Add files using upload-large-folder tool
Browse files- altmin_datasample_omp_k48_s1/results.json +23 -0
- altmin_oracle_omp_k48_s1/results.json +23 -0
- l1/cfg.json +1 -0
- l1/ckpts/final_50003968/activation_scaler.json +1 -0
- l1/ckpts/final_50003968/cfg.json +1 -0
- l1/ckpts/final_50003968/runner_config.json +58 -0
- l1/eval_stats.json +15 -0
- l1/meta.json +6 -0
- l1/metrics.json +20 -0
- l1/runner_config.json +58 -0
- l1_l1c10.0_s0/cfg.json +1 -0
- l1_l1c10.0_s0/ckpts/final_50003968/activation_scaler.json +1 -0
- l1_l1c10.0_s0/ckpts/final_50003968/cfg.json +1 -0
- l1_l1c10.0_s0/ckpts/final_50003968/runner_config.json +58 -0
- l1_l1c10.0_s0/eval_stats.json +15 -0
- l1_l1c10.0_s0/meta.json +9 -0
- l1_l1c10.0_s0/runner_config.json +58 -0
- p2_joint_k48_s1/results.json +19 -0
- topk_k40_s1/ckpts/final_50003968/activation_scaler.json +1 -0
- topk_k40_s1/ckpts/final_50003968/runner_config.json +59 -0
- topk_k48_s1/barrier.json +52 -0
- topk_k48_s1/cfg.json +1 -0
- topk_k48_s1/ckpts/final_50003968/activation_scaler.json +1 -0
- topk_k48_s1/ckpts/final_50003968/cfg.json +1 -0
- topk_k48_s1/ckpts/final_50003968/runner_config.json +59 -0
- topk_k48_s1/eval_stats.json +15 -0
- topk_k48_s1/meta.json +9 -0
- topk_k48_s1/metrics.json +20 -0
- topk_k48_s1/mode_connectivity.json +57 -0
- topk_k48_s1/runner_config.json +59 -0
- topk_k48_s2/barrier.json +52 -0
- topk_k48_s2/cfg.json +1 -0
- topk_k48_s2/ckpts/final_50003968/activation_scaler.json +1 -0
- topk_k48_s2/ckpts/final_50003968/cfg.json +1 -0
- topk_k48_s2/ckpts/final_50003968/runner_config.json +59 -0
- topk_k48_s2/eval_stats.json +15 -0
- topk_k48_s2/meta.json +9 -0
- topk_k48_s2/metrics.json +20 -0
- topk_k48_s2/mode_connectivity.json +57 -0
- topk_k48_s2/runner_config.json +59 -0
altmin_datasample_omp_k48_s1/results.json
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{
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"init": "datasample",
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"coding": "omp",
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"k": 48,
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"n_samples": 10000000,
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"lr": 0.0003,
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"seed": 1,
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"eval": {
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"true_l0": 34.465175,
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"sae_l0": 33.416215,
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"dead_latents": 0,
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"shrinkage": 0.9272919580078125,
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"explained_variance": 0.8575585358997201,
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"mcc": 0.6327148675918579,
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"uniqueness": 0.7420654296875,
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"classification/precision": 0.688429057598114,
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"classification/recall": 0.4184923470020294,
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"classification/f1_score": 0.4094749093055725,
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"classification/accuracy": 0.9838761687278748
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},
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"dec_fidelity_final": 0.6734853982925415,
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"seconds": 3057.17805147171
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}
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altmin_oracle_omp_k48_s1/results.json
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{
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"init": "oracle",
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"coding": "omp",
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"k": 48,
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"n_samples": 10000000,
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"lr": 0.0003,
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"seed": 1,
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"eval": {
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"true_l0": 34.461625,
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"sae_l0": 38.44182,
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"dead_latents": 0,
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"shrinkage": 0.9756087316894532,
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"explained_variance": 0.9379646703251204,
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"mcc": 0.9614838361740112,
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"uniqueness": 0.9976806640625,
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"classification/precision": 0.7950587868690491,
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"classification/recall": 0.7917520999908447,
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"classification/f1_score": 0.7660229802131653,
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"classification/accuracy": 0.9987500905990601
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},
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"dec_fidelity_final": 0.9632136821746826,
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"seconds": 3055.872364282608
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}
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l1/cfg.json
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{"d_in": 768, "apply_b_dec_to_input": true, "device": "cuda", "normalize_activations": "none", "metadata": {"sae_lens_version": "6.43.0", "sae_lens_training_version": "6.43.0"}, "reshape_activations": "none", "d_sae": 16384, "dtype": "float32", "architecture": "standard"}
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l1/ckpts/final_50003968/activation_scaler.json
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{"scaling_factor": null}
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l1/ckpts/final_50003968/cfg.json
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{"d_in": 768, "d_sae": 16384, "dtype": "float32", "device": "cuda", "apply_b_dec_to_input": true, "normalize_activations": "none", "reshape_activations": "none", "metadata": {"sae_lens_version": "6.43.0", "sae_lens_training_version": "6.43.0"}, "decoder_init_norm": 0.1, "l1_coefficient": 5.0, "lp_norm": 1.0, "l1_warm_up_steps": 5000, "architecture": "standard"}
