MarxistLeninist commited on
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e433240
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1 Parent(s): 90ba9cc

manual checkpoint step2838528 continue400B clean from* retention (prefer over sdpa-native) (#401)

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+ "20260830",
391
+ "--detachable_50m_log_every",
392
+ "10",
393
+ "--detachable_50m_telemetry_keep",
394
+ "128",
395
+ "--weight_accel_mode",
396
+ "shadow",
397
+ "--weight_accel_dir",
398
+ "/workspace/agillm43_production_v14/production_quality_v18_hard_spike_gates/weight_trajectory_accel",
399
+ "--weight_accel_every",
400
+ "1",
401
+ "--weight_accel_train_every",
402
+ "4",
403
+ "--weight_accel_record_every",
404
+ "14",
405
+ "--weight_accel_state_every",
406
+ "256",
407
+ "--detachable_50m",
408
+ "--detachable_50m_optimizer",
409
+ "paged_adamw8bit",
410
+ "--delta_every_steps",
411
+ "0",
412
+ "--delta_every_sec",
413
+ "0",
414
+ "--resume",
415
+ "/workspace/agillm43_production_v14/production_quality_v18_hard_spike_gates/checkpoints_continue400B_from200B/pretrain_step02838083_from02835222_20260911T010911_1789088951909741831_3003552_000003.pt",
416
+ "--save_dir",
417
+ "/workspace/agillm43_production_v14/production_quality_v18_hard_spike_gates/checkpoints_continue400B_from200B",
418
+ "--data_seed",
419
+ "2838125",
420
+ "--batch_size",
421
+ "56",
422
+ "--dblock_blocks",
423
+ "14",
424
+ "--dblock_checkpoint_skip_tail",
425
+ "2",
426
+ "--dblock_direct56_enabled",
427
+ "1",
428
+ "--dblock_layers_per_update",
429
+ "0",
430
+ "--dblock_router",
431
+ "shadow",
432
+ "--dblock_router_blend",
433
+ "0.0",
434
+ "--dblock_router_full_anchor_every",
435
+ "128",
436
+ "--dblock_router_train_layer_policy",
437
+ "cyclic",
438
+ "--dblock_router_train_layers_per_update",
439
+ "1",
440
+ "--dblock_sublayer_mode",
441
+ "off",
442
+ "--dblock_target_route_activate_from_checkpoint",
443
+ "1",
444
+ "--dblock_target_route_activation_checkpoint_step",
445
+ "2717509",
446
+ "--dblock_target_route_activation_parent_pointer_sha256",
447
+ "04638cfbc19c0f9db6e6dfa03b2509d50a0bf3c56048a2cbd6e67154bc85c827",
448
+ "--dblock_target_route_offset",
449
+ "1",
450
+ "--dblock_target_route_policy",
451
+ "xor_fold56_v1",
452
+ "--dblock_train_layer_policy",
453
+ "cyclic",
454
+ "--dblock_train_layers_per_update",
455
+ "1",
456
+ "--dblock_train_sublayer_policy",
457
+ "cyclic",
458
+ "--dblock_train_sublayers_per_update",
459
+ "1",
460
+ "--granularity_label",
461
+ "one-sublayer-local-grad-direct56-teacher-v27.16",
462
+ "--oom_known_safe_batch",
463
+ "56",
464
+ "--val_every_sec",
465
+ "600",
466
+ "--val_file",
467
+ "/workspace/agillm43_heldout_v3/token_ids.json",
468
+ "--val_sha256",
469
+ "513b30203ffd18167655deb2d9cd610541df87d1ea0b8a0f9241c58e68703d21"
470
+ ],
471
