diff --git a/scr/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/scr/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..c191eabd0b79ae8f700e2ae5d27abe701ae2d77c --- /dev/null +++ b/scr/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "e61fcf3d-e15c-402b-97ec-64a20ac5c94e", + "datetime_epoch_millis": 1737723464854, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2945541501531397, + "scr_metric_threshold_2": 0.10123571719271848, + "scr_dir2_threshold_2": 0.07774041149028008, + "scr_dir1_threshold_5": 0.3187325453121722, + "scr_metric_threshold_5": 0.16022900363731918, + "scr_dir2_threshold_5": 0.14161312825658878, + "scr_dir1_threshold_10": 0.3123285504627292, + "scr_metric_threshold_10": 0.2177118342934341, + "scr_dir2_threshold_10": 0.19057104061872962, + "scr_dir1_threshold_20": 0.3328319400850687, + "scr_metric_threshold_20": 0.2715935983258861, + "scr_dir2_threshold_20": 0.25004497856887475, + "scr_dir1_threshold_50": 0.28876393101108233, + "scr_metric_threshold_50": 0.3006422968560374, + "scr_dir2_threshold_50": 0.2745591366411232, + "scr_dir1_threshold_100": 0.06650945869671362, + "scr_metric_threshold_100": 0.26361935379569884, + "scr_dir2_threshold_100": 0.21145552888829836, + "scr_dir1_threshold_500": 0.04612774520805568, + "scr_metric_threshold_500": 0.28811907203489756, + "scr_dir2_threshold_500": 0.22599714920500347 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.39062549476503666, + "scr_metric_threshold_2": 0.0073890670992652185, + "scr_dir2_threshold_2": 0.0073890670992652185, + "scr_dir1_threshold_5": 0.42187508731147705, + "scr_metric_threshold_5": 0.02709353964956581, + "scr_dir2_threshold_5": 0.02709353964956581, + "scr_dir1_threshold_10": 0.42187508731147705, + "scr_metric_threshold_10": 0.0467980121998664, + "scr_dir2_threshold_10": 0.0467980121998664, + "scr_dir1_threshold_20": 0.39062549476503666, + "scr_metric_threshold_20": 0.06650233794070366, + "scr_dir2_threshold_20": 0.06650233794070366, + "scr_dir1_threshold_50": 0.3593749708961743, + "scr_metric_threshold_50": 0.12068956404929862, + "scr_dir2_threshold_50": 0.12068956404929862, + "scr_dir1_threshold_100": 0.3749997671693945, + "scr_metric_threshold_100": 0.16256153151632155, + "scr_dir2_threshold_100": 0.16256153151632155, + "scr_dir1_threshold_500": -0.34374924330053214, + "scr_metric_threshold_500": 0.14778325050832777, + "scr_dir2_threshold_500": 0.14778325050832777 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2075472971263253, + "scr_metric_threshold_2": 0.16379305472271763, + "scr_dir2_threshold_2": 0.16379305472271763, + "scr_dir1_threshold_5": 0.2924529840276431, + "scr_metric_threshold_5": 0.2586206217346973, + "scr_dir2_threshold_5": 0.2586206217346973, + "scr_dir1_threshold_10": 0.3018868242815813, + "scr_metric_threshold_10": 0.31609200422507877, + "scr_dir2_threshold_10": 0.31609200422507877, + "scr_dir1_threshold_20": 0.3113206645355196, + "scr_metric_threshold_20": 0.40804604493196933, + "scr_dir2_threshold_20": 0.40804604493196933, + "scr_dir1_threshold_50": 0.21698113738026356, + "scr_metric_threshold_50": 0.44540240073128734, + "scr_dir2_threshold_50": 0.44540240073128734, + "scr_dir1_threshold_100": -0.3773586709289608, + "scr_metric_threshold_100": 0.08333329051390338, + "scr_dir2_threshold_100": 0.08333329051390338, + "scr_dir1_threshold_500": -0.5188679616618449, + "scr_metric_threshold_500": 0.07183901401582708, + "scr_dir2_threshold_500": 0.07183901401582708 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5396829601737049, + "scr_metric_threshold_2": 0.030379805284471813, + "scr_dir2_threshold_2": 0.030379805284471813, + "scr_dir1_threshold_5": 0.5555557658011382, + "scr_metric_threshold_5": 0.08101266319410545, + "scr_dir2_threshold_5": 0.08101266319410545, + "scr_dir1_threshold_10": 0.42857142857142855, + "scr_metric_threshold_10": 0.11645569391041287, + "scr_dir2_threshold_10": 0.11645569391041287, + "scr_dir1_threshold_20": 0.4444442341988618, + "scr_metric_threshold_20": 0.19240513167268272, + "scr_dir2_threshold_20": 0.19240513167268272, + "scr_dir1_threshold_50": 0.1269843372297096, + "scr_metric_threshold_50": 0.23037977510490792, + "scr_dir2_threshold_50": 0.23037977510490792, + "scr_dir1_threshold_100": -1.365078313851452, + "scr_metric_threshold_100": 0.27341779486678813, + "scr_dir2_threshold_100": 0.27341779486678813, + "scr_dir1_threshold_500": -0.682539156925726, + "scr_metric_threshold_500": 0.07848105047818764, + "scr_dir2_threshold_500": 0.07848105047818764 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.1860464149194575, + "scr_metric_threshold_2": 0.11309521275312463, + "scr_dir2_threshold_2": 0.11309521275312463, + "scr_dir1_threshold_5": 0.13953492670246334, + "scr_metric_threshold_5": 0.2202381205802087, + "scr_dir2_threshold_5": 0.2202381205802087, + "scr_dir1_threshold_10": 0.1240312513139589, + "scr_metric_threshold_10": 0.2648809397098956, + "scr_dir2_threshold_10": 0.2648809397098956, + "scr_dir1_threshold_20": 0.10077527617972139, + "scr_metric_threshold_20": 0.19642854608645796, + "scr_dir2_threshold_20": 0.19642854608645796, + "scr_dir1_threshold_50": 0.031007812828489724, + "scr_metric_threshold_50": 0.2827380318828116, + "scr_dir2_threshold_50": 0.2827380318828116, + "scr_dir1_threshold_100": 0.3178295039276686, + "scr_metric_threshold_100": 0.08333333333333333, + "scr_dir2_threshold_100": 0.08333333333333333, + "scr_dir1_threshold_500": 0.13178308900821112, + "scr_metric_threshold_500": 0.09821427304322898, + "scr_dir2_threshold_500": 0.09821427304322898 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.07103830298111119, + "scr_metric_threshold_2": 0.10196085214521745, + "scr_dir2_threshold_2": 0.10196085214521745, + "scr_dir1_threshold_5": 0.09289626741440628, + "scr_metric_threshold_5": 0.14901976092231506, + "scr_dir2_threshold_5": 0.14901976092231506, + "scr_dir1_threshold_10": 0.08196712234356307, + "scr_metric_threshold_10": 0.2196080072161341, + "scr_dir2_threshold_10": 0.2196080072161341, + "scr_dir1_threshold_20": 0.07650271266233713, + "scr_metric_threshold_20": 0.37647056898581666, + "scr_dir2_threshold_20": 0.37647056898581666, + "scr_dir1_threshold_50": 0.07650271266233713, + "scr_metric_threshold_50": 0.5333333644991539, + "scr_dir2_threshold_50": 0.5333333644991539, + "scr_dir1_threshold_100": -0.016393554752069144, + "scr_metric_threshold_100": 0.596078342458296, + "scr_dir2_threshold_100": 0.596078342458296, + "scr_dir1_threshold_500": 0.01092881936245188, + "scr_metric_threshold_500": 0.6901961600124913, + "scr_dir2_threshold_500": 0.6901961600124913 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.326530599832438, + "scr_metric_threshold_2": 0.03238872454043499, + "scr_dir2_threshold_2": 0.03238872454043499, + "scr_dir1_threshold_5": 0.3367348521364155, + "scr_metric_threshold_5": 0.06477744908086998, + "scr_dir2_threshold_5": 0.06477744908086998, + "scr_dir1_threshold_10": 0.35204077443447823, + "scr_metric_threshold_10": 0.08097181135108747, + "scr_dir2_threshold_10": 0.08097181135108747, + "scr_dir1_threshold_20": 0.44387752464393077, + "scr_metric_threshold_20": 0.12955465684742637, + "scr_dir2_threshold_20": 0.12955465684742637, + "scr_dir1_threshold_50": 0.530612300754029, + "scr_metric_threshold_50": 0.25506078345587674, + "scr_dir2_threshold_50": 0.25506078345587674, + "scr_dir1_threshold_100": 0.551020501256715, + "scr_metric_threshold_100": 0.2631580852481423, + "scr_dir2_threshold_100": 0.2631580852481423, + "scr_dir1_threshold_500": 0.612244798659504, + "scr_metric_threshold_500": 0.39676127233454467, + "scr_dir2_threshold_500": 0.39676127233454467 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.3946188496623784, + "scr_metric_threshold_2": 0.12053573923185058, + "scr_dir2_threshold_2": 0.12053573923185058, + "scr_dir1_threshold_5": 0.4618833625253554, + "scr_metric_threshold_5": 0.23214275735831194, + "scr_dir2_threshold_5": 0.23214275735831194, + "scr_dir1_threshold_10": 0.4663676099258042, + "scr_metric_threshold_10": 0.37499990021545476, + "scr_dir2_threshold_10": 0.37499990021545476, + "scr_dir1_threshold_20": 0.5560538943618547, + "scr_metric_threshold_20": 0.46428578080874444, + "scr_dir2_threshold_20": 0.46428578080874444, + "scr_dir1_threshold_50": 0.5695066365632013, + "scr_metric_threshold_50": 0.13839291535050852, + "scr_dir2_threshold_50": 0.13839291535050852, + "scr_dir1_threshold_100": 0.5964126555367238, + "scr_metric_threshold_100": 0.19642867121311663, + "scr_dir2_threshold_100": 0.19642867121311663, + "scr_dir1_threshold_500": 0.6098653977380705, + "scr_metric_threshold_500": 0.27232133710226214, + "scr_dir2_threshold_500": 0.27232133710226214 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.24034328176466555, + "scr_metric_threshold_2": 0.24034328176466555, + "scr_dir2_threshold_2": 0.05238083614515829, + "scr_dir1_threshold_5": 0.2489271165784791, + "scr_metric_threshold_5": 0.2489271165784791, + "scr_dir2_threshold_5": 0.10000011353263609, + "scr_dir1_threshold_10": 0.3218883055195427, + "scr_metric_threshold_10": 0.3218883055195427, + "scr_dir2_threshold_10": 0.10476195612190681, + "scr_dir1_threshold_20": 0.33905571933328765, + "scr_metric_threshold_20": 0.33905571933328765, + "scr_dir2_threshold_20": 0.16666676127719673, + "scr_dir1_threshold_50": 0.399141539774454, + "scr_metric_threshold_50": 0.399141539774454, + "scr_dir2_threshold_50": 0.19047625805514054, + "scr_dir1_threshold_100": 0.450643781215689, + "scr_metric_threshold_100": 0.450643781215689, + "scr_dir2_threshold_100": 0.033333181956485214, + "scr_dir1_threshold_500": 0.5493562187843111, + "scr_metric_threshold_500": 0.5493562187843111, + "scr_dir2_threshold_500": 0.05238083614515829 + } + ], + "sae_bench_commit_hash": "f2d1d982515d2dee706eb23a1ca459b308988764", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_1", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/scr/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..188c2511f0cf3b5f669e5437fa96a4be7857ae90 --- /dev/null +++ b/scr/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "ea6c0f89-35bc-4111-9ea7-524e46370a24", + "datetime_epoch_millis": 1737724123628, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.30015319355203124, + "scr_metric_threshold_2": 0.11468087909917275, + "scr_dir2_threshold_2": 0.10203272380486472, + "scr_dir1_threshold_5": 0.3101971393448406, + "scr_metric_threshold_5": 0.1718362259866254, + "scr_dir2_threshold_5": 0.16150257839318902, + "scr_dir1_threshold_10": 0.3015946561482161, + "scr_metric_threshold_10": 0.2285032797896147, + "scr_dir2_threshold_10": 0.2252537458807676, + "scr_dir1_threshold_20": 0.3197542743560735, + "scr_metric_threshold_20": 0.28996994531138504, + "scr_dir2_threshold_20": 0.2854635016825078, + "scr_dir1_threshold_50": 0.3426056989466197, + "scr_metric_threshold_50": 0.34151266672614533, + "scr_dir2_threshold_50": 0.3315239089965142, + "scr_dir1_threshold_100": 0.28786449742385306, + "scr_metric_threshold_100": 0.26738503602663954, + "scr_dir2_threshold_100": 0.2442857198665689, + "scr_dir1_threshold_500": -0.031119023148992557, + "scr_metric_threshold_500": 0.3267994264769916, + "scr_dir2_threshold_500": 0.30600696106019204 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.5, + "scr_metric_threshold_2": 0.019704325740837254, + "scr_dir2_threshold_2": 0.019704325740837254, + "scr_dir1_threshold_5": 0.4687504074535596, + "scr_metric_threshold_5": 0.014778281007993775, + "scr_dir2_threshold_5": 0.014778281007993775, + "scr_dir1_threshold_10": 0.5, + "scr_metric_threshold_10": 0.06403931557428191, + "scr_dir2_threshold_10": 0.06403931557428191, + "scr_dir1_threshold_20": 0.39062549476503666, + "scr_metric_threshold_20": 0.0935960243997328, + "scr_dir2_threshold_20": 0.0935960243997328, + "scr_dir1_threshold_50": 0.4062502910382569, + "scr_metric_threshold_50": 0.13793101423317747, + "scr_dir2_threshold_50": 0.13793101423317747, + "scr_dir1_threshold_100": 0.4531256111803394, + "scr_metric_threshold_100": 0.23152703863291027, + "scr_dir2_threshold_100": 0.23152703863291027, + "scr_dir1_threshold_500": -0.21874994179234863, + "scr_metric_threshold_500": 0.433497515249833, + "scr_dir2_threshold_500": 0.433497515249833 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2547170607039533, + "scr_metric_threshold_2": 0.17241380491570482, + "scr_dir2_threshold_2": 0.17241380491570482, + "scr_dir1_threshold_5": 0.23584881788814008, + "scr_metric_threshold_5": 0.23850576632135365, + "scr_dir2_threshold_5": 0.23850576632135365, + "scr_dir1_threshold_10": 0.23584881788814008, + "scr_metric_threshold_10": 0.28448270103593903, + "scr_dir2_threshold_10": 0.28448270103593903, + "scr_dir1_threshold_20": 0.3018868242815813, + "scr_metric_threshold_20": 0.3620689389396642, + "scr_dir2_threshold_20": 0.3620689389396642, + "scr_dir1_threshold_50": 0.18867905431051207, + "scr_metric_threshold_50": 0.42241384773513474, + "scr_dir2_threshold_50": 0.42241384773513474, + "scr_dir1_threshold_100": -0.32075450478945783, + "scr_metric_threshold_100": 0.005747052610178247, + "scr_dir2_threshold_100": 0.005747052610178247, + "scr_dir1_threshold_500": -1.6037736485631626, + "scr_metric_threshold_500": -0.0488506322973943, + "scr_dir2_threshold_500": -0.0488506322973943 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5396829601737049, + "scr_metric_threshold_2": 0.03544318161412681, + "scr_dir2_threshold_2": 0.03544318161412681, + "scr_dir1_threshold_5": 0.5714285714285714, + "scr_metric_threshold_5": 0.07088621233043424, + "scr_dir2_threshold_5": 0.07088621233043424, + "scr_dir1_threshold_10": 0.5555557658011382, + "scr_metric_threshold_10": 0.09367087767151386, + "scr_dir2_threshold_10": 0.09367087767151386, + "scr_dir1_threshold_20": 0.4761907915588501, + "scr_metric_threshold_20": 0.1620253263882109, + "scr_dir2_threshold_20": 0.1620253263882109, + "scr_dir1_threshold_50": 0.4126986229439953, + "scr_metric_threshold_50": 0.22784816238899014, + "scr_dir2_threshold_50": 0.22784816238899014, + "scr_dir1_threshold_100": 0.42857142857142855, + "scr_metric_threshold_100": 0.07848105047818764, + "scr_dir2_threshold_100": 0.07848105047818764, + "scr_dir1_threshold_500": 0.0, + "scr_metric_threshold_500": -0.02025305262516182, + "scr_dir2_threshold_500": -0.02025305262516182 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.21705422774794722, + "scr_metric_threshold_2": 0.08333333333333333, + "scr_dir2_threshold_2": 0.08333333333333333, + "scr_dir1_threshold_5": 0.17829457722520528, + "scr_metric_threshold_5": 0.16964281912968696, + "scr_dir2_threshold_5": 0.16964281912968696, + "scr_dir1_threshold_10": 0.023255975134237508, + "scr_metric_threshold_10": 0.24702384753697973, + "scr_dir2_threshold_10": 0.24702384753697973, + "scr_dir1_threshold_20": 0.09302343848546918, + "scr_metric_threshold_20": 0.3422619681171884, + "scr_dir2_threshold_20": 0.3422619681171884, + "scr_dir1_threshold_50": 0.37984512958464806, + "scr_metric_threshold_50": 0.4821429078270841, + "scr_dir2_threshold_50": 0.4821429078270841, + "scr_dir1_threshold_100": 0.37984512958464806, + "scr_metric_threshold_100": 0.08333333333333333, + "scr_dir2_threshold_100": 0.08333333333333333, + "scr_dir1_threshold_500": 0.3410854790619061, + "scr_metric_threshold_500": 0.10119042550624927, + "scr_dir2_threshold_500": 0.10119042550624927 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.07650271266233713, + "scr_metric_threshold_2": 0.3019608053964865, + "scr_dir2_threshold_2": 0.3019608053964865, + "scr_dir1_threshold_5": 0.08196712234356307, + "scr_metric_threshold_5": 0.34901971417358413, + "scr_dir2_threshold_5": 0.34901971417358413, + "scr_dir1_threshold_10": 0.04918033854781611, + "scr_metric_threshold_10": 0.4392157806886135, + "scr_dir2_threshold_10": 0.4392157806886135, + "scr_dir1_threshold_20": 0.11475423184770137, + "scr_metric_threshold_20": 0.5490196674248532, + "scr_dir2_threshold_20": 0.5490196674248532, + "scr_dir1_threshold_50": 0.09836067709563222, + "scr_metric_threshold_50": 0.6274509483096945, + "scr_dir2_threshold_50": 0.6274509483096945, + "scr_dir1_threshold_100": -0.03825151918536423, + "scr_metric_threshold_100": 0.6941176773080023, + "scr_dir2_threshold_100": 0.6941176773080023, + "scr_dir1_threshold_500": 0.016393554752069144, + "scr_metric_threshold_500": 0.7725489581928436, + "scr_dir2_threshold_500": 0.7725489581928436 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.29591845113104354, + "scr_metric_threshold_2": 0.05668014728860444, + "scr_dir2_threshold_2": 0.05668014728860444, + "scr_dir1_threshold_5": 0.326530599832438, + "scr_metric_threshold_5": 0.08906887182903943, + "scr_dir2_threshold_5": 0.08906887182903943, + "scr_dir1_threshold_10": 0.4030611236385587, + "scr_metric_threshold_10": 0.10931176433823289, + "scr_dir2_threshold_10": 0.10931176433823289, + "scr_dir1_threshold_20": 0.4387755505445765, + "scr_metric_threshold_20": 0.14170048887866787, + "scr_dir2_threshold_20": 0.14170048887866787, + "scr_dir1_threshold_50": 0.42857160234586805, + "scr_metric_threshold_50": 0.24696372297792482, + "scr_dir2_threshold_50": 0.24696372297792482, + "scr_dir1_threshold_100": 0.4387755505445765, + "scr_metric_threshold_100": 0.28340097775733575, + "scr_dir2_threshold_100": 0.28340097775733575, + "scr_dir1_threshold_500": 0.5765306758587553, + "scr_metric_threshold_500": 0.4251012253216901, + "scr_dir2_threshold_500": 0.4251012253216901 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.35426008848750934, + "scr_metric_threshold_2": 0.08482138699453473, + "scr_dir2_threshold_2": 0.08482138699453473, + "scr_dir1_threshold_5": 0.4170403539500374, + "scr_metric_threshold_5": 0.24107147846370117, + "scr_dir2_threshold_5": 0.24107147846370117, + "scr_dir1_threshold_10": 0.44843035303859413, + "scr_metric_threshold_10": 0.3928570763341127, + "scr_dir2_threshold_10": 0.3928570763341127, + "scr_dir1_threshold_20": 0.5067263711006733, + "scr_metric_threshold_20": 0.43303565607806294, + "scr_dir2_threshold_20": 0.43303565607806294, + "scr_dir1_threshold_50": 0.5560538943618547, + "scr_metric_threshold_50": 0.3169644104449672, + "scr_dir2_threshold_50": 0.3169644104449672, + "scr_dir1_threshold_100": 0.6053811503376215, + "scr_metric_threshold_100": 0.4062500249461363, + "scr_dir2_threshold_100": 0.4062500249461363, + "scr_dir1_threshold_500": 0.20179353858893082, + "scr_metric_threshold_500": 0.5133928155659633, + "scr_dir2_threshold_500": 0.5133928155659633 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.16309004750975417, + "scr_metric_threshold_2": 0.16309004750975417, + "scr_dir2_threshold_2": 0.06190480515528994, + "scr_dir1_threshold_5": 0.20171666463720986, + "scr_metric_threshold_5": 0.20171666463720986, + "scr_dir2_threshold_5": 0.11904748388971893, + "scr_dir1_threshold_10": 0.19742487513724416, + "scr_metric_threshold_10": 0.19742487513724416, + "scr_dir2_threshold_10": 0.17142860386646747, + "scr_dir1_threshold_20": 0.23605149226469982, + "scr_metric_threshold_20": 0.23605149226469982, + "scr_dir2_threshold_20": 0.19999994323368195, + "scr_dir1_threshold_50": 0.2703863198921898, + "scr_metric_threshold_50": 0.2703863198921898, + "scr_dir2_threshold_50": 0.19047625805514054, + "scr_dir1_threshold_100": 0.35622313314703263, + "scr_metric_threshold_100": 0.35622313314703263, + "scr_dir2_threshold_100": 0.17142860386646747, + "scr_dir1_threshold_500": 0.4377681569019097, + "scr_metric_threshold_500": 0.4377681569019097, + "scr_dir2_threshold_500": 0.27142843356751334 + } + ], + "sae_bench_commit_hash": "f2d1d982515d2dee706eb23a1ca459b308988764", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_2", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/scr/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..24c4a3d0022d804206ca2a9b5c396b89b543c6b0 --- /dev/null +++ b/scr/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "1395c55a-7610-4e07-b82e-a2cdbd424d2a", + "datetime_epoch_millis": 1737724780745, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.29783517780657043, + "scr_metric_threshold_2": 0.1278987225791068, + "scr_dir2_threshold_2": 0.12186458539670726, + "scr_dir1_threshold_5": 0.29342424141265266, + "scr_metric_threshold_5": 0.18915329052352378, + "scr_dir2_threshold_5": 0.1829939831111974, + "scr_dir1_threshold_10": 0.34984778025679464, + "scr_metric_threshold_10": 0.23202485307275017, + "scr_dir2_threshold_10": 0.22854028911703708, + "scr_dir1_threshold_20": 0.3130638896485467, + "scr_metric_threshold_20": 0.2894936754227835, + "scr_dir2_threshold_20": 0.28695688510992146, + "scr_dir1_threshold_50": 0.4045688222791929, + "scr_metric_threshold_50": 0.37204269409523993, + "scr_dir2_threshold_50": 0.3534779183930721, + "scr_dir1_threshold_100": 0.23404771742079197, + "scr_metric_threshold_100": 0.39125920153592636, + "scr_dir2_threshold_100": 0.36625664565360416, + "scr_dir1_threshold_500": 0.07812818562292156, + "scr_metric_threshold_500": 0.3210238873556755, + "scr_dir2_threshold_500": 0.29011239999982935 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.5312505238688624, + "scr_metric_threshold_2": 0.009852089465686957, + "scr_dir2_threshold_2": 0.009852089465686957, + "scr_dir1_threshold_5": 0.5, + "scr_metric_threshold_5": 0.039408798291137845, + "scr_dir2_threshold_5": 0.039408798291137845, + "scr_dir1_threshold_10": 0.5312505238688624, + "scr_metric_threshold_10": 0.0566502484750167, + "scr_dir2_threshold_10": 0.0566502484750167, + "scr_dir1_threshold_20": 0.5625001164153027, + "scr_metric_threshold_20": 0.10591128304130484, + "scr_dir2_threshold_20": 0.10591128304130484, + "scr_dir1_threshold_50": 0.5156247962732202, + "scr_metric_threshold_50": 0.21428558844903142, + "scr_dir2_threshold_50": 0.21428558844903142, + "scr_dir1_threshold_100": -0.5, + "scr_metric_threshold_100": 0.2536945335496326, + "scr_dir2_threshold_100": 0.2536945335496326, + "scr_dir1_threshold_500": -0.7343747380655689, + "scr_metric_threshold_500": 0.09113300203331107, + "scr_dir2_threshold_500": 0.09113300203331107 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.3301889073513328, + "scr_metric_threshold_2": 0.16954027861061569, + "scr_dir2_threshold_2": 0.16954027861061569, + "scr_dir1_threshold_5": 0.24528322045001505, + "scr_metric_threshold_5": 0.2816091747308499, + "scr_dir2_threshold_5": 0.2816091747308499, + "scr_dir1_threshold_10": 0.3962263514368374, + "scr_metric_threshold_10": 0.35057466244158786, + "scr_dir2_threshold_10": 0.35057466244158786, + "scr_dir1_threshold_20": 0.33962274760527106, + "scr_metric_threshold_20": 0.390804544545995, + "scr_dir2_threshold_20": 0.390804544545995, + "scr_dir1_threshold_50": 0.6226413290710392, + "scr_metric_threshold_50": 0.5000000856388599, + "scr_dir2_threshold_50": 0.5000000856388599, + "scr_dir1_threshold_100": 0.5000002811539683, + "scr_metric_threshold_100": 0.571839099654687, + "scr_dir2_threshold_100": 0.571839099654687, + "scr_dir1_threshold_500": -0.05660360383156628, + "scr_metric_threshold_500": 0.02298855299615259, + "scr_dir2_threshold_500": 0.02298855299615259 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5555557658011382, + "scr_metric_threshold_2": 0.030379805284471813, + "scr_dir2_threshold_2": 0.030379805284471813, + "scr_dir1_threshold_5": 0.49206359718628334, + "scr_metric_threshold_5": 0.05316462152337083, + "scr_dir2_threshold_5": 0.05316462152337083, + "scr_dir1_threshold_10": 0.4603179859314168, + "scr_metric_threshold_10": 0.10379747943300446, + "scr_dir2_threshold_10": 0.10379747943300446, + "scr_dir1_threshold_20": 0.30158709134171896, + "scr_metric_threshold_20": 0.13924051014931188, + "scr_dir2_threshold_20": 0.13924051014931188, + "scr_dir1_threshold_50": 0.26984148008685244, + "scr_metric_threshold_50": 0.24810136591197135, + "scr_dir2_threshold_50": 0.24810136591197135, + "scr_dir1_threshold_100": 0.2222221170994309, + "scr_metric_threshold_100": 0.28860762206011437, + "scr_dir2_threshold_100": 0.28860762206011437, + "scr_dir1_threshold_500": 0.0, + "scr_metric_threshold_500": 0.017721590807063405, + "scr_dir2_threshold_500": 0.017721590807063405 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.2945735287934311, + "scr_metric_threshold_2": 0.07440469854947825, + "scr_dir2_threshold_2": 0.07440469854947825, + "scr_dir1_threshold_5": 0.27131801571067443, + "scr_metric_threshold_5": 0.1934523936234377, + "scr_dir2_threshold_5": 0.1934523936234377, + "scr_dir1_threshold_10": 0.35658915445041056, + "scr_metric_threshold_10": 0.12202384753697972, + "scr_dir2_threshold_10": 0.12202384753697972, + "scr_dir1_threshold_20": 0.15503860209096776, + "scr_metric_threshold_20": 0.151785726956771, + "scr_dir2_threshold_20": 0.151785726956771, + "scr_dir1_threshold_50": 0.5581397068098534, + "scr_metric_threshold_50": 0.1845237588395826, + "scr_dir2_threshold_50": 0.1845237588395826, + "scr_dir1_threshold_100": 0.6046511950268475, + "scr_metric_threshold_100": 0.04761897159270723, + "scr_dir2_threshold_100": 0.04761897159270723, + "scr_dir1_threshold_500": 0.2635657159649414, + "scr_metric_threshold_500": 0.05357145391354203, + "scr_dir2_threshold_500": 0.05357145391354203 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.07103830298111119, + "scr_metric_threshold_2": 0.4588236009098238, + "scr_dir2_threshold_2": 0.4588236009098238, + "scr_dir1_threshold_5": 0.05464474822904205, + "scr_metric_threshold_5": 0.474509903835523, + "scr_dir2_threshold_5": 0.474509903835523, + "scr_dir1_threshold_10": 0.07103830298111119, + "scr_metric_threshold_10": 0.5294118472036429, + "scr_dir2_threshold_10": 0.5294118472036429, + "scr_dir1_threshold_20": 0.07650271266233713, + "scr_metric_threshold_20": 0.6274509483096945, + "scr_dir2_threshold_20": 0.6274509483096945, + "scr_dir1_threshold_50": 0.00546440968122594, + "scr_metric_threshold_50": 0.7058822291945357, + "scr_dir2_threshold_50": 0.7058822291945357, + "scr_dir1_threshold_100": -0.15300542532467426, + "scr_metric_threshold_100": 0.7647059236018214, + "scr_dir2_threshold_100": 0.7647059236018214, + "scr_dir1_threshold_500": -0.027322374114521025, + "scr_metric_threshold_500": 0.7960782957095651, + "scr_dir2_threshold_500": 0.7960782957095651 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.22448990142427702, + "scr_metric_threshold_2": 0.04858308681065248, + "scr_dir2_threshold_2": 0.04858308681065248, + "scr_dir1_threshold_5": 0.2755102506283575, + "scr_metric_threshold_5": 0.08906887182903943, + "scr_dir2_threshold_5": 0.08906887182903943, + "scr_dir1_threshold_10": 0.3367348521364155, + "scr_metric_threshold_10": 0.12955465684742637, + "scr_dir2_threshold_10": 0.12955465684742637, + "scr_dir1_threshold_20": 0.35204077443447823, + "scr_metric_threshold_20": 0.19028357568932036, + "scr_dir2_threshold_20": 0.19028357568932036, + "scr_dir1_threshold_50": 0.40816340184318206, + "scr_metric_threshold_50": 0.3765183798253512, + "scr_dir2_threshold_50": 0.3765183798253512, + "scr_dir1_threshold_100": 0.39795914953920447, + "scr_metric_threshold_100": 0.31578946098345717, + "scr_dir2_threshold_100": 0.31578946098345717, + "scr_dir1_threshold_500": 0.5357142748533833, + "scr_metric_threshold_500": 0.5060730366727776, + "scr_dir2_threshold_500": 0.5060730366727776 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.25112106185011224, + "scr_metric_threshold_2": 0.107142790619827, + "scr_dir2_threshold_2": 0.107142790619827, + "scr_dir1_threshold_5": 0.34977584108706045, + "scr_metric_threshold_5": 0.22321430234504325, + "scr_dir2_threshold_5": 0.22321430234504325, + "scr_dir1_threshold_10": 0.4663676099258042, + "scr_metric_threshold_10": 0.38392862132084404, + "scr_dir2_threshold_10": 0.38392862132084404, + "scr_dir1_threshold_20": 0.5112106185011221, + "scr_metric_threshold_20": 0.5044643605526946, + "scr_dir2_threshold_20": 0.5044643605526946, + "scr_dir1_threshold_50": 0.5605381417623037, + "scr_metric_threshold_50": 0.4508928321967208, + "scr_dir2_threshold_50": 0.4508928321967208, + "scr_dir1_threshold_100": 0.4529148677244576, + "scr_metric_threshold_100": 0.54017844669789, + "scr_dir2_threshold_100": 0.54017844669789, + "scr_dir1_threshold_500": 0.20627805327479426, + "scr_metric_threshold_500": 0.6428570098110826, + "scr_dir2_threshold_500": 0.6428570098110826 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.1244634303822985, + "scr_metric_threshold_2": 0.1244634303822985, + "scr_dir2_threshold_2": 0.07619033292310208, + "scr_dir1_threshold_5": 0.15879825800978847, + "scr_metric_threshold_5": 0.15879825800978847, + "scr_dir2_threshold_5": 0.10952379871117751, + "scr_dir1_threshold_10": 0.18025746132349915, + "scr_metric_threshold_10": 0.18025746132349915, + "scr_dir2_threshold_10": 0.1523809496777944, + "scr_dir1_threshold_20": 0.20600845413717558, + "scr_metric_threshold_20": 0.20600845413717558, + "scr_dir2_threshold_20": 0.18571413163427958, + "scr_dir1_threshold_50": 0.29613731270586624, + "scr_metric_threshold_50": 0.29613731270586624, + "scr_dir2_threshold_50": 0.14761910708852366, + "scr_dir1_threshold_100": 0.3476395541471012, + "scr_metric_threshold_100": 0.3476395541471012, + "scr_dir2_threshold_100": 0.14761910708852366, + "scr_dir1_threshold_500": 0.4377681569019097, + "scr_metric_threshold_500": 0.4377681569019097, + "scr_dir2_threshold_500": 0.19047625805514054 + } + ], + "sae_bench_commit_hash": "f2d1d982515d2dee706eb23a1ca459b308988764", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_3", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/scr/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..5847bd554706f54cc73b641a01d199e9f3f3c6ab --- /dev/null +++ b/scr/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "f039bb73-0fbc-4eb6-b124-7e05958453b3", + "datetime_epoch_millis": 1737725440628, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.3061137491685451, + "scr_metric_threshold_2": 0.13679596167905772, + "scr_dir2_threshold_2": 0.12867468988505196, + "scr_dir1_threshold_5": -0.4199782371981851, + "scr_metric_threshold_5": 0.17671006717444246, + "scr_dir2_threshold_5": 0.16905881999521993, + "scr_dir1_threshold_10": -0.6293640368664053, + "scr_metric_threshold_10": 0.21160730590123872, + "scr_dir2_threshold_10": 0.21394994591008476, + "scr_dir1_threshold_20": -0.32115916953128926, + "scr_metric_threshold_20": 0.242234051994748, + "scr_dir2_threshold_20": 0.25195455689226365, + "scr_dir1_threshold_50": -0.21884732793183218, + "scr_metric_threshold_50": 0.22659014062774202, + "scr_dir2_threshold_50": 0.2737084497617088, + "scr_dir1_threshold_100": -0.4303890800203981, + "scr_metric_threshold_100": 0.0968223443264737, + "scr_dir2_threshold_100": 0.17493137280282356, + "scr_dir1_threshold_500": -0.6582592055317061, + "scr_metric_threshold_500": 0.13431571568893835, + "scr_dir2_threshold_500": 0.09815690880025552 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.5312505238688624, + "scr_metric_threshold_2": 0.004926044732843479, + "scr_dir2_threshold_2": 0.004926044732843479, + "scr_dir1_threshold_5": 0.5625001164153027, + "scr_metric_threshold_5": 0.004926044732843479, + "scr_dir2_threshold_5": 0.004926044732843479, + "scr_dir1_threshold_10": -0.43749988358469727, + "scr_metric_threshold_10": 0.06403931557428191, + "scr_dir2_threshold_10": 0.06403931557428191, + "scr_dir1_threshold_20": 0.3749997671693945, + "scr_metric_threshold_20": 0.10098509149899802, + "scr_dir2_threshold_20": 0.10098509149899802, + "scr_dir1_threshold_50": -0.8437492433005321, + "scr_metric_threshold_50": 0.22167480235776, + "scr_dir2_threshold_50": 0.22167480235776, + "scr_dir1_threshold_100": 0.28125005820765137, + "scr_metric_threshold_100": 0.300492545749499, + "scr_dir2_threshold_100": 0.300492545749499, + "scr_dir1_threshold_500": 0.4687504074535596, + "scr_metric_threshold_500": 0.22906401626648853, + "scr_dir2_threshold_500": 0.22906401626648853 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.35849042811314763, + "scr_metric_threshold_2": 0.10057479089987773, + "scr_dir2_threshold_2": 0.10057479089987773, + "scr_dir1_threshold_5": -1.6886793354644805, + "scr_metric_threshold_5": 0.1465517256144631, + "scr_dir2_threshold_5": 0.1465517256144631, + "scr_dir1_threshold_10": -1.5943398083092244, + "scr_metric_threshold_10": 0.11494259370304315, + "scr_dir2_threshold_10": 0.11494259370304315, + "scr_dir1_threshold_20": -1.2735847412118297, + "scr_metric_threshold_20": 0.12356317261831051, + "scr_dir2_threshold_20": 0.12356317261831051, + "scr_dir1_threshold_50": -2.849056306705241, + "scr_metric_threshold_50": 0.46839078244972016, + "scr_dir2_threshold_50": 0.46839078244972016, + "scr_dir1_threshold_100": -2.7358490990421083, + "scr_metric_threshold_100": 0.19827588421694653, + "scr_dir2_threshold_100": 0.19827588421694653, + "scr_dir1_threshold_500": -2.150943130986822, + "scr_metric_threshold_500": 0.25000004281942995, + "scr_dir2_threshold_500": 0.25000004281942995 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5079364028137167, + "scr_metric_threshold_2": 0.03291141800038962, + "scr_dir2_threshold_2": 0.03291141800038962, + "scr_dir1_threshold_5": -1.8730147166651687, + "scr_metric_threshold_5": 0.05063300880745302, + "scr_dir2_threshold_5": 0.05063300880745302, + "scr_dir1_threshold_10": -1.7777769367954472, + "scr_metric_threshold_10": 0.11139246847857727, + "scr_dir2_threshold_10": 0.11139246847857727, + "scr_dir1_threshold_20": -1.7301575738080257, + "scr_metric_threshold_20": 0.1518987246267203, + "scr_dir2_threshold_20": 0.1518987246267203, + "scr_dir1_threshold_50": 0.1269843372297096, + "scr_metric_threshold_50": 0.1898735189567649, + "scr_dir2_threshold_50": 0.1898735189567649, + "scr_dir1_threshold_100": -1.7777769367954472, + "scr_metric_threshold_100": 0.058227846955206435, + "scr_dir2_threshold_100": 0.058227846955206435, + "scr_dir1_threshold_500": -5.2380930305166205, + "scr_metric_threshold_500": 0.0075949890455728015, + "scr_dir2_threshold_500": 0.0075949890455728015 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.36434099214466276, + "scr_metric_threshold_2": 0.08333333333333333, + "scr_dir2_threshold_2": 0.08333333333333333, + "scr_dir1_threshold_5": -0.8759687486860411, + "scr_metric_threshold_5": 0.16071418434583187, + "scr_dir2_threshold_5": 0.16071418434583187, + "scr_dir1_threshold_10": -1.8837210484317741, + "scr_metric_threshold_10": 0.22619042550624927, + "scr_dir2_threshold_10": 0.22619042550624927, + "scr_dir1_threshold_20": -0.6201548704153519, + "scr_metric_threshold_20": 0.3363094857963536, + "scr_dir2_threshold_20": 0.3363094857963536, + "scr_dir1_threshold_50": 0.58139521989261, + "scr_metric_threshold_50": 0.21428563825937388, + "scr_dir2_threshold_50": 0.21428563825937388, + "scr_dir1_threshold_100": 0.09302343848546918, + "scr_metric_threshold_100": 0.4315476063765623, + "scr_dir2_threshold_100": 0.4315476063765623, + "scr_dir1_threshold_500": -0.12403078926247804, + "scr_metric_threshold_500": -0.14880957449375073, + "scr_dir2_threshold_500": -0.14880957449375073 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.01092881936245188, + "scr_metric_threshold_2": 0.45490208361431267, + "scr_dir2_threshold_2": 0.45490208361431267, + "scr_dir1_threshold_5": -0.12568305121015325, + "scr_metric_threshold_5": 0.5058822759432666, + "scr_dir2_threshold_5": 0.5058822759432666, + "scr_dir1_threshold_10": -0.07103830298111119, + "scr_metric_threshold_10": 0.4274509950584254, + "scr_dir2_threshold_10": 0.4274509950584254, + "scr_dir1_threshold_20": 0.06010915791026799, + "scr_metric_threshold_20": 0.5137255442779436, + "scr_dir2_threshold_20": 0.5137255442779436, + "scr_dir1_threshold_50": 0.29508203128689664, + "scr_metric_threshold_50": 0.10588236944072857, + "scr_dir2_threshold_50": 0.10588236944072857, + "scr_dir1_threshold_100": 0.00546440968122594, + "scr_metric_threshold_100": -0.713725263785558, + "scr_dir2_threshold_100": -0.713725263785558, + "scr_dir1_threshold_500": 0.05464474822904205, + "scr_metric_threshold_500": 0.792156778414054, + "scr_dir2_threshold_500": 0.792156778414054 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.22959187552363125, + "scr_metric_threshold_2": 0.04858308681065248, + "scr_dir2_threshold_2": 0.04858308681065248, + "scr_dir1_threshold_5": 0.2500000760263173, + "scr_metric_threshold_5": 0.05668014728860444, + "scr_dir2_threshold_5": 0.05668014728860444, + "scr_dir1_threshold_10": 0.326530599832438, + "scr_metric_threshold_10": 0.10121470386028095, + "scr_dir2_threshold_10": 0.10121470386028095, + "scr_dir1_threshold_20": 0.387755201340496, + "scr_metric_threshold_20": 0.19838063616727233, + "scr_dir2_threshold_20": 0.19838063616727233, + "scr_dir1_threshold_50": 0.469387699245971, + "scr_metric_threshold_50": 0.1538463209099094, + "scr_dir2_threshold_50": 0.1538463209099094, + "scr_dir1_threshold_100": 0.15816332581686476, + "scr_metric_threshold_100": 0.20647769664522428, + "scr_dir2_threshold_100": 0.20647769664522428, + "scr_dir1_threshold_500": 0.6020408504607955, + "scr_metric_threshold_500": 0.04453455657167651, + "scr_dir2_threshold_500": 0.04453455657167651 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.30044831782587905, + "scr_metric_threshold_2": 0.22321430234504325, + "scr_dir2_threshold_2": 0.22321430234504325, + "scr_dir1_threshold_5": 0.21076230067524315, + "scr_metric_threshold_5": 0.308035689339578, + "scr_dir2_threshold_5": 0.308035689339578, + "scr_dir1_threshold_10": 0.18834079638758416, + "scr_metric_threshold_10": 0.43303565607806294, + "scr_dir2_threshold_10": 0.43303565607806294, + "scr_dir1_threshold_20": 0.0, + "scr_metric_threshold_20": 0.28125005820765137, + "scr_dir2_threshold_20": 0.28125005820765137, + "scr_dir1_threshold_50": 0.33183858419985035, + "scr_metric_threshold_50": 0.3214286379516016, + "scr_dir2_threshold_50": 0.3214286379516016, + "scr_dir1_threshold_100": 0.6098653977380705, + "scr_metric_threshold_100": 0.37053567270882043, + "scr_dir2_threshold_100": 0.37053567270882043, + "scr_dir1_threshold_500": 0.6322869020257295, + "scr_metric_threshold_500": -0.5892854814551088, + "scr_dir2_threshold_500": -0.5892854814551088 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.1459226336960092, + "scr_metric_threshold_2": 0.1459226336960092, + "scr_dir2_threshold_2": 0.08095245934396302, + "scr_dir1_threshold_5": 0.18025746132349915, + "scr_metric_threshold_5": 0.18025746132349915, + "scr_dir2_threshold_5": 0.11904748388971893, + "scr_dir1_threshold_10": 0.21459228895098914, + "scr_metric_threshold_10": 0.21459228895098914, + "scr_dir2_threshold_10": 0.2333334090217574, + "scr_dir1_threshold_20": 0.23175970276473412, + "scr_metric_threshold_20": 0.23175970276473412, + "scr_dir2_threshold_20": 0.3095237419448595, + "scr_dir1_threshold_50": 0.13733905469607777, + "scr_metric_threshold_50": 0.13733905469607777, + "scr_dir2_threshold_50": 0.5142855277678121, + "scr_dir1_threshold_100": -0.07725323425491137, + "scr_metric_threshold_100": -0.07725323425491137, + "scr_dir2_threshold_100": 0.5476189935558876, + "scr_dir1_threshold_500": 0.4892703983431447, + "scr_metric_threshold_500": 0.4892703983431447, + "scr_dir2_threshold_500": 0.19999994323368195 + } + ], + "sae_bench_commit_hash": "f2d1d982515d2dee706eb23a1ca459b308988764", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_4", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2-random-10_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2-random-10_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..d2b330440cfb2573335f954deb99bcf5f4257fa0 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2-random-10_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 16, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "41b3af4c-2e57-4974-a54a-80bd439bbe4c", + "datetime_epoch_millis": 1737073521612, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.1914324100731366, + "scr_metric_threshold_2": 0.15694202111844752, + "scr_dir2_threshold_2": 0.1582423415827044, + "scr_dir1_threshold_5": 0.2484869498981012, + "scr_metric_threshold_5": 0.20130343936939044, + "scr_dir2_threshold_5": 0.21070206075485137, + "scr_dir1_threshold_10": 0.27572450033622037, + "scr_metric_threshold_10": 0.28220058259189046, + "scr_dir2_threshold_10": 0.29057732430418726, + "scr_dir1_threshold_20": 0.29409990271584807, + "scr_metric_threshold_20": 0.3584450351758977, + "scr_dir2_threshold_20": 0.3602665154124492, + "scr_dir1_threshold_50": 0.16284699705019973, + "scr_metric_threshold_50": 0.36062839811045416, + "scr_dir2_threshold_50": 0.36513227876121945, + "scr_dir1_threshold_100": -0.053978134551412475, + "scr_metric_threshold_100": 0.2841012701329617, + "scr_dir2_threshold_100": 0.27824340636126504, + "scr_dir1_threshold_500": -0.6763353325577068, + "scr_metric_threshold_500": 0.20576461919991249, + "scr_dir2_threshold_500": 0.2153829567170383 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.380952065584007, + "scr_metric_threshold_2": 0.02709353964956581, + "scr_dir2_threshold_2": 0.02709353964956581, + "scr_dir1_threshold_5": 0.4126986229439953, + "scr_metric_threshold_5": 0.0566502484750167, + "scr_dir2_threshold_5": 0.0566502484750167, + "scr_dir1_threshold_10": 0.4444442341988618, + "scr_metric_threshold_10": 0.07881774339173903, + "scr_dir2_threshold_10": 0.07881774339173903, + "scr_dir1_threshold_20": 0.4761907915588501, + "scr_metric_threshold_20": 0.11822654168287688, + "scr_dir2_threshold_20": 0.11822654168287688, + "scr_dir1_threshold_50": 0.36507925995657375, + "scr_metric_threshold_50": 0.14285705896602094, + "scr_dir2_threshold_50": 0.14285705896602094, + "scr_dir1_threshold_100": 0.17460370021713112, + "scr_metric_threshold_100": 0.2266009939000668, + "scr_dir2_threshold_100": 0.2266009939000668, + "scr_dir1_threshold_500": -1.7301575738080257, + "scr_metric_threshold_500": 0.20689652134976622, + "scr_dir2_threshold_500": 0.20689652134976622 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.1359223357153976, + "scr_metric_threshold_2": 0.11747854232647362, + "scr_dir2_threshold_2": 0.11747854232647362, + "scr_dir1_threshold_5": 0.1747573714463619, + "scr_metric_threshold_5": 0.1518623976302968, + "scr_dir2_threshold_5": 0.1518623976302968, + "scr_dir1_threshold_10": 0.24271824996108338, + "scr_metric_threshold_10": 0.32951294291889943, + "scr_dir2_threshold_10": 0.32951294291889943, + "scr_dir1_threshold_20": 0.2524268642223358, + "scr_metric_threshold_20": 0.42120350837402615, + "scr_dir2_threshold_20": 0.42120350837402615, + "scr_dir1_threshold_50": -0.019417807208459464, + "scr_metric_threshold_50": 0.4928366825794569, + "scr_dir2_threshold_50": 0.4928366825794569, + "scr_dir1_threshold_100": -0.8349518215008451, + "scr_metric_threshold_100": 0.08309451623569147, + "scr_dir2_threshold_100": 0.08309451623569147, + "scr_dir1_threshold_500": -1.776699557247376, + "scr_metric_threshold_500": 0.0573065393643446, + "scr_dir2_threshold_500": 0.0573065393643446 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5483869727270193, + "scr_metric_threshold_2": 0.04785892466919048, + "scr_dir2_threshold_2": 0.04785892466919048, + "scr_dir1_threshold_5": 0.5967744261368388, + "scr_metric_threshold_5": 0.10831244543435194, + "scr_dir2_threshold_5": 0.10831244543435194, + "scr_dir1_threshold_10": 0.516128349998606, + "scr_metric_threshold_10": 0.1788414028560683, + "scr_dir2_threshold_10": 0.1788414028560683, + "scr_dir1_threshold_20": 0.40322557386316116, + "scr_metric_threshold_20": 0.31234259006944615, + "scr_dir2_threshold_20": 0.31234259006944615, + "scr_dir1_threshold_50": 0.258064174999303, + "scr_metric_threshold_50": 0.37783382916288505, + "scr_dir2_threshold_50": 0.37783382916288505, + "scr_dir1_threshold_100": -0.25806513636490364, + "scr_metric_threshold_100": 0.4458439274204627, + "scr_dir2_threshold_100": 0.4458439274204627, + "scr_dir1_threshold_500": -0.32258142045612953, + "scr_metric_threshold_500": 0.15617137010354243, + "scr_dir2_threshold_500": 0.15617137010354243 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.1250002328306055, + "scr_metric_threshold_2": 0.10089032002917621, + "scr_dir2_threshold_2": 0.10089032002917621, + "scr_dir1_threshold_5": 0.14062502910382568, + "scr_metric_threshold_5": 0.14836798243767776, + "scr_dir2_threshold_5": 0.14836798243767776, + "scr_dir1_threshold_10": 0.10937497089617432, + "scr_metric_threshold_10": 0.272997045236917, + "scr_dir2_threshold_10": 0.272997045236917, + "scr_dir1_threshold_20": 0.17187508731147705, + "scr_metric_threshold_20": 0.37685468600380406, + "scr_dir2_threshold_20": 0.37685468600380406, + "scr_dir1_threshold_50": 0.16406268917486697, + "scr_metric_threshold_50": 0.412463065461462, + "scr_dir2_threshold_50": 0.412463065461462, + "scr_dir1_threshold_100": -0.07812491268852294, + "scr_metric_threshold_100": 0.13056388114303663, + "scr_dir2_threshold_100": 0.13056388114303663, + "scr_dir1_threshold_500": -1.242187136202179, + "scr_metric_threshold_500": 0.14540066169996685, + "scr_dir2_threshold_500": 0.14540066169996685 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.11351333935823518, + "scr_metric_threshold_2": 0.4235293430165561, + "scr_dir2_threshold_2": 0.4235293430165561, + "scr_dir1_threshold_5": 0.31891867510152927, + "scr_metric_threshold_5": 0.5607843503911701, + "scr_dir2_threshold_5": 0.5607843503911701, + "scr_dir1_threshold_10": 0.34054034026197044, + "scr_metric_threshold_10": 0.5921569635757178, + "scr_dir2_threshold_10": 0.5921569635757178, + "scr_dir1_threshold_20": 0.34054034026197044, + "scr_metric_threshold_20": 0.6588234744132448, + "scr_dir2_threshold_20": 0.6588234744132448, + "scr_dir1_threshold_50": 0.28108100271120584, + "scr_metric_threshold_50": 0.43529413139668877, + "scr_dir2_threshold_50": 0.43529413139668877, + "scr_dir1_threshold_100": 0.31891867510152927, + "scr_metric_threshold_100": 0.45098043798896265, + "scr_dir2_threshold_100": 0.45098043798896265, + "scr_dir1_threshold_500": -0.4702703312246177, + "scr_metric_threshold_500": 0.37647065698344395, + "scr_dir2_threshold_500": 0.37647065698344395 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.1134018274660653, + "scr_metric_threshold_2": 0.16129039235714715, + "scr_dir2_threshold_2": 0.16129039235714715, + "scr_dir1_threshold_5": 0.17525762109881465, + "scr_metric_threshold_5": 0.1572581866250075, + "scr_dir2_threshold_5": 0.1572581866250075, + "scr_dir1_threshold_10": 0.2113399369542642, + "scr_metric_threshold_10": 0.2419354683650784, + "scr_dir2_threshold_10": 0.2419354683650784, + "scr_dir1_threshold_20": 0.14948445056194273, + "scr_metric_threshold_20": 0.30241927537102686, + "scr_dir2_threshold_20": 0.30241927537102686, + "scr_dir1_threshold_50": 0.12886585268435963, + "scr_metric_threshold_50": 0.2782258006369044, + "scr_dir2_threshold_50": 0.2782258006369044, + "scr_dir1_threshold_100": 0.14432987790265395, + "scr_metric_threshold_100": 0.1733872498948507, + "scr_dir2_threshold_100": 0.1733872498948507, + "scr_dir1_threshold_500": 0.15979359588052033, + "scr_metric_threshold_500": 0.1290322658174608, + "scr_dir2_threshold_500": 0.1290322658174608 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.06278026546252806, + "scr_metric_threshold_2": 0.3258928654582359, + "scr_dir2_threshold_2": 0.3258928654582359, + "scr_dir1_threshold_5": 0.13452902572595388, + "scr_metric_threshold_5": 0.3928570763341127, + "scr_dir2_threshold_5": 0.3928570763341127, + "scr_dir1_threshold_10": 0.25112106185011224, + "scr_metric_threshold_10": 0.4732142358220131, + "scr_dir2_threshold_10": 0.4732142358220131, + "scr_dir1_threshold_20": 0.42600884875093514, + "scr_metric_threshold_20": 0.5446429402966448, + "scr_dir2_threshold_20": 0.5446429402966448, + "scr_dir1_threshold_50": 0.013452742201346637, + "scr_metric_threshold_50": 0.6339285547978138, + "scr_dir2_threshold_50": 0.6339285547978138, + "scr_dir1_threshold_100": -0.0358745137744202, + "scr_metric_threshold_100": 0.6250000997845452, + "scr_dir2_threshold_100": 0.6250000997845452, + "scr_dir1_threshold_500": -0.16591929209992518, + "scr_metric_threshold_500": 0.43749988358469727, + "scr_dir2_threshold_500": 0.43749988358469727 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.05150224144123495, + "scr_metric_threshold_2": 0.05150224144123495, + "scr_dir2_threshold_2": 0.06190480515528994, + "scr_dir1_threshold_5": 