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l1/ckpts/final_50003968/runner_config.json
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{
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"synthetic_model": "decoderesearch/synth-sae-bench-16k-v1",
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"sae": {
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"d_in": 768,
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"d_sae": 16384,
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"dtype": "float32",
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"device": "cuda",
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"apply_b_dec_to_input": true,
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"normalize_activations": "none",
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"reshape_activations": "none",
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"metadata": {
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"sae_lens_version": "6.43.0",
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"sae_lens_training_version": "6.43.0"
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},
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"decoder_init_norm": 0.1,
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"l1_coefficient": 5.0,
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"lp_norm": 1.0,
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"l1_warm_up_steps": 5000,
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"architecture": "standard"
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},
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"training_samples": 50000000,
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"lr": 0.0003,
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"lr_scheduler_name": "constant",
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"lr_end": 2.9999999999999997e-05,
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"adam_beta2": 0.999,
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| 30 |
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"n_restart_cycles": 1,
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"device": "cuda",
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| 32 |
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"autocast_sae": false,
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| 33 |
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"autocast_data": false,
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| 34 |
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"n_checkpoints": 0,
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| 35 |
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"checkpoint_path": "runs/l1/ckpts",
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| 36 |
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| 37 |
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"output_path": "runs/l1",
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| 38 |
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"save_synthetic_model": false,
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"eval_frequency": 200000,
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"eval_samples": 200000,
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| 41 |
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"run_final_eval": true,
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"dead_feature_window": 1000,
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| 43 |
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"feature_sampling_window": 2000,
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| 44 |
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"sae_lens_version": "6.43.0",
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| 46 |
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"logger": {
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| 48 |
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| 50 |
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| 51 |
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"wandb_project": "sae_lens_training",
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"wandb_id": null,
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"run_name": "synthetic-standard-16384-LR-0.0003",
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}
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}
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l1/eval_stats.json
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{
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"classification": {
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| 15 |
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}
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l1/meta.json
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{
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| 2 |
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"variant": "l1",
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"n_samples": 50000000,
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"seconds": 1246.3810708522797,
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"out": "runs/l1"
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| 6 |
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}
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l1/metrics.json
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{
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| 2 |
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"geometric": {
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},
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"classification": "<class 'dict'>"
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l1/runner_config.json
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{
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"synthetic_model": "decoderesearch/synth-sae-bench-16k-v1",
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| 3 |
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"sae": {
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| 4 |
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"d_in": 768,
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| 5 |