+ "argv_string": "/workspace/agillm44_throughput_80k_20260910/runtime_retain_activations_v2.py train --preset agillm4_floor --block 2048 --source HuggingFaceFW/fineweb-edu:sample-10BT|1.60,HuggingFaceFW/fineweb:CC-MAIN-2024-10|0.50,wikimedia/wikipedia:20231101.en|1.10,allenai/c4:en|0.40,Skylion007/openwebtext|0.35,HuggingFaceTB/cosmopedia:web_samples_v2|1.30,HuggingFaceTB/smollm-corpus:cosmopedia-v2|1.30,EleutherAI/proof-pile-2:all|1.50,allenai/dolma:v1_6-sample|0.50,codeparrot/codeparrot-clean|1.25 --nat_mask_token_id 2 --tie_weights --tie_kv --moe_ffn --moe_experts 2 --moe_top_k 1 --moe_mlp_mult 4 --moe_shared_experts 1 --moe_shared_mlp_mult 2 --moe_aux_coef 0.01 --moe_z_coef 0.001 --amp --grad_checkpoint --attn_backend sdpa --sublinear_window 128 --sublinear_stride 128 --sublinear_max_anchors 128 --sublinear_chunk 128 --sublinear_sinks 4 --sublinear_recent_anchors 64 --no-sublinear_pooled_landmarks --anchor_stride 256 --anchor_max 2048 --anchor_position -1 --alibi_mode corrected --alibi_scale 0.0 --optimizer adamw8bit --weight_decay 0.0 --lr_decay cosine --lr_decay_tokens 49000954880 --lr_min_mult 0.2 --lr_schedule_reset_on_resume --lr_warmup_tokens 10000000 --lr_warmup_min_mult 0.1 --dblock --dblock_schedule roundrobin --dblock_router_ramp_steps 64 --dblock_warmup_steps 14 --dblock_loop_layers 0 --dblock_loop_start 0 --dblock_loop_cond_scale 1.0 --dblock_sigma_curriculum_steps 2000 --dblock_sigma_sampling lognormal --dblock_sigma_stratified --dblock_sigma_min 0.002 --dblock_sigma_max 2.0 --dblock_sigma_pmean -1.2 --dblock_sigma_pstd 1.2 --dblock_edm_wmax 5.0 --dblock_ar_prob 0.8 --dblock_sat_prob 0.1 --dblock_nat_prob 0.1 --dblock_ar_loss_tokens 8192 --dblock_sat_loss_tokens 4096 --dblock_nat_loss_tokens 4096 --dblock_nat_embed_noise_mode off --dblock_nat_embed_noise_scale 1.0 --nat_loss_weight 1.0 --nat_mask_ratio 0.5 --nat_max_tokens 0 --nat_span_mask_prob 0.35 --nat_suffix_mask_prob 0.20 --nat_span_max_tokens 0 --loss_spike_skip 0.0 --sat_every 1 --nat_every 1 --dblock_fullstack_anchor_spike_skip 0.0 --dblock_fullstack_anchor_max_ce 0.0 --dblock_anchor_softcap_mult 4.0 --dblock_anchor_softcap_min_ce 25.0 --dblock_anchor_softcap_max_ce 50.0 --dblock_fullstack_ar_every 3 --dblock_fullstack_ar_offset 0 --dblock_fullstack_ar_tokens 256 --dblock_fullstack_sat_every 3 --dblock_fullstack_sat_offset 1 --dblock_fullstack_sat_tokens 128 --dblock_fullstack_nat_every 3 --dblock_fullstack_nat_offset 2 --dblock_fullstack_nat_tokens 128 --dblock_fullstack_nat_mask_id -1 --ckpt_codec block-sharded-zstd --async_update_every_steps 0 --dblock_router_hidden 64 --dblock_router_heads 4 --dblock_router_layers 2 --dblock_router_lr 0.0005 --dblock_explore 0.08 --dblock_max_stale_steps 64 --dblock_max_count_skew 1.35 --dblock_stale_bonus 0.35 --dblock_undertrain_bonus 0.25 --dblock_activation_offload_min_mb 1.0 --nat_document_boundary_aware --dblock_fullstack_anchor_deterministic_eval --dblock_fullstack_anchor_spike_retry_limit 3 --dblock_local_spike_retry_limit 3 --dblock_fullstack_nat_no_valid_crop_limit 8 --target_tokens 400000000000 --lr_schedule_reanchor_on_resume --save_every_sec 1800 --delta_max_keep 0 --max_ckpts 2 --disk_free_floor_gb 12.0 --heartbeat_every_sec 30 --dblock_fullstack_ar_weight 1.0 --dblock_fullstack_sat_weight 0.1 --dblock_fullstack_nat_weight 0.1 --dblock_local_aux_warn_ce 0.0 --dblock_local_aux_max_ce 0.0 --lr_schedule_origin_tokens 85002387456 --dblock_stop_after_commits 0 --no-oom_auto_backoff --require_exact_resume_state --dblock_objective_mode committed_9_1_1 --dblock_ar_weight 0.25 --dblock_sat_weight 0.25 --dblock_nat_weight 0.25 --dblock_aux_grad_ratio 0.5 --dblock_min_ar_share 0.8 --lr_core 2e-7 --lr_head 2e-7 --dblock_checkpoint_stride 2 --empty_cache_every_steps 0 --dblock_log_every 25 --cuda_max_reserved_mib 0 --cuda_min_free_mib 0 --dblock_clean_context e2e --dblock_local_rows 2 --dblock_clean_context_noise_scale 0.0 --dblock_depth_anchor_every 50 --dblock_fullstack_anchor_cap 256 --dblock_fullstack_ar_rows 1 --detachable_50m_upgrade_multimode --detachable_50m_upgrade_logit_distill --detachable_50m_upgrade_sat_gate_v2713 --detachable_50m_create_from_legacy --detachable_50m_seed_from_mature --detachable_50m_lr 0.0001 --detachable_50m_weight_decay 0.0 --detachable_50m_update_mode sublayer --detachable_50m_batch 1 --detachable_50m_tokens 64 --detachable_50m_loss_tokens 64 --detachable_50m_every 1 --detachable_50m_teacher_every 1 --detachable_50m_distill_weight 1.0 --detachable_50m_logit_distill_alpha 0.30 --detachable_50m_logit_distill_temperature 1.0 --detachable_50m_logit_distill_tokens 64 --detachable_50m_hidden_distill_weight 0.0 --detachable_50m_anchor_every 128 --detachable_50m_anchor_tokens 32 --detachable_50m_seed 20260830 --detachable_50m_log_every 10 --detachable_50m_telemetry_keep 128 --weight_accel_mode shadow --weight_accel_dir /workspace/agillm43_production_v14/production_quality_v18_hard_spike_gates/weight_trajectory_accel --weight_accel_every 1 --weight_accel_train_every 4 --weight_accel_record_every 14 --weight_accel_state_every 256 --detachable_50m --detachable_50m_optimizer paged_adamw8bit --delta_every_steps 0 --delta_every_sec 0 --resume /workspace/agillm43_production_v14/production_quality_v18_hard_spike_gates/checkpoints_continue400B_from200B/pretrain_step02838083_from02835222_20260911T010911_1789088951909741831_3003552_000003.pt --save_dir /workspace/agillm43_production_v14/production_quality_v18_hard_spike_gates/checkpoints_continue400B_from200B --data_seed 2838125 --batch_size 56 --dblock_blocks 14 --dblock_checkpoint_skip_tail 2 --dblock_direct56_enabled 1 --dblock_layers_per_update 0 --dblock_router shadow --dblock_router_blend 0.0 --dblock_router_full_anchor_every 128 --dblock_router_train_layer_policy cyclic --dblock_router_train_layers_per_update 1 --dblock_sublayer_mode off --dblock_target_route_activate_from_checkpoint 1 --dblock_target_route_activation_checkpoint_step 2717509 --dblock_target_route_activation_parent_pointer_sha256 04638cfbc19c0f9db6e6dfa03b2509d50a0bf3c56048a2cbd6e67154bc85c827 --dblock_target_route_offset 1 --dblock_target_route_policy xor_fold56_v1 --dblock_train_layer_policy cyclic --dblock_train_layers_per_update 1 --dblock_train_sublayer_policy cyclic --dblock_train_sublayers_per_update 1 --granularity_label one-sublayer-local-grad-direct56-teacher-v27.16 --oom_known_safe_batch 56 --val_every_sec 600 --val_file /workspace/agillm43_heldout_v3/token_ids.json --val_sha256 513b30203ffd18167655deb2d9cd610541df87d1ea0b8a0f9241c58e68703d21",
472
+ "cwd": "/workspace/agillm44_throughput_80k_20260910",
473
+ "env": {
474
+ "AGILLM43_DBLOCK_CC_NOISE_SCALE": "0.0",
475
+ "AGILLM43_DBLOCK_CLEAN_CONTEXT": "e2e",