0.03433482762748996, + "scr_metric_threshold_5": 0.03433482762748996, + "scr_dir2_threshold_5": 0.10952379871117751, + "scr_dir1_threshold_10": 0.09012885856869063, + "scr_metric_threshold_10": 0.09012885856869063, + "scr_dir2_threshold_10": 0.1571427922670651, + "scr_dir1_threshold_20": 0.13304726519611204, + "scr_metric_threshold_20": 0.13304726519611204, + "scr_dir2_threshold_20": 0.14761910708852366, + "scr_dir1_threshold_50": 0.11158806188240133, + "scr_metric_threshold_50": 0.11158806188240133, + "scr_dir2_threshold_50": 0.14761910708852366, + "scr_dir1_threshold_100": 0.13733905469607777, + "scr_metric_threshold_100": 0.13733905469607777, + "scr_dir2_threshold_100": 0.09047614452250444, + "scr_dir1_threshold_500": 0.13733905469607777, + "scr_metric_threshold_500": 0.13733905469607777, + "scr_dir2_threshold_500": 0.21428575483308432 + } + ], + "sae_bench_commit_hash": "141aff72928f7588c1451bed47c401e1d565d471", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matryoshka_gemma-2-2b-16k-v2_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_1", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2-random-10_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2-random-10_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..9c4e86636c03ec27a842e2c90bf97542bf8e10d0 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2-random-10_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 16, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "2b04c3cc-9582-4b96-a5bc-af6bb8fa6726", + "datetime_epoch_millis": 1737073814586, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2425930314424066, + "scr_metric_threshold_2": 0.18687458184624836, + "scr_dir2_threshold_2": 0.1856023582110171, + "scr_dir1_threshold_5": 0.34172709400721824, + "scr_metric_threshold_5": 0.2520108537035588, + "scr_dir2_threshold_5": 0.23864991933431692, + "scr_dir1_threshold_10": 0.03490932400046082, + "scr_metric_threshold_10": 0.22514459621138946, + "scr_dir2_threshold_10": 0.21332670128760628, + "scr_dir1_threshold_20": 0.04225744050561393, + "scr_metric_threshold_20": 0.2527109759371518, + "scr_dir2_threshold_20": 0.23492539290368156, + "scr_dir1_threshold_50": -0.5831929097853261, + "scr_metric_threshold_50": 0.24446092924143512, + "scr_dir2_threshold_50": 0.22055432358364133, + "scr_dir1_threshold_100": -0.9726421810476318, + "scr_metric_threshold_100": 0.15192759712943127, + "scr_dir2_threshold_100": 0.14612848999389771, + "scr_dir1_threshold_500": -0.82437381877394, + "scr_metric_threshold_500": 0.15121864237615154, + "scr_dir2_threshold_500": 0.1601012299455418 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4444442341988618, + "scr_metric_threshold_2": 0.051724056932709886, + "scr_dir2_threshold_2": 0.051724056932709886, + "scr_dir1_threshold_5": 0.30158709134171896, + "scr_metric_threshold_5": 0.08374378812458251, + "scr_dir2_threshold_5": 0.08374378812458251, + "scr_dir1_threshold_10": 0.36507925995657375, + "scr_metric_threshold_10": -0.03201973119187263, + "scr_dir2_threshold_10": -0.03201973119187263, + "scr_dir1_threshold_20": 0.4603179859314168, + "scr_metric_threshold_20": 0.0073890670992652185, + "scr_dir2_threshold_20": 0.0073890670992652185, + "scr_dir1_threshold_50": -2.1904755597394425, + "scr_metric_threshold_50": 0.22413782472418173, + "scr_dir2_threshold_50": 0.22413782472418173, + "scr_dir1_threshold_100": -1.6349197939383044, + "scr_metric_threshold_100": -0.014778427817457113, + "scr_dir2_threshold_100": -0.014778427817457113, + "scr_dir1_threshold_500": -2.142856196752021, + "scr_metric_threshold_500": -0.07881774339173903, + "scr_dir2_threshold_500": -0.07881774339173903 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.1844659857076143, + "scr_metric_threshold_2": 0.16905449606916736, + "scr_dir2_threshold_2": 0.16905449606916736, + "scr_dir1_threshold_5": 0.3689319714152286, + "scr_metric_threshold_5": 0.19484230215355525, + "scr_dir2_threshold_5": 0.19484230215355525, + "scr_dir1_threshold_10": -0.8155345929783404, + "scr_metric_threshold_10": 0.3151863080778133, + "scr_dir2_threshold_10": 0.3151863080778133, + "scr_dir1_threshold_20": -1.330097514370219, + "scr_metric_threshold_20": 0.037249318901607584, + "scr_dir2_threshold_20": 0.037249318901607584, + "scr_dir1_threshold_50": -1.4951462715553285, + "scr_metric_threshold_50": 0.24928371949403338, + "scr_dir2_threshold_50": 0.24928371949403338, + "scr_dir1_threshold_100": -2.485437657294076, + "scr_metric_threshold_100": 0.025787976871346867, + "scr_dir2_threshold_100": 0.025787976871346867, + "scr_dir1_threshold_500": -2.485437657294076, + "scr_metric_threshold_500": 0.20916910778160036, + "scr_dir2_threshold_500": 0.20916910778160036 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.48387068863579336, + "scr_metric_threshold_2": 0.04785892466919048, + "scr_dir2_threshold_2": 0.04785892466919048, + "scr_dir1_threshold_5": 0.5645158034084256, + "scr_metric_threshold_5": 0.06549123909343892, + "scr_dir2_threshold_5": 0.06549123909343892, + "scr_dir1_threshold_10": -0.6129042181838458, + "scr_metric_threshold_10": 0.14609578330934886, + "scr_dir2_threshold_10": 0.14609578330934886, + "scr_dir1_threshold_20": 0.43548323522597376, + "scr_metric_threshold_20": 0.23425690501767496, + "scr_dir2_threshold_20": 0.23425690501767496, + "scr_dir1_threshold_50": 0.16129022954526445, + "scr_metric_threshold_50": 0.3576826555744979, + "scr_dir2_threshold_50": 0.3576826555744979, + "scr_dir1_threshold_100": -1.6774205022750717, + "scr_metric_threshold_100": 0.3224181768636397, + "scr_dir2_threshold_100": 0.3224181768636397, + "scr_dir1_threshold_500": -1.1935498136392784, + "scr_metric_threshold_500": -0.012594445958332302, + "scr_dir2_threshold_500": -0.012594445958332302 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.21093754365573852, + "scr_metric_threshold_2": 0.1513353031753887, + "scr_dir2_threshold_2": 0.1513353031753887, + "scr_dir1_threshold_5": 0.3593749708961743, + "scr_metric_threshold_5": 0.2551929439422758, + "scr_dir2_threshold_5": 0.2551929439422758, + "scr_dir1_threshold_10": -0.007812398136610098, + "scr_metric_threshold_10": -0.08011854426007292, + "scr_dir2_threshold_10": -0.08011854426007292, + "scr_dir1_threshold_20": -0.7734371944098303, + "scr_metric_threshold_20": -0.12462906279923919, + "scr_dir2_threshold_20": -0.12462906279923919, + "scr_dir1_threshold_50": -2.2734371944098304, + "scr_metric_threshold_50": -0.035608202589282274, + "scr_dir2_threshold_50": -0.035608202589282274, + "scr_dir1_threshold_100": -2.648436961579225, + "scr_metric_threshold_100": -0.14836780556930215, + "scr_dir2_threshold_100": -0.14836780556930215, + "scr_dir1_threshold_500": -0.3593749708961743, + "scr_metric_threshold_500": -0.017804101294641137, + "scr_dir2_threshold_500": -0.017804101294641137 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.2054053357432941, + "scr_metric_threshold_2": 0.4862745693856514, + "scr_dir2_threshold_2": 0.4862745693856514, + "scr_dir1_threshold_5": 0.5081080036149411, + "scr_metric_threshold_5": 0.6352941313966888, + "scr_dir2_threshold_5": 0.6352941313966888, + "scr_dir1_threshold_10": 0.43783767239032345, + "scr_metric_threshold_10": 0.45882347441324484, + "scr_dir2_threshold_10": 0.45882347441324484, + "scr_dir1_threshold_20": 0.4162160072298822, + "scr_metric_threshold_20": 0.5019608759779253, + "scr_dir2_threshold_20": 0.5019608759779253, + "scr_dir1_threshold_50": -0.11891899728879417, + "scr_metric_threshold_50": 0.780392175195585, + "scr_dir2_threshold_50": 0.780392175195585, + "scr_dir1_threshold_100": -0.048648666064176484, + "scr_metric_threshold_100": 0.7176469488264897, + "scr_dir2_threshold_100": 0.7176469488264897, + "scr_dir1_threshold_500": -0.3567569918663825, + "scr_metric_threshold_500": 0.2588234744132449, + "scr_dir2_threshold_500": 0.2588234744132449 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.13917499800293723, + "scr_metric_threshold_2": 0.12500006008532116, + "scr_dir2_threshold_2": 0.12500006008532116, + "scr_dir1_threshold_5": 0.25257713270943044, + "scr_metric_threshold_5": 0.18951607282340924, + "scr_dir2_threshold_5": 0.18951607282340924, + "scr_dir1_threshold_10": 0.3556698148569181, + "scr_metric_threshold_10": 0.24596767409721804, + "scr_dir2_threshold_10": 0.24596767409721804, + "scr_dir1_threshold_20": 0.43298963370796184, + "scr_metric_threshold_20": 0.572580664543652, + "scr_dir2_threshold_20": 0.572580664543652, + "scr_dir1_threshold_50": 0.4175256084896675, + "scr_metric_threshold_50": 0.20967734182539205, + "scr_dir2_threshold_50": 0.20967734182539205, + "scr_dir1_threshold_100": 0.22680396217255852, + "scr_metric_threshold_100": 0.028225920807546715, + "scr_dir2_threshold_100": 0.028225920807546715, + "scr_dir1_threshold_500": -0.10824756204720441, + "scr_metric_threshold_500": 0.04435498407738989, + "scr_dir2_threshold_500": 0.04435498407738989 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.14798203521271508, + "scr_metric_threshold_2": 0.3392858140702595, + "scr_dir2_threshold_2": 0.3392858140702595, + "scr_dir1_threshold_5": 0.22421531016200436, + "scr_metric_threshold_5": 0.43749988358469727, + "scr_dir2_threshold_5": 0.43749988358469727, + "scr_dir1_threshold_10": 0.37668159277516833, + "scr_metric_threshold_10": 0.5669643439219371, + "scr_dir2_threshold_10": 0.5669643439219371, + "scr_dir1_threshold_20": 0.43049309615138404, + "scr_metric_threshold_20": 0.5267857641779868, + "scr_dir2_threshold_20": 0.5267857641779868, + "scr_dir1_threshold_50": 0.6233184072248317, + "scr_metric_threshold_50": -0.0401785797439502, + "scr_dir2_threshold_50": -0.0401785797439502, + "scr_dir1_threshold_100": 0.34529132640119703, + "scr_metric_threshold_100": 0.14285714285714285, + "scr_dir2_threshold_100": 0.14285714285714285, + "scr_dir1_threshold_500": -0.20627805327479426, + "scr_metric_threshold_500": 0.5491071678032792, + "scr_dir2_threshold_500": 0.5491071678032792 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.1244634303822985, + "scr_metric_threshold_2": 0.1244634303822985, + "scr_dir2_threshold_2": 0.11428564130044823, + "scr_dir1_threshold_5": 0.15450646850982275, + "scr_metric_threshold_5": 0.15450646850982275, + "scr_dir2_threshold_5": 0.04761899355588758, + "scr_dir1_threshold_10": 0.18025746132349915, + "scr_metric_threshold_10": 0.18025746132349915, + "scr_dir2_threshold_10": 0.08571430193323373, + "scr_dir1_threshold_20": 0.266094274578342, + "scr_metric_threshold_20": 0.266094274578342, + "scr_dir2_threshold_20": 0.12380961031057988, + "scr_dir1_threshold_50": 0.21030049945102341, + "scr_metric_threshold_50": 0.21030049945102341, + "scr_dir2_threshold_50": 0.019047654188673074, + "scr_dir1_threshold_100": 0.1416308441960435, + "scr_metric_threshold_100": 0.1416308441960435, + "scr_dir2_threshold_100": 0.09523798711177515, + "scr_dir1_threshold_500": 0.25751069557841055, + "scr_metric_threshold_500": 0.25751069557841055, + "scr_dir2_threshold_500": 0.32857139613353253 + } + ], + "sae_bench_commit_hash": "141aff72928f7588c1451bed47c401e1d565d471", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matryoshka_gemma-2-2b-16k-v2_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_3", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_10_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_10_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..e219b4004f382f41770fa19a5378b9ce2f436251 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_10_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 16, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "23870fb8-6610-463d-9631-8e31e8281140", + "datetime_epoch_millis": 1737152484242, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.23414207641776813, + "scr_metric_threshold_2": 0.14086240913406411, + "scr_dir2_threshold_2": 0.13846613844527883, + "scr_dir1_threshold_5": 0.2764282678661394, + "scr_metric_threshold_5": 0.2377937914533324, + "scr_dir2_threshold_5": 0.2398579906710857, + "scr_dir1_threshold_10": 0.26788671909854683, + "scr_metric_threshold_10": 0.30644460125671574, + "scr_dir2_threshold_10": 0.30368047333353704, + "scr_dir1_threshold_20": 0.260498731685287, + "scr_metric_threshold_20": 0.3379851026943853, + "scr_dir2_threshold_20": 0.33271481228874694, + "scr_dir1_threshold_50": 0.2786726887533203, + "scr_metric_threshold_50": 0.3786092173116766, + "scr_dir2_threshold_50": 0.38101827091428636, + "scr_dir1_threshold_100": 0.14315695233685674, + "scr_metric_threshold_100": 0.3631875127444057, + "scr_dir2_threshold_100": 0.343322416577981, + "scr_dir1_threshold_500": -0.40127234975850395, + "scr_metric_threshold_500": 0.24899808128385026, + "scr_dir2_threshold_500": 0.21549357798035568 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.42857142857142855, + "scr_metric_threshold_2": 0.02955656201598755, + "scr_dir2_threshold_2": 0.02955656201598755, + "scr_dir1_threshold_5": 0.4444442341988618, + "scr_metric_threshold_5": 0.05418707929913162, + "scr_dir2_threshold_5": 0.05418707929913162, + "scr_dir1_threshold_10": 0.42857142857142855, + "scr_metric_threshold_10": 0.07635457421585395, + "scr_dir2_threshold_10": 0.07635457421585395, + "scr_dir1_threshold_20": 0.4444442341988618, + "scr_metric_threshold_20": 0.09852206913257629, + "scr_dir2_threshold_20": 0.09852206913257629, + "scr_dir1_threshold_50": 0.4126986229439953, + "scr_metric_threshold_50": 0.14778325050832777, + "scr_dir2_threshold_50": 0.14778325050832777, + "scr_dir1_threshold_100": 0.42857142857142855, + "scr_metric_threshold_100": 0.2635467698247829, + "scr_dir2_threshold_100": 0.2635467698247829, + "scr_dir1_threshold_500": -0.09523777986972133, + "scr_metric_threshold_500": 0.3399014908501002, + "scr_dir2_threshold_500": 0.3399014908501002 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.1747573714463619, + "scr_metric_threshold_2": 0.13180517716755977, + "scr_dir2_threshold_2": 0.13180517716755977, + "scr_dir1_threshold_5": 0.23300963569983096, + "scr_metric_threshold_5": 0.25787959792650966, + "scr_dir2_threshold_5": 0.25787959792650966, + "scr_dir1_threshold_10": 0.26213605716954286, + "scr_metric_threshold_10": 0.4297993868065025, + "scr_dir2_threshold_10": 0.4297993868065025, + "scr_dir1_threshold_20": 0.19417459996886668, + "scr_metric_threshold_20": 0.5014327317988923, + "scr_dir2_threshold_20": 0.5014327317988923, + "scr_dir1_threshold_50": 0.3300969356842643, + "scr_metric_threshold_50": 0.5959885900648444, + "scr_dir2_threshold_50": 0.5959885900648444, + "scr_dir1_threshold_100": -0.09708729998443334, + "scr_metric_threshold_100": 0.6189112741253658, + "scr_dir2_threshold_100": 0.6189112741253658, + "scr_dir1_threshold_500": -1.5242721143390856, + "scr_metric_threshold_500": 0.13180517716755977, + "scr_dir2_threshold_500": 0.13180517716755977 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5806446340898319, + "scr_metric_threshold_2": 0.03526447871085818, + "scr_dir2_threshold_2": 0.03526447871085818, + "scr_dir1_threshold_5": 0.4999995193171997, + "scr_metric_threshold_5": 0.07304796672349376, + "scr_dir2_threshold_5": 0.07304796672349376, + "scr_dir1_threshold_10": 0.48387068863579336, + "scr_metric_threshold_10": 0.08816127184596478, + "scr_dir2_threshold_10": 0.08816127184596478, + "scr_dir1_threshold_20": 0.40322557386316116, + "scr_metric_threshold_20": 0.15617137010354243, + "scr_dir2_threshold_20": 0.15617137010354243, + "scr_dir1_threshold_50": 0.3225804590905289, + "scr_metric_threshold_50": 0.24181363264772981, + "scr_dir2_threshold_50": 0.24181363264772981, + "scr_dir1_threshold_100": 0.11290277613544487, + "scr_metric_threshold_100": 0.29722928494697515, + "scr_dir2_threshold_100": 0.29722928494697515, + "scr_dir1_threshold_500": -0.25806513636490364, + "scr_metric_threshold_500": 0.1133501637626294, + "scr_dir2_threshold_500": 0.1133501637626294 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.17187508731147705, + "scr_metric_threshold_2": 0.21661724374690702, + "scr_dir2_threshold_2": 0.21661724374690702, + "scr_dir1_threshold_5": 0.2656252619344312, + "scr_metric_threshold_5": 0.29673596487535553, + "scr_dir2_threshold_5": 0.29673596487535553, + "scr_dir1_threshold_10": 0.21093754365573852, + "scr_metric_threshold_10": 0.34421380415223274, + "scr_dir2_threshold_10": 0.34421380415223274, + "scr_dir1_threshold_20": 0.07812491268852294, + "scr_metric_threshold_20": 0.38575682508531245, + "scr_dir2_threshold_20": 0.38575682508531245, + "scr_dir1_threshold_50": -0.062499650754091765, + "scr_metric_threshold_50": 0.4421366265753224, + "scr_dir2_threshold_50": 0.4421366265753224, + "scr_dir1_threshold_100": -0.5624996507540918, + "scr_metric_threshold_100": -0.1008901431608006, + "scr_dir2_threshold_100": -0.1008901431608006, + "scr_dir1_threshold_500": -2.0546872526174815, + "scr_metric_threshold_500": -0.1008901431608006, + "scr_dir2_threshold_500": -0.1008901431608006 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": -0.016216329417147127, + "scr_metric_threshold_2": 0.24705868603311212, + "scr_dir2_threshold_2": 0.24705868603311212, + "scr_dir1_threshold_5": 0.09189167419779398, + "scr_metric_threshold_5": 0.5607843503911701, + "scr_dir2_threshold_5": 0.5607843503911701, + "scr_dir1_threshold_10": -0.016216329417147127, + "scr_metric_threshold_10": 0.6470589197768215, + "scr_dir2_threshold_10": 0.6470589197768215, + "scr_dir1_threshold_20": 0.0648646732940587, + "scr_metric_threshold_20": 0.7254902189944813, + "scr_dir2_threshold_20": 0.7254902189944813, + "scr_dir1_threshold_50": 0.16216200542241166, + "scr_metric_threshold_50": 0.6862745693856515, + "scr_dir2_threshold_50": 0.6862745693856515, + "scr_dir1_threshold_100": 0.16216200542241166, + "scr_metric_threshold_100": 0.7098039124022075, + "scr_dir2_threshold_100": 0.7098039124022075, + "scr_dir1_threshold_500": -0.07027033122461769, + "scr_metric_threshold_500": 0.6392156496088299, + "scr_dir2_threshold_500": 0.6392156496088299 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.2010307916356866, + "scr_metric_threshold_2": 0.11290320254761761, + "scr_dir2_threshold_2": 0.11290320254761761, + "scr_dir1_threshold_5": 0.2731957305870136, + "scr_metric_threshold_5": 0.17741945562699032, + "scr_dir2_threshold_5": 0.17741945562699032, + "scr_dir1_threshold_10": 0.34536066953834055, + "scr_metric_threshold_10": 0.23790326263293876, + "scr_dir2_threshold_10": 0.23790326263293876, + "scr_dir1_threshold_20": 0.3556698148569181, + "scr_metric_threshold_20": 0.2500001201706423, + "scr_dir2_threshold_20": 0.2500001201706423, + "scr_dir1_threshold_50": 0.4175256084896675, + "scr_metric_threshold_50": 0.2701613891726251, + "scr_dir2_threshold_50": 0.2701613891726251, + "scr_dir1_threshold_100": 0.34536066953834055, + "scr_metric_threshold_100": 0.3588711169861203, + "scr_dir2_threshold_100": 0.3588711169861203, + "scr_dir1_threshold_500": 0.3659792674159237, + "scr_metric_threshold_500": 0.2419354683650784, + "scr_dir2_threshold_500": 0.2419354683650784 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.24663681444966334, + "scr_metric_threshold_2": 0.2678571095956278, + "scr_dir2_threshold_2": 0.2678571095956278, + "scr_dir1_threshold_5": 0.29596407042543016, + "scr_metric_threshold_5": 0.37499990021545476, + "scr_dir2_threshold_5": 0.37499990021545476, + "scr_dir1_threshold_10": 0.28251106093866896, + "scr_metric_threshold_10": 0.48214295692740233, + "scr_dir2_threshold_10": 0.48214295692740233, + "scr_dir1_threshold_20": 0.3632285832884071, + "scr_metric_threshold_20": 0.4062500249461363, + "scr_dir2_threshold_20": 0.4062500249461363, + "scr_dir1_threshold_50": 0.4708518573262531, + "scr_metric_threshold_50": 0.4687500083153788, + "scr_dir2_threshold_50": 0.4687500083153788, + "scr_dir1_threshold_100": 0.5112106185011221, + "scr_metric_threshold_100": 0.5133928155659633, + "scr_dir2_threshold_100": 0.5133928155659633, + "scr_dir1_threshold_500": 0.13452902572595388, + "scr_metric_threshold_500": 0.3348213204715046, + "scr_dir2_threshold_500": 0.3348213204715046 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.08583681325484281, + "scr_metric_threshold_2": 0.08583681325484281, + "scr_dir2_threshold_2": 0.06666664774456064, + "scr_dir1_threshold_5": 0.10729601656855352, + "scr_metric_threshold_5": 0.10729601656855352, + "scr_dir2_threshold_5": 0.12380961031057988, + "scr_dir1_threshold_10": 0.1459226336960092, + "scr_metric_threshold_10": 0.1459226336960092, + "scr_dir2_threshold_10": 0.12380961031057988, + "scr_dir1_threshold_20": 0.18025746132349915, + "scr_metric_threshold_20": 0.18025746132349915, + "scr_dir2_threshold_20": 0.13809513807839202, + "scr_dir1_threshold_50": 0.17596567182353345, + "scr_metric_threshold_50": 0.17596567182353345, + "scr_dir2_threshold_50": 0.19523810064441124, + "scr_dir1_threshold_100": 0.24463507126463127, + "scr_metric_threshold_100": 0.24463507126463127, + "scr_dir2_threshold_100": 0.08571430193323373, + "scr_dir1_threshold_500": 0.2918455232059005, + "scr_metric_threshold_500": 0.2918455232059005, + "scr_dir2_threshold_500": 0.02380949677794379 + } + ], + "sae_bench_commit_hash": "141aff72928f7588c1451bed47c401e1d565d471", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matryoshka_gemma-2-2b-16k-v2_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_10", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..88deb31eba20f5cb8efae32010e00868b1ddc4dd --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 16, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "a6abeca5-5950-489b-9602-c592009155af", + "datetime_epoch_millis": 1737152778709, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.26074890125860717, + "scr_metric_threshold_2": 0.2056281913720164, + "scr_dir2_threshold_2": 0.21121270833210898, + "scr_dir1_threshold_5": 0.2911720558985643, + "scr_metric_threshold_5": 0.24412713188296087, + "scr_dir2_threshold_5": 0.25142326926266567, + "scr_dir1_threshold_10": 0.23702259870618983, + "scr_metric_threshold_10": 0.30971148168213536, + "scr_dir2_threshold_10": 0.2822334586034398, + "scr_dir1_threshold_20": -0.06530848152684735, + "scr_metric_threshold_20": 0.3666772433414018, + "scr_dir2_threshold_20": 0.34460746381209584, + "scr_dir1_threshold_50": -0.19800971871042586, + "scr_metric_threshold_50": 0.3219083611662838, + "scr_dir2_threshold_50": 0.30515227928462946, + "scr_dir1_threshold_100": -0.3307955653079893, + "scr_metric_threshold_100": 0.2930503699571681, + "scr_dir2_threshold_100": 0.3147803890811062, + "scr_dir1_threshold_500": -1.1247478443880015, + "scr_metric_threshold_500": 0.16786671468073935, + "scr_dir2_threshold_500": 0.29679320642221013 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4603179859314168, + "scr_metric_threshold_2": 0.024630517283144072, + "scr_dir2_threshold_2": 0.024630517283144072, + "scr_dir1_threshold_5": 0.49206359718628334, + "scr_metric_threshold_5": 0.18226600406662213, + "scr_dir2_threshold_5": 0.18226600406662213, + "scr_dir1_threshold_10": 0.4603179859314168, + "scr_metric_threshold_10": 0.2118225660826097, + "scr_dir2_threshold_10": 0.2118225660826097, + "scr_dir1_threshold_20": 0.5714285714285714, + "scr_metric_threshold_20": 0.2266009939000668, + "scr_dir2_threshold_20": 0.2266009939000668, + "scr_dir1_threshold_50": 0.1269843372297096, + "scr_metric_threshold_50": 0.27586202846635494, + "scr_dir2_threshold_50": 0.27586202846635494, + "scr_dir1_threshold_100": 0.0634921686148548, + "scr_metric_threshold_100": 0.300492545749499, + "scr_dir2_threshold_100": 0.300492545749499, + "scr_dir1_threshold_500": -1.666665405193171, + "scr_metric_threshold_500": 0.20935954371618795, + "scr_dir2_threshold_500": 0.20935954371618795 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2718446714307952, + "scr_metric_threshold_2": 0.3553009197902463, + "scr_dir2_threshold_2": 0.3553009197902463, + "scr_dir1_threshold_5": 0.23300963569983096, + "scr_metric_threshold_5": 0.3810888966615932, + "scr_dir2_threshold_5": 0.3810888966615932, + "scr_dir1_threshold_10": 0.01941722852250481, + "scr_metric_threshold_10": 0.446991485245373, + "scr_dir2_threshold_10": 0.446991485245373, + "scr_dir1_threshold_20": -1.1165051071928929, + "scr_metric_threshold_20": 0.4641834128972846, + "scr_dir2_threshold_20": 0.4641834128972846, + "scr_dir1_threshold_50": -2.038835614416919, + "scr_metric_threshold_50": 0.32378218651028956, + "scr_dir2_threshold_50": 0.32378218651028956, + "scr_dir1_threshold_100": -1.5533985358087976, + "scr_metric_threshold_100": 0.28366757479785654, + "scr_dir2_threshold_100": 0.28366757479785654, + "scr_dir1_threshold_500": -2.737864521516412, + "scr_metric_threshold_500": -0.26647564714594496, + "scr_dir2_threshold_500": -0.26647564714594496 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.532258142045613, + "scr_metric_threshold_2": 0.042821206340913034, + "scr_dir2_threshold_2": 0.042821206340913034, + "scr_dir1_threshold_5": 0.516128349998606, + "scr_metric_threshold_5": 0.08564241268182607, + "scr_dir2_threshold_5": 0.08564241268182607, + "scr_dir1_threshold_10": 0.1290316068168512, + "scr_metric_threshold_10": 0.2040302947727329, + "scr_dir2_threshold_10": 0.2040302947727329, + "scr_dir1_threshold_20": -0.29032279772771624, + "scr_metric_threshold_20": 0.33501262282197203, + "scr_dir2_threshold_20": 0.33501262282197203, + "scr_dir1_threshold_50": -0.08064607613823284, + "scr_metric_threshold_50": 0.3274558951919172, + "scr_dir2_threshold_50": 0.3274558951919172, + "scr_dir1_threshold_100": -0.14516139886385812, + "scr_metric_threshold_100": 0.14105791484343272, + "scr_dir2_threshold_100": 0.14105791484343272, + "scr_dir1_threshold_500": -2.6129051795494465, + "scr_metric_threshold_500": 0.19899242630681677, + "scr_dir2_threshold_500": 0.19899242630681677 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.32031251455191284, + "scr_metric_threshold_2": 0.11869442132381734, + "scr_dir2_threshold_2": 0.11869442132381734, + "scr_dir1_threshold_5": 0.21093754365573852, + "scr_metric_threshold_5": -0.11275960298001989, + "scr_dir2_threshold_5": -0.11275960298001989, + "scr_dir1_threshold_10": 0.07812491268852294, + "scr_metric_threshold_10": -0.0890206833415813, + "scr_dir2_threshold_10": -0.0890206833415813, + "scr_dir1_threshold_20": -0.2578123981366101, + "scr_metric_threshold_20": -0.09792282242308967, + "scr_dir2_threshold_20": -0.09792282242308967, + "scr_dir1_threshold_50": -0.21874994179234863, + "scr_metric_threshold_50": -0.2700295476308304, + "scr_dir2_threshold_50": -0.2700295476308304, + "scr_dir1_threshold_100": -1.2109370779945277, + "scr_metric_threshold_100": -0.26112758541769765, + "scr_dir2_threshold_100": -0.26112758541769765, + "scr_dir1_threshold_500": -1.0781249126885228, + "scr_metric_threshold_500": -0.30860524782619925, + "scr_dir2_threshold_500": -0.30860524782619925 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.0, + "scr_metric_threshold_2": 0.5764706569834439, + "scr_dir2_threshold_2": 0.5764706569834439, + "scr_dir1_threshold_5": 0.11351333935823518, + "scr_metric_threshold_5": 0.6039215182121411, + "scr_dir2_threshold_5": 0.6039215182121411, + "scr_dir1_threshold_10": 0.2054053357432941, + "scr_metric_threshold_10": 0.6666667445812364, + "scr_dir2_threshold_10": 0.6666667445812364, + "scr_dir1_threshold_20": -0.610810993673853, + "scr_metric_threshold_20": 0.7176469488264897, + "scr_dir2_threshold_20": 0.7176469488264897, + "scr_dir1_threshold_50": -0.5837839927701177, + "scr_metric_threshold_50": 0.7568628321790289, + "scr_dir2_threshold_50": 0.7568628321790289, + "scr_dir1_threshold_100": -0.508108325802206, + "scr_metric_threshold_100": 0.8627452263690953, + "scr_dir2_threshold_100": 0.8627452263690953, + "scr_dir1_threshold_500": -0.497297332128353, + "scr_metric_threshold_500": 0.8862745693856514, + "scr_dir2_threshold_500": 0.8862745693856514 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.18556676641739225, + "scr_metric_threshold_2": 0.14112912335516434, + "scr_dir2_threshold_2": 0.14112912335516434, + "scr_dir1_threshold_5": 0.2319585348318473, + "scr_metric_threshold_5": 0.1935485188968335, + "scr_dir2_threshold_5": 0.1935485188968335, + "scr_dir1_threshold_10": 0.309278353682891, + "scr_metric_threshold_10": 0.282258006369044, + "scr_dir2_threshold_10": 0.282258006369044, + "scr_dir1_threshold_20": 0.381443292634218, + "scr_metric_threshold_20": 0.38306459172024276, + "scr_dir2_threshold_20": 0.38306459172024276, + "scr_dir1_threshold_50": 0.3350515242197629, + "scr_metric_threshold_50": 0.43145154118848766, + "scr_dir2_threshold_50": 0.43145154118848766, + "scr_dir1_threshold_100": 0.3659792674159237, + "scr_metric_threshold_100": 0.427419335456348, + "scr_dir2_threshold_100": 0.427419335456348, + "scr_dir1_threshold_500": 0.11855670736578201, + "scr_metric_threshold_500": 0.427419335456348, + "scr_dir2_threshold_500": 0.427419335456348 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.2556053092505611, + "scr_metric_threshold_2": 0.3258928654582359, + "scr_dir2_threshold_2": 0.3258928654582359, + "scr_dir1_threshold_5": 0.39013460226192953, + "scr_metric_threshold_5": 0.47767846332864744, + "scr_dir2_threshold_5": 0.47767846332864744, + "scr_dir1_threshold_10": 0.4843048668130143, + "scr_metric_threshold_10": 0.5446429402966448, + "scr_dir2_threshold_10": 0.5446429402966448, + "scr_dir1_threshold_20": 0.5426008848750935, + "scr_metric_threshold_20": 0.6473215034098375, + "scr_dir2_threshold_20": 0.6473215034098375, + "scr_dir1_threshold_50": 0.7085201769750187, + "scr_metric_threshold_50": 0.5625001164153027, + "scr_dir2_threshold_50": 0.5625001164153027, + "scr_dir1_threshold_100": 0.3632285832884071, + "scr_metric_threshold_100": 0.6116071511725216, + "scr_dir2_threshold_100": 0.6116071511725216, + "scr_dir1_threshold_500": -0.2017938058743454, + "scr_metric_threshold_500": 0.5178570430725976, + "scr_dir2_threshold_500": 0.5178570430725976 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.060085820441166386, + "scr_metric_threshold_2": 0.060085820441166386, + "scr_dir2_threshold_2": 0.10476195612190681, + "scr_dir1_threshold_5": 0.1416308441960435, + "scr_metric_threshold_5": 0.1416308441960435, + "scr_dir2_threshold_5": 0.19999994323368195, + "scr_dir1_threshold_10": 0.21030049945102341, + "scr_metric_threshold_10": 0.21030049945102341, + "scr_dir2_threshold_10": -0.009523685178541423, + "scr_dir1_threshold_20": 0.25751069557841055, + "scr_metric_threshold_20": 0.25751069557841055, + "scr_dir2_threshold_20": 0.08095245934396302, + "scr_dir1_threshold_50": 0.1673818370097199, + "scr_metric_threshold_50": 0.1673818370097199, + "scr_dir2_threshold_50": 0.033333181956485214, + "scr_dir1_threshold_100": -0.021459203313710703, + "scr_metric_threshold_100": -0.021459203313710703, + "scr_dir2_threshold_100": 0.1523809496777944, + "scr_dir1_threshold_500": -0.3218883055195427, + "scr_metric_threshold_500": -0.3218883055195427, + "scr_dir2_threshold_500": 0.7095236284122234 + } + ], + "sae_bench_commit_hash": "141aff72928f7588c1451bed47c401e1d565d471", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matryoshka_gemma-2-2b-16k-v2_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_4", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_6_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_6_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..e716f8a3764ad92bdd9e8cf6aba9ab84c959e794 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_6_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 16, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "ed28718c-75d0-4448-b17c-cbe83de36f07", + "datetime_epoch_millis": 1737151590596, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2866264024217706, + "scr_metric_threshold_2": 0.18608635606899118, + "scr_dir2_threshold_2": 0.18410138883777483, + "scr_dir1_threshold_5": 0.34250299339679857, + "scr_metric_threshold_5": 0.20901012240222408, + "scr_dir2_threshold_5": 0.2165412898287949, + "scr_dir1_threshold_10": 0.2919190443734531, + "scr_metric_threshold_10": 0.27206136839800477, + "scr_dir2_threshold_10": 0.26261677329020516, + "scr_dir1_threshold_20": 0.08277192812272079, + "scr_metric_threshold_20": 0.3483381310185374, + "scr_dir2_threshold_20": 0.32644458942098553, + "scr_dir1_threshold_50": -0.45485509862400036, + "scr_metric_threshold_50": 0.2503249703647169, + "scr_dir2_threshold_50": 0.1462732658185808, + "scr_dir1_threshold_100": -0.5089871707480196, + "scr_metric_threshold_100": 0.27071816795183506, + "scr_dir2_threshold_100": 0.17991501045883848, + "scr_dir1_threshold_500": -0.9601688693095927, + "scr_metric_threshold_500": 0.07517406164298422, + "scr_dir2_threshold_500": 0.03391614377987725 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4126986229439953, + "scr_metric_threshold_2": 0.012315258641572036, + "scr_dir2_threshold_2": 0.012315258641572036, + "scr_dir1_threshold_5": 0.5396829601737049, + "scr_metric_threshold_5": 0.1453200813324427, + "scr_dir2_threshold_5": 0.1453200813324427, + "scr_dir1_threshold_10": 0.5396829601737049, + "scr_metric_threshold_10": 0.19458126270819417, + "scr_dir2_threshold_10": 0.19458126270819417, + "scr_dir1_threshold_20": 0.49206359718628334, + "scr_metric_threshold_20": 0.21921177999133823, + "scr_dir2_threshold_20": 0.21921177999133823, + "scr_dir1_threshold_50": -0.2857142857142857, + "scr_metric_threshold_50": 0.2536945335496326, + "scr_dir2_threshold_50": 0.2536945335496326, + "scr_dir1_threshold_100": 0.2857142857142857, + "scr_metric_threshold_100": 0.3054185904823425, + "scr_dir2_threshold_100": 0.3054185904823425, + "scr_dir1_threshold_500": -1.5714276253234496, + "scr_metric_threshold_500": -0.019704472550300594, + "scr_dir2_threshold_500": -0.019704472550300594 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.29126189995330004, + "scr_metric_threshold_2": 0.17478508169081822, + "scr_dir2_threshold_2": 0.17478508169081822, + "scr_dir1_threshold_5": 0.29126189995330004, + "scr_metric_threshold_5": 0.20630364418381594, + "scr_dir2_threshold_5": 0.20630364418381594, + "scr_dir1_threshold_10": -0.56310715007005, + "scr_metric_threshold_10": 0.2893983312064664, + "scr_dir2_threshold_10": 0.2893983312064664, + "scr_dir1_threshold_20": -0.7961167857698809, + "scr_metric_threshold_20": 0.38681948228324403, + "scr_dir2_threshold_20": 0.38681948228324403, + "scr_dir1_threshold_50": -0.56310715007005, + "scr_metric_threshold_50": 0.025787976871346867, + "scr_dir2_threshold_50": 0.025787976871346867, + "scr_dir1_threshold_100": -2.213592985863281, + "scr_metric_threshold_100": -0.07449863780321517, + "scr_dir2_threshold_100": -0.07449863780321517, + "scr_dir1_threshold_500": -2.689320871524195, + "scr_metric_threshold_500": -0.15186256841725576, + "scr_dir2_threshold_500": -0.15186256841725576 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.516128349998606, + "scr_metric_threshold_2": 0.03274561954671946, + "scr_dir2_threshold_2": 0.03274561954671946, + "scr_dir1_threshold_5": 0.5483869727270193, + "scr_metric_threshold_5": 0.11083130459849067, + "scr_dir2_threshold_5": 0.11083130459849067, + "scr_dir1_threshold_10": 0.5806446340898319, + "scr_metric_threshold_10": 0.1259446097209617, + "scr_dir2_threshold_10": 0.1259446097209617, + "scr_dir1_threshold_20": 0.016128830681406324, + "scr_metric_threshold_20": 0.2518892194419234, + "scr_dir2_threshold_20": 0.2518892194419234, + "scr_dir1_threshold_50": -1.580646556821033, + "scr_metric_threshold_50": 0.28463483898864284, + "scr_dir2_threshold_50": 0.28463483898864284, + "scr_dir1_threshold_100": -0.5322591034112135, + "scr_metric_threshold_100": 0.10831244543435194, + "scr_dir2_threshold_100": 0.10831244543435194, + "scr_dir1_threshold_500": -1.8709693545487494, + "scr_metric_threshold_500": 0.005037868465916129, + "scr_dir2_threshold_500": 0.005037868465916129 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.28125005820765137, + "scr_metric_threshold_2": 0.19584582171455495, + "scr_dir2_threshold_2": 0.19584582171455495, + "scr_dir1_threshold_5": 0.2421876018633899, + "scr_metric_threshold_5": -0.09495550168537875, + "scr_dir2_threshold_5": -0.09495550168537875, + "scr_dir1_threshold_10": 0.29687532014208257, + "scr_metric_threshold_10": -0.09792282242308967, + "scr_dir2_threshold_10": -0.09792282242308967, + "scr_dir1_threshold_20": -0.8515621070983532, + "scr_metric_threshold_20": -0.077151223522362, + "scr_dir2_threshold_20": -0.077151223522362, + "scr_dir1_threshold_50": -1.7734371944098304, + "scr_metric_threshold_50": -0.10682478463622243, + "scr_dir2_threshold_50": -0.10682478463622243, + "scr_dir1_threshold_100": -2.2968743888196608, + "scr_metric_threshold_100": -0.029673561113860433, + "scr_dir2_threshold_100": -0.029673561113860433, + "scr_dir1_threshold_500": -2.562499650754092, + "scr_metric_threshold_500": -0.059347122227720865, + "scr_dir2_threshold_500": -0.059347122227720865 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.1729726769089998, + "scr_metric_threshold_2": 0.5294117372066224, + "scr_dir2_threshold_2": 0.5294117372066224, + "scr_dir1_threshold_5": 0.291891674197794, + "scr_metric_threshold_5": 0.5647058686033112, + "scr_dir2_threshold_5": 0.5647058686033112, + "scr_dir1_threshold_10": 0.38918900632614695, + "scr_metric_threshold_10": 0.6352941313966888, + "scr_dir2_threshold_10": 0.6352941313966888, + "scr_dir1_threshold_20": 0.4270270009037353, + "scr_metric_threshold_20": 0.7568628321790289, + "scr_dir2_threshold_20": 0.7568628321790289, + "scr_dir1_threshold_50": -0.9513516561230885, + "scr_metric_threshold_50": 0.0, + "scr_dir2_threshold_50": 0.0, + "scr_dir1_threshold_100": -0.18918932851341186, + "scr_metric_threshold_100": 0.20784303642428223, + "scr_dir2_threshold_100": 0.20784303642428223, + "scr_dir1_threshold_500": -0.405405657930559, + "scr_metric_threshold_500": -0.4588237081569542, + "scr_dir2_threshold_500": -0.4588237081569542 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.2113399369542642, + "scr_metric_threshold_2": 0.13306447154960044, + "scr_dir2_threshold_2": 0.13306447154960044, + "scr_dir1_threshold_5": 0.2731957305870136, + "scr_metric_threshold_5": 0.20161293036111277, + "scr_dir2_threshold_5": 0.20161293036111277, + "scr_dir1_threshold_10": 0.37113384007521244, + "scr_metric_threshold_10": 0.31048392717659073, + "scr_dir2_threshold_10": 0.31048392717659073, + "scr_dir1_threshold_20": 0.5257731705368719, + "scr_metric_threshold_20": 0.4072580664543652, + "scr_dir2_threshold_20": 0.4072580664543652, + "scr_dir1_threshold_50": 0.5, + "scr_metric_threshold_50": 0.5685484588115124, + "scr_dir2_threshold_50": 0.5685484588115124, + "scr_dir1_threshold_100": 0.5154637179778664, + "scr_metric_threshold_100": 0.63709667728174, + "scr_dir2_threshold_100": 0.63709667728174, + "scr_dir1_threshold_500": 0.4845359747817057, + "scr_metric_threshold_500": 0.47983873099801716, + "scr_dir2_threshold_500": 0.47983873099801716 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.2914798230249813, + "scr_metric_threshold_2": 0.294643006819675, + "scr_dir2_threshold_2": 0.294643006819675, + "scr_dir1_threshold_5": 0.3946188496623784, + "scr_metric_threshold_5": 0.3794643938142097, + "scr_dir2_threshold_5": 0.3794643938142097, + "scr_dir1_threshold_10": 0.4977578762997756, + "scr_metric_threshold_10": 0.4955356394473054, + "scr_dir2_threshold_10": 0.4955356394473054, + "scr_dir1_threshold_20": 0.5784753986495137, + "scr_metric_threshold_20": 0.5714285714285714, + "scr_dir2_threshold_20": 0.5714285714285714, + "scr_dir1_threshold_50": 0.6591929209992519, + "scr_metric_threshold_50": 0.6205356061857903, + "scr_dir2_threshold_50": 0.6205356061857903, + "scr_dir1_threshold_100": -0.13901354041181732, + "scr_metric_threshold_100": 0.5133928155659633, + "scr_dir2_threshold_100": 0.5133928155659633, + "scr_dir1_threshold_500": 0.5560538943618547, + "scr_metric_threshold_500": 0.42857142857142855, + "scr_dir2_threshold_500": 0.42857142857142855 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.11587985138236706, + "scr_metric_threshold_2": 0.11587985138236706, + "scr_dir2_threshold_2": 0.10000011353263609, + "scr_dir1_threshold_5": 0.15879825800978847, + "scr_metric_threshold_5": 0.15879825800978847, + "scr_dir2_threshold_5": 0.21904759742235502, + "scr_dir1_threshold_10": 0.22317586795092056, + "scr_metric_threshold_10": 0.22317586795092056, + "scr_dir2_threshold_10": 0.14761910708852366, + "scr_dir1_threshold_20": 0.2703863198921898, + "scr_metric_threshold_20": 0.2703863198921898, + "scr_dir2_threshold_20": 0.09523798711177515, + "scr_dir1_threshold_50": 0.35622313314703263, + "scr_metric_threshold_50": 0.35622313314703263, + "scr_dir2_threshold_50": -0.4761905032220562, + "scr_dir1_threshold_100": 0.49785397734307607, + "scr_metric_threshold_100": 0.49785397734307607, + "scr_dir2_threshold_100": -0.22857128260089646, + "scr_dir1_threshold_500": 0.37768233646074334, + "scr_metric_threshold_500": 0.37768233646074334, + "scr_dir2_threshold_500": 0.04761899355588758 + } + ], + "sae_bench_commit_hash": "141aff72928f7588c1451bed47c401e1d565d471", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matryoshka_gemma-2-2b-16k-v2_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_6", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_8_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_8_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..4c7feb6432de4bb4014a85e2218630f66be672d7 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_8_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 16, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "1d13e249-8e43-4742-a473-f15e3476b799", + "datetime_epoch_millis": 1737152186303, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.17367275419777903, + "scr_metric_threshold_2": 0.17033382746480857, + "scr_dir2_threshold_2": 0.17806427115161924, + "scr_dir1_threshold_5": 0.04537450396646685, + "scr_metric_threshold_5": 0.2150425413741808, + "scr_dir2_threshold_5": 0.22300801510785748, + "scr_dir1_threshold_10": -0.021471279824722172, + "scr_metric_threshold_10": 0.22784713130792766, + "scr_dir2_threshold_10": 0.23842855638310573, + "scr_dir1_threshold_20": -0.02821309099578422, + "scr_metric_threshold_20": 0.24973622081868058, + "scr_dir2_threshold_20": 0.26657915616552363, + "scr_dir1_threshold_50": -0.1338266893093118, + "scr_metric_threshold_50": 0.28635299713029017, + "scr_dir2_threshold_50": 0.31248469404565493, + "scr_dir1_threshold_100": -0.2372095159660586, + "scr_metric_threshold_100": 0.2682379006658461, + "scr_dir2_threshold_100": 0.2878807496992292, + "scr_dir1_threshold_500": -0.4011108067145355, + "scr_metric_threshold_500": 0.21289438629151147, + "scr_dir2_threshold_500": 0.23985634357740113 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.33333364870170723, + "scr_metric_threshold_2": 0.012315258641572036, + "scr_dir2_threshold_2": 0.012315258641572036, + "scr_dir1_threshold_5": 0.3492064543291405, + "scr_metric_threshold_5": 0.05418707929913162, + "scr_dir2_threshold_5": 0.05418707929913162, + "scr_dir1_threshold_10": 0.396825817316562, + "scr_metric_threshold_10": 0.07389155184943222, + "scr_dir2_threshold_10": 0.07389155184943222, + "scr_dir1_threshold_20": 0.31746084307427397, + "scr_metric_threshold_20": 0.10591128304130484, + "scr_dir2_threshold_20": 0.10591128304130484, + "scr_dir1_threshold_50": 0.30158709134171896, + "scr_metric_threshold_50": 0.13793101423317747, + "scr_dir2_threshold_50": 0.13793101423317747, + "scr_dir1_threshold_100": 0.11111153160227633, + "scr_metric_threshold_100": 0.20197032980745938, + "scr_dir2_threshold_100": 0.20197032980745938, + "scr_dir1_threshold_500": -0.09523777986972133, + "scr_metric_threshold_500": 0.1133004969500334, + "scr_dir2_threshold_500": 0.1133004969500334 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.19417459996886668, + "scr_metric_threshold_2": 0.23495708465294723, + "scr_dir2_threshold_2": 0.23495708465294723, + "scr_dir1_threshold_5": 0.14563094997665002, + "scr_metric_threshold_5": 0.2722062327675958, + "scr_dir2_threshold_5": 0.2722062327675958, + "scr_dir1_threshold_10": -0.40776700714619285, + "scr_metric_threshold_10": 0.32378218651028956, + "scr_dir2_threshold_10": 0.32378218651028956, + "scr_dir1_threshold_20": -0.3592233571539762, + "scr_metric_threshold_20": 0.36962755463133246, + "scr_dir2_threshold_20": 0.36962755463133246, + "scr_dir1_threshold_50": -0.6407772215319785, + "scr_metric_threshold_50": 0.4097421663437655, + "scr_dir2_threshold_50": 0.4097421663437655, + "scr_dir1_threshold_100": -1.097087878670388, + "scr_metric_threshold_100": 0.17765037450164364, + "scr_dir2_threshold_100": 0.17765037450164364, + "scr_dir1_threshold_500": -1.0873792644091356, + "scr_metric_threshold_500": 0.13180517716755977, + "scr_dir2_threshold_500": 0.13180517716755977 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.4999995193171997, + "scr_metric_threshold_2": 0.05289679313510661, + "scr_dir2_threshold_2": 0.05289679313510661, + "scr_dir1_threshold_5": 0.43548323522597376, + "scr_metric_threshold_5": 0.06297237992930019, + "scr_dir2_threshold_5": 0.06297237992930019, + "scr_dir1_threshold_10": 0.2741930056807093, + "scr_metric_threshold_10": 0.12090689139268425, + "scr_dir2_threshold_10": 0.12090689139268425, + "scr_dir1_threshold_20": 0.24193534431789668, + "scr_metric_threshold_20": 0.18136026202020702, + "scr_dir2_threshold_20": 0.18136026202020702, + "scr_dir1_threshold_50": -0.20967768295508404, + "scr_metric_threshold_50": 0.22418146836112005, + "scr_dir2_threshold_50": 0.22418146836112005, + "scr_dir1_threshold_100": -0.5000004806828003, + "scr_metric_threshold_100": 0.2292191866893975, + "scr_dir2_threshold_100": 0.2292191866893975, + "scr_dir1_threshold_500": -0.9032270159115621, + "scr_metric_threshold_500": 0.1511335016376263, + "scr_dir2_threshold_500": 0.1511335016376263 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.16406268917486697, + "scr_metric_threshold_2": 0.16320476299460798, + "scr_dir2_threshold_2": 0.16320476299460798, + "scr_dir1_threshold_5": -0.046874854480871565, + "scr_metric_threshold_5": 0.23738884264763468, + "scr_dir2_threshold_5": 0.23738884264763468, + "scr_dir1_threshold_10": 0.015625261934431176, + "scr_metric_threshold_10": 0.08011872112844853, + "scr_dir2_threshold_10": 0.08011872112844853, + "scr_dir1_threshold_20": -0.03125005820765137, + "scr_metric_threshold_20": 0.12759656040532572, + "scr_dir2_threshold_20": 0.12759656040532572, + "scr_dir1_threshold_50": -0.10156210709835324, + "scr_metric_threshold_50": 0.16913958133840545, + "scr_dir2_threshold_50": 0.16913958133840545, + "scr_dir1_threshold_100": -0.015624796273220196, + "scr_metric_threshold_100": 0.19287850097684403, + "scr_dir2_threshold_100": 0.19287850097684403, + "scr_dir1_threshold_500": -0.4843747380655688, + "scr_metric_threshold_500": -0.008901962213132759, + "scr_dir2_threshold_500": -0.008901962213132759 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.0, + "scr_metric_threshold_2": 0.4862745693856514, + "scr_dir2_threshold_2": 0.4862745693856514, + "scr_dir1_threshold_5": -0.7459459981925295, + "scr_metric_threshold_5": 0.5529410802231784, + "scr_dir2_threshold_5": 0.5529410802231784, + "scr_dir1_threshold_10": -0.7135136615455001, + "scr_metric_threshold_10": 0.5686273868154523, + "scr_dir2_threshold_10": 0.5686273868154523, + "scr_dir1_threshold_20": -0.6648649954813236, + "scr_metric_threshold_20": 0.6, + "scr_dir2_threshold_20": 0.6, + "scr_dir1_threshold_50": -0.6324326588342942, + "scr_metric_threshold_50": 0.6274508612286972, + "scr_dir2_threshold_50": 0.6274508612286972, + "scr_dir1_threshold_100": -0.5729729990962648, + "scr_metric_threshold_100": 0.6274508612286972, + "scr_dir2_threshold_100": 0.6274508612286972, + "scr_dir1_threshold_500": -0.605405657930559, + "scr_metric_threshold_500": 0.6039215182121411, + "scr_dir2_threshold_500": 0.6039215182121411 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.08762865692919337, + "scr_metric_threshold_2": 0.1290322658174608, + "scr_dir2_threshold_2": 0.1290322658174608, + "scr_dir1_threshold_5": 0.1340204253436484, + "scr_metric_threshold_5": 0.18145166135912996, + "scr_dir2_threshold_5": 0.18145166135912996, + "scr_dir1_threshold_10": 0.08247408426990457, + "scr_metric_threshold_10": 0.2701613891726251, + "scr_dir2_threshold_10": 