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"d_sae": 16384,
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| 6 |
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"dtype": "float32",
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"device": "cuda",
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| 8 |
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| 9 |
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"normalize_activations": "none",
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| 10 |
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"reshape_activations": "none",
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| 11 |
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"metadata": {
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| 12 |
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"sae_lens_version": "6.43.0",
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"sae_lens_training_version": "6.43.0"
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| 14 |
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},
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"decoder_init_norm": 0.1,
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"lp_norm": 1.0,
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"architecture": "standard"
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},
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| 23 |
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"lr": 0.0003,
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"lr_scheduler_name": "constant",
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"n_restart_cycles": 1,
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| 31 |
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"device": "cuda",
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| 32 |
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|
| 33 |
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"autocast_data": false,
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| 34 |
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"n_checkpoints": 0,
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| 35 |
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"checkpoint_path": "runs/l1/ckpts",
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| 36 |
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"save_final_checkpoint": true,
|
| 37 |
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"output_path": "runs/l1",
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| 38 |
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"save_synthetic_model": false,
|
| 39 |
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"eval_frequency": 200000,
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| 40 |
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"eval_samples": 200000,
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| 41 |
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"run_final_eval": true,
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| 42 |
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"dead_feature_window": 1000,
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| 43 |
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"feature_sampling_window": 2000,
|
| 44 |
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"n_batches_for_norm_estimate": 1000,
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| 45 |
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"sae_lens_version": "6.43.0",
|
| 46 |
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"logger": {
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| 47 |
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"log_to_wandb": true,
|
| 48 |
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"log_activations_store_to_wandb": false,
|
| 49 |
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"log_optimizer_state_to_wandb": false,
|
| 50 |
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"log_weights_to_wandb": true,
|
| 51 |
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"wandb_project": "sae_lens_training",
|
| 52 |
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"wandb_id": null,
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| 53 |
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"run_name": "synthetic-standard-16384-LR-0.0003",
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| 54 |
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| 55 |
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"wandb_log_frequency": 10,
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| 56 |
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"eval_every_n_wandb_logs": 100
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| 57 |
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}
|
| 58 |
+
}
|
l1_l1c10.0_s0/cfg.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"dtype": "float32", "metadata": {"sae_lens_version": "6.43.0", "sae_lens_training_version": "6.43.0"}, "reshape_activations": "none", "apply_b_dec_to_input": true, "device": "cuda", "normalize_activations": "none", "d_sae": 16384, "d_in": 768, "architecture": "standard"}
|
l1_l1c10.0_s0/ckpts/final_50003968/activation_scaler.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"scaling_factor": null}
|
l1_l1c10.0_s0/ckpts/final_50003968/cfg.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"d_in": 768, "d_sae": 16384, "dtype": "float32", "device": "cuda", "apply_b_dec_to_input": true, "normalize_activations": "none", "reshape_activations": "none", "metadata": {"sae_lens_version": "6.43.0", "sae_lens_training_version": "6.43.0"}, "decoder_init_norm": 0.1, "l1_coefficient": 10.0, "lp_norm": 1.0, "l1_warm_up_steps": 5000, "architecture": "standard"}
|
l1_l1c10.0_s0/ckpts/final_50003968/runner_config.json
ADDED
|
@@ -0,0 +1,58 @@
|
|
|
|
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|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"synthetic_model": "decoderesearch/synth-sae-bench-16k-v1",
|
| 3 |
+
"sae": {
|
| 4 |
+
"d_in": 768,
|
| 5 |
+
"d_sae": 16384,
|
| 6 |
+
"dtype": "float32",
|
| 7 |
+
"device": "cuda",
|
| 8 |
+
"apply_b_dec_to_input": true,
|
| 9 |
+
"normalize_activations": "none",
|
| 10 |
+
"reshape_activations": "none",
|
| 11 |
+
"metadata": {
|
| 12 |
+
"sae_lens_version": "6.43.0",
