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2.24 kB
| { | |
| "model_pt": { | |
| "sequence_len": 2048, | |
| "vocab_size": 65536, | |
| "n_layer": 12, | |
| "n_head": 6, | |
| "n_kv_head": 6, | |
| "n_embd": 768 | |
| }, | |
| "model_ppt": { | |
| "sequence_len": 2048, | |
| "vocab_size": 65536, | |
| "n_layer": 12, | |
| "n_head": 6, | |
| "n_kv_head": 6, | |
| "n_embd": 768 | |
| }, | |
| "optim": { | |
| "matrix_lr": 0.015, | |
| "embedding_lr": 0.3, | |
| "unembedding_lr": 0.004, | |
| "weight_decay": 0.0 | |
| }, | |
| "train": { | |
| "num_iterations": 1000, | |
| "eval_every_n_steps": null, | |
| "eval_every_flops_frac": null, | |
| "save_every_n_steps": null, | |
| "log_every_n_steps": 100, | |
| "eval_at_end": true, | |
| "save_at_end": true, | |
| "grad_clip": 1.0, | |
| "ema_beta": 0.0 | |
| }, | |
| "eval": { | |
| "eval_steps": 8, | |
| "eval_tokens": 2016000 | |
| }, | |
| "hardware": { | |
| "device_batch_size": 32, | |
| "grad_accum_steps": 1, | |
| "peak_tflops": 2250.0 | |
| }, | |
| "wandb": { | |
| "enabled": true, | |
| "notes": "", | |
| "group": "1e18_ppt0.05", | |
| "tags": [ | |
| "nanochat_gpt", | |
| "pt_fineweb-nanochatbpe-20B", | |
| "ppt_github-code-nanochatbpe-1B", | |
| "seed_1", | |
| "case_b", | |
| "lr_trapezoid", | |
| "depth_12" | |
| ], | |
| "entity": null | |
| }, | |
| "data_pt": "fineweb-nanochatbpe-20B", | |
| "data_ppt": "github-code-nanochatbpe-1B", | |
| "extra_eval": [ | |
| "c4-nanochatbpe-10B" | |
| ], | |
| "train_split": "train", | |
| "pad_vocab": 65536, | |
| "ppt_vocab_size": null, | |
| "ppt_same_vocab_as_pt": true, | |
| "ppt_unified_lr": true, | |
| "lr_kind": "trapezoid", | |
| "lr_warmup_ratio": 0.0, | |
| "lr_warmdown_ratio": 0.4, | |
| "lr_final_frac": 0.0, | |
| "ppt_lr_kind": "trapezoid", | |
| "ppt_lr_warmup_ratio": null, | |
| "ppt_lr_warmdown_ratio": null, | |
| "ppt_lr_final_frac": 0.0, | |
| "ppt_lr": null, | |
| "ppt_weight_decay": 0.0, | |
| "ppt_device_batch_size": null, | |
| "ppt_grad_accum_steps": null, | |
| "eval_tokens": 2016000, | |
| "reinit_embed_at_transition": false, | |
| "reset_optimizer_at_transition": false, | |
| "depth": 12, | |
| "compile_model": true, | |
| "model_project": "optimal_seed_replicas_v1", | |
| "run_name": "code_5pct_1e18_seed1", | |
| "target_flops": 1e+18, | |
| "alpha_ppt": 0.05, | |
| "use_measured_flops": true, | |
| "flops_per_token": null, | |
| "ppt_flops_per_token": null, | |
| "seed": 1, | |
| "metrics_output_file": null, | |
| "push_to_hf": true, | |
| "hf_repo_org": "alexkstern", | |
| "cleanup_checkpoints": true | |
| } |