476
+ "AGILLM43_DBLOCK_CLEAN_CONTEXT_NOISE_SCALE": "0.0",
477
+ "AGILLM43_DBLOCK_DEPTH_ANCHOR_EVERY": "50",
478
+ "AGILLM43_DBLOCK_FULLSTACK_ANCHOR_CAP": "256",
479
+ "AGILLM43_DBLOCK_FULLSTACK_AR_ROWS": "1",
480
+ "AGILLM43_DBLOCK_LOCAL_ROWS": "2",
481
+ "AGILLM43_DBLOCK_TARGET_ROUTE_ACTIVATE_FROM_CHECKPOINT": "1",
482
+ "AGILLM43_DBLOCK_TARGET_ROUTE_ACTIVATION_CHECKPOINT_STEP": "2717509",
483
+ "AGILLM43_DBLOCK_TARGET_ROUTE_ACTIVATION_PARENT_POINTER_SHA256": "04638cfbc19c0f9db6e6dfa03b2509d50a0bf3c56048a2cbd6e67154bc85c827",
484
+ "AGILLM43_DBLOCK_TARGET_ROUTE_OFFSET": "1",
485
+ "AGILLM43_DBLOCK_TARGET_ROUTE_POLICY": "xor_fold56_v1",
486
+ "AGILLM43_DECOMPRESS_CACHE": "0",
487
+ "AGILLM43_DETACHABLE50M_ANCHOR_EVERY": "128",
488
+ "AGILLM43_DETACHABLE50M_ANCHOR_TOKENS": "<redacted>",
489
+ "AGILLM43_DETACHABLE50M_BATCH": "1",
490
+ "AGILLM43_DETACHABLE50M_CREATE_FROM_LEGACY": "1",
491
+ "AGILLM43_DETACHABLE50M_DISTILL_WEIGHT": "1.0",
492
+ "AGILLM43_DETACHABLE50M_ENABLED": "1",
493
+ "AGILLM43_DETACHABLE50M_EVERY": "1",
494
+ "AGILLM43_DETACHABLE50M_GATE_V2713_START_CHECKPOINT_SHA256": "39f442fc0e6f9fad6f875e067f63db67f33a41a53e8cbc49ce1591010bb4aec3",
495
+ "AGILLM43_DETACHABLE50M_HIDDEN_DISTILL_WEIGHT": "0.0",
496
+ "AGILLM43_DETACHABLE50M_LOGIT_DISTILL_ALPHA": "0.30",
497
+ "AGILLM43_DETACHABLE50M_LOGIT_DISTILL_TEMPERATURE": "1.0",
498
+ "AGILLM43_DETACHABLE50M_LOGIT_DISTILL_TOKENS": "<redacted>",
499
+ "AGILLM43_DETACHABLE50M_LOG_EVERY": "10",
500
+ "AGILLM43_DETACHABLE50M_LOSS_TOKENS": "<redacted>",
501
+ "AGILLM43_DETACHABLE50M_LR": "0.0001",
502
+ "AGILLM43_DETACHABLE50M_OPTIMIZER": "paged_adamw8bit",
503
+ "AGILLM43_DETACHABLE50M_SEED": "20260830",
504
+ "AGILLM43_DETACHABLE50M_SEED_FROM_MATURE": "1",
505
+ "AGILLM43_DETACHABLE50M_TEACHER_EVERY": "1",
506
+ "AGILLM43_DETACHABLE50M_TELEMETRY_KEEP": "128",
507
+ "AGILLM43_DETACHABLE50M_TOKENS": "<redacted>",
508
+ "AGILLM43_DETACHABLE50M_UPDATE_MODE": "sublayer",
509
+ "AGILLM43_DETACHABLE50M_UPGRADE_LOGIT_DISTILL": "1",
510
+ "AGILLM43_DETACHABLE50M_UPGRADE_MULTIMODE": "1",
511
+ "AGILLM43_DETACHABLE50M_UPGRADE_SAT_GATE_V2713": "1",
512
+ "AGILLM43_DETACHABLE50M_WEIGHT_DECAY": "0.0",
513
+ "AGILLM43_SEQUENCE_PREFETCH_DEPTH": "256",
514
+ "AGILLM43_SINGLEFILE_PROFILE": "intelligence-v25-satvar-pretrain",
515
+ "AGILLM43_SUPERVISE_SET_ARGS_JSON": "{\"--batch_size\":\"56\",\"--dblock_blocks\":\"14\",\"--dblock_checkpoint_skip_tail\":\"2\",\"--dblock_direct56_enabled\":\"1\",\"--dblock_layers_per_update\":\"0\",\"--dblock_router\":\"shadow\",\"--dblock_router_blend\":\"0.0\",\"--dblock_router_full_anchor_every\":\"128\",\"--dblock_router_train_layer_policy\":\"cyclic\",\"--dblock_router_train_layers_per_update\":\"1\",\"--dblock_sublayer_mode\":\"off\",\"--dblock_target_route_activate_from_checkpoint\":\"1\",\"--dblock_target_route_activation_checkpoint_step\":\"2717509\",\"--dblock_target_route_activation_parent_pointer_sha256\":\"04638cfbc19c0f9db6e6dfa03b2509d50a0bf3c56048a2cbd6e67154bc85c827\",\"--dblock_target_route_offset\":\"1\",\"--dblock_target_route_policy\":\"xor_fold56_v1\",\"--dblock_train_layer_policy\":\"cyclic\",\"--dblock_train_layers_per_update\":\"1\",\"--dblock_train_sublayer_policy\":\"cyclic\",\"--dblock_train_sublayers_per_update\":\"1\",\"--granularity_label\":\"one-sublayer-local-grad-direct56-teacher-v27.16\",\"--oom_known_safe_batch\":\"56\",\"--val_every_sec\":\"600\",\"--val_file\":\"/workspace/agillm43_heldout_v3/token_ids.json\",\"--val_sha256\":\"513b30203ffd18167655deb2d9cd610541df87d1ea0b8a0f9241c58e68703d21\"}",
