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‹ 06_grad_accumCase: 07_eval08_checkpoint_async_true_resume ›

Metrics: Linen vs NNX  ·  main

MetricLinen  59e0f1759NNX  59e0f1759Diff (NNX − Linen)
Parameters1.104 billion
Final loss8.1790
TFLOP/s92.178
Tok/s13894.1
Avg s/step2.719
Memory %1.38
JAX0.9.20.9.2

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

Linen  ·  59e0f1759  ·  main_20260425_071456  ·  full log
XPK Start: Sat Apr 25 07:29:57 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. 
2026-04-25 07:30:21.840068: 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)
I0425 07:30:22.043651 140086283003712 max_utils.py:273] Attempting to initialize the jax distributed system...
I0425 07:30:31.085296 140086283003712 distributed.py:149] Starting JAX distributed service on [::]:8482
I0425 07:30:31.087654 140086283003712 distributed.py:172] Connecting to JAX distributed service on mt-07-eval-6hjmi-slice-job-0-0.mt-07-eval-6hjmi:8482
I0425 07:30:32.479485 140086283003712 max_utils.py:284] Jax distributed system initialized!
I0425 07:30:38.608567 140086283003712 max_utils.py:800] System Information: Jax Version: 0.9.2
I0425 07:30:38.608674 140086283003712 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0425 07:30:38.608713 140086283003712 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
I0425 07:30:38.608748 140086283003712 train_utils.py:361] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing.
I0425 07:30:39.313864 140086283003712 maxtext_utils.py:1604] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1)
I0425 07:30:39.314153 140086283003712 checkpointing.py:677] Setting up checkpoint logger...
I0425 07:30:39.314209 140086283003712 checkpointing.py:233] Creating checkpoint manager with ocdbt=True and zarr3=True
I0425 07:30:39.314256 140086283003712 pytree_checkpoint_handler.py:592] save_device_host_concurrent_bytes=None
I0425 07:30:39.314591 140086283003712 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 0x7f67c5b14dd0>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0425 07:30:42.176279 140086283003712 checkpointing.py:265] Enabling policy for fixed interval checkpointing.
I0425 07:30:42.176521 140086283003712 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 0x7f669ccbbe30>}, handler_registry=None
I0425 07:30:42.176757 140086283003712 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7f669ccbbe30>` 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`.
I0425 07:30:42.176805 140086283003712 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7f53803290a0>` 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`.
I0425 07:30:42.176841 140086283003712 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 0x7f669ccbbe30>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7f669ccbbe30>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7f53803290a0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7f53803290a0>}).
I0425 07:30:42.177196 140086283003712 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.34
I0425 07:30:42.177281 140086283003712 async_checkpointer.py:192] [process=6][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>._fn at 0x7f52a06e5760> timeout: 1200 secs and primary_host=0 for async checkpoint writes
I0425 07:30:43.020732 140086283003712 checkpoint_manager.py:1812] Found 0 checkpoint steps in gs://lance-maxtext/linen_ckpt_xpk_main_20260425_071456/linen_xpk_main_20260425_071456_07_eval/checkpoints
I0425 07:30:43.052524 140086283003712 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_20260425_071456/linen_xpk_main_20260425_071456_07_eval/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x7f538032a300>
I0425 07:30:43.052660 140086283003712 checkpointing.py:301] Checkpoint manager created!
I0425 07:30:43.982335 140086283003712 nnx_wrappers.py:437] Unknown Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0425 07:30:43.982451 140086283003712 nnx_wrappers.py:437] Unknown Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0425 07:30:44.365956 140086283003712 attentions.py:1088] attentions/inputs_q Logical: bfloat16[32,2048,2048]...................................... ('activation_batch_attn', 'activation_length_attn', 'activation_embed_attn').
I0425 07:30:44.366050 140086283003712 attentions.py:1088] attentions/inputs_q Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0425 07:30:44.382715 140086283003712 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[32,2048,2048]...................................... ('activation_batch_attn', 'activation_length_attn', 'activation_embed_attn').
I0425 07:30:44.382778 140086283003712 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0425 07:30:44.406744 140086283003712 attentions.py:1154] attentions/query Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_length_attn', 'activation_kv_heads', 'activation_kv_head_dim').
