MaxView

‹ 04_int8Case: 05_fp806_grad_accum ›

Metrics: main (574ad3fb9) vs feat/nnx-post-train-fixes (574ad3fb9)

Metricmain  574ad3fb9feat/nnx-post-train-fixes  574ad3fb9Diff (feat/nnx-post-train-fixes − main)
Parameters1.105 billion1.105 billion
Final loss6.16706.16700
TFLOP/s85.72085.998+0.278
Tok/s12920.612962.6+41.953
Avg s/step1.6331.713+0.08
Memory %1.441.440
JAX0.9.20.9.2

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

main  ·  574ad3fb9  ·  main_20260420_060028  ·  full log
XPK Start: Mon Apr 20 06:13:39 UTC 2026
PyTorch was not found. Models won't be available and only tokenizers, configuration and file/data utilities can be used.
2026-04-20 06:14:03.882403: 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)
I0420 06:14:04.416744 140037021194048 max_utils.py:273] Attempting to initialize the jax distributed system...
I0420 06:14:13.456727 140037021194048 distributed.py:149] Starting JAX distributed service on [::]:8482
I0420 06:14:13.459094 140037021194048 distributed.py:172] Connecting to JAX distributed service on mt-05-fp8-2sk9q-slice-job-0-0.mt-05-fp8-2sk9q:8482
I0420 06:14:15.161294 140037021194048 max_utils.py:284] Jax distributed system initialized!
I0420 06:14:21.294174 140037021194048 max_utils.py:800] System Information: Jax Version: 0.9.2
I0420 06:14:21.294277 140037021194048 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0420 06:14:21.294317 140037021194048 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
I0420 06:14:21.294351 140037021194048 train_utils.py:348] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing.
I0420 06:14:21.993407 140037021194048 maxtext_utils.py:1551] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0420 06:14:21.993689 140037021194048 checkpointing.py:677] Setting up checkpoint logger...
I0420 06:14:21.993742 140037021194048 checkpointing.py:233] Creating checkpoint manager with ocdbt=True and zarr3=True
I0420 06:14:21.993786 140037021194048 pytree_checkpoint_handler.py:592] save_device_host_concurrent_bytes=None
I0420 06:14:21.994133 140037021194048 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 0x7f5c52bb1520>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0420 06:14:25.010873 140037021194048 checkpointing.py:265] Enabling policy for fixed interval checkpointing.
I0420 06:14:25.011113 140037021194048 checkpoint_manager.py:708] [process=2][thread=MainThread] CheckpointManager init: checkpointers=None, item_names=('items',), item_handlers={'items': <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7f47f43773e0>}, handler_registry=None
I0420 06:14:25.011356 140037021194048 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7f47f43773e0>` 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`.
I0420 06:14:25.011408 140037021194048 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7f47f4378a10>` 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`.
I0420 06:14:25.011445 140037021194048 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 0x7f47f43773e0>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x7f47f43773e0>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7f47f4378a10>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x7f47f4378a10>}).
I0420 06:14:25.011762 140037021194048 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.34
I0420 06:14:25.011832 140037021194048 async_checkpointer.py:192] [process=2][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>._fn at 0x7f46ec687740> timeout: 1200 secs and primary_host=0 for async checkpoint writes
I0420 06:14:25.786688 140037021194048 checkpoint_manager.py:1812] Found 0 checkpoint steps in gs://lance-maxtext/linen_ckpt_xpk_main_20260420_060028/linen_xpk_main_20260420_060028_05_fp8/checkpoints
I0420 06:14:26.203381 140037021194048 checkpoint_manager.py:929] [process=2][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_20260420_060028/linen_xpk_main_20260420_060028_05_fp8/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x7f47f4376c00>
I0420 06:14:26.203548 140037021194048 checkpointing.py:301] Checkpoint manager created!
I0420 06:14:27.278738 140037021194048 nnx_wrappers.py:437] Unknown Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0420 06:14:27.278853 140037021194048 nnx_wrappers.py:437] Unknown Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0420 06:14:27.666759 140037021194048 attentions.py:1088] attentions/inputs_q Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0420 06:14:27.666848 140037021194048 attentions.py:1088] attentions/inputs_q Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0420 06:14:27.683507 140037021194048 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0420 06:14:27.683566 140037021194048 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0420 06:14:27.735884 140037021194048 attentions.py:1154] attentions/query Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0420 06:14:27.735962 140037021194048 attentions.py:1154] attentions/query Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0420 06:14:27.752640 140037021194048 attentions.py:1155] attentions/key Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0420 06:14:27.752699 140037021194048 attentions.py:1155] attentions/key Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0420 06:14:27.769283 140037021194048 attentions.py:1156] attentions/value Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0420 06:14:27.769342 140037021194048 attentions.py:1156] attentions/value Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0420 06:14:27.794201 140037021194048 attentions.py:1197] attentions/out Logical: bfloat16[32,2048,16,128].................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv').
I0420 06:14:27.794271 140037021194048 attentions.py:1197] attentions/out Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0420 06:14:27.845529 140037021194048 linears.py:525] linears/x Logical: bfloat16[32,2048,7168]...................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0420 06:14:27.845605 140037021194048 linears.py:525] linears/x Physical: bfloat16[32,2048,7168]...................................... ('fsdp', None, None).
I0420 06:14:28.285381 140037021194048 checkpointing.py:577] checkpoint manager exists so trying to load this run's existing checkpoint
I0420 06:14:28.285491 140037021194048 checkpointing.py:665] No existing checkpoints found, not restoring checkpoint.
fsdp: 32
I0420 06:14:30.204820 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_0/Fp8DirectDotGeneralOp_0/input_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.204937 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_0/Fp8DirectDotGeneralOp_0/input_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.204985 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_0/Fp8DirectDotGeneralOp_0/kernel_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205049 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_0/Fp8DirectDotGeneralOp_0/kernel_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205097 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_0/Fp8DirectDotGeneralOp_0/output_grad_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205136 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_0/Fp8DirectDotGeneralOp_0/output_grad_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205168 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_1/Fp8DirectDotGeneralOp_0/input_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205199 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_1/Fp8DirectDotGeneralOp_0/input_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205229 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_1/Fp8DirectDotGeneralOp_0/kernel_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205258 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_1/Fp8DirectDotGeneralOp_0/kernel_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205287 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_1/Fp8DirectDotGeneralOp_0/output_grad_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205318 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_1/Fp8DirectDotGeneralOp_0/output_grad_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205347 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wo/Fp8DirectDotGeneralOp_0/input_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205375 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wo/Fp8DirectDotGeneralOp_0/input_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205403 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wo/Fp8DirectDotGeneralOp_0/kernel_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205430 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wo/Fp8DirectDotGeneralOp_0/kernel_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205459 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wo/Fp8DirectDotGeneralOp_0/output_grad_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205488 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/mlp/wo/Fp8DirectDotGeneralOp_0/output_grad_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205516 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/key/Fp8DirectDotGeneralOp_0/input_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205544 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/key/Fp8DirectDotGeneralOp_0/input_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205572 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/key/Fp8DirectDotGeneralOp_0/kernel_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205599 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/key/Fp8DirectDotGeneralOp_0/kernel_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205626 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/key/Fp8DirectDotGeneralOp_0/output_grad_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205653 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/key/Fp8DirectDotGeneralOp_0/output_grad_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205680 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/out/Fp8DirectDotGeneralOp_0/input_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205707 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/out/Fp8DirectDotGeneralOp_0/input_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205734 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/out/Fp8DirectDotGeneralOp_0/kernel_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205761 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/out/Fp8DirectDotGeneralOp_0/kernel_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205787 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/out/Fp8DirectDotGeneralOp_0/output_grad_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205814 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/out/Fp8DirectDotGeneralOp_0/output_grad_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205840 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/query/Fp8DirectDotGeneralOp_0/input_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205866 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/query/Fp8DirectDotGeneralOp_0/input_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205892 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/query/Fp8DirectDotGeneralOp_0/kernel_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205919 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/query/Fp8DirectDotGeneralOp_0/kernel_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205945 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/query/Fp8DirectDotGeneralOp_0/output_grad_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205971 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/query/Fp8DirectDotGeneralOp_0/output_grad_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.205997 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/value/Fp8DirectDotGeneralOp_0/input_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.206054 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/value/Fp8DirectDotGeneralOp_0/input_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.206087 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/value/Fp8DirectDotGeneralOp_0/kernel_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.206119 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/value/Fp8DirectDotGeneralOp_0/kernel_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.206146 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/value/Fp8DirectDotGeneralOp_0/output_grad_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.206175 140037021194048 maxtext_utils.py:1654]  params/_overwrite_with_gradient/decoder/layers/self_attention/value/Fp8DirectDotGeneralOp_0/output_grad_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 06:14:30.206225 140037021194048 maxtext_utils.py:1654]  params/params/decoder/decoder_norm/scale
    Shape:     float32[2048]
    Logical:   P('norm',)
    Physical:  (None,)
I0420 06:14:30.206278 140037021194048 maxtext_utils.py:1654]  params/params/decoder/layers/mlp/wi_0/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0420 06:14:30.206315 140037021194048 maxtext_utils.py:1654]  params/params/decoder/layers/mlp/wi_1/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0420 06:14:30.206361 140037021194048 maxtext_utils.py:1654]  params/params/decoder/layers/mlp/wo/kernel
    Shape:     float32[7168,16,2048]
    Logical:   P('mlp', 'layers', 'embed')
    Physical:  (None, None, 'fsdp')
I0420 06:14:30.206406 140037021194048 maxtext_utils.py:1654]  params/params/decoder/layers/post_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0420 06:14:30.206438 140037021194048 maxtext_utils.py:1654]  params/params/decoder/layers/pre_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0420 06:14:30.206484 140037021194048 maxtext_utils.py:1654]  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)
I0420 06:14:30.206529 140037021194048 maxtext_utils.py:1654]  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')
I0420 06:14:30.206564 140037021194048 maxtext_utils.py:1654]  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)
I0420 06:14:30.206596 140037021194048 maxtext_utils.py:1654]  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)
I0420 06:14:30.206640 140037021194048 maxtext_utils.py:1654]  params/params/decoder/logits_dense/kernel
    Shape:     float32[2048,32000]
    Logical:   P('embed_vocab', 'vocab')
    Physical:  ('fsdp', None)
I0420 06:14:30.206683 140037021194048 maxtext_utils.py:1654]  params/params/token_embedder/embedding
    Shape:     float32[32000,2048]
    Logical:   P('vocab', 'embed_vocab')
    Physical:  (None, 'fsdp')

I0420 06:14:31.839607 140037021194048 train.py:155] train/xent Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0420 06:14:31.839704 140037021194048 train.py:155] train/xent Physical: float32[32,2048]............................................ ('fsdp', None).
