adamkarvonen
commited on
Add files using upload-large-folder tool
Browse filesThis view is limited to 50 files because it contains too many changes.
See raw diff
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_0_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_24414_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_2441_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_77203_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_7720_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_0_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_24414_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_2441_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_77203_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_7720_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_0_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_24414_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_2441_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_77203_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_7720_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_0_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_24414_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_2441_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_77203_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_7720_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_0_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_24414_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_2441_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_0_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_24414_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_77203_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_7720_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_24414_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_2441_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_77203_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_7720_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_24414_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_77203_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_7720_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_0_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_24414_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_2441_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_77203_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_7720_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_0_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_24414_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_2441_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_77203_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_7720_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_0_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_24414_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_2441_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_7720_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_0_eval_results.json +94 -0
- core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_24414_eval_results.json +94 -0
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_0_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "9a42ef4a-7192-4d9b-b5f1-6810b12d36c0",
|
22 |
+
"datetime_epoch_millis": 1737088751295,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": -0.11801242236024845,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 11.25
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": -0.15789473684210525,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 13.9375,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": -0.66015625,
|
37 |
+
"mse": 11.625,
|
38 |
+
"cossim": 0.2314453125
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 19.625,
|
43 |
+
"l2_ratio": 0.13671875,
|
44 |
+
"relative_reconstruction_bias": 0.498046875
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 8284.9794921875,
|
48 |
+
"l1": 1512.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.58587646484375,
|
56 |
+
"freq_over_10_percent": 0.5455322265625,
|
57 |
+
"normalized_freq_over_1_percent": 0.9993784427642822,
|
58 |
+
"normalized_freq_over_10_percent": 0.996185302734375,
|
59 |
+
"average_max_encoder_cosine_sim": 0.08247292041778564,
|
60 |
+
"average_max_decoder_cosine_sim": 0.08263102173805237,
|
61 |
+
"frac_alive": 0.70751953125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_0",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 0,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_24414_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "f15780e2-50c7-4625-a1b4-fa7ec8a9dbe6",
|
22 |
+
"datetime_epoch_millis": 1737090082546,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9928183229813664,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.072265625
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.993421052631579,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.0,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.83203125,
|
37 |
+
"mse": 1.0390625,
|
38 |
+
"cossim": 0.94921875
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 136.0,
|
43 |
+
"l2_ratio": 0.90234375,
|
44 |
+
"relative_reconstruction_bias": 0.9609375
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 919.8170776367188,
|
48 |
+
"l1": 844.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.74188232421875,
|
56 |
+
"freq_over_10_percent": 0.18597412109375,
|
57 |
+
"normalized_freq_over_1_percent": 0.9965091347694397,
|
58 |
+
"normalized_freq_over_10_percent": 0.45684322714805603,
|
59 |
+
"average_max_encoder_cosine_sim": 0.11792239546775818,
|
60 |
+
"average_max_decoder_cosine_sim": 0.22481057047843933,
|
61 |
+
"frac_alive": 0.77911376953125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_24414",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 49999872,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_2441_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "a1e36606-0b2d-428f-ba27-ea2a5bb38877",
|
22 |
+
"datetime_epoch_millis": 1737089418634,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9959724378881988,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.04052734375
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9967105263157895,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 2.96875,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.90234375,
|
37 |
+
"mse": 0.5859375,
|
38 |
+
"cossim": 0.97265625
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 137.0,
|
43 |
+
"l2_ratio": 0.91015625,
|
44 |
+
"relative_reconstruction_bias": 0.94921875
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 3885.09130859375,
|
48 |
+
"l1": 2000.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.75811767578125,
|
56 |
+
"freq_over_10_percent": 0.75726318359375,
|
57 |
+
"normalized_freq_over_1_percent": 0.9999411702156067,
|
58 |
+
"normalized_freq_over_10_percent": 0.9997740387916565,
|
59 |
+
"average_max_encoder_cosine_sim": 0.09545081853866577,
|
60 |
+
"average_max_decoder_cosine_sim": 0.11997520923614502,
|
61 |
+
"frac_alive": 0.771484375
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_2441",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 4999168,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_77203_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "04fea0ca-dc7e-44d9-b4ef-dc58ab68911b",
|
22 |
+
"datetime_epoch_millis": 1737091408918,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9926242236024845,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.07421875
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.993421052631579,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.0,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.828125,
|
37 |
+
"mse": 1.046875,
|
38 |
+
"cossim": 0.94921875
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 136.0,
|
43 |
+
"l2_ratio": 0.90234375,
|
44 |
+
"relative_reconstruction_bias": 0.9609375
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 846.8098754882812,
|
48 |
+
"l1": 828.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.707763671875,
|
56 |
+
"freq_over_10_percent": 0.17083740234375,
|
57 |
+
"normalized_freq_over_1_percent": 0.9930857419967651,
|
58 |
+
"normalized_freq_over_10_percent": 0.47286680340766907,
|
59 |
+
"average_max_encoder_cosine_sim": 0.1205168068408966,
|
60 |
+
"average_max_decoder_cosine_sim": 0.23465579748153687,
|
61 |
+
"frac_alive": 0.7835693359375
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_77203",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 158111744,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_7720_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "f11d3335-e10e-4f0c-854e-cf9b5fc0595c",
|
22 |
+
"datetime_epoch_millis": 1737090744155,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9921389751552795,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.0791015625
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.993421052631579,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.0,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.82421875,