|
| 13 |
+
"sae_lens_training_version": "6.43.0"
|
| 14 |
+
},
|
| 15 |
+
"decoder_init_norm": 0.1,
|
| 16 |
+
"l1_coefficient": 10.0,
|
| 17 |
+
"lp_norm": 1.0,
|
| 18 |
+
"l1_warm_up_steps": 5000,
|
| 19 |
+
"architecture": "standard"
|
| 20 |
+
},
|
| 21 |
+
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|
| 22 |
+
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|
| 23 |
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"lr": 0.0003,
|
| 24 |
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|
| 25 |
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|
| 26 |
+
"lr_scheduler_name": "constant",
|
| 27 |
+
"lr_end": 2.9999999999999997e-05,
|
| 28 |
+
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|
| 29 |
+
"adam_beta2": 0.999,
|
| 30 |
+
"n_restart_cycles": 1,
|
| 31 |
+
"device": "cuda",
|
| 32 |
+
"autocast_sae": false,
|
| 33 |
+
"autocast_data": false,
|
| 34 |
+
"n_checkpoints": 0,
|
| 35 |
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"checkpoint_path": "runs/l1_l1c10.0_s0/ckpts",
|
| 36 |
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|
| 37 |
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"output_path": "runs/l1_l1c10.0_s0",
|
| 38 |
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"save_synthetic_model": false,
|
| 39 |
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"eval_frequency": 200000,
|
| 40 |
+
"eval_samples": 200000,
|
| 41 |
+
"run_final_eval": true,
|
| 42 |
+
"dead_feature_window": 1000,
|
| 43 |
+
"feature_sampling_window": 2000,
|
| 44 |
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"n_batches_for_norm_estimate": 1000,
|
| 45 |
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"sae_lens_version": "6.43.0",
|
| 46 |
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"logger": {
|
| 47 |
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"log_to_wandb": true,
|
| 48 |
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"log_activations_store_to_wandb": false,
|
| 49 |
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"log_optimizer_state_to_wandb": false,
|
| 50 |
+
"log_weights_to_wandb": true,
|
| 51 |
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"wandb_project": "sae_lens_training",
|
| 52 |
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|
| 53 |
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"run_name": "synthetic-standard-16384-LR-0.0003",
|
| 54 |
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|
| 55 |
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"wandb_log_frequency": 10,
|
| 56 |
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|
| 57 |
+
}
|
| 58 |
+
}
|
l1_l1c10.0_s0/eval_stats.json
ADDED
|
@@ -0,0 +1,15 @@
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|
|
|
|
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|
|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
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"true_l0": 34.466205,
|
| 3 |
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|
| 4 |
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| 5 |
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| 6 |
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| 7 |
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| 8 |
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| 9 |
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| 10 |
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| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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}
|
| 15 |
+
}
|
l1_l1c10.0_s0/meta.json
ADDED
|
@@ -0,0 +1,9 @@
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|
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|
|
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|
|
|
|
|
|
|
|
|
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|
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|
|
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|
|
| 1 |
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{
|
| 2 |
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"variant": "l1",
|
| 3 |
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"k": 32,
|
| 4 |
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"l1": 10.0,
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| 5 |
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"seed": 0,
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| 6 |
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| 7 |
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"seconds": 1275.7077553272247,
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| 8 |
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"out": "runs/l1_l1c10.0_s0"
|
| 9 |
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}
|
l1_l1c10.0_s0/runner_config.json
ADDED
|
@@ -0,0 +1,58 @@
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|
|
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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| 4 |
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|
| 5 |
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|
| 6 |
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| 7 |
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| 8 |
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| 9 |
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| 10 |
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| 11 |
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| 12 |
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| 13 |
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| 14 |
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},
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| 15 |
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| 16 |
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| 17 |
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| 18 |
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|
| 19 |
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|
| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 25 |
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| 26 |
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| 27 |
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| 29 |
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| 30 |
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|
| 31 |
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"device": "cuda",
