main (e27fc1e97) vs feat/nnx-trainstate-and-training-loop (e27fc1e97)| Metric | main e27fc1e97 | feat/nnx-trainstate-and-training-loop e27fc1e97 | Diff (feat/nnx-trainstate-and-training-loop − main) |
|---|---|---|---|
| Parameters | 1.104 billion | 1.104 billion | — |
| Final loss | 8.1790 | 8.1790 | 0 |
| TFLOP/s | 92.164 | 92.271 | +0.107 |
| Tok/s | 13891.9 | 13908.1 | +16.226 |
| Avg s/step | 2.787 | 2.713 | -0.074 |
| Memory % | 1.38 | 1.38 | 0 |
| JAX | 0.9.2 | 0.9.2 | — |
Diff = branch value − main value. Green = branch improved. Red = branch regressed.
XPK Start: Tue Apr 21 06:15:38 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. 2026-04-21 06:16:18.635243: 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) I0421 06:16:18.844755 132384911742784 max_utils.py:273] Attempting to initialize the jax distributed system... I0421 06:16:27.887047 132384911742784 distributed.py:149] Starting JAX distributed service on [::]:8482 I0421 06:16:27.889302 132384911742784 distributed.py:172] Connecting to JAX distributed service on mt-01-base-9m7bb-slice-job-0-0.mt-01-base-9m7bb:8482 I0421 06:16:32.655886 132384911742784 max_utils.py:284] Jax distributed system initialized! I0421 06:16:39.765306 132384911742784 max_utils.py:800] System Information: Jax Version: 0.9.2 I0421 06:16:39.765409 132384911742784 max_utils.py:801] System Information: Jaxlib Version: 0.9.2 I0421 06:16:39.765456 132384911742784 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 I0421 06:16:39.765502 132384911742784 train_utils.py:361] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing. I0421 06:16:40.465653 132384911742784 maxtext_utils.py:1565] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1) I0421 06:16:40.465956 132384911742784 checkpointing.py:677] Setting up checkpoint logger... I0421 06:16:40.466017 132384911742784 checkpointing.py:233] Creating checkpoint manager with ocdbt=True and zarr3=True I0421 06:16:40.466068 132384911742784 pytree_checkpoint_handler.py:592] save_device_host_concurrent_bytes=None I0421 06:16:40.466443 132384911742784 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 0x7866a331c3b0>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB) I0421 06:16:44.684265 132384911742784 checkpointing.py:265] Enabling policy for fixed interval checkpointing. I0421 06:16:44.684495 132384911742784 checkpoint_manager.py:708] [process=7][thread=MainThread] CheckpointManager init: checkpointers=None, item_names=('items',), item_handlers={'items': <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7852f0729640>}, handler_registry=None I0421 06:16:44.684759 132384911742784 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7852f0729640>` 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`. I0421 06:16:44.684811 132384911742784 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7852f0728740>` 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`. I0421 06:16:44.684847 132384911742784 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 0x7852f0729640>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7852f0729640>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7852f0728740>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7852f0728740>}). I0421 06:16:44.685160 132384911742784 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.34 I0421 06:16:44.685230 132384911742784 async_checkpointer.py:192] [process=7][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>._fn at 0x7852f0579760> timeout: 1200 secs and primary_host=0 for async checkpoint writes I0421 06:16:46.353711 132384911742784 checkpoint_manager.py:1812] Found 0 checkpoint steps in gs://lance-maxtext/linen_ckpt_xpk_main_20260421_061359/linen_xpk_main_20260421_061359_01_base/checkpoints I0421 06:16:46.363177 132384911742784 checkpoint_manager.py:929] [process=7][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_20260421_061359/linen_xpk_main_20260421_061359_01_base/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x7852f072b470> I0421 06:16:46.363296 132384911742784 checkpointing.py:301] Checkpoint manager created! I0421 06:16:47.293864 132384911742784 nnx_wrappers.py:437] Unknown Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_norm_length', 'activation_embed'). I0421 06:16:47.293974 132384911742784 nnx_wrappers.py:437] Unknown Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None). I0421 06:16:47.675949 132384911742784 attentions.py:1088] attentions/inputs_q Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed'). I0421 06:16:47.676041 132384911742784 attentions.py:1088] attentions/inputs_q Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None). I0421 06:16:47.692131 132384911742784 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed'). I0421 06:16:47.692192 132384911742784 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None). I0421 06:16:47.715620 132384911742784 attentions.py:1154] attentions/query Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim'). I0421 06:16:47.715690 132384911742784 attentions.py:1154] attentions/query Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None). I0421 06:16:47.731821 132384911742784 attentions.py:1155] attentions/key Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim'). I0421 06:16:47.731892 132384911742784 attentions.py:1155] attentions/key Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None). I0421 06:16:47.747999 132384911742784 attentions.py:1156] attentions/value Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim'). I0421 06:16:47.748056 132384911742784 attentions.py:1156] attentions/value Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None). I0421 06:16:47.772489 132384911742784 attentions.py:1198] attentions/out Logical: bfloat16[32,2048,16,128].................