|
37 |
+
"mse": 1.0859375,
|
38 |
+
"cossim": 0.94921875
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 135.0,
|
43 |
+
"l2_ratio": 0.8984375,
|
44 |
+
"relative_reconstruction_bias": 0.95703125
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 1142.0968017578125,
|
48 |
+
"l1": 916.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.76666259765625,
|
56 |
+
"freq_over_10_percent": 0.28375244140625,
|
57 |
+
"normalized_freq_over_1_percent": 0.9996949434280396,
|
58 |
+
"normalized_freq_over_10_percent": 0.5121275186538696,
|
59 |
+
"average_max_encoder_cosine_sim": 0.10314187407493591,
|
60 |
+
"average_max_decoder_cosine_sim": 0.18152651190757751,
|
61 |
+
"frac_alive": 0.7735595703125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_7720",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 15810560,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_0_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "d585776b-9337-4514-858f-0446b340d2ce",
|
22 |
+
"datetime_epoch_millis": 1737092063716,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": -0.11801242236024845,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 11.25
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": -0.15789473684210525,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 13.9375,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": -0.66015625,
|
37 |
+
"mse": 11.625,
|
38 |
+
"cossim": 0.2314453125
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 19.625,
|
43 |
+
"l2_ratio": 0.13671875,
|
44 |
+
"relative_reconstruction_bias": 0.498046875
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 8284.9794921875,
|
48 |
+
"l1": 1512.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.58587646484375,
|
56 |
+
"freq_over_10_percent": 0.5455322265625,
|
57 |
+
"normalized_freq_over_1_percent": 0.9993784427642822,
|
58 |
+
"normalized_freq_over_10_percent": 0.996185302734375,
|
59 |
+
"average_max_encoder_cosine_sim": 0.08247292041778564,
|
60 |
+
"average_max_decoder_cosine_sim": 0.08263102173805237,
|
61 |
+
"frac_alive": 0.70751953125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_0",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 0,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_24414_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "8b92aeaa-54a1-4d41-861a-9afe1fa65017",
|
22 |
+
"datetime_epoch_millis": 1737093384586,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9906832298136646,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.09375
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9917763157894737,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.015625,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.796875,
|
37 |
+
"mse": 1.2578125,
|
38 |
+
"cossim": 0.9375
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 134.0,
|
43 |
+
"l2_ratio": 0.89453125,
|
44 |
+
"relative_reconstruction_bias": 0.9609375
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 619.0211181640625,
|
48 |
+
"l1": 676.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.69415283203125,
|
56 |
+
"freq_over_10_percent": 0.06573486328125,
|
57 |
+
"normalized_freq_over_1_percent": 0.9882991313934326,
|
58 |
+
"normalized_freq_over_10_percent": 0.2219158262014389,
|
59 |
+
"average_max_encoder_cosine_sim": 0.1150292158126831,
|
60 |
+
"average_max_decoder_cosine_sim": 0.23925936222076416,
|
61 |
+
"frac_alive": 0.77880859375
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_24414",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 49999872,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_2441_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "ddbc501b-bfcb-4001-b0b2-8fa18a41fca4",
|
22 |
+
"datetime_epoch_millis": 1737092729623,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9946380046583851,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.053955078125
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9950657894736842,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 2.984375,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.8828125,
|
37 |
+
"mse": 0.71484375,
|
38 |
+
"cossim": 0.96875
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 135.0,
|
43 |
+
"l2_ratio": 0.8984375,
|
44 |
+
"relative_reconstruction_bias": 0.9453125
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 3259.3037109375,
|
48 |
+
"l1": 1744.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.7579345703125,
|
56 |
+
"freq_over_10_percent": 0.755859375,
|
57 |
+
"normalized_freq_over_1_percent": 0.999921441078186,
|
58 |
+
"normalized_freq_over_10_percent": 0.9992246627807617,
|
59 |
+
"average_max_encoder_cosine_sim": 0.09664982557296753,
|
60 |
+
"average_max_decoder_cosine_sim": 0.12478163838386536,
|
61 |
+
"frac_alive": 0.76776123046875
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_2441",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 4999168,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_77203_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "6db59bb3-a29b-49fc-8579-ddf3801c3a02",
|
22 |
+
"datetime_epoch_millis": 1737094687743,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9902950310559007,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.09765625
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9901315789473685,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.03125,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.79296875,
|
37 |
+
"mse": 1.265625,
|
38 |
+
"cossim": 0.9375
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 134.0,
|
43 |
+
"l2_ratio": 0.89453125,
|
44 |
+
"relative_reconstruction_bias": 0.9609375
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 576.2867431640625,
|
48 |
+
"l1": 664.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.64935302734375,
|
56 |
+
"freq_over_10_percent": 0.0712890625,
|
57 |
+
"normalized_freq_over_1_percent": 0.9816083312034607,
|
58 |
+
"normalized_freq_over_10_percent": 0.26724570989608765,
|
59 |
+
"average_max_encoder_cosine_sim": 0.11976075172424316,
|
60 |
+
"average_max_decoder_cosine_sim": 0.2513824701309204,
|
61 |
+
"frac_alive": 0.78326416015625
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_77203",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 158111744,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_7720_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "bedadea7-f002-495b-b112-eb618d39e13b",
|
22 |
+
"datetime_epoch_millis": 1737094027441,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9899068322981367,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.1015625
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9901315789473685,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.03125,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.7890625,
|
37 |
+
"mse": 1.2890625,
|
38 |
+
"cossim": 0.9375
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 133.0,
|
43 |
+
"l2_ratio": 0.88671875,
|
44 |
+
"relative_reconstruction_bias": 0.95703125
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 784.3521118164062,
|
48 |
+
"l1": 740.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.7540283203125,
|
56 |
+
"freq_over_10_percent": 0.06793212890625,
|
57 |
+
"normalized_freq_over_1_percent": 0.9976953864097595,
|
58 |
+
"normalized_freq_over_10_percent": 0.17897067964076996,
|
59 |
+
"average_max_encoder_cosine_sim": 0.10633641481399536,
|
60 |
+
"average_max_decoder_cosine_sim": 0.19947591423988342,
|
61 |
+
"frac_alive": 0.77392578125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_7720",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 15810560,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_0_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "fb747d53-ea3e-4315-bc5a-266a0aa44d94",
|
22 |
+
"datetime_epoch_millis": 1737095341224,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": -0.11801242236024845,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 11.25
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": -0.15789473684210525,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 13.9375,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": -0.66015625,
|
37 |
+
"mse": 11.625,
|
38 |
+
"cossim": 0.2314453125
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 19.625,
|
43 |
+
"l2_ratio": 0.13671875,
|
44 |
+
"relative_reconstruction_bias": 0.498046875
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 8284.9794921875,
|
48 |
+
"l1": 1512.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.58587646484375,
|
56 |
+
"freq_over_10_percent": 0.5455322265625,
|
57 |
+
"normalized_freq_over_1_percent": 0.9993784427642822,
|
58 |
+
"normalized_freq_over_10_percent": 0.996185302734375,
|
59 |
+
"average_max_encoder_cosine_sim": 0.08247292041778564,
|
60 |
+
"average_max_decoder_cosine_sim": 0.08263102173805237,
|
61 |
+