I0420 06:14:31.855167 140037021194048 train.py:162] train/z_loss Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0420 06:14:31.855230 140037021194048 train.py:162] train/z_loss Physical: float32[32,2048]............................................ ('fsdp', None).
I0420 06:14:45.589514 140037021194048 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.
I0420 06:14:45.590441 140037021194048 metric_logger.py:301] number parameters: 1.105 billion
I0420 06:15:00.658443 140037021194048 checkpointing.py:772] Waiting for step 0 to finish before checkpoint...
I0420 06:15:00.829529 140037021194048 checkpointing.py:776] Waited 0.17106914520263672 seconds for step 0 to finish before starting checkpointing.
I0420 06:15:00.831979 140037021194048 checkpoint_manager.py:2009] [process=2][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0420 06:15:00.833924 140037021194048 checkpoint_manager.py:1512] [process=2] Saving checkpoint at step 0
I0420 06:15:00.835392 140037021194048 event_tracking.py:70] [process=2] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260420_060028/linen_xpk_main_20260420_060028_05_fp8/checkpoints/0.
I0420 06:15:01.625127 140037021194048 signaling_client.py:364] Using JaxDistributedSignalingClient
I0420 06:15:01.626078 140037021194048 jax_array_handlers.py:360] Scheduling D2H of 81 prioritized jax.Array.
I0420 06:15:01.626137 140037021194048 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
I0420 06:15:02.052099 140037021194048 base_pytree_checkpoint_handler.py:154] [process=2][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.427112s
I0420 06:15:02.052274 140037021194048 base_pytree_checkpoint_handler.py:130] [process=2] /jax/orbax/write/blocking_gbytes_per_sec: 3.541 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.435657262802124 s) (per-host)
I0420 06:15:02.052325 140037021194048 base_pytree_checkpoint_handler.py:768] [process=2][thread=MainThread] Initiated Pytree async_save. Time taken: 0.435719s (batch_requests_ready=0.003662s, total_serialization_initiated=0.431988s, others=0.000069s)
I0420 06:15:02.052433 140037021194048 composite_checkpoint_handler.py:715] [process=2][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.439816s (all_items=0.000017s, per_item={'items': '0.00001669'}, temp_paths=0.439799)
I0420 06:15:02.053315 140037021194048 event_tracking.py:125] [process=2] [async] Finished blocking save in 1.22 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260420_060028/linen_xpk_main_20260420_060028_05_fp8/checkpoints/0.
I0420 06:15:02.053607 139907302815488 async_checkpointer.py:76] [process=2][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-20 06:35:02.053581
I0420 06:15:02.055664 140037021194048 checkpoint_manager.py:1560] [process=2][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize
I0420 06:15:02.055979 139906814834432 async_checkpointer.py:280] [process=2][thread=save_finalize] Waiting for background save thread=async_save.
I0420 06:15:02.056122 140037021194048 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260420_060028/linen_xpk_main_20260420_060028_05_fp8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776665700.8319607, 'wait_for_prev_duration_secs': 7.390975952148438e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776665700.8339627, 'checkpointer_blocking_duration_secs': 1.2197585105895996, 'get_old_steps_start_time': 1776665702.0537472, 'get_old_steps_duration_secs': 3.1948089599609375e-05, 'checkpoint_manager_blocking_start_time': 1776665700.8301563, 'checkpoint_manager_blocking_duration_secs': 1.2259268760681152}
I0420 06:15:02.056288 140037021194048 checkpointing.py:408] Started an asynchronous checkpoint save for step 0
I0420 06:15:02.056339 140037021194048 max_utils.py:750] 
Memstats: After params initialized:
I0420 06:15:02.056388 140037021194048 max_utils.py:756] 	Using (GB) 0.45 / 31.25 (1.440000%) on TPU_8(process=2,(0,2,0,0))
I0420 06:15:02.056422 140037021194048 max_utils.py:756] 	Using (GB) 0.45 / 31.25 (1.440000%) on TPU_9(process=2,(1,2,0,0))
I0420 06:15:02.056448 140037021194048 max_utils.py:756] 	Using (GB) 0.45 / 31.25 (1.440000%) on TPU_12(process=2,(0,3,0,0))
I0420 06:15:02.056472 140037021194048 max_utils.py:756] 	Using (GB) 0.45 / 31.25 (1.440000%) on TPU_13(process=2,(1,3,0,0))
I0420 06:15:02.368779 140037021194048 metric_logger.py:196] completed step: 0, seconds: 15.068, TFLOP/s/device: 0.902, Tokens/s/device: 135.918, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52776.805
I0420 06:15:02.570897 140037021194048 metric_logger.py:196] completed step: 1, seconds: 1.708, TFLOP/s/device: 7.954, Tokens/s/device: 1198.894, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52761.840
I0420 06:15:03.016955 140037021194048 metric_logger.py:196] completed step: 2, seconds: 0.045, TFLOP/s/device: 302.582, Tokens/s/device: 45608.409, total_weights: 65536, loss: 10.816, lm_loss: 10.816, perplexity: 49832.398
I0420 06:15:03.175469 140037021194048 metric_logger.py:196] completed step: 3, seconds: 0.446, TFLOP/s/device: 30.445, Tokens/s/device: 4589.027, total_weights: 65536, loss: 10.431, lm_loss: 10.431, perplexity: 33901.820
I0420 06:15:03.493142 140037021194048 metric_logger.py:196] completed step: 4, seconds: 0.164, TFLOP/s/device: 82.674, Tokens/s/device: 12461.590, total_weights: 65536, loss: 9.992, lm_loss: 9.992, perplexity: 21847.639
I0420 06:15:03.499568 140037021194048 metric_logger.py:196] completed step: 5, seconds: 0.158, TFLOP/s/device: 86.022, Tokens/s/device: 12966.211, total_weights: 65536, loss: 9.549, lm_loss: 9.549, perplexity: 14035.006
I0420 06:15:04.866975    2851 google_auth_provider.cc:181] Running on GCE, using service account 562977990677-compute@developer.gserviceaccount.com
I0420 06:15:07.250153 139912156043008 array_metadata_store.py:203] [process=2][thread=array_type_handler] Wrote 81 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260420_060028/linen_xpk_main_20260420_060028_05_fp8/checkpoints/0/items/array_metadatas/process_2
I0420 06:15:21.943785 139907302815488 base_pytree_checkpoint_handler.py:130] [process=2] /jax/orbax/write/gbytes_per_sec: 77.717 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 20.32711935043335 s) (per-host)
I0420 06:15:21.943903 139907302815488 async_checkpointer.py:90] [process=2][thread=async_save] 3 Handler Commit operations completed. Time taken: 19.890217s.
I0420 06:15:28.028983 140037021194048 metric_logger.py:196] completed step: 6, seconds: 0.318, TFLOP/s/device: 42.718, Tokens/s/device: 6438.976, total_weights: 65536, loss: 9.111, lm_loss: 9.111, perplexity: 9058.688
I0420 06:15:28.187443 140037021194048 metric_logger.py:196] completed step: 7, seconds: 24.371, TFLOP/s/device: 0.558, Tokens/s/device: 84.036, total_weights: 65536, loss: 8.685, lm_loss: 8.685, perplexity: 5914.720
I0420 06:15:28.345853 140037021194048 metric_logger.py:196] completed step: 8, seconds: 0.165, TFLOP/s/device: 82.328, Tokens/s/device: 12409.414, total_weights: 65536, loss: 8.281, lm_loss: 8.281, perplexity: 3950.010
I0420 06:15:28.350981 140037021194048 checkpointing.py:772] Waiting for step 10 to finish before checkpoint...