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv'). I0421 06:16:47.772559 132384911742784 attentions.py:1198] attentions/out Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None). I0421 06:16:47.793289 132384911742784 linears.py:525] linears/x Logical: bfloat16[32,2048,7168]...................................... ('activation_batch', 'activation_length', 'activation_mlp'). I0421 06:16:47.793356 132384911742784 linears.py:525] linears/x Physical: bfloat16[32,2048,7168]...................................... ('fsdp', None, None). I0421 06:16:48.002451 132384911742784 checkpointing.py:577] checkpoint manager exists so trying to load this run's existing checkpoint I0421 06:16:48.002564 132384911742784 checkpointing.py:665] No existing checkpoints found, not restoring checkpoint. fsdp: 32 I0421 06:16:49.416894 132384911742784 maxtext_utils.py:1668] params/params/decoder/decoder_norm/scale Shape: float32[2048] Logical: P('norm',) Physical: (None,) I0421 06:16:49.417021 132384911742784 maxtext_utils.py:1668] params/params/decoder/layers/mlp/wi_0/kernel Shape: float32[2048,16,7168] Logical: P('embed', 'layers', 'mlp') Physical: ('fsdp', None, None) I0421 06:16:49.417074 132384911742784 maxtext_utils.py:1668] params/params/decoder/layers/mlp/wi_1/kernel Shape: float32[2048,16,7168] Logical: P('embed', 'layers', 'mlp') Physical: ('fsdp', None, None) I0421 06:16:49.417130 132384911742784 maxtext_utils.py:1668] params/params/decoder/layers/mlp/wo/kernel Shape: float32[7168,16,2048] Logical: P('mlp', 'layers', 'embed') Physical: (None, None, 'fsdp') I0421 06:16:49.417180 132384911742784 maxtext_utils.py:1668] params/params/decoder/layers/post_self_attention_layer_norm/scale Shape: float32[2048,16] Logical: P('norm', 'layers') Physical: (None, None) I0421 06:16:49.417218 132384911742784 maxtext_utils.py:1668] params/params/decoder/layers/pre_self_attention_layer_norm/scale Shape: float32[2048,16] Logical: P('norm', 'layers') Physical: (None, None) I0421 06:16:49.417269 132384911742784 maxtext_utils.py:1668] params/params/decoder/layers/self_attention/key/kernel Shape: float32[2048,16,16,128] Logical: P('embed', 'layers', 'kv_heads', 'kv_head_dim') Physical: ('fsdp', None, None, None) I0421 06:16:49.417319 132384911742784 maxtext_utils.py:1668] params/params/decoder/layers/self_attention/out/kernel Shape: float32[16,16,128,2048] Logical: P('heads', 'layers', 'kv', 'embed') Physical: (None, None, None, 'fsdp') I0421 06:16:49.417358 132384911742784 maxtext_utils.py:1668] params/params/decoder/layers/self_attention/query/kernel Shape: float32[2048,16,16,128] Logical: P('embed', 'layers', 'q_heads', 'kv') Physical: ('fsdp', None, None, None) I0421 06:16:49.417394 132384911742784 maxtext_utils.py:1668] params/params/decoder/layers/self_attention/value/kernel Shape: float32[2048,16,16,128] Logical: P('embed', 'layers', 'kv_heads', 'kv_head_dim') Physical: ('fsdp', None, None, None) I0421 06:16:49.417439 132384911742784 maxtext_utils.py:1668] params/params/decoder/logits_dense/kernel Shape: float32[2048,32000] Logical: P('embed_vocab', 'vocab') Physical: ('fsdp', None) I0421 06:16:49.417486 132384911742784 maxtext_utils.py:1668] params/params/token_embedder/embedding Shape: float32[32000,2048] Logical: P('vocab', 'embed_vocab') Physical: (None, 'fsdp') I0421 06:16:49.910195 132384911742784 train.py:155] train/xent Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length'). I0421 06:16:49.910290 132384911742784 train.py:155] train/xent Physical: float32[32,2048]............................................ ('fsdp', None). I0421 06:16:49.925569 132384911742784 train.py:162] train/z_loss Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length'). I0421 06:16:49.925627 132384911742784 train.py:162] train/z_loss Physical: float32[32,2048]............................................ ('fsdp', None). I0421 06:17:00.770133 132384911742784 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. I0421 06:17:00.770972 132384911742784 metric_logger.py:301] number parameters: 1.104 billion I0421 06:17:12.335058 132384911742784 checkpointing.py:772] Waiting for step 0 to finish before checkpoint... I0421 06:17:12.490858 132384911742784 checkpointing.py:776] Waited 0.15578174591064453 seconds for step 0 to finish before starting checkpointing. I0421 06:17:12.493099 132384911742784 checkpoint_manager.py:2009] [process=7][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning. I0421 06:17:12.494973 132384911742784 checkpoint_manager.py:1512] [process=7] Saving checkpoint at step 0 I0421 06:17:12.496426 132384911742784 event_tracking.py:70] [process=7] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260421_061359/linen_xpk_main_20260421_061359_01_base/checkpoints/0. I0421 06:17:13.253249 132384911742784 signaling_client.py:364] Using JaxDistributedSignalingClient I0421 06:17:13.254201 132384911742784 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array. I0421 06:17:13.254257 132384911742784 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 I0421 06:17:13.527092 132384911742784 base_pytree_checkpoint_handler.py:154] [process=7][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.273911s I0421 06:17:13.527264 132384911742784 base_pytree_checkpoint_handler.py:130] [process=7] /jax/orbax/write/blocking_gbytes_per_sec: 5.520 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.27945828437805176 s) (per-host) I0421 06:17:13.527318 132384911742784 