"frac_alive": 0.70751953125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_0",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 0,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_24414_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "2508be2a-06b6-432d-b41a-94dfa342cf20",
|
22 |
+
"datetime_epoch_millis": 1737096669213,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9871894409937888,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.12890625
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9868421052631579,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.0625,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.75390625,
|
37 |
+
"mse": 1.53125,
|
38 |
+
"cossim": 0.92578125
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 131.0,
|
43 |
+
"l2_ratio": 0.875,
|
44 |
+
"relative_reconstruction_bias": 0.953125
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 355.20306396484375,
|
48 |
+
"l1": 504.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.55322265625,
|
56 |
+
"freq_over_10_percent": 0.01171875,
|
57 |
+
"normalized_freq_over_1_percent": 0.9503799080848694,
|
58 |
+
"normalized_freq_over_10_percent": 0.0791691467165947,
|
59 |
+
"average_max_encoder_cosine_sim": 0.12074530124664307,
|
60 |
+
"average_max_decoder_cosine_sim": 0.27038297057151794,
|
61 |
+
"frac_alive": 0.77752685546875
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_24414",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 49999872,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_2441_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "45cd1478-4112-48f5-9e17-e4aabe64a5c5",
|
22 |
+
"datetime_epoch_millis": 1737096010263,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.992090450310559,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.07958984375
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.993421052631579,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.0,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.84765625,
|
37 |
+
"mse": 0.921875,
|
38 |
+
"cossim": 0.95703125
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 133.0,
|
43 |
+
"l2_ratio": 0.8828125,
|
44 |
+
"relative_reconstruction_bias": 0.9375
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 2507.411376953125,
|
48 |
+
"l1": 1424.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.75653076171875,
|
56 |
+
"freq_over_10_percent": 0.74212646484375,
|
57 |
+
"normalized_freq_over_1_percent": 0.999845564365387,
|
58 |
+
"normalized_freq_over_10_percent": 0.99249267578125,
|
59 |
+
"average_max_encoder_cosine_sim": 0.0986902117729187,
|
60 |
+
"average_max_decoder_cosine_sim": 0.1333763599395752,
|
61 |
+
"frac_alive": 0.764404296875
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_2441",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 4999168,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_77203_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "5a0f0457-de8c-4939-9598-2a66e0e9fd2f",
|
22 |
+
"datetime_epoch_millis": 1737097981959,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9865100931677019,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.1357421875
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9868421052631579,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.0625,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.75,
|
37 |
+
"mse": 1.5390625,
|
38 |
+
"cossim": 0.92578125
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 132.0,
|
43 |
+
"l2_ratio": 0.87890625,
|
44 |
+
"relative_reconstruction_bias": 0.95703125
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 333.3648681640625,
|
48 |
+
"l1": 498.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.5145263671875,
|
56 |
+
"freq_over_10_percent": 0.013916015625,
|
57 |
+
"normalized_freq_over_1_percent": 0.9422687292098999,
|
58 |
+
"normalized_freq_over_10_percent": 0.09786693751811981,
|
59 |
+
"average_max_encoder_cosine_sim": 0.12521174550056458,
|
60 |
+
"average_max_decoder_cosine_sim": 0.2820191979408264,
|
61 |
+
"frac_alive": 0.78155517578125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_77203",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 158111744,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_7720_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "533ec47f-b3a7-4ce8-be60-8102b85f6291",
|
22 |
+
"datetime_epoch_millis": 1737097320329,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9861218944099379,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.1396484375
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9868421052631579,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.0625,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.74609375,
|
37 |
+
"mse": 1.5703125,
|
38 |
+
"cossim": 0.921875
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 131.0,
|
43 |
+
"l2_ratio": 0.87109375,
|
44 |
+
"relative_reconstruction_bias": 0.953125
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 450.5531005859375,
|
48 |
+
"l1": 548.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.67633056640625,
|
56 |
+
"freq_over_10_percent": 0.01116943359375,
|
57 |
+
"normalized_freq_over_1_percent": 0.9802066683769226,
|
58 |
+
"normalized_freq_over_10_percent": 0.06410705298185349,
|
59 |
+
"average_max_encoder_cosine_sim": 0.11628961563110352,
|
60 |
+
"average_max_decoder_cosine_sim": 0.23040243983268738,
|
61 |
+
"frac_alive": 0.773193359375
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_7720",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 15810560,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_0_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "1565083c-eeb1-42d9-9279-485f6e1e33a0",
|
22 |
+
"datetime_epoch_millis": 1737098942943,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": -0.11801242236024845,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 11.25
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": -0.15789473684210525,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 13.9375,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": -0.66015625,
|
37 |
+
"mse": 11.625,
|
38 |
+
"cossim": 0.2314453125
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 19.625,
|
43 |
+
"l2_ratio": 0.13671875,
|
44 |
+
"relative_reconstruction_bias": 0.498046875
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 8284.9794921875,
|
48 |
+
"l1": 1512.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.58587646484375,
|
56 |
+
"freq_over_10_percent": 0.5455322265625,
|
57 |
+
"normalized_freq_over_1_percent": 0.9993784427642822,
|
58 |
+
"normalized_freq_over_10_percent": 0.996185302734375,
|
59 |
+
"average_max_encoder_cosine_sim": 0.08247292041778564,
|
60 |
+
"average_max_decoder_cosine_sim": 0.08263102173805237,
|
61 |
+
"frac_alive": 0.70751953125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_0",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 0,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_24414_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "00233764-baa5-4228-acf5-14fa7b05d260",
|
22 |
+
"datetime_epoch_millis": 1737100270972,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9797166149068323,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.2041015625
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9802631578947368,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.125,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.6953125,
|
37 |
+
"mse": 1.8984375,
|
38 |
+
"cossim": 0.90625
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 128.0,
|
43 |
+
"l2_ratio": 0.8515625,
|
44 |
+
"relative_reconstruction_bias": 0.94921875
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 161.5615997314453,
|
48 |
+
"l1": 346.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.3341064453125,
|
56 |
+
"freq_over_10_percent": 0.00372314453125,
|
57 |
+
"normalized_freq_over_1_percent": 0.8389584422111511,
|
58 |
+
"normalized_freq_over_10_percent": 0.06103343144059181,
|
59 |
+
"average_max_encoder_cosine_sim": 0.1378571093082428,
|
60 |
+
"average_max_decoder_cosine_sim": 0.3193039298057556,
|
61 |
+
"frac_alive": 0.7738037109375
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_24414",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 49999872,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_2441_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "e02ce30e-879f-462e-a55c-b8979bd416a0",
|
22 |
+
"datetime_epoch_millis": 1737099604772,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9863159937888198,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.1376953125
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9868421052631579,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.0625,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.7890625,
|
37 |
+
"mse": 1.2890625,
|
38 |
+
"cossim": 0.9375
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 130.0,
|
43 |
+
"l2_ratio": 0.86328125,
|
44 |
+
"relative_reconstruction_bias": 0.93359375
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 1601.7706298828125,
|
48 |
+
"l1": 1016.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.75482177734375,