516
+ "AGILLM43_WEIGHT_ACCEL_MODE": "shadow",
517
+ "AGILLM_DATASETS_STREAMING_READ_MAX_RETRIES": "2",
518
+ "AGILLM_DATASETS_STREAMING_READ_RETRY_INTERVAL": "1",
519
+ "AGILLM_DATASET_AGENT_ROUTER": "0",
520
+ "AGILLM_DATASET_HOTLOAD_CONFIG": "/workspace/agillm43_dataset_hotload.json",
521
+ "AGILLM_DATASET_HOT_RELOAD_CHECK_TOKENS": "<redacted>",
522
+ "AGILLM_DATASET_HOT_RELOAD_SEC": "5",
523
+ "AGILLM_DATASET_NN_ROUTER": "1",
524
+ "AGILLM_DATASET_ROUTER_BLEND": "0.25",
525
+ "AGILLM_DATASET_ROUTER_EXPLORE": "0.03",
526
+ "AGILLM_DATASET_ROUTER_LR": "0.005",
527
+ "AGILLM_DATASET_ROUTER_MIN_SCORE": "0.15",
528
+ "AGILLM_DATASET_ROUTER_SHARPNESS": "2.0",
529
+ "AGILLM_ENABLE_CUPY": "0",
530
+ "AGILLM_HF_HUB_DOWNLOAD_TIMEOUT": "30",
531
+ "AGILLM_HF_TRANSPORT": "geth_hf_relay",
532
+ "AGILLM_HOT_CONFIG": "/workspace/agillm43_production_v14/contracts/hot_config_owner_v25.json",
533
+ "AGILLM_HOT_CONFIG_SHA256": "",
534
+ "AGILLM_MAX_EXAMPLE_CHARS": "32768",
535
+ "AGILLM_MAX_EXAMPLE_TOKENS": "<redacted>",
536
+ "AGILLM_PARENT_POINTER_SHA256": "e61a545c9899a483db818a2a31b3d3ddedd9ec79d21b900663222f225d6b5b64",
537
+ "AGILLM_REMOTE_SHARDS_PER_ITER": "4",
538
+ "AGILLM_RUN_ID": "singlefile_intelligence_v25_20260911T011303Z_from_step000002838083",
539
+ "AGILLM_STREAM_NEXT_TIMEOUT_SEC": "60",
540
+ "AGILLM_STREAM_OPEN_TIMEOUT_SEC": "120",
541
+ "AGILLM_STREAM_SOCKET_TIMEOUT_SEC": "30",
542
+ "AGILLM_STREAM_SOURCE_FATAL_COOLDOWN_SEC": "600",
543
+ "AGILLM_STREAM_SOURCE_MAX_COOLDOWN_SEC": "120",
544
+ "AGILLM_SYNTHETIC_TOKENIZER": "<redacted>",
545
+ "CUDA_MODULE_LOADING": "LAZY",
546
+ "CUDA_VERSION": "12.1.1",
547
+ "CUDA_VISIBLE_DEVICES": "0",
548
+ "HF_HUB_DOWNLOAD_TIMEOUT": "30",
549
+ "HF_HUB_ETAG_TIMEOUT": "10",
550
+ "PYTORCH_CUDA_ALLOC_CONF": "backend:cudaMallocAsync",
551
+ "PYTORCH_VERSION": "2.2.1"
552
+ },
553
+ "parent_proc_cmdline": "/opt/conda/bin/python -u /workspace/agillm44_throughput_80k_20260910/runtime_retain_activations_v2.py supervise --save_dir /workspace/agillm43_production_v14/production_quality_v18_hard_spike_gates/checkpoints_continue400B_from200B --log /workspace/agillm43_production_v14/production_quality_v18_hard_spike_gates/logs/singlefile_intelligence_v25_satvar_pretrain.log --sleep_sec 15",
554
+ "pid": 3427606,
555
+ "ppid": 3427520,
556