base_pytree_checkpoint_handler.py:768] [process=7][thread=MainThread] Initiated Pytree async_save. Time taken: 0.279523s (batch_requests_ready=0.002296s, total_serialization_initiated=0.277155s, others=0.000072s) I0421 06:17:13.527408 132384911742784 composite_checkpoint_handler.py:715] [process=7][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.284144s (all_items=0.000017s, per_item={'items': '0.00001740'}, temp_paths=0.284127) I0421 06:17:13.528271 132384911742784 event_tracking.py:125] [process=7] [async] Finished blocking save in 1.03 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260421_061359/linen_xpk_main_20260421_061359_01_base/checkpoints/0. I0421 06:17:13.528547 132258411493120 async_checkpointer.py:76] [process=7][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-21 06:37:13.528522 I0421 06:17:13.537492 132384911742784 checkpoint_manager.py:1560] [process=7][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize I0421 06:17:13.537796 132256765028096 async_checkpointer.py:280] [process=7][thread=save_finalize] Waiting for background save thread=async_save. I0421 06:17:13.537952 132384911742784 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260421_061359/linen_xpk_main_20260421_061359_01_base/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776752232.493082, 'wait_for_prev_duration_secs': 6.103515625e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776752232.495019, 'checkpointer_blocking_duration_secs': 1.0336425304412842, 'get_old_steps_start_time': 1776752233.528688, 'get_old_steps_duration_secs': 2.7418136596679688e-05, 'checkpoint_manager_blocking_start_time': 1776752232.4912667, 'checkpoint_manager_blocking_duration_secs': 1.0466454029083252} I0421 06:17:13.538060 132384911742784 checkpointing.py:408] Started an asynchronous checkpoint save for step 0 I0421 06:17:13.538110 132384911742784 max_utils.py:750] Memstats: After params initialized: I0421 06:17:13.538161 132384911742784 max_utils.py:756] Using (GB) 0.43 / 31.25 (1.376000%) on TPU_26(process=7,(2,6,0,0)) I0421 06:17:13.538196 132384911742784 max_utils.py:756] Using (GB) 0.43 / 31.25 (1.376000%) on TPU_27(process=7,(3,6,0,0)) I0421 06:17:13.538221 132384911742784 max_utils.py:756] Using (GB) 0.43 / 31.25 (1.376000%) on TPU_30(process=7,(2,7,0,0)) I0421 06:17:13.538246 132384911742784 max_utils.py:756] Using (GB) 0.43 / 31.25 (1.376000%) on TPU_31(process=7,(3,7,0,0)) I0421 06:17:13.847432 132384911742784 metric_logger.py:196] completed step: 0, seconds: 11.564, TFLOP/s/device: 1.175, Tokens/s/device: 177.102, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52779.875 I0421 06:17:14.026748 132384911742784 metric_logger.py:196] completed step: 1, seconds: 1.511, TFLOP/s/device: 8.993, Tokens/s/device: 1355.541, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52779.875 I0421 06:17:14.435951 132384911742784 metric_logger.py:196] completed step: 2, seconds: 0.033, TFLOP/s/device: 417.988, Tokens/s/device: 63003.753, total_weights: 65536, loss: 10.262, lm_loss: 10.262, perplexity: 28637.129 I0421 06:17:14.583523 132384911742784 metric_logger.py:196] completed step: 3, seconds: 0.409, TFLOP/s/device: 33.204, Tokens/s/device: 5004.924, total_weights: 65536, loss: 9.734, lm_loss: 9.734, perplexity: 16889.203 I0421 06:17:14.878410 132384911742784 metric_logger.py:196] completed step: 4, seconds: 0.153, TFLOP/s/device: 88.864, Tokens/s/device: 13394.551, total_weights: 65536, loss: 9.277, lm_loss: 9.277, perplexity: 10694.614 I0421 06:17:14.884846 132384911742784 metric_logger.py:196] completed step: 5, seconds: 0.148, TFLOP/s/device: 91.781, Tokens/s/device: 13834.286, total_weights: 65536, loss: 8.892, lm_loss: 8.892, perplexity: 7270.717 I0421 06:17:18.339014 2811 google_auth_provider.cc:181] Running on GCE, using service account 562977990677-compute@developer.gserviceaccount.com I0421 06:17:20.298002 132257694570240 array_metadata_store.py:203] [process=7][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260421_061359/linen_xpk_main_20260421_061359_01_base/checkpoints/0/items/array_metadatas/process_7 I0421 06:17:37.268166 132384911742784 metric_logger.py:196] completed step: 6, seconds: 0.295, TFLOP/s/device: 46.026, Tokens/s/device: 6937.575, total_weights: 65536, loss: 8.592, lm_loss: 8.592, perplexity: 5390.759 I0421 06:17:37.415788 132384911742784 metric_logger.py:196] completed step: 7, seconds: 22.237, TFLOP/s/device: 0.611, Tokens/s/device: 92.099, total_weights: 65536, loss: 8.384, lm_loss: 8.384, perplexity: 4376.905 I0421 06:17:37.563117 132384911742784 metric_logger.py:196] completed step: 8, seconds: 0.152, TFLOP/s/device: 89.286, Tokens/s/device: 13458.190, total_weights: 65536, loss: 8.255, lm_loss: 8.255, perplexity: 3846.406 I0421 06:17:37.709802 132384911742784 checkpointing.py:772] Waiting for step 9 to finish before checkpoint... I0421 06:17:37.710428 132384911742784 checkpointing.py:776] Waited 0.0006597042083740234 seconds for step 9 to finish before starting checkpointing. I0421 06:17:37.712422 132384911742784 checkpoint_manager.py:2020] [process=7][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete. I0421 06:17:51.853609 132258411493120 base_pytree_checkpoint_handler.py:130] [process=7] /jax/orbax/write/gbytes_per_sec: 40.916 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 38.6057653427124 s) (per-host) I0421 06:17:51.853747 132258411493120 async_checkpointer.py:90] [process=7][thread=async_save] 3 Handler Commit operations completed. Time taken: 38.325103s. I0421 06:18:01.254265 132258411493120 async_checkpointer.py:160] [process=7][thread=async_save] Background