|
56 |
+
"freq_over_10_percent": 0.61944580078125,
|
57 |
+
"normalized_freq_over_1_percent": 0.9997335076332092,
|
58 |
+
"normalized_freq_over_10_percent": 0.8935118317604065,
|
59 |
+
"average_max_encoder_cosine_sim": 0.10375377535820007,
|
60 |
+
"average_max_decoder_cosine_sim": 0.15143558382987976,
|
61 |
+
"frac_alive": 0.7637939453125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_2441",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 4999168,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_77203_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "cd6b4e8d-52d9-47a1-be9e-d521c2d73e2e",
|
22 |
+
"datetime_epoch_millis": 1737101568539,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9788431677018633,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.212890625
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9786184210526315,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.140625,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.6953125,
|
37 |
+
"mse": 1.8984375,
|
38 |
+
"cossim": 0.90625
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 128.0,
|
43 |
+
"l2_ratio": 0.85546875,
|
44 |
+
"relative_reconstruction_bias": 0.953125
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 154.00489807128906,
|
48 |
+
"l1": 342.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.31182861328125,
|
56 |
+
"freq_over_10_percent": 0.00360107421875,
|
57 |
+
"normalized_freq_over_1_percent": 0.8309557437896729,
|
58 |
+
"normalized_freq_over_10_percent": 0.062680684030056,
|
59 |
+
"average_max_encoder_cosine_sim": 0.1386987268924713,
|
60 |
+
"average_max_decoder_cosine_sim": 0.3280541002750397,
|
61 |
+
"frac_alive": 0.7774658203125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_77203",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 158111744,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_7720_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "8ef6274f-cf1b-4c5b-96bb-117d76b9c415",
|
22 |
+
"datetime_epoch_millis": 1737100921548,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9782608695652174,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.21875
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9786184210526315,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.140625,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.68359375,
|
37 |
+
"mse": 1.953125,
|
38 |
+
"cossim": 0.90234375
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 127.5,
|
43 |
+
"l2_ratio": 0.84765625,
|
44 |
+
"relative_reconstruction_bias": 0.94921875
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 194.47291564941406,
|
48 |
+
"l1": 366.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.4271240234375,
|
56 |
+
"freq_over_10_percent": 0.004150390625,
|
57 |
+
"normalized_freq_over_1_percent": 0.8699578642845154,
|
58 |
+
"normalized_freq_over_10_percent": 0.06306909769773483,
|
59 |
+
"average_max_encoder_cosine_sim": 0.14042344689369202,
|
60 |
+
"average_max_decoder_cosine_sim": 0.28254076838493347,
|
61 |
+
"frac_alive": 0.7706298828125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_7720",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 15810560,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_0_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "1fe4c599-9481-4924-85e2-26c489a36a10",
|
22 |
+
"datetime_epoch_millis": 1737102220879,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": -0.11801242236024845,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 11.25
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": -0.15789473684210525,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 13.9375,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": -0.66015625,
|
37 |
+
"mse": 11.625,
|
38 |
+
"cossim": 0.2314453125
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 19.625,
|
43 |
+
"l2_ratio": 0.13671875,
|
44 |
+
"relative_reconstruction_bias": 0.498046875
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 8284.9794921875,
|
48 |
+
"l1": 1512.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.58587646484375,
|
56 |
+
"freq_over_10_percent": 0.5455322265625,
|
57 |
+
"normalized_freq_over_1_percent": 0.9993784427642822,
|
58 |
+
"normalized_freq_over_10_percent": 0.996185302734375,
|
59 |
+
"average_max_encoder_cosine_sim": 0.08247292041778564,
|
60 |
+
"average_max_decoder_cosine_sim": 0.08263102173805237,
|
61 |
+
"frac_alive": 0.70751953125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_0",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 0,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_24414_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "dcada380-d8d6-47e9-a5f3-21d5ce647108",
|
22 |
+
"datetime_epoch_millis": 1737102858498,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9726319875776398,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.275390625
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9720394736842105,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.203125,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.65625,
|
37 |
+
"mse": 2.140625,
|
38 |
+
"cossim": 0.89453125
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 125.5,
|
43 |
+
"l2_ratio": 0.8359375,
|
44 |
+
"relative_reconstruction_bias": 0.9453125
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 95.8934326171875,
|
48 |
+
"l1": 272.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.197021484375,
|
56 |
+
"freq_over_10_percent": 0.00177001953125,
|
57 |
+
"normalized_freq_over_1_percent": 0.6955649852752686,
|
58 |
+
"normalized_freq_over_10_percent": 0.05396820604801178,
|
59 |
+
"average_max_encoder_cosine_sim": 0.15311825275421143,
|
60 |
+
"average_max_decoder_cosine_sim": 0.3523029088973999,
|
61 |
+
"frac_alive": 0.77081298828125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_24414",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 49999872,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_2441_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "c3620ff9-f2bb-4c0a-b89a-2672ea6cf76d",
|
22 |
+
"datetime_epoch_millis": 1737103502376,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9795225155279503,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.2060546875
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9802631578947368,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.125,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.73828125,
|
37 |
+
"mse": 1.609375,
|
38 |
+
"cossim": 0.921875
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 127.0,
|
43 |
+
"l2_ratio": 0.84375,
|
44 |
+
"relative_reconstruction_bias": 0.9296875
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 1081.6478271484375,
|
48 |
+
"l1": 764.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.75079345703125,
|
56 |
+
"freq_over_10_percent": 0.2041015625,
|
57 |
+
"normalized_freq_over_1_percent": 0.9994451999664307,
|
58 |
+
"normalized_freq_over_10_percent": 0.3955188989639282,
|
59 |
+
"average_max_encoder_cosine_sim": 0.11392626166343689,
|
60 |
+
"average_max_decoder_cosine_sim": 0.17225778102874756,
|
61 |
+
"frac_alive": 0.76593017578125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_2441",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 4999168,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_0_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "9d78f1b5-78fa-45e7-95c5-7bbdad46cf29",
|
22 |
+
"datetime_epoch_millis": 1737105475043,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": -0.11801242236024845,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 11.25
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": -0.15789473684210525,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 13.9375,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": -0.66015625,
|
37 |
+
"mse": 11.625,
|
38 |
+
"cossim": 0.2314453125
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 19.625,
|
43 |
+
"l2_ratio": 0.13671875,
|
44 |
+
"relative_reconstruction_bias": 0.498046875
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 8284.9794921875,
|
48 |
+
"l1": 1512.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.58587646484375,
|
56 |
+
"freq_over_10_percent": 0.5455322265625,
|
57 |
+
"normalized_freq_over_1_percent": 0.9993784427642822,
|
58 |
+
"normalized_freq_over_10_percent": 0.996185302734375,
|
59 |
+
"average_max_encoder_cosine_sim": 0.08247292041778564,
|
60 |
+
"average_max_decoder_cosine_sim": 0.08263102173805237,
|
61 |
+
"frac_alive": 0.70751953125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_0",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 0,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_24414_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "bfb435ed-7a7a-4917-917c-4ef7b65ddf8b",
|
22 |
+
"datetime_epoch_millis": 1737106778413,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9569099378881988,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.43359375