I0425 07:30:44.406813 140086283003712 attentions.py:1154] attentions/query Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0425 07:30:44.423426 140086283003712 attentions.py:1155] attentions/key Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_length_attn', 'activation_kv_heads', 'activation_kv_head_dim').
I0425 07:30:44.423493 140086283003712 attentions.py:1155] attentions/key Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0425 07:30:44.440217 140086283003712 attentions.py:1156] attentions/value Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_length_attn', 'activation_kv_heads', 'activation_kv_head_dim').
I0425 07:30:44.440278 140086283003712 attentions.py:1156] attentions/value Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0425 07:30:44.465201 140086283003712 attentions.py:1198] attentions/out Logical: bfloat16[32,2048,16,128].................................... ('activation_batch_attn', 'activation_length_attn', 'activation_heads', 'activation_kv').
I0425 07:30:44.465271 140086283003712 attentions.py:1198] attentions/out Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0425 07:30:44.486516 140086283003712 linears.py:525] linears/x Logical: bfloat16[32,2048,7168]...................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0425 07:30:44.486581 140086283003712 linears.py:525] linears/x Physical: bfloat16[32,2048,7168]...................................... ('fsdp', None, None).
I0425 07:30:44.696981 140086283003712 checkpointing.py:577] checkpoint manager exists so trying to load this run's existing checkpoint
I0425 07:30:44.697087 140086283003712 checkpointing.py:665] No existing checkpoints found, not restoring checkpoint.
fsdp: 32
I0425 07:30:46.132336 140086283003712 maxtext_utils.py:1707]  params/params/decoder/decoder_norm/scale
    Shape:     float32[2048]
    Logical:   P('norm',)
    Physical:  (None,)
I0425 07:30:46.132464 140086283003712 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)
I0425 07:30:46.132516 140086283003712 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)
I0425 07:30:46.132574 140086283003712 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')
I0425 07:30:46.132627 140086283003712 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)
I0425 07:30:46.132666 140086283003712 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)
I0425 07:30:46.132723 140086283003712 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)
I0425 07:30:46.132776 140086283003712 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')
I0425 07:30:46.132816 140086283003712 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)
I0425 07:30:46.132851 140086283003712 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)
I0425 07:30:46.132899 140086283003712 maxtext_utils.py:1707]  params/params/decoder/logits_dense/kernel
    Shape:     float32[2048,32000]
    Logical:   P('embed_vocab', 'vocab')
    Physical:  ('fsdp', None)
I0425 07:30:46.132946 140086283003712 maxtext_utils.py:1707]  params/params/token_embedder/embedding
    Shape:     float32[32000,2048]
    Logical:   P('vocab', 'embed_vocab')
    Physical:  (None, 'fsdp')

I0425 07:30:46.627427 140086283003712 train.py:155] train/xent Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0425 07:30:46.627525 140086283003712 train.py:155] train/xent Physical: float32[32,2048]............................................ ('fsdp', None).
I0425 07:30:46.643202 140086283003712 train.py:162] train/z_loss Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0425 07:30:46.643266 140086283003712 train.py:162] train/z_loss Physical: float32[32,2048]............................................ ('fsdp', None).
I0425 07:30:57.703543 140086283003712 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.
I0425 07:30:57.704318 140086283003712 metric_logger.py:301] number parameters: 1.104 billion
I0425 07:31:09.397899 140086283003712 checkpointing.py:772] Waiting for step 0 to finish before checkpoint...
I0425 07:31:09.551964 140086283003712 checkpointing.py:776] Waited 0.15404701232910156 seconds for step 0 to finish before starting checkpointing.
I0425 07:31:09.554126 140086283003712 checkpoint_manager.py:2009] [process=6][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0425 07:31:09.555714 140086283003712 checkpoint_manager.py:1512] [process=6] Saving checkpoint at step 0
I0425 07:31:09.557067 140086283003712 event_tracking.py:70] [process=6] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260425_071456/linen_xpk_main_20260425_071456_07_eval/checkpoints/0.