save thread done. Time taken: 47.725621s. I0421 06:18:01.254529 132256765028096 async_checkpointer.py:288] [process=7][thread=save_finalize] Done with waiting for background save thread=async_save. I0421 06:18:01.254646 132256765028096 async_checkpointer.py:298] [process=7][thread=save_finalize] No errors found in background save thread=async_save. I0421 06:18:01.254695 132256765028096 checkpoint_manager.py:2137] [process=7][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts... I0421 06:18:01.256198 132256765028096 checkpoint_manager.py:2146] [process=7][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts. I0421 06:18:01.256346 132384911742784 checkpoint_manager.py:2032] [process=7][thread=MainThread][step=0][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=0. W0421 06:18:01.256430 132384911742784 checkpoint_manager.py:1452] Waiting for previous save to complete took 23.544013 seconds. If this number is high, consider checkpointing less frequently. I0421 06:18:01.258474 132384911742784 checkpoint_manager.py:1512] [process=7] Saving checkpoint at step 9 I0421 06:18:01.261169 132384911742784 event_tracking.py:70] [process=7] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260421_061359/linen_xpk_main_20260421_061359_01_base/checkpoints/9. I0421 06:18:01.979410 132384911742784 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array. I0421 06:18:01.979502 132384911742784 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 I0421 06:18:02.022875 132384911742784 base_pytree_checkpoint_handler.py:154] [process=7][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.044544s I0421 06:18:02.023045 132384911742784 base_pytree_checkpoint_handler.py:130] [process=7] /jax/orbax/write/blocking_gbytes_per_sec: 32.030 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.04816102981567383 s) (per-host) I0421 06:18:02.023103 132384911742784 base_pytree_checkpoint_handler.py:768] [process=7][thread=MainThread] Initiated Pytree async_save. Time taken: 0.048226s (batch_requests_ready=0.001937s, total_serialization_initiated=0.046216s, others=0.000072s) I0421 06:18:02.023225 132384911742784 composite_checkpoint_handler.py:715] [process=7][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.052559s (all_items=0.000015s, per_item={'items': '0.00001478'}, temp_paths=0.052544) I0421 06:18:02.023991 132384911742784 event_tracking.py:125] [process=7] [async] Finished blocking save in 0.77 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260421_061359/linen_xpk_main_20260421_061359_01_base/checkpoints/9. I0421 06:18:02.024300 132256765028096 async_checkpointer.py:76] [process=7][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-21 06:38:02.024266 I0421 06:18:02.026216 132384911742784 checkpoint_manager.py:1560] [process=7][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize I0421 06:18:02.026451 132236271679232 async_checkpointer.py:280] [process=7][thread=save_finalize] Waiting for background save thread=async_save. I0421 06:18:02.026607 132384911742784 standard_logger.py:34] {'step': 9, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260421_061359/linen_xpk_main_20260421_061359_01_base/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776752257.712391, 'wait_for_prev_duration_secs': 23.544013023376465, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776752281.2585125, 'checkpointer_blocking_duration_secs': 0.7658848762512207, 'get_old_steps_start_time': 1776752282.024418, 'get_old_steps_duration_secs': 2.9325485229492188e-05, 'checkpoint_manager_blocking_start_time': 1776752257.7106495, 'checkpoint_manager_blocking_duration_secs': 24.315923929214478} I0421 06:18:02.026717 132384911742784 checkpointing.py:408] Started an asynchronous checkpoint save for step 9 I0421 06:18:02.026785 132384911742784 checkpoint_manager.py:2020] [process=7][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete. I0421 06:18:07.946462 132257694570240 array_metadata_store.py:203] [process=7][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260421_061359/linen_xpk_main_20260421_061359_01_base/checkpoints/9/items/array_metadatas/process_7 I0421 06:18:44.363379 132256765028096 base_pytree_checkpoint_handler.py:130] [process=7] /jax/orbax/write/gbytes_per_sec: 37.265 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 42.38845682144165 s) (per-host) I0421 06:18:44.363509 132256765028096 async_checkpointer.py:90] [process=7][thread=async_save] 3 Handler Commit operations completed. Time taken: 42.338586s. I0421 06:18:52.778325 132256765028096 async_checkpointer.py:160] [process=7][thread=async_save] Background save thread done. Time taken: 50.753386s. I0421 06:18:52.778615 132236271679232 async_checkpointer.py:288] [process=7][thread=save_finalize] Done with waiting for background save thread=async_save. I0421 06:18:52.778762 132236271679232 async_checkpointer.py:298] [process=7][thread=save_finalize] No errors found in background save thread=async_save. I0421 06:18:52.778821 132236271679232 checkpoint_manager.py:2137] [process=7][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts... I0421 06:18:52.781949 132236271679232 checkpoint_manager.py:2146] [process=7][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts. I0421 06:18:52.782109 132384911742784 checkpoint_manager.py:2032] [process=7][thread=MainThread][step=9][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=9. I0421 06:18:52.782253 132384911742784 checkpoint_manager.py:2009] [process=7][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning. I0421 06:18:52.783234 132384911742784 metric_logger.py:196] completed step: 9, seconds: 0.147, TFLOP/s/device: 92.164, Tokens/s/device: 13891.904, 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: Tue Apr 21 06:19:03 UTC 2026 EXIT_CODE=0