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9555921052631579,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.359375,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.6015625,
|
37 |
+
"mse": 2.46875,
|
38 |
+
"cossim": 0.87890625
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 122.0,
|
43 |
+
"l2_ratio": 0.8125,
|
44 |
+
"relative_reconstruction_bias": 0.9375
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 50.3739128112793,
|
48 |
+
"l1": 202.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.07257080078125,
|
56 |
+
"freq_over_10_percent": 0.0008544921875,
|
57 |
+
"normalized_freq_over_1_percent": 0.45237043499946594,
|
58 |
+
"normalized_freq_over_10_percent": 0.04552031308412552,
|
59 |
+
"average_max_encoder_cosine_sim": 0.18154779076576233,
|
60 |
+
"average_max_decoder_cosine_sim": 0.3944189250469208,
|
61 |
+
"frac_alive": 0.76318359375
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_24414",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 49999872,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_77203_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "7c21cbec-71dd-40b6-bb41-c41d10032799",
|
22 |
+
"datetime_epoch_millis": 1737108096330,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9557453416149069,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.4453125
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9555921052631579,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.359375,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.6015625,
|
37 |
+
"mse": 2.46875,
|
38 |
+
"cossim": 0.87890625
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 122.5,
|
43 |
+
"l2_ratio": 0.8125,
|
44 |
+
"relative_reconstruction_bias": 0.9375
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 49.16261672973633,
|
48 |
+
"l1": 202.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.070068359375,
|
56 |
+
"freq_over_10_percent": 0.0008544921875,
|
57 |
+
"normalized_freq_over_1_percent": 0.4545978903770447,
|
58 |
+
"normalized_freq_over_10_percent": 0.048545803874731064,
|
59 |
+
"average_max_encoder_cosine_sim": 0.17118620872497559,
|
60 |
+
"average_max_decoder_cosine_sim": 0.4011808931827545,
|
61 |
+
"frac_alive": 0.76416015625
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_77203",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 158111744,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_7720_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "9be3c0cc-e211-4d40-9d24-04c8b695f4f0",
|
22 |
+
"datetime_epoch_millis": 1737107430938,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9541925465838509,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.4609375
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9523026315789473,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.390625,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.59765625,
|
37 |
+
"mse": 2.515625,
|
38 |
+
"cossim": 0.875
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 121.5,
|
43 |
+
"l2_ratio": 0.80859375,
|
44 |
+
"relative_reconstruction_bias": 0.93359375
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 60.44685745239258,
|
48 |
+
"l1": 210.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.090087890625,
|
56 |
+
"freq_over_10_percent": 0.00103759765625,
|
57 |
+
"normalized_freq_over_1_percent": 0.49954578280448914,
|
58 |
+
"normalized_freq_over_10_percent": 0.05795824155211449,
|
59 |
+
"average_max_encoder_cosine_sim": 0.20991554856300354,
|
60 |
+
"average_max_decoder_cosine_sim": 0.3656063973903656,
|
61 |
+
"frac_alive": 0.7618408203125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_standard_new_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_7720",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "standard_april_update",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 15810560,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_24414_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "717a8266-d191-41d1-8a0f-c2fbd3756a31",
|
22 |
+
"datetime_epoch_millis": 1737130391498,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9545807453416149,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.45703125
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9539473684210527,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.375,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.58203125,
|
37 |
+
"mse": 2.640625,
|
38 |
+
"cossim": 0.8671875
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 130.0,
|
43 |
+
"l2_ratio": 0.8671875,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 20.0,
|
48 |
+
"l1": 274.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.0216064453125,
|
56 |
+
"freq_over_10_percent": 0.00030517578125,
|
57 |
+
"normalized_freq_over_1_percent": 0.3941207528114319,
|
58 |
+
"normalized_freq_over_10_percent": 0.08973025530576706,
|
59 |
+
"average_max_encoder_cosine_sim": 0.14797630906105042,
|
60 |
+
"average_max_decoder_cosine_sim": 0.2409074604511261,
|
61 |
+
"frac_alive": 0.7117919921875
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_24414",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 49999872,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_2441_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "4af9543c-52fd-4f6a-bc09-6f4673f7bf92",
|
22 |
+
"datetime_epoch_millis": 1737129741442,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9161490683229814,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.84375
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9144736842105263,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.75,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.51953125,
|
37 |
+
"mse": 3.046875,
|
38 |
+
"cossim": 0.84765625
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 126.5,
|
43 |
+
"l2_ratio": 0.84375,
|
44 |
+
"relative_reconstruction_bias": 0.99609375
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 20.0,
|
48 |
+
"l1": 292.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.03167724609375,
|
56 |
+
"freq_over_10_percent": 0.00042724609375,
|
57 |
+
"normalized_freq_over_1_percent": 0.634135365486145,
|
58 |
+
"normalized_freq_over_10_percent": 0.10063165426254272,
|
59 |
+
"average_max_encoder_cosine_sim": 0.10389557480812073,
|
60 |
+
"average_max_decoder_cosine_sim": 0.14223438501358032,
|
61 |
+
"frac_alive": 0.77716064453125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_2441",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 4999168,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_77203_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "d7964637-2a97-48e2-8e4c-b0757ce04170",
|
22 |
+
"datetime_epoch_millis": 1737131716975,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9621506211180124,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.380859375
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9605263157894737,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.3125,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.6015625,
|
37 |
+
"mse": 2.515625,
|
38 |
+
"cossim": 0.875
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 131.0,
|
43 |
+
"l2_ratio": 0.875,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 19.999126434326172,
|
48 |
+
"l1": 272.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.01458740234375,
|
56 |
+
"freq_over_10_percent": 0.00030517578125,
|
57 |
+
"normalized_freq_over_1_percent": 0.2999225854873657,
|
58 |
+
"normalized_freq_over_10_percent": 0.0883268490433693,
|
59 |
+
"average_max_encoder_cosine_sim": 0.15679720044136047,
|
60 |
+
"average_max_decoder_cosine_sim": 0.3267616331577301,
|
61 |
+
"frac_alive": 0.85528564453125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_77203",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 158111744,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_7720_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "f0df7d98-e4ad-437a-b33b-051d5b164a72",
|
22 |
+
"datetime_epoch_millis": 1737131043773,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9421583850931677,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.58203125
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9407894736842105,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.5,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.55859375,
|
37 |
+
"mse": 2.796875,
|
38 |
+
"cossim": 0.859375
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 129.0,
|
43 |
+
"l2_ratio": 0.859375,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 20.0,
|
48 |
+
"l1": 286.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.0279541015625,
|
56 |
+
"freq_over_10_percent": 0.000244140625,
|
57 |
+
"normalized_freq_over_1_percent": 0.5092943906784058,
|
58 |
+
"normalized_freq_over_10_percent": 0.08681026101112366,
|
59 |
+
"average_max_encoder_cosine_sim": 0.1526033580303192,
|
60 |
+
"average_max_decoder_cosine_sim": 0.1897261142730713,
|
61 |
+
"frac_alive": 0.4984130859375
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_0_step_7720",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 15810560,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_24414_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "d2e55692-4598-4cd8-98fd-08a32b9ebf5f",