I0420 06:15:28.662614 140037021194048 checkpointing.py:776] Waited 0.3115963935852051 seconds for step 10 to finish before starting checkpointing.
I0420 06:15:28.665349 140037021194048 checkpoint_manager.py:2020] [process=2][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0420 06:15:29.798048 139907302815488 async_checkpointer.py:160] [process=2][thread=async_save] Background save thread done. Time taken: 27.744323s.
I0420 06:15:29.798338 139906814834432 async_checkpointer.py:288] [process=2][thread=save_finalize] Done with waiting for background save thread=async_save.
I0420 06:15:29.798454 139906814834432 async_checkpointer.py:298] [process=2][thread=save_finalize] No errors found in background save thread=async_save.
I0420 06:15:29.798504 139906814834432 checkpoint_manager.py:2137] [process=2][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts...
I0420 06:15:29.799930 139906814834432 checkpoint_manager.py:2146] [process=2][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts.
I0420 06:15:29.800114 140037021194048 checkpoint_manager.py:2032] [process=2][thread=MainThread][step=0][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=0.
W0420 06:15:29.800262 140037021194048 checkpoint_manager.py:1452] Waiting for previous save to complete took 1.134912 seconds. If this number is high, consider checkpointing less frequently.
I0420 06:15:29.801921 140037021194048 checkpoint_manager.py:1512] [process=2] Saving checkpoint at step 10
I0420 06:15:29.804118 140037021194048 event_tracking.py:70] [process=2] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260420_060028/linen_xpk_main_20260420_060028_05_fp8/checkpoints/10.
I0420 06:15:30.097207 140037021194048 jax_array_handlers.py:360] Scheduling D2H of 81 prioritized jax.Array.
I0420 06:15:30.097298 140037021194048 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
I0420 06:15:30.133331 140037021194048 base_pytree_checkpoint_handler.py:154] [process=2][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.037198s
I0420 06:15:30.133498 140037021194048 base_pytree_checkpoint_handler.py:130] [process=2] /jax/orbax/write/blocking_gbytes_per_sec: 35.583 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.04335618019104004 s) (per-host)
I0420 06:15:30.133548 140037021194048 base_pytree_checkpoint_handler.py:768] [process=2][thread=MainThread] Initiated Pytree async_save. Time taken: 0.043416s (batch_requests_ready=0.003028s, total_serialization_initiated=0.040322s, others=0.000066s)
I0420 06:15:30.133652 140037021194048 composite_checkpoint_handler.py:715] [process=2][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.047442s (all_items=0.000015s, per_item={'items': '0.00001502'}, temp_paths=0.047427)
I0420 06:15:30.134229 140037021194048 event_tracking.py:125] [process=2] [async] Finished blocking save in 0.33 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260420_060028/linen_xpk_main_20260420_060028_05_fp8/checkpoints/10.
I0420 06:15:30.134478 139906814834432 async_checkpointer.py:76] [process=2][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-20 06:35:30.134454
I0420 06:15:30.139755 140037021194048 checkpoint_manager.py:1560] [process=2][thread=MainThread][step=10] Starting CheckpointManager Save Finalize thread=save_finalize
I0420 06:15:30.139975 139904113694464 async_checkpointer.py:280] [process=2][thread=save_finalize] Waiting for background save thread=async_save.
I0420 06:15:30.140088 140037021194048 standard_logger.py:34] {'step': 10, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260420_060028/linen_xpk_main_20260420_060028_05_fp8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776665728.6653187, 'wait_for_prev_duration_secs': 1.1349117755889893, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776665729.8019607, 'checkpointer_blocking_duration_secs': 0.33261919021606445, 'get_old_steps_start_time': 1776665730.1346004, 'get_old_steps_duration_secs': 2.574920654296875e-05, 'checkpoint_manager_blocking_start_time': 1776665728.6635242, 'checkpoint_manager_blocking_duration_secs': 1.4765315055847168}
I0420 06:15:30.140248 140037021194048 checkpointing.py:408] Started an asynchronous checkpoint save for step 10
I0420 06:15:30.140841 140037021194048 metric_logger.py:196] completed step: 9, seconds: 0.158, TFLOP/s/device: 85.775, Tokens/s/device: 12928.966, total_weights: 65536, loss: 7.908, lm_loss: 7.908, perplexity: 2720.116
I0420 06:15:30.147691 140037021194048 metric_logger.py:196] completed step: 10, seconds: 0.159, TFLOP/s/device: 85.709, Tokens/s/device: 12918.935, total_weights: 65536, loss: 7.568, lm_loss: 7.568, perplexity: 1936.198
I0420 06:15:30.306720 140037021194048 metric_logger.py:196] completed step: 11, seconds: 1.795, TFLOP/s/device: 7.571, Tokens/s/device: 1141.162, total_weights: 65536, loss: 7.288, lm_loss: 7.288, perplexity: 1463.272
I0420 06:15:30.464992 140037021194048 metric_logger.py:196] completed step: 12, seconds: 0.006, TFLOP/s/device: 2243.581, Tokens/s/device: 338177.015, total_weights: 65536, loss: 7.032, lm_loss: 7.032, perplexity: 1132.061
I0420 06:15:31.043534 140037021194048 metric_logger.py:196] completed step: 13, seconds: 0.160, TFLOP/s/device: 84.922, Tokens/s/device: 12800.320, total_weights: 65536, loss: 6.815, lm_loss: 6.815, perplexity: 911.031
I0420 06:15:31.201839 140037021194048 metric_logger.py:196] completed step: 14, seconds: 0.574, TFLOP/s/device: 23.683, Tokens/s/device: 3569.798, total_weights: 65536, loss: 6.635, lm_loss: 6.635, perplexity: 761.080
I0420 06:15:31.360439 140037021194048 metric_logger.py:196] completed step: 15, seconds: 0.163, TFLOP/s/device: 83.252, Tokens/s/device: 12548.712, total_weights: 65536, loss: 6.492, lm_loss: 6.492, perplexity: 659.915
I0420 06:15:31.518600 140037021194048 metric_logger.py:196] completed step: 16, seconds: 0.158, TFLOP/s/device: 85.827, Tokens/s/device: 12936.725, total_weights: 65536, loss: 6.380, lm_loss: 6.380, perplexity: 589.948
I0420 06:15:31.676953 140037021194048 metric_logger.py:196] completed step: 17, seconds: 0.158, TFLOP/s/device: 85.731, Tokens/s/device: 12922.277, total_weights: 65536, loss: 6.293, lm_loss: 6.293, perplexity: 540.941
I0420 06:15:31.835141 140037021194048 metric_logger.py:196] completed step: 18, seconds: 0.158, TFLOP/s/device: 85.931, Tokens/s/device: 12952.434, total_weights: 65536, loss: 6.223, lm_loss: 6.223, perplexity: 504.108
I0420 06:15:31.992768 140037021194048 checkpointing.py:772] Waiting for step 19 to finish before checkpoint...
I0420 06:15:31.993788 140037021194048 checkpointing.py:776] Waited 0.0010402202606201172 seconds for step 19 to finish before starting checkpointing.
I0420 06:15:31.995893 140037021194048 checkpoint_manager.py:2020] [process=2][thread=MainThread][step=10][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0420 06:15:36.468224 139904658958080 array_metadata_store.py:203] [process=2][thread=array_type_handler] Wrote 81 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260420_060028/linen_xpk_main_20260420_060028_05_fp8/checkpoints/10/items/array_metadatas/process_2
I0420 06:16:11.290865 139906814834432 base_pytree_checkpoint_handler.py:130] [process=2] /jax/orbax/write/gbytes_per_sec: 38.343 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 41.20066976547241 s) (per-host)
I0420 06:16:11.290987 139906814834432 async_checkpointer.py:90] [process=2][thread=async_save] 3 Handler Commit operations completed. Time taken: 41.156429s.
I0420 06:16:21.454650 139906814834432 async_checkpointer.py:160] [process=2][thread=async_save] Background save thread done. Time taken: 51.320077s.
I0420 06:16:21.454880 139904113694464 async_checkpointer.py:288] [process=2][thread=save_finalize] Done with waiting for background save thread=async_save.
I0420 06:16:21.454946 139904113694464 async_checkpointer.py:298] [process=2][thread=save_finalize] No errors found in background save thread=async_save.
I0420 06:16:21.454995 139904113694464 checkpoint_manager.py:2137] [process=2][thread=save_finalize][step=10] CheckpointManager Save Finalize is syncing with other hosts...
I0420 06:16:21.456567 139904113694464 checkpoint_manager.py:2146] [process=2][thread=save_finalize][step=10] CheckpointManager Save Finalize is done on all hosts.
I0420 06:16:21.456797 140037021194048 checkpoint_manager.py:2032] [process=2][thread=MainThread][step=10][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=10.
W0420 06:16:21.456935 140037021194048 checkpoint_manager.py:1452] Waiting for previous save to complete took 49.461046 seconds. If this number is high, consider checkpointing less frequently.