0.2701613891726251, + "scr_dir1_threshold_20": 0.08247408426990457, + "scr_metric_threshold_20": 0.2701613891726251, + "scr_dir2_threshold_20": 0.2701613891726251, + "scr_dir1_threshold_50": 0.1134018274660653, + "scr_metric_threshold_50": 0.34274205371627714, + "scr_dir2_threshold_50": 0.34274205371627714, + "scr_dir1_threshold_100": 0.015463717977866399, + "scr_metric_threshold_100": 0.31048392717659073, + "scr_dir2_threshold_100": 0.31048392717659073, + "scr_dir1_threshold_500": -0.11340213470649321, + "scr_metric_threshold_500": 0.3508064651805564, + "scr_dir2_threshold_500": 0.3508064651805564 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.06726451286297694, + "scr_metric_threshold_2": 0.24107147846370117, + "scr_dir2_threshold_2": 0.24107147846370117, + "scr_dir1_threshold_5": 0.03138999908855673, + "scr_metric_threshold_5": 0.2991072343263093, + "scr_dir2_threshold_5": 0.2991072343263093, + "scr_dir1_threshold_10": 0.10313902663739713, + "scr_metric_threshold_10": 0.308035689339578, + "scr_dir2_threshold_10": 0.308035689339578, + "scr_dir1_threshold_20": 0.17488778690082293, + "scr_metric_threshold_20": 0.33035709296487026, + "scr_dir2_threshold_20": 0.33035709296487026, + "scr_dir1_threshold_50": 0.10313902663739713, + "scr_metric_threshold_50": 0.38392862132084404, + "scr_dir2_threshold_50": 0.38392862132084404, + "scr_dir1_threshold_100": 0.16143477741406173, + "scr_metric_threshold_100": 0.4062500249461363, + "scr_dir2_threshold_100": 0.4062500249461363, + "scr_dir1_threshold_500": 0.06726451286297694, + "scr_metric_threshold_500": 0.3482142690835282, + "scr_dir2_threshold_500": 0.3482142690835282 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.042918406627421406, + "scr_metric_threshold_2": 0.042918406627421406, + "scr_dir2_threshold_2": 0.10476195612190681, + "scr_dir1_threshold_5": 0.060085820441166386, + "scr_metric_threshold_5": 0.060085820441166386, + "scr_dir2_threshold_5": 0.12380961031057988, + "scr_dir1_threshold_10": 0.07725323425491137, + "scr_metric_threshold_10": 0.07725323425491137, + "scr_dir2_threshold_10": 0.1619046348563358, + "scr_dir1_threshold_20": 0.012875624313779262, + "scr_metric_threshold_20": 0.012875624313779262, + "scr_dir2_threshold_20": 0.14761910708852366, + "scr_dir1_threshold_50": -0.004291789499965721, + "scr_metric_threshold_50": -0.004291789499965721, + "scr_dir2_threshold_50": 0.20476178582295265, + "scr_dir1_threshold_100": 0.0, + "scr_metric_threshold_100": 0.0, + "scr_dir2_threshold_100": 0.1571427922670651, + "scr_dir1_threshold_500": 0.012875624313779262, + "scr_metric_threshold_500": 0.012875624313779262, + "scr_dir2_threshold_500": 0.22857128260089646 + } + ], + "sae_bench_commit_hash": "141aff72928f7588c1451bed47c401e1d565d471", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matryoshka_gemma-2-2b-16k-v2_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_8", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_11_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_11_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..7cdab50f642e8f3466259ac46dfe46299089de82 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_11_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 16, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "c7196a00-2964-42d7-baba-003bcd9c405a", + "datetime_epoch_millis": 1737150628862, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.20897243460694306, + "scr_metric_threshold_2": 0.18375219369212248, + "scr_dir2_threshold_2": 0.19047607162097013, + "scr_dir1_threshold_5": 0.19443831221579097, + "scr_metric_threshold_5": 0.23656740103026672, + "scr_dir2_threshold_5": 0.2450693484514391, + "scr_dir1_threshold_10": 0.0946443382289135, + "scr_metric_threshold_10": 0.29093987135047356, + "scr_dir2_threshold_10": 0.2996768133395632, + "scr_dir1_threshold_20": -0.027374581912568696, + "scr_metric_threshold_20": 0.3271782778247137, + "scr_dir2_threshold_20": 0.31019485833274274, + "scr_dir1_threshold_50": -0.17458625290101276, + "scr_metric_threshold_50": 0.3624803256638614, + "scr_dir2_threshold_50": 0.3280433946094521, + "scr_dir1_threshold_100": -0.30380077170029635, + "scr_metric_threshold_100": 0.32441258226228376, + "scr_dir2_threshold_100": 0.29361348222253997, + "scr_dir1_threshold_500": -0.6146007677897926, + "scr_metric_threshold_500": 0.1803045028729769, + "scr_dir2_threshold_500": 0.16160942748244486 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.42857142857142855, + "scr_metric_threshold_2": 0.039408798291137845, + "scr_dir2_threshold_2": 0.039408798291137845, + "scr_dir1_threshold_5": 0.49206359718628334, + "scr_metric_threshold_5": 0.0566502484750167, + "scr_dir2_threshold_5": 0.0566502484750167, + "scr_dir1_threshold_10": 0.4603179859314168, + "scr_metric_threshold_10": 0.10344826067488311, + "scr_dir2_threshold_10": 0.10344826067488311, + "scr_dir1_threshold_20": 0.4761907915588501, + "scr_metric_threshold_20": 0.13054180032444893, + "scr_dir2_threshold_20": 0.13054180032444893, + "scr_dir1_threshold_50": -0.36507925995657375, + "scr_metric_threshold_50": 0.15763533997401472, + "scr_dir2_threshold_50": 0.15763533997401472, + "scr_dir1_threshold_100": -0.4761898454537284, + "scr_metric_threshold_100": 0.26108374745836116, + "scr_dir2_threshold_100": 0.26108374745836116, + "scr_dir1_threshold_500": -0.8253962997828689, + "scr_metric_threshold_500": 0.18226600406662213, + "scr_dir2_threshold_500": 0.18226600406662213 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2718446714307952, + "scr_metric_threshold_2": 0.3094555516692034, + "scr_dir2_threshold_2": 0.3094555516692034, + "scr_dir1_threshold_5": 0.26213605716954286, + "scr_metric_threshold_5": 0.3352435285405503, + "scr_dir2_threshold_5": 0.3352435285405503, + "scr_dir1_threshold_10": 0.2038832142301191, + "scr_metric_threshold_10": 0.3724928474421579, + "scr_dir2_threshold_10": 0.3724928474421579, + "scr_dir1_threshold_20": -0.85436905002335, + "scr_metric_threshold_20": 0.3753581402529833, + "scr_dir2_threshold_20": 0.3753581402529833, + "scr_dir1_threshold_50": -0.8446604357620976, + "scr_metric_threshold_50": 0.45558736367784936, + "scr_dir2_threshold_50": 0.45558736367784936, + "scr_dir1_threshold_100": -1.3398061286314713, + "scr_metric_threshold_100": 0.17765037450164364, + "scr_dir2_threshold_100": 0.17765037450164364, + "scr_dir1_threshold_500": -0.8058254000311333, + "scr_metric_threshold_500": 0.16905449606916736, + "scr_dir2_threshold_500": 0.16905449606916736 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.532258142045613, + "scr_metric_threshold_2": 0.025188891916664603, + "scr_dir2_threshold_2": 0.025188891916664603, + "scr_dir1_threshold_5": 0.3064516284091226, + "scr_metric_threshold_5": 0.06045337062752278, + "scr_dir2_threshold_5": 0.06045337062752278, + "scr_dir1_threshold_10": 0.37096695113474787, + "scr_metric_threshold_10": 0.13350133735101655, + "scr_dir2_threshold_10": 0.13350133735101655, + "scr_dir1_threshold_20": 0.37096695113474787, + "scr_metric_threshold_20": 0.2267003275252588, + "scr_dir2_threshold_20": 0.2267003275252588, + "scr_dir1_threshold_50": 0.24193534431789668, + "scr_metric_threshold_50": 0.3173804585353623, + "scr_dir2_threshold_50": 0.3173804585353623, + "scr_dir1_threshold_100": 0.14516043749825752, + "scr_metric_threshold_100": 0.3425693504520269, + "scr_dir2_threshold_100": 0.3425693504520269, + "scr_dir1_threshold_500": -0.30645258977472317, + "scr_metric_threshold_500": 0.1007557178042971, + "scr_dir2_threshold_500": 0.1007557178042971 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.27343766007104126, + "scr_metric_threshold_2": 0.08011872112844853, + "scr_dir2_threshold_2": 0.08011872112844853, + "scr_dir1_threshold_5": 0.21093754365573852, + "scr_metric_threshold_5": 0.2017804631899768, + "scr_dir2_threshold_5": 0.2017804631899768, + "scr_dir1_threshold_10": 0.1250002328306055, + "scr_metric_threshold_10": 0.26112776228607326, + "scr_dir2_threshold_10": 0.26112776228607326, + "scr_dir1_threshold_20": 0.03125005820765137, + "scr_metric_threshold_20": 0.2759645428430035, + "scr_dir2_threshold_20": 0.2759645428430035, + "scr_dir1_threshold_50": -0.05468725261748167, + "scr_metric_threshold_50": 0.2551929439422758, + "scr_dir2_threshold_50": 0.2551929439422758, + "scr_dir1_threshold_100": -0.32812491268852295, + "scr_metric_threshold_100": 0.32047488451379413, + "scr_dir2_threshold_100": 0.32047488451379413, + "scr_dir1_threshold_500": -2.148436961579225, + "scr_metric_threshold_500": -0.21958456448461794, + "scr_dir2_threshold_500": -0.21958456448461794 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.03243233664702935, + "scr_metric_threshold_2": 0.5529410802231784, + "scr_dir2_threshold_2": 0.5529410802231784, + "scr_dir1_threshold_5": 0.21081067148658814, + "scr_metric_threshold_5": 0.6117647883801327, + "scr_dir2_threshold_5": 0.6117647883801327, + "scr_dir1_threshold_10": -0.6918919963850589, + "scr_metric_threshold_10": 0.6509804379889627, + "scr_dir2_threshold_10": 0.6509804379889627, + "scr_dir1_threshold_20": -0.7135136615455001, + "scr_metric_threshold_20": 0.6588234744132448, + "scr_dir2_threshold_20": 0.6588234744132448, + "scr_dir1_threshold_50": -0.8270273230910001, + "scr_metric_threshold_50": 0.6039215182121411, + "scr_dir2_threshold_50": 0.6039215182121411, + "scr_dir1_threshold_100": -0.7351353267059413, + "scr_metric_threshold_100": 0.46666674458123647, + "scr_dir2_threshold_100": 0.46666674458123647, + "scr_dir1_threshold_500": -0.8378379945775883, + "scr_metric_threshold_500": 0.25490195620110373, + "scr_dir2_threshold_500": 0.25490195620110373 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.0979381094881989, + "scr_metric_threshold_2": 0.13306447154960044, + "scr_dir2_threshold_2": 0.13306447154960044, + "scr_dir1_threshold_5": -0.10824756204720441, + "scr_metric_threshold_5": 0.2137097878988163, + "scr_dir2_threshold_5": 0.2137097878988163, + "scr_dir1_threshold_10": 0.0051545726592888, + "scr_metric_threshold_10": 0.2419354683650784, + "scr_dir2_threshold_10": 0.2419354683650784, + "scr_dir1_threshold_20": 0.1030926821474877, + "scr_metric_threshold_20": 0.34274205371627714, + "scr_dir2_threshold_20": 0.34274205371627714, + "scr_dir1_threshold_50": 0.16494816853980915, + "scr_metric_threshold_50": 0.48790314246229644, + "scr_dir2_threshold_50": 0.48790314246229644, + "scr_dir1_threshold_100": 0.1082472548067765, + "scr_metric_threshold_100": 0.48790314246229644, + "scr_dir2_threshold_100": 0.48790314246229644, + "scr_dir1_threshold_500": -0.005154879899716724, + "scr_metric_threshold_500": 0.32661299044643394, + "scr_dir2_threshold_500": 0.32661299044643394 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.02242150428765898, + "scr_metric_threshold_2": 0.3169644104449672, + "scr_dir2_threshold_2": 0.3169644104449672, + "scr_dir1_threshold_5": 0.12556053092505612, + "scr_metric_threshold_5": 0.35714299018891743, + "scr_dir2_threshold_5": 0.35714299018891743, + "scr_dir1_threshold_10": 0.21076230067524315, + "scr_metric_threshold_10": 0.49107141194067105, + "scr_dir2_threshold_10": 0.49107141194067105, + "scr_dir1_threshold_20": 0.26008955665100997, + "scr_metric_threshold_20": 0.4999998669539397, + "scr_dir2_threshold_20": 0.4999998669539397, + "scr_dir1_threshold_50": 0.10762327403784601, + "scr_metric_threshold_50": 0.44196437718345216, + "scr_dir2_threshold_50": 0.44196437718345216, + "scr_dir1_threshold_100": 0.053811503376215715, + "scr_metric_threshold_100": 0.3973215699328676, + "scr_dir2_threshold_100": 0.3973215699328676, + "scr_dir1_threshold_500": -0.01345300948676122, + "scr_metric_threshold_500": 0.6026784300671324, + "scr_dir2_threshold_500": 0.6026784300671324 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.012875624313779262, + "scr_metric_threshold_2": 0.012875624313779262, + "scr_dir2_threshold_2": 0.06666664774456064, + "scr_dir1_threshold_5": 0.05579403094120067, + "scr_metric_threshold_5": 0.05579403094120067, + "scr_dir2_threshold_5": 0.12380961031057988, + "scr_dir1_threshold_10": 0.07296144475494565, + "scr_metric_threshold_10": 0.07296144475494565, + "scr_dir2_threshold_10": 0.14285698066766273, + "scr_dir1_threshold_20": 0.10729601656855352, + "scr_metric_threshold_20": 0.10729601656855352, + "scr_dir2_threshold_20": -0.0285713393672145, + "scr_dir1_threshold_50": 0.18025746132349915, + "scr_metric_threshold_50": 0.18025746132349915, + "scr_dir2_threshold_50": -0.09523798711177515, + "scr_dir1_threshold_100": 0.1416308441960435, + "scr_metric_threshold_100": 0.1416308441960435, + "scr_dir2_threshold_100": -0.10476195612190681, + "scr_dir1_threshold_500": 0.025750992813676425, + "scr_metric_threshold_500": 0.025750992813676425, + "scr_dir2_threshold_500": -0.12380961031057988 + } + ], + "sae_bench_commit_hash": "141aff72928f7588c1451bed47c401e1d565d471", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matryoshka_gemma-2-2b-16k-v2_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_11", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_5_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_5_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..f8271f547844597db82aee5d8b4f7b687e94ad10 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_5_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 16, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "8a7381b5-ab1b-4e82-855c-7c9444f035ec", + "datetime_epoch_millis": 1737150926609, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.24185510541699454, + "scr_metric_threshold_2": 0.17574519242824882, + "scr_dir2_threshold_2": 0.17918378266162324, + "scr_dir1_threshold_5": 0.16267306089169492, + "scr_metric_threshold_5": 0.22156426414147193, + "scr_dir2_threshold_5": 0.18521643640721053, + "scr_dir1_threshold_10": 0.16694912658382602, + "scr_metric_threshold_10": 0.23110642539398626, + "scr_dir2_threshold_10": 0.18688763434883746, + "scr_dir1_threshold_20": 0.09761686131537509, + "scr_metric_threshold_20": 0.2973602439914185, + "scr_dir2_threshold_20": 0.2543907057086993, + "scr_dir1_threshold_50": -0.3801107444638024, + "scr_metric_threshold_50": 0.2830273869412326, + "scr_dir2_threshold_50": 0.2614864241418218, + "scr_dir1_threshold_100": -0.5804646722470326, + "scr_metric_threshold_100": 0.23478112862492467, + "scr_dir2_threshold_100": 0.18776245586997106, + "scr_dir1_threshold_500": -1.2606162976650566, + "scr_metric_threshold_500": 0.16274372308172105, + "scr_dir2_threshold_500": 0.147045274659857 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4761907915588501, + "scr_metric_threshold_2": 0.044334989833444666, + "scr_dir2_threshold_2": 0.044334989833444666, + "scr_dir1_threshold_5": 0.30158709134171896, + "scr_metric_threshold_5": 0.19458126270819417, + "scr_dir2_threshold_5": 0.19458126270819417, + "scr_dir1_threshold_10": 0.2380958688319859, + "scr_metric_threshold_10": 0.1871920487994656, + "scr_dir2_threshold_10": 0.1871920487994656, + "scr_dir1_threshold_20": -0.8253962997828689, + "scr_metric_threshold_20": 0.19211824034177244, + "scr_dir2_threshold_20": 0.19211824034177244, + "scr_dir1_threshold_50": -4.1111096393920326, + "scr_metric_threshold_50": -0.1699507454250501, + "scr_dir2_threshold_50": -0.1699507454250501, + "scr_dir1_threshold_100": -4.698411016448038, + "scr_metric_threshold_100": -0.16009850914989981, + "scr_dir2_threshold_100": -0.16009850914989981, + "scr_dir1_threshold_500": -6.2380930305166205, + "scr_metric_threshold_500": -0.1896552179753507, + "scr_dir2_threshold_500": -0.1896552179753507 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.19417459996886668, + "scr_metric_threshold_2": 0.18624642372107894, + "scr_dir2_threshold_2": 0.18624642372107894, + "scr_dir1_threshold_5": -0.23300963569983096, + "scr_metric_threshold_5": 0.2521490123048588, + "scr_dir2_threshold_5": 0.2521490123048588, + "scr_dir1_threshold_10": -0.22330102143857855, + "scr_metric_threshold_10": 0.32378218651028956, + "scr_dir2_threshold_10": 0.32378218651028956, + "scr_dir1_threshold_20": 0.05825226425346908, + "scr_metric_threshold_20": 0.4097421663437655, + "scr_dir2_threshold_20": 0.4097421663437655, + "scr_dir1_threshold_50": -0.6116508000622666, + "scr_metric_threshold_50": 0.4670487057081101, + "scr_dir2_threshold_50": 0.4670487057081101, + "scr_dir1_threshold_100": 0.23300963569983096, + "scr_metric_threshold_100": 0.4584526564886748, + "scr_dir2_threshold_100": 0.4584526564886748, + "scr_dir1_threshold_500": -0.4466020428771571, + "scr_metric_threshold_500": 0.002865292810825434, + "scr_dir2_threshold_500": 0.002865292810825434 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5483869727270193, + "scr_metric_threshold_2": 0.037783488012635584, + "scr_dir2_threshold_2": 0.037783488012635584, + "scr_dir1_threshold_5": 0.35483812045334157, + "scr_metric_threshold_5": 0.1259446097209617, + "scr_dir2_threshold_5": 0.1259446097209617, + "scr_dir1_threshold_10": 0.46774185795438705, + "scr_metric_threshold_10": 0.17632239355429088, + "scr_dir2_threshold_10": 0.17632239355429088, + "scr_dir1_threshold_20": 0.48387068863579336, + "scr_metric_threshold_20": 0.2947104257828364, + "scr_dir2_threshold_20": 0.2947104257828364, + "scr_dir1_threshold_50": 0.2741930056807093, + "scr_metric_threshold_50": 0.19899242630681677, + "scr_dir2_threshold_50": 0.19899242630681677, + "scr_dir1_threshold_100": -0.032258622728413254, + "scr_metric_threshold_100": 0.18639798034848448, + "scr_dir2_threshold_100": 0.18639798034848448, + "scr_dir1_threshold_500": -1.8709693545487494, + "scr_metric_threshold_500": 0.18639798034848448, + "scr_dir2_threshold_500": 0.18639798034848448 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.18750034924590825, + "scr_metric_threshold_2": 0.14836798243767776, + "scr_dir2_threshold_2": 0.14836798243767776, + "scr_dir1_threshold_5": -0.22656233992895872, + "scr_metric_threshold_5": -0.1394658433561694, + "scr_dir2_threshold_5": -0.1394658433561694, + "scr_dir1_threshold_10": -0.6874998835846973, + "scr_metric_threshold_10": -0.15726994465081054, + "scr_dir2_threshold_10": -0.15726994465081054, + "scr_dir1_threshold_20": -0.7343747380655689, + "scr_metric_threshold_20": -0.10979228224230897, + "scr_dir2_threshold_20": -0.10979228224230897, + "scr_dir1_threshold_50": 0.3906250291038257, + "scr_metric_threshold_50": -0.13353102501237193, + "scr_dir2_threshold_50": -0.13353102501237193, + "scr_dir1_threshold_100": -1.0234371944098304, + "scr_metric_threshold_100": -0.2640949061554086, + "scr_dir2_threshold_100": -0.2640949061554086, + "scr_dir1_threshold_500": -1.7109370779945277, + "scr_metric_threshold_500": -0.37685450913542845, + "scr_dir2_threshold_500": -0.37685450913542845 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.11891867510152926, + "scr_metric_threshold_2": 0.41960782480441494, + "scr_dir2_threshold_2": 0.41960782480441494, + "scr_dir1_threshold_5": 0.194594342069441, + "scr_metric_threshold_5": 0.5254902189944813, + "scr_dir2_threshold_5": 0.5254902189944813, + "scr_dir1_threshold_10": 0.2594593375507646, + "scr_metric_threshold_10": 0.24313716782097103, + "scr_dir2_threshold_10": 0.24313716782097103, + "scr_dir1_threshold_20": 0.4, + "scr_metric_threshold_20": 0.22352934301655605, + "scr_dir2_threshold_20": 0.22352934301655605, + "scr_dir1_threshold_50": -0.08648666064176481, + "scr_metric_threshold_50": 0.3686273868154523, + "scr_dir2_threshold_50": 0.3686273868154523, + "scr_dir1_threshold_100": -0.1567569918663825, + "scr_metric_threshold_100": 0.1921567298320084, + "scr_dir2_threshold_100": 0.1921567298320084, + "scr_dir1_threshold_500": -0.502702990058912, + "scr_metric_threshold_500": 0.3490195620110374, + "scr_dir2_threshold_500": 0.3490195620110374 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.2113399369542642, + "scr_metric_threshold_2": 0.11290320254761761, + "scr_dir2_threshold_2": 0.11290320254761761, + "scr_dir1_threshold_5": 0.381443292634218, + "scr_metric_threshold_5": 0.1572581866250075, + "scr_dir2_threshold_5": 0.1572581866250075, + "scr_dir1_threshold_10": 0.46907194956341136, + "scr_metric_threshold_10": 0.22580640509523522, + "scr_dir2_threshold_10": 0.22580640509523522, + "scr_dir1_threshold_20": 0.546391768414455, + "scr_metric_threshold_20": 0.4072580664543652, + "scr_dir2_threshold_20": 0.4072580664543652, + "scr_dir1_threshold_50": 0.4845359747817057, + "scr_metric_threshold_50": 0.5806450760079312, + "scr_dir2_threshold_50": 0.5806450760079312, + "scr_dir1_threshold_100": 0.4020615832713732, + "scr_metric_threshold_100": 0.5, + "scr_dir2_threshold_100": 0.5, + "scr_dir1_threshold_500": 0.381443292634218, + "scr_metric_threshold_500": 0.4516130505317551, + "scr_dir2_threshold_500": 0.4516130505317551 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.12107628352460723, + "scr_metric_threshold_2": 0.3794643938142097, + "scr_dir2_threshold_2": 0.3794643938142097, + "scr_dir1_threshold_5": 0.31390132731264025, + "scr_metric_threshold_5": 0.44196437718345216, + "scr_dir2_threshold_5": 0.44196437718345216, + "scr_dir1_threshold_10": 0.5201793805874345, + "scr_metric_threshold_10": 0.5580356228165478, + "scr_dir2_threshold_10": 0.5580356228165478, + "scr_dir1_threshold_20": 0.5560538943618547, + "scr_metric_threshold_20": 0.6651786795284954, + "scr_dir2_threshold_20": 0.6651786795284954, + "scr_dir1_threshold_50": 0.32286982211353804, + "scr_metric_threshold_50": 0.6562499584231062, + "scr_dir2_threshold_50": 0.6562499584231062, + "scr_dir1_threshold_100": 0.3273543367994015, + "scr_metric_threshold_100": 0.6607141859297405, + "scr_dir2_threshold_100": 0.6607141859297405, + "scr_dir1_threshold_500": 0.058295750776664594, + "scr_metric_threshold_500": 0.6339285547978138, + "scr_dir2_threshold_500": 0.6339285547978138 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.07725323425491137, + "scr_metric_threshold_2": 0.07725323425491137, + "scr_dir2_threshold_2": 0.10476195612190681, + "scr_dir1_threshold_5": 0.21459228895098914, + "scr_metric_threshold_5": 0.21459228895098914, + "scr_dir2_threshold_5": -0.07619033292310208, + "scr_dir1_threshold_10": 0.2918455232059005, + "scr_metric_threshold_10": 0.2918455232059005, + "scr_dir2_threshold_10": -0.06190480515528994, + "scr_dir1_threshold_20": 0.29613731270586624, + "scr_metric_threshold_20": 0.29613731270586624, + "scr_dir2_threshold_20": -0.04761899355588758, + "scr_dir1_threshold_50": 0.29613731270586624, + "scr_metric_threshold_50": 0.29613731270586624, + "scr_dir2_threshold_50": 0.12380961031057988, + "scr_dir1_threshold_100": 0.30472089170579764, + "scr_metric_threshold_100": 0.30472089170579764, + "scr_dir2_threshold_100": -0.07142849033383136, + "scr_dir1_threshold_500": 0.24463507126463127, + "scr_metric_threshold_500": 0.24463507126463127, + "scr_dir2_threshold_500": 0.11904748388971893 + } + ], + "sae_bench_commit_hash": "141aff72928f7588c1451bed47c401e1d565d471", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matryoshka_gemma-2-2b-16k-v2_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_5", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..e88589dc94006154bf0436325974616efc4abb91 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "ca124490-f926-49fd-9efb-3b56d314a0a5", + "datetime_epoch_millis": 1736893778459, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.21312069393154992, + "scr_metric_threshold_2": 0.1051888195907433, + "scr_dir2_threshold_2": 0.11226524083878324, + "scr_dir1_threshold_5": 0.23357245993954356, + "scr_metric_threshold_5": 0.17520537766776834, + "scr_dir2_threshold_5": 0.17912168495247535, + "scr_dir1_threshold_10": 0.216543688313375, + "scr_metric_threshold_10": 0.23372718165500397, + "scr_dir2_threshold_10": 0.23698184152007495, + "scr_dir1_threshold_20": 0.1513343860039336, + "scr_metric_threshold_20": 0.2566730892025309, + "scr_dir2_threshold_20": 0.267372063028984, + "scr_dir1_threshold_50": 0.06094553987708908, + "scr_metric_threshold_50": 0.29136803410658324, + "scr_dir2_threshold_50": 0.3188077404205408, + "scr_dir1_threshold_100": 0.027169228090081453, + "scr_metric_threshold_100": 0.24742948831672382, + "scr_dir2_threshold_100": 0.2626553136667439, + "scr_dir1_threshold_500": -0.23372767574522457, + "scr_metric_threshold_500": 0.24083778113190976, + "scr_dir2_threshold_500": 0.2601127729308995 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4062502910382569, + "scr_metric_threshold_2": 0.009852089465686957, + "scr_dir2_threshold_2": 0.009852089465686957, + "scr_dir1_threshold_5": 0.4062502910382569, + "scr_metric_threshold_5": 0.03448275355829437, + "scr_dir2_threshold_5": 0.03448275355829437, + "scr_dir1_threshold_10": 0.42187508731147705, + "scr_metric_threshold_10": 0.06650233794070366, + "scr_dir2_threshold_10": 0.06650233794070366, + "scr_dir1_threshold_20": 0.3593749708961743, + "scr_metric_threshold_20": 0.07881774339173903, + "scr_dir2_threshold_20": 0.07881774339173903, + "scr_dir1_threshold_50": 0.2656252619344312, + "scr_metric_threshold_50": 0.16748757624916502, + "scr_dir2_threshold_50": 0.16748757624916502, + "scr_dir1_threshold_100": 0.21874994179234863, + "scr_metric_threshold_100": 0.17980283489073706, + "scr_dir2_threshold_100": 0.17980283489073706, + "scr_dir1_threshold_500": 0.07812491268852294, + "scr_metric_threshold_500": 0.12315258641572036, + "scr_dir2_threshold_500": 0.12315258641572036 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2336446515690506, + "scr_metric_threshold_2": 0.22478388592736065, + "scr_dir2_threshold_2": 0.22478388592736065, + "scr_dir1_threshold_5": 0.2242989769168465, + "scr_metric_threshold_5": 0.3227665349638782, + "scr_dir2_threshold_5": 0.3227665349638782, + "scr_dir1_threshold_10": 0.19626139590744457, + "scr_metric_threshold_10": 0.34293952928477517, + "scr_dir2_threshold_10": 0.34293952928477517, + "scr_dir1_threshold_20": -0.3831776742154747, + "scr_metric_threshold_20": 0.39769455419676814, + "scr_dir2_threshold_20": 0.39769455419676814, + "scr_dir1_threshold_50": -0.4299066045292848, + "scr_metric_threshold_50": 0.4351585638132131, + "scr_dir2_threshold_50": 0.4351585638132131, + "scr_dir1_threshold_100": -0.551402046166307, + "scr_metric_threshold_100": 0.13544665865296251, + "scr_dir2_threshold_100": 0.13544665865296251, + "scr_dir1_threshold_500": -0.8691588837107738, + "scr_metric_threshold_500": 0.10951004982398593, + "scr_dir2_threshold_500": 0.10951004982398593 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5468753201420825, + "scr_metric_threshold_2": 0.015189978091145603, + "scr_dir2_threshold_2": 0.015189978091145603, + "scr_dir1_threshold_5": 0.5156247962732202, + "scr_metric_threshold_5": 0.04050640704596242, + "scr_dir2_threshold_5": 0.04050640704596242, + "scr_dir1_threshold_10": 0.4843752037267798, + "scr_metric_threshold_10": 0.06075961056894363, + "scr_dir2_threshold_10": 0.06075961056894363, + "scr_dir1_threshold_20": 0.43749988358469727, + "scr_metric_threshold_20": 0.13670889743339407, + "scr_dir2_threshold_20": 0.13670889743339407, + "scr_dir1_threshold_50": 0.20312514551912844, + "scr_metric_threshold_50": 0.19746835710451832, + "scr_dir2_threshold_50": 0.19746835710451832, + "scr_dir1_threshold_100": -0.3749997671693945, + "scr_metric_threshold_100": 0.22784816238899014, + "scr_dir2_threshold_100": 0.22784816238899014, + "scr_dir1_threshold_500": -1.4687494761311377, + "scr_metric_threshold_500": 0.1443038864789669, + "scr_dir2_threshold_500": 0.1443038864789669 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.16535450439689736, + "scr_metric_threshold_2": 0.1869436826330466, + "scr_dir2_threshold_2": 0.1869436826330466, + "scr_dir1_threshold_5": 0.18897671054725027, + "scr_metric_threshold_5": 0.2640950830237842, + "scr_dir2_threshold_5": 0.2640950830237842, + "scr_dir1_threshold_10": 0.01574829387616411, + "scr_metric_threshold_10": 0.3145400661699967, + "scr_dir2_threshold_10": 0.3145400661699967, + "scr_dir1_threshold_20": 0.01574829387616411, + "scr_metric_threshold_20": 0.2136499230091961, + "scr_dir2_threshold_20": 0.2136499230091961, + "scr_dir1_threshold_50": 0.04724441230070582, + "scr_metric_threshold_50": 0.21958456448461794, + "scr_dir2_threshold_50": 0.21958456448461794, + "scr_dir1_threshold_100": 0.37007903949252524, + "scr_metric_threshold_100": 0.0623146198338074, + "scr_dir2_threshold_100": 0.0623146198338074, + "scr_dir1_threshold_500": -0.2283462719181943, + "scr_metric_threshold_500": 0.05637997835838556, + "scr_dir2_threshold_500": 0.05637997835838556 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.048913057562533044, + "scr_metric_threshold_2": 0.12941173720662244, + "scr_dir2_threshold_2": 0.12941173720662244, + "scr_dir1_threshold_5": 0.021739172687599125, + "scr_metric_threshold_5": 0.20784303642428223, + "scr_dir2_threshold_5": 0.20784303642428223, + "scr_dir1_threshold_10": 0.048913057562533044, + "scr_metric_threshold_10": 0.41960782480441494, + "scr_dir2_threshold_10": 0.41960782480441494, + "scr_dir1_threshold_20": 0.09782611512506609, + "scr_metric_threshold_20": 0.5607843503911701, + "scr_dir2_threshold_20": 0.5607843503911701, + "scr_dir1_threshold_50": -0.005434712187334791, + "scr_metric_threshold_50": 0.6, + "scr_dir2_threshold_50": 0.6, + "scr_dir1_threshold_100": 0.010869424374669583, + "scr_metric_threshold_100": 0.6274508612286972, + "scr_dir2_threshold_100": 0.6274508612286972, + "scr_dir1_threshold_500": -0.03804363318786346, + "scr_metric_threshold_500": 0.6117645546364233, + "scr_dir2_threshold_500": 0.6117645546364233 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.13917499800293723, + "scr_metric_threshold_2": 0.032258126539686356, + "scr_dir2_threshold_2": 0.032258126539686356, + "scr_dir1_threshold_5": 0.22680396217255852, + "scr_metric_threshold_5": 0.07661287027579163, + "scr_dir2_threshold_5": 0.07661287027579163, + "scr_dir1_threshold_10": 0.2731957305870136, + "scr_metric_threshold_10": 0.10483879108333834, + "scr_dir2_threshold_10": 0.10483879108333834, + "scr_dir1_threshold_20": 0.309278353682891, + "scr_metric_threshold_20": 0.15322574055158325, + "scr_dir2_threshold_20": 0.15322574055158325, + "scr_dir1_threshold_50": 0.3350515242197629, + "scr_metric_threshold_50": 0.2580645316349216, + "scr_dir2_threshold_50": 0.2580645316349216, + "scr_dir1_threshold_100": 0.37628841273450125, + "scr_metric_threshold_100": 0.23790326263293876, + "scr_dir2_threshold_100": 0.23790326263293876, + "scr_dir1_threshold_500": 0.29896890112388547, + "scr_metric_threshold_500": 0.35483867091269605, + "scr_dir2_threshold_500": 0.35483867091269605 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.12612611161318626, + "scr_metric_threshold_2": 0.20444443973494214, + "scr_dir2_threshold_2": 0.20444443973494214, + "scr_dir1_threshold_5": 0.2162161146256372, + "scr_metric_threshold_5": 0.3866666807951736, + "scr_dir2_threshold_5": 0.3866666807951736, + "scr_dir1_threshold_10": 0.18468472096703434, + "scr_metric_threshold_10": 0.45333327681930574, + "scr_dir2_threshold_10": 0.45333327681930574, + "scr_dir1_threshold_20": 0.2882883318271079, + "scr_metric_threshold_20": 0.4266666913915537, + "scr_dir2_threshold_20": 0.4266666913915537, + "scr_dir1_threshold_50": 0.06756750225933819, + "scr_metric_threshold_50": 0.4488888900662645, + "scr_dir2_threshold_50": 0.4488888900662645, + "scr_dir1_threshold_100": 0.09909916440732847, + "scr_metric_threshold_100": 0.4399998516506776, + "scr_dir2_threshold_100": 0.4399998516506776, + "scr_dir1_threshold_500": 0.297297224732598, + "scr_metric_threshold_500": 0.4666667019879339, + "scr_dir2_threshold_500": 0.4666667019879339 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.03862661712745569, + "scr_metric_threshold_2": 0.03862661712745569, + "scr_dir2_threshold_2": 0.09523798711177515, + "scr_dir1_threshold_5": 0.06866965525497992, + "scr_metric_threshold_5": 0.06866965525497992, + "scr_dir2_threshold_5": 0.10000011353263609, + "scr_dir1_threshold_10": 0.10729601656855352, + "scr_metric_threshold_10": 0.10729601656855352, + "scr_dir2_threshold_10": 0.1333332954891213, + "scr_dir1_threshold_20": 0.08583681325484281, + "scr_metric_threshold_20": 0.08583681325484281, + "scr_dir2_threshold_20": 0.17142860386646747, + "scr_dir1_threshold_50": 0.004291789499965721, + "scr_metric_threshold_50": 0.004291789499965721, + "scr_dir2_threshold_50": 0.22380944001162575, + "scr_dir1_threshold_100": 0.06866965525497992, + "scr_metric_threshold_100": 0.06866965525497992, + "scr_dir2_threshold_100": 0.19047625805514054, + "scr_dir1_threshold_500": 0.060085820441166386, + "scr_metric_threshold_500": 0.060085820441166386, + "scr_dir2_threshold_500": 0.21428575483308432 + } + ], + "sae_bench_commit_hash": "fda4e306e03c1eb5996046a544947f9663d3ae39", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..d194d8a42afc3c3dc480c917a888676bf7a87f65 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "e2da1bfa-e1c2-4a3d-bbb0-207c8837c6ef", + "datetime_epoch_millis": 1736895653989, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2101518552654558, + "scr_metric_threshold_2": 0.11902138695538782, + "scr_dir2_threshold_2": 0.12627408161413065, + "scr_dir1_threshold_5": 0.236249649274259, + "scr_metric_threshold_5": 0.192603961734097, + "scr_dir2_threshold_5": 0.2039058228418095, + "scr_dir1_threshold_10": 0.19367776886016588, + "scr_metric_threshold_10": 0.2484319983725714, + "scr_dir2_threshold_10": 0.2614531368574967, + "scr_dir1_threshold_20": 0.2107572764681137, + "scr_metric_threshold_20": 0.28630822080720686, + "scr_dir2_threshold_20": 0.3001596551416058, + "scr_dir1_threshold_50": 0.1976448161343739, + "scr_metric_threshold_50": 0.34430404821013505, + "scr_dir2_threshold_50": 0.3630936340234564, + "scr_dir1_threshold_100": 0.06950916498406137, + "scr_metric_threshold_100": 0.29516933939330353, + "scr_dir2_threshold_100": 0.3217046828086367, + "scr_dir1_threshold_500": -0.25176141617773773, + "scr_metric_threshold_500": 0.29309966254660264, + "scr_dir2_threshold_500": 0.32849718563663627 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.3749997671693945, + "scr_metric_threshold_2": 0.0073890670992652185, + "scr_dir2_threshold_2": 0.0073890670992652185, + "scr_dir1_threshold_5": 0.4687504074535596, + "scr_metric_threshold_5": 0.044334989833444666, + "scr_dir2_threshold_5": 0.044334989833444666, + "scr_dir1_threshold_10": 0.4687504074535596, + "scr_metric_threshold_10": 0.07142852948301047, + "scr_dir2_threshold_10": 0.07142852948301047, + "scr_dir1_threshold_20": 0.4062502910382569, + "scr_metric_threshold_20": 0.08128076575816078, + "scr_dir2_threshold_20": 0.08128076575816078, + "scr_dir1_threshold_50": 0.4062502910382569, + "scr_metric_threshold_50": 0.13793101423317747, + "scr_dir2_threshold_50": 0.13793101423317747, + "scr_dir1_threshold_100": 0.3125005820765137, + "scr_metric_threshold_100": 0.1699507454250501, + "scr_dir2_threshold_100": 0.1699507454250501, + "scr_dir1_threshold_500": -0.8124996507540918, + "scr_metric_threshold_500": 0.12068956404929862, + "scr_dir2_threshold_500": 0.12068956404929862 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2710279072306566, + "scr_metric_threshold_2": 0.23054767220674943, + "scr_dir2_threshold_2": 0.23054767220674943, + "scr_dir1_threshold_5": 0.2897198135878545, + "scr_metric_threshold_5": 0.24783868750229743, + "scr_dir2_threshold_5": 0.24783868750229743, + "scr_dir1_threshold_10": 0.2149533022646424, + "scr_metric_threshold_10": 0.328530321243267, + "scr_dir2_threshold_10": 0.328530321243267, + "scr_dir1_threshold_20": 0.25233655792624843, + "scr_metric_threshold_20": 0.4121037622382763, + "scr_dir2_threshold_20": 0.4121037622382763, + "scr_dir1_threshold_50": 0.19626139590744457, + "scr_metric_threshold_50": 0.4265129702797845, + "scr_dir2_threshold_50": 0.4265129702797845, + "scr_dir1_threshold_100": -0.6915888371077373, + "scr_metric_threshold_100": 0.06051881119138175, + "scr_dir2_threshold_100": 0.06051881119138175, + "scr_dir1_threshold_500": -0.7663553484309494, + "scr_metric_threshold_500": 0.06916423295350116, + "scr_dir2_threshold_500": 0.06916423295350116 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5468753201420825, + "scr_metric_threshold_2": 0.06329122328486143, + "scr_dir2_threshold_2": 0.06329122328486143, + "scr_dir1_threshold_5": 0.5468753201420825, + "scr_metric_threshold_5": 0.08860765223967824, + "scr_dir2_threshold_5": 0.08860765223967824, + "scr_dir1_threshold_10": 0.3749997671693945, + "scr_metric_threshold_10": 0.11645569391041287, + "scr_dir2_threshold_10": 0.11645569391041287, + "scr_dir1_threshold_20": 0.39062549476503666, + "scr_metric_threshold_20": 0.21518994791158172, + "scr_dir2_threshold_20": 0.21518994791158172, + "scr_dir1_threshold_50": 0.4062502910382569, + "scr_metric_threshold_50": 0.253164591343807, + "scr_dir2_threshold_50": 0.253164591343807, + "scr_dir1_threshold_100": 0.2656252619344312, + "scr_metric_threshold_100": 0.27848102029862376, + "scr_dir2_threshold_100": 0.27848102029862376, + "scr_dir1_threshold_500": -0.9843742724043578, + "scr_metric_threshold_500": 0.06075961056894363, + "scr_dir2_threshold_500": 0.06075961056894363 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.21259844736981667, + "scr_metric_threshold_2": 0.20771528153377425, + "scr_dir2_threshold_2": 0.20771528153377425, + "scr_dir1_threshold_5": 0.17322841667108618, + "scr_metric_threshold_5": 0.2997032856130665, + "scr_dir2_threshold_5": 0.2997032856130665, + "scr_dir1_threshold_10": -0.03149611842454171, + "scr_metric_threshold_10": 0.34421380415223274, + "scr_dir2_threshold_10": 0.34421380415223274, + "scr_dir1_threshold_20": -0.04724394297291932, + "scr_metric_threshold_20": 0.249258302466854, + "scr_dir2_threshold_20": 0.249258302466854, + "scr_dir1_threshold_50": -0.13385791664456914, + "scr_metric_threshold_50": 0.31750756377608325, + "scr_dir2_threshold_50": 0.31750756377608325, + "scr_dir1_threshold_100": 0.11811056142397805, + "scr_metric_threshold_100": 0.10385764076688712, + "scr_dir2_threshold_100": 0.10385764076688712, + "scr_dir1_threshold_500": 0.007874381601975306, + "scr_metric_threshold_500": 0.14540066169996685, + "scr_dir2_threshold_500": 0.14540066169996685 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.027173884874933916, + "scr_metric_threshold_2": 0.1490195620110374, + "scr_dir2_threshold_2": 0.1490195620110374, + "scr_dir1_threshold_5": 0.06521719412453741, + "scr_metric_threshold_5": 0.32156846703863085, + "scr_dir2_threshold_5": 0.32156846703863085, + "scr_dir1_threshold_10": 0.06521719412453741, + "scr_metric_threshold_10": 0.4274508612286972, + "scr_dir2_threshold_10": 0.4274508612286972, + "scr_dir1_threshold_20": 0.08695636681213655, + "scr_metric_threshold_20": 0.5607843503911701, + "scr_dir2_threshold_20": 0.5607843503911701, + "scr_dir1_threshold_50": 0.09239107899947133, + "scr_metric_threshold_50": 0.6392156496088299, + "scr_dir2_threshold_50": 0.6392156496088299, + "scr_dir1_threshold_100": -0.05434776974986783, + "scr_metric_threshold_100": 0.6862745693856515, + "scr_dir2_threshold_100": 0.6862745693856515, + "scr_dir1_threshold_500": 0.010869424374669583, + "scr_metric_threshold_500": 0.7333332554187636, + "scr_dir2_threshold_500": 0.7333332554187636 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.0979381094881989, + "scr_metric_threshold_2": 0.060483807005948444, + "scr_dir2_threshold_2": 0.060483807005948444, + "scr_dir1_threshold_5": 0.15463902322123155, + "scr_metric_threshold_5": 0.1491935348194436, + "scr_dir2_threshold_5": 0.1491935348194436, + "scr_dir1_threshold_10": 0.22680396217255852, + "scr_metric_threshold_10": 0.1733872498948507, + "scr_dir2_threshold_10": 0.1733872498948507, + "scr_dir1_threshold_20": 0.2731957305870136, + "scr_metric_threshold_20": 0.19758072462897314, + "scr_dir2_threshold_20": 0.19758072462897314, + "scr_dir1_threshold_50": 0.26804115792772476, + "scr_metric_threshold_50": 0.2862904524424683, + "scr_dir2_threshold_50": 0.2862904524424683, + "scr_dir1_threshold_100": 0.32989664432004623, + "scr_metric_threshold_100": 0.36693552845039956, + "scr_dir2_threshold_100": 0.36693552845039956, + "scr_dir1_threshold_500": 0.24742256005014163, + "scr_metric_threshold_500": 0.463709667728174, + "scr_dir2_threshold_500": 0.463709667728174 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.09909916440732847, + "scr_metric_threshold_2": 0.1822222410602314, + "scr_dir2_threshold_2": 0.1822222410602314, + "scr_dir1_threshold_5": 0.148648612366299, + "scr_metric_threshold_5": 0.3466666701987934, + "scr_dir2_threshold_5": 0.3466666701987934, + "scr_dir1_threshold_10": 0.148648612366299, + "scr_metric_threshold_10": 0.44444450331322316, + "scr_dir2_threshold_10": 0.44444450331322316, + "scr_dir1_threshold_20": 0.22522527602051473, + "scr_metric_threshold_20": 0.4755554754940165, + "scr_dir2_threshold_20": 0.4755554754940165, + "scr_dir1_threshold_50": 0.23423416892600485, + "scr_metric_threshold_50": 0.5822220821145289, + "scr_dir2_threshold_50": 0.5822220821145289, + "scr_dir1_threshold_100": 0.20720722172014708, + "scr_metric_threshold_100": 0.6266667443734546, + "scr_dir2_threshold_100": 0.6266667443734546, + "scr_dir1_threshold_500": 0.1756755595721568, + "scr_metric_threshold_500": 0.6444442913856198, + "scr_dir2_threshold_500": 0.6444442913856198 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.05150224144123495, + "scr_metric_threshold_2": 0.05150224144123495, + "scr_dir2_threshold_2": 0.10952379871117751, + "scr_dir1_threshold_5": 0.042918406627421406, + "scr_metric_threshold_5": 0.042918406627421406, + "scr_dir2_threshold_5": 0.1333332954891213, + "scr_dir1_threshold_10": 0.08154502375487709, + "scr_metric_threshold_10": 0.08154502375487709, + "scr_dir2_threshold_10": 0.18571413163427958, + "scr_dir1_threshold_20": 0.09871243756862208, + "scr_metric_threshold_20": 0.09871243756862208, + "scr_dir2_threshold_20": 0.20952391224381361, + "scr_dir1_threshold_50": 0.11158806188240133, + "scr_metric_threshold_50": 0.11158806188240133, + "scr_dir2_threshold_50": 0.2619047483889719, + "scr_dir1_threshold_100": 0.06866965525497992, + "scr_metric_threshold_100": 0.06866965525497992, + "scr_dir2_threshold_100": 0.280952402577645, + "scr_dir1_threshold_500": 0.10729601656855352, + "scr_metric_threshold_500": 0.10729601656855352, + "scr_dir2_threshold_500": 0.3904762012888225 + } + ], + "sae_bench_commit_hash": "fda4e306e03c1eb5996046a544947f9663d3ae39", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..c1f0f1b40218f05bb38f36d713799e7df811876d --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "9937690b-7e41-468e-aa69-01b449026216", + "datetime_epoch_millis": 1736894530269, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2814312365443623, + "scr_metric_threshold_2": 0.13860258566715705, + "scr_dir2_threshold_2": 0.13280347853162353, + "scr_dir1_threshold_5": 0.2727480777135518, + "scr_metric_threshold_5": 0.21053924568387788, + "scr_dir2_threshold_5": 0.20330699089656007, + "scr_dir1_threshold_10": 0.2769137639216741, + "scr_metric_threshold_10": 0.28508319612775973, + "scr_dir2_threshold_10": 0.2758812880244267, + "scr_dir1_threshold_20": 0.2932235077145239, + "scr_metric_threshold_20": 0.3175000385462617, + "scr_dir2_threshold_20": 0.3105538815076372, + "scr_dir1_threshold_50": 0.1673556377461204, + "scr_metric_threshold_50": 0.36133713058532585, + "scr_dir2_threshold_50": 0.364392514190157, + "scr_dir1_threshold_100": 0.24136069180615338, + "scr_metric_threshold_100": 0.3408026400232749, + "scr_dir2_threshold_100": 0.32633809847190404, + "scr_dir1_threshold_500": -0.18384963705521706, + "scr_metric_threshold_500": 0.32020422873656285, + "scr_dir2_threshold_500": 0.2991103196791336 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.43749988358469727, + "scr_metric_threshold_2": 0.022167494916722333, + "scr_dir2_threshold_2": 0.022167494916722333, + "scr_dir1_threshold_5": 0.5156247962732202, + "scr_metric_threshold_5": 0.02709353964956581, + "scr_dir2_threshold_5": 0.02709353964956581, + "scr_dir1_threshold_10": 0.5, + "scr_metric_threshold_10": 0.044334989833444666, + "scr_dir2_threshold_10": 0.044334989833444666, + "scr_dir1_threshold_20": 0.5156247962732202, + "scr_metric_threshold_20": 0.07142852948301047, + "scr_dir2_threshold_20": 0.07142852948301047, + "scr_dir1_threshold_50": 0.43749988358469727, + "scr_metric_threshold_50": 0.11576351931645514, + "scr_dir2_threshold_50": 0.11576351931645514, + "scr_dir1_threshold_100": 0.4531256111803394, + "scr_metric_threshold_100": 0.1748767901578936, + "scr_dir2_threshold_100": 0.1748767901578936, + "scr_dir1_threshold_500": -0.6093745052349633, + "scr_metric_threshold_500": 0.3152708267574928, + "scr_dir2_threshold_500": 0.3152708267574928 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2710279072306566, + "scr_metric_threshold_2": 0.20749287063181265, + "scr_dir2_threshold_2": 0.20749287063181265, + "scr_dir1_threshold_5": 0.2710279072306566, + "scr_metric_threshold_5": 0.2766571035853138, + "scr_dir2_threshold_5": 0.2766571035853138, + "scr_dir1_threshold_10": 0.25233655792624843, + "scr_metric_threshold_10": 0.37463975262183136, + "scr_dir2_threshold_10": 0.37463975262183136, + "scr_dir1_threshold_20": 0.2429903262212547, + "scr_metric_threshold_20": 0.4265129702797845, + "scr_dir2_threshold_20": 0.4265129702797845, + "scr_dir1_threshold_50": -0.4392522791814889, + "scr_metric_threshold_50": 0.4639769798962295, + "scr_dir2_threshold_50": 0.4639769798962295, + "scr_dir1_threshold_100": -0.551402046166307, + "scr_metric_threshold_100": 0.4582133653881499, + "scr_dir2_threshold_100": 0.4582133653881499, + "scr_dir1_threshold_500": -0.8130842787447595, + "scr_metric_threshold_500": -0.18443806905687588, + "scr_dir2_threshold_500": -0.18443806905687588 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5468753201420825, + "scr_metric_threshold_2": 0.04556963247779803, + "scr_dir2_threshold_2": 0.04556963247779803, + "scr_dir1_threshold_5": 0.4687504074535596, + "scr_metric_threshold_5": 0.07088621233043424, + "scr_dir2_threshold_5": 0.07088621233043424, + "scr_dir1_threshold_10": 0.4843752037267798, + "scr_metric_threshold_10": 0.10379747943300446, + "scr_dir2_threshold_10": 0.10379747943300446, + "scr_dir1_threshold_20": 0.43749988358469727, + "scr_metric_threshold_20": 0.1772153044793565, + "scr_dir2_threshold_20": 0.1772153044793565, + "scr_dir1_threshold_50": 0.3125005820765137, + "scr_metric_threshold_50": 0.24050637686639853, + "scr_dir2_threshold_50": 0.24050637686639853, + "scr_dir1_threshold_100": 0.4531256111803394, + "scr_metric_threshold_100": 0.03291141800038962, + "scr_dir2_threshold_100": 0.03291141800038962, + "scr_dir1_threshold_500": -1.5781249126885228, + "scr_metric_threshold_500": -0.0025316127159178037, + "scr_dir2_threshold_500": -0.0025316127159178037 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.2362206535201696, + "scr_metric_threshold_2": 0.1780415435515382, + "scr_dir2_threshold_2": 0.1780415435515382, + "scr_dir1_threshold_5": 0.01574829387616411, + "scr_metric_threshold_5": 0.28486650505613625, + "scr_dir2_threshold_5": 0.28486650505613625, + "scr_dir1_threshold_10": -0.11023617982200275, + "scr_metric_threshold_10": 0.37685468600380406, + "scr_dir2_threshold_10": 0.37685468600380406, + "scr_dir1_threshold_20": -0.13385791664456914, + "scr_metric_threshold_20": 0.45103858878845515, + "scr_dir2_threshold_20": 0.45103858878845515, + "scr_dir1_threshold_50": -0.18110232894527498, + "scr_metric_threshold_50": 0.4272998460183922, + "scr_dir2_threshold_50": 0.4272998460183922, + "scr_dir1_threshold_100": 0.2519684780685472, + "scr_metric_threshold_100": 0.16617226060069454, + "scr_dir2_threshold_100": 0.16617226060069454, + "scr_dir1_threshold_500": 0.0, + "scr_metric_threshold_500": 0.19584582171455495, + "scr_dir2_threshold_500": 0.19584582171455495 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.0380433092496035, + "scr_metric_threshold_2": 0.14117629184304578, + "scr_dir2_threshold_2": 0.14117629184304578, + "scr_dir1_threshold_5": 0.08152165462480175, + "scr_metric_threshold_5": 0.25490195620110373, + "scr_dir2_threshold_5": 0.25490195620110373, + "scr_dir1_threshold_10": 0.10326082731240087, + "scr_metric_threshold_10": 0.4745097810055187, + "scr_dir2_threshold_10": 