|
| 32 |
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| 33 |
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|
| 34 |
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|
| 35 |
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| 36 |
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|
| 37 |
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"output_path": "runs/l1_l1c10.0_s0",
|
| 38 |
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|
| 39 |
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|
| 40 |
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"eval_samples": 200000,
|
| 41 |
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"run_final_eval": true,
|
| 42 |
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| 43 |
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| 44 |
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| 45 |
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|
| 46 |
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"logger": {
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| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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| 53 |
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| 54 |
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| 55 |
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|
| 56 |
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| 57 |
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}
|
| 58 |
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}
|
p2_joint_k48_s1/results.json
ADDED
|
@@ -0,0 +1,19 @@
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|
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|
|
|
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|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
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"variant": "joint",
|
| 3 |
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"k": 48,
|
| 4 |
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"n_samples": 30000000,
|
| 5 |
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"warmup_samples": 0,
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| 6 |
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"lr_enc": 0.0003,
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| 7 |
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"lr_dec": 3e-05,
|
| 8 |
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"seed": 1,
|
| 9 |
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"eval": {
|
| 10 |
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|
| 11 |
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|
| 12 |
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| 13 |
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| 17 |
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},
|
| 18 |
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"seconds": 525.7930476665497
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| 19 |
+
}
|
topk_k40_s1/ckpts/final_50003968/activation_scaler.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"scaling_factor": null}
|
topk_k40_s1/ckpts/final_50003968/runner_config.json
ADDED
|
@@ -0,0 +1,59 @@
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|
|
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|
|
|
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|
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|
|
|
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|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
|
|
|
| 1 |
+
{
|
| 2 |
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"synthetic_model": "decoderesearch/synth-sae-bench-16k-v1",
|
| 3 |
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"sae": {
|
| 4 |
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|
| 5 |
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|
| 6 |
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"dtype": "float32",
|
| 7 |
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"device": "cuda",
|
| 8 |
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|
| 9 |
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|
| 10 |
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"reshape_activations": "none",
|
| 11 |
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"metadata": {
|
| 12 |
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|
| 13 |
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"sae_lens_training_version": "6.43.0"
|
| 14 |
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},
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| 15 |
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|
| 16 |
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"k": 40,
|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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},
|
| 22 |
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|
| 23 |
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|
| 24 |
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"lr": 0.0003,
|
| 25 |
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|
| 26 |
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"lr_decay_steps": 0,
|
| 27 |
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"lr_scheduler_name": "constant",
|
| 28 |
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"lr_end": 2.9999999999999997e-05,
|
| 29 |
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"adam_beta1": 0.9,
|
| 30 |
+
"adam_beta2": 0.999,
|
| 31 |
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"n_restart_cycles": 1,
|
| 32 |
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"device": "cuda",
|
| 33 |
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|
| 34 |
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"autocast_data": false,
|
| 35 |
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"n_checkpoints": 0,
|
| 36 |
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"checkpoint_path": "runs/topk_k40_s1/ckpts",
|
| 37 |
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"save_final_checkpoint": true,
|
| 38 |
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"output_path": "runs/topk_k40_s1",
|
| 39 |
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"save_synthetic_model": false,
|
| 40 |
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"eval_frequency": 200000,