I0420 06:16:21.458297 140037021194048 checkpoint_manager.py:1512] [process=2] Saving checkpoint at step 19
I0420 06:16:21.460462 140037021194048 event_tracking.py:70] [process=2] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_main_20260420_060028/linen_xpk_main_20260420_060028_05_fp8/checkpoints/19.
I0420 06:16:21.754616 140037021194048 jax_array_handlers.py:360] Scheduling D2H of 81 prioritized jax.Array.
I0420 06:16:21.754703 140037021194048 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
I0420 06:16:21.792761 140037021194048 base_pytree_checkpoint_handler.py:154] [process=2][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.039031s
I0420 06:16:21.792926 140037021194048 base_pytree_checkpoint_handler.py:130] [process=2] /jax/orbax/write/blocking_gbytes_per_sec: 34.150 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.045174598693847656 s) (per-host)
I0420 06:16:21.792976 140037021194048 base_pytree_checkpoint_handler.py:768] [process=2][thread=MainThread] Initiated Pytree async_save. Time taken: 0.045234s (batch_requests_ready=0.003015s, total_serialization_initiated=0.042155s, others=0.000064s)
I0420 06:16:21.793107 140037021194048 composite_checkpoint_handler.py:715] [process=2][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.049412s (all_items=0.000012s, per_item={'items': '0.00001216'}, temp_paths=0.049400)
I0420 06:16:21.793838 140037021194048 event_tracking.py:125] [process=2] [async] Finished blocking save in 0.34 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_main_20260420_060028/linen_xpk_main_20260420_060028_05_fp8/checkpoints/19.
I0420 06:16:21.794126 139904113694464 async_checkpointer.py:76] [process=2][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-20 06:36:21.794093
I0420 06:16:21.797944 140037021194048 checkpoint_manager.py:1560] [process=2][thread=MainThread][step=19] Starting CheckpointManager Save Finalize thread=save_finalize
I0420 06:16:21.798261 139907302815488 async_checkpointer.py:280] [process=2][thread=save_finalize] Waiting for background save thread=async_save.
I0420 06:16:21.798426 140037021194048 standard_logger.py:34] {'step': 19, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_main_20260420_060028/linen_xpk_main_20260420_060028_05_fp8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776665731.995865, 'wait_for_prev_duration_secs': 49.46104574203491, 'time_between_consecutive_saves_sec': 2.195894956588745, 'checkpointer_blocking_start_time': 1776665781.4583354, 'checkpointer_blocking_duration_secs': 0.3359408378601074, 'get_old_steps_start_time': 1776665781.7942963, 'get_old_steps_duration_secs': 2.4080276489257812e-05, 'checkpoint_manager_blocking_start_time': 1776665731.994081, 'checkpoint_manager_blocking_duration_secs': 49.80431127548218}
I0420 06:16:21.798557 140037021194048 checkpointing.py:408] Started an asynchronous checkpoint save for step 19
I0420 06:16:21.798599 140037021194048 checkpoint_manager.py:2020] [process=2][thread=MainThread][step=19][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0420 06:16:26.897582 139904658958080 array_metadata_store.py:203] [process=2][thread=array_type_handler] Wrote 81 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_main_20260420_060028/linen_xpk_main_20260420_060028_05_fp8/checkpoints/19/items/array_metadatas/process_2
I0420 06:17:03.216748 139904113694464 base_pytree_checkpoint_handler.py:130] [process=2] /jax/orbax/write/gbytes_per_sec: 38.095 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 41.46896767616272 s) (per-host)
I0420 06:17:03.216854 139904113694464 async_checkpointer.py:90] [process=2][thread=async_save] 3 Handler Commit operations completed. Time taken: 41.422607s.
I0420 06:17:12.819980 139904113694464 async_checkpointer.py:160] [process=2][thread=async_save] Background save thread done. Time taken: 51.025716s.
I0420 06:17:12.820342 139907302815488 async_checkpointer.py:288] [process=2][thread=save_finalize] Done with waiting for background save thread=async_save.
I0420 06:17:12.820502 139907302815488 async_checkpointer.py:298] [process=2][thread=save_finalize] No errors found in background save thread=async_save.
I0420 06:17:12.820544 139907302815488 checkpoint_manager.py:2137] [process=2][thread=save_finalize][step=19] CheckpointManager Save Finalize is syncing with other hosts...
I0420 06:17:12.821902 139907302815488 checkpoint_manager.py:2146] [process=2][thread=save_finalize][step=19] CheckpointManager Save Finalize is done on all hosts.
I0420 06:17:12.822093 140037021194048 checkpoint_manager.py:2032] [process=2][thread=MainThread][step=19][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=19.
I0420 06:17:12.822251 140037021194048 checkpoint_manager.py:2009] [process=2][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0420 06:17:12.823183 140037021194048 metric_logger.py:196] completed step: 19, seconds: 0.159, TFLOP/s/device: 85.720, Tokens/s/device: 12920.647, total_weights: 65536, loss: 6.167, lm_loss: 6.167, perplexity: 476.947
Per train step:
 Total TFLOPs: 13.59 
 split as 93.93% learnable weight flops and 6.07% attention flops
XPK End: Mon Apr 20 06:17:25 UTC 2026
EXIT_CODE=0
XPK Start: Mon Apr 20 15:53:17 UTC 2026
PyTorch was not found. Models won't be available and only tokenizers, configuration and file/data utilities can be used.
2026-04-20 15:53:41.619756: 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)
I0420 15:53:41.799999 132223796635456 max_utils.py:273] Attempting to initialize the jax distributed system...
I0420 15:53:50.842298 132223796635456 distributed.py:149] Starting JAX distributed service on [::]:8482
I0420 15:53:50.844760 132223796635456 distributed.py:172] Connecting to JAX distributed service on mt-05-fp8-4kceq-slice-job-0-0.mt-05-fp8-4kceq:8482
I0420 15:53:51.779000 132223796635456 max_utils.py:284] Jax distributed system initialized!
I0420 15:53:57.773299 132223796635456 max_utils.py:800] System Information: Jax Version: 0.9.2
I0420 15:53:57.773400 132223796635456 max_utils.py:801] System Information: Jaxlib Version: 0.9.2
I0420 15:53:57.773442 132223796635456 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
I0420 15:53:57.773478 132223796635456 train_utils.py:378] WARNING: Sequence packing is essentially ignored for synthetic data. Please use a real dataset to use sequence packing.
I0420 15:53:58.820404 132223796635456 maxtext_utils.py:1718] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0420 15:53:58.821008 132223796635456 maxtext_utils.py:1718] Num_devices: 32, shape (1, 1, 1, 32, 1, 1, 1, 1, 1, 1, 1, 1, 1)
I0420 15:53:58.821203 132223796635456 checkpointing.py:688] Setting up checkpoint logger...
I0420 15:53:58.821257 132223796635456 checkpointing.py:234] Creating checkpoint manager with ocdbt=True and zarr3=True
I0420 15:53:58.821301 132223796635456 pytree_checkpoint_handler.py:592] save_device_host_concurrent_bytes=None
I0420 15:53:58.821626 132223796635456 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 0x7841253766c0>, enable_pinned_host_transfer=False, save_concurrent_bytes: 96000000000 (89.4 GiB), restore_concurrent_bytes: 96000000000 (89.4 GiB)
I0420 15:54:01.482985 132223796635456 checkpointing.py:266] Enabling policy for fixed interval checkpointing.
I0420 15:54:01.483236 132223796635456 checkpoint_manager.py:708] [process=0][thread=MainThread] CheckpointManager init: checkpointers=None, item_names=('items',), item_handlers={'items': <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x783ffc7b8b30>}, handler_registry=None
I0420 15:54:01.483474 132223796635456 composite_checkpoint_handler.py:237] Deferred registration for item: "items". Adding handler `<orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x783ffc7b8b30>` 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`.
I0420 15:54:01.483521 132223796635456 composite_checkpoint_handler.py:237] Deferred registration for item: "metrics". Adding handler `<orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x783ffc82fb90>` 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`.
I0420 15:54:01.483557 132223796635456 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 0x783ffc7b8b30>, ('items', <class 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeRestoreArgs'>): <orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler object at 0x783ffc7b8b30>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonSaveArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x783ffc82fb90>, ('metrics', <class 'orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonRestoreArgs'>): <orbax.checkpoint._src.handlers.json_checkpoint_handler.JsonCheckpointHandler object at 0x783ffc82fb90>}).