e27fc1e97
· feat_nnx_trainstate_and_training_loop_20260421_083238
· full log
XPK Start: Tue Apr 21 08:34:28 UTC 2026 PyTorch was not found. Models won't be available and only tokenizers, configuration and file/data utilities can be used. 2026-04-21 08:35:05.705756: 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) I0421 08:35:06.242963 138383740462912 max_utils.py:273] Attempting to initialize the jax distributed system... I0421 08:35:15.283334 138383740462912 distributed.py:149] Starting JAX distributed service on [::]:8482 I0421 08:35:15.285717 138383740462912 distributed.py:172] Connecting to JAX distributed service on mt-01-base-o4fbp-slice-job-0-0.mt-01-base-o4fbp:8482 I0421 08:35:17.171609 138383740462912 max_utils.py:284] Jax distributed system initialized! I0421 08:35:23.151894 138383740462912 max_utils.py:800] System Information: Jax Version: 0.9.2 I0421 08:35:23.151994 138383740462912 max_utils.py:801] System Information: Jaxlib Version: 0.9.2 I0421 08:35:23.152034 138383740462912 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 I0421 08:35:23.152067 138383740462912 train_utils.py:378] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing. I0421 08:35:23.852263 138383740462912 maxtext_utils.py:1718] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1) I0421 08:35:23.852862 138383740462912 maxtext_utils.py:1718] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1) I0421 08:35:23.853039 138383740462912 checkpointing.py:688] Setting up checkpoint logger... I0421 08:35:23.853089 138383740462912 checkpointing.py:234] Creating checkpoint manager with ocdbt=True and zarr3=True I0421 08:35:23.853137 138383740462912 pytree_checkpoint_handler.py:592] save_device_host_concurrent_bytes=None I0421 08:35:23.853473 138383740462912 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 0x7ddb4204c2c0>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB) I0421 08:35:28.062898 138383740462912 checkpointing.py:266] Enabling policy for fixed interval checkpointing. I0421 08:35:28.063131 138383740462912 checkpoint_manager.py:708] [process=4][thread=MainThread] CheckpointManager init: checkpointers=None, item_names=('items',), item_handlers={'items': <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7dc77c4400b0>}, handler_registry=None I0421 08:35:28.063372 138383740462912 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7dc77c4400b0>` 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`. I0421 08:35:28.063422 138383740462912 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7dc77c440410>` 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`. I0421 08:35:28.063457 138383740462912 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 0x7dc77c4400b0>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7dc77c4400b0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7dc77c440410>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7dc77c440410>}). I0421 08:35:28.063785 138383740462912 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.34 I0421 08:35:28.063855 138383740462912 async_checkpointer.py:192] [process=4][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>._fn at 0x7dc73c7ebec0> timeout: 1200 secs and primary_host=0 for async checkpoint writes I0421 08:35:28.756270 138383740462912 checkpoint_manager.py:1812] Found 0 checkpoint steps in gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238/linen_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238_01_base/checkpoints I0421 08:35:28.915629 138383740462912 checkpoint_manager.py:929] [process=4][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_trainstate_and_training_loop_20260421_083238/linen_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238_01_base/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x7dc77c43acc0> I0421 08:35:28.915845 138383740462912 checkpointing.py:302] Checkpoint manager created! I0421 08:35:29.860507 138383740462912 nnx_wrappers.py:437] Unknown Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_norm_length', 'activation_embed'). I0421 08:35:29.860608 138383740462912 nnx_wrappers.py:437] Unknown Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None). I0421 08:35:30.240874 138383740462912 attentions.py:1088] attentions/inputs_q Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed'). I0421 08:35:30.240964 138383740462912 attentions.py:1088] attentions/inputs_q Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None). I0421 08:35:30.257273 138383740462912 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed'). I0421 08:35:30.257334 138383740462912 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None). I0421 08:35:30.281003 138383740462912 attentions.py:1154] attentions/query Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim'). I0421 08:35:30.281071 138383740462912 attentions.py:1154] attentions/query Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None). I0421 08:35:30.297445 138383740462912 attentions.py:1155] attentions/key Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim'). I0421 08:35:30.297512 138383740462912 attentions.py:1155] attentions/key Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None). I0421 08:35:30.313698 138383740462912 attentions.py:1156] attentions/value Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim'). I0421 08:35:30.313756 138383740462912 attentions.py:1156] attentions/value Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None). I0421 08:35:30.339148 138383740462912 attentions.py:1197] attentions/out Logical: bfloat16[32,2048,16,128].................