0.4745097810055187, + "scr_dir1_threshold_20": 0.14130413656200438, + "scr_metric_threshold_20": 0.6196078248044149, + "scr_dir2_threshold_20": 0.6196078248044149, + "scr_dir1_threshold_50": 0.005434712187334791, + "scr_metric_threshold_50": 0.6980391240220748, + "scr_dir2_threshold_50": 0.6980391240220748, + "scr_dir1_threshold_100": -0.05434776974986783, + "scr_metric_threshold_100": 0.7294117372066224, + "scr_dir2_threshold_100": 0.7294117372066224, + "scr_dir1_threshold_500": 0.07065223025013216, + "scr_metric_threshold_500": 0.780392175195585, + "scr_dir2_threshold_500": 0.780392175195585 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.2783503032463024, + "scr_metric_threshold_2": 0.0927419335456348, + "scr_dir2_threshold_2": 0.0927419335456348, + "scr_dir1_threshold_5": 0.3195874990014686, + "scr_metric_threshold_5": 0.1491935348194436, + "scr_dir2_threshold_5": 0.1491935348194436, + "scr_dir1_threshold_10": 0.3917524379527956, + "scr_metric_threshold_10": 0.1935485188968335, + "scr_dir2_threshold_10": 0.1935485188968335, + "scr_dir1_threshold_20": 0.43298963370796184, + "scr_metric_threshold_20": 0.1935485188968335, + "scr_dir2_threshold_20": 0.1935485188968335, + "scr_dir1_threshold_50": 0.4175256084896675, + "scr_metric_threshold_50": 0.2419354683650784, + "scr_dir2_threshold_50": 0.2419354683650784, + "scr_dir1_threshold_100": 0.4175256084896675, + "scr_metric_threshold_100": 0.3145161329087304, + "scr_dir2_threshold_100": 0.3145161329087304, + "scr_dir1_threshold_500": 0.427835061048673, + "scr_metric_threshold_500": 0.45564525626389474, + "scr_dir2_threshold_500": 0.45564525626389474 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.30180167118534307, + "scr_metric_threshold_2": 0.2800000741746612, + "scr_dir2_threshold_2": 0.2800000741746612, + "scr_dir1_threshold_5": 0.34234222623882343, + "scr_metric_threshold_5": 0.45333327681930574, + "scr_dir2_threshold_5": 0.45333327681930574, + "scr_dir1_threshold_10": 0.3963963891399265, + "scr_metric_threshold_10": 0.5155554860903967, + "scr_dir2_threshold_10": 0.5155554860903967, + "scr_dir1_threshold_20": 0.47747749924688726, + "scr_metric_threshold_20": 0.36888886887350414, + "scr_dir2_threshold_20": 0.36888886887350414, + "scr_dir1_threshold_50": 0.5630630558065931, + "scr_metric_threshold_50": 0.47999986224705776, + "scr_dir2_threshold_50": 0.47999986224705776, + "scr_dir1_threshold_100": 0.6261261116131863, + "scr_metric_threshold_100": 0.5155554860903967, + "scr_dir2_threshold_100": 0.5155554860903967, + "scr_dir1_threshold_500": 0.5720719487120832, + "scr_metric_threshold_500": 0.5422220715181487, + "scr_dir2_threshold_500": 0.5422220715181487 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.1416308441960435, + "scr_metric_threshold_2": 0.1416308441960435, + "scr_dir2_threshold_2": 0.09523798711177515, + "scr_dir1_threshold_5": 0.1673818370097199, + "scr_metric_threshold_5": 0.1673818370097199, + "scr_dir2_threshold_5": 0.10952379871117751, + "scr_dir1_threshold_10": 0.19742487513724416, + "scr_metric_threshold_10": 0.19742487513724416, + "scr_dir2_threshold_10": 0.12380961031057988, + "scr_dir1_threshold_20": 0.23175970276473412, + "scr_metric_threshold_20": 0.23175970276473412, + "scr_dir2_threshold_20": 0.17619044645573817, + "scr_dir1_threshold_50": 0.22317586795092056, + "scr_metric_threshold_50": 0.22317586795092056, + "scr_dir2_threshold_50": 0.24761893678956953, + "scr_dir1_threshold_100": 0.3347639298333219, + "scr_metric_threshold_100": 0.3347639298333219, + "scr_dir2_threshold_100": 0.21904759742235502, + "scr_dir1_threshold_500": 0.4592273602156204, + "scr_metric_threshold_500": 0.4592273602156204, + "scr_dir2_threshold_500": 0.2904760877561864 + } + ], + "sae_bench_commit_hash": "fda4e306e03c1eb5996046a544947f9663d3ae39", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..6f6733e6f05a386ed4b38a8d946427b9952f58ac --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "f996e8de-c1f9-47fe-b2d7-c0eef2380bcb", + "datetime_epoch_millis": 1736894153188, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.23811776891417183, + "scr_metric_threshold_2": 0.1529156235585388, + "scr_dir2_threshold_2": 0.16207921489713373, + "scr_dir1_threshold_5": 0.2613029415655203, + "scr_metric_threshold_5": 0.23686379120774434, + "scr_dir2_threshold_5": 0.2530450471582161, + "scr_dir1_threshold_10": 0.24959316506048645, + "scr_metric_threshold_10": 0.2524175549651332, + "scr_dir2_threshold_10": 0.2679959236343455, + "scr_dir1_threshold_20": 0.17627664390303496, + "scr_metric_threshold_20": 0.28446744366450255, + "scr_dir2_threshold_20": 0.29510000389719193, + "scr_dir1_threshold_50": -0.12599636157526595, + "scr_metric_threshold_50": 0.3099029413031492, + "scr_dir2_threshold_50": 0.3507393357729747, + "scr_dir1_threshold_100": -0.15150791710935455, + "scr_metric_threshold_100": 0.2549270763750626, + "scr_dir2_threshold_100": 0.30165708840321104, + "scr_dir1_threshold_500": -0.49680618781207325, + "scr_metric_threshold_500": 0.17873833314782375, + "scr_dir2_threshold_500": 0.1702568255980764 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.5312505238688624, + "scr_metric_threshold_2": 0.02709353964956581, + "scr_dir2_threshold_2": 0.02709353964956581, + "scr_dir1_threshold_5": 0.5468753201420825, + "scr_metric_threshold_5": 0.1699507454250501, + "scr_dir2_threshold_5": 0.1699507454250501, + "scr_dir1_threshold_10": 0.5625001164153027, + "scr_metric_threshold_10": 0.20935954371618795, + "scr_dir2_threshold_10": 0.20935954371618795, + "scr_dir1_threshold_20": 0.5468753201420825, + "scr_metric_threshold_20": 0.06157629320786018, + "scr_dir2_threshold_20": 0.06157629320786018, + "scr_dir1_threshold_50": -2.843749243300532, + "scr_metric_threshold_50": 0.039408798291137845, + "scr_dir2_threshold_50": 0.039408798291137845, + "scr_dir1_threshold_100": -3.3906245634426146, + "scr_metric_threshold_100": -0.01724145018387885, + "scr_dir2_threshold_100": -0.01724145018387885, + "scr_dir1_threshold_500": -5.3124987194316695, + "scr_metric_threshold_500": -0.13054194713391226, + "scr_dir2_threshold_500": -0.13054194713391226 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.3271025121966708, + "scr_metric_threshold_2": 0.17291066826940749, + "scr_dir2_threshold_2": 0.17291066826940749, + "scr_dir1_threshold_5": 0.2616822325784525, + "scr_metric_threshold_5": 0.21902027141928104, + "scr_dir2_threshold_5": 0.21902027141928104, + "scr_dir1_threshold_10": 0.2990654882400586, + "scr_metric_threshold_10": 0.3054755196683302, + "scr_dir2_threshold_10": 0.3054755196683302, + "scr_dir1_threshold_20": 0.17757004660303638, + "scr_metric_threshold_20": 0.36311235183436297, + "scr_dir2_threshold_20": 0.36311235183436297, + "scr_dir1_threshold_50": 0.2056076276124383, + "scr_metric_threshold_50": 0.5043227967667143, + "scr_dir2_threshold_50": 0.5043227967667143, + "scr_dir1_threshold_100": 0.5700933954707151, + "scr_metric_threshold_100": 0.5706052224661756, + "scr_dir2_threshold_100": 0.5706052224661756, + "scr_dir1_threshold_500": -0.2242989769168465, + "scr_metric_threshold_500": 0.02593660882897658, + "scr_dir2_threshold_500": 0.02593660882897658 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5312505238688624, + "scr_metric_threshold_2": 0.04303801976188022, + "scr_dir2_threshold_2": 0.04303801976188022, + "scr_dir1_threshold_5": 0.5312505238688624, + "scr_metric_threshold_5": 0.06582283600077923, + "scr_dir2_threshold_5": 0.06582283600077923, + "scr_dir1_threshold_10": 0.32812537834973393, + "scr_metric_threshold_10": 0.10379747943300446, + "scr_dir2_threshold_10": 0.10379747943300446, + "scr_dir1_threshold_20": -0.21874994179234863, + "scr_metric_threshold_20": 0.1594937136722931, + "scr_dir2_threshold_20": 0.1594937136722931, + "scr_dir1_threshold_50": -0.18749941792348626, + "scr_metric_threshold_50": 0.23291138782082574, + "scr_dir2_threshold_50": 0.23291138782082574, + "scr_dir1_threshold_100": -0.06250011641530274, + "scr_metric_threshold_100": 0.09620264128525105, + "scr_dir2_threshold_100": 0.09620264128525105, + "scr_dir1_threshold_500": -0.06250011641530274, + "scr_metric_threshold_500": 0.10126586671708666, + "scr_dir2_threshold_500": 0.10126586671708666 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.3149607149176306, + "scr_metric_threshold_2": 0.16023744225689707, + "scr_dir2_threshold_2": 0.16023744225689707, + "scr_dir1_threshold_5": 0.33070853946600826, + "scr_metric_threshold_5": 0.2670624037614951, + "scr_dir2_threshold_5": 0.2670624037614951, + "scr_dir1_threshold_10": 0.13385838597235566, + "scr_metric_threshold_10": -0.00296732073771092, + "scr_dir2_threshold_10": -0.00296732073771092, + "scr_dir1_threshold_20": -0.12598400437038035, + "scr_metric_threshold_20": -0.00296732073771092, + "scr_dir2_threshold_20": -0.00296732073771092, + "scr_dir1_threshold_50": 0.6850392850823693, + "scr_metric_threshold_50": -0.05637980149000994, + "scr_dir2_threshold_50": -0.05637980149000994, + "scr_dir1_threshold_100": 0.5511813684378002, + "scr_metric_threshold_100": -0.29376846726926903, + "scr_dir2_threshold_100": -0.29376846726926903, + "scr_dir1_threshold_500": 0.5354330745616361, + "scr_metric_threshold_500": -0.403560749511578, + "scr_dir2_threshold_500": -0.403560749511578 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.04347802143693829, + "scr_metric_threshold_2": 0.3647058686033112, + "scr_dir2_threshold_2": 0.3647058686033112, + "scr_dir1_threshold_5": 0.0380433092496035, + "scr_metric_threshold_5": 0.49803912402207473, + "scr_dir2_threshold_5": 0.49803912402207473, + "scr_dir1_threshold_10": 0.059782481937202626, + "scr_metric_threshold_10": 0.5686273868154523, + "scr_dir2_threshold_10": 0.5686273868154523, + "scr_dir1_threshold_20": 0.2717391726875991, + "scr_metric_threshold_20": 0.6352941313966888, + "scr_dir2_threshold_20": 0.6352941313966888, + "scr_dir1_threshold_50": 0.2934780214369383, + "scr_metric_threshold_50": 0.7568625984353196, + "scr_dir2_threshold_50": 0.7568625984353196, + "scr_dir1_threshold_100": 0.26630413656200436, + "scr_metric_threshold_100": 0.5921567298320084, + "scr_dir2_threshold_100": 0.5921567298320084, + "scr_dir1_threshold_500": 0.08152165462480175, + "scr_metric_threshold_500": 0.5019606422342159, + "scr_dir2_threshold_500": 0.5019606422342159 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.07216493895132697, + "scr_metric_threshold_2": 0.10483879108333834, + "scr_dir2_threshold_2": 0.10483879108333834, + "scr_dir1_threshold_5": 0.190721646317109, + "scr_metric_threshold_5": 0.16129039235714715, + "scr_dir2_threshold_5": 0.16129039235714715, + "scr_dir1_threshold_10": 0.25773170536871925, + "scr_metric_threshold_10": 0.18951607282340924, + "scr_dir2_threshold_10": 0.18951607282340924, + "scr_dir1_threshold_20": 0.3505152421976293, + "scr_metric_threshold_20": 0.29032265817460795, + "scr_dir2_threshold_20": 0.29032265817460795, + "scr_dir1_threshold_50": 0.36082469475663487, + "scr_metric_threshold_50": 0.463709667728174, + "scr_dir2_threshold_50": 0.463709667728174, + "scr_dir1_threshold_100": 0.32989664432004623, + "scr_metric_threshold_100": 0.5040322057321397, + "scr_dir2_threshold_100": 0.5040322057321397, + "scr_dir1_threshold_500": 0.4123710358303787, + "scr_metric_threshold_500": 0.5806450760079312, + "scr_dir2_threshold_500": 0.5806450760079312 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.06756750225933819, + "scr_metric_threshold_2": 0.33333324503016526, + "scr_dir2_threshold_2": 0.33333324503016526, + "scr_dir1_threshold_5": 0.13963971946080886, + "scr_metric_threshold_5": 0.4622223152348926, + "scr_dir2_threshold_5": 0.4622223152348926, + "scr_dir1_threshold_10": 0.26126111613186265, + "scr_metric_threshold_10": 0.5511111099337356, + "scr_dir2_threshold_10": 0.5511111099337356, + "scr_dir1_threshold_20": 0.28378388537436283, + "scr_metric_threshold_20": 0.6444442913856198, + "scr_dir2_threshold_20": 0.6444442913856198, + "scr_dir1_threshold_50": 0.49549555354725494, + "scr_metric_threshold_50": 0.5555554966867768, + "scr_dir2_threshold_50": 0.5555554966867768, + "scr_dir1_threshold_100": 0.5450450015062255, + "scr_metric_threshold_100": 0.6088889324517851, + "scr_dir2_threshold_100": 0.6088889324517851, + "scr_dir1_threshold_500": 0.4324324977406618, + "scr_metric_threshold_500": 0.5911111205301157, + "scr_dir2_threshold_500": 0.5911111205301157 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.01716741381374498, + "scr_metric_threshold_2": 0.01716741381374498, + "scr_dir2_threshold_2": 0.09047614452250444, + "scr_dir1_threshold_5": 0.05150224144123495, + "scr_metric_threshold_5": 0.05150224144123495, + "scr_dir2_threshold_5": 0.18095228904500887, + "scr_dir1_threshold_10": 0.09442064806865635, + "scr_metric_threshold_10": 0.09442064806865635, + "scr_dir2_threshold_10": 0.21904759742235502, + "scr_dir1_threshold_20": 0.1244634303822985, + "scr_metric_threshold_20": 0.1244634303822985, + "scr_dir2_threshold_20": 0.20952391224381361, + "scr_dir1_threshold_50": -0.01716741381374498, + "scr_metric_threshold_50": -0.01716741381374498, + "scr_dir2_threshold_50": 0.3095237419448595, + "scr_dir1_threshold_100": -0.021459203313710703, + "scr_metric_threshold_100": -0.021459203313710703, + "scr_dir2_threshold_100": 0.35238089291147634, + "scr_dir1_threshold_500": 0.16309004750975417, + "scr_metric_threshold_500": 0.16309004750975417, + "scr_dir2_threshold_500": 0.09523798711177515 + } + ], + "sae_bench_commit_hash": "fda4e306e03c1eb5996046a544947f9663d3ae39", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_0_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..d495d1b0af403bc7ce3cd305f9e82ef794c65ffe --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_0_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "5f960c57-f302-4f5f-a763-14ed7e2e7e98", + "datetime_epoch_millis": 1737152549484, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.17767314406385462, + "scr_metric_threshold_2": 0.17168243288164492, + "scr_dir2_threshold_2": 0.17440824404008548, + "scr_dir1_threshold_5": 0.1674537190796372, + "scr_metric_threshold_5": 0.1774795237412421, + "scr_dir2_threshold_5": 0.18109435190637063, + "scr_dir1_threshold_10": 0.15391078918746015, + "scr_metric_threshold_10": 0.20896295412005006, + "scr_dir2_threshold_10": 0.21013041191783077, + "scr_dir1_threshold_20": 0.0934124472016792, + "scr_metric_threshold_20": 0.2544148445531096, + "scr_dir2_threshold_20": 0.25945523086810585, + "scr_dir1_threshold_50": -0.019316115792361165, + "scr_metric_threshold_50": 0.26620202835372797, + "scr_dir2_threshold_50": 0.2745123564722611, + "scr_dir1_threshold_100": -0.09073178277233318, + "scr_metric_threshold_100": 0.22208881034759692, + "scr_dir2_threshold_100": 0.22688647768139134, + "scr_dir1_threshold_500": -0.5295580142279305, + "scr_metric_threshold_500": 0.19705608184267245, + "scr_dir2_threshold_500": 0.198231228574789 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.28125005820765137, + "scr_metric_threshold_2": 0.0024630223664217393, + "scr_dir2_threshold_2": 0.0024630223664217393, + "scr_dir1_threshold_5": 0.250000465661211, + "scr_metric_threshold_5": 0.022167494916722333, + "scr_dir2_threshold_5": 0.022167494916722333, + "scr_dir1_threshold_10": 0.250000465661211, + "scr_metric_threshold_10": 0.02709353964956581, + "scr_dir2_threshold_10": 0.02709353964956581, + "scr_dir1_threshold_20": 0.2656252619344312, + "scr_metric_threshold_20": 0.06896550711658873, + "scr_dir2_threshold_20": 0.06896550711658873, + "scr_dir1_threshold_50": 0.1250002328306055, + "scr_metric_threshold_50": 0.0935960243997328, + "scr_dir2_threshold_50": 0.0935960243997328, + "scr_dir1_threshold_100": 0.1093754365573853, + "scr_metric_threshold_100": 0.02709353964956581, + "scr_dir2_threshold_100": 0.02709353964956581, + "scr_dir1_threshold_500": -0.28125005820765137, + "scr_metric_threshold_500": 0.09852206913257629, + "scr_dir2_threshold_500": 0.09852206913257629 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2710279072306566, + "scr_metric_threshold_2": 0.19596546984434426, + "scr_dir2_threshold_2": 0.19596546984434426, + "scr_dir1_threshold_5": 0.2990654882400586, + "scr_metric_threshold_5": 0.22478388592736065, + "scr_dir2_threshold_5": 0.22478388592736065, + "scr_dir1_threshold_10": 0.2897198135878545, + "scr_metric_threshold_10": 0.2593660882897658, + "scr_dir2_threshold_10": 0.2593660882897658, + "scr_dir1_threshold_20": -0.10280409233261399, + "scr_metric_threshold_20": 0.3198847277098384, + "scr_dir2_threshold_20": 0.3198847277098384, + "scr_dir1_threshold_50": -0.3177573945972564, + "scr_metric_threshold_50": 0.3141211132017588, + "scr_dir2_threshold_50": 0.3141211132017588, + "scr_dir1_threshold_100": -0.44859851088648267, + "scr_metric_threshold_100": 0.04610960314987356, + "scr_dir2_threshold_100": 0.04610960314987356, + "scr_dir1_threshold_500": -1.4299066045292848, + "scr_metric_threshold_500": 0.12103745061145432, + "scr_dir2_threshold_500": 0.12103745061145432 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.42187508731147705, + "scr_metric_threshold_2": 0.037974794330044616, + "scr_dir2_threshold_2": 0.037974794330044616, + "scr_dir1_threshold_5": 0.3593749708961743, + "scr_metric_threshold_5": 0.06582283600077923, + "scr_dir2_threshold_5": 0.06582283600077923, + "scr_dir1_threshold_10": 0.3437501746229541, + "scr_metric_threshold_10": 0.11392408119449507, + "scr_dir2_threshold_10": 0.11392408119449507, + "scr_dir1_threshold_20": 0.20312514551912844, + "scr_metric_threshold_20": 0.1873419062408471, + "scr_dir2_threshold_20": 0.1873419062408471, + "scr_dir1_threshold_50": -0.20312514551912844, + "scr_metric_threshold_50": 0.23037977510490792, + "scr_dir2_threshold_50": 0.23037977510490792, + "scr_dir1_threshold_100": -0.46874947613113765, + "scr_metric_threshold_100": 0.26835441853713315, + "scr_dir2_threshold_100": 0.26835441853713315, + "scr_dir1_threshold_500": -1.8124996507540918, + "scr_metric_threshold_500": 0.13670889743339407, + "scr_dir2_threshold_500": 0.13670889743339407 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.16535450439689736, + "scr_metric_threshold_2": 0.19287850097684403, + "scr_dir2_threshold_2": 0.19287850097684403, + "scr_dir1_threshold_5": 0.17322841667108618, + "scr_metric_threshold_5": -0.008901962213132759, + "scr_dir2_threshold_5": -0.008901962213132759, + "scr_dir1_threshold_10": -0.04724394297291932, + "scr_metric_threshold_10": -0.008901962213132759, + "scr_dir2_threshold_10": -0.008901962213132759, + "scr_dir1_threshold_20": 0.05511832457489462, + "scr_metric_threshold_20": 0.029673737982236048, + "scr_dir2_threshold_20": 0.029673737982236048, + "scr_dir1_threshold_50": -0.015747824548377604, + "scr_metric_threshold_50": 0.005934818343797456, + "scr_dir2_threshold_50": 0.005934818343797456, + "scr_dir1_threshold_100": -0.23622018419238308, + "scr_metric_threshold_100": -0.06231444296543178, + "scr_dir2_threshold_100": -0.06231444296543178, + "scr_dir1_threshold_500": -0.39370077631509165, + "scr_metric_threshold_500": -0.09198800407929221, + "scr_dir2_threshold_500": -0.09198800407929221 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.0380433092496035, + "scr_metric_threshold_2": 0.45882347441324484, + "scr_dir2_threshold_2": 0.45882347441324484, + "scr_dir1_threshold_5": -0.1521738848749339, + "scr_metric_threshold_5": 0.5647058686033112, + "scr_dir2_threshold_5": 0.5647058686033112, + "scr_dir1_threshold_10": -0.06521751806279738, + "scr_metric_threshold_10": 0.6039215182121411, + "scr_dir2_threshold_10": 0.6039215182121411, + "scr_dir1_threshold_20": -0.059782805875462586, + "scr_metric_threshold_20": 0.6588234744132448, + "scr_dir2_threshold_20": 0.6588234744132448, + "scr_dir1_threshold_50": -0.032608921000528666, + "scr_metric_threshold_50": 0.643137167820971, + "scr_dir2_threshold_50": 0.643137167820971, + "scr_dir1_threshold_100": 0.010869424374669583, + "scr_metric_threshold_100": 0.6745097810055187, + "scr_dir2_threshold_100": 0.6745097810055187, + "scr_dir1_threshold_500": -0.3423914029377313, + "scr_metric_threshold_500": 0.5490195620110374, + "scr_dir2_threshold_500": 0.5490195620110374 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.1030926821474877, + "scr_metric_threshold_2": 0.14112912335516434, + "scr_dir2_threshold_2": 0.14112912335516434, + "scr_dir1_threshold_5": 0.14432987790265395, + "scr_metric_threshold_5": 0.14112912335516434, + "scr_dir2_threshold_5": 0.14112912335516434, + "scr_dir1_threshold_10": 0.09278322958848217, + "scr_metric_threshold_10": 0.1653225980892868, + "scr_dir2_threshold_10": 0.1653225980892868, + "scr_dir1_threshold_20": 0.06701005905161024, + "scr_metric_threshold_20": 0.2500001201706423, + "scr_dir2_threshold_20": 0.2500001201706423, + "scr_dir1_threshold_50": 0.06185548639232145, + "scr_metric_threshold_50": 0.3225807847142943, + "scr_dir2_threshold_50": 0.3225807847142943, + "scr_dir1_threshold_100": 0.025773170536871923, + "scr_metric_threshold_100": 0.2943548639067476, + "scr_dir2_threshold_100": 0.2943548639067476, + "scr_dir1_threshold_500": -0.10309298938791563, + "scr_metric_threshold_500": 0.3306451961785736, + "scr_dir2_threshold_500": 0.3306451961785736 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.07207194871208326, + "scr_metric_threshold_2": 0.2755554225121156, + "scr_dir2_threshold_2": 0.2755554225121156, + "scr_dir1_threshold_5": 0.1756755595721568, + "scr_metric_threshold_5": 0.32000008477104136, + "scr_dir2_threshold_5": 0.32000008477104136, + "scr_dir1_threshold_10": 0.23873861537874994, + "scr_metric_threshold_10": 0.38222229404213226, + "scr_dir2_threshold_10": 0.38222229404213226, + "scr_dir1_threshold_20": 0.21171166817289214, + "scr_metric_threshold_20": 0.4133332662229256, + "scr_dir2_threshold_20": 0.4133332662229256, + "scr_dir1_threshold_50": 0.09909916440732847, + "scr_metric_threshold_50": 0.39111106754821484, + "scr_dir2_threshold_50": 0.39111106754821484, + "scr_dir1_threshold_100": 0.148648612366299, + "scr_metric_threshold_100": 0.39555545430125616, + "scr_dir2_threshold_100": 0.39555545430125616, + "scr_dir1_threshold_500": 0.0405405550534804, + "scr_metric_threshold_500": 0.3466666701987934, + "scr_dir2_threshold_500": 0.3466666701987934 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.06866965525497992, + "scr_metric_threshold_2": 0.06866965525497992, + "scr_dir2_threshold_2": 0.09047614452250444, + "scr_dir1_threshold_5": 0.09012885856869063, + "scr_metric_threshold_5": 0.09012885856869063, + "scr_dir2_threshold_5": 0.11904748388971893, + "scr_dir1_threshold_10": 0.12875547569614632, + "scr_metric_threshold_10": 0.12875547569614632, + "scr_dir2_threshold_10": 0.13809513807839202, + "scr_dir1_threshold_20": 0.10729601656855352, + "scr_metric_threshold_20": 0.10729601656855352, + "scr_dir2_threshold_20": 0.14761910708852366, + "scr_dir1_threshold_50": 0.12875547569614632, + "scr_metric_threshold_50": 0.12875547569614632, + "scr_dir2_threshold_50": 0.19523810064441124, + "scr_dir1_threshold_100": 0.13304726519611204, + "scr_metric_threshold_100": 0.13304726519611204, + "scr_dir2_threshold_100": 0.17142860386646747, + "scr_dir1_threshold_500": 0.08583681325484281, + "scr_metric_threshold_500": 0.08583681325484281, + "scr_dir2_threshold_500": 0.09523798711177515 + } + ], + "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "temp_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_0", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..2593ebce581bb69d7b19e0a56aa61366d7e937a6 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "4fb4711b-3f9d-4759-a059-053c9a1fb157", + "datetime_epoch_millis": 1737151828077, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.18692507255614568, + "scr_metric_threshold_2": 0.19318572849516538, + "scr_dir2_threshold_2": 0.1933543449482677, + "scr_dir1_threshold_5": 0.2351654390083237, + "scr_metric_threshold_5": 0.25640169423111764, + "scr_dir2_threshold_5": 0.2580545580145668, + "scr_dir1_threshold_10": 0.2584525260510236, + "scr_metric_threshold_10": 0.2982060434360338, + "scr_dir2_threshold_10": 0.3050321207220066, + "scr_dir1_threshold_20": 0.07115895985419092, + "scr_metric_threshold_20": 0.30542522590370896, + "scr_dir2_threshold_20": 0.31778472047121176, + "scr_dir1_threshold_50": -0.11033694051253928, + "scr_metric_threshold_50": 0.33769643367498875, + "scr_dir2_threshold_50": 0.36916996054597956, + "scr_dir1_threshold_100": -0.2094450993483895, + "scr_metric_threshold_100": 0.2593689369241658, + "scr_dir2_threshold_100": 0.2975075850878411, + "scr_dir1_threshold_500": -0.4678455439917878, + "scr_metric_threshold_500": 0.18836444795283516, + "scr_dir2_threshold_500": 0.2225791318742029 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.3593749708961743, + "scr_metric_threshold_2": 0.012315258641572036, + "scr_dir2_threshold_2": 0.012315258641572036, + "scr_dir1_threshold_5": 0.42187508731147705, + "scr_metric_threshold_5": 0.044334989833444666, + "scr_dir2_threshold_5": 0.044334989833444666, + "scr_dir1_threshold_10": 0.3749997671693945, + "scr_metric_threshold_10": 0.06157629320786018, + "scr_dir2_threshold_10": 0.06157629320786018, + "scr_dir1_threshold_20": 0.32812537834973393, + "scr_metric_threshold_20": 0.09852206913257629, + "scr_dir2_threshold_20": 0.09852206913257629, + "scr_dir1_threshold_50": 0.32812537834973393, + "scr_metric_threshold_50": 0.12561575559160543, + "scr_dir2_threshold_50": 0.12561575559160543, + "scr_dir1_threshold_100": 0.28125005820765137, + "scr_metric_threshold_100": 0.19458126270819417, + "scr_dir2_threshold_100": 0.19458126270819417, + "scr_dir1_threshold_500": -0.23437473806556883, + "scr_metric_threshold_500": 0.07142852948301047, + "scr_dir2_threshold_500": 0.07142852948301047 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.17757004660303638, + "scr_metric_threshold_2": 0.23342947946078924, + "scr_dir2_threshold_2": 0.23342947946078924, + "scr_dir1_threshold_5": 0.25233655792624843, + "scr_metric_threshold_5": 0.34293952928477517, + "scr_dir2_threshold_5": 0.34293952928477517, + "scr_dir1_threshold_10": 0.2242989769168465, + "scr_metric_threshold_10": 0.4092219549842365, + "scr_dir2_threshold_10": 0.4092219549842365, + "scr_dir1_threshold_20": 0.11214920993202841, + "scr_metric_threshold_20": 0.4466859646006815, + "scr_dir2_threshold_20": 0.4466859646006815, + "scr_dir1_threshold_50": -1.037383255661606, + "scr_metric_threshold_50": 0.4409221783212927, + "scr_dir2_threshold_50": 0.4409221783212927, + "scr_dir1_threshold_100": -1.3925233488676787, + "scr_metric_threshold_100": -0.07492784746158077, + "scr_dir2_threshold_100": -0.07492784746158077, + "scr_dir1_threshold_500": -1.6074766511323213, + "scr_metric_threshold_500": -0.07492784746158077, + "scr_dir2_threshold_500": -0.07492784746158077 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5, + "scr_metric_threshold_2": 0.02784819256855401, + "scr_dir2_threshold_2": 0.02784819256855401, + "scr_dir1_threshold_5": 0.4687504074535596, + "scr_metric_threshold_5": 0.055696234239288635, + "scr_dir2_threshold_5": 0.055696234239288635, + "scr_dir1_threshold_10": 0.5156247962732202, + "scr_metric_threshold_10": 0.11139246847857727, + "scr_dir2_threshold_10": 0.11139246847857727, + "scr_dir1_threshold_20": 0.28125005820765137, + "scr_metric_threshold_20": 0.1518987246267203, + "scr_dir2_threshold_20": 0.1518987246267203, + "scr_dir1_threshold_50": 0.32812537834973393, + "scr_metric_threshold_50": 0.2050633461500911, + "scr_dir2_threshold_50": 0.2050633461500911, + "scr_dir1_threshold_100": 0.1250002328306055, + "scr_metric_threshold_100": 0.23037977510490792, + "scr_dir2_threshold_100": 0.23037977510490792, + "scr_dir1_threshold_500": -0.5937497089617432, + "scr_metric_threshold_500": 0.08354442680784264, + "scr_dir2_threshold_500": 0.08354442680784264 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.14960621052073325, + "scr_metric_threshold_2": 0.10385764076688712, + "scr_dir2_threshold_2": 0.10385764076688712, + "scr_dir1_threshold_5": 0.17322841667108618, + "scr_metric_threshold_5": 0.24332348412305652, + "scr_dir2_threshold_5": 0.24332348412305652, + "scr_dir1_threshold_10": 0.18897671054725027, + "scr_metric_threshold_10": 0.30860542469457486, + "scr_dir2_threshold_10": 0.30860542469457486, + "scr_dir1_threshold_20": -0.023621736822566405, + "scr_metric_threshold_20": 0.1869436826330466, + "scr_dir2_threshold_20": 0.1869436826330466, + "scr_dir1_threshold_50": 0.03149611842454171, + "scr_metric_threshold_50": 0.23442152190992377, + "scr_dir2_threshold_50": 0.23442152190992377, + "scr_dir1_threshold_100": -0.19685015349365256, + "scr_metric_threshold_100": -0.00296732073771092, + "scr_dir2_threshold_100": -0.00296732073771092, + "scr_dir1_threshold_500": -0.44881863156219975, + "scr_metric_threshold_500": 0.002967497606086536, + "scr_dir2_threshold_500": 0.002967497606086536 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.048913057562533044, + "scr_metric_threshold_2": 0.5764704232397345, + "scr_dir2_threshold_2": 0.5764704232397345, + "scr_dir1_threshold_5": 0.1684780214369383, + "scr_metric_threshold_5": 0.6274508612286972, + "scr_dir2_threshold_5": 0.6274508612286972, + "scr_dir1_threshold_10": 0.23913025168707044, + "scr_metric_threshold_10": 0.6078430364242823, + "scr_dir2_threshold_10": 0.6078430364242823, + "scr_dir1_threshold_20": -0.6195652878126652, + "scr_metric_threshold_20": 0.6392156496088299, + "scr_dir2_threshold_20": 0.6392156496088299, + "scr_dir1_threshold_50": -0.6467391726875992, + "scr_metric_threshold_50": 0.6352941313966888, + "scr_dir2_threshold_50": 0.6352941313966888, + "scr_dir1_threshold_100": -0.6630436331878634, + "scr_metric_threshold_100": 0.5372547736309047, + "scr_dir2_threshold_100": 0.5372547736309047, + "scr_dir1_threshold_500": -0.8152175180627974, + "scr_metric_threshold_500": 0.3882352116198673, + "scr_dir2_threshold_500": 0.3882352116198673 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.11855670736578201, + "scr_metric_threshold_2": 0.1935485188968335, + "scr_dir2_threshold_2": 0.1935485188968335, + "scr_dir1_threshold_5": 0.17525762109881465, + "scr_metric_threshold_5": 0.1935485188968335, + "scr_dir2_threshold_5": 0.1935485188968335, + "scr_dir1_threshold_10": 0.23711341473156403, + "scr_metric_threshold_10": 0.2419354683650784, + "scr_dir2_threshold_10": 0.2419354683650784, + "scr_dir1_threshold_20": 0.08247408426990457, + "scr_metric_threshold_20": 0.21774199363095595, + "scr_dir2_threshold_20": 0.21774199363095595, + "scr_dir1_threshold_50": -0.03092805043658865, + "scr_metric_threshold_50": 0.33870960764285285, + "scr_dir2_threshold_50": 0.33870960764285285, + "scr_dir1_threshold_100": 0.030927743196160724, + "scr_metric_threshold_100": 0.4516130505317551, + "scr_dir2_threshold_100": 0.4516130505317551, + "scr_dir1_threshold_500": -0.03092805043658865, + "scr_metric_threshold_500": 0.4112902721865048, + "scr_dir2_threshold_500": 0.4112902721865048 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.08558555655970586, + "scr_metric_threshold_2": 0.3422222834457521, + "scr_dir2_threshold_2": 0.3422222834457521, + "scr_dir1_threshold_5": 0.14414416591355395, + "scr_metric_threshold_5": 0.4666667019879339, + "scr_dir2_threshold_5": 0.4666667019879339, + "scr_dir1_threshold_10": 0.18018027451428928, + "scr_metric_threshold_10": 0.5377776847651073, + "scr_dir2_threshold_10": 0.5377776847651073, + "scr_dir1_threshold_20": 0.2882883318271079, + "scr_metric_threshold_20": 0.5822220821145289, + "scr_dir2_threshold_20": 0.5822220821145289, + "scr_dir1_threshold_50": 0.06306305580659313, + "scr_metric_threshold_50": 0.6399999046325785, + "scr_dir2_threshold_50": 0.6399999046325785, + "scr_dir1_threshold_100": 0.049549447958970524, + "scr_metric_threshold_100": 0.6488889430481654, + "scr_dir2_threshold_100": 0.6488889430481654, + "scr_dir1_threshold_500": -0.07657666365421574, + "scr_metric_threshold_500": 0.5599998834398181, + "scr_dir2_threshold_500": 0.5599998834398181 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.05579403094120067, + "scr_metric_threshold_2": 0.05579403094120067, + "scr_dir2_threshold_2": 0.05714296256601923, + "scr_dir1_threshold_5": 0.07725323425491137, + "scr_metric_threshold_5": 0.07725323425491137, + "scr_dir2_threshold_5": 0.09047614452250444, + "scr_dir1_threshold_10": 0.10729601656855352, + "scr_metric_threshold_10": 0.10729601656855352, + "scr_dir2_threshold_10": 0.1619046348563358, + "scr_dir1_threshold_20": 0.12017164088233277, + "scr_metric_threshold_20": 0.12017164088233277, + "scr_dir2_threshold_20": 0.21904759742235502, + "scr_dir1_threshold_50": 0.08154502375487709, + "scr_metric_threshold_50": 0.08154502375487709, + "scr_dir2_threshold_50": 0.33333323872280324, + "scr_dir1_threshold_100": 0.09012885856869063, + "scr_metric_threshold_100": 0.09012885856869063, + "scr_dir2_threshold_100": 0.3952380438780932, + "scr_dir1_threshold_500": 0.0643776099411321, + "scr_metric_threshold_500": 0.0643776099411321, + "scr_dir2_threshold_500": 0.33809508131207394 + } + ], + "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "temp_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..69b45d574ca14b916610b9af8787fd07572489d4 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "8087c807-fee4-476a-a11a-e523e94e07e2", + "datetime_epoch_millis": 1737151101004, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.24350068101964675, + "scr_metric_threshold_2": 0.18250488488036234, + "scr_dir2_threshold_2": 0.17688205115553168, + "scr_dir1_threshold_5": 0.2997098066586466, + "scr_metric_threshold_5": 0.2592685148057122, + "scr_dir2_threshold_5": 0.2420347193749388, + "scr_dir1_threshold_10": 0.36758600395627966, + "scr_metric_threshold_10": 0.3228128613071361, + "scr_dir2_threshold_10": 0.3074158920048506, + "scr_dir1_threshold_20": 0.3459464265538988, + "scr_metric_threshold_20": 0.27643415859303117, + "scr_dir2_threshold_20": 0.2713324846404951, + "scr_dir1_threshold_50": 0.0036605021298548937, + "scr_metric_threshold_50": 0.2692469086480186, + "scr_dir2_threshold_50": 0.28987332058982773, + "scr_dir1_threshold_100": -0.05277328837576986, + "scr_metric_threshold_100": 0.2525602209854348, + "scr_dir2_threshold_100": 0.2565710706696664, + "scr_dir1_threshold_500": -0.6268388180596125, + "scr_metric_threshold_500": 0.056247555342710406, + "scr_dir2_threshold_500": 0.04540044041352881 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.42187508731147705, + "scr_metric_threshold_2": 0.03448275355829437, + "scr_dir2_threshold_2": 0.03448275355829437, + "scr_dir1_threshold_5": 0.43749988358469727, + "scr_metric_threshold_5": 0.044334989833444666, + "scr_dir2_threshold_5": 0.044334989833444666, + "scr_dir1_threshold_10": 0.3749997671693945, + "scr_metric_threshold_10": 0.05911327084143844, + "scr_dir2_threshold_10": 0.05911327084143844, + "scr_dir1_threshold_20": 0.21874994179234863, + "scr_metric_threshold_20": 0.11822654168287688, + "scr_dir2_threshold_20": 0.11822654168287688, + "scr_dir1_threshold_50": -1.156249825377046, + "scr_metric_threshold_50": 0.16502455388274329, + "scr_dir2_threshold_50": 0.16502455388274329, + "scr_dir1_threshold_100": -0.5937497089617432, + "scr_metric_threshold_100": 0.2807880731991984, + "scr_dir2_threshold_100": 0.2807880731991984, + "scr_dir1_threshold_500": -0.8593749708961743, + "scr_metric_threshold_500": 0.10837430540772658, + "scr_dir2_threshold_500": 0.10837430540772658 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2056076276124383, + "scr_metric_threshold_2": 0.22766569318140045, + "scr_dir2_threshold_2": 0.22766569318140045, + "scr_dir1_threshold_5": 0.18691572125524047, + "scr_metric_threshold_5": 0.2968300979062108, + "scr_dir2_threshold_5": 0.2968300979062108, + "scr_dir1_threshold_10": 0.48598120949529905, + "scr_metric_threshold_10": 0.36599433085971195, + "scr_dir2_threshold_10": 0.36599433085971195, + "scr_dir1_threshold_20": 0.49532688414750314, + "scr_metric_threshold_20": 0.4582133653881499, + "scr_dir2_threshold_20": 0.4582133653881499, + "scr_dir1_threshold_50": -0.7009345117599415, + "scr_metric_threshold_50": 0.599423638549192, + "scr_dir2_threshold_50": 0.599423638549192, + "scr_dir1_threshold_100": -0.9439253950339858, + "scr_metric_threshold_100": 0.38328534615525994, + "scr_dir2_threshold_100": 0.38328534615525994, + "scr_dir1_threshold_500": -1.8785051154157675, + "scr_metric_threshold_500": -0.017291015295547996, + "scr_dir2_threshold_500": -0.017291015295547996 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5312505238688624, + "scr_metric_threshold_2": 0.09113926495559606, + "scr_dir2_threshold_2": 0.09113926495559606, + "scr_dir1_threshold_5": 0.4843752037267798, + "scr_metric_threshold_5": 0.1265822956719035, + "scr_dir2_threshold_5": 0.1265822956719035, + "scr_dir1_threshold_10": 0.39062549476503666, + "scr_metric_threshold_10": 0.2050633461500911, + "scr_dir2_threshold_10": 0.2050633461500911, + "scr_dir1_threshold_20": 0.3749997671693945, + "scr_metric_threshold_20": 0.22784816238899014, + "scr_dir2_threshold_20": 0.22784816238899014, + "scr_dir1_threshold_50": 0.3437501746229541, + "scr_metric_threshold_50": 0.3367088672538302, + "scr_dir2_threshold_50": 0.3367088672538302, + "scr_dir1_threshold_100": -0.20312514551912844, + "scr_metric_threshold_100": 0.07594943776226984, + "scr_dir2_threshold_100": 0.07594943776226984, + "scr_dir1_threshold_500": -0.6249993015081835, + "scr_metric_threshold_500": 0.09113926495559606, + "scr_dir2_threshold_500": 0.09113926495559606 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.14960621052073325, + "scr_metric_threshold_2": 0.09792299929146529, + "scr_dir2_threshold_2": 0.09792299929146529, + "scr_dir1_threshold_5": 0.299212890369253, + "scr_metric_threshold_5": 0.2403561633853456, + "scr_dir2_threshold_5": 0.2403561633853456, + "scr_dir1_threshold_10": 0.5354330745616361, + "scr_metric_threshold_10": 0.32047488451379413, + "scr_dir2_threshold_10": 0.32047488451379413, + "scr_dir1_threshold_20": 0.42519689473963335, + "scr_metric_threshold_20": -0.3175073869077076, + "scr_dir2_threshold_20": -0.3175073869077076, + "scr_dir1_threshold_50": 0.5511813684378002, + "scr_metric_threshold_50": -0.3679523700539201, + "scr_dir2_threshold_50": -0.3679523700539201, + "scr_dir1_threshold_100": 0.36220465789054995, + "scr_metric_threshold_100": -0.44807109118236865, + "scr_dir2_threshold_100": -0.44807109118236865, + "scr_dir1_threshold_500": -2.0551173859193215, + "scr_metric_threshold_500": -0.4451037704446577, + "scr_dir2_threshold_500": -0.4451037704446577 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.23913025168707044, + "scr_metric_threshold_2": 0.39607824804414954, + "scr_dir2_threshold_2": 0.39607824804414954, + "scr_dir1_threshold_5": 0.40217388487493394, + "scr_metric_threshold_5": 0.5686273868154523, + "scr_dir2_threshold_5": 0.5686273868154523, + "scr_dir1_threshold_10": 0.46739107899947135, + "scr_metric_threshold_10": 0.7019606422342158, + "scr_dir2_threshold_10": 0.7019606422342158, + "scr_dir1_threshold_20": 0.5652171941245374, + "scr_metric_threshold_20": 0.7294117372066224, + "scr_dir2_threshold_20": 0.7294117372066224, + "scr_dir1_threshold_50": 0.5326085970622687, + "scr_metric_threshold_50": 0.843137167820971, + "scr_dir2_threshold_50": 0.843137167820971, + "scr_dir1_threshold_100": 0.5217391726875992, + "scr_metric_threshold_100": 0.7843136934077262, + "scr_dir2_threshold_100": 0.7843136934077262, + "scr_dir1_threshold_500": 0.29891305756253306, + "scr_metric_threshold_500": 0.023529343016556067, + "scr_dir2_threshold_500": 0.023529343016556067 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.16494816853980915, + "scr_metric_threshold_2": 0.16935480382142643, + "scr_dir2_threshold_2": 0.16935480382142643, + "scr_dir1_threshold_5": 0.26288658526843595, + "scr_metric_threshold_5": 0.18145166135912996, + "scr_dir2_threshold_5": 0.18145166135912996, + "scr_dir1_threshold_10": 0.3144329263421798, + "scr_metric_threshold_10": 0.1733872498948507, + "scr_dir2_threshold_10": 0.1733872498948507, + "scr_dir1_threshold_20": 0.22680396217255852, + "scr_metric_threshold_20": 0.18145166135912996, + "scr_dir2_threshold_20": 0.18145166135912996, + "scr_dir1_threshold_50": 0.2010307916356866, + "scr_metric_threshold_50": 0.07661287027579163, + "scr_dir2_threshold_50": 0.07661287027579163, + "scr_dir1_threshold_100": 0.17010304843952587, + "scr_metric_threshold_100": 0.3870967974523824, + "scr_dir2_threshold_100": 0.3870967974523824, + "scr_dir1_threshold_500": 0.07216493895132697, + "scr_metric_threshold_500": 0.6209678543531815, + "scr_dir2_threshold_500": 0.6209678543531815 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.0810811101069608, + "scr_metric_threshold_2": 0.2888888476807438, + "scr_dir2_threshold_2": 0.2888888476807438, + "scr_dir1_threshold_5": 0.148648612366299, + "scr_metric_threshold_5": 0.4399998516506776, + "scr_dir2_threshold_5": 0.4399998516506776, + "scr_dir1_threshold_10": 0.148648612366299, + "scr_metric_threshold_10": 0.5333332980120661, + "scr_dir2_threshold_10": 0.5333332980120661, + "scr_dir1_threshold_20": 0.22522527602051473, + "scr_metric_threshold_20": 0.5777776953614876, + "scr_dir2_threshold_20": 0.5777776953614876, + "scr_dir1_threshold_50": 0.09909916440732847, + "scr_metric_threshold_50": 0.3422222834457521, + "scr_dir2_threshold_50": 0.3422222834457521, + "scr_dir1_threshold_100": 0.05855860935384807, + "scr_metric_threshold_100": 0.3511110569518347, + "scr_dir2_threshold_100": 0.3511110569518347, + "scr_dir1_threshold_500": -0.045045001506225466, + "scr_metric_threshold_500": -0.008888773506082586, + "scr_dir2_threshold_500": -0.008888773506082586 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.15450646850982275, + "scr_metric_threshold_2": 0.15450646850982275, + "scr_dir2_threshold_2": 0.10952379871117751, + "scr_dir1_threshold_5": 0.17596567182353345, + "scr_metric_threshold_5": 0.17596567182353345, + "scr_dir2_threshold_5": 0.03809530837734615, + "scr_dir1_threshold_10": 0.22317586795092056, + "scr_metric_threshold_10": 0.22317586795092056, + "scr_dir2_threshold_10": 0.10000011353263609, + "scr_dir1_threshold_20": 0.23605149226469982, + "scr_metric_threshold_20": 0.23605149226469982, + "scr_dir2_threshold_20": 0.19523810064441124, + "scr_dir1_threshold_50": 0.15879825800978847, + "scr_metric_threshold_50": 0.15879825800978847, + "scr_dir2_threshold_50": 0.32380955354426183, + "scr_dir1_threshold_100": 0.20600845413717558, + "scr_metric_threshold_100": 0.20600845413717558, + "scr_dir2_threshold_100": 0.2380952516110281, + "scr_dir1_threshold_500": 0.07725323425491137, + "scr_metric_threshold_500": 0.07725323425491137, + "scr_dir2_threshold_500": -0.009523685178541423 + } + ], + "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "temp_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_3_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..213ff8489acbe3e833b706dc76f58c6070a59490 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_3_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "e539711a-9793-4347-88d4-22e2a3602231", + "datetime_epoch_millis": 1737151466275, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.24090193503711627, + "scr_metric_threshold_2": 0.15294732964614152, + "scr_dir2_threshold_2": 0.15240319900104524, + "scr_dir1_threshold_5": 0.31478715822588293, + "scr_metric_threshold_5": 0.24764564886546, + "scr_dir2_threshold_5": 0.23380699744488553, + "scr_dir1_threshold_10": 0.24593561179377715, + "scr_metric_threshold_10": 0.30930437648240566, + "scr_dir2_threshold_10": 0.2911151149722318, + "scr_dir1_threshold_20": 0.25117993138715844, + "scr_metric_threshold_20": 0.4227675093752302, + "scr_dir2_threshold_20": 0.39308479943143987, + "scr_dir1_threshold_50": -0.26626508119083914, + "scr_metric_threshold_50": 0.45520920604821596, + "scr_dir2_threshold_50": 0.40176041007070856, + "scr_dir1_threshold_100": -0.17555397391356534, + "scr_metric_threshold_100": 0.3320455667157601, + "scr_dir2_threshold_100": 0.25524964161749153, + "scr_dir1_threshold_500": -1.6349049163527272, + "scr_metric_threshold_500": -0.009797601578336916, + "scr_dir2_threshold_500": 0.012062681755016659 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4843752037267798, + "scr_metric_threshold_2": 0.049261034566288144, + "scr_dir2_threshold_2": 0.049261034566288144, + "scr_dir1_threshold_5": 0.4531256111803394, + "scr_metric_threshold_5": 0.08374378812458251, + "scr_dir2_threshold_5": 0.08374378812458251, + "scr_dir1_threshold_10": 0.5156247962732202, + "scr_metric_threshold_10": 0.11822654168287688, + "scr_dir2_threshold_10": 0.11822654168287688, + "scr_dir1_threshold_20": 0.2656252619344312, + "scr_metric_threshold_20": 0.2536945335496326, + "scr_dir2_threshold_20": 0.2536945335496326, + "scr_dir1_threshold_50": -0.07812491268852294, + "scr_metric_threshold_50": 0.07635457421585395, + "scr_dir2_threshold_50": 0.07635457421585395, + "scr_dir1_threshold_100": -0.3749997671693945, + "scr_metric_threshold_100": 0.024630517283144072, + "scr_dir2_threshold_100": 0.024630517283144072, + "scr_dir1_threshold_500": -4.218749010469927, + "scr_metric_threshold_500": -0.09852221594203962, + "scr_dir2_threshold_500": -0.09852221594203962 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2990654882400586, + "scr_metric_threshold_2": 0.1383286376783115, + "scr_dir2_threshold_2": 0.1383286376783115, + "scr_dir1_threshold_5": 0.2990654882400586, + "scr_metric_threshold_5": 0.18731987631091568, + "scr_dir2_threshold_5": 0.18731987631091568, + "scr_dir1_threshold_10": 0.2149533022646424, + "scr_metric_threshold_10": 0.3314121284973068, + "scr_dir2_threshold_10": 0.3314121284973068, + "scr_dir1_threshold_20": 0.5046731158524969, + "scr_metric_threshold_20": 0.4783861879377377, + "scr_dir2_threshold_20": 0.4783861879377377, + "scr_dir1_threshold_50": -1.0934584176804099, + "scr_metric_threshold_50": 0.4726225734296581, + "scr_dir2_threshold_50": 0.4726225734296581, + "scr_dir1_threshold_100": -2.1682243719508323, + "scr_metric_threshold_100": 0.619596632870089, + "scr_dir2_threshold_100": 0.619596632870089, + "scr_dir1_threshold_500": -2.4205609298770807, + "scr_metric_threshold_500": 0.09510084178247774, + "scr_dir2_threshold_500": 0.09510084178247774 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5312505238688624, + "scr_metric_threshold_2": 0.055696234239288635, + "scr_dir2_threshold_2": 0.055696234239288635, + "scr_dir1_threshold_5": 0.5625001164153027, + "scr_metric_threshold_5": 0.10126586671708666, + "scr_dir2_threshold_5": 0.10126586671708666, + "scr_dir1_threshold_10": 0.5468753201420825, + "scr_metric_threshold_10": 0.10379747943300446, + "scr_dir2_threshold_10": 0.10379747943300446, + "scr_dir1_threshold_20": -0.3593749708961743, + "scr_metric_threshold_20": 0.3240506527764218, + "scr_dir2_threshold_20": 0.3240506527764218, + "scr_dir1_threshold_50": -0.17187462165026607, + "scr_metric_threshold_50": 0.40759492868644503, + "scr_dir2_threshold_50": 0.40759492868644503, + "scr_dir1_threshold_100": 0.03125052386886235, + "scr_metric_threshold_100": 0.1518987246267203, + "scr_dir2_threshold_100": 0.1518987246267203, + "scr_dir1_threshold_500": -5.124999301508184, + "scr_metric_threshold_500": 0.12405068295598567, + "scr_dir2_threshold_500": 0.12405068295598567 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.259842390342736, + "scr_metric_threshold_2": 0.05341248075229903, + "scr_dir2_threshold_2": 0.05341248075229903, + "scr_dir1_threshold_5": 0.37795295176671406, + "scr_metric_threshold_5": 0.14243334096225593, + "scr_dir2_threshold_5": 0.14243334096225593, + "scr_dir1_threshold_10": -0.5511808991100137, + "scr_metric_threshold_10": 0.1364985226184585, + "scr_dir2_threshold_10": 0.1364985226184585, + "scr_dir1_threshold_20": 0.08661444299943634, + "scr_metric_threshold_20": 0.249258302466854, + "scr_dir2_threshold_20": 0.249258302466854, + "scr_dir1_threshold_50": -1.5748026359325802, + "scr_metric_threshold_50": 0.4688428669514719, + "scr_dir2_threshold_50": 0.4688428669514719, + "scr_dir1_threshold_100": 0.34645683334217237, + "scr_metric_threshold_100": -0.2700295476308304, + "scr_dir2_threshold_100": -0.2700295476308304, + "scr_dir1_threshold_500": -1.2834641271653024, + "scr_metric_threshold_500": -0.3204747076454185, + "scr_dir2_threshold_500": -0.3204747076454185 