I0420 15:54:01.483874 132223796635456 abstract_checkpointer.py:35] orbax-checkpoint version: 0.11.34
I0420 15:54:01.483944 132223796635456 async_checkpointer.py:192] [process=0][thread=MainThread] Using barrier_sync_fn: <function get_barrier_sync_fn.<locals>._fn at 0x782bf82d2c00> timeout: 1200 secs and primary_host=0 for async checkpoint writes
I0420 15:54:02.599140 132223796635456 checkpoint_manager.py:1812] Found 0 checkpoint steps in gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints
I0420 15:54:03.030710 132223796635456 checkpoint_manager.py:929] [process=0][thread=MainThread] CheckpointManager created,  primary_host=0, CheckpointManagerOptions=CheckpointManagerOptions(save_interval_steps=1, max_to_keep=None, keep_time_interval=None, keep_period=None, should_keep_fn=None, best_fn=None, best_mode='max', keep_checkpoints_without_metrics=True, step_prefix=None, step_format_fixed_length=None, step_name_format=None, create=True, cleanup_tmp_directories=False, save_on_steps=frozenset(), single_host_load_and_broadcast=False, todelete_subdir=None, todelete_full_path=None, enable_background_delete=False, read_only=False, enable_async_checkpointing=True, async_options=None, multiprocessing_options=MultiprocessingOptions(primary_host=0, active_processes=None, barrier_sync_key_prefix=None), should_save_fn=None, file_options=FileOptions(path_permission_mode=None), save_root_metadata=True, temporary_path_class=None, save_decision_policy=FixedIntervalPolicy(interval=10), preservation_policy=LatestN(n=None), prevent_write_metrics=False, enable_should_save_is_saving_in_progress_check=True, enable_per_process_directory_creation=False, lightweight_initialize=False), root_directory=gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints: <orbax.checkpoint.checkpoint_manager.CheckpointManager object at 0x783ffc82fb30>
I0420 15:54:03.030893 132223796635456 checkpointing.py:302] Checkpoint manager created!
I0420 15:54:04.107374 132223796635456 nnx_wrappers.py:437] Unknown Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_norm_length', 'activation_embed').
I0420 15:54:04.107482 132223796635456 nnx_wrappers.py:437] Unknown Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0420 15:54:04.492401 132223796635456 attentions.py:1088] attentions/inputs_q Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0420 15:54:04.492493 132223796635456 attentions.py:1088] attentions/inputs_q Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0420 15:54:04.508905 132223796635456 attentions.py:1089] attentions/inputs_kv Logical: bfloat16[32,2048,2048]...................................... ('activation_batch', 'activation_attn_length', 'activation_attn_embed').
I0420 15:54:04.508963 132223796635456 attentions.py:1089] attentions/inputs_kv Physical: bfloat16[32,2048,2048]...................................... ('fsdp', None, None).
I0420 15:54:04.561748 132223796635456 attentions.py:1154] attentions/query Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0420 15:54:04.561832 132223796635456 attentions.py:1154] attentions/query Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0420 15:54:04.578290 132223796635456 attentions.py:1155] attentions/key Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0420 15:54:04.578349 132223796635456 attentions.py:1155] attentions/key Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0420 15:54:04.594792 132223796635456 attentions.py:1156] attentions/value Logical: bfloat16[32,2048,16,128].................................... ('activation_kv_batch', 'activation_attn_length', 'activation_kv_heads', 'activation_kv_head_dim').
I0420 15:54:04.594852 132223796635456 attentions.py:1156] attentions/value Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0420 15:54:04.619590 132223796635456 attentions.py:1197] attentions/out Logical: bfloat16[32,2048,16,128].................................... ('activation_batch', 'activation_attn_length', 'activation_heads', 'activation_kv').
I0420 15:54:04.619658 132223796635456 attentions.py:1197] attentions/out Physical: bfloat16[32,2048,16,128].................................... ('fsdp', None, None, None).
I0420 15:54:04.672392 132223796635456 linears.py:525] linears/x Logical: bfloat16[32,2048,7168]...................................... ('activation_batch', 'activation_length', 'activation_mlp').
I0420 15:54:04.672469 132223796635456 linears.py:525] linears/x Physical: bfloat16[32,2048,7168]...................................... ('fsdp', None, None).
I0420 15:54:05.117708 132223796635456 checkpointing.py:578] checkpoint manager exists so trying to load this run's existing checkpoint
I0420 15:54:05.117819 132223796635456 checkpointing.py:676] No existing checkpoints found, not restoring checkpoint.
fsdp: 32
I0420 15:54:07.037693 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_0/Fp8DirectDotGeneralOp_0/input_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.037809 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_0/Fp8DirectDotGeneralOp_0/input_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.037858 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_0/Fp8DirectDotGeneralOp_0/kernel_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.037897 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_0/Fp8DirectDotGeneralOp_0/kernel_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.037938 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_0/Fp8DirectDotGeneralOp_0/output_grad_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.037974 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_0/Fp8DirectDotGeneralOp_0/output_grad_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038007 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_1/Fp8DirectDotGeneralOp_0/input_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038038 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_1/Fp8DirectDotGeneralOp_0/input_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038069 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_1/Fp8DirectDotGeneralOp_0/kernel_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038120 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_1/Fp8DirectDotGeneralOp_0/kernel_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038153 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_1/Fp8DirectDotGeneralOp_0/output_grad_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038185 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wi_1/Fp8DirectDotGeneralOp_0/output_grad_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038214 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wo/Fp8DirectDotGeneralOp_0/input_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038242 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wo/Fp8DirectDotGeneralOp_0/input_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038270 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wo/Fp8DirectDotGeneralOp_0/kernel_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038300 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wo/Fp8DirectDotGeneralOp_0/kernel_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038330 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wo/Fp8DirectDotGeneralOp_0/output_grad_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038366 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/mlp/wo/Fp8DirectDotGeneralOp_0/output_grad_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038395 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/key/Fp8DirectDotGeneralOp_0/input_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038423 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/key/Fp8DirectDotGeneralOp_0/input_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038454 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/key/Fp8DirectDotGeneralOp_0/kernel_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038496 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/key/Fp8DirectDotGeneralOp_0/kernel_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038542 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/key/Fp8DirectDotGeneralOp_0/output_grad_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038575 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/key/Fp8DirectDotGeneralOp_0/output_grad_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038604 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/out/Fp8DirectDotGeneralOp_0/input_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038631 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/out/Fp8DirectDotGeneralOp_0/input_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038662 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/out/Fp8DirectDotGeneralOp_0/kernel_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038691 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/out/Fp8DirectDotGeneralOp_0/kernel_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038718 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/out/Fp8DirectDotGeneralOp_0/output_grad_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038745 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/out/Fp8DirectDotGeneralOp_0/output_grad_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038772 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/query/Fp8DirectDotGeneralOp_0/input_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038799 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/query/Fp8DirectDotGeneralOp_0/input_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038826 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/query/Fp8DirectDotGeneralOp_0/kernel_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038853 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/query/Fp8DirectDotGeneralOp_0/kernel_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038880 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/query/Fp8DirectDotGeneralOp_0/output_grad_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038909 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/query/Fp8DirectDotGeneralOp_0/output_grad_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038937 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/value/Fp8DirectDotGeneralOp_0/input_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038964 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/value/Fp8DirectDotGeneralOp_0/input_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.038991 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/value/Fp8DirectDotGeneralOp_0/kernel_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.039017 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/value/Fp8DirectDotGeneralOp_0/kernel_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.039044 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/value/Fp8DirectDotGeneralOp_0/output_grad_amax_history
    Shape:     float32[16,1024]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.039071 132223796635456 maxtext_utils.py:1827]  params/_overwrite_with_gradient/decoder/layers/self_attention/value/Fp8DirectDotGeneralOp_0/output_grad_scale
    Shape:     float32[16,1]
    Logical:   P()
    Physical:  ()
I0420 15:54:07.039151 132223796635456 maxtext_utils.py:1827]  params/params/decoder/decoder_norm/scale
    Shape:     float32[2048]
    Logical:   P('norm',)
    Physical:  (None,)
I0420 15:54:07.039209 132223796635456 maxtext_utils.py:1827]  params/params/decoder/layers/mlp/wi_0/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0420 15:54:07.039248 132223796635456 maxtext_utils.py:1827]  params/params/decoder/layers/mlp/wi_1/kernel
    Shape:     float32[2048,16,7168]
    Logical:   P('embed', 'layers', 'mlp')
    Physical:  ('fsdp', None, None)
I0420 15:54:07.039296 132223796635456 maxtext_utils.py:1827]  params/params/decoder/layers/mlp/wo/kernel
    Shape:     float32[7168,16,2048]
    Logical:   P('mlp', 'layers', 'embed')
    Physical:  (None, None, 'fsdp')
I0420 15:54:07.039343 132223796635456 maxtext_utils.py:1827]  params/params/decoder/layers/post_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0420 15:54:07.039376 132223796635456 maxtext_utils.py:1827]  params/params/decoder/layers/pre_self_attention_layer_norm/scale
    Shape:     float32[2048,16]
    Logical:   P('norm', 'layers')
    Physical:  (None, None)
I0420 15:54:07.039422 132223796635456 maxtext_utils.py:1827]  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)
I0420 15:54:07.039469 132223796635456 maxtext_utils.py:1827]  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')
I0420 15:54:07.039504 132223796635456 maxtext_utils.py:1827]  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)
I0420 15:54:07.039537 132223796635456 maxtext_utils.py:1827]  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)
I0420 15:54:07.039592 132223796635456 maxtext_utils.py:1827]  params/params/decoder/logits_dense/kernel
    Shape:     float32[2048,32000]
    Logical:   P('embed_vocab', 'vocab')
    Physical:  ('fsdp', None)

I0420 15:54:07.039635 132223796635456 maxtext_utils.py:1827]  params/params/token_embedder/embedding
    Shape:     float32[32000,2048]
    Logical:   P('vocab', 'embed_vocab')
    Physical:  (None, 'fsdp')
I0420 15:54:08.685395 132223796635456 train.py:157] train/xent Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0420 15:54:08.685488 132223796635456 train.py:157] train/xent Physical: float32[32,2048]............................................ ('fsdp', None).