|
| 41 |
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"eval_samples": 200000,
|
| 42 |
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"run_final_eval": true,
|
| 43 |
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|
| 44 |
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"feature_sampling_window": 2000,
|
| 45 |
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"n_batches_for_norm_estimate": 1000,
|
| 46 |
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"sae_lens_version": "6.43.0",
|
| 47 |
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"logger": {
|
| 48 |
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"log_to_wandb": true,
|
| 49 |
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|
| 50 |
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"log_optimizer_state_to_wandb": false,
|
| 51 |
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"log_weights_to_wandb": true,
|
| 52 |
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"wandb_project": "sae_lens_training",
|
| 53 |
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|
| 54 |
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"run_name": "synthetic-topk-16384-LR-0.0003",
|
| 55 |
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|
| 56 |
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|
| 57 |
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"eval_every_n_wandb_logs": 100
|
| 58 |
+
}
|
| 59 |
+
}
|
topk_k48_s1/barrier.json
ADDED
|
@@ -0,0 +1,52 @@
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|
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|
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|
| 1 |
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{
|
| 2 |
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"run": "runs/topk_k48_s1",
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| 3 |
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| 4 |
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| 30 |
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| 52 |
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topk_k48_s1/cfg.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"reshape_activations": "none", "d_in": 768, "normalize_activations": "none", "d_sae": 16384, "k": 48, "apply_b_dec_to_input": true, "metadata": {"sae_lens_version": "6.43.0", "sae_lens_training_version": "6.43.0"}, "dtype": "float32", "rescale_acts_by_decoder_norm": true, "device": "cuda", "architecture": "topk"}
|
topk_k48_s1/ckpts/final_50003968/activation_scaler.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"scaling_factor": null}
|
topk_k48_s1/ckpts/final_50003968/cfg.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"d_in": 768, "d_sae": 16384, "dtype": "float32", "device": "cuda", "apply_b_dec_to_input": true, "normalize_activations": "none", "reshape_activations": "none", "metadata": {"sae_lens_version": "6.43.0", "sae_lens_training_version": "6.43.0"}, "decoder_init_norm": 0.1, "k": 48, "use_sparse_activations": false, "aux_loss_coefficient": 1.0, "rescale_acts_by_decoder_norm": true, "architecture": "topk"}
|
topk_k48_s1/ckpts/final_50003968/runner_config.json
ADDED
|
@@ -0,0 +1,59 @@
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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| 4 |
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| 5 |
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|
| 6 |
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|
| 7 |
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"device": "cuda",
|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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"metadata": {
|
| 12 |
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|
| 13 |
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|
| 14 |
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},
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| 15 |
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|
| 16 |
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"k": 48,
|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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},
|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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"device": "cuda",
|
| 33 |
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|
| 34 |
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|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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|
| 57 |
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|
| 58 |
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}
|
| 59 |
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}
|
topk_k48_s1/eval_stats.json
ADDED
|
@@ -0,0 +1,15 @@
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|
| 1 |
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{
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| 2 |
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|
| 3 |
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|
| 4 |
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| 14 |
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|
| 15 |
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|
topk_k48_s1/meta.json
ADDED
|
@@ -0,0 +1,9 @@
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|
| 1 |
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{
|
| 2 |
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"variant": "topk",
|
| 3 |
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"k": 48,
|
| 4 |
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|
| 5 |
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| 6 |
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| 7 |
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"seconds": 1433.1707093715668,
|
| 8 |
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"out": "runs/topk_k48_s1"
|
| 9 |
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}
|
topk_k48_s1/metrics.json
ADDED
|
@@ -0,0 +1,20 @@
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|
| 1 |
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{
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| 2 |
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| 9 |
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| 10 |
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| 19 |