|
22 |
+
"datetime_epoch_millis": 1737133701142,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9763198757763976,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.23828125
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.975328947368421,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.171875,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.66015625,
|
37 |
+
"mse": 2.140625,
|
38 |
+
"cossim": 0.89453125
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 134.0,
|
43 |
+
"l2_ratio": 0.89453125,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 39.99905776977539,
|
48 |
+
"l1": 376.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.0465087890625,
|
56 |
+
"freq_over_10_percent": 0.0008544921875,
|
57 |
+
"normalized_freq_over_1_percent": 0.43707895278930664,
|
58 |
+
"normalized_freq_over_10_percent": 0.10469388961791992,
|
59 |
+
"average_max_encoder_cosine_sim": 0.14746341109275818,
|
60 |
+
"average_max_decoder_cosine_sim": 0.2945140600204468,
|
61 |
+
"frac_alive": 0.96527099609375
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_24414",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 49999872,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_77203_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "253aa14d-591d-46e3-b380-09cde77e6075",
|
22 |
+
"datetime_epoch_millis": 1737135012020,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9773874223602484,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.2275390625
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9769736842105263,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.15625,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.6640625,
|
37 |
+
"mse": 2.109375,
|
38 |
+
"cossim": 0.89453125
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 134.0,
|
43 |
+
"l2_ratio": 0.8984375,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 39.9855842590332,
|
48 |
+
"l1": 372.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.04364013671875,
|
56 |
+
"freq_over_10_percent": 0.00079345703125,
|
57 |
+
"normalized_freq_over_1_percent": 0.40501129627227783,
|
58 |
+
"normalized_freq_over_10_percent": 0.09745082259178162,
|
59 |
+
"average_max_encoder_cosine_sim": 0.1511368453502655,
|
60 |
+
"average_max_decoder_cosine_sim": 0.31940531730651855,
|
61 |
+
"frac_alive": 0.9710693359375
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_77203",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 158111744,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_7720_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "6fe7e96b-fe61-466a-b5e5-6d3348e914d7",
|
22 |
+
"datetime_epoch_millis": 1737134352788,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9706909937888198,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.294921875
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9703947368421053,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.21875,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.64453125,
|
37 |
+
"mse": 2.234375,
|
38 |
+
"cossim": 0.890625
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 133.0,
|
43 |
+
"l2_ratio": 0.890625,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 40.0,
|
48 |
+
"l1": 390.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.05462646484375,
|
56 |
+
"freq_over_10_percent": 0.00091552734375,
|
57 |
+
"normalized_freq_over_1_percent": 0.5217152833938599,
|
58 |
+
"normalized_freq_over_10_percent": 0.10842728614807129,
|
59 |
+
"average_max_encoder_cosine_sim": 0.1518716812133789,
|
60 |
+
"average_max_decoder_cosine_sim": 0.23512929677963257,
|
61 |
+
"frac_alive": 0.95355224609375
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_1_step_7720",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 15810560,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_0_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "347e25fd-b720-48b3-94d8-3f215c926739",
|
22 |
+
"datetime_epoch_millis": 1737135669322,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.6475155279503105,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 3.546875
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.6447368421052632,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 6.3125,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": -0.390625,
|
37 |
+
"mse": 9.875,
|
38 |
+
"cossim": 0.46484375
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 88.0,
|
43 |
+
"l2_ratio": 0.59375,
|
44 |
+
"relative_reconstruction_bias": 1.2734375
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 80.0,
|
48 |
+
"l1": 696.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.12884521484375,
|
56 |
+
"freq_over_10_percent": 0.0020751953125,
|
57 |
+
"normalized_freq_over_1_percent": 0.7496261596679688,
|
58 |
+
"normalized_freq_over_10_percent": 0.056045256555080414,
|
59 |
+
"average_max_encoder_cosine_sim": 0.08272403478622437,
|
60 |
+
"average_max_decoder_cosine_sim": 0.08272728323936462,
|
61 |
+
"frac_alive": 0.99822998046875
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_0",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 0,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_24414_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "e51a46cd-d059-4832-89df-c8b030e89071",
|
22 |
+
"datetime_epoch_millis": 1737136982186,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9855395962732919,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.1455078125
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9851973684210527,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.078125,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.71484375,
|
37 |
+
"mse": 1.7890625,
|
38 |
+
"cossim": 0.9140625
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 137.0,
|
43 |
+
"l2_ratio": 0.9140625,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 79.99440002441406,
|
48 |
+
"l1": 520.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.138671875,
|
56 |
+
"freq_over_10_percent": 0.0020751953125,
|
57 |
+
"normalized_freq_over_1_percent": 0.6374395489692688,
|
58 |
+
"normalized_freq_over_10_percent": 0.11567915230989456,
|
59 |
+
"average_max_encoder_cosine_sim": 0.13618694245815277,
|
60 |
+
"average_max_decoder_cosine_sim": 0.25490644574165344,
|
61 |
+
"frac_alive": 0.9947509765625
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_24414",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 49999872,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_2441_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "d972cb97-0730-4966-bb0f-dbae7842c783",
|
22 |
+
"datetime_epoch_millis": 1737136324018,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9706909937888198,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.294921875
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9703947368421053,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.21875,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.6484375,
|
37 |
+
"mse": 2.21875,
|
38 |
+
"cossim": 0.890625
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 133.0,
|
43 |
+
"l2_ratio": 0.890625,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 80.0,
|
48 |
+
"l1": 544.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.1170654296875,
|
56 |
+
"freq_over_10_percent": 0.001708984375,
|
57 |
+
"normalized_freq_over_1_percent": 0.6490432024002075,
|
58 |
+
"normalized_freq_over_10_percent": 0.08858413994312286,
|
59 |
+
"average_max_encoder_cosine_sim": 0.1036815345287323,
|
60 |
+
"average_max_decoder_cosine_sim": 0.15943223237991333,
|
61 |
+
"frac_alive": 0.99993896484375
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_2441",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 4999168,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_77203_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "56e83525-4423-42e7-b3e0-278d71a48bb6",
|
22 |
+
"datetime_epoch_millis": 1737138302420,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9858307453416149,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.142578125
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9868421052631579,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.0625,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.71875,
|
37 |
+
"mse": 1.765625,
|
38 |
+
"cossim": 0.9140625
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 137.0,
|
43 |
+
"l2_ratio": 0.9140625,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 79.94734191894531,
|
48 |
+
"l1": 516.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.136474609375,
|
56 |
+
"freq_over_10_percent": 0.0020751953125,
|
57 |
+
"normalized_freq_over_1_percent": 0.6240260601043701,
|
58 |
+
"normalized_freq_over_10_percent": 0.1161656305193901,
|
59 |
+
"average_max_encoder_cosine_sim": 0.13824506103992462,
|
60 |
+
"average_max_decoder_cosine_sim": 0.2747921347618103,
|
61 |
+
"frac_alive": 0.993896484375