I0420 15:54:08.700819 132223796635456 train.py:164] train/z_loss Logical: float32[32,2048]............................................ ('activation_embed_and_logits_batch', 'activation_length').
I0420 15:54:08.700885 132223796635456 train.py:164] train/z_loss Physical: float32[32,2048]............................................ ('fsdp', None).
I0420 15:54:22.303114 132223796635456 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.
I0420 15:54:22.311052 132223796635456 metric_logger.py:301] number parameters: 1.105 billion
I0420 15:54:38.148473 132223796635456 checkpointing.py:794] Waiting for step 0 to finish before checkpoint...
I0420 15:54:38.316880 132223796635456 checkpointing.py:798] Waited 0.16838431358337402 seconds for step 0 to finish before starting checkpointing.
I0420 15:54:38.319318 132223796635456 checkpoint_manager.py:2009] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0420 15:54:38.321157 132223796635456 checkpoint_manager.py:1512] [process=0] Saving checkpoint at step 0
I0420 15:54:38.322524 132223796635456 event_tracking.py:70] [process=0] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/0.
I0420 15:54:38.638806 132223796635456 signaling_client.py:364] Using JaxDistributedSignalingClient
I0420 15:54:38.656179 132223796635456 jax_array_handlers.py:360] Scheduling D2H of 81 prioritized jax.Array.
I0420 15:54:38.656252 132223796635456 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
I0420 15:54:39.072210 132223796635456 base_pytree_checkpoint_handler.py:154] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.416855s
I0420 15:54:39.072873 132223796635456 base_pytree_checkpoint_handler.py:130] [process=0] /jax/orbax/write/blocking_gbytes_per_sec: 3.614 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.42687153816223145 s) (per-host)
I0420 15:54:39.072936 132223796635456 base_pytree_checkpoint_handler.py:768] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 0.426953s (batch_requests_ready=0.003863s, total_serialization_initiated=0.422512s, others=0.000578s)
I0420 15:54:39.073016 132223796635456 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.430772s (all_items=0.000018s, per_item={'items': '0.00001812'}, temp_paths=0.430753)
I0420 15:54:39.073853 132223796635456 event_tracking.py:125] [process=0] [async] Finished blocking save in 0.75 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/0.
I0420 15:54:39.074218 132093369407232 async_checkpointer.py:76] [process=0][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-20 16:14:39.074179
I0420 15:54:39.080624 132223796635456 checkpoint_manager.py:1560] [process=0][thread=MainThread][step=0] Starting CheckpointManager Save Finalize thread=save_finalize
I0420 15:54:39.080945 132092834858752 async_checkpointer.py:280] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0420 15:54:39.081112 132223796635456 standard_logger.py:34] {'step': 0, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776700478.3192992, 'wait_for_prev_duration_secs': 6.008148193359375e-05, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776700478.3211966, 'checkpointer_blocking_duration_secs': 0.7531704902648926, 'get_old_steps_start_time': 1776700479.0743926, 'get_old_steps_duration_secs': 2.8371810913085938e-05, 'checkpoint_manager_blocking_start_time': 1776700478.317489, 'checkpoint_manager_blocking_duration_secs': 0.7635750770568848}
I0420 15:54:39.081217 132223796635456 checkpointing.py:409] Started an asynchronous checkpoint save for step 0
I0420 15:54:39.081269 132223796635456 max_utils.py:750] 
Memstats: After params initialized:
I0420 15:54:39.081320 132223796635456 max_utils.py:756] 	Using (GB) 0.45 / 31.25 (1.440000%) on TPU_0(process=0,(0,0,0,0))
I0420 15:54:39.081354 132223796635456 max_utils.py:756] 	Using (GB) 0.45 / 31.25 (1.440000%) on TPU_1(process=0,(1,0,0,0))
I0420 15:54:39.081382 132223796635456 max_utils.py:756] 	Using (GB) 0.45 / 31.25 (1.440000%) on TPU_4(process=0,(0,1,0,0))
I0420 15:54:39.081409 132223796635456 max_utils.py:756] 	Using (GB) 0.45 / 31.25 (1.440000%) on TPU_5(process=0,(1,1,0,0))
I0420 15:54:39.328159 132093361014528 atomicity.py:140] Creating tmp directory gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/0
I0420 15:54:39.422617 132223796635456 metric_logger.py:196] completed step: 0, seconds: 15.392, TFLOP/s/device: 0.883, Tokens/s/device: 133.059, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52776.805
I0420 15:54:39.426073 132223796635456 metric_logger.py:281] To see full metrics 'tensorboard --logdir=gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/tensorboard/'
I0420 15:54:39.837856 132223796635456 metric_logger.py:196] completed step: 1, seconds: 1.272, TFLOP/s/device: 10.684, Tokens/s/device: 1610.455, total_weights: 65536, loss: 10.874, lm_loss: 10.874, perplexity: 52761.840
I0420 15:54:39.994561 132223796635456 metric_logger.py:196] completed step: 2, seconds: 0.416, TFLOP/s/device: 32.637, Tokens/s/device: 4919.470, total_weights: 65536, loss: 10.816, lm_loss: 10.816, perplexity: 49832.398
I0420 15:54:40.153071 132223796635456 metric_logger.py:196] completed step: 3, seconds: 0.009, TFLOP/s/device: 1477.344, Tokens/s/device: 222681.309, total_weights: 65536, loss: 10.431, lm_loss: 10.431, perplexity: 33901.820
I0420 15:54:41.308235 132093344229120 atomicity.py:140] Creating tmp directory gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/0/items
I0420 15:54:41.907864 132092298721024 checkpoint.py:188] Wrote Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776700481037130553, 'commit_timestamp_nsecs': None, 'custom_metadata': {}}, json={"item_handlers": null, "metrics": {}, "performance_metrics": {}, "init_timestamp_nsecs": 1776700481037130553, "commit_timestamp_nsecs": null, "custom_metadata": {}} to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/0/_CHECKPOINT_METADATA
I0420 15:54:42.516727    2883 google_auth_provider.cc:181] Running on GCE, using service account 562977990677-compute@developer.gserviceaccount.com
I0420 15:54:44.759535 132092851644160 array_metadata_store.py:203] [process=0][thread=array_type_handler] Wrote 81 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/0/items/array_metadatas/process_0
I0420 15:55:02.518937 132092843251456 base_pytree_checkpoint_handler.py:1282] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 20.011967s (commit=18.870129s, array_metadata_write=1.141838s)
I0420 15:55:02.520069 132093369407232 base_pytree_checkpoint_handler.py:130] [process=0] /jax/orbax/write/gbytes_per_sec: 66.171 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 23.874037504196167 s) (per-host)
I0420 15:55:02.520216 132093369407232 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 23.445884s.
I0420 15:55:03.213387 132093369407232 checkpoint.py:228] Read Metadata={'item_handlers': None, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776700481037130553, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} from gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/0/_CHECKPOINT_METADATA
I0420 15:55:04.709429 132223796635456 metric_logger.py:196] completed step: 4, seconds: 0.158, TFLOP/s/device: 86.060, Tokens/s/device: 12971.877, total_weights: 65536, loss: 9.992, lm_loss: 9.992, perplexity: 21847.639
I0420 15:55:04.719442 132223796635456 metric_logger.py:196] completed step: 5, seconds: 0.159, TFLOP/s/device: 85.561, Tokens/s/device: 12896.725, total_weights: 65536, loss: 9.549, lm_loss: 9.549, perplexity: 14035.006
I0420 15:55:04.876434 132223796635456 metric_logger.py:196] completed step: 6, seconds: 24.556, TFLOP/s/device: 0.553, Tokens/s/device: 83.402, total_weights: 65536, loss: 9.111, lm_loss: 9.111, perplexity: 9058.688
I0420 15:55:04.945512 132092298721024 checkpoint.py:247] Updated Metadata={'item_handlers': {'items': 'orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler'}, 'metrics': {}, 'performance_metrics': {}, 'init_timestamp_nsecs': 1776700481037130553, 'commit_timestamp_nsecs': None, 'custom_metadata': {}} to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/0/_CHECKPOINT_METADATA
I0420 15:55:05.034548 132223796635456 metric_logger.py:196] completed step: 7, seconds: 0.008, TFLOP/s/device: 1784.962, Tokens/s/device: 269048.870, total_weights: 65536, loss: 8.685, lm_loss: 8.685, perplexity: 5914.720
I0420 15:55:05.192686 132223796635456 metric_logger.py:196] completed step: 8, seconds: 0.158, TFLOP/s/device: 85.860, Tokens/s/device: 12941.712, total_weights: 65536, loss: 8.281, lm_loss: 8.281, perplexity: 3950.010
I0420 15:55:05.199876 132223796635456 checkpointing.py:794] Waiting for step 10 to finish before checkpoint...
