: bfloat16[32,128,7168]....................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0422 07:22:56.079457 133050128602944 linears.py:525] linears/x Physical: bfloat16[32,128,7168]....................................... ('fsdp', None, None).
I0422 07:22:56.297951 133050128602944 checkpointing.py:577] checkpoint manager exists so trying to load this run's existing checkpoint
I0422 07:22:56.298065 133050128602944 checkpointing.py:665] No existing checkpoints found, not restoring checkpoint.
fsdp: 32
I0422 07:22:57.738766 133050128602944 maxtext_utils.py:1707]  params/params/decoder/decoder_norm/scale
    Shape:     float32[2048]
    Logical:   P('norm',)
    Physical:  (None,)
I0422 07:22:57.738892 133050128602944 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)
I0422 07:22:57.738946 133050128602944 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)
I0422 07:22:57.739005 133050128602944 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')
I0422 07:22:57.739058 133050128602944 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)
I0422 07:22:57.739096 133050128602944 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)
I0422 07:22:57.739148 133050128602944 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)
I0422 07:22:57.739200 133050128602944 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')
I0422 07:22:57.739240 133050128602944 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)
I0422 07:22:57.739275 133050128602944 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)
I0422 07:22:57.739347 133050128602944 maxtext_utils.py:1707]  params/params/decoder/logits_dense/kernel
    Shape:     float32[2048,32000]
    Logical:   P('embed_vocab', 'vocab')
    Physical:  ('fsdp', None)
I0422 07:22:57.739700 133050128602944 maxtext_utils.py:1707]  params/params/token_embedder/embedding
    Shape:     float32[32000,2048]
    Logical:   P('vocab', 'embed_vocab')
    Physical:  (None, 'fsdp')

I0422 07:22:58.264539 133050128602944 train.py:155] train/xent Logical: float32[32,128]............................................. ('activation_embed_and_logits_batch', 'activation_length').
I0422 07:22:58.264635 133050128602944 train.py:155] train/xent Physical: float32[32,128]............................................. ('fsdp', None).
I0422 07:22:58.280124 133050128602944 train.py:162] train/z_loss Logical: float32[32,128]............................................. ('activation_embed_and_logits_batch', 'activation_length').
I0422 07:22:58.280184 133050128602944 train.py:162] train/z_loss Physical: float32[32,128]............................................. ('fsdp', None).
I0422 07:23:01.937496 133050128602944 max_utils.py:791] Total memory size: 0.8 GB, Output size: 0.4 GB, Temp size: 0.4 GB, Argument size: 0.4 GB, Host temp size: 0.0 GB.
I0422 07:23:01.938299 133050128602944 metric_logger.py:301] number parameters: 1.104 billion
I0422 07:23:06.505146 133050128602944 checkpointing.py:772] Waiting for step 0 to finish before checkpoint...
I0422 07:23:06.581360 133050128602944 checkpointing.py:776] Waited 0.07619762420654297 seconds for step 0 to finish before starting checkpointing.
I0422 07:23:06.583818 133050128602944 checkpoint_manager.py:2009] [process=6][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0422 07:23:06.585791 133050128602944 checkpoint_manager.py:1512] [process=6] Saving checkpoint at step 0
I0422 07:23:06.587258 133050128602944 event_tracking.py:70] [process=6] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_03_dropout/checkpoints/0.
I0422 07:23:07.340304 133050128602944 signaling_client.py:364] Using JaxDistributedSignalingClient
I0422 07:23:07.341246 133050128602944 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0422 07:23:07.341323 133050128602944 replica_slices.py:424] Transferring arrays to host memory with options: use_replica_parallel=True, min_slice_bytes_for_replica_parallel=None, max_replicas_for_replica_parallel=None, enable_pinned_host_transfer=False
I0422 07:23:07.625578 133050128602944 base_pytree_checkpoint_handler.py:154] [process=6][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.285358s
I0422 07:23:07.625751 133050128602944 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/blocking_gbytes_per_sec: 5.305 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.2907707691192627 s) (per-host)
I0422 07:23:07.625805 133050128602944 base_pytree_checkpoint_handler.py:768] [process=6][thread=MainThread] Initiated Pytree async_save. Time taken: 0.290834s (batch_requests_ready=0.002182s, total_serialization_initiated=0.288581s, others=0.000071s)
I0422 07:23:07.625895 133050128602944 composite_checkpoint_handler.py:715] [process=6][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.294980s (all_items=0.000018s, per_item={'items': '0.00001836'}, temp_paths=0.294961)
I0422 07:23:07.626746 133050128602944 event_tracking.py:125] [process=6] [async] Finished blocking save in 1.04 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_03_dropout/checkpoints/0.
