File size: 4,737 Bytes
fc79e8b | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 | {
"name": "final_latest",
"source_checkpoint": "/root/oeis_runs/oeis-440m-14b-full-20260525_025101/latest.pt",
"trained_tokens": 13999999995,
"trainer_state": {
"completed_steps": 581678,
"train_tokens_seen": 13999999995,
"last_loss": 0.5624260902404785
},
"checkpoint_args": {
"data": "/root/oeis-massive/packed_data/oeis_train_full_synth_plus_organic_13999999995.packed",
"model_backend": "custom",
"param_dtype": "fp32",
"weight_update_mode": "bf16_live_fp32_master",
"batch_size": 1,
"seq_len": 4096,
"steps": 5,
"warmup_steps": 2,
"target_tokens": 13999999995,
"max_steps": 0,
"batch_mode": "bucketed",
"pad_to_seq_len": false,
"index_dir": "",
"bucket_tokens_per_batch": 16384,
"bucket_token_budget_spec": "512:32768,*:24576",
"bucket_max_batch_size": 512,
"bucket_pad_multiple": 8,
"bucket_pad_to_upper": true,
"bucket_replacement": false,
"bucket_repeat_epochs": true,
"bucket_sampling": "token_mass",
"vocab_mode": "oeis",
"hidden_size": 1024,
"intermediate_size": 3072,
"num_hidden_layers": 28,
"num_attention_heads": 16,
"num_key_value_heads": 8,
"head_dim": 0,
"compile": true,
"compile_mode": "reduce-overhead",
"compile_dynamic": true,
"compile_skip_dynamic_cudagraphs": true,
"prewarm_bucket_shapes": true,
"prewarm_bucket_passes": 2,
"prewarm_restore_state": true,
"prewarm_verify_restore": true,
"prewarm_update_optimizer": true,
"prewarm_materialize_optimizer_state": true,
"gradient_checkpointing": false,
"native_gqa": true,
"amp": true,
"lr": 0.0003,
"optimizer_mode": "torch_muon_hybrid",
"adamw_lr": 0.0001,
"muon_lr": 0.01,
"body_lr_mult": 1.0,
"adamw_weight_decay": 0.01,
"muon_weight_decay": 0.0,
"muon_momentum": 0.95,
"muon_ns_steps": 5,
"muon_adjust_lr_fn": "",
"no_muon_nesterov": false,
"lr_schedule": "warmup_cosine_cooldown",
"lr_total_tokens": 13999999995,
"lr_warmup_tokens": 0,
"lr_warmup_fraction": 0.005,
"lr_decay_end_fraction": 0.95,
"lr_min_factor": 0.1,
"lr_final_factor": 0.0,
"checkpoint_dir": "/root/oeis_runs/oeis-440m-14b-full-20260525_025101",
"checkpoint_every_tokens": 500000000,
"checkpoint_every_steps": 0,
"keep_last_checkpoints": 4,
"resume": "/root/oeis_runs/oeis-440m-14b-full-20260525_025101/latest.pt",
"save_final": true,
"trim_final_batch": true,
"allow_token_overshoot": false,
"val_data": "/root/oeis_val_decontam.jsonl",
"val_format": "auto",
"val_index_dir": "",
"val_every_tokens": 500000000,
"val_every_steps": 0,
"val_batches": 256,
"val_batch_size": 32,
"val_max_examples": 0,
"val_max_context_tokens": 0,
"oeis_eval_data": "",
"oeis_eval_every_tokens": 0,
"oeis_eval_every_steps": 0,
"oeis_eval_batch_size": 64,
"oeis_eval_max_examples": 0,
"oeis_eval_max_new_tokens": 20,
"oeis_eval_max_context_tokens": 0,
"oeis_eval_collect_examples": 3,
"oeis_eval_generation_backend": "legacy",
"expected_loss_tokens": 0,
"safe_preflight": true,
"allow_synthetic_only": false,
"allow_replacement_sampling": false,
"preflight_only": false,
"wandb": true,
"wandb_project": "oeis-massive",
"wandb_entity": "n8programs",
"wandb_run_name": "oeis-440m-14b-full-20260525_025101",
"wandb_id": "oeis440m14b_20260525_025101",
"wandb_resume": "allow",
"wandb_mode": "online",
"wandb_tags": "full,440m,14b,resume_skipdyn",
"log_every_steps": 10,
"seed": 0,
"report_json": "/root/oeis_runs/oeis-440m-14b-full-20260525_025101/report_resume_skipdyn_20260526_114400.json"
},
"transformers_compatible": true,
"rope_basis": "HF/Qwen split-half RoPE basis",
"source_rope_basis": "custom interleaved even/odd RoPE basis",
"conversion": "q_proj/k_proj rows and q_norm/k_norm weights permuted with run_oeis_nextterm_eval_torch._map_custom_state_to_transformers",
"oeis_vocab": {
"0-9": "digit tokens",
"10": "negative sign",
"11": "term separator",
"12": "BOS",
"13": "EOS",
"14": "PAD",
"15": "reserved"
},
"generation_defaults": {
"max_context_tokens": 4096,
"recommended_max_new_tokens_for_oeis_eval_neo": 192,
"stop_token_ids": [
11,
13,
14
]
},
"dtype": "bfloat16",
"elapsed_seconds": 7.9373568799346685,
"local_conversion": {
"source": "/Users/natebreslow/Documents/khashabiLab/bigOEIS/hf_downloads/NextTerm-440M-Checkpoints/checkpoints/final_latest",
"conversion": "float tensors downcast from fp32 safetensors to bf16 safetensors for local MLX inference throughput"
}
}
|