I0420 15:55:05.337622 132093369407232 array_metadata_store.py:411] [process=0][thread=async_save] Validated ArrayMetadata from all 8 hosts. Time taken: 0.000463s.
I0420 15:55:05.352490 132093369407232 ocdbt_utils.py:49] Param validation support for Zarr3 will be added later (b/362328389).
I0420 15:55:05.509278 132223796635456 checkpointing.py:798] Waited 0.30936527252197266 seconds for step 10 to finish before starting checkpointing.
I0420 15:55:05.511913 132223796635456 checkpoint_manager.py:2020] [process=0][thread=MainThread][step=0][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0420 15:55:06.445386 132093369407232 base_pytree_checkpoint_handler.py:1406] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 3.102159s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/0/items
I0420 15:55:06.447299 132093369407232 atomicity.py:666] Finalizing gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/0/items
I0420 15:55:06.989241 132093369407232 atomicity.py:666] Finalizing gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/0
I0420 15:55:08.440441 132093369407232 atomicity.py:847] [process=0][thread=async_save] Finished saving checkpoint (finalized tmp dir) to `gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/0`.
I0420 15:55:08.441298 132093369407232 event_tracking.py:138] [process=0] [async] Finished save (blocking + background) in 30.12 seconds @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/0
I0420 15:55:08.442737 132093369407232 async_checkpointer.py:160] [process=0][thread=async_save] Background save thread done. Time taken: 29.368402s.
I0420 15:55:08.442953 132092834858752 async_checkpointer.py:288] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0420 15:55:08.443066 132092834858752 async_checkpointer.py:298] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0420 15:55:08.443149 132092834858752 checkpoint_manager.py:2137] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is syncing with other hosts...
I0420 15:55:08.446072 132092834858752 checkpoint_manager.py:2146] [process=0][thread=save_finalize][step=0] CheckpointManager Save Finalize is done on all hosts.
I0420 15:55:08.446217 132223796635456 checkpoint_manager.py:2032] [process=0][thread=MainThread][step=0][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=0.
W0420 15:55:08.446328 132223796635456 checkpoint_manager.py:1452] Waiting for previous save to complete took 2.934405 seconds. If this number is high, consider checkpointing less frequently.
I0420 15:55:08.448109 132223796635456 checkpoint_manager.py:1512] [process=0] Saving checkpoint at step 10
I0420 15:55:08.450112 132223796635456 event_tracking.py:70] [process=0] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/10.
I0420 15:55:09.182307 132223796635456 jax_array_handlers.py:360] Scheduling D2H of 81 prioritized jax.Array.
I0420 15:55:09.182402 132223796635456 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
I0420 15:55:09.223522 132223796635456 base_pytree_checkpoint_handler.py:154] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.042029s
I0420 15:55:09.224382 132223796635456 base_pytree_checkpoint_handler.py:130] [process=0] /jax/orbax/write/blocking_gbytes_per_sec: 30.817 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.050061941146850586 s) (per-host)
I0420 15:55:09.224444 132223796635456 base_pytree_checkpoint_handler.py:768] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 0.050140s (batch_requests_ready=0.003576s, total_serialization_initiated=0.045796s, others=0.000767s)
I0420 15:55:09.224523 132223796635456 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.054128s (all_items=0.000017s, per_item={'items': '0.00001740'}, temp_paths=0.054111)
I0420 15:55:09.225264 132223796635456 event_tracking.py:125] [process=0] [async] Finished blocking save in 0.78 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/10.
I0420 15:55:09.225584 132092834858752 async_checkpointer.py:76] [process=0][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-20 16:15:09.225548
I0420 15:55:09.227732 132223796635456 checkpoint_manager.py:1560] [process=0][thread=MainThread][step=10] Starting CheckpointManager Save Finalize thread=save_finalize
I0420 15:55:09.227996 132091786295040 async_checkpointer.py:280] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0420 15:55:09.228175 132223796635456 standard_logger.py:34] {'step': 10, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776700505.5118823, 'wait_for_prev_duration_secs': 2.9344050884246826, 'time_between_consecutive_saves_sec': None, 'checkpointer_blocking_start_time': 1776700508.4481487, 'checkpointer_blocking_duration_secs': 0.7775681018829346, 'get_old_steps_start_time': 1776700509.2257404, 'get_old_steps_duration_secs': 3.266334533691406e-05, 'checkpoint_manager_blocking_start_time': 1776700505.510127, 'checkpoint_manager_blocking_duration_secs': 3.7180120944976807}
I0420 15:55:09.228290 132223796635456 checkpointing.py:409] Started an asynchronous checkpoint save for step 10
I0420 15:55:09.229014 132223796635456 metric_logger.py:196] completed step: 9, seconds: 0.158, TFLOP/s/device: 86.176, Tokens/s/device: 12989.319, total_weights: 65536, loss: 7.908, lm_loss: 7.908, perplexity: 2720.116
I0420 15:55:09.238985 132223796635456 metric_logger.py:196] completed step: 10, seconds: 0.158, TFLOP/s/device: 85.949, Tokens/s/device: 12955.220, total_weights: 65536, loss: 7.568, lm_loss: 7.568, perplexity: 1936.198
I0420 15:55:09.394609 132223796635456 metric_logger.py:196] completed step: 11, seconds: 4.037, TFLOP/s/device: 3.366, Tokens/s/device: 507.316, total_weights: 65536, loss: 7.288, lm_loss: 7.288, perplexity: 1463.272
I0420 15:55:09.458324 132093369407232 atomicity.py:140] Creating tmp directory gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/10
I0420 15:55:09.552844 132223796635456 metric_logger.py:196] completed step: 12, seconds: 0.008, TFLOP/s/device: 1654.344, Tokens/s/device: 249360.770, total_weights: 65536, loss: 7.032, lm_loss: 7.032, perplexity: 1132.061
I0420 15:55:09.711192 132223796635456 metric_logger.py:196] completed step: 13, seconds: 0.157, TFLOP/s/device: 86.655, Tokens/s/device: 13061.558, total_weights: 65536, loss: 6.815, lm_loss: 6.815, perplexity: 911.031
I0420 15:55:10.217511 132223796635456 metric_logger.py:196] completed step: 14, seconds: 0.158, TFLOP/s/device: 85.921, Tokens/s/device: 12950.960, total_weights: 65536, loss: 6.635, lm_loss: 6.635, perplexity: 761.080
I0420 15:55:10.374563 132223796635456 metric_logger.py:196] completed step: 15, seconds: 0.657, TFLOP/s/device: 20.694, Tokens/s/device: 3119.260, total_weights: 65536, loss: 6.492, lm_loss: 6.492, perplexity: 659.915
I0420 15:55:10.532643 132223796635456 metric_logger.py:196] completed step: 16, seconds: 0.007, TFLOP/s/device: 1922.072, Tokens/s/device: 289715.660, total_weights: 65536, loss: 6.380, lm_loss: 6.380, perplexity: 589.948
I0420 15:55:10.690814 132223796635456 metric_logger.py:196] completed step: 17, seconds: 0.158, TFLOP/s/device: 85.904, Tokens/s/device: 12948.339, total_weights: 65536, loss: 6.293, lm_loss: 6.293, perplexity: 540.941
I0420 15:55:10.849312 132223796635456 metric_logger.py:196] completed step: 18, seconds: 0.158, TFLOP/s/device: 85.849, Tokens/s/device: 12940.158, total_weights: 65536, loss: 6.223, lm_loss: 6.223, perplexity: 504.108
I0420 15:55:11.006620 132223796635456 checkpointing.py:794] Waiting for step 19 to finish before checkpoint...
I0420 15:55:11.007647 132223796635456 checkpointing.py:798] Waited 0.001049041748046875 seconds for step 19 to finish before starting checkpointing.
I0420 15:55:11.009919 132223796635456 checkpoint_manager.py:2020] [process=0][thread=MainThread][step=10][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0420 15:55:11.769059 132092826466048 atomicity.py:140] Creating tmp directory gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/10/items
I0420 15:55:15.207862 132092273542912 array_metadata_store.py:203] [process=0][thread=array_type_handler] Wrote 81 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/10/items/array_metadatas/process_0
I0420 15:55:54.740137 132092265150208 base_pytree_checkpoint_handler.py:1282] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 41.788466s (commit=40.503257s, array_metadata_write=1.285209s)
I0420 15:55:54.741383 132092834858752 base_pytree_checkpoint_handler.py:130] [process=0] /jax/orbax/write/gbytes_per_sec: 34.669 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 45.56702923774719 s) (per-host)
I0420 15:55:54.741497 132092834858752 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 45.515804s.
I0420 15:55:56.526409 132092834858752 ocdbt_utils.py:49] Param validation support for Zarr3 will be added later (b/362328389).
I0420 15:55:56.676272 132092834858752 array_metadata_store.py:411] [process=0][thread=async_save] Validated ArrayMetadata from all 8 hosts. Time taken: 0.000477s.