I0425 07:31:10.319557 140086283003712 signaling_client.py:364] Using JaxDistributedSignalingClient
I0425 07:31:10.320452 140086283003712 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0425 07:31:10.320521 140086283003712 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
I0425 07:31:10.596589 140086283003712 base_pytree_checkpoint_handler.py:154] [process=6][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.277117s
I0425 07:31:10.596763 140086283003712 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/blocking_gbytes_per_sec: 5.454 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.2828233242034912 s) (per-host)
I0425 07:31:10.596818 140086283003712 base_pytree_checkpoint_handler.py:768] [process=6][thread=MainThread] Initiated Pytree async_save. Time taken: 0.282888s (batch_requests_ready=0.002419s, total_serialization_initiated=0.280397s, others=0.000072s)
I0425 07:31:10.596910 140086283003712 composite_checkpoint_handler.py:715] [process=6][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.287235s (all_items=0.000030s, per_item={'items': '0.00003004'}, temp_paths=0.287205)
I0425 07:31:10.597758 140086283003712 event_tracking.py:125] [process=6] [async] Finished blocking save in 1.04 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260425_071456/linen_xpk_main_20260425_071456_07_eval/checkpoints/0.
I0425 07:31:10.598088 139958035650304 async_checkpointer.py:76] [process=6][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-25 07:51:10.598049
I0425 07:31:10.603577 140086283003712 checkpoint_manager.py:1560] [process=6][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize
I0425 07:31:10.603824 139955892373248 async_checkpointer.py:280] [process=6][thread=save_finalize] Waiting for background save thread=async_save.
I0425 07:31:10.603972 140086283003712 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260425_071456/linen_xpk_main_20260425_071456_07_eval/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1777102269.5541072, 'wait_for_prev_duration_secs': 6.365776062011719e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1777102269.555753, 'checkpointer_blocking_duration_secs': 1.0424506664276123, 'get_old_steps_start_time': 1777102270.5982287, 'get_old_steps_duration_secs': 3.1948089599609375e-05, 'checkpoint_manager_blocking_start_time': 1777102269.5524402, 'checkpoint_manager_blocking_duration_secs': 1.0514945983886719}
I0425 07:31:10.604077 140086283003712 checkpointing.py:408] Started an asynchronous checkpoint save for step 0
I0425 07:31:10.604134 140086283003712 max_utils.py:750] 
Memstats: After params initialized:
I0425 07:31:10.604180 140086283003712 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_24(process=6,(0,6,0,0))
I0425 07:31:10.604209 140086283003712 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_25(process=6,(1,6,0,0))
I0425 07:31:10.604236 140086283003712 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_28(process=6,(0,7,0,0))
I0425 07:31:10.604261 140086283003712 max_utils.py:756] 	Using (GB) 0.43 / 31.25 (1.376000%) on TPU_29(process=6,(1,7,0,0))
I0425 07:31:10.913857 140086283003712 metric_logger.py:196] completed step: 0, seconds: 11.693, TFLOP/s/device: 1.162, Tokens/s/device: 175.140, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52779.875
I0425 07:31:11.098443 140086283003712 metric_logger.py:196] completed step: 1, seconds: 1.514, TFLOP/s/device: 8.972, Tokens/s/device: 1352.333, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52779.875
I0425 07:31:11.526601 140086283003712 metric_logger.py:196] completed step: 2, seconds: 0.038, TFLOP/s/device: 362.101, Tokens/s/device: 54579.858, total_weights: 65536, loss: 10.262, lm_loss: 10.262, perplexity: 28637.129
I0425 07:31:11.673859 140086283003712 metric_logger.py:196] completed step: 3, seconds: 0.428, TFLOP/s/device: 31.722, Tokens/s/device: 4781.472, total_weights: 65536, loss: 9.734, lm_loss: 9.734, perplexity: 16889.203
I0425 07:31:11.969033 140086283003712 metric_logger.py:196] completed step: 4, seconds: 0.153, TFLOP/s/device: 88.843, Tokens/s/device: 13391.310, total_weights: 65536, loss: 9.277, lm_loss: 9.277, perplexity: 10694.614
I0425 07:31:11.974947 140086283003712 metric_logger.py:196] completed step: 5, seconds: 0.147, TFLOP/s/device: 92.298, Tokens/s/device: 13912.193, total_weights: 65536, loss: 8.892, lm_loss: 8.892, perplexity: 7270.717