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.005434712187334791, + "scr_metric_threshold_2": 0.5647058686033112, + "scr_dir2_threshold_2": 0.5647058686033112, + "scr_dir1_threshold_5": 0.2717391726875991, + "scr_metric_threshold_5": 0.6705882627933776, + "scr_dir2_threshold_5": 0.6705882627933776, + "scr_dir1_threshold_10": 0.39130413656200436, + "scr_metric_threshold_10": 0.8156863065922738, + "scr_dir2_threshold_10": 0.8156863065922738, + "scr_dir1_threshold_20": 0.5706522302501321, + "scr_metric_threshold_20": 0.7450980437988962, + "scr_dir2_threshold_20": 0.7450980437988962, + "scr_dir1_threshold_50": -0.31521751806279735, + "scr_metric_threshold_50": 0.8705882627933775, + "scr_dir2_threshold_50": 0.8705882627933775, + "scr_dir1_threshold_100": -0.5108697483129295, + "scr_metric_threshold_100": 0.8705882627933775, + "scr_dir2_threshold_100": 0.8705882627933775, + "scr_dir1_threshold_500": -0.6630436331878634, + "scr_metric_threshold_500": -0.5019608759779253, + "scr_dir2_threshold_500": -0.5019608759779253 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.12886585268435963, + "scr_metric_threshold_2": 0.0927419335456348, + "scr_dir2_threshold_2": 0.0927419335456348, + "scr_dir1_threshold_5": 0.17010304843952587, + "scr_metric_threshold_5": 0.20161293036111277, + "scr_dir2_threshold_5": 0.20161293036111277, + "scr_dir1_threshold_10": 0.3144329263421798, + "scr_metric_threshold_10": 0.23790326263293876, + "scr_dir2_threshold_10": 0.23790326263293876, + "scr_dir1_threshold_20": 0.4432987790265394, + "scr_metric_threshold_20": 0.5040322057321397, + "scr_dir2_threshold_20": 0.5040322057321397, + "scr_dir1_threshold_50": 0.37113384007521244, + "scr_metric_threshold_50": 0.3790323859881031, + "scr_dir2_threshold_50": 0.3790323859881031, + "scr_dir1_threshold_100": 0.34536066953834055, + "scr_metric_threshold_100": 0.5846775220813555, + "scr_dir2_threshold_100": 0.5846775220813555, + "scr_dir1_threshold_500": 0.3195874990014686, + "scr_metric_threshold_500": 0.4233871297242084, + "scr_dir2_threshold_500": 0.4233871297242084 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.17117111311941172, + "scr_metric_threshold_2": 0.22222225165661158, + "scr_dir2_threshold_2": 0.22222225165661158, + "scr_dir1_threshold_5": 0.22072082956776967, + "scr_metric_threshold_5": 0.43111107814459504, + "scr_dir2_threshold_5": 0.43111107814459504, + "scr_dir1_threshold_10": 0.34234222623882343, + "scr_metric_threshold_10": 0.5377776847651073, + "scr_dir2_threshold_10": 0.5377776847651073, + "scr_dir1_threshold_20": 0.27477472397948527, + "scr_metric_threshold_20": 0.6044442807892396, + "scr_dir2_threshold_20": 0.6044442807892396, + "scr_dir1_threshold_50": 0.4189188898930392, + "scr_metric_threshold_50": 0.6533333298012066, + "scr_dir2_threshold_50": 0.6533333298012066, + "scr_dir1_threshold_100": 0.5360361086007354, + "scr_metric_threshold_100": 0.2844444609277025, + "scr_dir2_threshold_100": 0.2844444609277025, + "scr_dir1_threshold_500": 0.06306305580659313, + "scr_metric_threshold_500": -0.04888878410246276, + "scr_dir2_threshold_500": -0.04888878410246276 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.047210196127387125, + "scr_metric_threshold_2": 0.047210196127387125, + "scr_dir2_threshold_2": 0.042857150966616867, + "scr_dir1_threshold_5": 0.16309004750975417, + "scr_metric_threshold_5": 0.16309004750975417, + "scr_dir2_threshold_5": 0.05238083614515829, + "scr_dir1_threshold_10": 0.19313308563727843, + "scr_metric_threshold_10": 0.19313308563727843, + "scr_dir2_threshold_10": 0.04761899355588758, + "scr_dir1_threshold_20": 0.22317586795092056, + "scr_metric_threshold_20": 0.22317586795092056, + "scr_dir2_threshold_20": -0.014285811599402364, + "scr_dir1_threshold_50": 0.3133047265196112, + "scr_metric_threshold_50": 0.3133047265196112, + "scr_dir2_threshold_50": -0.11428564130044823, + "scr_dir1_threshold_100": 0.3905579607745226, + "scr_metric_threshold_100": 0.3905579607745226, + "scr_dir2_threshold_100": -0.22380944001162575, + "scr_dir1_threshold_500": 0.2489271165784791, + "scr_metric_threshold_500": 0.2489271165784791, + "scr_dir2_threshold_500": 0.4238093832453077 + } + ], + "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "temp_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_3", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_4_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..d1e80477165a39722bb7ad45b2775215d6b8b18a --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_4_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "5a0b6750-ba5c-4bd1-91ac-d3ed3b2c3975", + "datetime_epoch_millis": 1737150742932, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2286757031749348, + "scr_metric_threshold_2": 0.14809982602147492, + "scr_dir2_threshold_2": 0.15434598689899, + "scr_dir1_threshold_5": 0.28936857323917115, + "scr_metric_threshold_5": 0.21372054802493776, + "scr_dir2_threshold_5": 0.2148956947570543, + "scr_dir1_threshold_10": -0.019495720895010872, + "scr_metric_threshold_10": 0.26047781958346994, + "scr_dir2_threshold_10": 0.27719558119817267, + "scr_dir1_threshold_20": -0.5180817617423065, + "scr_metric_threshold_20": 0.1727311656978625, + "scr_dir2_threshold_20": 0.1938710804543657, + "scr_dir1_threshold_50": -0.41546653900888886, + "scr_metric_threshold_50": 0.1134990211602387, + "scr_dir2_threshold_50": 0.13194375258870358, + "scr_dir1_threshold_100": -0.3409853581108855, + "scr_metric_threshold_100": 0.20409838647167325, + "scr_dir2_threshold_100": 0.15885005879575972, + "scr_dir1_threshold_500": -0.8291110729130383, + "scr_metric_threshold_500": 0.008460789811300065, + "scr_dir2_threshold_500": -0.0049384613226799365 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4843752037267798, + "scr_metric_threshold_2": 0.012315258641572036, + "scr_dir2_threshold_2": 0.012315258641572036, + "scr_dir1_threshold_5": 0.4687504074535596, + "scr_metric_threshold_5": 0.06650233794070366, + "scr_dir2_threshold_5": 0.06650233794070366, + "scr_dir1_threshold_10": 0.4531256111803394, + "scr_metric_threshold_10": 0.2118225660826097, + "scr_dir2_threshold_10": 0.2118225660826097, + "scr_dir1_threshold_20": -2.1874994179234863, + "scr_metric_threshold_20": -0.20689666815922955, + "scr_dir2_threshold_20": -0.20689666815922955, + "scr_dir1_threshold_50": -1.7812491268852295, + "scr_metric_threshold_50": -0.20689666815922955, + "scr_dir2_threshold_50": -0.20689666815922955, + "scr_dir1_threshold_100": -3.7187490104699266, + "scr_metric_threshold_100": -0.20443349898334445, + "scr_dir2_threshold_100": -0.20443349898334445, + "scr_dir1_threshold_500": -4.124999301508184, + "scr_metric_threshold_500": 0.03448275355829437, + "scr_dir2_threshold_500": 0.03448275355829437 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2803735818828607, + "scr_metric_threshold_2": 0.21325648513989226, + "scr_dir2_threshold_2": 0.21325648513989226, + "scr_dir1_threshold_5": 0.46728986019089086, + "scr_metric_threshold_5": 0.3170029204557986, + "scr_dir2_threshold_5": 0.3170029204557986, + "scr_dir1_threshold_10": -0.5700933954707151, + "scr_metric_threshold_10": 0.39193093968868853, + "scr_dir2_threshold_10": 0.39193093968868853, + "scr_dir1_threshold_20": -0.11214976698481809, + "scr_metric_threshold_20": 0.34582133653881497, + "scr_dir2_threshold_20": 0.34582133653881497, + "scr_dir1_threshold_50": -1.4579441855386868, + "scr_metric_threshold_50": 0.12103745061145432, + "scr_dir2_threshold_50": 0.12103745061145432, + "scr_dir1_threshold_100": 0.6355142321417231, + "scr_metric_threshold_100": 0.5763690087455644, + "scr_dir2_threshold_100": 0.5763690087455644, + "scr_dir1_threshold_500": 0.411214698172087, + "scr_metric_threshold_500": -0.3314121284973068, + "scr_dir2_threshold_500": -0.3314121284973068 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5156247962732202, + "scr_metric_threshold_2": 0.03291141800038962, + "scr_dir2_threshold_2": 0.03291141800038962, + "scr_dir1_threshold_5": 0.4531256111803394, + "scr_metric_threshold_5": 0.055696234239288635, + "scr_dir2_threshold_5": 0.055696234239288635, + "scr_dir1_threshold_10": -1.249999534338789, + "scr_metric_threshold_10": 0.20253173343417333, + "scr_dir2_threshold_10": 0.20253173343417333, + "scr_dir1_threshold_20": -3.828124447027312, + "scr_metric_threshold_20": -0.1468353482970653, + "scr_dir2_threshold_20": -0.1468353482970653, + "scr_dir1_threshold_50": -1.0468743888196606, + "scr_metric_threshold_50": -0.21518979701376234, + "scr_dir2_threshold_50": -0.21518979701376234, + "scr_dir1_threshold_100": -1.0937497089617432, + "scr_metric_threshold_100": -0.22025302244559794, + "scr_dir2_threshold_100": -0.22025302244559794, + "scr_dir1_threshold_500": -1.0937497089617432, + "scr_metric_threshold_500": -0.10886070486484006, + "scr_dir2_threshold_500": -0.10886070486484006 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.2204723596440055, + "scr_metric_threshold_2": 0.08011872112844853, + "scr_dir2_threshold_2": 0.08011872112844853, + "scr_dir1_threshold_5": 0.22834674124598078, + "scr_metric_threshold_5": 0.017804278163016753, + "scr_dir2_threshold_5": 0.017804278163016753, + "scr_dir1_threshold_10": 0.16535450439689736, + "scr_metric_threshold_10": -0.00593464147542184, + "scr_dir2_threshold_10": -0.00593464147542184, + "scr_dir1_threshold_20": 0.5984253114107195, + "scr_metric_threshold_20": -0.33531148820234874, + "scr_dir2_threshold_20": -0.33531148820234874, + "scr_dir1_threshold_50": -0.007873912274188802, + "scr_metric_threshold_50": -0.40059342877386706, + "scr_dir2_threshold_50": -0.40059342877386706, + "scr_dir1_threshold_100": 0.2519684780685472, + "scr_metric_threshold_100": -0.4451037704446577, + "scr_dir2_threshold_100": -0.4451037704446577, + "scr_dir1_threshold_500": -1.960629499973483, + "scr_metric_threshold_500": -0.46587536934538537, + "scr_dir2_threshold_500": -0.46587536934538537 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.18478248193720262, + "scr_metric_threshold_2": 0.5254902189944813, + "scr_dir2_threshold_2": 0.5254902189944813, + "scr_dir1_threshold_5": 0.19565223025013218, + "scr_metric_threshold_5": 0.6392156496088299, + "scr_dir2_threshold_5": 0.6392156496088299, + "scr_dir1_threshold_10": 0.39130413656200436, + "scr_metric_threshold_10": 0.7019606422342158, + "scr_dir2_threshold_10": 0.7019606422342158, + "scr_dir1_threshold_20": 0.375, + "scr_metric_threshold_20": 0.4666665108375271, + "scr_dir2_threshold_20": 0.4666665108375271, + "scr_dir1_threshold_50": 0.38043471218733477, + "scr_metric_threshold_50": 0.49411760580993364, + "scr_dir2_threshold_50": 0.49411760580993364, + "scr_dir1_threshold_100": 0.29891305756253306, + "scr_metric_threshold_100": 0.6156863065922739, + "scr_dir2_threshold_100": 0.6156863065922739, + "scr_dir1_threshold_500": -0.35869586343799564, + "scr_metric_threshold_500": 0.15294108022317848, + "scr_dir2_threshold_500": 0.15294108022317848 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.04123688851473832, + "scr_metric_threshold_2": 0.07258066454365199, + "scr_dir2_threshold_2": 0.07258066454365199, + "scr_dir1_threshold_5": 0.190721646317109, + "scr_metric_threshold_5": 0.1854838670912696, + "scr_dir2_threshold_5": 0.1854838670912696, + "scr_dir1_threshold_10": 0.24226798739085284, + "scr_metric_threshold_10": 0.12096785435318151, + "scr_dir2_threshold_10": 0.12096785435318151, + "scr_dir1_threshold_20": 0.43814420636725065, + "scr_metric_threshold_20": 0.5040322057321397, + "scr_dir2_threshold_20": 0.5040322057321397, + "scr_dir1_threshold_50": 0.4072164631710899, + "scr_metric_threshold_50": 0.463709667728174, + "scr_dir2_threshold_50": 0.463709667728174, + "scr_dir1_threshold_100": 0.453608231585545, + "scr_metric_threshold_100": 0.21774199363095595, + "scr_dir2_threshold_100": 0.21774199363095595, + "scr_dir1_threshold_500": 0.025773170536871923, + "scr_metric_threshold_500": -0.16935480382142643, + "scr_dir2_threshold_500": -0.16935480382142643 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.0810811101069608, + "scr_metric_threshold_2": 0.22666663840965287, + "scr_dir2_threshold_2": 0.22666663840965287, + "scr_dir1_threshold_5": 0.22522527602051473, + "scr_metric_threshold_5": 0.3422222834457521, + "scr_dir2_threshold_5": 0.3422222834457521, + "scr_dir1_threshold_10": 0.3648647269919362, + "scr_metric_threshold_10": 0.4133332662229256, + "scr_dir2_threshold_10": 0.4133332662229256, + "scr_dir1_threshold_20": 0.2882883318271079, + "scr_metric_threshold_20": 0.4711110887409752, + "scr_dir2_threshold_20": 0.4711110887409752, + "scr_dir1_threshold_50": 0.13963971946080886, + "scr_metric_threshold_50": 0.6088889324517851, + "scr_dir2_threshold_50": 0.6088889324517851, + "scr_dir1_threshold_100": 0.05405389441171559, + "scr_metric_threshold_100": 0.7022221139036694, + "scr_dir2_threshold_100": 0.7022221139036694, + "scr_dir1_threshold_500": 0.09909916440732847, + "scr_metric_threshold_500": 0.5866667337770745, + "scr_dir2_threshold_500": 0.5866667337770745 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.021459203313710703, + "scr_metric_threshold_2": 0.021459203313710703, + "scr_dir2_threshold_2": 0.07142849033383136, + "scr_dir1_threshold_5": 0.08583681325484281, + "scr_metric_threshold_5": 0.08583681325484281, + "scr_dir2_threshold_5": 0.09523798711177515, + "scr_dir1_threshold_10": 0.047210196127387125, + "scr_metric_threshold_10": 0.047210196127387125, + "scr_dir2_threshold_10": 0.18095228904500887, + "scr_dir1_threshold_20": 0.283261688392087, + "scr_metric_threshold_20": 0.283261688392087, + "scr_dir2_threshold_20": 0.45238100644411244, + "scr_dir1_threshold_50": 0.042918406627421406, + "scr_metric_threshold_50": 0.042918406627421406, + "scr_dir2_threshold_50": 0.19047625805514054, + "scr_dir1_threshold_100": 0.3905579607745226, + "scr_metric_threshold_100": 0.3905579607745226, + "scr_dir2_threshold_100": 0.0285713393672145, + "scr_dir1_threshold_500": 0.3690987574608119, + "scr_metric_threshold_500": 0.3690987574608119, + "scr_dir2_threshold_500": 0.2619047483889719 + } + ], + "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "temp_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_4", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..2d8eb1e12a7d7dd04560ef66f5efcacf6f92e843 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "bfbf1e5b-ab83-4415-848e-d8c7074f19bc", + "datetime_epoch_millis": 1737152188809, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.21209732345369475, + "scr_metric_threshold_2": 0.10340688869284895, + "scr_dir2_threshold_2": 0.1240792743569968, + "scr_dir1_threshold_5": -0.0900029776507077, + "scr_metric_threshold_5": 0.1906606947314146, + "scr_dir2_threshold_5": 0.1945770020161216, + "scr_dir1_threshold_10": -0.04233816535496203, + "scr_metric_threshold_10": 0.23302301642277148, + "scr_dir2_threshold_10": 0.1897162807127964, + "scr_dir1_threshold_20": -0.49522771315098774, + "scr_metric_threshold_20": 0.12564312894340568, + "scr_dir2_threshold_20": 0.12476689485054217, + "scr_dir1_threshold_50": -0.8648486517052973, + "scr_metric_threshold_50": -0.05234827882437692, + "scr_dir2_threshold_50": -0.022453545185471022, + "scr_dir1_threshold_100": -0.9869462826756007, + "scr_metric_threshold_100": 0.2022783972194504, + "scr_dir2_threshold_100": 0.22521419090590736, + "scr_dir1_threshold_500": -1.448066489224636, + "scr_metric_threshold_500": 0.2664014496000142, + "scr_dir2_threshold_500": 0.4259814632566122 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4531256111803394, + "scr_metric_threshold_2": 0.08620681049100425, + "scr_dir2_threshold_2": 0.08620681049100425, + "scr_dir1_threshold_5": -0.06250011641530274, + "scr_metric_threshold_5": 0.1453200813324427, + "scr_dir2_threshold_5": 0.1453200813324427, + "scr_dir1_threshold_10": -1.0624991850928809, + "scr_metric_threshold_10": 0.014778281007993775, + "scr_dir2_threshold_10": 0.014778281007993775, + "scr_dir1_threshold_20": -0.14062502910382568, + "scr_metric_threshold_20": -0.17487693696735693, + "scr_dir2_threshold_20": -0.17487693696735693, + "scr_dir1_threshold_50": -0.45312467985791743, + "scr_metric_threshold_50": -0.1945814095176575, + "scr_dir2_threshold_50": -0.1945814095176575, + "scr_dir1_threshold_100": 0.42187508731147705, + "scr_metric_threshold_100": 0.12561575559160543, + "scr_dir2_threshold_100": 0.12561575559160543, + "scr_dir1_threshold_500": -1.1249993015081836, + "scr_metric_threshold_500": 0.22413782472418173, + "scr_dir2_threshold_500": 0.22413782472418173 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.448597953833693, + "scr_metric_threshold_2": 0.1556196529738595, + "scr_dir2_threshold_2": 0.1556196529738595, + "scr_dir1_threshold_5": -0.7102807434649352, + "scr_metric_threshold_5": 0.2824207180933934, + "scr_dir2_threshold_5": 0.2824207180933934, + "scr_dir1_threshold_10": 0.2429903262212547, + "scr_metric_threshold_10": 0.1585014602278993, + "scr_dir2_threshold_10": 0.1585014602278993, + "scr_dir1_threshold_20": 0.33644874390166457, + "scr_metric_threshold_20": -0.19596546984434426, + "scr_dir2_threshold_20": -0.19596546984434426, + "scr_dir1_threshold_50": -2.8224305104497533, + "scr_metric_threshold_50": -0.40057636145080794, + "scr_dir2_threshold_50": -0.40057636145080794, + "scr_dir1_threshold_100": -3.252337114979038, + "scr_metric_threshold_100": 0.35158512281820375, + "scr_dir2_threshold_100": 0.35158512281820375, + "scr_dir1_threshold_500": -3.252337114979038, + "scr_metric_threshold_500": 0.6340058409115972, + "scr_dir2_threshold_500": 0.6340058409115972 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.3437501746229541, + "scr_metric_threshold_2": -0.0025316127159178037, + "scr_dir2_threshold_2": -0.0025316127159178037, + "scr_dir1_threshold_5": 0.28125005820765137, + "scr_metric_threshold_5": 0.1645570900019481, + "scr_dir2_threshold_5": 0.1645570900019481, + "scr_dir1_threshold_10": 0.2656252619344312, + "scr_metric_threshold_10": 0.21772156062749953, + "scr_dir2_threshold_10": 0.21772156062749953, + "scr_dir1_threshold_20": -5.937498952262275, + "scr_metric_threshold_20": 0.1518987246267203, + "scr_dir2_threshold_20": 0.1518987246267203, + "scr_dir1_threshold_50": -1.7343747380655687, + "scr_metric_threshold_50": -0.11898730662633067, + "scr_dir2_threshold_50": -0.11898730662633067, + "scr_dir1_threshold_100": -3.9218741559890553, + "scr_metric_threshold_100": 0.09113926495559606, + "scr_dir2_threshold_100": 0.09113926495559606, + "scr_dir1_threshold_500": -6.406249359715835, + "scr_metric_threshold_500": 0.13670889743339407, + "scr_dir2_threshold_500": 0.13670889743339407 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.33858292106798354, + "scr_metric_threshold_2": 0.044510518539166266, + "scr_dir2_threshold_2": 0.044510518539166266, + "scr_dir1_threshold_5": -0.519684780685472, + "scr_metric_threshold_5": 0.1780415435515382, + "scr_dir2_threshold_5": 0.1780415435515382, + "scr_dir1_threshold_10": -0.4881886622609303, + "scr_metric_threshold_10": 0.20771528153377425, + "scr_dir2_threshold_10": 0.20771528153377425, + "scr_dir1_threshold_20": 0.3149607149176306, + "scr_metric_threshold_20": 0.21958456448461794, + "scr_dir2_threshold_20": 0.21958456448461794, + "scr_dir1_threshold_50": -2.685038815754583, + "scr_metric_threshold_50": 0.2017804631899768, + "scr_dir2_threshold_50": 0.2017804631899768, + "scr_dir1_threshold_100": -1.6062987543571219, + "scr_metric_threshold_100": 0.3293768467269269, + "scr_dir2_threshold_100": 0.3293768467269269, + "scr_dir1_threshold_500": 0.5826770175345555, + "scr_metric_threshold_500": -0.035608202589282274, + "scr_dir2_threshold_500": -0.035608202589282274 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.005434712187334791, + "scr_metric_threshold_2": 0.5411765255867551, + "scr_dir2_threshold_2": 0.5411765255867551, + "scr_dir1_threshold_5": -0.20108694243746697, + "scr_metric_threshold_5": 0.5725489050275935, + "scr_dir2_threshold_5": 0.5725489050275935, + "scr_dir1_threshold_10": 0.0380433092496035, + "scr_metric_threshold_10": 0.6392156496088299, + "scr_dir2_threshold_10": 0.6392156496088299, + "scr_dir1_threshold_20": 0.5760869424374669, + "scr_metric_threshold_20": 0.262744992625386, + "scr_dir2_threshold_20": 0.262744992625386, + "scr_dir1_threshold_50": 0.3043477697498678, + "scr_metric_threshold_50": -0.23137261318454766, + "scr_dir2_threshold_50": -0.23137261318454766, + "scr_dir1_threshold_100": 0.35869553949973565, + "scr_metric_threshold_100": 0.2980391240220748, + "scr_dir2_threshold_100": 0.2980391240220748, + "scr_dir1_threshold_500": -0.07065223025013216, + "scr_metric_threshold_500": 0.8666667445812365, + "scr_dir2_threshold_500": 0.8666667445812365 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.06185548639232145, + "scr_metric_threshold_2": 0.012096857537703539, + "scr_dir2_threshold_2": 0.012096857537703539, + "scr_dir1_threshold_5": 0.14432987790265395, + "scr_metric_threshold_5": 0.10483879108333834, + "scr_dir2_threshold_5": 0.10483879108333834, + "scr_dir1_threshold_10": 0.06185548639232145, + "scr_metric_threshold_10": 0.1572581866250075, + "scr_dir2_threshold_10": 0.1572581866250075, + "scr_dir1_threshold_20": 0.3556698148569181, + "scr_metric_threshold_20": 0.3991936549900859, + "scr_dir2_threshold_20": 0.3991936549900859, + "scr_dir1_threshold_50": 0.13917499800293723, + "scr_metric_threshold_50": 0.10887099681547797, + "scr_dir2_threshold_50": 0.10887099681547797, + "scr_dir1_threshold_100": -0.036082623095877446, + "scr_metric_threshold_100": 0.1653225980892868, + "scr_dir2_threshold_100": 0.1653225980892868, + "scr_dir1_threshold_500": -0.6288661599247876, + "scr_metric_threshold_500": 0.282258006369044, + "scr_dir2_threshold_500": 0.282258006369044 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.14414416591355395, + "scr_metric_threshold_2": 0.08888879469884294, + "scr_dir2_threshold_2": 0.08888879469884294, + "scr_dir1_threshold_5": 0.27927917043223033, + "scr_metric_threshold_5": 0.008888773506082586, + "scr_dir2_threshold_5": 0.008888773506082586, + "scr_dir1_threshold_10": 0.4189188898930392, + "scr_metric_threshold_10": 0.2844444609277025, + "scr_dir2_threshold_10": 0.2844444609277025, + "scr_dir1_threshold_20": 0.29279277827985295, + "scr_metric_threshold_20": 0.10222221986747107, + "scr_dir2_threshold_20": 0.10222221986747107, + "scr_dir1_threshold_50": 0.4099099969875491, + "scr_metric_threshold_50": 0.29333323443378506, + "scr_dir2_threshold_50": 0.29333323443378506, + "scr_dir1_threshold_100": 0.24774777677362747, + "scr_metric_threshold_100": 0.3644444821204628, + "scr_dir2_threshold_100": 0.3644444821204628, + "scr_dir1_threshold_500": -0.03603610860073534, + "scr_metric_threshold_500": 0.671111141722876, + "scr_dir2_threshold_500": 0.671111141722876 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": -0.09871243756862208, + "scr_metric_threshold_2": -0.09871243756862208, + "scr_dir2_threshold_2": 0.06666664774456064, + "scr_dir1_threshold_5": 0.06866965525497992, + "scr_metric_threshold_5": 0.06866965525497992, + "scr_dir2_threshold_5": 0.10000011353263609, + "scr_dir1_threshold_10": 0.18454925082346488, + "scr_metric_threshold_10": 0.18454925082346488, + "scr_dir2_threshold_10": -0.1619046348563358, + "scr_dir1_threshold_20": 0.24034328176466555, + "scr_metric_threshold_20": 0.24034328176466555, + "scr_dir2_threshold_20": 0.2333334090217574, + "scr_dir1_threshold_50": -0.07725323425491137, + "scr_metric_threshold_50": -0.07725323425491137, + "scr_dir2_threshold_50": 0.1619046348563358, + "scr_dir1_threshold_100": -0.10729601656855352, + "scr_metric_threshold_100": -0.10729601656855352, + "scr_dir2_threshold_100": 0.07619033292310208, + "scr_dir1_threshold_500": -0.6480686563529331, + "scr_metric_threshold_500": -0.6480686563529331, + "scr_dir2_threshold_500": 0.6285714528998506 + } + ], + "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "temp_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_0_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..4e554faba60244b21806e8e7bb42eebc224f61e4 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_0_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "43bb4e16-be6a-484a-adde-5f2153fee308", + "datetime_epoch_millis": 1737153746627, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.14951259753710042, + "scr_metric_threshold_2": 0.1616875699613171, + "scr_dir2_threshold_2": 0.16048175991984953, + "scr_dir1_threshold_5": 0.20000915317945717, + "scr_metric_threshold_5": 0.2446985868478364, + "scr_dir2_threshold_5": 0.23830424938864403, + "scr_dir1_threshold_10": 0.15421541321679588, + "scr_metric_threshold_10": 0.29188034090805304, + "scr_dir2_threshold_10": 0.2885209471822668, + "scr_dir1_threshold_20": 0.030295166993622384, + "scr_metric_threshold_20": 0.30642208669684995, + "scr_dir2_threshold_20": 0.31354191868911657, + "scr_dir1_threshold_50": -0.041313079444166394, + "scr_metric_threshold_50": 0.34802618499736176, + "scr_dir2_threshold_50": 0.3560350694752652, + "scr_dir1_threshold_100": -0.1503015976152207, + "scr_metric_threshold_100": 0.2720954527430881, + "scr_dir2_threshold_100": 0.2670090927057532, + "scr_dir1_threshold_500": -0.35996891796868397, + "scr_metric_threshold_500": 0.2353280689824282, + "scr_dir2_threshold_500": 0.23959691958632745 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.250000465661211, + "scr_metric_threshold_2": 0.022167494916722333, + "scr_dir2_threshold_2": 0.022167494916722333, + "scr_dir1_threshold_5": 0.3437501746229541, + "scr_metric_threshold_5": 0.0566502484750167, + "scr_dir2_threshold_5": 0.0566502484750167, + "scr_dir1_threshold_10": 0.3437501746229541, + "scr_metric_threshold_10": 0.06896550711658873, + "scr_dir2_threshold_10": 0.06896550711658873, + "scr_dir1_threshold_20": 0.28125005820765137, + "scr_metric_threshold_20": 0.088669832857426, + "scr_dir2_threshold_20": 0.088669832857426, + "scr_dir1_threshold_50": 0.15624982537704588, + "scr_metric_threshold_50": 0.11576351931645514, + "scr_dir2_threshold_50": 0.11576351931645514, + "scr_dir1_threshold_100": -0.046874388819660585, + "scr_metric_threshold_100": 0.04187182065755959, + "scr_dir2_threshold_100": 0.04187182065755959, + "scr_dir1_threshold_500": -0.31249965075409175, + "scr_metric_threshold_500": 0.09605904676615455, + "scr_dir2_threshold_500": 0.09605904676615455 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.16822437195083229, + "scr_metric_threshold_2": 0.21613829239393206, + "scr_dir2_threshold_2": 0.21613829239393206, + "scr_dir1_threshold_5": 0.2429903262212547, + "scr_metric_threshold_5": 0.3170029204557986, + "scr_dir2_threshold_5": 0.3170029204557986, + "scr_dir1_threshold_10": 0.14953246559363445, + "scr_metric_threshold_10": 0.35446693007224356, + "scr_dir2_threshold_10": 0.35446693007224356, + "scr_dir1_threshold_20": -0.4299066045292848, + "scr_metric_threshold_20": 0.4380403710672529, + "scr_dir2_threshold_20": 0.4380403710672529, + "scr_dir1_threshold_50": -0.47663553484309495, + "scr_metric_threshold_50": 0.4524495791087611, + "scr_dir2_threshold_50": 0.4524495791087611, + "scr_dir1_threshold_100": -0.6448599067939272, + "scr_metric_threshold_100": 0.1325648513989227, + "scr_dir2_threshold_100": 0.1325648513989227, + "scr_dir1_threshold_500": -0.8317756280491677, + "scr_metric_threshold_500": 0.1325648513989227, + "scr_dir2_threshold_500": 0.1325648513989227 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.3125005820765137, + "scr_metric_threshold_2": 0.037974794330044616, + "scr_dir2_threshold_2": 0.037974794330044616, + "scr_dir1_threshold_5": 0.3125005820765137, + "scr_metric_threshold_5": 0.09367087767151386, + "scr_dir2_threshold_5": 0.09367087767151386, + "scr_dir1_threshold_10": 0.3593749708961743, + "scr_metric_threshold_10": 0.1620253263882109, + "scr_dir2_threshold_10": 0.1620253263882109, + "scr_dir1_threshold_20": 0.28125005820765137, + "scr_metric_threshold_20": 0.20759495886600893, + "scr_dir2_threshold_20": 0.20759495886600893, + "scr_dir1_threshold_50": -0.12499930150818353, + "scr_metric_threshold_50": 0.28354439662827874, + "scr_dir2_threshold_50": 0.28354439662827874, + "scr_dir1_threshold_100": -0.18749941792348626, + "scr_metric_threshold_100": 0.3063292128671778, + "scr_dir2_threshold_100": 0.3063292128671778, + "scr_dir1_threshold_500": -1.0624991850928809, + "scr_metric_threshold_500": 0.1721519281497015, + "scr_dir2_threshold_500": 0.1721519281497015 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.11023617982200275, + "scr_metric_threshold_2": 0.10979228224230897, + "scr_dir2_threshold_2": 0.10979228224230897, + "scr_dir1_threshold_5": 0.14960621052073325, + "scr_metric_threshold_5": 0.23738884264763468, + "scr_dir2_threshold_5": 0.23738884264763468, + "scr_dir1_threshold_10": 0.15748059212270857, + "scr_metric_threshold_10": 0.30860542469457486, + "scr_dir2_threshold_10": 0.30860542469457486, + "scr_dir1_threshold_20": -0.12598400437038035, + "scr_metric_threshold_20": 0.1869436826330466, + "scr_dir2_threshold_20": 0.1869436826330466, + "scr_dir1_threshold_50": -0.07874006139746104, + "scr_metric_threshold_50": 0.2522256232045649, + "scr_dir2_threshold_50": 0.2522256232045649, + "scr_dir1_threshold_100": -0.2677163026169248, + "scr_metric_threshold_100": 0.03857570019536881, + "scr_dir2_threshold_100": 0.03857570019536881, + "scr_dir1_threshold_500": -0.2204723596440055, + "scr_metric_threshold_500": 0.03264105871994697, + "scr_dir2_threshold_500": 0.03264105871994697 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.027173884874933916, + "scr_metric_threshold_2": 0.2941176058099336, + "scr_dir2_threshold_2": 0.2941176058099336, + "scr_dir1_threshold_5": 0.0380433092496035, + "scr_metric_threshold_5": 0.4784312992176598, + "scr_dir2_threshold_5": 0.4784312992176598, + "scr_dir1_threshold_10": 0.06521719412453741, + "scr_metric_threshold_10": 0.5960784817878589, + "scr_dir2_threshold_10": 0.5960784817878589, + "scr_dir1_threshold_20": 0.010869424374669583, + "scr_metric_threshold_20": 0.6313723794408383, + "scr_dir2_threshold_20": 0.6313723794408383, + "scr_dir1_threshold_50": -0.048913057562533044, + "scr_metric_threshold_50": 0.6745097810055187, + "scr_dir2_threshold_50": 0.6745097810055187, + "scr_dir1_threshold_100": -0.3423914029377313, + "scr_metric_threshold_100": 0.5960784817878589, + "scr_dir2_threshold_100": 0.5960784817878589, + "scr_dir1_threshold_500": -0.41304363318786347, + "scr_metric_threshold_500": 0.5529410802231784, + "scr_dir2_threshold_500": 0.5529410802231784 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.1340204253436484, + "scr_metric_threshold_2": 0.1008065853511987, + "scr_dir2_threshold_2": 0.1008065853511987, + "scr_dir1_threshold_5": 0.1958762189763978, + "scr_metric_threshold_5": 0.1572581866250075, + "scr_dir2_threshold_5": 0.1572581866250075, + "scr_dir1_threshold_10": 0.17010304843952587, + "scr_metric_threshold_10": 0.2056451360932524, + "scr_dir2_threshold_10": 0.2056451360932524, + "scr_dir1_threshold_20": 0.190721646317109, + "scr_metric_threshold_20": 0.2500001201706423, + "scr_dir2_threshold_20": 0.2500001201706423, + "scr_dir1_threshold_50": 0.2319585348318473, + "scr_metric_threshold_50": 0.32661299044643394, + "scr_dir2_threshold_50": 0.32661299044643394, + "scr_dir1_threshold_100": 0.22680396217255852, + "scr_metric_threshold_100": 0.39112900318452204, + "scr_dir2_threshold_100": 0.39112900318452204, + "scr_dir1_threshold_500": -0.02577347777729985, + "scr_metric_threshold_500": 0.2862904524424683, + "scr_dir2_threshold_500": 0.2862904524424683 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.1081080573128186, + "scr_metric_threshold_2": 0.4266666913915537, + "scr_dir2_threshold_2": 0.4266666913915537, + "scr_dir1_threshold_5": 0.1756755595721568, + "scr_metric_threshold_5": 0.4755554754940165, + "scr_dir2_threshold_5": 0.4755554754940165, + "scr_dir1_threshold_10": -0.15765777376117654, + "scr_metric_threshold_10": 0.49333328741568594, + "scr_dir2_threshold_10": 0.49333328741568594, + "scr_dir1_threshold_20": -0.09459471795458341, + "scr_metric_threshold_20": 0.519999872843438, + "scr_dir2_threshold_20": 0.519999872843438, + "scr_dir1_threshold_50": -0.13963971946080886, + "scr_metric_threshold_50": 0.5288889112590248, + "scr_dir2_threshold_50": 0.5288889112590248, + "scr_dir1_threshold_100": -0.09009000301245093, + "scr_metric_threshold_100": 0.519999872843438, + "scr_dir2_threshold_100": 0.519999872843438, + "scr_dir1_threshold_500": -0.1081080573128186, + "scr_metric_threshold_500": 0.5155554860903967, + "scr_dir2_threshold_500": 0.5155554860903967 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.08583681325484281, + "scr_metric_threshold_2": 0.08583681325484281, + "scr_dir2_threshold_2": 0.07619033292310208, + "scr_dir1_threshold_5": 0.1416308441960435, + "scr_metric_threshold_5": 0.1416308441960435, + "scr_dir2_threshold_5": 0.09047614452250444, + "scr_dir1_threshold_10": 0.1459226336960092, + "scr_metric_threshold_10": 0.1459226336960092, + "scr_dir2_threshold_10": 0.11904748388971893, + "scr_dir1_threshold_20": 0.12875547569614632, + "scr_metric_threshold_20": 0.12875547569614632, + "scr_dir2_threshold_20": 0.18571413163427958, + "scr_dir1_threshold_50": 0.15021467900985702, + "scr_metric_threshold_50": 0.15021467900985702, + "scr_dir2_threshold_50": 0.21428575483308432, + "scr_dir1_threshold_100": 0.15021467900985702, + "scr_metric_threshold_100": 0.15021467900985702, + "scr_dir2_threshold_100": 0.10952379871117751, + "scr_dir1_threshold_500": 0.09442064806865635, + "scr_metric_threshold_500": 0.09442064806865635, + "scr_dir2_threshold_500": 0.12857145289985059 + } + ], + "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "temp_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_0", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..86c34514d00de22e5319d3cfd77d012a4e253393 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "c9122fc1-6c46-492f-923a-288f0838cd95", + "datetime_epoch_millis": 1737154152691, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.20306277834998931, + "scr_metric_threshold_2": 0.16680076313594505, + "scr_dir2_threshold_2": 0.16982804991175057, + "scr_dir1_threshold_5": 0.2639132818740959, + "scr_metric_threshold_5": 0.2547500955163644, + "scr_dir2_threshold_5": 0.2624728822455745, + "scr_dir1_threshold_10": 0.19210576242420274, + "scr_metric_threshold_10": 0.2702888645492037, + "scr_dir2_threshold_10": 0.2849117671390156, + "scr_dir1_threshold_20": 0.10420443298604853, + "scr_metric_threshold_20": 0.303211349174951, + "scr_dir2_threshold_20": 0.31431393402242364, + "scr_dir1_threshold_50": -0.3354028583141039, + "scr_metric_threshold_50": 0.33891317361880086, + "scr_dir2_threshold_50": 0.35423354136834545, + "scr_dir1_threshold_100": -0.5068641229601033, + "scr_metric_threshold_100": 0.2756533939886563, + "scr_dir2_threshold_100": 0.30444452044543324, + "scr_dir1_threshold_500": -0.7695283236395767, + "scr_metric_threshold_500": 0.1909272980573101, + "scr_dir2_threshold_500": 0.2254945288000836 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.3749997671693945, + "scr_metric_threshold_2": 0.039408798291137845, + "scr_dir2_threshold_2": 0.039408798291137845, + "scr_dir1_threshold_5": 0.42187508731147705, + "scr_metric_threshold_5": 0.08128076575816078, + "scr_dir2_threshold_5": 0.08128076575816078, + "scr_dir1_threshold_10": 0.42187508731147705, + "scr_metric_threshold_10": 0.10837430540772658, + "scr_dir2_threshold_10": 0.10837430540772658, + "scr_dir1_threshold_20": 0.39062549476503666, + "scr_metric_threshold_20": 0.1453200813324427, + "scr_dir2_threshold_20": 0.1453200813324427, + "scr_dir1_threshold_50": -0.9531246798579175, + "scr_metric_threshold_50": 0.26108374745836116, + "scr_dir2_threshold_50": 0.26108374745836116, + "scr_dir1_threshold_100": -1.0624991850928809, + "scr_metric_threshold_100": 0.2684728145576264, + "scr_dir2_threshold_100": 0.2684728145576264, + "scr_dir1_threshold_500": -1.8437492433005322, + "scr_metric_threshold_500": 0.10098509149899802, + "scr_dir2_threshold_500": 0.10098509149899802 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2242989769168465, + "scr_metric_threshold_2": 0.18443806905687588, + "scr_dir2_threshold_2": 0.18443806905687588, + "scr_dir1_threshold_5": 0.31775683754446676, + "scr_metric_threshold_5": 0.37463975262183136, + "scr_dir2_threshold_5": 0.37463975262183136, + "scr_dir1_threshold_10": 0.3271025121966708, + "scr_metric_threshold_10": 0.4293947775338243, + "scr_dir2_threshold_10": 0.4293947775338243, + "scr_dir1_threshold_20": -0.3271030692494605, + "scr_metric_threshold_20": 0.3227665349638782, + "scr_dir2_threshold_20": 0.3227665349638782, + "scr_dir1_threshold_50": -0.2710279072306566, + "scr_metric_threshold_50": 0.2853026971187424, + "scr_dir2_threshold_50": 0.2853026971187424, + "scr_dir1_threshold_100": -0.523364465156905, + "scr_metric_threshold_100": -0.23054750043544026, + "scr_dir2_threshold_100": -0.23054750043544026, + "scr_dir1_threshold_500": -0.9065421393723798, + "scr_metric_threshold_500": -0.288184332601473, + "scr_dir2_threshold_500": -0.288184332601473 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5468753201420825, + "scr_metric_threshold_2": 0.03544318161412681, + "scr_dir2_threshold_2": 0.03544318161412681, + "scr_dir1_threshold_5": 0.5625001164153027, + "scr_metric_threshold_5": 0.08607603952376044, + "scr_dir2_threshold_5": 0.08607603952376044, + "scr_dir1_threshold_10": 0.5, + "scr_metric_threshold_10": 0.13924051014931188, + "scr_dir2_threshold_10": 0.13924051014931188, + "scr_dir1_threshold_20": 0.4531256111803394, + "scr_metric_threshold_20": 0.19746835710451832, + "scr_dir2_threshold_20": 0.19746835710451832, + "scr_dir1_threshold_50": -1.671874621650266, + "scr_metric_threshold_50": 0.275949407582706, + "scr_dir2_threshold_50": 0.275949407582706, + "scr_dir1_threshold_100": -2.9218741559890553, + "scr_metric_threshold_100": 0.28860762206011437, + "scr_dir2_threshold_100": 0.28860762206011437, + "scr_dir1_threshold_500": -3.265624330612009, + "scr_metric_threshold_500": 0.02025320352298121, + "scr_dir2_threshold_500": 0.02025320352298121 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.13385838597235566, + "scr_metric_threshold_2": 0.17210690207611637, + "scr_dir2_threshold_2": 0.17210690207611637, + "scr_dir1_threshold_5": 0.22834674124598078, + "scr_metric_threshold_5": 0.22255206209070447, + "scr_dir2_threshold_5": 0.22255206209070447, + "scr_dir1_threshold_10": 0.21259844736981667, + "scr_metric_threshold_10": 0.008902139081508376, + "scr_dir2_threshold_10": 0.008902139081508376, + "scr_dir1_threshold_20": 0.07086614912327223, + "scr_metric_threshold_20": 0.03857570019536881, + "scr_dir2_threshold_20": 0.03857570019536881, + "scr_dir1_threshold_50": -0.17322794734329966, + "scr_metric_threshold_50": 0.05341248075229903, + "scr_dir2_threshold_50": 0.05341248075229903, + "scr_dir1_threshold_100": 0.3149607149176306, + "scr_metric_threshold_100": -0.04451034167079065, + "scr_dir2_threshold_100": -0.04451034167079065, + "scr_dir1_threshold_500": 0.10236226754781394, + "scr_metric_threshold_500": -0.10682478463622243, + "scr_dir2_threshold_500": -0.10682478463622243 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.03260859706226871, + "scr_metric_threshold_2": 0.49803912402207473, + "scr_dir2_threshold_2": 0.49803912402207473, + "scr_dir1_threshold_5": 0.021739172687599125, + "scr_metric_threshold_5": 0.5568625984353196, + "scr_dir2_threshold_5": 0.5568625984353196, + "scr_dir1_threshold_10": -0.5108697483129295, + "scr_metric_threshold_10": 0.6117645546364233, + "scr_dir2_threshold_10": 0.6117645546364233, + "scr_dir1_threshold_20": -0.5978261151250661, + "scr_metric_threshold_20": 0.6862745693856515, + "scr_dir2_threshold_20": 0.6862745693856515, + "scr_dir1_threshold_50": -0.5597828058754626, + "scr_metric_threshold_50": 0.7372547736309046, + "scr_dir2_threshold_50": 0.7372547736309046, + "scr_dir1_threshold_100": -0.5543477697498679, + "scr_metric_threshold_100": 0.7294117372066224, + "scr_dir2_threshold_100": 0.7294117372066224, + "scr_dir1_threshold_500": -0.5923914029377313, + "scr_metric_threshold_500": 0.7294117372066224, + "scr_dir2_threshold_500": 0.7294117372066224 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.1340204253436484, + "scr_metric_threshold_2": 0.10887099681547797, + "scr_dir2_threshold_2": 0.10887099681547797, + "scr_dir1_threshold_5": 0.21649481685398092, + "scr_metric_threshold_5": 0.17741945562699032, + "scr_dir2_threshold_5": 0.17741945562699032, + "scr_dir1_threshold_10": 0.22680396217255852, + "scr_metric_threshold_10": 0.2419354683650784, + "scr_dir2_threshold_10": 0.2419354683650784, + "scr_dir1_threshold_20": 0.36082469475663487, + "scr_metric_threshold_20": 0.33870960764285285, + "scr_dir2_threshold_20": 0.33870960764285285, + "scr_dir1_threshold_50": 0.32989664432004623, + "scr_metric_threshold_50": 0.3145161329087304, + "scr_dir2_threshold_50": 0.3145161329087304, + "scr_dir1_threshold_100": 0.3144329263421798, + "scr_metric_threshold_100": 0.4596774619960344, + "scr_dir2_threshold_100": 0.4596774619960344, + "scr_dir1_threshold_500": 0.2010307916356866, + "scr_metric_threshold_500": 0.4838709367301568, + "scr_dir2_threshold_500": 0.4838709367301568 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.13063055806593132, + "scr_metric_threshold_2": 0.2488888370843636, + "scr_dir2_threshold_2": 0.2488888370843636, + "scr_dir1_threshold_5": 0.2567566696791176, + "scr_metric_threshold_5": 0.45333327681930574, + "scr_dir2_threshold_5": 0.45333327681930574, + "scr_dir1_threshold_10": 0.24774777677362747, + "scr_metric_threshold_10": 0.5111110993373553, + "scr_dir2_threshold_10": 0.5111110993373553, + "scr_dir1_threshold_20": 0.3243244404278432, + "scr_metric_threshold_20": 0.5377776847651073, + "scr_dir2_threshold_20": 0.5377776847651073, + "scr_dir1_threshold_50": 0.4099099969875491, + "scr_metric_threshold_50": 0.5777776953614876, + "scr_dir2_threshold_50": 0.5777776953614876, + "scr_dir1_threshold_100": 0.27477472397948527, + "scr_metric_threshold_100": 0.6311111311264959, + "scr_dir2_threshold_100": 0.6311111311264959, + "scr_dir1_threshold_500": 0.05855860935384807, + "scr_metric_threshold_500": 0.4977776741687272, + "scr_dir2_threshold_500": 0.4977776741687272 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.047210196127387125, + "scr_metric_threshold_2": 0.047210196127387125, + "scr_dir2_threshold_2": 0.07142849033383136, + "scr_dir1_threshold_5": 0.08583681325484281, + "scr_metric_threshold_5": 0.08583681325484281, + "scr_dir2_threshold_5": 0.14761910708852366, + "scr_dir1_threshold_10": 0.11158806188240133, + "scr_metric_threshold_10": 0.11158806188240133, + "scr_dir2_threshold_10": 0.22857128260089646, + "scr_dir1_threshold_20": 0.15879825800978847, + "scr_metric_threshold_20": 0.15879825800978847, + "scr_dir2_threshold_20": 0.24761893678956953, + "scr_dir1_threshold_50": 0.20600845413717558, + "scr_metric_threshold_50": 0.20600845413717558, + "scr_dir2_threshold_50": 0.32857139613353253, + "scr_dir1_threshold_100": 0.10300422706858779, + "scr_metric_threshold_100": 0.10300422706858779, + "scr_dir2_threshold_100": 0.33333323872280324, + "scr_dir1_threshold_500": 0.09012885856869063, + "scr_metric_threshold_500": 0.09012885856869063, + "scr_dir2_threshold_500": 0.3666667045108787 + } + ], + "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "temp_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..f21b5ffedbb238ece52e4f58f3306d117e90c44f --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "7cbc789d-a831-403e-ba1e-95093c8f0e14", + "datetime_epoch_millis": 1737154529309, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.20720611547949347, + "scr_metric_threshold_2": 0.200814430352309, + "scr_dir2_threshold_2": 0.2023497808634319, + "scr_dir1_threshold_5": 0.2758237027397335, + "scr_metric_threshold_5": 0.2575783831309517, + "scr_dir2_threshold_5": 0.25630615949572044, + "scr_dir1_threshold_10": 0.3079217724481076, + "scr_metric_threshold_10": 0.31131216329805117, + "scr_dir2_threshold_10": 0.31992396703394926, + "scr_dir1_threshold_20": 0.20863538254582376, + "scr_metric_threshold_20": 0.35293244503031723, + "scr_dir2_threshold_20": 0.36362372992243447, + "scr_dir1_threshold_50": 0.0848757615177071, + "scr_metric_threshold_50": 0.4237333301064007, + "scr_dir2_threshold_50": 0.4143985593365915, + "scr_dir1_threshold_100": -0.06241777564169969, + "scr_metric_threshold_100": 0.3128132433123415, + "scr_dir2_threshold_100": 0.31062899982088527, + "scr_dir1_threshold_500": -0.2898459820284917, + "scr_metric_threshold_500": 0.3267596483262923, + "scr_dir2_threshold_500": 0.26963723206854445 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4687504074535596, + "scr_metric_threshold_2": 0.0467980121998664, + "scr_dir2_threshold_2": 0.0467980121998664, + "scr_dir1_threshold_5": 0.5, + "scr_metric_threshold_5": 0.07635457421585395, + "scr_dir2_threshold_5": 0.07635457421585395, + "scr_dir1_threshold_10": 0.5156247962732202, + "scr_metric_threshold_10": 0.13793101423317747, + "scr_dir2_threshold_10": 0.13793101423317747, + "scr_dir1_threshold_20": 0.43749988358469727, + "scr_metric_threshold_20": 0.19950730744103765, + "scr_dir2_threshold_20": 0.19950730744103765, + "scr_dir1_threshold_50": 0.3749997671693945, + "scr_metric_threshold_50": 0.22413782472418173, + "scr_dir2_threshold_50": 0.22413782472418173, + "scr_dir1_threshold_100": 0.28125005820765137, + "scr_metric_threshold_100": 0.2807880731991984, + "scr_dir2_threshold_100": 0.2807880731991984, + "scr_dir1_threshold_500": -0.12499930150818353, + "scr_metric_threshold_500": 0.36699503049966603, + "scr_dir2_threshold_500": 0.36699503049966603 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.25233655792624843, + "scr_metric_threshold_2": 0.34005772203073537, + "scr_dir2_threshold_2": 0.34005772203073537, + "scr_dir1_threshold_5": 0.2897198135878545, + "scr_metric_threshold_5": 0.3487031437928548, + "scr_dir2_threshold_5": 0.3487031437928548, + "scr_dir1_threshold_10": 0.33644874390166457, + "scr_metric_threshold_10": 0.38616715340929975, + "scr_dir2_threshold_10": 0.38616715340929975, + "scr_dir1_threshold_20": 0.31775683754446676, + "scr_metric_threshold_20": 0.4495677718547213, + "scr_dir2_threshold_20": 0.4495677718547213, + "scr_dir1_threshold_50": -0.6915888371077373, + "scr_metric_threshold_50": 0.5533142071706276, + "scr_dir2_threshold_50": 0.5533142071706276, + "scr_dir1_threshold_100": -1.074766511323212, + "scr_metric_threshold_100": 0.10662824256994613, + "scr_dir2_threshold_100": 0.10662824256994613, + "scr_dir1_threshold_500": -0.990654325347796, + "scr_metric_threshold_500": 0.1757924755234473, + "scr_dir2_threshold_500": 0.1757924755234473 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5468753201420825, + "scr_metric_threshold_2": 0.05316462152337083, + "scr_dir2_threshold_2": 0.05316462152337083, + "scr_dir1_threshold_5": 0.578124912688523, + "scr_metric_threshold_5": 0.09367087767151386, + "scr_dir2_threshold_5": 0.09367087767151386, + "scr_dir1_threshold_10": 0.5625001164153027, + "scr_metric_threshold_10": 0.1696203154337837, + "scr_dir2_threshold_10": 0.1696203154337837, + "scr_dir1_threshold_20": 0.20312514551912844, + "scr_metric_threshold_20": 0.3468354690153208, + "scr_dir2_threshold_20": 0.3468354690153208, + "scr_dir1_threshold_50": 0.42187508731147705, + "scr_metric_threshold_50": 0.37215189797013765, + "scr_dir2_threshold_50": 0.37215189797013765, + "scr_dir1_threshold_100": 0.07812491268852294, + "scr_metric_threshold_100": 0.07848105047818764, + "scr_dir2_threshold_100": 0.07848105047818764, + "scr_dir1_threshold_500": -0.3906245634426147, + "scr_metric_threshold_500": 0.18227852991119212, + "scr_dir2_threshold_500": 0.18227852991119212 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.14960621052073325, + "scr_metric_threshold_2": 0.12759656040532572, + "scr_dir2_threshold_2": 0.12759656040532572, + "scr_dir1_threshold_5": 0.11023617982200275, + "scr_metric_threshold_5": 0.1869436826330466, + "scr_dir2_threshold_5": 0.1869436826330466, + "scr_dir1_threshold_10": 0.01574829387616411, + "scr_metric_threshold_10": 