I0420 15:55:57.190111 132092834858752 base_pytree_checkpoint_handler.py:1406] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 1.508306s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/10/items
I0420 15:55:57.191777 132092834858752 atomicity.py:666] Finalizing gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/10/items
I0420 15:55:58.160265 132092834858752 atomicity.py:666] Finalizing gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/10
I0420 15:55:59.612737 132092834858752 atomicity.py:847] [process=0][thread=async_save] Finished saving checkpoint (finalized tmp dir) to `gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/10`.
I0420 15:55:59.613468 132092834858752 event_tracking.py:138] [process=0] [async] Finished save (blocking + background) in 51.17 seconds @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/10
I0420 15:55:59.614931 132092834858752 async_checkpointer.py:160] [process=0][thread=async_save] Background save thread done. Time taken: 50.389236s.
I0420 15:55:59.615175 132091786295040 async_checkpointer.py:288] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0420 15:55:59.615296 132091786295040 async_checkpointer.py:298] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0420 15:55:59.615359 132091786295040 checkpoint_manager.py:2137] [process=0][thread=save_finalize][step=10] CheckpointManager Save Finalize is syncing with other hosts...
I0420 15:55:59.617147 132091786295040 checkpoint_manager.py:2146] [process=0][thread=save_finalize][step=10] CheckpointManager Save Finalize is done on all hosts.
I0420 15:55:59.617268 132223796635456 checkpoint_manager.py:2032] [process=0][thread=MainThread][step=10][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=10.
W0420 15:55:59.617329 132223796635456 checkpoint_manager.py:1452] Waiting for previous save to complete took 48.607420 seconds. If this number is high, consider checkpointing less frequently.
I0420 15:55:59.619075 132223796635456 checkpoint_manager.py:1512] [process=0] Saving checkpoint at step 19
I0420 15:55:59.621174 132223796635456 event_tracking.py:70] [process=0] [async] Started save checkpoint @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/19.
I0420 15:56:00.349754 132223796635456 jax_array_handlers.py:360] Scheduling D2H of 81 prioritized jax.Array.
I0420 15:56:00.349846 132223796635456 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
I0420 15:56:00.389056 132223796635456 base_pytree_checkpoint_handler.py:154] [process=0][thread=MainThread] Initiated "orbax.checkpoint._src.serialization.jax_array_handlers.ArrayHandler".serialize. Time taken: 0.040081s
I0420 15:56:00.389859 132223796635456 base_pytree_checkpoint_handler.py:130] [process=0] /jax/orbax/write/blocking_gbytes_per_sec: 32.089 GiB/s (total gbytes: 1.5 GiB) (time elapsed: 0.04807734489440918 s) (per-host)
I0420 15:56:00.389927 132223796635456 base_pytree_checkpoint_handler.py:768] [process=0][thread=MainThread] Initiated Pytree async_save. Time taken: 0.048156s (batch_requests_ready=0.003480s, total_serialization_initiated=0.043979s, others=0.000697s)
I0420 15:56:00.390009 132223796635456 composite_checkpoint_handler.py:715] [process=0][thread=MainThread] Initiated CompositeCheckpointHandler.async_save. Time taken: 0.052586s (all_items=0.000013s, per_item={'items': '0.00001311'}, temp_paths=0.052573)
I0420 15:56:00.390814 132223796635456 event_tracking.py:125] [process=0] [async] Finished blocking save in 0.77 seconds. Continuing save @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/19.
I0420 15:56:00.391128 132092273542912 async_checkpointer.py:76] [process=0][thread=async_save] Background save thread started. Deadline for this save operation is 2026-04-20 16:16:00.391093
I0420 15:56:00.393096 132223796635456 checkpoint_manager.py:1560] [process=0][thread=MainThread][step=19] Starting CheckpointManager Save Finalize thread=save_finalize
I0420 15:56:00.393309 132091786295040 async_checkpointer.py:280] [process=0][thread=save_finalize] Waiting for background save thread=async_save.
I0420 15:56:00.393430 132223796635456 standard_logger.py:34] {'step': 19, 'event_type': 'save', 'directory': 'gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints', 'reached_preemption': False, 'preemption_received_at': None, 'synchronous': False, 'wait_for_prev_start_time': 1776700511.009892, 'wait_for_prev_duration_secs': 48.607420444488525, 'time_between_consecutive_saves_sec': 2.5637686252593994, 'checkpointer_blocking_start_time': 1776700559.6191335, 'checkpointer_blocking_duration_secs': 0.772132158279419, 'get_old_steps_start_time': 1776700560.391282, 'get_old_steps_duration_secs': 2.3365020751953125e-05, 'checkpoint_manager_blocking_start_time': 1776700511.0079327, 'checkpoint_manager_blocking_duration_secs': 49.385467767715454}
I0420 15:56:00.393537 132223796635456 checkpointing.py:409] Started an asynchronous checkpoint save for step 19
I0420 15:56:00.393577 132223796635456 checkpoint_manager.py:2020] [process=0][thread=MainThread][step=19][wait_until_finished] Waiting for Save Finalize thread (save_finalize) to complete.
I0420 15:56:00.593343 132092834858752 atomicity.py:140] Creating tmp directory gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/19
I0420 15:56:02.404212 132094999127808 atomicity.py:140] Creating tmp directory gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/19/items
I0420 15:56:05.545561 132093369407232 array_metadata_store.py:203] [process=0][thread=array_type_handler] Wrote 81 array_metadata.ArrayMetadata to gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/19/items/array_metadatas/process_0
I0420 15:56:44.252108 132092826466048 base_pytree_checkpoint_handler.py:1282] [process=0][thread=write_metadata_after_commits] Commit + Array metadata written. Time taken: 40.712185s (commit=39.404994s, array_metadata_write=1.307192s)
I0420 15:56:44.253440 132092273542912 base_pytree_checkpoint_handler.py:130] [process=0] /jax/orbax/write/gbytes_per_sec: 35.976 MiB/s (total gbytes: 1.5 GiB) (time elapsed: 43.91165852546692 s) (per-host)
I0420 15:56:44.253503 132092273542912 async_checkpointer.py:90] [process=0][thread=async_save] 3 Handler Commit operations completed. Time taken: 43.862261s.
I0420 15:56:46.444248 132092273542912 ocdbt_utils.py:49] Param validation support for Zarr3 will be added later (b/362328389).
I0420 15:56:46.587497 132092273542912 array_metadata_store.py:411] [process=0][thread=async_save] Validated ArrayMetadata from all 8 hosts. Time taken: 0.000463s.
I0420 15:56:47.102537 132092273542912 base_pytree_checkpoint_handler.py:1406] [process=0][thread=async_save] Pytree save finalize (merge_ocdbt + ArrayMetadata validation) completed. Time taken: 1.498636s. use_zarr3=True, enable_post_merge_validation=True, directory=gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/19/items
I0420 15:56:47.104249 132092273542912 atomicity.py:666] Finalizing gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/19/items
I0420 15:56:47.644124 132092273542912 atomicity.py:666] Finalizing gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/19
I0420 15:56:49.124278 132092273542912 atomicity.py:847] [process=0][thread=async_save] Finished saving checkpoint (finalized tmp dir) to `gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/19`.
I0420 15:56:49.125118 132092273542912 event_tracking.py:138] [process=0] [async] Finished save (blocking + background) in 49.51 seconds @ gs://lance-maxtext/linen_ckpt_xpk_feat_nnx_post_train_fixes_20260420_153543/linen_xpk_feat_nnx_post_train_fixes_20260420_153543_05_fp8/checkpoints/19
I0420 15:56:49.126522 132092273542912 async_checkpointer.py:160] [process=0][thread=async_save] Background save thread done. Time taken: 48.735278s.
I0420 15:56:49.126743 132091786295040 async_checkpointer.py:288] [process=0][thread=save_finalize] Done with waiting for background save thread=async_save.
I0420 15:56:49.126854 132091786295040 async_checkpointer.py:298] [process=0][thread=save_finalize] No errors found in background save thread=async_save.
I0420 15:56:49.126906 132091786295040 checkpoint_manager.py:2137] [process=0][thread=save_finalize][step=19] CheckpointManager Save Finalize is syncing with other hosts...
I0420 15:56:49.128800 132091786295040 checkpoint_manager.py:2146] [process=0][thread=save_finalize][step=19] CheckpointManager Save Finalize is done on all hosts.
I0420 15:56:49.128959 132223796635456 checkpoint_manager.py:2032] [process=0][thread=MainThread][step=19][wait_until_finished] Done waiting for Save Finalize thread (save_finalize) running at step=19.
I0420 15:56:49.129124 132223796635456 checkpoint_manager.py:2009] [process=0][thread=MainThread][wait_until_finished] No Save Finalize thread to wait for. Returning.
I0420 15:56:49.130196 132223796635456 metric_logger.py:196] completed step: 19, seconds: 0.158, TFLOP/s/device: 85.998, Tokens/s/device: 12962.600, total_weights: 65536, loss: 6.167, lm_loss: 6.167, perplexity: 476.947
Per train step:
 Total TFLOPs: 13.59 
 split as 93.93% learnable weight flops and 6.07% attention flops
XPK End: Mon Apr 20 15:56:58 UTC 2026
EXIT_CODE=0