I0425 07:31:14.071102    2797 google_auth_provider.cc:181] Running on GCE, using service account 562977990677-compute@developer.gserviceaccount.com
I0425 07:31:16.094603 139955900765952 array_metadata_store.py:203] [process=6][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260425_071456/linen_xpk_main_20260425_071456_07_eval/checkpoints/0/items/array_metadatas/process_6
I0425 07:31:33.718538 140086283003712 metric_logger.py:196] completed step: 6, seconds: 0.296, TFLOP/s/device: 45.964, Tokens/s/device: 6928.141, total_weights: 65536, loss: 8.592, lm_loss: 8.592, perplexity: 5390.759
I0425 07:31:33.865911 140086283003712 metric_logger.py:196] completed step: 7, seconds: 21.597, TFLOP/s/device: 0.629, Tokens/s/device: 94.828, total_weights: 65536, loss: 8.384, lm_loss: 8.384, perplexity: 4376.905
I0425 07:31:34.012928 140086283003712 metric_logger.py:196] completed step: 8, seconds: 0.152, TFLOP/s/device: 89.351, Tokens/s/device: 13467.925, total_weights: 65536, loss: 8.255, lm_loss: 8.255, perplexity: 3846.406
I0425 07:31:34.160906 140086283003712 checkpointing.py:772] Waiting for step 9 to finish before checkpoint...
I0425 07:31:34.161579 140086283003712 checkpointing.py:776] Waited 0.0006940364837646484 seconds for step 9 to finish before starting checkpointing.
I0425 07:31:34.163712 140086283003712 checkpoint_manager.py:2020] [process=6][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0425 07:31:48.592410 139958035650304 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/gbytes_per_sec: 41.266 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 38.27843165397644 s) (per-host)
I0425 07:31:48.592535 139958035650304 async_checkpointer.py:90] [process=6][thread=async_save] 3 Handler Commit operations completed. Time taken: 37.993795s.
I0425 07:31:56.068517 139958035650304 async_checkpointer.py:160] [process=6][thread=async_save] Background save thread done. Time taken: 45.469760s.
I0425 07:31:56.068814 139955892373248 async_checkpointer.py:288] [process=6][thread=save_finalize] Done with waiting for background save thread=async_save.
I0425 07:31:56.068938 139955892373248 async_checkpointer.py:298] [process=6][thread=save_finalize] No errors found in background save thread=async_save.
I0425 07:31:56.068987 139955892373248 checkpoint_manager.py:2137] [process=6][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts...
I0425 07:31:56.071333 139955892373248 checkpoint_manager.py:2146] [process=6][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts.
I0425 07:31:56.071525 140086283003712 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.
W0425 07:31:56.071654 140086283003712 checkpoint_manager.py:1452] Waiting for previous save to complete took 21.907941 seconds. If this number is high, consider checkpointing less frequently.
I0425 07:31:56.073552 140086283003712 checkpoint_manager.py:1512] [process=6] Saving checkpoint at step 9
I0425 07:31:56.075533 140086283003712 event_tracking.py:70] [process=6] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260425_071456/linen_xpk_main_20260425_071456_07_eval/checkpoints/9.
I0425 07:31:56.348145 140086283003712 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array.
I0425 07:31:56.348239 140086283003712 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
I0425 07:31:56.383889 140086283003712 base_pytree_checkpoint_handler.py:154] [process=6][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.036847s
I0425 07:31:56.384050 140086283003712 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/blocking_gbytes_per_sec: 37.652 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.0409693717956543 s) (per-host)
I0425 07:31:56.384114 140086283003712 base_pytree_checkpoint_handler.py:768] [process=6][thread=MainThread] Initiated Pytree async_save. Time taken: 0.041030s (batch_requests_ready=0.002468s, total_serialization_initiated=0.038493s, others=0.000069s)
I0425 07:31:56.384204 140086283003712 composite_checkpoint_handler.py:715] [process=6][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.045083s (all_items=0.000016s, per_item={'items': '0.00001597'}, temp_paths=0.045067)
I0425 07:31:56.384886 140086283003712 event_tracking.py:125] [process=6] [async] Finished blocking save in 0.31 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260425_071456/linen_xpk_main_20260425_071456_07_eval/checkpoints/9.