0.3056381039568639, + "scr_dir2_threshold_10": 0.3056381039568639, + "scr_dir1_threshold_20": 0.14960621052073325, + "scr_metric_threshold_20": 0.21068260227148516, + "scr_dir2_threshold_20": 0.21068260227148516, + "scr_dir1_threshold_50": -0.2283462719181943, + "scr_metric_threshold_50": 0.30267078321915303, + "scr_dir2_threshold_50": 0.30267078321915303, + "scr_dir1_threshold_100": -0.4724408377125527, + "scr_metric_threshold_100": 0.13353120188074755, + "scr_dir2_threshold_100": 0.13353120188074755, + "scr_dir1_threshold_500": -1.0787395920696745, + "scr_metric_threshold_500": 0.014836957425305832, + "scr_dir2_threshold_500": 0.014836957425305832 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.027173884874933916, + "scr_metric_threshold_2": 0.5607843503911701, + "scr_dir2_threshold_2": 0.5607843503911701, + "scr_dir1_threshold_5": 0.08695636681213655, + "scr_metric_threshold_5": 0.5686273868154523, + "scr_dir2_threshold_5": 0.5686273868154523, + "scr_dir1_threshold_10": 0.20652165462480174, + "scr_metric_threshold_10": 0.6549019562011037, + "scr_dir2_threshold_10": 0.6549019562011037, + "scr_dir1_threshold_20": -0.5, + "scr_metric_threshold_20": 0.5647058686033112, + "scr_dir2_threshold_20": 0.5647058686033112, + "scr_dir1_threshold_50": -0.36956528781266523, + "scr_metric_threshold_50": 0.5647058686033112, + "scr_dir2_threshold_50": 0.5647058686033112, + "scr_dir1_threshold_100": -0.29347834537519824, + "scr_metric_threshold_100": 0.6549019562011037, + "scr_dir2_threshold_100": 0.6549019562011037, + "scr_dir1_threshold_500": -0.3369566907503965, + "scr_metric_threshold_500": 0.5960784817878589, + "scr_dir2_threshold_500": 0.5960784817878589 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.07216493895132697, + "scr_metric_threshold_2": 0.12500006008532116, + "scr_dir2_threshold_2": 0.12500006008532116, + "scr_dir1_threshold_5": 0.2783503032463024, + "scr_metric_threshold_5": 0.17741945562699032, + "scr_dir2_threshold_5": 0.17741945562699032, + "scr_dir1_threshold_10": 0.34536066953834055, + "scr_metric_threshold_10": 0.1733872498948507, + "scr_dir2_threshold_10": 0.1733872498948507, + "scr_dir1_threshold_20": 0.427835061048673, + "scr_metric_threshold_20": 0.3145161329087304, + "scr_dir2_threshold_20": 0.3145161329087304, + "scr_dir1_threshold_50": 0.43298963370796184, + "scr_metric_threshold_50": 0.3870967974523824, + "scr_dir2_threshold_50": 0.3870967974523824, + "scr_dir1_threshold_100": 0.4123710358303787, + "scr_metric_threshold_100": 0.27419359490476475, + "scr_dir2_threshold_100": 0.27419359490476475, + "scr_dir1_threshold_500": 0.11855670736578201, + "scr_metric_threshold_500": 0.29032265817460795, + "scr_dir2_threshold_500": 0.29032265817460795 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.07207194871208326, + "scr_metric_threshold_2": 0.2844444609277025, + "scr_dir2_threshold_2": 0.2844444609277025, + "scr_dir1_threshold_5": 0.23873861537874994, + "scr_metric_threshold_5": 0.48444451390960336, + "scr_dir2_threshold_5": 0.48444451390960336, + "scr_dir1_threshold_10": 0.37387388838681374, + "scr_metric_threshold_10": 0.5555554966867768, + "scr_dir2_threshold_10": 0.5555554966867768, + "scr_dir1_threshold_20": 0.5045044464527451, + "scr_metric_threshold_20": 0.6088889324517851, + "scr_dir2_threshold_20": 0.6088889324517851, + "scr_dir1_threshold_50": 0.46396389139926464, + "scr_metric_threshold_50": 0.7111111523192563, + "scr_dir2_threshold_50": 0.7111111523192563, + "scr_dir1_threshold_100": 0.3378377797860784, + "scr_metric_threshold_100": 0.7422221245000495, + "scr_dir2_threshold_100": 0.7422221245000495, + "scr_dir1_threshold_500": 0.26576583107399515, + "scr_metric_threshold_500": 0.7688889748373058, + "scr_dir2_threshold_500": 0.7688889748373058 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.06866965525497992, + "scr_metric_threshold_2": 0.06866965525497992, + "scr_dir2_threshold_2": 0.08095245934396302, + "scr_dir1_threshold_5": 0.1244634303822985, + "scr_metric_threshold_5": 0.1244634303822985, + "scr_dir2_threshold_5": 0.11428564130044823, + "scr_dir1_threshold_10": 0.10729601656855352, + "scr_metric_threshold_10": 0.10729601656855352, + "scr_dir2_threshold_10": 0.17619044645573817, + "scr_dir1_threshold_20": 0.12875547569614632, + "scr_metric_threshold_20": 0.12875547569614632, + "scr_dir2_threshold_20": 0.21428575483308432, + "scr_dir1_threshold_50": 0.27467810939215553, + "scr_metric_threshold_50": 0.27467810939215553, + "scr_dir2_threshold_50": 0.19999994323368195, + "scr_dir1_threshold_100": 0.23175970276473412, + "scr_metric_threshold_100": 0.23175970276473412, + "scr_dir2_threshold_100": 0.21428575483308432, + "scr_dir1_threshold_500": 0.21888407845095484, + "scr_metric_threshold_500": 0.21888407845095484, + "scr_dir2_threshold_500": -0.2380952516110281 + } + ], + "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "temp_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_4_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..129dd8e5bac753c23e2544d376e155ce3051effa --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_4_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "2caf0cfc-ef4c-4e37-9772-dfeb4ff038ba", + "datetime_epoch_millis": 1737155364615, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2551280055029769, + "scr_metric_threshold_2": 0.18355368413597142, + "scr_dir2_threshold_2": 0.18931443902781808, + "scr_dir1_threshold_5": 0.30684522613654, + "scr_metric_threshold_5": 0.26469848879120966, + "scr_dir2_threshold_5": 0.2818275538634813, + "scr_dir1_threshold_10": 0.40528138877304914, + "scr_metric_threshold_10": 0.32311637036597585, + "scr_dir2_threshold_10": 0.34392667719713965, + "scr_dir1_threshold_20": 0.37606365908835504, + "scr_metric_threshold_20": 0.3264232966350989, + "scr_dir2_threshold_20": 0.34353704779216937, + "scr_dir1_threshold_50": -0.05496191688792429, + "scr_metric_threshold_50": 0.3718235068733505, + "scr_dir2_threshold_50": 0.3998712264247912, + "scr_dir1_threshold_100": -0.3835901606904029, + "scr_metric_threshold_100": 0.3808906348182479, + "scr_dir2_threshold_100": 0.3945198220196053, + "scr_dir1_threshold_500": -0.9006005928560789, + "scr_metric_threshold_500": 0.2114714628010362, + "scr_dir2_threshold_500": 0.19103410718375438 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.5468753201420825, + "scr_metric_threshold_2": 0.04187182065755959, + "scr_dir2_threshold_2": 0.04187182065755959, + "scr_dir1_threshold_5": 0.6250002328306055, + "scr_metric_threshold_5": 0.18965507116588734, + "scr_dir2_threshold_5": 0.18965507116588734, + "scr_dir1_threshold_10": 0.5468753201420825, + "scr_metric_threshold_10": 0.17241376779147183, + "scr_dir2_threshold_10": 0.17241376779147183, + "scr_dir1_threshold_20": 0.4843752037267798, + "scr_metric_threshold_20": -0.10837445221718991, + "scr_dir2_threshold_20": -0.10837445221718991, + "scr_dir1_threshold_50": 0.03125052386886235, + "scr_metric_threshold_50": -0.16502470069220662, + "scr_dir2_threshold_50": -0.16502470069220662, + "scr_dir1_threshold_100": 0.03125052386886235, + "scr_metric_threshold_100": -0.14532022814190604, + "scr_dir2_threshold_100": -0.14532022814190604, + "scr_dir1_threshold_500": -2.6093745052349635, + "scr_metric_threshold_500": -0.16748772305862836, + "scr_dir2_threshold_500": -0.16748772305862836 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.35514009320607276, + "scr_metric_threshold_2": 0.25648410926441684, + "scr_dir2_threshold_2": 0.25648410926441684, + "scr_dir1_threshold_5": 0.35514009320607276, + "scr_metric_threshold_5": 0.3256485139892272, + "scr_dir2_threshold_5": 0.3256485139892272, + "scr_dir1_threshold_10": 0.551402046166307, + "scr_metric_threshold_10": 0.35734873732628336, + "scr_dir2_threshold_10": 0.35734873732628336, + "scr_dir1_threshold_20": 0.4299066045292848, + "scr_metric_threshold_20": 0.2939481188808618, + "scr_dir2_threshold_20": 0.2939481188808618, + "scr_dir1_threshold_50": -0.2803741389356504, + "scr_metric_threshold_50": 0.4726225734296581, + "scr_dir2_threshold_50": 0.4726225734296581, + "scr_dir1_threshold_100": -2.7476639991265412, + "scr_metric_threshold_100": 0.6974064593570187, + "scr_dir2_threshold_100": 0.6974064593570187, + "scr_dir1_threshold_500": -3.2149538593174323, + "scr_metric_threshold_500": 0.11527383610337472, + "scr_dir2_threshold_500": 0.11527383610337472 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5312505238688624, + "scr_metric_threshold_2": 0.06075961056894363, + "scr_dir2_threshold_2": 0.06075961056894363, + "scr_dir1_threshold_5": 0.6093754365573852, + "scr_metric_threshold_5": 0.11898745752415006, + "scr_dir2_threshold_5": 0.11898745752415006, + "scr_dir1_threshold_10": 0.5312505238688624, + "scr_metric_threshold_10": 0.1898735189567649, + "scr_dir2_threshold_10": 0.1898735189567649, + "scr_dir1_threshold_20": 0.43749988358469727, + "scr_metric_threshold_20": 0.2050633461500911, + "scr_dir2_threshold_20": 0.2050633461500911, + "scr_dir1_threshold_50": 0.4062502910382569, + "scr_metric_threshold_50": 0.1949367443886005, + "scr_dir2_threshold_50": 0.1949367443886005, + "scr_dir1_threshold_100": 0.06250011641530274, + "scr_metric_threshold_100": 0.21772156062749953, + "scr_dir2_threshold_100": 0.21772156062749953, + "scr_dir1_threshold_500": -0.5156247962732202, + "scr_metric_threshold_500": 0.055696234239288635, + "scr_dir2_threshold_500": 0.055696234239288635 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.299212890369253, + "scr_metric_threshold_2": 0.14540066169996685, + "scr_dir2_threshold_2": 0.14540066169996685, + "scr_dir1_threshold_5": 0.33070853946600826, + "scr_metric_threshold_5": 0.22255206209070447, + "scr_dir2_threshold_5": 0.22255206209070447, + "scr_dir1_threshold_10": 0.7716537280818057, + "scr_metric_threshold_10": 0.2997032856130665, + "scr_dir2_threshold_10": 0.2997032856130665, + "scr_dir1_threshold_20": 0.8031493771785609, + "scr_metric_threshold_20": 0.4213650276745947, + "scr_dir2_threshold_20": 0.4213650276745947, + "scr_dir1_threshold_50": -0.9212594692747524, + "scr_metric_threshold_50": 0.47477750842689376, + "scr_dir2_threshold_50": 0.47477750842689376, + "scr_dir1_threshold_100": -0.5511808991100137, + "scr_metric_threshold_100": -0.37388718839771756, + "scr_dir2_threshold_100": -0.37388718839771756, + "scr_dir1_threshold_500": -0.8897633508502107, + "scr_metric_threshold_500": -0.4451037704446577, + "scr_dir2_threshold_500": -0.4451037704446577 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.010869424374669583, + "scr_metric_threshold_2": 0.5529410802231784, + "scr_dir2_threshold_2": 0.5529410802231784, + "scr_dir1_threshold_5": 0.027173884874933916, + "scr_metric_threshold_5": 0.6705882627933776, + "scr_dir2_threshold_5": 0.6705882627933776, + "scr_dir1_threshold_10": 0.1630433092496035, + "scr_metric_threshold_10": 0.7450980437988962, + "scr_dir2_threshold_10": 0.7450980437988962, + "scr_dir1_threshold_20": 0.1630433092496035, + "scr_metric_threshold_20": 0.7725489050275934, + "scr_dir2_threshold_20": 0.7725489050275934, + "scr_dir1_threshold_50": -0.2717391726875991, + "scr_metric_threshold_50": 0.8235293430165561, + "scr_dir2_threshold_50": 0.8235293430165561, + "scr_dir1_threshold_100": -0.8315216546248018, + "scr_metric_threshold_100": 0.8352941313966887, + "scr_dir2_threshold_100": 0.8352941313966887, + "scr_dir1_threshold_500": -0.48369586343799564, + "scr_metric_threshold_500": 0.8392156496088299, + "scr_dir2_threshold_500": 0.8392156496088299 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.1030926821474877, + "scr_metric_threshold_2": 0.08467752208135552, + "scr_dir2_threshold_2": 0.08467752208135552, + "scr_dir1_threshold_5": 0.1958762189763978, + "scr_metric_threshold_5": 0.11290320254761761, + "scr_dir2_threshold_5": 0.11290320254761761, + "scr_dir1_threshold_10": 0.28350487590559115, + "scr_metric_threshold_10": 0.18951607282340924, + "scr_dir2_threshold_10": 0.18951607282340924, + "scr_dir1_threshold_20": 0.3247420716607574, + "scr_metric_threshold_20": 0.24596767409721804, + "scr_dir2_threshold_20": 0.24596767409721804, + "scr_dir1_threshold_50": -0.02577347777729985, + "scr_metric_threshold_50": 0.5120968575377035, + "scr_dir2_threshold_50": 0.5120968575377035, + "scr_dir1_threshold_100": 0.2731957305870136, + "scr_metric_threshold_100": 0.6814516613591299, + "scr_dir2_threshold_100": 0.6814516613591299, + "scr_dir1_threshold_500": 0.14948445056194273, + "scr_metric_threshold_500": 0.34274205371627714, + "scr_dir2_threshold_500": 0.34274205371627714 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.1216216651604412, + "scr_metric_threshold_2": 0.2533332238374049, + "scr_dir2_threshold_2": 0.2533332238374049, + "scr_dir1_threshold_5": 0.23423416892600485, + "scr_metric_threshold_5": 0.4000001059638017, + "scr_dir2_threshold_5": 0.4000001059638017, + "scr_dir1_threshold_10": 0.26576583107399515, + "scr_metric_threshold_10": 0.5022220609217685, + "scr_dir2_threshold_10": 0.5022220609217685, + "scr_dir1_threshold_20": 0.20270277526740202, + "scr_metric_threshold_20": 0.6177777059578677, + "scr_dir2_threshold_20": 0.6177777059578677, + "scr_dir1_threshold_50": 0.35585583408644605, + "scr_metric_threshold_50": 0.39555545430125616, + "scr_dir2_threshold_50": 0.39555545430125616, + "scr_dir1_threshold_100": 0.351351387633701, + "scr_metric_threshold_100": 0.7911111735120165, + "scr_dir2_threshold_100": 0.7911111735120165, + "scr_dir1_threshold_500": 0.2432433303208824, + "scr_metric_threshold_500": 0.8355555708614381, + "scr_dir2_threshold_500": 0.8355555708614381 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.07296144475494565, + "scr_metric_threshold_2": 0.07296144475494565, + "scr_dir2_threshold_2": 0.11904748388971893, + "scr_dir1_threshold_5": 0.07725323425491137, + "scr_metric_threshold_5": 0.07725323425491137, + "scr_dir2_threshold_5": 0.21428575483308432, + "scr_dir1_threshold_10": 0.12875547569614632, + "scr_metric_threshold_10": 0.12875547569614632, + "scr_dir2_threshold_10": 0.2952379303454571, + "scr_dir1_threshold_20": 0.16309004750975417, + "scr_metric_threshold_20": 0.16309004750975417, + "scr_dir2_threshold_20": 0.300000056766318, + "scr_dir1_threshold_50": 0.266094274578342, + "scr_metric_threshold_50": 0.266094274578342, + "scr_dir2_threshold_50": 0.49047603098986836, + "scr_dir1_threshold_100": 0.3433475088332533, + "scr_metric_threshold_100": 0.3433475088332533, + "scr_dir2_threshold_100": 0.45238100644411244, + "scr_dir1_threshold_500": 0.11587985138236706, + "scr_metric_threshold_500": 0.11587985138236706, + "scr_dir2_threshold_500": -0.04761899355588758 + } + ], + "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "temp_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_4", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..59577e7a213244513120c8a829db142e684bf349 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "5ccf3a35-9e4f-45ab-a931-d26e9e7c3731", + "datetime_epoch_millis": 1737155793616, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2848305984783896, + "scr_metric_threshold_2": 0.13505490734735606, + "scr_dir2_threshold_2": 0.13861866781065732, + "scr_dir1_threshold_5": -0.09245565375598055, + "scr_metric_threshold_5": 0.1918923547930484, + "scr_dir2_threshold_5": 0.20420074968198862, + "scr_dir1_threshold_10": -0.48687589808290066, + "scr_metric_threshold_10": 0.2345691821226147, + "scr_dir2_threshold_10": 0.23972704973320197, + "scr_dir1_threshold_20": -0.9144987039993786, + "scr_metric_threshold_20": 0.3498806630448221, + "scr_dir2_threshold_20": 0.38308881668717565, + "scr_dir1_threshold_50": -0.18089546432992246, + "scr_metric_threshold_50": 0.17812144493189583, + "scr_dir2_threshold_50": 0.22271831314715054, + "scr_dir1_threshold_100": -0.7791041321530203, + "scr_metric_threshold_100": 0.25944350620874085, + "scr_dir2_threshold_100": 0.282713966321077, + "scr_dir1_threshold_500": -1.089997724751044, + "scr_metric_threshold_500": 0.18401562692697732, + "scr_dir2_threshold_500": 0.09845715853302146 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.5625001164153027, + "scr_metric_threshold_2": 0.03201958438240929, + "scr_dir2_threshold_2": 0.03201958438240929, + "scr_dir1_threshold_5": 0.3593749708961743, + "scr_metric_threshold_5": 0.044334989833444666, + "scr_dir2_threshold_5": 0.044334989833444666, + "scr_dir1_threshold_10": 0.3593749708961743, + "scr_metric_threshold_10": 0.18965507116588734, + "scr_dir2_threshold_10": 0.18965507116588734, + "scr_dir1_threshold_20": -1.3749997671693945, + "scr_metric_threshold_20": 0.19211824034177244, + "scr_dir2_threshold_20": 0.19211824034177244, + "scr_dir1_threshold_50": -0.7656243306120092, + "scr_metric_threshold_50": -0.012315258641572036, + "scr_dir2_threshold_50": -0.012315258641572036, + "scr_dir1_threshold_100": -0.20312514551912844, + "scr_metric_threshold_100": -0.009852236275150297, + "scr_dir2_threshold_100": -0.009852236275150297, + "scr_dir1_threshold_500": -0.6406250291038257, + "scr_metric_threshold_500": -0.13546799186675573, + "scr_dir2_threshold_500": -0.13546799186675573 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.514018790504701, + "scr_metric_threshold_2": 0.19884727709838407, + "scr_dir2_threshold_2": 0.19884727709838407, + "scr_dir1_threshold_5": 0.47663553484309495, + "scr_metric_threshold_5": 0.2881845043727822, + "scr_dir2_threshold_5": 0.2881845043727822, + "scr_dir1_threshold_10": 0.2056076276124383, + "scr_metric_threshold_10": 0.17867445454879627, + "scr_dir2_threshold_10": 0.17867445454879627, + "scr_dir1_threshold_20": -1.6074766511323213, + "scr_metric_threshold_20": 0.39193093968868853, + "scr_dir2_threshold_20": 0.39193093968868853, + "scr_dir1_threshold_50": -0.7570096737787453, + "scr_metric_threshold_50": -0.1585014602278993, + "scr_dir2_threshold_50": -0.1585014602278993, + "scr_dir1_threshold_100": -1.04672893031381, + "scr_metric_threshold_100": 0.17867445454879627, + "scr_dir2_threshold_100": 0.17867445454879627, + "scr_dir1_threshold_500": -0.7009345117599415, + "scr_metric_threshold_500": 0.7175792819066066, + "scr_dir2_threshold_500": 0.7175792819066066 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5156247962732202, + "scr_metric_threshold_2": 0.03544318161412681, + "scr_dir2_threshold_2": 0.03544318161412681, + "scr_dir1_threshold_5": -2.1406240977814037, + "scr_metric_threshold_5": 0.04810139609153522, + "scr_dir2_threshold_5": 0.04810139609153522, + "scr_dir1_threshold_10": -3.812499650754092, + "scr_metric_threshold_10": 0.06835444871669703, + "scr_dir2_threshold_10": 0.06835444871669703, + "scr_dir1_threshold_20": -5.937498952262275, + "scr_metric_threshold_20": 0.14683549919488467, + "scr_dir2_threshold_20": 0.14683549919488467, + "scr_dir1_threshold_50": -0.45312467985791743, + "scr_metric_threshold_50": 0.12405068295598567, + "scr_dir2_threshold_50": 0.12405068295598567, + "scr_dir1_threshold_100": -4.8124987194316695, + "scr_metric_threshold_100": -0.20253158253635392, + "scr_dir2_threshold_100": -0.20253158253635392, + "scr_dir1_threshold_500": -6.3437492433005325, + "scr_metric_threshold_500": 0.2962026111056872, + "scr_dir2_threshold_500": 0.2962026111056872 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.46456692543836386, + "scr_metric_threshold_2": 0.04747783927687718, + "scr_dir2_threshold_2": 0.04747783927687718, + "scr_dir1_threshold_5": 0.07874006139746104, + "scr_metric_threshold_5": 0.15727012151918615, + "scr_dir2_threshold_5": 0.15727012151918615, + "scr_dir1_threshold_10": -1.401574219261494, + "scr_metric_threshold_10": 0.15430280078147524, + "scr_dir2_threshold_10": 0.15430280078147524, + "scr_dir1_threshold_20": 0.20472453509562788, + "scr_metric_threshold_20": 0.2908013233999337, + "scr_dir2_threshold_20": 0.2908013233999337, + "scr_dir1_threshold_50": -0.8267711140011273, + "scr_metric_threshold_50": -0.2640949061554086, + "scr_dir2_threshold_50": -0.2640949061554086, + "scr_dir1_threshold_100": 0.02362220615035291, + "scr_metric_threshold_100": -0.008901962213132759, + "scr_dir2_threshold_100": -0.008901962213132759, + "scr_dir1_threshold_500": -0.6535431666578276, + "scr_metric_threshold_500": -0.2670622268931195, + "scr_dir2_threshold_500": -0.2670622268931195 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": -0.010869748312929542, + "scr_metric_threshold_2": 0.41568630659227385, + "scr_dir2_threshold_2": 0.41568630659227385, + "scr_dir1_threshold_5": 0.048913057562533044, + "scr_metric_threshold_5": 0.462744992625386, + "scr_dir2_threshold_5": 0.462744992625386, + "scr_dir1_threshold_10": 0.016304136562004374, + "scr_metric_threshold_10": 0.5215684670386308, + "scr_dir2_threshold_10": 0.5215684670386308, + "scr_dir1_threshold_20": 0.5543477697498679, + "scr_metric_threshold_20": 0.7607843503911701, + "scr_dir2_threshold_20": 0.7607843503911701, + "scr_dir1_threshold_50": 0.0380433092496035, + "scr_metric_threshold_50": 0.2588234744132449, + "scr_dir2_threshold_50": 0.2588234744132449, + "scr_dir1_threshold_100": -0.5489130575625331, + "scr_metric_threshold_100": 0.3882352116198673, + "scr_dir2_threshold_100": 0.3882352116198673, + "scr_dir1_threshold_500": 0.1576085970622687, + "scr_metric_threshold_500": 0.666666510837527, + "scr_dir2_threshold_500": 0.666666510837527 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.04123688851473832, + "scr_metric_threshold_2": 0.11693564862104187, + "scr_dir2_threshold_2": 0.11693564862104187, + "scr_dir1_threshold_5": 0.1030926821474877, + "scr_metric_threshold_5": 0.1370969176230247, + "scr_dir2_threshold_5": 0.1370969176230247, + "scr_dir1_threshold_10": 0.21649481685398092, + "scr_metric_threshold_10": 0.18145166135912996, + "scr_dir2_threshold_10": 0.18145166135912996, + "scr_dir1_threshold_20": 0.3195874990014686, + "scr_metric_threshold_20": 0.39112900318452204, + "scr_dir2_threshold_20": 0.39112900318452204, + "scr_dir1_threshold_50": 0.4742265222227002, + "scr_metric_threshold_50": 0.5483871898095295, + "scr_dir2_threshold_50": 0.5483871898095295, + "scr_dir1_threshold_100": 0.23711341473156403, + "scr_metric_threshold_100": 0.6935485188968336, + "scr_dir2_threshold_100": 0.6935485188968336, + "scr_dir1_threshold_500": -0.03092805043658865, + "scr_metric_threshold_500": 0.6935485188968336, + "scr_dir2_threshold_500": 0.6935485188968336 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.148648612366299, + "scr_metric_threshold_2": 0.191111014566314, + "scr_dir2_threshold_2": 0.191111014566314, + "scr_dir1_threshold_5": 0.26126111613186265, + "scr_metric_threshold_5": 0.3244444715240827, + "scr_dir2_threshold_5": 0.3244444715240827, + "scr_dir1_threshold_10": 0.4054052820454166, + "scr_metric_threshold_10": 0.4666667019879339, + "scr_dir2_threshold_10": 0.4666667019879339, + "scr_dir1_threshold_20": 0.4909911070945099, + "scr_metric_threshold_20": 0.5911111205301157, + "scr_dir2_threshold_20": 0.5911111205301157, + "scr_dir1_threshold_50": 0.5855855565597059, + "scr_metric_threshold_50": 0.671111141722876, + "scr_dir2_threshold_50": 0.671111141722876, + "scr_dir1_threshold_100": -0.23423416892600485, + "scr_metric_threshold_100": 0.6844443019819999, + "scr_dir2_threshold_100": 0.6844443019819999, + "scr_dir1_threshold_500": -0.30180193967473046, + "scr_metric_threshold_500": -0.29333323443378506, + "scr_dir2_threshold_500": -0.29333323443378506 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.042918406627421406, + "scr_metric_threshold_2": 0.042918406627421406, + "scr_dir2_threshold_2": 0.07142849033383136, + "scr_dir1_threshold_5": 0.07296144475494565, + "scr_metric_threshold_5": 0.07296144475494565, + "scr_dir2_threshold_5": 0.17142860386646747, + "scr_dir1_threshold_10": 0.11587985138236706, + "scr_metric_threshold_10": 0.11587985138236706, + "scr_dir2_threshold_10": 0.1571427922670651, + "scr_dir1_threshold_20": 0.03433482762748996, + "scr_metric_threshold_20": 0.03433482762748996, + "scr_dir2_threshold_20": 0.300000056766318, + "scr_dir1_threshold_50": 0.25751069557841055, + "scr_metric_threshold_50": 0.25751069557841055, + "scr_dir2_threshold_50": 0.6142856413004483, + "scr_dir1_threshold_100": 0.3519313436470669, + "scr_metric_threshold_100": 0.3519313436470669, + "scr_dir2_threshold_100": 0.538095024545756, + "scr_dir1_threshold_500": -0.20600845413717558, + "scr_metric_threshold_500": -0.20600845413717558, + "scr_dir2_threshold_500": -0.8904762012888224 + } + ], + "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "temp_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..e73541ba736bf4e1cd51268a0a16370ec968f70b --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "e334c254-cd81-4f50-80b9-f5feec5e8472", + "datetime_epoch_millis": 1737389287268, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.1683405860112816, + "scr_metric_threshold_2": 0.17397894767894123, + "scr_dir2_threshold_2": 0.1745665210449995, + "scr_dir1_threshold_5": 0.1931125551466492, + "scr_metric_threshold_5": 0.22056224996772902, + "scr_dir2_threshold_5": 0.22251655739180787, + "scr_dir1_threshold_10": 0.12548921580886102, + "scr_metric_threshold_10": 0.26074577834768103, + "scr_dir2_threshold_10": 0.265970059552032, + "scr_dir1_threshold_20": 0.11567624947011597, + "scr_metric_threshold_20": 0.2730105438659421, + "scr_dir2_threshold_20": 0.279417664238959, + "scr_dir1_threshold_50": 0.029698195411552577, + "scr_metric_threshold_50": 0.29563117739711187, + "scr_dir2_threshold_50": 0.3065728382280315, + "scr_dir1_threshold_100": -0.11586620009212747, + "scr_metric_threshold_100": 0.25199857060798736, + "scr_dir2_threshold_100": 0.2612719862845727, + "scr_dir1_threshold_500": -0.5137227751738263, + "scr_metric_threshold_500": 0.21467561786103706, + "scr_dir2_threshold_500": 0.22169328247291387 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.32812537834973393, + "scr_metric_threshold_2": 0.024630517283144072, + "scr_dir2_threshold_2": 0.024630517283144072, + "scr_dir1_threshold_5": 0.3593749708961743, + "scr_metric_threshold_5": 0.0566502484750167, + "scr_dir2_threshold_5": 0.0566502484750167, + "scr_dir1_threshold_10": 0.3125005820765137, + "scr_metric_threshold_10": 0.06403931557428191, + "scr_dir2_threshold_10": 0.06403931557428191, + "scr_dir1_threshold_20": 0.2968748544808716, + "scr_metric_threshold_20": 0.08374378812458251, + "scr_dir2_threshold_20": 0.08374378812458251, + "scr_dir1_threshold_50": 0.3125005820765137, + "scr_metric_threshold_50": 0.10344826067488311, + "scr_dir2_threshold_50": 0.10344826067488311, + "scr_dir1_threshold_100": 0.2968748544808716, + "scr_metric_threshold_100": 0.12068956404929862, + "scr_dir2_threshold_100": 0.12068956404929862, + "scr_dir1_threshold_500": -0.32812444702731197, + "scr_metric_threshold_500": 0.07635457421585395, + "scr_dir2_threshold_500": 0.07635457421585395 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2429903262212547, + "scr_metric_threshold_2": 0.23342947946078924, + "scr_dir2_threshold_2": 0.23342947946078924, + "scr_dir1_threshold_5": 0.2710279072306566, + "scr_metric_threshold_5": 0.2881845043727822, + "scr_dir2_threshold_5": 0.2881845043727822, + "scr_dir1_threshold_10": 0.2897198135878545, + "scr_metric_threshold_10": 0.3342939357513466, + "scr_dir2_threshold_10": 0.3342939357513466, + "scr_dir1_threshold_20": 0.2149533022646424, + "scr_metric_threshold_20": 0.4063401477301967, + "scr_dir2_threshold_20": 0.4063401477301967, + "scr_dir1_threshold_50": -0.06542083667100797, + "scr_metric_threshold_50": 0.39769455419676814, + "scr_dir2_threshold_50": 0.39769455419676814, + "scr_dir1_threshold_100": -0.1588786972986282, + "scr_metric_threshold_100": 0.09221903452843794, + "scr_dir2_threshold_100": 0.09221903452843794, + "scr_dir1_threshold_500": -1.1214954416370222, + "scr_metric_threshold_500": 0.08069163374096955, + "scr_dir2_threshold_500": 0.08069163374096955 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.4531256111803394, + "scr_metric_threshold_2": 0.025316579852636207, + "scr_dir2_threshold_2": 0.025316579852636207, + "scr_dir1_threshold_5": 0.4531256111803394, + "scr_metric_threshold_5": 0.07848105047818764, + "scr_dir2_threshold_5": 0.07848105047818764, + "scr_dir1_threshold_10": 0.3125005820765137, + "scr_metric_threshold_10": 0.11139246847857727, + "scr_dir2_threshold_10": 0.11139246847857727, + "scr_dir1_threshold_20": 0.3593749708961743, + "scr_metric_threshold_20": 0.14177227376304907, + "scr_dir2_threshold_20": 0.14177227376304907, + "scr_dir1_threshold_50": 0.21874994179234863, + "scr_metric_threshold_50": 0.22278493695715454, + "scr_dir2_threshold_50": 0.22278493695715454, + "scr_dir1_threshold_100": -0.578124912688523, + "scr_metric_threshold_100": 0.26835441853713315, + "scr_dir2_threshold_100": 0.26835441853713315, + "scr_dir1_threshold_500": -2.234374738065569, + "scr_metric_threshold_500": 0.11392408119449507, + "scr_dir2_threshold_500": 0.11392408119449507 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.15748059212270857, + "scr_metric_threshold_2": 0.23738884264763468, + "scr_dir2_threshold_2": 0.23738884264763468, + "scr_dir1_threshold_5": 0.11811056142397805, + "scr_metric_threshold_5": 0.27002972449920604, + "scr_dir2_threshold_5": 0.27002972449920604, + "scr_dir1_threshold_10": 0.14960621052073325, + "scr_metric_threshold_10": 0.3382789858084353, + "scr_dir2_threshold_10": 0.3382789858084353, + "scr_dir1_threshold_20": 0.0, + "scr_metric_threshold_20": 0.1869436826330466, + "scr_dir2_threshold_20": 0.1869436826330466, + "scr_dir1_threshold_50": -0.023621736822566405, + "scr_metric_threshold_50": 0.21068260227148516, + "scr_dir2_threshold_50": 0.21068260227148516, + "scr_dir1_threshold_100": -0.3070863333156553, + "scr_metric_threshold_100": 0.044510518539166266, + "scr_dir2_threshold_100": 0.044510518539166266, + "scr_dir1_threshold_500": -0.2519684780685472, + "scr_metric_threshold_500": 0.07715140039073762, + "scr_dir2_threshold_500": 0.07715140039073762 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": -0.005434712187334791, + "scr_metric_threshold_2": 0.4745097810055187, + "scr_dir2_threshold_2": 0.4745097810055187, + "scr_dir1_threshold_5": 0.05434776974986783, + "scr_metric_threshold_5": 0.5333332554187635, + "scr_dir2_threshold_5": 0.5333332554187635, + "scr_dir1_threshold_10": -0.41847834537519824, + "scr_metric_threshold_10": 0.5882352116198672, + "scr_dir2_threshold_10": 0.5882352116198672, + "scr_dir1_threshold_20": -0.41304363318786347, + "scr_metric_threshold_20": 0.6156863065922739, + "scr_dir2_threshold_20": 0.6156863065922739, + "scr_dir1_threshold_50": -0.36956528781266523, + "scr_metric_threshold_50": 0.6509804379889627, + "scr_dir2_threshold_50": 0.6509804379889627, + "scr_dir1_threshold_100": -0.45108694243746694, + "scr_metric_threshold_100": 0.6392156496088299, + "scr_dir2_threshold_100": 0.6392156496088299, + "scr_dir1_threshold_500": -0.3967391726875991, + "scr_metric_threshold_500": 0.6196078248044149, + "scr_dir2_threshold_500": 0.6196078248044149 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.08247408426990457, + "scr_metric_threshold_2": 0.1491935348194436, + "scr_dir2_threshold_2": 0.1491935348194436, + "scr_dir1_threshold_5": 0.1340204253436484, + "scr_metric_threshold_5": 0.19758072462897314, + "scr_dir2_threshold_5": 0.19758072462897314, + "scr_dir1_threshold_10": 0.190721646317109, + "scr_metric_threshold_10": 0.22580640509523522, + "scr_dir2_threshold_10": 0.22580640509523522, + "scr_dir1_threshold_20": 0.18041219375810347, + "scr_metric_threshold_20": 0.23387105690079912, + "scr_dir2_threshold_20": 0.23387105690079912, + "scr_dir1_threshold_50": -0.02577347777729985, + "scr_metric_threshold_50": 0.31048392717659073, + "scr_dir2_threshold_50": 0.31048392717659073, + "scr_dir1_threshold_100": 0.0, + "scr_metric_threshold_100": 0.3467742594484168, + "scr_dir2_threshold_100": 0.3467742594484168, + "scr_dir1_threshold_500": 0.030927743196160724, + "scr_metric_threshold_500": 0.3064517214444511, + "scr_dir2_threshold_500": 0.3064517214444511 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.045045001506225466, + "scr_metric_threshold_2": 0.20444443973494214, + "scr_dir2_threshold_2": 0.20444443973494214, + "scr_dir1_threshold_5": 0.09909916440732847, + "scr_metric_threshold_5": 0.2844444609277025, + "scr_dir2_threshold_5": 0.2844444609277025, + "scr_dir1_threshold_10": 0.09009000301245093, + "scr_metric_threshold_10": 0.3466666701987934, + "scr_dir2_threshold_10": 0.3466666701987934, + "scr_dir1_threshold_20": 0.16666666666666666, + "scr_metric_threshold_20": 0.39555545430125616, + "scr_dir2_threshold_20": 0.39555545430125616, + "scr_dir1_threshold_50": 0.13063055806593132, + "scr_metric_threshold_50": 0.4088888794698843, + "scr_dir2_threshold_50": 0.4088888794698843, + "scr_dir1_threshold_100": 0.20270277526740202, + "scr_metric_threshold_100": 0.4355554648976363, + "scr_dir2_threshold_100": 0.4355554648976363, + "scr_dir1_threshold_500": 0.15765750527178912, + "scr_metric_threshold_500": 0.4088888794698843, + "scr_dir2_threshold_500": 0.4088888794698843 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.042918406627421406, + "scr_metric_threshold_2": 0.042918406627421406, + "scr_dir2_threshold_2": 0.04761899355588758, + "scr_dir1_threshold_5": 0.05579403094120067, + "scr_metric_threshold_5": 0.05579403094120067, + "scr_dir2_threshold_5": 0.07142849033383136, + "scr_dir1_threshold_10": 0.07725323425491137, + "scr_metric_threshold_10": 0.07725323425491137, + "scr_dir2_threshold_10": 0.11904748388971893, + "scr_dir1_threshold_20": 0.12017164088233277, + "scr_metric_threshold_20": 0.12017164088233277, + "scr_dir2_threshold_20": 0.17142860386646747, + "scr_dir1_threshold_50": 0.060085820441166386, + "scr_metric_threshold_50": 0.060085820441166386, + "scr_dir2_threshold_50": 0.14761910708852366, + "scr_dir1_threshold_100": 0.06866965525497992, + "scr_metric_threshold_100": 0.06866965525497992, + "scr_dir2_threshold_100": 0.14285698066766273, + "scr_dir1_threshold_500": 0.03433482762748996, + "scr_metric_threshold_500": 0.03433482762748996, + "scr_dir2_threshold_500": 0.09047614452250444 + } + ], + "sae_bench_commit_hash": "a0fb5e90a82a0414ca9be0511ec3df44af433f2f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..fadb6950607bba4136c25a59cb49d10f6f9c3c80 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "4a97c59c-0c2c-4cdd-b79f-01e08498860d", + "datetime_epoch_millis": 1737390352848, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.18062641980141791, + "scr_metric_threshold_2": 0.18086666006396948, + "scr_dir2_threshold_2": 0.1857971545852913, + "scr_dir1_threshold_5": 0.22151254401449771, + "scr_metric_threshold_5": 0.23427692961458427, + "scr_dir2_threshold_5": 0.2430138716036739, + "scr_dir1_threshold_10": 0.23638793389679083, + "scr_metric_threshold_10": 0.2837023386256409, + "scr_dir2_threshold_10": 0.2871996854951785, + "scr_dir1_threshold_20": 0.13261915063801777, + "scr_metric_threshold_20": 0.3233154300821666, + "scr_dir2_threshold_20": 0.32346869714111903, + "scr_dir1_threshold_50": 0.06483794367878304, + "scr_metric_threshold_50": 0.36924703728721325, + "scr_dir2_threshold_50": 0.3703404245336297, + "scr_dir1_threshold_100": -0.07353096633214654, + "scr_metric_threshold_100": 0.29600725896474034, + "scr_dir2_threshold_100": 0.3060956210966494, + "scr_dir1_threshold_500": -0.3911711128482738, + "scr_metric_threshold_500": 0.2548559358351633, + "scr_dir2_threshold_500": 0.29604487362418114 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.3437501746229541, + "scr_metric_threshold_2": 0.04187182065755959, + "scr_dir2_threshold_2": 0.04187182065755959, + "scr_dir1_threshold_5": 0.3593749708961743, + "scr_metric_threshold_5": 0.05911327084143844, + "scr_dir2_threshold_5": 0.05911327084143844, + "scr_dir1_threshold_10": 0.3437501746229541, + "scr_metric_threshold_10": 0.06896550711658873, + "scr_dir2_threshold_10": 0.06896550711658873, + "scr_dir1_threshold_20": 0.3125005820765137, + "scr_metric_threshold_20": 0.088669832857426, + "scr_dir2_threshold_20": 0.088669832857426, + "scr_dir1_threshold_50": 0.2968748544808716, + "scr_metric_threshold_50": 0.13546799186675573, + "scr_dir2_threshold_50": 0.13546799186675573, + "scr_dir1_threshold_100": 0.2656252619344312, + "scr_metric_threshold_100": 0.06896550711658873, + "scr_dir2_threshold_100": 0.06896550711658873, + "scr_dir1_threshold_500": -0.3906245634426147, + "scr_metric_threshold_500": 0.088669832857426, + "scr_dir2_threshold_500": 0.088669832857426 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.18691572125524047, + "scr_metric_threshold_2": 0.3141211132017588, + "scr_dir2_threshold_2": 0.3141211132017588, + "scr_dir1_threshold_5": 0.18691572125524047, + "scr_metric_threshold_5": 0.37175794536779155, + "scr_dir2_threshold_5": 0.37175794536779155, + "scr_dir1_threshold_10": 0.2242989769168465, + "scr_metric_threshold_10": 0.4351585638132131, + "scr_dir2_threshold_10": 0.4351585638132131, + "scr_dir1_threshold_20": -0.7943929294403513, + "scr_metric_threshold_20": 0.4956772032332857, + "scr_dir2_threshold_20": 0.4956772032332857, + "scr_dir1_threshold_50": -0.7383177674215474, + "scr_metric_threshold_50": 0.4812679951917775, + "scr_dir2_threshold_50": 0.4812679951917775, + "scr_dir1_threshold_100": -1.0841121859754161, + "scr_metric_threshold_100": 0.057637003937341946, + "scr_dir2_threshold_100": 0.057637003937341946, + "scr_dir1_threshold_500": -1.2897198135878545, + "scr_metric_threshold_500": 0.08645542002035833, + "scr_dir2_threshold_500": 0.08645542002035833 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5625001164153027, + "scr_metric_threshold_2": 0.03291141800038962, + "scr_dir2_threshold_2": 0.03291141800038962, + "scr_dir1_threshold_5": 0.5625001164153027, + "scr_metric_threshold_5": 0.058227846955206435, + "scr_dir2_threshold_5": 0.058227846955206435, + "scr_dir1_threshold_10": 0.4687504074535596, + "scr_metric_threshold_10": 0.10379747943300446, + "scr_dir2_threshold_10": 0.10379747943300446, + "scr_dir1_threshold_20": 0.4531256111803394, + "scr_metric_threshold_20": 0.1772153044793565, + "scr_dir2_threshold_20": 0.1772153044793565, + "scr_dir1_threshold_50": 0.07812491268852294, + "scr_metric_threshold_50": 0.275949407582706, + "scr_dir2_threshold_50": 0.275949407582706, + "scr_dir1_threshold_100": -0.3593749708961743, + "scr_metric_threshold_100": 0.3063292128671778, + "scr_dir2_threshold_100": 0.3063292128671778, + "scr_dir1_threshold_500": -0.7343747380655689, + "scr_metric_threshold_500": 0.13164567200155847, + "scr_dir2_threshold_500": 0.13164567200155847 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.12598447369816684, + "scr_metric_threshold_2": 0.1127597798483955, + "scr_dir2_threshold_2": 0.1127597798483955, + "scr_dir1_threshold_5": 0.16535450439689736, + "scr_metric_threshold_5": 0.2136499230091961, + "scr_dir2_threshold_5": 0.2136499230091961, + "scr_dir1_threshold_10": 0.04724441230070582, + "scr_metric_threshold_10": 0.3056381039568639, + "scr_dir2_threshold_10": 0.3056381039568639, + "scr_dir1_threshold_20": 0.04724441230070582, + "scr_metric_threshold_20": 0.21661724374690702, + "scr_dir2_threshold_20": 0.21661724374690702, + "scr_dir1_threshold_50": -0.05511785524710812, + "scr_metric_threshold_50": 0.3234422052515051, + "scr_dir2_threshold_50": 0.3234422052515051, + "scr_dir1_threshold_100": -0.08661397367164983, + "scr_metric_threshold_100": 0.13056388114303663, + "scr_dir2_threshold_100": 0.13056388114303663, + "scr_dir1_threshold_500": -0.338582451740197, + "scr_metric_threshold_500": 0.10089032002917621, + "scr_dir2_threshold_500": 0.10089032002917621 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.0380433092496035, + "scr_metric_threshold_2": 0.38431369340772614, + "scr_dir2_threshold_2": 0.38431369340772614, + "scr_dir1_threshold_5": 0.1358694243746696, + "scr_metric_threshold_5": 0.49803912402207473, + "scr_dir2_threshold_5": 0.49803912402207473, + "scr_dir1_threshold_10": 0.20652165462480174, + "scr_metric_threshold_10": 0.5803921751955851, + "scr_dir2_threshold_10": 0.5803921751955851, + "scr_dir1_threshold_20": 0.29891305756253306, + "scr_metric_threshold_20": 0.6313723794408383, + "scr_dir2_threshold_20": 0.6313723794408383, + "scr_dir1_threshold_50": 0.125, + "scr_metric_threshold_50": 0.5960784817878589, + "scr_dir2_threshold_50": 0.5960784817878589, + "scr_dir1_threshold_100": 0.17934776974986782, + "scr_metric_threshold_100": 0.5960784817878589, + "scr_dir2_threshold_100": 0.5960784817878589, + "scr_dir1_threshold_500": -0.5108697483129295, + "scr_metric_threshold_500": 0.6392156496088299, + "scr_dir2_threshold_500": 0.6392156496088299 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.08247408426990457, + "scr_metric_threshold_2": 0.14516132908730398, + "scr_dir2_threshold_2": 0.14516132908730398, + "scr_dir1_threshold_5": 0.14948445056194273, + "scr_metric_threshold_5": 0.16935480382142643, + "scr_dir2_threshold_5": 0.16935480382142643, + "scr_dir1_threshold_10": 0.25773170536871925, + "scr_metric_threshold_10": 0.20967734182539205, + "scr_dir2_threshold_10": 0.20967734182539205, + "scr_dir1_threshold_20": 0.2010307916356866, + "scr_metric_threshold_20": 0.3064517214444511, + "scr_dir2_threshold_20": 0.3064517214444511, + "scr_dir1_threshold_50": 0.12886585268435963, + "scr_metric_threshold_50": 0.3225807847142943, + "scr_dir2_threshold_50": 0.3225807847142943, + "scr_dir1_threshold_100": 0.18556676641739225, + "scr_metric_threshold_100": 0.3790323859881031, + "scr_dir2_threshold_100": 0.3790323859881031, + "scr_dir1_threshold_500": 0.07216493895132697, + "scr_metric_threshold_500": 0.4233871297242084, + "scr_dir2_threshold_500": 0.4233871297242084 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.049549447958970524, + "scr_metric_threshold_2": 0.36000009536742156, + "scr_dir2_threshold_2": 0.36000009536742156, + "scr_dir1_threshold_5": 0.13963971946080886, + "scr_metric_threshold_5": 0.43111107814459504, + "scr_dir2_threshold_5": 0.43111107814459504, + "scr_dir1_threshold_10": 0.26126111613186265, + "scr_metric_threshold_10": 0.48444451390960336, + "scr_dir2_threshold_10": 0.48444451390960336, + "scr_dir1_threshold_20": 0.40090083559267153, + "scr_metric_threshold_20": 0.5288889112590248, + "scr_dir2_threshold_20": 0.5288889112590248, + "scr_dir1_threshold_50": 0.4729730527941422, + "scr_metric_threshold_50": 0.6088889324517851, + "scr_dir2_threshold_50": 0.6088889324517851, + "scr_dir1_threshold_100": 0.13963971946080886, + "scr_metric_threshold_100": 0.6577777165542479, + "scr_dir2_threshold_100": 0.6577777165542479, + "scr_dir1_threshold_500": 0.05405389441171559, + "scr_metric_threshold_500": 0.5599998834398181, + "scr_dir2_threshold_500": 0.5599998834398181 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.05579403094120067, + "scr_metric_threshold_2": 0.05579403094120067, + "scr_dir2_threshold_2": 0.09523798711177515, + "scr_dir1_threshold_5": 0.07296144475494565, + "scr_metric_threshold_5": 0.07296144475494565, + "scr_dir2_threshold_5": 0.14285698066766273, + "scr_dir1_threshold_10": 0.08154502375487709, + "scr_metric_threshold_10": 0.08154502375487709, + "scr_dir2_threshold_10": 0.10952379871117751, + "scr_dir1_threshold_20": 0.1416308441960435, + "scr_metric_threshold_20": 0.1416308441960435, + "scr_dir2_threshold_20": 0.14285698066766273, + "scr_dir1_threshold_50": 0.21030049945102341, + "scr_metric_threshold_50": 0.21030049945102341, + "scr_dir2_threshold_50": 0.21904759742235502, + "scr_dir1_threshold_100": 0.17167388232356773, + "scr_metric_threshold_100": 0.17167388232356773, + "scr_dir2_threshold_100": 0.25238077937884024, + "scr_dir1_threshold_500": 0.008583578999931441, + "scr_metric_threshold_500": 0.008583578999931441, + "scr_dir2_threshold_500": 0.33809508131207394 + } + ], + "sae_bench_commit_hash": "a0fb5e90a82a0414ca9be0511ec3df44af433f2f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_1", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..701cc171c121d24eb4ae7bdf0fc1d8052e9126a7 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "7dd9adbf-8842-4c28-9ecf-3b7a41189080", + "datetime_epoch_millis": 1737391425058, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2791286559540335, + "scr_metric_threshold_2": 0.2040791884555538, + "scr_dir2_threshold_2": 0.20233687274985526, + "scr_dir1_threshold_5": 0.3756343303029944, + "scr_metric_threshold_5": 0.28375883935919577, + "scr_dir2_threshold_5": 0.26341599416470324, + "scr_dir1_threshold_10": 0.40708189513987164, + "scr_metric_threshold_10": 0.3559697875889494, + "scr_dir2_threshold_10": 0.35181588727926444, + "scr_dir1_threshold_20": 0.3236684747852691, + "scr_metric_threshold_20": 0.40819836717492586, + "scr_dir2_threshold_20": 0.40291276285408634, + "scr_dir1_threshold_50": 0.13242080975942577, + "scr_metric_threshold_50": 0.3920884295203135, + "scr_dir2_threshold_50": 0.3919836636828629, + "scr_dir1_threshold_100": 0.12465737334106461, + "scr_metric_threshold_100": 0.3388097227459063, + "scr_dir2_threshold_100": 0.31374071779087165, + "scr_dir1_threshold_500": -0.24146557048541167, + "scr_metric_threshold_500": 0.2723509562211575, + "scr_dir2_threshold_500": 0.3036175498743079 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4531256111803394, + "scr_metric_threshold_2": 0.05418707929913162, + "scr_dir2_threshold_2": 0.05418707929913162, + "scr_dir1_threshold_5": 0.5156247962732202, + "scr_metric_threshold_5": 0.07635457421585395, + "scr_dir2_threshold_5": 0.07635457421585395, + "scr_dir1_threshold_10": 0.5156247962732202, + "scr_metric_threshold_10": 0.12315258641572036, + "scr_dir2_threshold_10": 0.12315258641572036, + "scr_dir1_threshold_20": 0.4687504074535596, + "scr_metric_threshold_20": 0.13300482269087066, + "scr_dir2_threshold_20": 0.13300482269087066, + "scr_dir1_threshold_50": 0.3749997671693945, + "scr_metric_threshold_50": 0.15763533997401472, + "scr_dir2_threshold_50": 0.15763533997401472, + "scr_dir1_threshold_100": 0.39062549476503666, + "scr_metric_threshold_100": 0.24876848881678912, + "scr_dir2_threshold_100": 0.24876848881678912, + "scr_dir1_threshold_500": -0.42187508731147705, + "scr_metric_threshold_500": 0.08620681049100425, + "scr_dir2_threshold_500": 0.08620681049100425 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2803735818828607, + "scr_metric_threshold_2": 0.2651297027978454, + "scr_dir2_threshold_2": 0.2651297027978454, + "scr_dir1_threshold_5": 0.3738319995632706, + "scr_metric_threshold_5": 0.3227665349638782, + "scr_dir2_threshold_5": 0.3227665349638782, + "scr_dir1_threshold_10": 0.523364465156905, + "scr_metric_threshold_10": 0.4610951726421897, + "scr_dir2_threshold_10": 0.4610951726421897, + "scr_dir1_threshold_20": 0.448597953833693, + "scr_metric_threshold_20": 0.5129683903001429, + "scr_dir2_threshold_20": 0.5129683903001429, + "scr_dir1_threshold_50": -0.5327106968618989, + "scr_metric_threshold_50": 0.5878962377617236, + "scr_dir2_threshold_50": 0.5878962377617236, + "scr_dir1_threshold_100": -0.7570096737787453, + "scr_metric_threshold_100": -0.0201728225495878, + "scr_dir2_threshold_100": -0.0201728225495878, + "scr_dir1_threshold_500": -1.3177573945972565, + "scr_metric_threshold_500": -0.04899141040391336, + "scr_dir2_threshold_500": -0.04899141040391336 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5625001164153027, + "scr_metric_threshold_2": 0.022784816238899015, + "scr_dir2_threshold_2": 0.022784816238899015, + "scr_dir1_threshold_5": 0.5156247962732202, + "scr_metric_threshold_5": 0.07088621233043424, + "scr_dir2_threshold_5": 0.07088621233043424, + "scr_dir1_threshold_10": 0.5312505238688624, + "scr_metric_threshold_10": 0.11392408119449507, + "scr_dir2_threshold_10": 0.11392408119449507, + "scr_dir1_threshold_20": 0.43749988358469727, + "scr_metric_threshold_20": 0.22278493695715454, + "scr_dir2_threshold_20": 0.22278493695715454, + "scr_dir1_threshold_50": 0.21874994179234863, + "scr_metric_threshold_50": 0.367088672538302, + "scr_dir2_threshold_50": 0.367088672538302, + "scr_dir1_threshold_100": -0.20312514551912844, + "scr_metric_threshold_100": 0.40506331597052725, + "scr_dir2_threshold_100": 0.40506331597052725, + "scr_dir1_threshold_500": -0.28125005820765137, + "scr_metric_threshold_500": 0.02025320352298121, + "scr_dir2_threshold_500": 0.02025320352298121 