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv'). I0421 08:35:30.339215 138383740462912 attentions.py:1197] attentions/out Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None). I0421 08:35:30.360202 138383740462912 linears.py:525] linears/x Logical: bfloat16[32,2048,7168]...................................... ('activation_batch', 'activation_length', 'activation_mlp'). I0421 08:35:30.360270 138383740462912 linears.py:525] linears/x Physical: bfloat16[32,2048,7168]...................................... ('fsdp', None, None). I0421 08:35:30.575606 138383740462912 checkpointing.py:578] checkpoint manager exists so trying to load this run's existing checkpoint I0421 08:35:30.575726 138383740462912 checkpointing.py:676] No existing checkpoints found, not restoring checkpoint. fsdp: 32 I0421 08:35:32.000223 138383740462912 maxtext_utils.py:1821] params/params/decoder/decoder_norm/scale Shape: float32[2048] Logical: P('norm',) Physical: (None,) I0421 08:35:32.000357 138383740462912 maxtext_utils.py:1821] params/params/decoder/layers/mlp/wi_0/kernel Shape: float32[2048,16,7168] Logical: P('embed', 'layers', 'mlp') Physical: ('fsdp', None, None) I0421 08:35:32.000411 138383740462912 maxtext_utils.py:1821] params/params/decoder/layers/mlp/wi_1/kernel Shape: float32[2048,16,7168] Logical: P('embed', 'layers', 'mlp') Physical: ('fsdp', None, None) I0421 08:35:32.000469 138383740462912 maxtext_utils.py:1821] params/params/decoder/layers/mlp/wo/kernel Shape: float32[7168,16,2048] Logical: P('mlp', 'layers', 'embed') Physical: (None, None, 'fsdp') I0421 08:35:32.000545 138383740462912 maxtext_utils.py:1821] params/params/decoder/layers/post_self_attention_layer_norm/scale Shape: float32[2048,16] Logical: P('norm', 'layers') Physical: (None, None) I0421 08:35:32.000585 138383740462912 maxtext_utils.py:1821] params/params/decoder/layers/pre_self_attention_layer_norm/scale Shape: float32[2048,16] Logical: P('norm', 'layers') Physical: (None, None) I0421 08:35:32.000648 138383740462912 maxtext_utils.py:1821] 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) I0421 08:35:32.000711 138383740462912 maxtext_utils.py:1821] 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') I0421 08:35:32.000803 138383740462912 maxtext_utils.py:1821] 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) I0421 08:35:32.000851 138383740462912 maxtext_utils.py:1821] 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) I0421 08:35:32.000921 138383740462912 maxtext_utils.py:1821] params/params/decoder/logits_dense/kernel Shape: float32[2048,32000] Logical: P('embed_vocab', 'vocab') Physical: ('fsdp', None) I0421 08:35:32.000982 138383740462912 maxtext_utils.py:1821] params/params/token_embedder/embedding Shape: float32[32000,2048] Logical: P('vocab', 'embed_vocab') Physical: (None, 'fsdp') I0421 08:35:32.492208 138383740462912 train.py:157] train/xent Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length'). I0421 08:35:32.492303 138383740462912 train.py:157] train/xent Physical: float32[32,2048]............................................ ('fsdp', None). I0421 08:35:32.507412 138383740462912 train.py:164] train/z_loss Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length'). I0421 08:35:32.507473 138383740462912 train.py:164] train/z_loss Physical: float32[32,2048]............................................ ('fsdp', None). I0421 08:35:43.156684 138383740462912 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. I0421 08:35:43.157488 138383740462912 metric_logger.py:301] number parameters: 1.104 billion I0421 08:35:54.614644 138383740462912 checkpointing.py:794] Waiting for step 0 to finish before checkpoint... I0421 08:35:54.768449 138383740462912 checkpointing.py:798] Waited 0.1537926197052002 seconds for step 0 to finish before starting checkpointing. I0421 08:35:54.770856 138383740462912 checkpoint_manager.py:2009] [process=4][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning. I0421 08:35:54.772696 138383740462912 checkpoint_manager.py:1512] [process=4] Saving checkpoint at step 0 I0421 08:35:54.773979 138383740462912 event_tracking.py:70] [process=4] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238/linen_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238_01_base/checkpoints/0. I0421 08:35:55.108715 138383740462912 signaling_client.py:364] Using JaxDistributedSignalingClient I0421 08:35:55.109794 138383740462912 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array. I0421 08:35:55.109851 138383740462912 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 I0421 08:35:55.390455 138383740462912 base_pytree_checkpoint_handler.py:154] [process=4][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.281832s I0421 08:35:55.390630 138383740462912 base_pytree_checkpoint_handler.py:130] [process=4] /jax/orbax/write/blocking_gbytes_per_sec: 5.370 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.2872481346130371 s) (per-host) I0421 08:35:55.390712 138383740462912 base_pytree_checkpoint_handler.py:768] [process=4][thread=MainThread] Initiated Pytree async_save. Time taken: 0.287337s (batch_requests_ready=0.002161s, total_serialization_initiated=0.285079s, others=0.000097s) I0421 08:35:55.390836 138383740462912 composite_checkpoint_handler.py:715] [process=4][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.291573s (all_items=0.000023s, per_item={'items': '0.00002289'}, temp_paths=0.291550) I0421 08:35:55.391676 138383740462912 event_tracking.py:125] [process=4] [async] Finished