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_77203",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 158111744,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_7720_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "526106fa-91c8-4d26-af70-cd473a3e0dbf",
|
22 |
+
"datetime_epoch_millis": 1737137639957,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9832104037267081,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.1689453125
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9835526315789473,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.09375,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.703125,
|
37 |
+
"mse": 1.875,
|
38 |
+
"cossim": 0.90625
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 136.0,
|
43 |
+
"l2_ratio": 0.90625,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 80.0,
|
48 |
+
"l1": 540.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.1358642578125,
|
56 |
+
"freq_over_10_percent": 0.0020751953125,
|
57 |
+
"normalized_freq_over_1_percent": 0.6738699674606323,
|
58 |
+
"normalized_freq_over_10_percent": 0.11297303438186646,
|
59 |
+
"average_max_encoder_cosine_sim": 0.13812285661697388,
|
60 |
+
"average_max_decoder_cosine_sim": 0.2052958607673645,
|
61 |
+
"frac_alive": 0.9996337890625
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_2_step_7720",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 15810560,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_0_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "3640c03a-9534-4d0b-857f-78f775f41196",
|
22 |
+
"datetime_epoch_millis": 1737138951492,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.8819875776397516,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 1.1875
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.8848684210526315,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 4.03125,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": -0.306640625,
|
37 |
+
"mse": 9.25,
|
38 |
+
"cossim": 0.56640625
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 124.5,
|
43 |
+
"l2_ratio": 0.83984375,
|
44 |
+
"relative_reconstruction_bias": 1.46875
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 160.0,
|
48 |
+
"l1": 1288.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.2283935546875,
|
56 |
+
"freq_over_10_percent": 0.01171875,
|
57 |
+
"normalized_freq_over_1_percent": 0.8551189303398132,
|
58 |
+
"normalized_freq_over_10_percent": 0.16454164683818817,
|
59 |
+
"average_max_encoder_cosine_sim": 0.08272403478622437,
|
60 |
+
"average_max_decoder_cosine_sim": 0.08272728323936462,
|
61 |
+
"frac_alive": 0.99993896484375
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_0",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 0,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_24414_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "ce342c6f-2c6b-43e0-8782-ba44bb952477",
|
22 |
+
"datetime_epoch_millis": 1737140243210,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9906832298136646,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.09375
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9917763157894737,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.015625,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.765625,
|
37 |
+
"mse": 1.4765625,
|
38 |
+
"cossim": 0.9296875
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 139.0,
|
43 |
+
"l2_ratio": 0.9296875,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 159.91033935546875,
|
48 |
+
"l1": 748.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.2725830078125,
|
56 |
+
"freq_over_10_percent": 0.00775146484375,
|
57 |
+
"normalized_freq_over_1_percent": 0.8290818929672241,
|
58 |
+
"normalized_freq_over_10_percent": 0.1718595325946808,
|
59 |
+
"average_max_encoder_cosine_sim": 0.1262509971857071,
|
60 |
+
"average_max_decoder_cosine_sim": 0.20394112169742584,
|
61 |
+
"frac_alive": 0.9989013671875
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_24414",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 49999872,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_2441_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "1de37557-8fe6-40e5-afda-4199f69b1f14",
|
22 |
+
"datetime_epoch_millis": 1737139596314,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9806871118012422,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.1943359375
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9819078947368421,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.109375,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.6953125,
|
37 |
+
"mse": 1.9375,
|
38 |
+
"cossim": 0.90625
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 136.0,
|
43 |
+
"l2_ratio": 0.90625,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 160.0,
|
48 |
+
"l1": 748.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.24005126953125,
|
56 |
+
"freq_over_10_percent": 0.0048828125,
|
57 |
+
"normalized_freq_over_1_percent": 0.667547345161438,
|
58 |
+
"normalized_freq_over_10_percent": 0.09531192481517792,
|
59 |
+
"average_max_encoder_cosine_sim": 0.09554071724414825,
|
60 |
+
"average_max_decoder_cosine_sim": 0.13140717148780823,
|
61 |
+
"frac_alive": 1.0
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_2441",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 4999168,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_77203_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "349dae87-7212-4646-a202-94abbf7e3789",
|
22 |
+
"datetime_epoch_millis": 1737141546865,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9910229037267081,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.09033203125
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9917763157894737,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.015625,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.76953125,
|
37 |
+
"mse": 1.4453125,
|
38 |
+
"cossim": 0.9296875
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 139.0,
|
43 |
+
"l2_ratio": 0.9296875,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 159.8649139404297,
|
48 |
+
"l1": 752.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.26690673828125,
|
56 |
+
"freq_over_10_percent": 0.01043701171875,
|
57 |
+
"normalized_freq_over_1_percent": 0.8311017751693726,
|
58 |
+
"normalized_freq_over_10_percent": 0.2127518653869629,
|
59 |
+
"average_max_encoder_cosine_sim": 0.12853123247623444,
|
60 |
+
"average_max_decoder_cosine_sim": 0.23401428759098053,
|
61 |
+
"frac_alive": 0.99505615234375
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_77203",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 158111744,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_7720_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "4dcdf263-9c86-4578-9096-9c247f4a3478",
|
22 |
+
"datetime_epoch_millis": 1737140890581,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9886937111801242,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.11376953125
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9884868421052632,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.046875,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.74609375,
|
37 |
+
"mse": 1.59375,
|
38 |
+
"cossim": 0.921875
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 138.0,
|
43 |
+
"l2_ratio": 0.921875,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 160.0,
|
48 |
+
"l1": 760.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.25311279296875,
|
56 |
+
"freq_over_10_percent": 0.00616455078125,
|
57 |
+
"normalized_freq_over_1_percent": 0.8085933923721313,
|
58 |
+
"normalized_freq_over_10_percent": 0.13049422204494476,
|
59 |
+
"average_max_encoder_cosine_sim": 0.11596609652042389,
|
60 |
+
"average_max_decoder_cosine_sim": 0.15934720635414124,
|
61 |
+
"frac_alive": 0.99932861328125
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_3_step_7720",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 15810560,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_0_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "ebb5d090-c834-4f6a-8a6a-61e820311172",
|
22 |
+
"datetime_epoch_millis": 1737142196174,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9487577639751553,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.515625
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9523026315789473,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.390625,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": -0.462890625,
|
37 |
+
"mse": 10.25,
|
38 |
+
"cossim": 0.6640625
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 178.0,
|
43 |
+
"l2_ratio": 1.1953125,
|
44 |
+
"relative_reconstruction_bias": 1.7890625
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 320.0,
|
48 |
+
"l1": 2352.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.36212158203125,
|
56 |
+
"freq_over_10_percent": 0.046142578125,
|
57 |
+
"normalized_freq_over_1_percent": 0.9232093691825867,
|
58 |
+
"normalized_freq_over_10_percent": 0.36119335889816284,
|
59 |
+
"average_max_encoder_cosine_sim": 0.08272403478622437,
|
60 |
+