I0425 07:31:56.385267 139955892373248 async_checkpointer.py:76] [process=6][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-25 07:51:56.385221
I0425 07:31:56.387278 140086283003712 checkpoint_manager.py:1560] [process=6][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize
I0425 07:31:56.387579 139957531064064 async_checkpointer.py:280] [process=6][thread=save_finalize] Waiting for background save thread=async_save.
I0425 07:31:56.387719 140086283003712 standard_logger.py:34] {'step': 9, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260425_071456/linen_xpk_main_20260425_071456_07_eval/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1777102294.163681, 'wait_for_prev_duration_secs': 21.907941341400146, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1777102316.0735912, 'checkpointer_blocking_duration_secs': 0.31184887886047363, 'get_old_steps_start_time': 1777102316.3854637, 'get_old_steps_duration_secs': 3.719329833984375e-05, 'checkpoint_manager_blocking_start_time': 1777102294.1618028, 'checkpoint_manager_blocking_duration_secs': 22.22588062286377}
I0425 07:31:56.387885 140086283003712 checkpointing.py:408] Started an asynchronous checkpoint save for step 9
I0425 07:31:56.387930 140086283003712 checkpoint_manager.py:2020] [process=6][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0425 07:32:01.765737 139955900765952 array_metadata_store.py:203] [process=6][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260425_071456/linen_xpk_main_20260425_071456_07_eval/checkpoints/9/items/array_metadatas/process_6
I0425 07:32:37.767421 139955892373248 base_pytree_checkpoint_handler.py:130] [process=6] /jax/orbax/write/gbytes_per_sec: 38.132 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 41.42431640625 s) (per-host)
I0425 07:32:37.767536 139955892373248 async_checkpointer.py:90] [process=6][thread=async_save] 3 Handler Commit operations completed. Time taken: 41.382132s.
I0425 07:32:45.928233 139955892373248 async_checkpointer.py:160] [process=6][thread=async_save] Background save thread done. Time taken: 49.542810s.
I0425 07:32:45.928537 139957531064064 async_checkpointer.py:288] [process=6][thread=save_finalize] Done with waiting for background save thread=async_save.
I0425 07:32:45.928684 139957531064064 async_checkpointer.py:298] [process=6][thread=save_finalize] No errors found in background save thread=async_save.
I0425 07:32:45.928732 139957531064064 checkpoint_manager.py:2137] [process=6][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts...
I0425 07:32:45.930227 139957531064064 checkpoint_manager.py:2146] [process=6][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts.
I0425 07:32:45.930412 140086283003712 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.
I0425 07:32:45.930558 140086283003712 checkpoint_manager.py:2009] [process=6][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0425 07:32:45.931623 140086283003712 metric_logger.py:196] completed step: 9, seconds: 0.147, TFLOP/s/device: 92.178, Tokens/s/device: 13894.071, total_weights: 65536, loss: 8.179, lm_loss: 8.179, perplexity: 3564.635
Per train step:
 Total TFLOPs: 13.59 
 split as 93.93% learnable weight flops and 6.07% attention flops
XPK End: Sat Apr 25 07:32:57 UTC 2026
EXIT_CODE=0
NNX  ·  59e0f1759  ·  main_20260425_071456  ·  full log
XPK Start: Sat Apr 25 08:51:16 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. 
2026-04-25 08:51:40.953784: 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)
I0425 08:51:41.156846 133737970132800 max_utils.py:273] Attempting to initialize the jax distributed system...
I0425 08:51:50.196710 133737970132800 distributed.py:149] Starting JAX distributed service on [::]:8482
I0425 08:51:50.199131 133737970132800 distributed.py:172] Connecting to JAX distributed service on mt-07-eval-esyh8-slice-job-0-0.mt-07-eval-esyh8:8482
I0425 08:51:51.271212 133737970132800 max_utils.py:284] Jax distributed system initialized!
I0425 08:51:57.446263 133737970132800 max_utils.py:800] System Information: Jax Version: 0.9.2
I0425 08:51:57.446372 133737970132800 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0425 08:51:57.446413 133737970132800 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
I0425 08:51:57.446449 133737970132800 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: Sat Apr 25 08:52:06 UTC 2026
EXIT_CODE=1