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Browse files- ._fast_run_4096w_40k_256bz_s0_l40s_google_gemma-2-2b_matryoshka_batch_top_k/resid_post_layer_12/trainer_0/ae.pt +3 -0
- ._fast_run_4096w_40k_256bz_s0_l40s_google_gemma-2-2b_matryoshka_batch_top_k/resid_post_layer_12/trainer_0/config.json +53 -0
- ._fast_run_4096w_40k_256bz_s0_l40s_google_gemma-2-2b_matryoshka_batch_top_k/resid_post_layer_12/trainer_0/eval_results.json +1 -0
._fast_run_4096w_40k_256bz_s0_l40s_google_gemma-2-2b_matryoshka_batch_top_k/resid_post_layer_12/trainer_0/ae.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:a376a42fc57b4216fd9b7f78463d505b86e67e20fb84a414b5fdf76641af13ce
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size 75525389
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._fast_run_4096w_40k_256bz_s0_l40s_google_gemma-2-2b_matryoshka_batch_top_k/resid_post_layer_12/trainer_0/config.json
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{
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"trainer": {
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"trainer_class": "MatryoshkaBatchTopKTrainer",
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"dict_class": "MatryoshkaBatchTopKSAE",
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"lr": 0.0003,
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"steps": 195312,
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"auxk_alpha": 0.03125,
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"warmup_steps": 1000,
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"decay_start": 156249,
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"threshold_beta": 0.999,
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"threshold_start_step": 1000,
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"top_k_aux": 1152,
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"seed": 0,
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"activation_dim": 2304,
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"dict_size": 4096,
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"group_fractions": [
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0.03125,
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0.0625,
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0.125,
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0.25,
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0.53125
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],
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"group_weights": [
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0.2,
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0.2,
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0.2,
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0.2,
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0.2
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],
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"group_sizes": [
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128,
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256,
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512,
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1024,
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2176
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],
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"k": 40,
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"device": "cuda:0",
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"layer": 12,
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"lm_name": "google/gemma-2-2b",
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"wandb_name": "M-4096-40-0_trainer_0",
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"submodule_name": "resid_post_layer_12"
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},
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"buffer": {
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"d_submodule": 2304,
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"io": "out",
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"n_ctxs": 264,
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"ctx_len": 1024,
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"refresh_batch_size": 4,
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"out_batch_size": 256,
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"device": "cuda:0"
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}
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}
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._fast_run_4096w_40k_256bz_s0_l40s_google_gemma-2-2b_matryoshka_batch_top_k/resid_post_layer_12/trainer_0/eval_results.json
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{"l2_loss": 69.4825, "l1_loss": 473.13, "l0": 39.8677294921875, "frac_variance_explained": 0.7592578125, "cossim": 0.87185546875, "l2_ratio": 0.88458984375, "relative_reconstruction_bias": 1.0119140625, "loss_original": 2.152509765625, "loss_reconstructed": 2.45865234375, "loss_zero": 12.4375, "frac_recovered": 0.97017578125, "frac_alive": 0.994873046875, "hyperparameters": {"n_inputs": 200, "context_length": 1024}}
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