blocking save in 0.62 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238/linen_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238_01_base/checkpoints/0. I0421 08:35:55.391976 138255707219712 async_checkpointer.py:76] [process=4][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-21 08:55:55.391942 I0421 08:35:55.396300 138383740462912 checkpoint_manager.py:1560] [process=4][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize I0421 08:35:55.396626 138253021734656 async_checkpointer.py:280] [process=4][thread=save_finalize] Waiting for background save thread=async_save. I0421 08:35:55.396810 138383740462912 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238/linen_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238_01_base/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776760554.7708375, 'wait_for_prev_duration_secs': 6.365776062011719e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776760554.7727356, 'checkpointer_blocking_duration_secs': 0.6193888187408447, 'get_old_steps_start_time': 1776760555.3921492, 'get_old_steps_duration_secs': 3.2901763916015625e-05, 'checkpoint_manager_blocking_start_time': 1776760554.7689543, 'checkpoint_manager_blocking_duration_secs': 0.6278095245361328} I0421 08:35:55.396935 138383740462912 checkpointing.py:409] Started an asynchronous checkpoint save for step 0 I0421 08:35:55.396991 138383740462912 max_utils.py:750] Memstats: After params initialized: I0421 08:35:55.397039 138383740462912 max_utils.py:756] Using (GB) 0.43 / 31.25 (1.376000%) on TPU_16(process=4,(0,4,0,0)) I0421 08:35:55.397071 138383740462912 max_utils.py:756] Using (GB) 0.43 / 31.25 (1.376000%) on TPU_17(process=4,(1,4,0,0)) I0421 08:35:55.397096 138383740462912 max_utils.py:756] Using (GB) 0.43 / 31.25 (1.376000%) on TPU_20(process=4,(0,5,0,0)) I0421 08:35:55.397121 138383740462912 max_utils.py:756] Using (GB) 0.43 / 31.25 (1.376000%) on TPU_21(process=4,(1,5,0,0)) I0421 08:35:55.714510 138383740462912 metric_logger.py:196] completed step: 0, seconds: 11.457, TFLOP/s/device: 1.186, Tokens/s/device: 178.755, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52779.875 I0421 08:35:55.888517 138383740462912 metric_logger.py:196] completed step: 1, seconds: 1.098, TFLOP/s/device: 12.371, Tokens/s/device: 1864.717, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52779.875 I0421 08:35:56.284121 138383740462912 metric_logger.py:196] completed step: 2, seconds: 0.027, TFLOP/s/device: 508.405, Tokens/s/device: 76632.367, total_weights: 65536, loss: 10.262, lm_loss: 10.262, perplexity: 28637.129 I0421 08:35:56.431564 138383740462912 metric_logger.py:196] completed step: 3, seconds: 0.396, TFLOP/s/device: 34.297, Tokens/s/device: 5169.628, total_weights: 65536, loss: 9.734, lm_loss: 9.734, perplexity: 16889.203 I0421 08:35:56.726571 138383740462912 metric_logger.py:196] completed step: 4, seconds: 0.153, TFLOP/s/device: 88.736, Tokens/s/device: 13375.305, total_weights: 65536, loss: 9.277, lm_loss: 9.277, perplexity: 10694.614 I0421 08:35:56.732910 138383740462912 metric_logger.py:196] completed step: 5, seconds: 0.148, TFLOP/s/device: 91.842, Tokens/s/device: 13843.450, total_weights: 65536, loss: 8.892, lm_loss: 8.892, perplexity: 7270.717 I0421 08:36:03.251534 2779 google_auth_provider.cc:181] Running on GCE, using service account 562977990677-compute@developer.gserviceaccount.com I0421 08:36:05.265477 138254622975744 array_metadata_store.py:203] [process=4][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238/linen_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238_01_base/checkpoints/0/items/array_metadatas/process_4 I0421 08:36:18.884506 138383740462912 metric_logger.py:196] completed step: 6, seconds: 0.295, TFLOP/s/device: 46.070, Tokens/s/device: 6944.162, total_weights: 65536, loss: 8.592, lm_loss: 8.592, perplexity: 5390.759 I0421 08:36:19.031846 138383740462912 metric_logger.py:196] completed step: 7, seconds: 22.005, TFLOP/s/device: 0.617, Tokens/s/device: 93.070, total_weights: 65536, loss: 8.384, lm_loss: 8.384, perplexity: 4376.905 I0421 08:36:19.179436 138383740462912 metric_logger.py:196] completed step: 8, seconds: 0.152, TFLOP/s/device: 89.157, Tokens/s/device: 13438.673, total_weights: 65536, loss: 8.255, lm_loss: 8.255, perplexity: 3846.406 I0421 08:36:19.326156 138383740462912 checkpointing.py:794] Waiting for step 9 to finish before checkpoint... I0421 08:36:19.326846 138383740462912 checkpointing.py:798] Waited 0.00070953369140625 seconds for step 9 to finish before starting checkpointing. I0421 08:36:19.328907 138383740462912 checkpoint_manager.py:2020] [process=4][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete. I0421 08:36:37.154040 138255707219712 base_pytree_checkpoint_handler.py:130] [process=4] /jax/orbax/write/gbytes_per_sec: 37.564 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 42.050620794296265 s) (per-host) I0421 08:36:37.154162 138255707219712 async_checkpointer.py:90] [process=4][thread=async_save] 3 Handler Commit operations completed. Time taken: 41.762081s. I0421 08:36:46.931998 138255707219712 async_checkpointer.py:160] [process=4][thread=async_save] Background save thread done. Time taken: 51.539901s. I0421 08:36:46.932269 138253021734656 async_checkpointer.py:288] [process=4][thread=save_finalize] Done with waiting for background save thread=async_save. I0421 08:36:46.932399 138253021734656 async_checkpointer.py:298] [process=4][thread=save_finalize] No errors found in background save thread=async_save. I0421 08:36:46.932450 138253021734656 