+ "proc_cmdline": "/opt/conda/bin/python -u /workspace/agillm44_throughput_80k_20260910/runtime_retain_activations_v2.py train --preset agillm4_floor --block 2048 --source HuggingFaceFW/fineweb-edu:sample-10BT|1.60,HuggingFaceFW/fineweb:CC-MAIN-2024-10|0.50,wikimedia/wikipedia:20231101.en|1.10,allenai/c4:en|0.40,Skylion007/openwebtext|0.35,HuggingFaceTB/cosmopedia:web_samples_v2|1.30,HuggingFaceTB/smollm-corpus:cosmopedia-v2|1.30,EleutherAI/proof-pile-2:all|1.50,allenai/dolma:v1_6-sample|0.50,codeparrot/codeparrot-clean|1.25 --nat_mask_token_id 2 --tie_weights --tie_kv --moe_ffn --moe_experts 2 --moe_top_k 1 --moe_mlp_mult 4 --moe_shared_experts 1 --moe_shared_mlp_mult 2 --moe_aux_coef 0.01 --moe_z_coef 0.001 --amp --grad_checkpoint --attn_backend sdpa --sublinear_window 128 --sublinear_stride 128 --sublinear_max_anchors 128 --sublinear_chunk 128 --sublinear_sinks 4 --sublinear_recent_anchors 64 --no-sublinear_pooled_landmarks --anchor_stride 256 --anchor_max 2048 --anchor_position -1 --alibi_mode corrected --alibi_scale 0.0 --optimizer adamw8bit --weight_decay 0.0 --lr_decay cosine --lr_decay_tokens 49000954880 --lr_min_mult 0.2 --lr_schedule_reset_on_resume --lr_warmup_tokens 10000000 --lr_warmup_min_mult 0.1 --dblock --dblock_schedule roundrobin --dblock_router_ramp_steps 64 --dblock_warmup_steps 14 --dblock_loop_layers 0 --dblock_loop_start 0 --dblock_loop_cond_scale 1.0 --dblock_sigma_curriculum_steps 2000 --dblock_sigma_sampling lognormal --dblock_sigma_stratified --dblock_sigma_min 0.002 --dblock_sigma_max 2.0 --dblock_sigma_pmean -1.2 --dblock_sigma_pstd 1.2 --dblock_edm_wmax 5.0 --dblock_ar_prob 0.8 --dblock_sat_prob 0.1 --dblock_nat_prob 0.1 --dblock_ar_loss_tokens 8192 --dblock_sat_loss_tokens 4096 --dblock_nat_loss_tokens 4096 --dblock_nat_embed_noise_mode off --dblock_nat_embed_noise_scale 1.0 --nat_loss_weight 1.0 --nat_mask_ratio 0.5 --nat_max_tokens 0 --nat_span_mask_prob 0.35 --nat_suffix_mask_prob 0.20 --nat_span_max_tokens 0 --loss_spike_skip 0.0 --sat_every 1 --nat_every 1 --dblock_fullstack_anchor_spike_skip 0.0 --dblock_fullstack_anchor_max_ce 0.0 --dblock_anchor_softcap_mult 4.0 --dblock_anchor_softcap_min_ce 25.0 --dblock_anchor_softcap_max_ce 50.0 --dblock_fullstack_ar_every 3 --dblock_fullstack_ar_offset 0 --dblock_fullstack_ar_tokens 256 --dblock_fullstack_sat_every 3 --dblock_fullstack_sat_offset 1 --dblock_fullstack_sat_tokens 128 --dblock_fullstack_nat_every 3 --dblock_fullstack_nat_offset 2 --dblock_fullstack_nat_tokens 128 --dblock_fullstack_nat_mask_id -1 --ckpt_codec block-sharded-zstd --async_update_every_steps 0 --dblock_router_hidden 64 --dblock_router_heads 4 --dblock_router_layers 2 --dblock_router_lr 0.0005 --dblock_explore 0.08 --dblock_max_stale_steps 64 --dblock_max_count_skew 1.35 --dblock_stale_bonus 0.35 --dblock_undertrain_bonus 0.25 --dblock_activation_offload_min_mb 1.0 --nat_document_boundary_aware --dblock_fullstack_anchor_deterministic_eval --dblock_fullstack_anchor_spike_retry_limit 3 --dblock_local_spike_retry_limit 3 --dblock_fullstack_nat_no_valid_crop_limit 8 --target_tokens 400000000000 --lr_schedule_reanchor_on_resume --save_every_sec 1800 --delta_max_keep 0 --max_ckpts 2 --disk_free_floor_gb 12.0 --heartbeat_every_sec 30 --dblock_fullstack_ar_weight 1.0 --dblock_fullstack_sat_weight 0.1 --dblock_fullstack_nat_weight 0.1 --dblock_local_aux_warn_ce 0.0 --dblock_local_aux_max_ce 0.0 --lr_schedule_origin_tokens 85002387456 --dblock_stop_after_commits 0 --no-oom_auto_backoff --require_exact_resume_state --dblock_objective_mode committed_9_1_1 --dblock_ar_weight 0.25 --dblock_sat_weight 0.25 --dblock_nat_weight 