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.1968506228214391, + "scr_metric_threshold_2": 0.19584582171455495, + "scr_dir2_threshold_2": 0.19584582171455495, + "scr_dir1_threshold_5": 0.3149607149176306, + "scr_metric_threshold_5": 0.29376864413764464, + "scr_dir2_threshold_5": 0.29376864413764464, + "scr_dir1_threshold_10": 0.22834674124598078, + "scr_metric_threshold_10": 0.3293768467269269, + "scr_dir2_threshold_10": 0.3293768467269269, + "scr_dir1_threshold_20": 0.2755906842189001, + "scr_metric_threshold_20": 0.42433234841230566, + "scr_dir2_threshold_20": 0.42433234841230566, + "scr_dir1_threshold_50": -0.14173229824654446, + "scr_metric_threshold_50": 0.40949556785537544, + "scr_dir2_threshold_50": 0.40949556785537544, + "scr_dir1_threshold_100": 0.32283462719181943, + "scr_metric_threshold_100": 0.16023744225689707, + "scr_dir2_threshold_100": 0.16023744225689707, + "scr_dir1_threshold_500": -0.11023617982200275, + "scr_metric_threshold_500": 0.0623146198338074, + "scr_dir2_threshold_500": 0.0623146198338074 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.03260859706226871, + "scr_metric_threshold_2": 0.5490195620110374, + "scr_dir2_threshold_2": 0.5490195620110374, + "scr_dir1_threshold_5": 0.17934776974986782, + "scr_metric_threshold_5": 0.6078430364242823, + "scr_dir2_threshold_5": 0.6078430364242823, + "scr_dir1_threshold_10": 0.23369553949973568, + "scr_metric_threshold_10": 0.6862745693856515, + "scr_dir2_threshold_10": 0.6862745693856515, + "scr_dir1_threshold_20": -0.3206522302501322, + "scr_metric_threshold_20": 0.7058823941900664, + "scr_dir2_threshold_20": 0.7058823941900664, + "scr_dir1_threshold_50": -0.29347834537519824, + "scr_metric_threshold_50": 0.5647058686033112, + "scr_dir2_threshold_50": 0.5647058686033112, + "scr_dir1_threshold_100": -0.33152165462480176, + "scr_metric_threshold_100": 0.49803912402207473, + "scr_dir2_threshold_100": 0.49803912402207473, + "scr_dir1_threshold_500": -0.29891305756253306, + "scr_metric_threshold_500": 0.8352941313966887, + "scr_dir2_threshold_500": 0.8352941313966887 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.25257713270943044, + "scr_metric_threshold_2": 0.10887099681547797, + "scr_dir2_threshold_2": 0.10887099681547797, + "scr_dir1_threshold_5": 0.3659792674159237, + "scr_metric_threshold_5": 0.20967734182539205, + "scr_dir2_threshold_5": 0.20967734182539205, + "scr_dir1_threshold_10": 0.4175256084896675, + "scr_metric_threshold_10": 0.2943548639067476, + "scr_dir2_threshold_10": 0.2943548639067476, + "scr_dir1_threshold_20": 0.46391737690412255, + "scr_metric_threshold_20": 0.34274205371627714, + "scr_dir2_threshold_20": 0.34274205371627714, + "scr_dir1_threshold_50": 0.6082472548067765, + "scr_metric_threshold_50": 0.2500001201706423, + "scr_dir2_threshold_50": 0.2500001201706423, + "scr_dir1_threshold_100": 0.5, + "scr_metric_threshold_100": 0.4233871297242084, + "scr_dir2_threshold_100": 0.4233871297242084, + "scr_dir1_threshold_500": 0.43814420636725065, + "scr_metric_threshold_500": 0.4233871297242084, + "scr_dir2_threshold_500": 0.4233871297242084 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.3648647269919362, + "scr_metric_threshold_2": 0.3466666701987934, + "scr_dir2_threshold_2": 0.3466666701987934, + "scr_dir1_threshold_5": 0.4864863921523774, + "scr_metric_threshold_5": 0.4355554648976363, + "scr_dir2_threshold_5": 0.4355554648976363, + "scr_dir1_threshold_10": 0.5450450015062255, + "scr_metric_threshold_10": 0.5777776953614876, + "scr_dir2_threshold_10": 0.5777776953614876, + "scr_dir1_threshold_20": 0.5495494479589705, + "scr_metric_threshold_20": 0.6577777165542479, + "scr_dir2_threshold_20": 0.6577777165542479, + "scr_dir1_threshold_50": 0.5720719487120832, + "scr_metric_threshold_50": 0.5466667231806942, + "scr_dir2_threshold_50": 0.5466667231806942, + "scr_dir1_threshold_100": 0.6891891674197794, + "scr_metric_threshold_100": 0.6088889324517851, + "scr_dir2_threshold_100": 0.6088889324517851, + "scr_dir1_threshold_500": -0.18018027451428928, + "scr_metric_threshold_500": 0.5599998834398181, + "scr_dir2_threshold_500": 0.5599998834398181 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.09012885856869063, + "scr_metric_threshold_2": 0.09012885856869063, + "scr_dir2_threshold_2": 0.07619033292310208, + "scr_dir1_threshold_5": 0.2532189060784448, + "scr_metric_threshold_5": 0.2532189060784448, + "scr_dir2_threshold_5": 0.09047614452250444, + "scr_dir1_threshold_10": 0.2618024850783763, + "scr_metric_threshold_10": 0.2618024850783763, + "scr_dir2_threshold_10": 0.22857128260089646, + "scr_dir1_threshold_20": 0.266094274578342, + "scr_metric_threshold_20": 0.266094274578342, + "scr_dir2_threshold_20": 0.22380944001162575, + "scr_dir1_threshold_50": 0.2532189060784448, + "scr_metric_threshold_50": 0.2532189060784448, + "scr_dir2_threshold_50": 0.25238077937884024, + "scr_dir1_threshold_100": 0.38626617127455687, + "scr_metric_threshold_100": 0.38626617127455687, + "scr_dir2_threshold_100": 0.18571413163427958, + "scr_dir1_threshold_500": 0.24034328176466555, + "scr_metric_threshold_500": 0.24034328176466555, + "scr_dir2_threshold_500": 0.49047603098986836 + } + ], + "sae_bench_commit_hash": "a0fb5e90a82a0414ca9be0511ec3df44af433f2f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_2", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..44445f7a231dbe4991a7b1ee221a9d8f3e64caf2 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "27c83e66-a218-4268-a6f4-e1695e8640e9", + "datetime_epoch_millis": 1737392491655, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2935497541701592, + "scr_metric_threshold_2": 0.21649266903312978, + "scr_dir2_threshold_2": 0.20765861816419012, + "scr_dir1_threshold_5": 0.3053707956284357, + "scr_metric_threshold_5": 0.3063632266209476, + "scr_dir2_threshold_5": 0.29436905828646154, + "scr_dir1_threshold_10": 0.2516450816910627, + "scr_metric_threshold_10": 0.37438176295714687, + "scr_dir2_threshold_10": 0.35725779186436385, + "scr_dir1_threshold_20": 0.11579895216067368, + "scr_metric_threshold_20": 0.3710872828855317, + "scr_dir2_threshold_20": 0.349487527971009, + "scr_dir1_threshold_50": -0.505430924827041, + "scr_metric_threshold_50": 0.2732293936617023, + "scr_dir2_threshold_50": 0.22985620887901476, + "scr_dir1_threshold_100": -0.3821517992678881, + "scr_metric_threshold_100": 0.16635922425219674, + "scr_dir2_threshold_100": 0.15490918656280694, + "scr_dir1_threshold_500": -1.5331606407345157, + "scr_metric_threshold_500": -0.00716935283703761, + "scr_dir2_threshold_500": -0.005189476083096348 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4843752037267798, + "scr_metric_threshold_2": 0.10591128304130484, + "scr_dir2_threshold_2": 0.10591128304130484, + "scr_dir1_threshold_5": 0.5, + "scr_metric_threshold_5": 0.20689652134976622, + "scr_dir2_threshold_5": 0.20689652134976622, + "scr_dir1_threshold_10": 0.42187508731147705, + "scr_metric_threshold_10": 0.2586205782824761, + "scr_dir2_threshold_10": 0.2586205782824761, + "scr_dir1_threshold_20": 0.4062502910382569, + "scr_metric_threshold_20": 0.13793101423317747, + "scr_dir2_threshold_20": 0.13793101423317747, + "scr_dir1_threshold_50": 0.28125005820765137, + "scr_metric_threshold_50": 0.15270929524117124, + "scr_dir2_threshold_50": 0.15270929524117124, + "scr_dir1_threshold_100": -0.5937497089617432, + "scr_metric_threshold_100": 0.06650233794070366, + "scr_dir2_threshold_100": 0.06650233794070366, + "scr_dir1_threshold_500": -4.734373806743147, + "scr_metric_threshold_500": -0.1699507454250501, + "scr_dir2_threshold_500": -0.1699507454250501 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.4018690235198829, + "scr_metric_threshold_2": 0.23631128671482904, + "scr_dir2_threshold_2": 0.23631128671482904, + "scr_dir1_threshold_5": 0.18691572125524047, + "scr_metric_threshold_5": 0.34005772203073537, + "scr_dir2_threshold_5": 0.34005772203073537, + "scr_dir1_threshold_10": 0.2429903262212547, + "scr_metric_threshold_10": 0.4293947775338243, + "scr_dir2_threshold_10": 0.4293947775338243, + "scr_dir1_threshold_20": 0.3738319995632706, + "scr_metric_threshold_20": 0.49855918225863466, + "scr_dir2_threshold_20": 0.49855918225863466, + "scr_dir1_threshold_50": -0.579439627175709, + "scr_metric_threshold_50": -0.11239185707802574, + "scr_dir2_threshold_50": -0.11239185707802574, + "scr_dir1_threshold_100": -2.074766511323212, + "scr_metric_threshold_100": 0.03746400961644497, + "scr_dir2_threshold_100": 0.03746400961644497, + "scr_dir1_threshold_500": -2.504673115852497, + "scr_metric_threshold_500": 0.4812679951917775, + "scr_dir2_threshold_500": 0.4812679951917775 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.4531256111803394, + "scr_metric_threshold_2": 0.04810139609153522, + "scr_dir2_threshold_2": 0.04810139609153522, + "scr_dir1_threshold_5": 0.5312505238688624, + "scr_metric_threshold_5": 0.09873425400116885, + "scr_dir2_threshold_5": 0.09873425400116885, + "scr_dir1_threshold_10": 0.5468753201420825, + "scr_metric_threshold_10": 0.1873419062408471, + "scr_dir2_threshold_10": 0.1873419062408471, + "scr_dir1_threshold_20": -0.21874994179234863, + "scr_metric_threshold_20": 0.25569620405972476, + "scr_dir2_threshold_20": 0.25569620405972476, + "scr_dir1_threshold_50": -3.2031242141967065, + "scr_metric_threshold_50": 0.3139240510149312, + "scr_dir2_threshold_50": 0.3139240510149312, + "scr_dir1_threshold_100": -0.09374970896174313, + "scr_metric_threshold_100": -0.025316428954816818, + "scr_dir2_threshold_100": -0.025316428954816818, + "scr_dir1_threshold_500": -3.6249993015081836, + "scr_metric_threshold_500": -0.058227846955206435, + "scr_dir2_threshold_500": -0.058227846955206435 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.32283462719181943, + "scr_metric_threshold_2": 0.11869442132381734, + "scr_dir2_threshold_2": 0.11869442132381734, + "scr_dir1_threshold_5": 0.20472453509562788, + "scr_metric_threshold_5": 0.2640950830237842, + "scr_dir2_threshold_5": 0.2640950830237842, + "scr_dir1_threshold_10": -0.7401571403294775, + "scr_metric_threshold_10": 0.3916914665607343, + "scr_dir2_threshold_10": 0.3916914665607343, + "scr_dir1_threshold_20": -1.3543302762885747, + "scr_metric_threshold_20": 0.15430280078147524, + "scr_dir2_threshold_20": 0.15430280078147524, + "scr_dir1_threshold_50": -1.0157478245483775, + "scr_metric_threshold_50": 0.020771598900727672, + "scr_dir2_threshold_50": 0.020771598900727672, + "scr_dir1_threshold_100": -0.38582639471311636, + "scr_metric_threshold_100": -0.050444983146212485, + "scr_dir2_threshold_100": -0.050444983146212485, + "scr_dir1_threshold_500": -0.6141731359590972, + "scr_metric_threshold_500": -0.4599405510015879, + "scr_dir2_threshold_500": -0.4599405510015879 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.005434712187334791, + "scr_metric_threshold_2": 0.5647058686033112, + "scr_dir2_threshold_2": 0.5647058686033112, + "scr_dir1_threshold_5": 0.1521738848749339, + "scr_metric_threshold_5": 0.6509804379889627, + "scr_dir2_threshold_5": 0.6509804379889627, + "scr_dir1_threshold_10": 0.5054347121873348, + "scr_metric_threshold_10": 0.666666510837527, + "scr_dir2_threshold_10": 0.666666510837527, + "scr_dir1_threshold_20": 0.45652165462480176, + "scr_metric_threshold_20": 0.6823528174298009, + "scr_dir2_threshold_20": 0.6823528174298009, + "scr_dir1_threshold_50": -0.8423914029377313, + "scr_metric_threshold_50": 0.7411765255867552, + "scr_dir2_threshold_50": 0.7411765255867552, + "scr_dir1_threshold_100": -0.9673914029377313, + "scr_metric_threshold_100": 0.7921567298320084, + "scr_dir2_threshold_100": 0.7921567298320084, + "scr_dir1_threshold_500": -0.40760892100052865, + "scr_metric_threshold_500": 0.5686273868154523, + "scr_dir2_threshold_500": 0.5686273868154523 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.23711341473156403, + "scr_metric_threshold_2": 0.1653225980892868, + "scr_dir2_threshold_2": 0.1653225980892868, + "scr_dir1_threshold_5": 0.3041234737831743, + "scr_metric_threshold_5": 0.23387105690079912, + "scr_dir2_threshold_5": 0.23387105690079912, + "scr_dir1_threshold_10": 0.34020609687905173, + "scr_metric_threshold_10": 0.23387105690079912, + "scr_dir2_threshold_10": 0.23387105690079912, + "scr_dir1_threshold_20": 0.4845359747817057, + "scr_metric_threshold_20": 0.3346774019107132, + "scr_dir2_threshold_20": 0.3346774019107132, + "scr_dir1_threshold_50": 0.6288658526843596, + "scr_metric_threshold_50": 0.19758072462897314, + "scr_dir2_threshold_50": 0.19758072462897314, + "scr_dir1_threshold_100": 0.4020615832713732, + "scr_metric_threshold_100": 0.18145166135912996, + "scr_dir2_threshold_100": 0.18145166135912996, + "scr_dir1_threshold_500": -0.03092805043658865, + "scr_metric_threshold_500": 0.07258066454365199, + "scr_dir2_threshold_500": 0.07258066454365199 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.3063063861274755, + "scr_metric_threshold_2": 0.35555544370487596, + "scr_dir2_threshold_2": 0.35555544370487596, + "scr_dir1_threshold_5": 0.3963963891399265, + "scr_metric_threshold_5": 0.4888889006626446, + "scr_dir2_threshold_5": 0.4888889006626446, + "scr_dir1_threshold_10": 0.4684683378520097, + "scr_metric_threshold_10": 0.5999998940361982, + "scr_dir2_threshold_10": 0.5999998940361982, + "scr_dir1_threshold_20": 0.4864863921523774, + "scr_metric_threshold_20": 0.6133333192048265, + "scr_dir2_threshold_20": 0.6133333192048265, + "scr_dir1_threshold_50": 0.46396389139926464, + "scr_metric_threshold_50": 0.6488889430481654, + "scr_dir2_threshold_50": 0.6488889430481654, + "scr_dir1_threshold_100": 0.5360361086007354, + "scr_metric_threshold_100": 0.20888882648798343, + "scr_dir2_threshold_100": 0.20888882648798343, + "scr_dir1_threshold_500": 0.07207194871208326, + "scr_metric_threshold_500": -0.0711109827771735, + "scr_dir2_threshold_500": -0.0711109827771735 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.13733905469607777, + "scr_metric_threshold_2": 0.13733905469607777, + "scr_dir2_threshold_2": 0.06666664774456064, + "scr_dir1_threshold_5": 0.1673818370097199, + "scr_metric_threshold_5": 0.1673818370097199, + "scr_dir2_threshold_5": 0.07142849033383136, + "scr_dir1_threshold_10": 0.2274679132647684, + "scr_metric_threshold_10": 0.2274679132647684, + "scr_dir2_threshold_10": 0.09047614452250444, + "scr_dir1_threshold_20": 0.2918455232059005, + "scr_metric_threshold_20": 0.2918455232059005, + "scr_dir2_threshold_20": 0.11904748388971893, + "scr_dir1_threshold_50": 0.22317586795092056, + "scr_metric_threshold_50": 0.22317586795092056, + "scr_dir2_threshold_50": -0.12380961031057988, + "scr_dir1_threshold_100": 0.12017164088233277, + "scr_metric_threshold_100": 0.12017164088233277, + "scr_dir2_threshold_100": 0.0285713393672145, + "scr_dir1_threshold_500": -0.4206007430881647, + "scr_metric_threshold_500": -0.4206007430881647, + "scr_dir2_threshold_500": -0.4047617290566346 + } + ], + "sae_bench_commit_hash": "a0fb5e90a82a0414ca9be0511ec3df44af433f2f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..06b69b66aa65678e04b69ece2a1201f6fda669a3 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "2cae5c77-76a0-4ffc-a583-1d9b8a3e464c", + "datetime_epoch_millis": 1737393557148, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.28660877123632283, + "scr_metric_threshold_2": 0.1637922667111742, + "scr_dir2_threshold_2": 0.1617561643224465, + "scr_dir1_threshold_5": 0.36853691480275824, + "scr_metric_threshold_5": 0.25163287804630424, + "scr_dir2_threshold_5": 0.2463114879621033, + "scr_dir1_threshold_10": 0.13082283382238397, + "scr_metric_threshold_10": 0.308525985560984, + "scr_dir2_threshold_10": 0.3092080693498315, + "scr_dir1_threshold_20": 0.19072758717025673, + "scr_metric_threshold_20": 0.34425196482939296, + "scr_dir2_threshold_20": 0.3396203509705889, + "scr_dir1_threshold_50": -0.6058592937048394, + "scr_metric_threshold_50": 0.20220097025492859, + "scr_dir2_threshold_50": 0.19620262233810398, + "scr_dir1_threshold_100": -0.5676083067119297, + "scr_metric_threshold_100": 0.2438506355203613, + "scr_dir2_threshold_100": 0.2325308975193357, + "scr_dir1_threshold_500": -1.24368826187539, + "scr_metric_threshold_500": 0.16442348419194483, + "scr_dir2_threshold_500": 0.23283244764220404 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4843752037267798, + "scr_metric_threshold_2": 0.05418707929913162, + "scr_dir2_threshold_2": 0.05418707929913162, + "scr_dir1_threshold_5": 0.5312505238688624, + "scr_metric_threshold_5": 0.2118225660826097, + "scr_dir2_threshold_5": 0.2118225660826097, + "scr_dir1_threshold_10": 0.5468753201420825, + "scr_metric_threshold_10": 0.20443349898334445, + "scr_dir2_threshold_10": 0.20443349898334445, + "scr_dir1_threshold_20": 0.4062502910382569, + "scr_metric_threshold_20": 0.23152703863291027, + "scr_dir2_threshold_20": 0.23152703863291027, + "scr_dir1_threshold_50": -2.9218741559890553, + "scr_metric_threshold_50": 0.1502462728747495, + "scr_dir2_threshold_50": 0.1502462728747495, + "scr_dir1_threshold_100": -4.406249359715835, + "scr_metric_threshold_100": 0.18226600406662213, + "scr_dir2_threshold_100": 0.18226600406662213, + "scr_dir1_threshold_500": -5.140624097781404, + "scr_metric_threshold_500": 0.16009850914989981, + "scr_dir2_threshold_500": 0.16009850914989981 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.49532688414750314, + "scr_metric_threshold_2": 0.23631128671482904, + "scr_dir2_threshold_2": 0.23631128671482904, + "scr_dir1_threshold_5": 0.5607477208185111, + "scr_metric_threshold_5": 0.2997119051602506, + "scr_dir2_threshold_5": 0.2997119051602506, + "scr_dir1_threshold_10": -0.551402046166307, + "scr_metric_threshold_10": 0.35158512281820375, + "scr_dir2_threshold_10": 0.35158512281820375, + "scr_dir1_threshold_20": -0.7102807434649352, + "scr_metric_threshold_20": 0.0028818072540398036, + "scr_dir2_threshold_20": 0.0028818072540398036, + "scr_dir1_threshold_50": -2.130841673342016, + "scr_metric_threshold_50": -0.2968299261349016, + "scr_dir2_threshold_50": -0.2968299261349016, + "scr_dir1_threshold_100": 0.3925233488676788, + "scr_metric_threshold_100": 0.3141211132017588, + "scr_dir2_threshold_100": 0.3141211132017588, + "scr_dir1_threshold_500": -2.9906548824005856, + "scr_metric_threshold_500": -0.27089331730592503, + "scr_dir2_threshold_500": -0.27089331730592503 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.4062502910382569, + "scr_metric_threshold_2": 0.055696234239288635, + "scr_dir2_threshold_2": 0.055696234239288635, + "scr_dir1_threshold_5": 0.5312505238688624, + "scr_metric_threshold_5": 0.10379747943300446, + "scr_dir2_threshold_5": 0.10379747943300446, + "scr_dir1_threshold_10": 0.5156247962732202, + "scr_metric_threshold_10": 0.1620253263882109, + "scr_dir2_threshold_10": 0.1620253263882109, + "scr_dir1_threshold_20": -0.28125005820765137, + "scr_metric_threshold_20": 0.20759495886600893, + "scr_dir2_threshold_20": 0.20759495886600893, + "scr_dir1_threshold_50": -1.1093745052349633, + "scr_metric_threshold_50": 0.3063292128671778, + "scr_dir2_threshold_50": 0.3063292128671778, + "scr_dir1_threshold_100": -1.3749997671693945, + "scr_metric_threshold_100": 0.38481011244754604, + "scr_dir2_threshold_100": 0.38481011244754604, + "scr_dir1_threshold_500": -1.5624991850928809, + "scr_metric_threshold_500": -0.04050625614814303, + "scr_dir2_threshold_500": -0.04050625614814303 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.43307080701382217, + "scr_metric_threshold_2": 0.04747783927687718, + "scr_dir2_threshold_2": 0.04747783927687718, + "scr_dir1_threshold_5": 0.40157468858928047, + "scr_metric_threshold_5": 0.12759656040532572, + "scr_dir2_threshold_5": 0.12759656040532572, + "scr_dir1_threshold_10": -0.6692909912062053, + "scr_metric_threshold_10": 0.2136499230091961, + "scr_dir2_threshold_10": 0.2136499230091961, + "scr_dir1_threshold_20": 0.2755906842189001, + "scr_metric_threshold_20": 0.2759645428430035, + "scr_dir2_threshold_20": 0.2759645428430035, + "scr_dir1_threshold_50": 0.29133850876727774, + "scr_metric_threshold_50": 0.33531166507072435, + "scr_dir2_threshold_50": 0.33531166507072435, + "scr_dir1_threshold_100": 0.42519689473963335, + "scr_metric_threshold_100": -0.37685450913542845, + "scr_dir2_threshold_100": -0.37685450913542845, + "scr_dir1_threshold_500": 0.007874381601975306, + "scr_metric_threshold_500": 0.24332348412305652, + "scr_dir2_threshold_500": 0.24332348412305652 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.016304136562004374, + "scr_metric_threshold_2": 0.462744992625386, + "scr_dir2_threshold_2": 0.462744992625386, + "scr_dir1_threshold_5": 0.1684780214369383, + "scr_metric_threshold_5": 0.6117645546364233, + "scr_dir2_threshold_5": 0.6117645546364233, + "scr_dir1_threshold_10": 0.1630433092496035, + "scr_metric_threshold_10": 0.48627433564194206, + "scr_dir2_threshold_10": 0.48627433564194206, + "scr_dir1_threshold_20": 0.5652171941245374, + "scr_metric_threshold_20": 0.780392175195585, + "scr_dir2_threshold_20": 0.780392175195585, + "scr_dir1_threshold_50": -0.3423914029377313, + "scr_metric_threshold_50": -0.4274510949724066, + "scr_dir2_threshold_50": -0.4274510949724066, + "scr_dir1_threshold_100": -0.7771738848749339, + "scr_metric_threshold_100": 0.4784312992176598, + "scr_dir2_threshold_100": 0.4784312992176598, + "scr_dir1_threshold_500": -0.9293477697498679, + "scr_metric_threshold_500": 0.4666665108375271, + "scr_dir2_threshold_500": 0.4666665108375271 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.15463902322123155, + "scr_metric_threshold_2": 0.1008065853511987, + "scr_dir2_threshold_2": 0.1008065853511987, + "scr_dir1_threshold_5": 0.25257713270943044, + "scr_metric_threshold_5": 0.1653225980892868, + "scr_dir2_threshold_5": 0.1653225980892868, + "scr_dir1_threshold_10": 0.3659792674159237, + "scr_metric_threshold_10": 0.3588711169861203, + "scr_dir2_threshold_10": 0.3588711169861203, + "scr_dir1_threshold_20": 0.427835061048673, + "scr_metric_threshold_20": 0.4919355885357207, + "scr_dir2_threshold_20": 0.4919355885357207, + "scr_dir1_threshold_50": 0.5051545726592888, + "scr_metric_threshold_50": 0.6169354082797572, + "scr_dir2_threshold_50": 0.6169354082797572, + "scr_dir1_threshold_100": 0.309278353682891, + "scr_metric_threshold_100": 0.3508064651805564, + "scr_dir2_threshold_100": 0.3508064651805564, + "scr_dir1_threshold_500": 0.3144329263421798, + "scr_metric_threshold_500": 0.020161269001982816, + "scr_dir2_threshold_500": 0.020161269001982816 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.23423416892600485, + "scr_metric_threshold_2": 0.2844444609277025, + "scr_dir2_threshold_2": 0.2844444609277025, + "scr_dir1_threshold_5": 0.3693694419340687, + "scr_metric_threshold_5": 0.36000009536742156, + "scr_dir2_threshold_5": 0.36000009536742156, + "scr_dir1_threshold_10": 0.49549555354725494, + "scr_metric_threshold_10": 0.5111110993373553, + "scr_dir2_threshold_10": 0.5111110993373553, + "scr_dir1_threshold_20": 0.5720719487120832, + "scr_metric_threshold_20": 0.49333328741568594, + "scr_dir2_threshold_20": 0.49333328741568594, + "scr_dir1_threshold_50": 0.6036036108600735, + "scr_metric_threshold_50": 0.6755555284759174, + "scr_dir2_threshold_50": 0.6755555284759174, + "scr_dir1_threshold_100": 0.5, + "scr_metric_threshold_100": 0.22666663840965287, + "scr_dir2_threshold_100": 0.22666663840965287, + "scr_dir1_threshold_500": 0.44144139064615195, + "scr_metric_threshold_500": 0.8266665324458512, + "scr_dir2_threshold_500": 0.8266665324458512 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.06866965525497992, + "scr_metric_threshold_2": 0.06866965525497992, + "scr_dir2_threshold_2": 0.05238083614515829, + "scr_dir1_threshold_5": 0.13304726519611204, + "scr_metric_threshold_5": 0.13304726519611204, + "scr_dir2_threshold_5": 0.09047614452250444, + "scr_dir1_threshold_10": 0.18025746132349915, + "scr_metric_threshold_10": 0.18025746132349915, + "scr_dir2_threshold_10": 0.18571413163427958, + "scr_dir1_threshold_20": 0.2703863198921898, + "scr_metric_threshold_20": 0.2703863198921898, + "scr_dir2_threshold_20": 0.2333334090217574, + "scr_dir1_threshold_50": 0.25751069557841055, + "scr_metric_threshold_50": 0.25751069557841055, + "scr_dir2_threshold_50": 0.20952391224381361, + "scr_dir1_threshold_100": 0.3905579607745226, + "scr_metric_threshold_100": 0.3905579607745226, + "scr_dir2_threshold_100": 0.300000056766318, + "scr_dir1_threshold_500": -0.09012885856869063, + "scr_metric_threshold_500": -0.09012885856869063, + "scr_dir2_threshold_500": 0.45714284903338315 + } + ], + "sae_bench_commit_hash": "a0fb5e90a82a0414ca9be0511ec3df44af433f2f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..a084fcc786ac3a9e906986f6046ebc0c09f8a286 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "edf7f97f-c0eb-4172-9245-f405d675c0ca", + "datetime_epoch_millis": 1737395691112, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2568745193400355, + "scr_metric_threshold_2": 0.16130825410717303, + "scr_dir2_threshold_2": 0.1622406818580877, + "scr_dir1_threshold_5": 0.25279305315674955, + "scr_metric_threshold_5": 0.23724417173270432, + "scr_dir2_threshold_5": 0.23852917828176007, + "scr_dir1_threshold_10": 0.25857203595710987, + "scr_metric_threshold_10": 0.2942084597652576, + "scr_dir2_threshold_10": 0.29179684318453597, + "scr_dir1_threshold_20": 0.2614666951463269, + "scr_metric_threshold_20": 0.3276537943562558, + "scr_dir2_threshold_20": 0.3305405969869334, + "scr_dir1_threshold_50": 0.12420360370835225, + "scr_metric_threshold_50": 0.3657343205566351, + "scr_dir2_threshold_50": 0.37563878779918947, + "scr_dir1_threshold_100": 0.07796913873196344, + "scr_metric_threshold_100": 0.3544160051768036, + "scr_dir2_threshold_100": 0.35305436509827165, + "scr_dir1_threshold_500": -0.2529507716193171, + "scr_metric_threshold_500": 0.3056150634721868, + "scr_dir2_threshold_500": 0.29325300592657205 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.42187508731147705, + "scr_metric_threshold_2": 0.03201958438240929, + "scr_dir2_threshold_2": 0.03201958438240929, + "scr_dir1_threshold_5": 0.42187508731147705, + "scr_metric_threshold_5": 0.05911327084143844, + "scr_dir2_threshold_5": 0.05911327084143844, + "scr_dir1_threshold_10": 0.4062502910382569, + "scr_metric_threshold_10": 0.07635457421585395, + "scr_dir2_threshold_10": 0.07635457421585395, + "scr_dir1_threshold_20": 0.3749997671693945, + "scr_metric_threshold_20": 0.088669832857426, + "scr_dir2_threshold_20": 0.088669832857426, + "scr_dir1_threshold_50": 0.4062502910382569, + "scr_metric_threshold_50": 0.22167480235776, + "scr_dir2_threshold_50": 0.22167480235776, + "scr_dir1_threshold_100": 0.21874994179234863, + "scr_metric_threshold_100": 0.41133002033311067, + "scr_dir2_threshold_100": 0.41133002033311067, + "scr_dir1_threshold_500": -0.6562498253770459, + "scr_metric_threshold_500": 0.2931033318407705, + "scr_dir2_threshold_500": 0.2931033318407705 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2429903262212547, + "scr_metric_threshold_2": 0.291066311626822, + "scr_dir2_threshold_2": 0.291066311626822, + "scr_dir1_threshold_5": 0.2336446515690506, + "scr_metric_threshold_5": 0.37463975262183136, + "scr_dir2_threshold_5": 0.37463975262183136, + "scr_dir1_threshold_10": 0.16822437195083229, + "scr_metric_threshold_10": 0.4207493557717049, + "scr_dir2_threshold_10": 0.4207493557717049, + "scr_dir1_threshold_20": 0.16822437195083229, + "scr_metric_threshold_20": 0.48703178147116627, + "scr_dir2_threshold_20": 0.48703178147116627, + "scr_dir1_threshold_50": -0.7102807434649352, + "scr_metric_threshold_50": 0.49855918225863466, + "scr_dir2_threshold_50": 0.49855918225863466, + "scr_dir1_threshold_100": -0.8971964647201757, + "scr_metric_threshold_100": -0.005763614508079607, + "scr_dir2_threshold_100": -0.005763614508079607, + "scr_dir1_threshold_500": -1.224299533969636, + "scr_metric_threshold_500": -0.08357344099500935, + "scr_dir2_threshold_500": -0.08357344099500935 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.578124912688523, + "scr_metric_threshold_2": 0.02784819256855401, + "scr_dir2_threshold_2": 0.02784819256855401, + "scr_dir1_threshold_5": 0.5625001164153027, + "scr_metric_threshold_5": 0.058227846955206435, + "scr_dir2_threshold_5": 0.058227846955206435, + "scr_dir1_threshold_10": 0.578124912688523, + "scr_metric_threshold_10": 0.13164567200155847, + "scr_dir2_threshold_10": 0.13164567200155847, + "scr_dir1_threshold_20": 0.5156247962732202, + "scr_metric_threshold_20": 0.2101265715819267, + "scr_dir2_threshold_20": 0.2101265715819267, + "scr_dir1_threshold_50": 0.3437501746229541, + "scr_metric_threshold_50": 0.29873422382160497, + "scr_dir2_threshold_50": 0.29873422382160497, + "scr_dir1_threshold_100": -0.2968748544808716, + "scr_metric_threshold_100": 0.3341772545379124, + "scr_dir2_threshold_100": 0.3341772545379124, + "scr_dir1_threshold_500": -1.171874621650266, + "scr_metric_threshold_500": 0.10632924304674166, + "scr_dir2_threshold_500": 0.10632924304674166 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.13385838597235566, + "scr_metric_threshold_2": 0.2818991843184253, + "scr_dir2_threshold_2": 0.2818991843184253, + "scr_dir1_threshold_5": -0.07874006139746104, + "scr_metric_threshold_5": 0.3531157663653655, + "scr_dir2_threshold_5": 0.3531157663653655, + "scr_dir1_threshold_10": -0.023621736822566405, + "scr_metric_threshold_10": 0.42433234841230566, + "scr_dir2_threshold_10": 0.42433234841230566, + "scr_dir1_threshold_20": -0.05511785524710812, + "scr_metric_threshold_20": 0.2908013233999337, + "scr_dir2_threshold_20": 0.2908013233999337, + "scr_dir1_threshold_50": -0.18897624121946377, + "scr_metric_threshold_50": 0.33234434433301346, + "scr_dir2_threshold_50": 0.33234434433301346, + "scr_dir1_threshold_100": 0.4488191008899863, + "scr_metric_threshold_100": 0.20474778392768772, + "scr_dir2_threshold_100": 0.20474778392768772, + "scr_dir1_threshold_500": 0.03149611842454171, + "scr_metric_threshold_500": 0.19287850097684403, + "scr_dir2_threshold_500": 0.19287850097684403 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.048913057562533044, + "scr_metric_threshold_2": 0.1490195620110374, + "scr_dir2_threshold_2": 0.1490195620110374, + "scr_dir1_threshold_5": 0.07608694243746696, + "scr_metric_threshold_5": 0.38039217519558505, + "scr_dir2_threshold_5": 0.38039217519558505, + "scr_dir1_threshold_10": 0.08152165462480175, + "scr_metric_threshold_10": 0.4823528174298009, + "scr_dir2_threshold_10": 0.4823528174298009, + "scr_dir1_threshold_20": 0.10869553949973566, + "scr_metric_threshold_20": 0.6039215182121411, + "scr_dir2_threshold_20": 0.6039215182121411, + "scr_dir1_threshold_50": 0.021739172687599125, + "scr_metric_threshold_50": 0.6941176058099336, + "scr_dir2_threshold_50": 0.6941176058099336, + "scr_dir1_threshold_100": 0.0, + "scr_metric_threshold_100": 0.7176469488264897, + "scr_dir2_threshold_100": 0.7176469488264897, + "scr_dir1_threshold_500": 0.005434712187334791, + "scr_metric_threshold_500": 0.7490195620110374, + "scr_dir2_threshold_500": 0.7490195620110374 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.2113399369542642, + "scr_metric_threshold_2": 0.07258066454365199, + "scr_dir2_threshold_2": 0.07258066454365199, + "scr_dir1_threshold_5": 0.309278353682891, + "scr_metric_threshold_5": 0.11290320254761761, + "scr_dir2_threshold_5": 0.11290320254761761, + "scr_dir1_threshold_10": 0.3350515242197629, + "scr_metric_threshold_10": 0.15322574055158325, + "scr_dir2_threshold_10": 0.15322574055158325, + "scr_dir1_threshold_20": 0.3659792674159237, + "scr_metric_threshold_20": 0.21774199363095595, + "scr_dir2_threshold_20": 0.21774199363095595, + "scr_dir1_threshold_50": 0.3969070106120844, + "scr_metric_threshold_50": 0.22983885116865949, + "scr_dir2_threshold_50": 0.22983885116865949, + "scr_dir1_threshold_100": 0.4845359747817057, + "scr_metric_threshold_100": 0.3346774019107132, + "scr_dir2_threshold_100": 0.3346774019107132, + "scr_dir1_threshold_500": 0.453608231585545, + "scr_metric_threshold_500": 0.3508064651805564, + "scr_dir2_threshold_500": 0.3508064651805564 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.3063063861274755, + "scr_metric_threshold_2": 0.3244444715240827, + "scr_dir2_threshold_2": 0.3244444715240827, + "scr_dir1_threshold_5": 0.3603602805391911, + "scr_metric_threshold_5": 0.42222230463851246, + "scr_dir2_threshold_5": 0.42222230463851246, + "scr_dir1_threshold_10": 0.351351387633701, + "scr_metric_threshold_10": 0.49333328741568594, + "scr_dir2_threshold_10": 0.49333328741568594, + "scr_dir1_threshold_20": 0.445945837098897, + "scr_metric_threshold_20": 0.5555554966867768, + "scr_dir2_threshold_20": 0.5555554966867768, + "scr_dir1_threshold_50": 0.5225225007531127, + "scr_metric_threshold_50": 0.4488888900662645, + "scr_dir2_threshold_50": 0.4488888900662645, + "scr_dir1_threshold_100": 0.37387388838681374, + "scr_metric_threshold_100": 0.5466667231806942, + "scr_dir2_threshold_100": 0.5466667231806942, + "scr_dir1_threshold_500": 0.3108108325802206, + "scr_metric_threshold_500": 0.6088889324517851, + "scr_dir2_threshold_500": 0.6088889324517851 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.11158806188240133, + "scr_metric_threshold_2": 0.11158806188240133, + "scr_dir2_threshold_2": 0.11904748388971893, + "scr_dir1_threshold_5": 0.13733905469607777, + "scr_metric_threshold_5": 0.13733905469607777, + "scr_dir2_threshold_5": 0.14761910708852366, + "scr_dir1_threshold_10": 0.17167388232356773, + "scr_metric_threshold_10": 0.17167388232356773, + "scr_dir2_threshold_10": 0.1523809496777944, + "scr_dir1_threshold_20": 0.1673818370097199, + "scr_metric_threshold_20": 0.1673818370097199, + "scr_dir2_threshold_20": 0.19047625805514054, + "scr_dir1_threshold_50": 0.20171666463720986, + "scr_metric_threshold_50": 0.20171666463720986, + "scr_dir2_threshold_50": 0.280952402577645, + "scr_dir1_threshold_100": 0.2918455232059005, + "scr_metric_threshold_100": 0.2918455232059005, + "scr_dir2_threshold_100": 0.280952402577645, + "scr_dir1_threshold_500": 0.2274679132647684, + "scr_metric_threshold_500": 0.2274679132647684, + "scr_dir2_threshold_500": 0.12857145289985059 + } + ], + "sae_bench_commit_hash": "a0fb5e90a82a0414ca9be0511ec3df44af433f2f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_1", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..de6fc8ee5e280f03101f4e8962cc7ecdf95e0465 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "2f19b2bd-56c3-4ddc-a5d6-a71fab421485", + "datetime_epoch_millis": 1737409256055, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.26725018143137996, + "scr_metric_threshold_2": 0.1257007461593312, + "scr_dir2_threshold_2": 0.11752833920781408, + "scr_dir1_threshold_5": 0.2866491231027775, + "scr_metric_threshold_5": 0.20888048901258247, + "scr_dir2_threshold_5": 0.20630025597875848, + "scr_dir1_threshold_10": 0.27854392389454635, + "scr_metric_threshold_10": 0.2937107489186898, + "scr_dir2_threshold_10": 0.29487054975886995, + "scr_dir1_threshold_20": 0.2929608497732243, + "scr_metric_threshold_20": 0.36772863652250437, + "scr_dir2_threshold_20": 0.36673485367836584, + "scr_dir1_threshold_50": 0.24123546674898574, + "scr_metric_threshold_50": 0.3901960705971162, + "scr_dir2_threshold_50": 0.3891946307953771, + "scr_dir1_threshold_100": 0.21716195647463904, + "scr_metric_threshold_100": 0.4327078256471124, + "scr_dir2_threshold_100": 0.4403335034964725, + "scr_dir1_threshold_500": -0.20871400040699303, + "scr_metric_threshold_500": 0.35531679651481946, + "scr_dir2_threshold_500": 0.34565757925484364 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.5, + "scr_metric_threshold_2": 0.02955656201598755, + "scr_dir2_threshold_2": 0.02955656201598755, + "scr_dir1_threshold_5": 0.5312505238688624, + "scr_metric_threshold_5": 0.051724056932709886, + "scr_dir2_threshold_5": 0.051724056932709886, + "scr_dir1_threshold_10": 0.5156247962732202, + "scr_metric_threshold_10": 0.07142852948301047, + "scr_dir2_threshold_10": 0.07142852948301047, + "scr_dir1_threshold_20": 0.5156247962732202, + "scr_metric_threshold_20": 0.088669832857426, + "scr_dir2_threshold_20": 0.088669832857426, + "scr_dir1_threshold_50": 0.3593749708961743, + "scr_metric_threshold_50": 0.1970442850746159, + "scr_dir2_threshold_50": 0.1970442850746159, + "scr_dir1_threshold_100": 0.3437501746229541, + "scr_metric_threshold_100": 0.233990060999332, + "scr_dir2_threshold_100": 0.233990060999332, + "scr_dir1_threshold_500": -0.749999534338789, + "scr_metric_threshold_500": 0.3374383216742151, + "scr_dir2_threshold_500": 0.3374383216742151 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2616822325784525, + "scr_metric_threshold_2": 0.08645542002035833, + "scr_dir2_threshold_2": 0.08645542002035833, + "scr_dir1_threshold_5": 0.2616822325784525, + "scr_metric_threshold_5": 0.19596546984434426, + "scr_dir2_threshold_5": 0.19596546984434426, + "scr_dir1_threshold_10": 0.2990654882400586, + "scr_metric_threshold_10": 0.36023054458032316, + "scr_dir2_threshold_10": 0.36023054458032316, + "scr_dir1_threshold_20": 0.3271025121966708, + "scr_metric_threshold_20": 0.4495677718547213, + "scr_dir2_threshold_20": 0.4495677718547213, + "scr_dir1_threshold_50": 0.10280353527982433, + "scr_metric_threshold_50": 0.4697407661756183, + "scr_dir2_threshold_50": 0.4697407661756183, + "scr_dir1_threshold_100": -0.08411218597541614, + "scr_metric_threshold_100": 0.4927953959792459, + "scr_dir2_threshold_100": 0.4927953959792459, + "scr_dir1_threshold_500": -0.7196264181171393, + "scr_metric_threshold_500": -0.06051863942007258, + "scr_dir2_threshold_500": -0.06051863942007258 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.578124912688523, + "scr_metric_threshold_2": 0.04303801976188022, + "scr_dir2_threshold_2": 0.04303801976188022, + "scr_dir1_threshold_5": 0.578124912688523, + "scr_metric_threshold_5": 0.06835444871669703, + "scr_dir2_threshold_5": 0.06835444871669703, + "scr_dir1_threshold_10": 0.5156247962732202, + "scr_metric_threshold_10": 0.13924051014931188, + "scr_dir2_threshold_10": 0.13924051014931188, + "scr_dir1_threshold_20": 0.4843752037267798, + "scr_metric_threshold_20": 0.21518994791158172, + "scr_dir2_threshold_20": 0.21518994791158172, + "scr_dir1_threshold_50": 0.32812537834973393, + "scr_metric_threshold_50": 0.24810136591197135, + "scr_dir2_threshold_50": 0.24810136591197135, + "scr_dir1_threshold_100": 0.1093754365573853, + "scr_metric_threshold_100": 0.29113923477603215, + "scr_dir2_threshold_100": 0.29113923477603215, + "scr_dir1_threshold_500": -1.5312495925464404, + "scr_metric_threshold_500": 0.02025320352298121, + "scr_dir2_threshold_500": 0.02025320352298121 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.22834674124598078, + "scr_metric_threshold_2": 0.13946602022454502, + "scr_dir2_threshold_2": 0.13946602022454502, + "scr_dir1_threshold_5": 0.18897671054725027, + "scr_metric_threshold_5": 0.23145402430383724, + "scr_dir2_threshold_5": 0.23145402430383724, + "scr_dir1_threshold_10": -0.04724394297291932, + "scr_metric_threshold_10": 0.31157274543228575, + "scr_dir2_threshold_10": 0.31157274543228575, + "scr_dir1_threshold_20": -0.20472406576784138, + "scr_metric_threshold_20": 0.412463065461462, + "scr_dir2_threshold_20": 0.412463065461462, + "scr_dir1_threshold_50": 0.0, + "scr_metric_threshold_50": 0.379822006741515, + "scr_dir2_threshold_50": 0.379822006741515, + "scr_dir1_threshold_100": 0.4488191008899863, + "scr_metric_threshold_100": 0.40059360564224267, + "scr_dir2_threshold_100": 0.40059360564224267, + "scr_dir1_threshold_500": 0.259842390342736, + "scr_metric_threshold_500": 0.1869436826330466, + "scr_dir2_threshold_500": 0.1869436826330466 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.07065223025013216, + "scr_metric_threshold_2": 0.21176455463642335, + "scr_dir2_threshold_2": 0.21176455463642335, + "scr_dir1_threshold_5": 0.08152165462480175, + "scr_metric_threshold_5": 0.4274508612286972, + "scr_dir2_threshold_5": 0.4274508612286972, + "scr_dir1_threshold_10": 0.14130413656200438, + "scr_metric_threshold_10": 0.5529410802231784, + "scr_dir2_threshold_10": 0.5529410802231784, + "scr_dir1_threshold_20": 0.1576085970622687, + "scr_metric_threshold_20": 0.662744992625386, + "scr_dir2_threshold_20": 0.662744992625386, + "scr_dir1_threshold_50": -0.032608921000528666, + "scr_metric_threshold_50": 0.6941176058099336, + "scr_dir2_threshold_50": 0.6941176058099336, + "scr_dir1_threshold_100": -0.048913057562533044, + "scr_metric_threshold_100": 0.666666510837527, + "scr_dir2_threshold_100": 0.666666510837527, + "scr_dir1_threshold_500": 0.03260859706226871, + "scr_metric_threshold_500": 0.7176469488264897, + "scr_dir2_threshold_500": 0.7176469488264897 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.17525762109881465, + "scr_metric_threshold_2": 0.07661287027579163, + "scr_dir2_threshold_2": 0.07661287027579163, + "scr_dir1_threshold_5": 0.28350487590559115, + "scr_metric_threshold_5": 0.1935485188968335, + "scr_dir2_threshold_5": 0.1935485188968335, + "scr_dir1_threshold_10": 0.29896890112388547, + "scr_metric_threshold_10": 0.2137097878988163, + "scr_dir2_threshold_10": 0.2137097878988163, + "scr_dir1_threshold_20": 0.4175256084896675, + "scr_metric_threshold_20": 0.29032265817460795, + "scr_dir2_threshold_20": 0.29032265817460795, + "scr_dir1_threshold_50": 0.3659792674159237, + "scr_metric_threshold_50": 0.2580645316349216, + "scr_dir2_threshold_50": 0.2580645316349216, + "scr_dir1_threshold_100": 0.32989664432004623, + "scr_metric_threshold_100": 0.43145154118848766, + "scr_dir2_threshold_100": 0.43145154118848766, + "scr_dir1_threshold_500": 0.43814420636725065, + "scr_metric_threshold_500": 0.5403225380039657, + "scr_dir2_threshold_500": 0.5403225380039657 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.22522527602051473, + "scr_metric_threshold_2": 0.32000008477104136, + "scr_dir2_threshold_2": 0.32000008477104136, + "scr_dir1_threshold_5": 0.25225222322637253, + "scr_metric_threshold_5": 0.3866666807951736, + "scr_dir2_threshold_5": 0.3866666807951736, + "scr_dir1_threshold_10": 0.3333333333333333, + "scr_metric_threshold_10": 0.5288889112590248, + "scr_dir2_threshold_10": 0.5288889112590248, + "scr_dir1_threshold_20": 0.41441444344029416, + "scr_metric_threshold_20": 0.5911111205301157, + "scr_dir2_threshold_20": 0.5911111205301157, + "scr_dir1_threshold_50": 0.5315313936586028, + "scr_metric_threshold_50": 0.5999998940361982, + "scr_dir2_threshold_50": 0.5999998940361982, + "scr_dir1_threshold_100": 0.34234222623882343, + "scr_metric_threshold_100": 0.6488889430481654, + "scr_dir2_threshold_100": 0.6488889430481654, + "scr_dir1_threshold_500": 0.1756755595721568, + "scr_metric_threshold_500": 0.6755555284759174, + "scr_dir2_threshold_500": 0.6755555284759174 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.09871243756862208, + "scr_metric_threshold_2": 0.09871243756862208, + "scr_dir2_threshold_2": 0.033333181956485214, + "scr_dir1_threshold_5": 0.11587985138236706, + "scr_metric_threshold_5": 0.11587985138236706, + "scr_dir2_threshold_5": 0.09523798711177515, + "scr_dir1_threshold_10": 0.17167388232356773, + "scr_metric_threshold_10": 0.17167388232356773, + "scr_dir2_threshold_10": 0.18095228904500887, + "scr_dir1_threshold_20": 0.23175970276473412, + "scr_metric_threshold_20": 0.23175970276473412, + "scr_dir2_threshold_20": 0.22380944001162575, + "scr_dir1_threshold_50": 0.27467810939215553, + "scr_metric_threshold_50": 0.27467810939215553, + "scr_dir2_threshold_50": 0.2666665909782426, + "scr_dir1_threshold_100": 0.29613731270586624, + "scr_metric_threshold_100": 0.29613731270586624, + "scr_dir2_threshold_100": 0.35714273550074704, + "scr_dir1_threshold_500": 0.42489278840201256, + "scr_metric_threshold_500": 0.42489278840201256, + "scr_dir2_threshold_500": 0.34761905032220564 + } + ], + "sae_bench_commit_hash": "a0fb5e90a82a0414ca9be0511ec3df44af433f2f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_2", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..f44d95bef16400cc108c744b5d05431c86463433 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "3597b074-c08b-40a3-a746-7d21e6ddf29e", + "datetime_epoch_millis": 1737410318305, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.29759618190955067, + "scr_metric_threshold_2": 0.16840802588598885, + "scr_dir2_threshold_2": 0.1691054590689863, + "scr_dir1_threshold_5": 0.2975862018165669, + "scr_metric_threshold_5": 0.2574709817012053, + "scr_dir2_threshold_5": 0.25506702207808424, + "scr_dir1_threshold_10": 0.3449599061715352, + "scr_metric_threshold_10": 0.3304052231348896, + "scr_dir2_threshold_10": 0.3331668200566916, + "scr_dir1_threshold_20": 0.39734263747728377, + "scr_metric_threshold_20": 0.3887480513014405, + "scr_dir2_threshold_20": 0.39203846495313766, + "scr_dir1_threshold_50": 0.19347425020312123, + "scr_metric_threshold_50": 0.39249109793275233, + "scr_dir2_threshold_50": 0.3852869399744601, + "scr_dir1_threshold_100": 0.1000189126151987, + "scr_metric_threshold_100": 0.4248525989338896, + "scr_dir2_threshold_100": 0.40431047747915716, + "scr_dir1_threshold_500": -0.6323922023509009, + "scr_metric_threshold_500": 0.26379529368393767, + "scr_dir2_threshold_500": 0.22298446504176103 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.5312505238688624, + "scr_metric_threshold_2": 0.12807877795802716, + "scr_dir2_threshold_2": 0.12807877795802716, + "scr_dir1_threshold_5": 0.5156247962732202, + "scr_metric_threshold_5": 0.1970442850746159, + "scr_dir2_threshold_5": 0.1970442850746159, + "scr_dir1_threshold_10": 0.5625001164153027, + "scr_metric_threshold_10": 0.21428558844903142, + "scr_dir2_threshold_10": 0.21428558844903142, + "scr_dir1_threshold_20": 0.5312505238688624, + "scr_metric_threshold_20": 0.23152703863291027, + "scr_dir2_threshold_20": 0.23152703863291027, + "scr_dir1_threshold_50": -0.7812500582076514, + "scr_metric_threshold_50": 0.2807880731991984, + "scr_dir2_threshold_50": 0.2807880731991984, + "scr_dir1_threshold_100": -1.0937497089617432, + "scr_metric_threshold_100": 0.2635467698247829, + "scr_dir2_threshold_100": 0.2635467698247829, + "scr_dir1_threshold_500": -2.4687494761311375, + "scr_metric_threshold_500": 0.19211824034177244, + "scr_dir2_threshold_500": 0.19211824034177244 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.36448576785827685, + "scr_metric_threshold_2": 0.23919309396886884, + "scr_dir2_threshold_2": 0.23919309396886884, + "scr_dir1_threshold_5": 0.33644874390166457, + "scr_metric_threshold_5": 0.311239305947719, + "scr_dir2_threshold_5": 0.311239305947719, + "scr_dir1_threshold_10": 0.36448576785827685, + "scr_metric_threshold_10": 0.3342939357513466, + "scr_dir2_threshold_10": 0.3342939357513466, + "scr_dir1_threshold_20": 0.2056076276124383, + "scr_metric_threshold_20": 0.4034583404761569, + "scr_dir2_threshold_20": 0.4034583404761569, + "scr_dir1_threshold_50": 0.2897198135878545, + "scr_metric_threshold_50": 0.5475504208912388, + "scr_dir2_threshold_50": 0.5475504208912388, + "scr_dir1_threshold_100": -0.3831776742154747, + "scr_metric_threshold_100": 0.5792508159996043, + "scr_dir2_threshold_100": 0.5792508159996043, + "scr_dir1_threshold_500": 0.33644874390166457, + "scr_metric_threshold_500": -0.13832846590700232, + "scr_dir2_threshold_500": -0.13832846590700232 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5625001164153027, + "scr_metric_threshold_2": 0.04556963247779803, + "scr_dir2_threshold_2": 0.04556963247779803, + "scr_dir1_threshold_5": 0.5937506402841651, + "scr_metric_threshold_5": 0.06582283600077923, + "scr_dir2_threshold_5": 0.06582283600077923, + "scr_dir1_threshold_10": 0.5937506402841651, + "scr_metric_threshold_10": 0.13924051014931188, + "scr_dir2_threshold_10": 0.13924051014931188, + "scr_dir1_threshold_20": 0.5625001164153027, + "scr_metric_threshold_20": 0.09367087767151386, + "scr_dir2_threshold_20": 0.09367087767151386, + "scr_dir1_threshold_50": 0.39062549476503666, + "scr_metric_threshold_50": 0.02784819256855401, + "scr_dir2_threshold_50": 0.02784819256855401, + "scr_dir1_threshold_100": 0.39062549476503666, + "scr_metric_threshold_100": 