"average_max_decoder_cosine_sim": 0.08272728323936462,
|
61 |
+
"frac_alive": 1.0
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_0",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 0,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_24414_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "08d07f89-2640-4c4b-a736-68523752947b",
|
22 |
+
"datetime_epoch_millis": 1737143503285,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9942740683229814,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.0576171875
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9950657894736842,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 2.984375,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.81640625,
|
37 |
+
"mse": 1.15625,
|
38 |
+
"cossim": 0.9453125
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 141.0,
|
43 |
+
"l2_ratio": 0.9453125,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 319.8776550292969,
|
48 |
+
"l1": 1336.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.3206787109375,
|
56 |
+
"freq_over_10_percent": 0.0455322265625,
|
57 |
+
"normalized_freq_over_1_percent": 0.931915283203125,
|
58 |
+
"normalized_freq_over_10_percent": 0.45063677430152893,
|
59 |
+
"average_max_encoder_cosine_sim": 0.12511172890663147,
|
60 |
+
"average_max_decoder_cosine_sim": 0.17318663001060486,
|
61 |
+
"frac_alive": 0.9984130859375
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_24414",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 49999872,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_2441_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "df03f4f9-bde7-4896-b3e8-e25085659dd1",
|
22 |
+
"datetime_epoch_millis": 1737142850232,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9868012422360248,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.1328125
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9868421052631579,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.0625,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.73828125,
|
37 |
+
"mse": 1.640625,
|
38 |
+
"cossim": 0.921875
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 138.0,
|
43 |
+
"l2_ratio": 0.921875,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 320.0,
|
48 |
+
"l1": 1080.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.5947265625,
|
56 |
+
"freq_over_10_percent": 0.02154541015625,
|
57 |
+
"normalized_freq_over_1_percent": 0.8757956624031067,
|
58 |
+
"normalized_freq_over_10_percent": 0.19040317833423615,
|
59 |
+
"average_max_encoder_cosine_sim": 0.0889444351196289,
|
60 |
+
"average_max_decoder_cosine_sim": 0.10326230525970459,
|
61 |
+
"frac_alive": 1.0
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_2441",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 4999168,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_7720_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "d03d7f26-bbc5-4b28-b152-980a5e079e42",
|
22 |
+
"datetime_epoch_millis": 1737144154389,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9928183229813664,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.072265625
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.993421052631579,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.0,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.796875,
|
37 |
+
"mse": 1.2890625,
|
38 |
+
"cossim": 0.9375
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 140.0,
|
43 |
+
"l2_ratio": 0.9375,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 319.992431640625,
|
48 |
+
"l1": 1312.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.32403564453125,
|
56 |
+
"freq_over_10_percent": 0.04571533203125,
|
57 |
+
"normalized_freq_over_1_percent": 0.892452597618103,
|
58 |
+
"normalized_freq_over_10_percent": 0.41427725553512573,
|
59 |
+
"average_max_encoder_cosine_sim": 0.1064244955778122,
|
60 |
+
"average_max_decoder_cosine_sim": 0.12363302707672119,
|
61 |
+
"frac_alive": 1.0
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_4_step_7720",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 15810560,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_0_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "3e1d99b9-dbef-4b7f-be02-65898081c2ba",
|
22 |
+
"datetime_epoch_millis": 1737145443897,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.9578804347826086,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.423828125
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9588815789473685,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 3.328125,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": -1.390625,
|
37 |
+
"mse": 16.5,
|
38 |
+
"cossim": 0.75
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 256.0,
|
43 |
+
"l2_ratio": 1.71875,
|
44 |
+
"relative_reconstruction_bias": 2.28125
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 640.0,
|
48 |
+
"l1": 4224.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.5230712890625,
|
56 |
+
"freq_over_10_percent": 0.12225341796875,
|
57 |
+
"normalized_freq_over_1_percent": 0.9620118141174316,
|
58 |
+
"normalized_freq_over_10_percent": 0.5643237233161926,
|
59 |
+
"average_max_encoder_cosine_sim": 0.08272403478622437,
|
60 |
+
"average_max_decoder_cosine_sim": 0.08272728323936462,
|
61 |
+
"frac_alive": 1.0
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_0",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 0,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|
core/saebench_gemma-2-2b_width-2pow14_date-0107/saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_24414_eval_results.json
ADDED
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"eval_type_id": "core",
|
3 |
+
"eval_config": {
|
4 |
+
"model_name": "gemma-2-2b",
|
5 |
+
"llm_dtype": "bfloat16",
|
6 |
+
"batch_size_prompts": 16,
|
7 |
+
"n_eval_reconstruction_batches": 200,
|
8 |
+
"n_eval_sparsity_variance_batches": 2000,
|
9 |
+
"dataset": "Skylion007/openwebtext",
|
10 |
+
"context_size": 128,
|
11 |
+
"compute_kl": true,
|
12 |
+
"compute_ce_loss": true,
|
13 |
+
"compute_l2_norms": true,
|
14 |
+
"compute_sparsity_metrics": true,
|
15 |
+
"compute_variance_metrics": true,
|
16 |
+
"compute_featurewise_density_statistics": true,
|
17 |
+
"compute_featurewise_weight_based_metrics": true,
|
18 |
+
"exclude_special_tokens_from_reconstruction": true,
|
19 |
+
"verbose": false
|
20 |
+
},
|
21 |
+
"eval_id": "9c3b17ca-4af2-4fce-a280-6c5f0c2b362d",
|
22 |
+
"datetime_epoch_millis": 1737146738595,
|
23 |
+
"eval_result_metrics": {
|
24 |
+
"model_behavior_preservation": {
|
25 |
+
"kl_div_score": 0.996578998447205,
|
26 |
+
"kl_div_with_ablation": 10.0625,
|
27 |
+
"kl_div_with_sae": 0.034423828125
|
28 |
+
},
|
29 |
+
"model_performance_preservation": {
|
30 |
+
"ce_loss_score": 0.9967105263157895,
|
31 |
+
"ce_loss_with_ablation": 12.4375,
|
32 |
+
"ce_loss_with_sae": 2.96875,
|
33 |
+
"ce_loss_without_sae": 2.9375
|
34 |
+
},
|
35 |
+
"reconstruction_quality": {
|
36 |
+
"explained_variance": 0.87109375,
|
37 |
+
"mse": 0.82421875,
|
38 |
+
"cossim": 0.9609375
|
39 |
+
},
|
40 |
+
"shrinkage": {
|
41 |
+
"l2_norm_in": 149.0,
|
42 |
+
"l2_norm_out": 144.0,
|
43 |
+
"l2_ratio": 0.9609375,
|
44 |
+
"relative_reconstruction_bias": 1.0
|
45 |
+
},
|
46 |
+
"sparsity": {
|
47 |
+
"l0": 639.9989624023438,
|
48 |
+
"l1": 2464.0
|
49 |
+
},
|
50 |
+
"token_stats": {
|
51 |
+
"total_tokens_eval_reconstruction": 409600,
|
52 |
+
"total_tokens_eval_sparsity_variance": 4096000
|
53 |
+
},
|
54 |
+
"misc_metrics": {
|
55 |
+
"freq_over_1_percent": 0.2205810546875,
|
56 |
+
"freq_over_10_percent": 0.12261962890625,
|
57 |
+
"normalized_freq_over_1_percent": 0.9767746329307556,
|
58 |
+
"normalized_freq_over_10_percent": 0.9007352590560913,
|
59 |
+
"average_max_encoder_cosine_sim": 0.1540253609418869,
|
60 |
+
"average_max_decoder_cosine_sim": 0.1818193793296814,
|
61 |
+
"frac_alive": 0.97308349609375
|
62 |
+
}
|
63 |
+
},
|
64 |
+
"sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
|
65 |
+
"sae_lens_id": "custom_sae",
|
66 |
+
"sae_lens_release_id": "saebench_gemma-2-2b_width-2pow14_date-0107_gemma-2-2b_top_k_width-2pow14_date-0107_resid_post_layer_12_checkpoints_trainer_5_step_24414",
|
67 |
+
"sae_lens_version": "5.3.1",
|
68 |
+
"sae_cfg_dict": {
|
69 |
+
"model_name": "gemma-2-2b",
|
70 |
+
"d_in": 2304,
|
71 |
+
"d_sae": 16384,
|
72 |
+
"hook_layer": 12,
|
73 |
+
"hook_name": "blocks.12.hook_resid_post",
|
74 |
+
"context_size": null,
|
75 |
+
"hook_head_index": null,
|
76 |
+
"architecture": "topk",
|
77 |
+
"apply_b_dec_to_input": null,
|
78 |
+
"finetuning_scaling_factor": null,
|
79 |
+
"activation_fn_str": "",
|
80 |
+
"prepend_bos": true,
|
81 |
+
"normalize_activations": "none",
|
82 |
+
"dtype": "bfloat16",
|
83 |
+
"device": "",
|
84 |
+
"dataset_path": "",
|
85 |
+
"dataset_trust_remote_code": true,
|
86 |
+
"seqpos_slice": [
|
87 |
+
null
|
88 |
+
],
|
89 |
+
"training_tokens": 49999872,
|
90 |
+
"sae_lens_training_version": null,
|
91 |
+
"neuronpedia_id": null
|
92 |
+
},
|
93 |
+
"eval_result_unstructured": {}
|
94 |
+
}
|