0.25 --dblock_aux_grad_ratio 0.5 --dblock_min_ar_share 0.8 --lr_core 2e-7 --lr_head 2e-7 --dblock_checkpoint_stride 2 --empty_cache_every_steps 0 --dblock_log_every 25 --cuda_max_reserved_mib 0 --cuda_min_free_mib 0 --dblock_clean_context e2e --dblock_local_rows 2 --dblock_clean_context_noise_scale 0.0 --dblock_depth_anchor_every 50 --dblock_fullstack_anchor_cap 256 --dblock_fullstack_ar_rows 1 --detachable_50m_upgrade_multimode --detachable_50m_upgrade_logit_distill --detachable_50m_upgrade_sat_gate_v2713 --detachable_50m_create_from_legacy --detachable_50m_seed_from_mature --detachable_50m_lr 0.0001 --detachable_50m_weight_decay 0.0 --detachable_50m_update_mode sublayer --detachable_50m_batch 1 --detachable_50m_tokens 64 --detachable_50m_loss_tokens 64 --detachable_50m_every 1 --detachable_50m_teacher_every 1 --detachable_50m_distill_weight 1.0 --detachable_50m_logit_distill_alpha 0.30 --detachable_50m_logit_distill_temperature 1.0 --detachable_50m_logit_distill_tokens 64 --detachable_50m_hidden_distill_weight 0.0 --detachable_50m_anchor_every 128 --detachable_50m_anchor_tokens 32 --detachable_50m_seed 20260830 --detachable_50m_log_every 10 --detachable_50m_telemetry_keep 128 --weight_accel_mode shadow --weight_accel_dir /workspace/agillm43_production_v14/production_quality_v18_hard_spike_gates/weight_trajectory_accel --weight_accel_every 1 --weight_accel_train_every 4 --weight_accel_record_every 14 --weight_accel_state_every 256 --detachable_50m --detachable_50m_optimizer paged_adamw8bit --delta_every_steps 0 --delta_every_sec 0 --resume /workspace/agillm43_production_v14/production_quality_v18_hard_spike_gates/checkpoints_continue400B_from200B/pretrain_step02838083_from02835222_20260911T010911_1789088951909741831_3003552_000003.pt --save_dir /workspace/agillm43_production_v14/production_quality_v18_hard_spike_gates/checkpoints_continue400B_from200B --data_seed 2838125 --batch_size 56 --dblock_blocks 14 --dblock_checkpoint_skip_tail 2 --dblock_direct56_enabled 1 --dblock_layers_per_update 0 --dblock_router shadow --dblock_router_blend 0.0 --dblock_router_full_anchor_every 128 --dblock_router_train_layer_policy cyclic --dblock_router_train_layers_per_update 1 --dblock_sublayer_mode off 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+ "nat_mask_eos_id": 1,
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+ "nat_mask_legacy_blank_id": 1,
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--alibi_scale 0.0 --optimizer adamw8bit --weight_decay 0.0 --lr_decay cosine --lr_decay_tokens 49000954880 --lr_min_mult 0.2 --lr_schedule_reset_on_resume --lr_warmup_tokens 10000000 --lr_warmup_min_mult 0.1 --dblock --dblock_schedule roundrobin --dblock_router_ramp_steps 64 --dblock_warmup_steps 14 --dblock_loop_layers 0 --dblock_loop_start 0 --dblock_loop_cond_scale 1.0 --dblock_sigma_curriculum_steps 2000 --dblock_sigma_sampling lognormal --dblock_sigma_stratified --dblock_sigma_min 0.002 --dblock_sigma_max 2.0 --dblock_sigma_pmean -1.2 --dblock_sigma_pstd 1.2 --dblock_edm_wmax 5.0 --dblock_ar_prob 0.8 --dblock_sat_prob 0.1 --dblock_nat_prob 0.1 --dblock_ar_loss_tokens 8192 --dblock_sat_loss_tokens 4096 --dblock_nat_loss_tokens 