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markhenry
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vanilla-large-20B

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gpt
baseline
interpretability
paritytransformer
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vanilla-large-20B
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{
  "data_dir": "/dev/shm/data/fineweb-edu-25B",
  "batch_size": 32,
  "seq_len": 1024,
  "max_iters": 12716,
  "gradient_accumulation_steps": 48,
  "seed": 1337,
  "optimizer": "muon",
  "learning_rate": 0.0006,
  "min_lr": 6e-05,
  "weight_decay": 0.1,
  "beta1": 0.9,
  "beta2": 0.95,
  "grad_clip": 1.0,
  "warmup_iters": 200,
  "lr_decay_iters": 12716,
  "muon_lr": 0.008,
  "muon_min_lr": 0.0001,
  "adamw_lr": 0.0003,
  "adamw_min_lr": 1e-05,
  "muon_momentum": 0.95,
  "muon_nesterov": true,
  "muon_ns_steps": 5,
  "muon_weight_decay": 0.0,
  "lr_schedule": "linear_warmdown",
  "warmdown_frac": 0.5,
  "parity_target": 0.0,
  "parity_margin": 0.03,
  "parity_warmdown_iters": 1500,
  "parity_trigger_iter": -1,
  "retain_from_iter": -1,
  "save_at_val": [
    2.82,
    2.8081,
    2.8
  ],
  "device": "cuda",
  "dtype": "bfloat16",
  "compile": true,
  "n_layer": 24,
  "n_head": 16,
  "n_embd": 2048,
  "block_size": 1024,
  "vocab_size": 50304,
  "pos_encoding": "learned",
  "rope_theta": 10000.0,
  "sparsity_mode": "none",
  "rmsnorm_affine": true,
  "cayley_levels": [],
  "cayley_per_parent_budget": false,
  "cayley_seed": 42,
  "cayley_backend": "auto",
  "cayley_locations": [
    "resid_mid"
  ],
  "cayley_score_standardize": false,
  "cayley_forward_standardized": false,
  "cayley_score_std_ema_beta": 0.99,
  "cayley_replaces_pre_rmsnorm": false,
  "cayley_richardson_refine": false,
  "cayley_matching_pursuit": false,
  "tied_block_init": false,
  "dead_threshold_c": 0.1,
  "resume": true,
  "out_dir": "/dev/shm/out/vanilla-large-20B",
  "eval_interval": 100,
  "eval_iters": 100,
  "log_interval": 10,
  "wandb_project": "sparse-nanogpt",
  "wandb_run_name": "vanilla-large-20B",
  "wandb_step_offset": 0,
  "quick_eval_interval": 2500,
  "quick_eval_timeout": 900,
  "hierarchy_eval_enabled": true,
  "hierarchy_eval_iters": null
}