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+ {
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+ "model_pt": {
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+ "sequence_len": 1024,
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+ "vocab_size": 50304,
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+ "n_layer": 24,
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+ "n_head": 16,
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+ "n_embd": 1024,
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+ "intermediate_size": 4096,
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+ "rope_theta": 10000.0,
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+ "attention_dropout": 0.1,
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+ "weight_tying": false,
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+ "head_bias": false,
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+ "initializer_range": 0.02,
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+ "attn_implementation": "sdpa"
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+ },
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+ "model_ppt": null,
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+ "optim": {
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+ "matrix_lr": 0.0005,
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+ "embedding_lr": 0.0005,
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+ "unembedding_lr": 0.0005,
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+ "weight_decay": 0.0001
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+ },
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+ "train": {
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+ "num_iterations": 1000,
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+ "eval_every_n_steps": 2000,
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+ "save_every_n_steps": null,
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+ "log_every_n_steps": 10,
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+ "eval_at_end": true,
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+ "save_at_end": true,
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+ "grad_clip": 1.0,
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+ "ema_beta": 0.0
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+ },
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+ "eval": {
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+ "eval_steps": 4,
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+ "eval_tokens": 2016000
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+ },
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+ "hardware": {
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+ "device_batch_size": 128,
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+ "grad_accum_steps": 1,
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+ "peak_tflops": 2250.0
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+ },
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+ "wandb": {
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+ "enabled": true,
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+ "notes": "",
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+ "group": "repro_c4_owt",
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+ "tags": [
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+ "hf_llama",
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+ "vocab_64000",
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+ "pt_owt-gpt2bpe-9B",
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+ "seed_0",
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+ "ppt_c4-gpt2bpe-10B",
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+ "ppt_lr_cosine",
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+ "reinit"
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+ ],
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+ "entity": null
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+ },
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+ "data_pt": "owt-gpt2bpe-9B",
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+ "data_ppt": "c4-gpt2bpe-10B",
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+ "extra_eval": [
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+ "fineweb-gpt2bpe-20B",
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+ "nca-paper-1024"
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+ ],
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+ "train_split": "train",
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+ "pad_vocab": 50304,
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+ "lr_kind": "cosine",
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+ "lr_warmup_ratio": 0.1,
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+ "lr_warmdown_ratio": 0.0,
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+ "lr_final_frac": 0.0,
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+ "ppt_lr": 0.0001,
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+ "ppt_weight_decay": 0.0,
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+ "ppt_grad_clip": 0.0,
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+ "ppt_device_batch_size": 8,
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+ "ppt_grad_accum_steps": 1,
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+ "ppt_lr_kind": "cosine",
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+ "ppt_lr_warmup_ratio": 0.1,
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+ "ppt_lr_warmdown_ratio": 0.0,
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+ "ppt_tokens": 164160000,
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+ "pt_tokens": null,
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+ "eval_tokens": 2016000,
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+ "reinit_embed_at_transition": true,
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+ "reset_optimizer_at_transition": true,
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+ "depth": null,
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+ "compile_model": true,
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+ "model_project": "nca-repro",
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+ "run_name": "c4_owt_owt50k",
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+ "target_flops": 0.0,
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+ "alpha_ppt": 0.0,
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+ "use_measured_flops": true,
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+ "seed": 0,
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+ "push_to_hf": true,
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+ "hf_repo_org": "alexkstern"
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+ }