4096 --dblock_nat_embed_noise_mode off --dblock_nat_embed_noise_scale 1.0 --nat_loss_weight 1.0 --nat_mask_ratio 0.5 --nat_max_tokens 0 --nat_span_mask_prob 0.35 --nat_suffix_mask_prob 0.20 --nat_span_max_tokens 0 --loss_spike_skip 0.0 --sat_every 1 --nat_every 1 --dblock_fullstack_anchor_spike_skip 0.0 --dblock_fullstack_anchor_max_ce 0.0 --dblock_anchor_softcap_mult 4.0 --dblock_anchor_softcap_min_ce 25.0 --dblock_anchor_softcap_max_ce 50.0 --dblock_fullstack_ar_every 3 --dblock_fullstack_ar_offset 0 --dblock_fullstack_ar_tokens 256 --dblock_fullstack_sat_every 3 --dblock_fullstack_sat_offset 1 --dblock_fullstack_sat_tokens 128 --dblock_fullstack_nat_every 3 --dblock_fullstack_nat_offset 2 --dblock_fullstack_nat_tokens 128 --dblock_fullstack_nat_mask_id -1 --ckpt_codec block-sharded-zstd --async_update_every_steps 0 --dblock_router_hidden 64 --dblock_router_heads 4 --dblock_router_layers 2 --dblock_router_lr 0.0005 --dblock_explore 0.08 --dblock_max_stale_steps 64 --dblock_max_count_skew 1.35 --dblock_stale_bonus 0.35 --dblock_undertrain_bonus 0.25 --dblock_activation_offload_min_mb 1.0 --nat_document_boundary_aware --dblock_fullstack_anchor_deterministic_eval --dblock_fullstack_anchor_spike_retry_limit 3 --dblock_local_spike_retry_limit 3 --dblock_fullstack_nat_no_valid_crop_limit 8 --target_tokens 400000000000 --lr_schedule_reanchor_on_resume --save_every_sec 1800 --delta_max_keep 0 --max_ckpts 2 --disk_free_floor_gb 12.0 --heartbeat_every_sec 30 --dblock_fullstack_ar_weight 1.0 --dblock_fullstack_sat_weight 0.1 --dblock_fullstack_nat_weight 0.1 --dblock_local_aux_warn_ce 0.0 --dblock_local_aux_max_ce 0.0 --lr_schedule_origin_tokens 85002387456 --dblock_stop_after_commits 0 --no-oom_auto_backoff --require_exact_resume_state --dblock_objective_mode committed_9_1_1 --dblock_ar_weight 0.25 --dblock_sat_weight 0.25 --dblock_nat_weight 0.25 --dblock_aux_grad_ratio 0.5 --dblock_min_ar_share 0.8 --lr_core 2e-7 --lr_head 2e-7 --dblock_checkpoint_stride 2 --empty_cache_every_steps 0 --dblock_log_every 25 --cuda_max_reserved_mib 0 --cuda_min_free_mib 0 --dblock_clean_context e2e --dblock_local_rows 2 --dblock_clean_context_noise_scale 0.0 --dblock_depth_anchor_every 50 --dblock_fullstack_anchor_cap 256 --dblock_fullstack_ar_rows 1 --detachable_50m_upgrade_multimode --detachable_50m_upgrade_logit_distill --detachable_50m_upgrade_sat_gate_v2713 --detachable_50m_create_from_legacy --detachable_50m_seed_from_mature --detachable_50m_lr 0.0001 --detachable_50m_weight_decay 0.0 --detachable_50m_update_mode sublayer --detachable_50m_batch 1 --detachable_50m_tokens 64 --detachable_50m_loss_tokens 64 --detachable_50m_every 1 --detachable_50m_teacher_every 1 --detachable_50m_distill_weight 1.0 --detachable_50m_logit_distill_alpha 0.30 --detachable_50m_logit_distill_temperature 1.0 --detachable_50m_logit_distill_tokens 64 --detachable_50m_hidden_distill_weight 0.0 --detachable_50m_anchor_every 128 --detachable_50m_anchor_tokens 32 --detachable_50m_seed 20260830 --detachable_50m_log_every 10 --detachable_50m_telemetry_keep 128 --weight_accel_mode shadow --weight_accel_dir 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