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|
| 20 |
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|
topk_k48_s1/mode_connectivity.json
ADDED
|
@@ -0,0 +1,57 @@
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| 1 |
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{
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|
topk_k48_s1/runner_config.json
ADDED
|
@@ -0,0 +1,59 @@
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|
| 1 |
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{
|
| 2 |
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"synthetic_model": "decoderesearch/synth-sae-bench-16k-v1",
|
| 3 |
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"sae": {
|
| 4 |
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"d_in": 768,
|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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"reshape_activations": "none",
|
| 11 |
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"metadata": {
|
| 12 |
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|
| 13 |
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"sae_lens_training_version": "6.43.0"
|
| 14 |
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},
|
| 15 |
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"decoder_init_norm": 0.1,
|
| 16 |
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"k": 48,
|
| 17 |
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|
| 18 |
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|
| 19 |
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"rescale_acts_by_decoder_norm": true,
|
| 20 |
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"architecture": "topk"
|
| 21 |
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},
|
| 22 |
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"training_samples": 50000000,
|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
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|
| 28 |
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"lr_end": 2.9999999999999997e-05,
|
| 29 |
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"adam_beta1": 0.9,
|
| 30 |
+
"adam_beta2": 0.999,
|
| 31 |
+
"n_restart_cycles": 1,
|
| 32 |
+
"device": "cuda",
|
| 33 |
+
"autocast_sae": false,
|
| 34 |
+
"autocast_data": false,
|
| 35 |
+
"n_checkpoints": 0,
|
| 36 |
+
"checkpoint_path": "runs/topk_k48_s1/ckpts",
|
| 37 |
+
"save_final_checkpoint": true,
|
| 38 |
+
"output_path": "runs/topk_k48_s1",
|
| 39 |
+
"save_synthetic_model": false,
|
| 40 |
+
"eval_frequency": 200000,
|
| 41 |
+
"eval_samples": 200000,
|
| 42 |
+
"run_final_eval": true,
|
| 43 |
+
"dead_feature_window": 1000,
|
| 44 |
+
"feature_sampling_window": 2000,
|
| 45 |
+
"n_batches_for_norm_estimate": 1000,
|
| 46 |
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"sae_lens_version": "6.43.0",
|
| 47 |
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"logger": {
|
| 48 |
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"log_to_wandb": true,
|
| 49 |
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"log_activations_store_to_wandb": false,
|
| 50 |
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"log_optimizer_state_to_wandb": false,
|
| 51 |
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"log_weights_to_wandb": true,
|
| 52 |
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"wandb_project": "sae_lens_training",
|
| 53 |
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|
| 54 |
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"run_name": "synthetic-topk-16384-LR-0.0003",
|
| 55 |
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| 56 |
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|
| 57 |
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|
| 58 |
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}
|
| 59 |
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|
topk_k48_s2/barrier.json
ADDED
|
@@ -0,0 +1,52 @@
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|
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|
|
| 1 |
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{
|
| 2 |
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"run": "runs/topk_k48_s2",
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| 3 |
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"k": 48,
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| 4 |
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| 5 |
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| 26 |
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| 27 |
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| 28 |
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| 29 |
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| 30 |
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| 50 |
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| 51 |
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|
| 52 |
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|
topk_k48_s2/cfg.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"device": "cuda", "rescale_acts_by_decoder_norm": true, "k": 48, "normalize_activations": "none", "reshape_activations": "none", "metadata": {"sae_lens_version": "6.43.0", "sae_lens_training_version": "6.43.0"}, "dtype": "float32", "apply_b_dec_to_input": true, "d_in": 768, "d_sae": 16384, "architecture": "topk"}
|
topk_k48_s2/ckpts/final_50003968/activation_scaler.json
ADDED
|
@@ -0,0 +1 @@
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|
|
|
|
|
|
| 1 |
+
{"scaling_factor": null}
|
topk_k48_s2/ckpts/final_50003968/cfg.json
ADDED
|
@@ -0,0 +1 @@
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|
|
|
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|
|
| 1 |
+
{"d_in": 768, "d_sae": 16384, "dtype": "float32", "device": "cuda", "apply_b_dec_to_input": true, "normalize_activations": "none", "reshape_activations": "none", "metadata": {"sae_lens_version": "6.43.0", "sae_lens_training_version": "6.43.0"}, "decoder_init_norm": 0.1, "k": 48, "use_sparse_activations": false, "aux_loss_coefficient": 1.0, "rescale_acts_by_decoder_norm": true, "architecture": "topk"}
|
topk_k48_s2/ckpts/final_50003968/runner_config.json
ADDED
|
@@ -0,0 +1,59 @@
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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"device": "cuda",
|
| 8 |
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"apply_b_dec_to_input": true,
|
