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Llama3_1-8B-Base-L4M-32x/hyperparams.json ADDED
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+ {
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+ "device": "cuda:0",
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+ "seed": 42,
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+ "dtype": "torch.bfloat16",
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+ "hook_point_in": "blocks.4.hook_mlp_out",
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+ "hook_point_out": "blocks.4.hook_mlp_out",
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+ "use_decoder_bias": true,
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+ "apply_decoder_bias_to_pre_encoder": false,
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+ "expansion_factor": 32,
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+ "d_model": 4096,
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+ "d_sae": 131072,
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+ "bias_init_method": "all_zero",
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+ "act_fn": "jumprelu",
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+ "jump_relu_threshold": 0.0703125,
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+ "norm_activation": "dataset-wise",
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+ "dataset_average_activation_norm": {
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+ "in": 2.296875,
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+ "out": 2.296875
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+ },
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+ "decoder_exactly_fixed_norm": false,
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+ "sparsity_include_decoder_norm": true,
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+ "use_glu_encoder": false,
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+ "init_decoder_norm": 0.5,
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+ "init_encoder_norm": null,
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+ "init_encoder_with_decoder_transpose": true,
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+ "lp": 1,
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+ "l1_coefficient": 8e-05,
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+ "l1_coefficient_warmup_steps": 78125,
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+ "top_k": 50,
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+ "k_warmup_steps": 78125,
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+ "use_batch_norm_mse": true,
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+ "use_ghost_grads": false,
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+ "tp_size": 1,
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+ "ddp_size": 1
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+ }