I0422 07:23:07.627102 132921511896832 async_checkpointer.py:76] [process=6][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-22 07:43:07.627064
I0422 07:23:07.629451 133050128602944 checkpoint_manager.py:1560] [process=6][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize
I0422 07:23:07.629718 132920446547712 async_checkpointer.py:280] [process=6][thread=save_finalize] Waiting for background save thread=async_save.
I0422 07:23:07.629883 133050128602944 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_03_dropout/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776842586.5838006, 'wait_for_prev_duration_secs': 6.103515625e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776842586.585831, 'checkpointer_blocking_duration_secs': 1.0414295196533203, 'get_old_steps_start_time': 1776842587.6273084, 'get_old_steps_duration_secs': 2.9087066650390625e-05, 'checkpoint_manager_blocking_start_time': 1776842586.5818605, 'checkpoint_manager_blocking_duration_secs': 1.0479793548583984}
I0422 07:23:07.629992 133050128602944 checkpointing.py:408] Started an asynchronous checkpoint save for step 0
I0422 07:23:07.630043 133050128602944 max_utils.py:750] 
Memstats: After params initialized:
I0422 07:23:07.630095 133050128602944 max_utils.py:756] 	Using (GB) 0.41 / 31.25 (1.312000%) on TPU_24(process=6,(0,6,0,0))
I0422 07:23:07.630128 133050128602944 max_utils.py:756] 	Using (GB) 0.41 / 31.25 (1.312000%) on TPU_25(process=6,(1,6,0,0))
I0422 07:23:07.630156 133050128602944 max_utils.py:756] 	Using (GB) 0.41 / 31.25 (1.312000%) on TPU_28(process=6,(0,7,0,0))
I0422 07:23:07.630182 133050128602944 max_utils.py:756] 	Using (GB) 0.41 / 31.25 (1.312000%) on TPU_29(process=6,(1,7,0,0))
I0422 07:23:07.942533 133050128602944 metric_logger.py:196] completed step: 0, seconds: 4.567, TFLOP/s/device: 0.175, Tokens/s/device: 28.029, total_weights: 4096, loss: 10.889, lm_loss: 10.889, perplexity: 53560.699
I0422 07:23:08.035938 133050128602944 metric_logger.py:196] completed step: 1, seconds: 1.436, TFLOP/s/device: 0.558, Tokens/s/device: 89.149, total_weights: 4096, loss: 10.902, lm_loss: 10.902, perplexity: 54298.523
I0422 07:23:08.466557 133050128602944 metric_logger.py:196] completed step: 2, seconds: 0.023, TFLOP/s/device: 34.280, Tokens/s/device: 5478.748, total_weights: 4096, loss: 9.956, lm_loss: 9.956, perplexity: 21082.051
I0422 07:23:08.537240 133050128602944 metric_logger.py:196] completed step: 3, seconds: 0.431, TFLOP/s/device: 1.858, Tokens/s/device: 296.950, total_weights: 4096, loss: 9.139, lm_loss: 9.139, perplexity: 9314.691
I0422 07:23:08.678953 133050128602944 metric_logger.py:196] completed step: 4, seconds: 0.076, TFLOP/s/device: 10.528, Tokens/s/device: 1682.572, total_weights: 4096, loss: 8.459, lm_loss: 8.459, perplexity: 4715.493
I0422 07:23:08.684755 133050128602944 metric_logger.py:196] completed step: 5, seconds: 0.071, TFLOP/s/device: 11.348, Tokens/s/device: 1813.725, total_weights: 4096, loss: 7.924, lm_loss: 7.924, perplexity: 2762.373
I0422 07:23:10.517609    2773 google_auth_provider.cc:181] Running on GCE, using service account 562977990677-compute@developer.gserviceaccount.com
I0422 07:23:13.483686 132921465747200 array_metadata_store.py:203] [process=6][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_03_dropout/checkpoints/0/items/array_metadatas/process_6
I0422 07:23:18.839264 133050128602944 metric_logger.py:196] completed step: 6, seconds: 0.142, TFLOP/s/device: 5.646, Tokens/s/device: 902.374, total_weights: 4096, loss: 7.553, lm_loss: 7.553, perplexity: 1906.617
I0422 07:23:18.909924 133050128602944 metric_logger.py:196] completed step: 7, seconds: 10.085, TFLOP/s/device: 0.079, Tokens/s/device: 12.692, total_weights: 4096, loss: 7.267, lm_loss: 7.267, perplexity: 1431.653
I0422 07:23:18.982053 133050128602944 metric_logger.py:196] completed step: 8, seconds: 0.075, TFLOP/s/device: 10.655, Tokens/s/device: 1702.920, total_weights: 4096, loss: 7.111, lm_loss: 7.111, perplexity: 1225.983
I0422 07:23:19.053263 133050128602944 checkpointing.py:772] Waiting for step 9 to finish before checkpoint...