| 9 |
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|
| 10 |
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|
| 11 |
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"metadata": {
|
| 12 |
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"sae_lens_version": "6.43.0",
|
| 13 |
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|
| 14 |
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},
|
| 15 |
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"decoder_init_norm": 0.1,
|
| 16 |
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"k": 48,
|
| 17 |
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|
| 18 |
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"aux_loss_coefficient": 1.0,
|
| 19 |
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"rescale_acts_by_decoder_norm": true,
|
| 20 |
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"architecture": "topk"
|
| 21 |
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},
|
| 22 |
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|
| 23 |
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|
| 24 |
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"lr": 0.0003,
|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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"eval_samples": 200000,
|
| 42 |
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"run_final_eval": true,
|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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| 53 |
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| 54 |
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"run_name": "synthetic-topk-16384-LR-0.0003",
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| 55 |
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| 56 |
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|
| 57 |
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|
| 58 |
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}
|
| 59 |
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}
|
topk_k48_s2/eval_stats.json
ADDED
|
@@ -0,0 +1,15 @@
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|
| 1 |
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{
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| 2 |
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| 3 |
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| 4 |
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| 14 |
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| 15 |
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|
topk_k48_s2/meta.json
ADDED
|
@@ -0,0 +1,9 @@
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| 1 |
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{
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| 2 |
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"variant": "topk",
|
| 3 |
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"k": 48,
|
| 4 |
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| 7 |
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"seconds": 1451.632717370987,
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| 8 |
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"out": "runs/topk_k48_s2"
|
| 9 |
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}
|
topk_k48_s2/metrics.json
ADDED
|
@@ -0,0 +1,20 @@
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| 1 |
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{
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| 2 |
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"geometric": {
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| 9 |
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"classification": "<class 'dict'>"
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| 19 |
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|
| 20 |
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|
topk_k48_s2/mode_connectivity.json
ADDED
|
@@ -0,0 +1,57 @@
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| 1 |
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{
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| 57 |
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|
topk_k48_s2/runner_config.json
ADDED
|
@@ -0,0 +1,59 @@
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|
| 1 |
+
{
|
| 2 |
+
"synthetic_model": "decoderesearch/synth-sae-bench-16k-v1",
|
| 3 |
+
"sae": {
|
| 4 |
+
"d_in": 768,
|
| 5 |
+
"d_sae": 16384,
|
| 6 |
+
"dtype": "float32",
|
| 7 |
+
"device": "cuda",
|
| 8 |
+
"apply_b_dec_to_input": true,
|
| 9 |
+
"normalize_activations": "none",
|
| 10 |
+
"reshape_activations": "none",
|
| 11 |
+
"metadata": {
|
| 12 |
+
"sae_lens_version": "6.43.0",
|
| 13 |
+
"sae_lens_training_version": "6.43.0"
|
| 14 |
+
},
|
| 15 |
+
"decoder_init_norm": 0.1,
|
| 16 |
+
"k": 48,
|
| 17 |
+
"use_sparse_activations": false,
|
| 18 |
+
"aux_loss_coefficient": 1.0,
|
| 19 |
+
"rescale_acts_by_decoder_norm": true,
|
| 20 |
+
"architecture": "topk"
|
| 21 |
+
},
|
| 22 |
+
"training_samples": 50000000,
|
| 23 |
+
"batch_size": 4096,
|
| 24 |
+
"lr": 0.0003,
|
| 25 |
+
"lr_warm_up_steps": 1000,
|
| 26 |
+
"lr_decay_steps": 0,
|
| 27 |
+
"lr_scheduler_name": "constant",
|
| 28 |
+
"lr_end": 2.9999999999999997e-05,
|
| 29 |
+
"adam_beta1": 0.9,
|
| 30 |
+
"adam_beta2": 0.999,
|
| 31 |
+
"n_restart_cycles": 1,
|
| 32 |
+
"device": "cuda",
|
| 33 |
+
"autocast_sae": false,
|
| 34 |
+
"autocast_data": false,
|
| 35 |
+
"n_checkpoints": 0,
|
| 36 |
+
"checkpoint_path": "runs/topk_k48_s2/ckpts",
|
| 37 |
+
"save_final_checkpoint": true,
|
| 38 |
+
"output_path": "runs/topk_k48_s2",
|
| 39 |
+
"save_synthetic_model": false,
|
| 40 |
+
"eval_frequency": 200000,
|
| 41 |
+
"eval_samples": 200000,
|
| 42 |
+
"run_final_eval": true,
|
| 43 |
+
"dead_feature_window": 1000,
|
| 44 |
+
"feature_sampling_window": 2000,
|
| 45 |
+
"n_batches_for_norm_estimate": 1000,
|
| 46 |
+
"sae_lens_version": "6.43.0",
|
| 47 |
+
"logger": {
|
| 48 |
+
"log_to_wandb": true,
|
| 49 |
+
"log_activations_store_to_wandb": false,
|
| 50 |
+
"log_optimizer_state_to_wandb": false,
|
| 51 |
+
"log_weights_to_wandb": true,
|
| 52 |
+
"wandb_project": "sae_lens_training",
|
| 53 |
+
"wandb_id": null,
|
| 54 |
+
"run_name": "synthetic-topk-16384-LR-0.0003",
|
| 55 |
+
"wandb_entity": null,
|
| 56 |
+
"wandb_log_frequency": 10,
|
| 57 |
+
"eval_every_n_wandb_logs": 100
|
| 58 |
+
}
|
| 59 |
+
}
|