checkpoint_manager.py:2137] [process=4][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts... I0421 08:36:46.934077 138253021734656 checkpoint_manager.py:2146] [process=4][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts. I0421 08:36:46.934261 138383740462912 checkpoint_manager.py:2032] [process=4][thread=MainThread][step=0][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=0. W0421 08:36:46.934391 138383740462912 checkpoint_manager.py:1452] Waiting for previous save to complete took 27.605485 seconds. If this number is high, consider checkpointing less frequently. I0421 08:36:46.936306 138383740462912 checkpoint_manager.py:1512] [process=4] Saving checkpoint at step 9 I0421 08:36:46.938472 138383740462912 event_tracking.py:70] [process=4] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238/linen_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238_01_base/checkpoints/9. I0421 08:36:47.650928 138383740462912 jax_array_handlers.py:360] Scheduling D2H of 39 prioritized jax.Array. I0421 08:36:47.651021 138383740462912 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 I0421 08:36:47.685765 138383740462912 base_pytree_checkpoint_handler.py:154] [process=4][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.036061s I0421 08:36:47.685919 138383740462912 base_pytree_checkpoint_handler.py:130] [process=4] /jax/orbax/write/blocking_gbytes_per_sec: 39.106 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.039446115493774414 s) (per-host) I0421 08:36:47.685968 138383740462912 base_pytree_checkpoint_handler.py:768] [process=4][thread=MainThread] Initiated Pytree async_save. Time taken: 0.039505s (batch_requests_ready=0.001770s, total_serialization_initiated=0.037669s, others=0.000066s) I0421 08:36:47.686056 138383740462912 composite_checkpoint_handler.py:715] [process=4][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.043723s (all_items=0.000015s, per_item={'items': '0.00001526'}, temp_paths=0.043708) I0421 08:36:47.686746 138383740462912 event_tracking.py:125] [process=4] [async] Finished blocking save in 0.75 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238/linen_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238_01_base/checkpoints/9. I0421 08:36:47.687056 138253021734656 async_checkpointer.py:76] [process=4][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-21 08:56:47.687019 I0421 08:36:47.689013 138383740462912 checkpoint_manager.py:1560] [process=4][thread=MainThread][step=9] Starting CheckpointManager Save Finalize thread=save_finalize I0421 08:36:47.689305 138233069410048 async_checkpointer.py:280] [process=4][thread=save_finalize] Waiting for background save thread=async_save. I0421 08:36:47.689441 138383740462912 standard_logger.py:34] {'step': 9, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238/linen_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238_01_base/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776760579.328877, 'wait_for_prev_duration_secs': 27.605485200881958, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776760606.936344, 'checkpointer_blocking_duration_secs': 0.7508578300476074, 'get_old_steps_start_time': 1776760607.6872246, 'get_old_steps_duration_secs': 3.0040740966796875e-05, 'checkpoint_manager_blocking_start_time': 1776760579.32707, 'checkpoint_manager_blocking_duration_secs': 28.36233878135681} I0421 08:36:47.689617 138383740462912 checkpointing.py:409] Started an asynchronous checkpoint save for step 9 I0421 08:36:47.689682 138383740462912 checkpoint_manager.py:2020] [process=4][thread=MainThread][step=9][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete. I0421 08:36:53.567913 138254622975744 array_metadata_store.py:203] [process=4][thread=array_type_handler] Wrote 39 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238/linen_xpk_feat_nnx_trainstate_and_training_loop_20260421_083238_01_base/checkpoints/9/items/array_metadatas/process_4 I0421 08:37:29.232356 138253021734656 base_pytree_checkpoint_handler.py:130] [process=4] /jax/orbax/write/gbytes_per_sec: 37.984 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 41.58584475517273 s) (per-host) I0421 08:37:29.232472 138253021734656 async_checkpointer.py:90] [process=4][thread=async_save] 3 Handler Commit operations completed. Time taken: 41.545305s. I0421 08:37:37.914380 138253021734656 async_checkpointer.py:160] [process=4][thread=async_save] Background save thread done. Time taken: 50.227198s. I0421 08:37:37.914685 138233069410048 async_checkpointer.py:288] [process=4][thread=save_finalize] Done with waiting for background save thread=async_save. I0421 08:37:37.914809 138233069410048 async_checkpointer.py:298] [process=4][thread=save_finalize] No errors found in background save thread=async_save. I0421 08:37:37.914859 138233069410048 checkpoint_manager.py:2137] [process=4][thread=save_finalize][step=9] CheckpointManager Save Finalize is syncing with other hosts... I0421 08:37:37.916450 138233069410048 checkpoint_manager.py:2146] [process=4][thread=save_finalize][step=9] CheckpointManager Save Finalize is done on all hosts. I0421 08:37:37.916608 138383740462912 checkpoint_manager.py:2032] [process=4][thread=MainThread][step=9][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=9. I0421 08:37:37.916774 138383740462912 checkpoint_manager.py:2009] [process=4][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning. I0421 08:37:37.917770 138383740462912 metric_logger.py:196] completed step: 9, seconds: 0.147, TFLOP/s/device: 92.271, Tokens/s/device: 13908.130, 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: Tue Apr 21 08:37:48 UTC 2026 EXIT_CODE=0