I0422 07:23:19.053849 133050128602944 checkpointing.py:776] Waited 0.0006043910980224609 seconds for step 9 to finish before starting checkpointing.
I0422 07:23:19.055932 133050128602944 checkpoint_manager.py:2020] [process=6][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0422 07:23:40.697907 132921511896832 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/gbytes_per_sec: 47.346 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 33.36286902427673 s) (per-host)
I0422 07:23:40.698032 132921511896832 async_checkpointer.py:90] [process=6][thread=async_save] 3 Handler Commit operations completed. Time taken: 33.070819s.
I0422 07:23:49.725019 132921511896832 async_checkpointer.py:160] [process=6][thread=async_save] Background save thread done. Time taken: 42.097790s.
I0422 07:23:49.725394 132920446547712 async_checkpointer.py:288] [process=6][thread=save_finalize] Done with waiting for background save thread=async_save.
I0422 07:23:49.725518 132920446547712 async_checkpointer.py:298] [process=6][thread=save_finalize] No errors found in background save thread=async_save.
I0422 07:23:49.725570 132920446547712 checkpoint_manager.py:2137] [process=6][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts...
I0422 07:23:49.728118 132920446547712 checkpoint_manager.py:2146] [process=6][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts.
I0422 07:23:49.728255 133050128602944 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.
W0422 07:23:49.728362 133050128602944 checkpoint_manager.py:1452] Waiting for previous save to complete took 30.672431 seconds. If this number is high, consider checkpointing less frequently.
I0422 07:23:49.730231 133050128602944 checkpoint_manager.py:1512] [process=6] Saving checkpoint at step 9
I0422 07:23:49.732261 133050128602944 event_tracking.py:70] [process=6] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_03_dropout/checkpoints/9.
I0422 07:23:50.457462 133050128602944 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0422 07:23:50.457559 133050128602944 replica_slices.py:424] Transferring arrays to host memory with options: use_replica_parallel=True, min_slice_bytes_for_replica_parallel=None, max_replicas_for_replica_parallel=None, enable_pinned_host_transfer=False
I0422 07:23:50.495778 133050128602944 base_pytree_checkpoint_handler.py:154] [process=6][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.039526s
I0422 07:23:50.495941 133050128602944 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/blocking_gbytes_per_sec: 35.912 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.042954206466674805 s) (per-host)
I0422 07:23:50.495990 133050128602944 base_pytree_checkpoint_handler.py:768] [process=6][thread=MainThread] Initiated Pytree async_save. Time taken: 0.043012s (batch_requests_ready=0.001786s, total_serialization_initiated=0.041161s, others=0.000066s)
I0422 07:23:50.496095 133050128602944 composite_checkpoint_handler.py:715] [process=6][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.047304s (all_items=0.000016s, per_item={'items': '0.00001645'}, temp_paths=0.047287)
I0422 07:23:50.496805 133050128602944 event_tracking.py:125] [process=6] [async] Finished blocking save in 0.77 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_03_dropout/checkpoints/9.
I0422 07:23:50.497134 132920446547712 async_checkpointer.py:76] [process=6][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-22 07:43:50.497097
I0422 07:23:50.499111 133050128602944 checkpoint_manager.py:1560] [process=6][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize
I0422 07:23:50.499372 132921486132992 async_checkpointer.py:280] [process=6][thread=save_finalize] Waiting for background save thread=async_save.
I0422 07:23:50.499540 133050128602944 standard_logger.py:34] {'step': 9, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_03_dropout/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776842599.0559027, 'wait_for_prev_duration_secs': 30.672431230545044, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776842629.7302697, 'checkpointer_blocking_duration_secs': 0.7670114040374756, 'get_old_steps_start_time': 1776842630.4973161, 'get_old_steps_duration_secs': 3.457069396972656e-05, 'checkpoint_manager_blocking_start_time': 1776842599.0540824, 'checkpoint_manager_blocking_duration_secs': 31.445420742034912}
I0422 07:23:50.499658 133050128602944 checkpointing.py:408] Started an asynchronous checkpoint save for step 9
I0422 07:23:50.499703 133050128602944 checkpoint_manager.py:2020] [process=6][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0422 07:23:56.464667 132921494525696 array_metadata_store.py:203] [process=6][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260422_071422/linen_xpk_main_20260422_071422_03_dropout/checkpoints/9/items/array_metadatas/process_6
I0422 07:24:31.740633 132920446547712 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/gbytes_per_sec: 38.258 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 41.287593841552734 s) (per-host)
I0422 07:24:31.740760 132920446547712 async_checkpointer.py:90] [process=6][thread=async_save] 3 Handler Commit operations completed. Time taken: 41.243513s.
I0422 07:24:40.398932 132920446547712 async_checkpointer.py:160] [process=6][thread=async_save] Background save thread done. Time taken: 49.901670s.
I0422 07:24:40.399232 132921486132992 async_checkpointer.py:288] [process=6][thread=save_finalize] Done with waiting for background save thread=async_save.
I0422 07:24:40.399379 132921486132992 async_checkpointer.py:298] [process=6][thread=save_finalize] No errors found in background save thread=async_save.
I0422 07:24:40.399427 132921486132992 checkpoint_manager.py:2137] [process=6][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts...
I0422 07:24:40.401111 132921486132992 checkpoint_manager.py:2146] [process=6][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts.
I0422 07:24:40.401310 133050128602944 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.
I0422 07:24:40.401468 133050128602944 checkpoint_manager.py:2009] [process=6][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0422 07:24:40.402428 133050128602944 metric_logger.py:196] completed step: 9, seconds: 0.071, TFLOP/s/device: 11.325, Tokens/s/device: 1809.955, total_weights: 4096, loss: 6.981, lm_loss: 6.981, perplexity: 1075.867
Per train step:
 Total TFLOPs: 0.80 
 split as 99.60% learnable weight flops and 0.40% attention flops
XPK End: Wed Apr 22 07:24:50 UTC 2026
EXIT_CODE=0
NNX  ·  8a17c3d19  ·  main_20260422_071422  ·  full log
XPK Start: Wed Apr 22 08:52:34 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. 
2026-04-22 08:52:59.206763: E external/local_xla/xla/stream_executor/cuda/cuda_platform.cc:51] failed call to cuInit: INTERNAL: CUDA error: Failed call to cuInit: UNKNOWN ERROR (303)
I0422 08:52:59.421629 139333672093504 max_utils.py:273] Attempting to initialize the jax distributed system...
I0422 08:53:08.464491 139333672093504 distributed.py:172] Connecting to JAX distributed service on mt-03-dropout-g7wbo-slice-job-0-0.mt-03-dropout-g7wbo:8482
I0422 08:53:08.486865 139333672093504 max_utils.py:284] Jax distributed system initialized!
I0422 08:53:14.428630 139333672093504 max_utils.py:800] System Information: Jax Version: 0.9.2
I0422 08:53:14.428751 139333672093504 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0422 08:53:14.428793 139333672093504 max_utils.py:802] System Information: Jax Backend: PJRT C API
TFRT TPU v6 lite
Built on Mar 4 2026 11:32:08 (1772652728) cl/878335365
I0422 08:53:14.428830 139333672093504 train_utils.py:361] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing.
Traceback (most recent call last):
  File "<frozen runpy>", line 198, in _run_module_as_main
  File "<frozen runpy>", line 88, in _run_code
  File "/deps/src/maxtext/trainers/pre_train/train.py", line 744, in <module>
    app.run(main)
  File "/usr/local/lib/python3.12/site-packages/absl/app.py", line 367, in run
    _run_main(main, args)
  File "/usr/local/lib/python3.12/site-packages/absl/app.py", line 312, in _run_main
    sys.exit(main(argv))
             ^^^^^^^^^^
  File "/deps/src/maxtext/trainers/pre_train/train.py", line 740, in main
    train_func()
  File "/deps/src/maxtext/trainers/pre_train/train.py", line 730, in train_func
    run(config, recorder, diagnostic_config)
  File "/deps/src/maxtext/trainers/pre_train/train.py", line 709, in run
    train_loop(config, recorder)
  File "/deps/src/maxtext/trainers/pre_train/train.py", line 536, in train_loop
    ) = train_utils.setup_train_loop(config, recorder)
        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/deps/src/maxtext/utils/train_utils.py", line 218, in setup_train_loop
    raise NotImplementedError("Pure NNX support has not been implemented yet.")
NotImplementedError: Pure NNX support has not been implemented yet.
XPK End: Wed Apr 22 08:53:20 UTC 2026
EXIT_CODE=1