0.015189978091145603, + "scr_dir2_threshold_100": 0.015189978091145603, + "scr_dir1_threshold_500": -4.640624097781404, + "scr_metric_threshold_500": -0.19999996982043614, + "scr_dir2_threshold_500": -0.19999996982043614 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.299212890369253, + "scr_metric_threshold_2": 0.1127597798483955, + "scr_dir2_threshold_2": 0.1127597798483955, + "scr_dir1_threshold_5": 0.2362206535201696, + "scr_metric_threshold_5": 0.16913958133840545, + "scr_dir2_threshold_5": 0.16913958133840545, + "scr_dir1_threshold_10": 0.2755906842189001, + "scr_metric_threshold_10": 0.29673596487535553, + "scr_dir2_threshold_10": 0.29673596487535553, + "scr_dir1_threshold_20": 0.7322832280552887, + "scr_metric_threshold_20": 0.37685468600380406, + "scr_dir2_threshold_20": 0.37685468600380406, + "scr_dir1_threshold_50": 0.37007903949252524, + "scr_metric_threshold_50": 0.12166174206152826, + "scr_dir2_threshold_50": 0.12166174206152826, + "scr_dir1_threshold_100": 0.5118108684112832, + "scr_metric_threshold_100": 0.3382789858084353, + "scr_dir2_threshold_100": 0.3382789858084353, + "scr_dir1_threshold_500": 0.33070853946600826, + "scr_metric_threshold_500": -0.16913940447002984, + "scr_dir2_threshold_500": -0.16913940447002984 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.05434776974986783, + "scr_metric_threshold_2": 0.28627433564194205, + "scr_dir2_threshold_2": 0.28627433564194205, + "scr_dir1_threshold_5": 0.0, + "scr_metric_threshold_5": 0.5254902189944813, + "scr_dir2_threshold_5": 0.5254902189944813, + "scr_dir1_threshold_10": 0.010869424374669583, + "scr_metric_threshold_10": 0.5803921751955851, + "scr_dir2_threshold_10": 0.5803921751955851, + "scr_dir1_threshold_20": 0.016304136562004374, + "scr_metric_threshold_20": 0.6784312992176598, + "scr_dir2_threshold_20": 0.6784312992176598, + "scr_dir1_threshold_50": -0.14130446050026432, + "scr_metric_threshold_50": 0.7490195620110374, + "scr_dir2_threshold_50": 0.7490195620110374, + "scr_dir1_threshold_100": -0.10326082731240087, + "scr_metric_threshold_100": 0.8039215182121411, + "scr_dir2_threshold_100": 0.8039215182121411, + "scr_dir1_threshold_500": 0.0380433092496035, + "scr_metric_threshold_500": 0.8078430364242822, + "scr_dir2_threshold_500": 0.8078430364242822 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.22680396217255852, + "scr_metric_threshold_2": 0.12096785435318151, + "scr_dir2_threshold_2": 0.12096785435318151, + "scr_dir1_threshold_5": 0.3041234737831743, + "scr_metric_threshold_5": 0.1733872498948507, + "scr_dir2_threshold_5": 0.1733872498948507, + "scr_dir1_threshold_10": 0.34536066953834055, + "scr_metric_threshold_10": 0.2943548639067476, + "scr_dir2_threshold_10": 0.2943548639067476, + "scr_dir1_threshold_20": 0.381443292634218, + "scr_metric_threshold_20": 0.3790323859881031, + "scr_dir2_threshold_20": 0.3790323859881031, + "scr_dir1_threshold_50": 0.5, + "scr_metric_threshold_50": 0.4919355885357207, + "scr_dir2_threshold_50": 0.4919355885357207, + "scr_dir1_threshold_100": 0.5412368885147383, + "scr_metric_threshold_100": 0.5806450760079312, + "scr_dir2_threshold_100": 0.5806450760079312, + "scr_dir1_threshold_500": 0.4123710358303787, + "scr_metric_threshold_500": 0.63709667728174, + "scr_dir2_threshold_500": 0.63709667728174 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.24774777677362747, + "scr_metric_threshold_2": 0.32000008477104136, + "scr_dir2_threshold_2": 0.32000008477104136, + "scr_dir1_threshold_5": 0.26576583107399515, + "scr_metric_threshold_5": 0.4888889006626446, + "scr_dir2_threshold_5": 0.4888889006626446, + "scr_dir1_threshold_10": 0.4054052820454166, + "scr_metric_threshold_10": 0.5822220821145289, + "scr_dir2_threshold_10": 0.5822220821145289, + "scr_dir1_threshold_20": 0.5090088929054901, + "scr_metric_threshold_20": 0.7066665006567107, + "scr_dir2_threshold_20": 0.7066665006567107, + "scr_dir1_threshold_50": 0.5765766636542158, + "scr_metric_threshold_50": 0.5777776953614876, + "scr_dir2_threshold_50": 0.5777776953614876, + "scr_dir1_threshold_100": 0.5675675022593382, + "scr_metric_threshold_100": 0.4488888900662645, + "scr_dir2_threshold_100": 0.4488888900662645, + "scr_dir1_threshold_500": 0.3918919426871814, + "scr_metric_threshold_500": 0.4399998516506776, + "scr_dir2_threshold_500": 0.4399998516506776 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.09442064806865635, + "scr_metric_threshold_2": 0.09442064806865635, + "scr_dir2_threshold_2": 0.10000011353263609, + "scr_dir1_threshold_5": 0.12875547569614632, + "scr_metric_threshold_5": 0.12875547569614632, + "scr_dir2_threshold_5": 0.10952379871117751, + "scr_dir1_threshold_10": 0.20171666463720986, + "scr_metric_threshold_10": 0.20171666463720986, + "scr_dir2_threshold_10": 0.22380944001162575, + "scr_dir1_threshold_20": 0.24034328176466555, + "scr_metric_threshold_20": 0.24034328176466555, + "scr_dir2_threshold_20": 0.2666665909782426, + "scr_dir1_threshold_50": 0.3433475088332533, + "scr_metric_threshold_50": 0.3433475088332533, + "scr_dir2_threshold_50": 0.2857142451669157, + "scr_dir1_threshold_100": 0.3690987574608119, + "scr_metric_threshold_100": 0.3690987574608119, + "scr_dir2_threshold_100": 0.20476178582295265, + "scr_dir1_threshold_500": 0.5407723839704975, + "scr_metric_threshold_500": 0.5407723839704975, + "scr_dir2_threshold_500": 0.21428575483308432 + } + ], + "sae_bench_commit_hash": "a0fb5e90a82a0414ca9be0511ec3df44af433f2f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..ce645f804a62a8c21a45489d380cb049f32b8b96 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "3816e1a7-f507-46e5-a33a-6ecd74d3eb8e", + "datetime_epoch_millis": 1737411381971, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.30199780323873077, + "scr_metric_threshold_2": 0.1752609072203396, + "scr_dir2_threshold_2": 0.16976324372543578, + "scr_dir1_threshold_5": -0.4440061834728684, + "scr_metric_threshold_5": 0.25653438600154305, + "scr_dir2_threshold_5": 0.24983860490172094, + "scr_dir1_threshold_10": 0.09210258465700112, + "scr_metric_threshold_10": 0.24983929519683978, + "scr_dir2_threshold_10": 0.24110741170828998, + "scr_dir1_threshold_20": -0.32279215776756764, + "scr_metric_threshold_20": 0.31401684636210625, + "scr_dir2_threshold_20": 0.29539327854482655, + "scr_dir1_threshold_50": -0.9505790843185209, + "scr_metric_threshold_50": 0.27270723004493697, + "scr_dir2_threshold_50": 0.2739257875212802, + "scr_dir1_threshold_100": -1.1119628148001175, + "scr_metric_threshold_100": 0.22081246066692894, + "scr_dir2_threshold_100": 0.2018721352938184, + "scr_dir1_threshold_500": -1.6246545111427966, + "scr_metric_threshold_500": 0.1382841076881044, + "scr_dir2_threshold_500": 0.14523282770484083 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.5468753201420825, + "scr_metric_threshold_2": 0.03448275355829437, + "scr_dir2_threshold_2": 0.03448275355829437, + "scr_dir1_threshold_5": 0.4843752037267798, + "scr_metric_threshold_5": 0.08128076575816078, + "scr_dir2_threshold_5": 0.08128076575816078, + "scr_dir1_threshold_10": 0.42187508731147705, + "scr_metric_threshold_10": 0.0073890670992652185, + "scr_dir2_threshold_10": 0.0073890670992652185, + "scr_dir1_threshold_20": -0.5625001164153027, + "scr_metric_threshold_20": 0.04187182065755959, + "scr_dir2_threshold_20": 0.04187182065755959, + "scr_dir1_threshold_50": 0.3593749708961743, + "scr_metric_threshold_50": 0.29556650101665555, + "scr_dir2_threshold_50": 0.29556650101665555, + "scr_dir1_threshold_100": -0.8124996507540918, + "scr_metric_threshold_100": 0.19211824034177244, + "scr_dir2_threshold_100": 0.19211824034177244, + "scr_dir1_threshold_500": -2.734374738065569, + "scr_metric_threshold_500": 0.1699507454250501, + "scr_dir2_threshold_500": 0.1699507454250501 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.34579441855386867, + "scr_metric_threshold_2": 0.19020168356495548, + "scr_dir2_threshold_2": 0.19020168356495548, + "scr_dir1_threshold_5": -1.04672893031381, + "scr_metric_threshold_5": 0.23631128671482904, + "scr_dir2_threshold_5": 0.23631128671482904, + "scr_dir1_threshold_10": -0.09345786062762024, + "scr_metric_threshold_10": -0.05763683216603277, + "scr_dir2_threshold_10": -0.05763683216603277, + "scr_dir1_threshold_20": 0.2429903262212547, + "scr_metric_threshold_20": 0.25648410926441684, + "scr_dir2_threshold_20": 0.25648410926441684, + "scr_dir1_threshold_50": -0.3271030692494605, + "scr_metric_threshold_50": 0.008645593533428586, + "scr_dir2_threshold_50": 0.008645593533428586, + "scr_dir1_threshold_100": -0.9252340457295776, + "scr_metric_threshold_100": -0.1585014602278993, + "scr_dir2_threshold_100": -0.1585014602278993, + "scr_dir1_threshold_500": -3.252337114979038, + "scr_metric_threshold_500": -0.40345816870484774, + "scr_dir2_threshold_500": -0.40345816870484774 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5156247962732202, + "scr_metric_threshold_2": 0.03291141800038962, + "scr_dir2_threshold_2": 0.03291141800038962, + "scr_dir1_threshold_5": -4.390624563442615, + "scr_metric_threshold_5": 0.20253173343417333, + "scr_dir2_threshold_5": 0.20253173343417333, + "scr_dir1_threshold_10": -0.5468743888196606, + "scr_metric_threshold_10": 0.23291138782082574, + "scr_dir2_threshold_10": 0.23291138782082574, + "scr_dir1_threshold_20": -3.078123981366101, + "scr_metric_threshold_20": 0.13670889743339407, + "scr_dir2_threshold_20": 0.13670889743339407, + "scr_dir1_threshold_50": -6.374998835846973, + "scr_metric_threshold_50": 0.19746835710451832, + "scr_dir2_threshold_50": 0.19746835710451832, + "scr_dir1_threshold_100": -6.406249359715835, + "scr_metric_threshold_100": 0.25063297862788914, + "scr_dir2_threshold_100": 0.25063297862788914, + "scr_dir1_threshold_500": -5.671873690327844, + "scr_metric_threshold_500": -0.04050625614814303, + "scr_dir2_threshold_500": -0.04050625614814303 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.36220465789054995, + "scr_metric_threshold_2": 0.09792299929146529, + "scr_dir2_threshold_2": 0.09792299929146529, + "scr_dir1_threshold_5": 0.5275591622874473, + "scr_metric_threshold_5": 0.19287850097684403, + "scr_dir2_threshold_5": 0.19287850097684403, + "scr_dir1_threshold_10": -0.23622018419238308, + "scr_metric_threshold_10": 0.21068260227148516, + "scr_dir2_threshold_10": 0.21068260227148516, + "scr_dir1_threshold_20": -0.6850392850823693, + "scr_metric_threshold_20": 0.2017804631899768, + "scr_dir2_threshold_20": 0.2017804631899768, + "scr_dir1_threshold_50": -2.685038815754583, + "scr_metric_threshold_50": 0.5370921282607012, + "scr_dir2_threshold_50": 0.5370921282607012, + "scr_dir1_threshold_100": -2.6456687850558525, + "scr_metric_threshold_100": 0.29673596487535553, + "scr_dir2_threshold_100": 0.29673596487535553, + "scr_dir1_threshold_500": -2.6771644341526075, + "scr_metric_threshold_500": -0.14243316409388032, + "scr_dir2_threshold_500": -0.14243316409388032 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.010869424374669583, + "scr_metric_threshold_2": 0.5568625984353196, + "scr_dir2_threshold_2": 0.5568625984353196, + "scr_dir1_threshold_5": 0.027173884874933916, + "scr_metric_threshold_5": 0.6, + "scr_dir2_threshold_5": 0.6, + "scr_dir1_threshold_10": 0.1684780214369383, + "scr_metric_threshold_10": 0.6588234744132448, + "scr_dir2_threshold_10": 0.6588234744132448, + "scr_dir1_threshold_20": 0.4402171941245374, + "scr_metric_threshold_20": 0.7294117372066224, + "scr_dir2_threshold_20": 0.7294117372066224, + "scr_dir1_threshold_50": 0.4184780214369383, + "scr_metric_threshold_50": 0.7529410802231785, + "scr_dir2_threshold_50": 0.7529410802231785, + "scr_dir1_threshold_100": 0.5326085970622687, + "scr_metric_threshold_100": 0.4313723794408383, + "scr_dir2_threshold_100": 0.4313723794408383, + "scr_dir1_threshold_500": -0.10869586343799563, + "scr_metric_threshold_500": 0.9058823941900663, + "scr_dir2_threshold_500": 0.9058823941900663 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.2216493895132697, + "scr_metric_threshold_2": 0.08064531634921589, + "scr_dir2_threshold_2": 0.08064531634921589, + "scr_dir1_threshold_5": 0.2731957305870136, + "scr_metric_threshold_5": 0.18951607282340924, + "scr_dir2_threshold_5": 0.18951607282340924, + "scr_dir1_threshold_10": 0.309278353682891, + "scr_metric_threshold_10": 0.18145166135912996, + "scr_dir2_threshold_10": 0.18145166135912996, + "scr_dir1_threshold_20": 0.4484533516858282, + "scr_metric_threshold_20": 0.25403232590278196, + "scr_dir2_threshold_20": 0.25403232590278196, + "scr_dir1_threshold_50": 0.3917524379527956, + "scr_metric_threshold_50": 0.08064531634921589, + "scr_dir2_threshold_50": 0.08064531634921589, + "scr_dir1_threshold_100": 0.6288658526843596, + "scr_metric_threshold_100": -0.12499981974403652, + "scr_dir2_threshold_100": -0.12499981974403652, + "scr_dir1_threshold_500": 0.6752576210988147, + "scr_metric_threshold_500": -0.13709667728174008, + "scr_dir2_threshold_500": -0.13709667728174008 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.29279277827985295, + "scr_metric_threshold_2": 0.2888888476807438, + "scr_dir2_threshold_2": 0.2888888476807438, + "scr_dir1_threshold_5": 0.4099099969875491, + "scr_metric_threshold_5": 0.3866666807951736, + "scr_dir2_threshold_5": 0.3866666807951736, + "scr_dir1_threshold_10": 0.4819819456996323, + "scr_metric_threshold_10": 0.5333332980120661, + "scr_dir2_threshold_10": 0.5333332980120661, + "scr_dir1_threshold_20": 0.31981972548571075, + "scr_metric_threshold_20": 0.5999998940361982, + "scr_dir2_threshold_20": 0.5999998940361982, + "scr_dir1_threshold_50": 0.43693694419340684, + "scr_metric_threshold_50": 0.13333319204826438, + "scr_dir2_threshold_50": 0.13333319204826438, + "scr_dir1_threshold_100": 0.3333333333333333, + "scr_metric_threshold_100": 0.47999986224705776, + "scr_dir2_threshold_100": 0.47999986224705776, + "scr_dir1_threshold_500": 0.351351387633701, + "scr_metric_threshold_500": 0.33333324503016526, + "scr_dir2_threshold_500": 0.33333324503016526 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.12017164088233277, + "scr_metric_threshold_2": 0.12017164088233277, + "scr_dir2_threshold_2": 0.07619033292310208, + "scr_dir1_threshold_5": 0.16309004750975417, + "scr_metric_threshold_5": 0.16309004750975417, + "scr_dir2_threshold_5": 0.10952379871117751, + "scr_dir1_threshold_10": 0.23175970276473412, + "scr_metric_threshold_10": 0.23175970276473412, + "scr_dir2_threshold_10": 0.1619046348563358, + "scr_dir1_threshold_20": 0.2918455232059005, + "scr_metric_threshold_20": 0.2918455232059005, + "scr_dir2_threshold_20": 0.14285698066766273, + "scr_dir1_threshold_50": 0.17596567182353345, + "scr_metric_threshold_50": 0.17596567182353345, + "scr_dir2_threshold_50": 0.18571413163427958, + "scr_dir1_threshold_100": 0.399141539774454, + "scr_metric_threshold_100": 0.399141539774454, + "scr_dir2_threshold_100": 0.24761893678956953, + "scr_dir1_threshold_500": 0.4206007430881647, + "scr_metric_threshold_500": 0.4206007430881647, + "scr_dir2_threshold_500": 0.4761905032220562 + } + ], + "sae_bench_commit_hash": "a0fb5e90a82a0414ca9be0511ec3df44af433f2f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_0_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..d9e1389bf56496ab1e0f1e997acb65f0b48a4211 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_0_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "1fad5684-ff59-4429-aa17-0c0c0bcf2216", + "datetime_epoch_millis": 1737165284974, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.18759937102545682, + "scr_metric_threshold_2": 0.15608773121680591, + "scr_dir2_threshold_2": 0.1589975047202852, + "scr_dir1_threshold_5": 0.17331893019888472, + "scr_metric_threshold_5": 0.21961044474080768, + "scr_dir2_threshold_5": 0.22799487538744032, + "scr_dir1_threshold_10": 0.09746308532329527, + "scr_metric_threshold_10": 0.27629129630132204, + "scr_dir2_threshold_10": 0.28294110367880543, + "scr_dir1_threshold_20": 0.05746818906431511, + "scr_metric_threshold_20": 0.29975069025918244, + "scr_dir2_threshold_20": 0.3083037373589174, + "scr_dir1_threshold_50": -0.04598104291766423, + "scr_metric_threshold_50": 0.33298957984290894, + "scr_dir2_threshold_50": 0.3437396213711893, + "scr_dir1_threshold_100": -0.07389897796143492, + "scr_metric_threshold_100": 0.3207388748527652, + "scr_dir2_threshold_100": 0.333333399467134, + "scr_dir1_threshold_500": -0.33095155799155745, + "scr_metric_threshold_500": 0.2589999566031797, + "scr_dir2_threshold_500": 0.2682069906627366 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.3437501746229541, + "scr_metric_threshold_2": 0.03694577592471611, + "scr_dir2_threshold_2": 0.03694577592471611, + "scr_dir1_threshold_5": 0.28125005820765137, + "scr_metric_threshold_5": 0.06896550711658873, + "scr_dir2_threshold_5": 0.06896550711658873, + "scr_dir1_threshold_10": 0.28125005820765137, + "scr_metric_threshold_10": 0.08128076575816078, + "scr_dir2_threshold_10": 0.08128076575816078, + "scr_dir1_threshold_20": 0.3593749708961743, + "scr_metric_threshold_20": 0.12068956404929862, + "scr_dir2_threshold_20": 0.12068956404929862, + "scr_dir1_threshold_50": 0.18750034924590825, + "scr_metric_threshold_50": 0.1502462728747495, + "scr_dir2_threshold_50": 0.1502462728747495, + "scr_dir1_threshold_100": 0.06250011641530274, + "scr_metric_threshold_100": 0.1699507454250501, + "scr_dir2_threshold_100": 0.1699507454250501, + "scr_dir1_threshold_500": -0.10937450523496334, + "scr_metric_threshold_500": 0.10344826067488311, + "scr_dir2_threshold_500": 0.10344826067488311 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2616822325784525, + "scr_metric_threshold_2": 0.19020168356495548, + "scr_dir2_threshold_2": 0.19020168356495548, + "scr_dir1_threshold_5": 0.14953246559363445, + "scr_metric_threshold_5": 0.34293952928477517, + "scr_dir2_threshold_5": 0.34293952928477517, + "scr_dir1_threshold_10": 0.12149544163702218, + "scr_metric_threshold_10": 0.4063401477301967, + "scr_dir2_threshold_10": 0.4063401477301967, + "scr_dir1_threshold_20": -0.2803741389356504, + "scr_metric_threshold_20": 0.4553313863628009, + "scr_dir2_threshold_20": 0.4553313863628009, + "scr_dir1_threshold_50": -0.588785301827913, + "scr_metric_threshold_50": 0.4697407661756183, + "scr_dir2_threshold_50": 0.4697407661756183, + "scr_dir1_threshold_100": -0.579439627175709, + "scr_metric_threshold_100": 0.1757924755234473, + "scr_dir2_threshold_100": 0.1757924755234473, + "scr_dir1_threshold_500": -0.9719629760433878, + "scr_metric_threshold_500": 0.1556196529738595, + "scr_dir2_threshold_500": 0.1556196529738595 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.4531256111803394, + "scr_metric_threshold_2": 0.03291141800038962, + "scr_dir2_threshold_2": 0.03291141800038962, + "scr_dir1_threshold_5": 0.43749988358469727, + "scr_metric_threshold_5": 0.07088621233043424, + "scr_dir2_threshold_5": 0.07088621233043424, + "scr_dir1_threshold_10": 0.42187508731147705, + "scr_metric_threshold_10": 0.11645569391041287, + "scr_dir2_threshold_10": 0.11645569391041287, + "scr_dir1_threshold_20": 0.3125005820765137, + "scr_metric_threshold_20": 0.1620253263882109, + "scr_dir2_threshold_20": 0.1620253263882109, + "scr_dir1_threshold_50": 0.0, + "scr_metric_threshold_50": 0.22025317334341732, + "scr_dir2_threshold_50": 0.22025317334341732, + "scr_dir1_threshold_100": 0.0, + "scr_metric_threshold_100": 0.2632911931052975, + "scr_dir2_threshold_100": 0.2632911931052975, + "scr_dir1_threshold_500": -0.6874994179234862, + "scr_metric_threshold_500": 0.13924051014931188, + "scr_dir2_threshold_500": 0.13924051014931188 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.15748059212270857, + "scr_metric_threshold_2": 0.19584582171455495, + "scr_dir2_threshold_2": 0.19584582171455495, + "scr_dir1_threshold_5": 0.14960621052073325, + "scr_metric_threshold_5": 0.23145402430383724, + "scr_dir2_threshold_5": 0.23145402430383724, + "scr_dir1_threshold_10": 0.11023617982200275, + "scr_metric_threshold_10": 0.29673596487535553, + "scr_dir2_threshold_10": 0.29673596487535553, + "scr_dir1_threshold_20": 0.09448835527362513, + "scr_metric_threshold_20": 0.1899110033707575, + "scr_dir2_threshold_20": 0.1899110033707575, + "scr_dir1_threshold_50": -0.07874006139746104, + "scr_metric_threshold_50": 0.24332348412305652, + "scr_dir2_threshold_50": 0.24332348412305652, + "scr_dir1_threshold_100": -0.08661397367164983, + "scr_metric_threshold_100": 0.23145402430383724, + "scr_dir2_threshold_100": 0.23145402430383724, + "scr_dir1_threshold_500": -0.34645636401438584, + "scr_metric_threshold_500": 0.11869442132381734, + "scr_dir2_threshold_500": 0.11869442132381734 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.027173884874933916, + "scr_metric_threshold_2": 0.45098043798896265, + "scr_dir2_threshold_2": 0.45098043798896265, + "scr_dir1_threshold_5": 0.027173884874933916, + "scr_metric_threshold_5": 0.5137254306143486, + "scr_dir2_threshold_5": 0.5137254306143486, + "scr_dir1_threshold_10": -0.5489130575625331, + "scr_metric_threshold_10": 0.6352941313966888, + "scr_dir2_threshold_10": 0.6352941313966888, + "scr_dir1_threshold_20": -0.5380436331878634, + "scr_metric_threshold_20": 0.643137167820971, + "scr_dir2_threshold_20": 0.643137167820971, + "scr_dir1_threshold_50": -0.5706522302501321, + "scr_metric_threshold_50": 0.6745097810055187, + "scr_dir2_threshold_50": 0.6745097810055187, + "scr_dir1_threshold_100": -0.5434783453751982, + "scr_metric_threshold_100": 0.643137167820971, + "scr_dir2_threshold_100": 0.643137167820971, + "scr_dir1_threshold_500": -0.7445652878126652, + "scr_metric_threshold_500": 0.5176469488264898, + "scr_dir2_threshold_500": 0.5176469488264898 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.12886585268435963, + "scr_metric_threshold_2": 0.12096785435318151, + "scr_dir2_threshold_2": 0.12096785435318151, + "scr_dir1_threshold_5": 0.15463902322123155, + "scr_metric_threshold_5": 0.1572581866250075, + "scr_dir2_threshold_5": 0.1572581866250075, + "scr_dir1_threshold_10": 0.08762865692919337, + "scr_metric_threshold_10": 0.19758072462897314, + "scr_dir2_threshold_10": 0.19758072462897314, + "scr_dir1_threshold_20": 0.1340204253436484, + "scr_metric_threshold_20": 0.2661291834404855, + "scr_dir2_threshold_20": 0.2661291834404855, + "scr_dir1_threshold_50": 0.18041219375810347, + "scr_metric_threshold_50": 0.2661291834404855, + "scr_dir2_threshold_50": 0.2661291834404855, + "scr_dir1_threshold_100": 0.17525762109881465, + "scr_metric_threshold_100": 0.4516130505317551, + "scr_dir2_threshold_100": 0.4516130505317551, + "scr_dir1_threshold_500": 0.04639146117402712, + "scr_metric_threshold_500": 0.4233871297242084, + "scr_dir2_threshold_500": 0.4233871297242084 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.09009000301245093, + "scr_metric_threshold_2": 0.1822222410602314, + "scr_dir2_threshold_2": 0.1822222410602314, + "scr_dir1_threshold_5": 0.13963971946080886, + "scr_metric_threshold_5": 0.3244444715240827, + "scr_dir2_threshold_5": 0.3244444715240827, + "scr_dir1_threshold_10": 0.21171166817289214, + "scr_metric_threshold_10": 0.38222229404213226, + "scr_dir2_threshold_10": 0.38222229404213226, + "scr_dir1_threshold_20": 0.27477472397948527, + "scr_metric_threshold_20": 0.45777766357234706, + "scr_dir2_threshold_20": 0.45777766357234706, + "scr_dir1_threshold_50": 0.3693694419340687, + "scr_metric_threshold_50": 0.5066667125843141, + "scr_dir2_threshold_50": 0.5066667125843141, + "scr_dir1_threshold_100": 0.2432433303208824, + "scr_metric_threshold_100": 0.49333328741568594, + "scr_dir2_threshold_100": 0.49333328741568594, + "scr_dir1_threshold_500": 0.05855860935384807, + "scr_metric_threshold_500": 0.5066667125843141, + "scr_dir2_threshold_500": 0.5066667125843141 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.03862661712745569, + "scr_metric_threshold_2": 0.03862661712745569, + "scr_dir2_threshold_2": 0.06190480515528994, + "scr_dir1_threshold_5": 0.047210196127387125, + "scr_metric_threshold_5": 0.047210196127387125, + "scr_dir2_threshold_5": 0.11428564130044823, + "scr_dir1_threshold_10": 0.09442064806865635, + "scr_metric_threshold_10": 0.09442064806865635, + "scr_dir2_threshold_10": 0.14761910708852366, + "scr_dir1_threshold_20": 0.10300422706858779, + "scr_metric_threshold_20": 0.10300422706858779, + "scr_dir2_threshold_20": 0.17142860386646747, + "scr_dir1_threshold_50": 0.13304726519611204, + "scr_metric_threshold_50": 0.13304726519611204, + "scr_dir2_threshold_50": 0.21904759742235502, + "scr_dir1_threshold_100": 0.13733905469607777, + "scr_metric_threshold_100": 0.13733905469607777, + "scr_dir2_threshold_100": 0.2380952516110281, + "scr_dir1_threshold_500": 0.10729601656855352, + "scr_metric_threshold_500": 0.10729601656855352, + "scr_dir2_threshold_500": 0.18095228904500887 + } + ], + "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_0", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..c8e5d8336e4cbf2758488854d80778b60369ef10 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "0c5126e8-d57b-4d4e-9a3e-284994e252e1", + "datetime_epoch_millis": 1737166428422, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2740712305384162, + "scr_metric_threshold_2": 0.18865495100676125, + "scr_dir2_threshold_2": 0.17695453737856906, + "scr_dir1_threshold_5": 0.29375920805063893, + "scr_metric_threshold_5": 0.26500310621806916, + "scr_dir2_threshold_5": 0.25418408811791315, + "scr_dir1_threshold_10": 0.3353270313644891, + "scr_metric_threshold_10": 0.33313318592320534, + "scr_dir2_threshold_10": 0.31611141418754746, + "scr_dir1_threshold_20": 0.2706402874378565, + "scr_metric_threshold_20": 0.3870679169749221, + "scr_dir2_threshold_20": 0.3770127101725785, + "scr_dir1_threshold_50": 0.14351828893200116, + "scr_metric_threshold_50": 0.4016331494671113, + "scr_dir2_threshold_50": 0.3930469115588622, + "scr_dir1_threshold_100": -0.12955800230452597, + "scr_metric_threshold_100": 0.3548260500505876, + "scr_dir2_threshold_100": 0.33634812781360846, + "scr_dir1_threshold_500": -0.326986203277445, + "scr_metric_threshold_500": 0.2970787900554568, + "scr_dir2_threshold_500": 0.26496149265814306 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.3749997671693945, + "scr_metric_threshold_2": 0.03694577592471611, + "scr_dir2_threshold_2": 0.03694577592471611, + "scr_dir1_threshold_5": 0.43749988358469727, + "scr_metric_threshold_5": 0.06650233794070366, + "scr_dir2_threshold_5": 0.06650233794070366, + "scr_dir1_threshold_10": 0.43749988358469727, + "scr_metric_threshold_10": 0.10098509149899802, + "scr_dir2_threshold_10": 0.10098509149899802, + "scr_dir1_threshold_20": 0.4062502910382569, + "scr_metric_threshold_20": 0.13300482269087066, + "scr_dir2_threshold_20": 0.13300482269087066, + "scr_dir1_threshold_50": 0.43749988358469727, + "scr_metric_threshold_50": 0.1748767901578936, + "scr_dir2_threshold_50": 0.1748767901578936, + "scr_dir1_threshold_100": 0.15624982537704588, + "scr_metric_threshold_100": 0.27586202846635494, + "scr_dir2_threshold_100": 0.27586202846635494, + "scr_dir1_threshold_500": -0.8124996507540918, + "scr_metric_threshold_500": 0.2684728145576264, + "scr_dir2_threshold_500": 0.2684728145576264 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2149533022646424, + "scr_metric_threshold_2": 0.2708934890772342, + "scr_dir2_threshold_2": 0.2708934890772342, + "scr_dir1_threshold_5": 0.11214920993202841, + "scr_metric_threshold_5": 0.38904896066333955, + "scr_dir2_threshold_5": 0.38904896066333955, + "scr_dir1_threshold_10": 0.25233655792624843, + "scr_metric_threshold_10": 0.4610951726421897, + "scr_dir2_threshold_10": 0.4610951726421897, + "scr_dir1_threshold_20": 0.2056076276124383, + "scr_metric_threshold_20": 0.4956772032332857, + "scr_dir2_threshold_20": 0.4956772032332857, + "scr_dir1_threshold_50": -0.6635518131511251, + "scr_metric_threshold_50": 0.4380403710672529, + "scr_dir2_threshold_50": 0.4380403710672529, + "scr_dir1_threshold_100": -1.0186919063571978, + "scr_metric_threshold_100": -0.05187321765795316, + "scr_dir2_threshold_100": -0.05187321765795316, + "scr_dir1_threshold_500": -1.4672898601908908, + "scr_metric_threshold_500": -0.09221903452843794, + "scr_dir2_threshold_500": -0.09221903452843794 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5468753201420825, + "scr_metric_threshold_2": 0.05063300880745302, + "scr_dir2_threshold_2": 0.05063300880745302, + "scr_dir1_threshold_5": 0.5468753201420825, + "scr_metric_threshold_5": 0.07088621233043424, + "scr_dir2_threshold_5": 0.07088621233043424, + "scr_dir1_threshold_10": 0.5625001164153027, + "scr_metric_threshold_10": 0.11139246847857727, + "scr_dir2_threshold_10": 0.11139246847857727, + "scr_dir1_threshold_20": 0.4531256111803394, + "scr_metric_threshold_20": 0.2050633461500911, + "scr_dir2_threshold_20": 0.2050633461500911, + "scr_dir1_threshold_50": 0.250000465661211, + "scr_metric_threshold_50": 0.24810136591197135, + "scr_dir2_threshold_50": 0.24810136591197135, + "scr_dir1_threshold_100": -1.2187499417923486, + "scr_metric_threshold_100": 0.26835441853713315, + "scr_dir2_threshold_100": 0.26835441853713315, + "scr_dir1_threshold_500": -0.9374998835846973, + "scr_metric_threshold_500": 0.11392408119449507, + "scr_dir2_threshold_500": 0.11392408119449507 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.13385838597235566, + "scr_metric_threshold_2": 0.18100904115762476, + "scr_dir2_threshold_2": 0.18100904115762476, + "scr_dir1_threshold_5": 0.03937003069873052, + "scr_metric_threshold_5": 0.2670624037614951, + "scr_dir2_threshold_5": 0.2670624037614951, + "scr_dir1_threshold_10": 0.02362220615035291, + "scr_metric_threshold_10": 0.33531166507072435, + "scr_dir2_threshold_10": 0.33531166507072435, + "scr_dir1_threshold_20": -0.007873912274188802, + "scr_metric_threshold_20": 0.40949556785537544, + "scr_dir2_threshold_20": 0.40949556785537544, + "scr_dir1_threshold_50": -0.015747824548377604, + "scr_metric_threshold_50": 0.35014844562765457, + "scr_dir2_threshold_50": 0.35014844562765457, + "scr_dir1_threshold_100": -0.04724394297291932, + "scr_metric_threshold_100": 0.34421380415223274, + "scr_dir2_threshold_100": 0.34421380415223274, + "scr_dir1_threshold_500": -0.09448788594583864, + "scr_metric_threshold_500": 0.10385764076688712, + "scr_dir2_threshold_500": 0.10385764076688712 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.05434776974986783, + "scr_metric_threshold_2": 0.462744992625386, + "scr_dir2_threshold_2": 0.462744992625386, + "scr_dir1_threshold_5": 0.05434776974986783, + "scr_metric_threshold_5": 0.5450980437988963, + "scr_dir2_threshold_5": 0.5450980437988963, + "scr_dir1_threshold_10": 0.07065223025013216, + "scr_metric_threshold_10": 0.6196078248044149, + "scr_dir2_threshold_10": 0.6196078248044149, + "scr_dir1_threshold_20": -0.2228261151250661, + "scr_metric_threshold_20": 0.6588234744132448, + "scr_dir2_threshold_20": 0.6588234744132448, + "scr_dir1_threshold_50": -0.20108694243746697, + "scr_metric_threshold_50": 0.7137254306143486, + "scr_dir2_threshold_50": 0.7137254306143486, + "scr_dir1_threshold_100": -0.35869586343799564, + "scr_metric_threshold_100": 0.7411765255867552, + "scr_dir2_threshold_100": 0.7411765255867552, + "scr_dir1_threshold_500": -0.3423914029377313, + "scr_metric_threshold_500": 0.6745097810055187, + "scr_dir2_threshold_500": 0.6745097810055187 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.34536066953834055, + "scr_metric_threshold_2": 0.10483879108333834, + "scr_dir2_threshold_2": 0.10483879108333834, + "scr_dir1_threshold_5": 0.43814420636725065, + "scr_metric_threshold_5": 0.1370969176230247, + "scr_dir2_threshold_5": 0.1370969176230247, + "scr_dir1_threshold_10": 0.46907194956341136, + "scr_metric_threshold_10": 0.18145166135912996, + "scr_dir2_threshold_10": 0.18145166135912996, + "scr_dir1_threshold_20": 0.45876280424483373, + "scr_metric_threshold_20": 0.2943548639067476, + "scr_dir2_threshold_20": 0.2943548639067476, + "scr_dir1_threshold_50": 0.5103091453185776, + "scr_metric_threshold_50": 0.427419335456348, + "scr_dir2_threshold_50": 0.427419335456348, + "scr_dir1_threshold_100": 0.5103091453185776, + "scr_metric_threshold_100": 0.282258006369044, + "scr_dir2_threshold_100": 0.282258006369044, + "scr_dir1_threshold_500": 0.4020615832713732, + "scr_metric_threshold_500": 0.282258006369044, + "scr_dir2_threshold_500": 0.282258006369044 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.3333333333333333, + "scr_metric_threshold_2": 0.21333321324102472, + "scr_dir2_threshold_2": 0.21333321324102472, + "scr_dir1_threshold_5": 0.4684683378520097, + "scr_metric_threshold_5": 0.39111106754821484, + "scr_dir2_threshold_5": 0.39111106754821484, + "scr_dir1_threshold_10": 0.5450450015062255, + "scr_metric_threshold_10": 0.5333332980120661, + "scr_dir2_threshold_10": 0.5333332980120661, + "scr_dir1_threshold_20": 0.5630630558065931, + "scr_metric_threshold_20": 0.5911111205301157, + "scr_dir2_threshold_20": 0.5911111205301157, + "scr_dir1_threshold_50": 0.41441444344029416, + "scr_metric_threshold_50": 0.44444450331322316, + "scr_dir2_threshold_50": 0.44444450331322316, + "scr_dir1_threshold_100": 0.46396389139926464, + "scr_metric_threshold_100": 0.5022220609217685, + "scr_dir2_threshold_100": 0.5022220609217685, + "scr_dir1_threshold_500": 0.11261250376556366, + "scr_metric_threshold_500": 0.5022220609217685, + "scr_dir2_threshold_500": 0.5022220609217685 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.1888412961373127, + "scr_metric_threshold_2": 0.1888412961373127, + "scr_dir2_threshold_2": 0.09523798711177515, + "scr_dir1_threshold_5": 0.2532189060784448, + "scr_metric_threshold_5": 0.2532189060784448, + "scr_dir2_threshold_5": 0.16666676127719673, + "scr_dir1_threshold_10": 0.3218883055195427, + "scr_metric_threshold_10": 0.3218883055195427, + "scr_dir2_threshold_10": 0.18571413163427958, + "scr_dir1_threshold_20": 0.3090129370196455, + "scr_metric_threshold_20": 0.3090129370196455, + "scr_dir2_threshold_20": 0.22857128260089646, + "scr_dir1_threshold_50": 0.41630895358819897, + "scr_metric_threshold_50": 0.41630895358819897, + "scr_dir2_threshold_50": 0.34761905032220564, + "scr_dir1_threshold_100": 0.47639477402936536, + "scr_metric_threshold_100": 0.47639477402936536, + "scr_dir2_threshold_100": 0.32857139613353253, + "scr_dir1_threshold_500": 0.5236049701567526, + "scr_metric_threshold_500": 0.5236049701567526, + "scr_dir2_threshold_500": 0.2666665909782426 + } + ], + "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..f25fc3b08997192036060e020d03c0c7af0b164f --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "0ae562cf-850b-43d4-a317-a6034a235044", + "datetime_epoch_millis": 1737167577074, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2571769760682265, + "scr_metric_threshold_2": 0.19710979499052733, + "scr_dir2_threshold_2": 0.1977484360584129, + "scr_dir1_threshold_5": 0.2703196437788169, + "scr_metric_threshold_5": 0.2643083432624476, + "scr_dir2_threshold_5": 0.2695837596243099, + "scr_dir1_threshold_10": 0.29160677577737126, + "scr_metric_threshold_10": 0.3408630820051422, + "scr_dir2_threshold_10": 0.34529285662559445, + "scr_dir1_threshold_20": 0.3093999329278634, + "scr_metric_threshold_20": 0.40353994950783567, + "scr_dir2_threshold_20": 0.4031337400297554, + "scr_dir1_threshold_50": 0.22719351115416125, + "scr_metric_threshold_50": 0.4630698116158482, + "scr_dir2_threshold_50": 0.454013513613867, + "scr_dir1_threshold_100": 0.07456349608825749, + "scr_metric_threshold_100": 0.40349421625368737, + "scr_dir2_threshold_100": 0.40640911571339056, + "scr_dir1_threshold_500": -0.2293712325884316, + "scr_metric_threshold_500": 0.33169989765319763, + "scr_dir2_threshold_500": 0.3178739971697124 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4843752037267798, + "scr_metric_threshold_2": 0.051724056932709886, + "scr_dir2_threshold_2": 0.051724056932709886, + "scr_dir1_threshold_5": 0.5, + "scr_metric_threshold_5": 0.07635457421585395, + "scr_dir2_threshold_5": 0.07635457421585395, + "scr_dir1_threshold_10": 0.5312505238688624, + "scr_metric_threshold_10": 0.09852206913257629, + "scr_dir2_threshold_10": 0.09852206913257629, + "scr_dir1_threshold_20": 0.5312505238688624, + "scr_metric_threshold_20": 0.12315258641572036, + "scr_dir2_threshold_20": 0.12315258641572036, + "scr_dir1_threshold_50": 0.4687504074535596, + "scr_metric_threshold_50": 0.22413782472418173, + "scr_dir2_threshold_50": 0.22413782472418173, + "scr_dir1_threshold_100": 0.39062549476503666, + "scr_metric_threshold_100": 0.24137927490806058, + "scr_dir2_threshold_100": 0.24137927490806058, + "scr_dir1_threshold_500": 0.1250002328306055, + "scr_metric_threshold_500": 0.1699507454250501, + "scr_dir2_threshold_500": 0.1699507454250501 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2616822325784525, + "scr_metric_threshold_2": 0.23342947946078924, + "scr_dir2_threshold_2": 0.23342947946078924, + "scr_dir1_threshold_5": 0.2803735818828607, + "scr_metric_threshold_5": 0.38328534615525994, + "scr_dir2_threshold_5": 0.38328534615525994, + "scr_dir1_threshold_10": 0.25233655792624843, + "scr_metric_threshold_10": 0.5014409895126745, + "scr_dir2_threshold_10": 0.5014409895126745, + "scr_dir1_threshold_20": 0.33644874390166457, + "scr_metric_threshold_20": 0.5417868063831592, + "scr_dir2_threshold_20": 0.5417868063831592, + "scr_dir1_threshold_50": -0.2710279072306566, + "scr_metric_threshold_50": 0.5417868063831592, + "scr_dir2_threshold_50": 0.5417868063831592, + "scr_dir1_threshold_100": -0.6168223257845253, + "scr_metric_threshold_100": -0.03458203059109599, + "scr_dir2_threshold_100": -0.03458203059109599, + "scr_dir1_threshold_500": -1.616822882837315, + "scr_metric_threshold_500": -0.12391925786549414, + "scr_dir2_threshold_500": -0.12391925786549414 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5625001164153027, + "scr_metric_threshold_2": 0.03291141800038962, + "scr_dir2_threshold_2": 0.03291141800038962, + "scr_dir1_threshold_5": 0.5312505238688624, + "scr_metric_threshold_5": 0.09367087767151386, + "scr_dir2_threshold_5": 0.09367087767151386, + "scr_dir1_threshold_10": 0.5625001164153027, + "scr_metric_threshold_10": 0.1620253263882109, + "scr_dir2_threshold_10": 0.1620253263882109, + "scr_dir1_threshold_20": 0.5625001164153027, + "scr_metric_threshold_20": 0.25063297862788914, + "scr_dir2_threshold_20": 0.25063297862788914, + "scr_dir1_threshold_50": 0.43749988358469727, + "scr_metric_threshold_50": 0.29367099838976934, + "scr_dir2_threshold_50": 0.29367099838976934, + "scr_dir1_threshold_100": 0.015625727595642156, + "scr_metric_threshold_100": 0.37215189797013765, + "scr_dir2_threshold_100": 0.37215189797013765, + "scr_dir1_threshold_500": -1.328124447027312, + "scr_metric_threshold_500": -0.06075945967112424, + "scr_dir2_threshold_500": -0.06075945967112424 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.2519684780685472, + "scr_metric_threshold_2": 0.2136499230091961, + "scr_dir2_threshold_2": 0.2136499230091961, + "scr_dir1_threshold_5": 0.06299223684908342, + "scr_metric_threshold_5": 0.249258302466854, + "scr_dir2_threshold_5": 0.249258302466854, + "scr_dir1_threshold_10": -0.11023617982200275, + "scr_metric_threshold_10": 0.3560830871030764, + "scr_dir2_threshold_10": 0.3560830871030764, + "scr_dir1_threshold_20": -0.2519684780685472, + "scr_metric_threshold_20": 0.412463065461462, + "scr_dir2_threshold_20": 0.412463065461462, + "scr_dir1_threshold_50": 0.007874381601975306, + "scr_metric_threshold_50": 0.4718101876891828, + "scr_dir2_threshold_50": 0.4718101876891828, + "scr_dir1_threshold_100": 0.03937003069873052, + "scr_metric_threshold_100": 0.45103858878845515, + "scr_dir2_threshold_100": 0.45103858878845515, + "scr_dir1_threshold_500": 0.17322841667108618, + "scr_metric_threshold_500": 0.272997045236917, + "scr_dir2_threshold_500": 0.272997045236917 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.03260859706226871, + "scr_metric_threshold_2": 0.5568625984353196, + "scr_dir2_threshold_2": 0.5568625984353196, + "scr_dir1_threshold_5": 0.05434776974986783, + "scr_metric_threshold_5": 0.6039215182121411, + "scr_dir2_threshold_5": 0.6039215182121411, + "scr_dir1_threshold_10": 0.1576085970622687, + "scr_metric_threshold_10": 0.7098039124022075, + "scr_dir2_threshold_10": 0.7098039124022075, + "scr_dir1_threshold_20": 0.1684780214369383, + "scr_metric_threshold_20": 0.7372547736309046, + "scr_dir2_threshold_20": 0.7372547736309046, + "scr_dir1_threshold_50": -0.29891305756253306, + "scr_metric_threshold_50": 0.7607843503911701, + "scr_dir2_threshold_50": 0.7607843503911701, + "scr_dir1_threshold_100": -0.29891305756253306, + "scr_metric_threshold_100": 0.7843136934077262, + "scr_dir2_threshold_100": 0.7843136934077262, + "scr_dir1_threshold_500": -0.2391305756253304, + "scr_metric_threshold_500": 0.7686273868154523, + "scr_dir2_threshold_500": 0.7686273868154523 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.21649481685398092, + "scr_metric_threshold_2": 0.10483879108333834, + "scr_dir2_threshold_2": 0.10483879108333834, + "scr_dir1_threshold_5": 0.2938143284645967, + "scr_metric_threshold_5": 0.16129039235714715, + "scr_dir2_threshold_5": 0.16129039235714715, + "scr_dir1_threshold_10": 0.34536066953834055, + "scr_metric_threshold_10": 0.18145166135912996, + "scr_dir2_threshold_10": 0.18145166135912996, + "scr_dir1_threshold_20": 0.4123710358303787, + "scr_metric_threshold_20": 0.2661291834404855, + "scr_dir2_threshold_20": 0.2661291834404855, + "scr_dir1_threshold_50": 0.5103091453185776, + "scr_metric_threshold_50": 0.35483867091269605, + "scr_dir2_threshold_50": 0.35483867091269605, + "scr_dir1_threshold_100": 0.4845359747817057, + "scr_metric_threshold_100": 0.3991936549900859, + "scr_dir2_threshold_100": 0.3991936549900859, + "scr_dir1_threshold_500": 0.3917524379527956, + "scr_metric_threshold_500": 0.5040322057321397, + "scr_dir2_threshold_500": 0.5040322057321397 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.15765750527178912, + "scr_metric_threshold_2": 0.29333323443378506, + "scr_dir2_threshold_2": 0.29333323443378506, + "scr_dir1_threshold_5": 0.3153152790329657, + "scr_metric_threshold_5": 0.42222230463851246, + "scr_dir2_threshold_5": 0.42222230463851246, + "scr_dir1_threshold_10": 0.40090083559267153, + "scr_metric_threshold_10": 0.5244445245059836, + "scr_dir2_threshold_10": 0.5244445245059836, + "scr_dir1_threshold_20": 0.44144139064615195, + "scr_metric_threshold_20": 0.622222092710909, + "scr_dir2_threshold_20": 0.622222092710909, + "scr_dir1_threshold_50": 0.5810811101069608, + "scr_metric_threshold_50": 0.6755555284759174, + "scr_dir2_threshold_50": 0.6755555284759174, + "scr_dir1_threshold_100": 0.23873861537874994, + "scr_metric_threshold_100": 0.671111141722876, + "scr_dir2_threshold_100": 0.671111141722876, + "scr_dir1_threshold_500": 0.23423416892600485, + "scr_metric_threshold_500": 0.697777727150628, + "scr_dir2_threshold_500": 0.697777727150628 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.09012885856869063, + "scr_metric_threshold_2": 0.09012885856869063, + "scr_dir2_threshold_2": 0.09523798711177515, + "scr_dir1_threshold_5": 0.1244634303822985, + "scr_metric_threshold_5": 0.1244634303822985, + "scr_dir2_threshold_5": 0.16666676127719673, + "scr_dir1_threshold_10": 0.19313308563727843, + "scr_metric_threshold_10": 0.19313308563727843, + "scr_dir2_threshold_10": 0.22857128260089646, + "scr_dir1_threshold_20": 0.27467810939215553, + "scr_metric_threshold_20": 0.27467810939215553, + "scr_dir2_threshold_20": 0.27142843356751334, + "scr_dir1_threshold_50": 0.381974125960709, + "scr_metric_threshold_50": 0.381974125960709, + "scr_dir2_threshold_50": 0.3095237419448595, + "scr_dir1_threshold_100": 0.3433475088332533, + "scr_metric_threshold_100": 0.3433475088332533, + "scr_dir2_threshold_100": 0.3666667045108787, + "scr_dir1_threshold_500": 0.42489278840201256, + "scr_metric_threshold_500": 0.42489278840201256, + "scr_dir2_threshold_500": 0.3142855845341302 + } + ], + "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_3_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..b5a2e54c3be5629c7c869aa292b5ae1730add78c --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_3_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "b7826d05-da1e-4ebd-b70e-73872fd7e93f", + "datetime_epoch_millis": 1737168722727, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2820565442724001, + "scr_metric_threshold_2": 0.21923806670706755, + "scr_dir2_threshold_2": 0.2149896559745933, + "scr_dir1_threshold_5": 0.3542753204865564, + "scr_metric_threshold_5": 0.28132048547607297, + "scr_dir2_threshold_5": 0.2770644177859981, + "scr_dir1_threshold_10": 0.3938546489864867, + "scr_metric_threshold_10": 0.3579795913319417, + "scr_dir2_threshold_10": 0.34859372088356994, + "scr_dir1_threshold_20": 0.4800284502139768, + "scr_metric_threshold_20": 0.4255342669885575, + "scr_dir2_threshold_20": 0.4222694191645093, + "scr_dir1_threshold_50": 0.08912440095060405, + "scr_metric_threshold_50": 0.45759481860712287, + "scr_dir2_threshold_50": 0.4057988864130646, + "scr_dir1_threshold_100": -0.07740334292932463, + "scr_metric_threshold_100": 0.3991200490168413, + "scr_dir2_threshold_100": 0.3387480988502463, + "scr_dir1_threshold_500": -0.7181524773537455, + "scr_metric_threshold_500": 0.25893780298488245, + "scr_dir2_threshold_500": 0.23504654321902504 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.5312505238688624, + "scr_metric_threshold_2": 0.049261034566288144, + "scr_dir2_threshold_2": 0.049261034566288144, + "scr_dir1_threshold_5": 0.5625001164153027, + "scr_metric_threshold_5": 0.12807877795802716, + "scr_dir2_threshold_5": 0.12807877795802716, + "scr_dir1_threshold_10": 0.5937506402841651, + "scr_metric_threshold_10": 0.1453200813324427, + "scr_dir2_threshold_10": 0.1453200813324427, + "scr_dir1_threshold_20": 0.42187508731147705, + "scr_metric_threshold_20": 0.15270929524117124, + "scr_dir2_threshold_20": 0.15270929524117124, + "scr_dir1_threshold_50": -0.32812444702731197, + "scr_metric_threshold_50": 0.26600979219120463, + "scr_dir2_threshold_50": 0.26600979219120463, + "scr_dir1_threshold_100": 0.20312514551912844, + "scr_metric_threshold_100": 0.27339900609993323, + "scr_dir2_threshold_100": 0.27339900609993323, + "scr_dir1_threshold_500": 0.0937506402841651, + "scr_metric_threshold_500": 0.07142852948301047, + "scr_dir2_threshold_500": 0.07142852948301047 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2710279072306566, + "scr_metric_threshold_2": 0.3314121284973068, + "scr_dir2_threshold_2": 0.3314121284973068, + "scr_dir1_threshold_5": 0.3738319995632706, + "scr_metric_threshold_5": 0.4178675485176651, + "scr_dir2_threshold_5": 0.4178675485176651, + "scr_dir1_threshold_10": 0.36448576785827685, + "scr_metric_threshold_10": 0.4956772032332857, + "scr_dir2_threshold_10": 0.4956772032332857, + "scr_dir1_threshold_20": 0.523364465156905, + "scr_metric_threshold_20": 0.5734870297202155, + "scr_dir2_threshold_20": 0.5734870297202155, + "scr_dir1_threshold_50": 0.0654202796182183, + "scr_metric_threshold_50": 0.7406340834815434, + "scr_dir2_threshold_50": 0.7406340834815434, + "scr_dir1_threshold_100": -1.8317761851019574, + "scr_metric_threshold_100": 0.21325648513989226, + "scr_dir2_threshold_100": 0.21325648513989226, + "scr_dir1_threshold_500": -2.1588786972986282, + "scr_metric_threshold_500": -0.014409208041508192, + "scr_dir2_threshold_500": -0.014409208041508192 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5625001164153027, + "scr_metric_threshold_2": 0.025316579852636207, + "scr_dir2_threshold_2": 0.025316579852636207, + "scr_dir1_threshold_5": 0.578124912688523, + "scr_metric_threshold_5": 0.09367087767151386, + "scr_dir2_threshold_5": 0.09367087767151386, + "scr_dir1_threshold_10": 0.5468753201420825, + "scr_metric_threshold_10": 0.13670889743339407, + "scr_dir2_threshold_10": 0.13670889743339407, + "scr_dir1_threshold_20": 0.5937506402841651, + "scr_metric_threshold_20": 0.253164591343807, + "scr_dir2_threshold_20": 0.253164591343807, + "scr_dir1_threshold_50": 0.32812537834973393, + "scr_metric_threshold_50": 0.0075949890455728015, + "scr_dir2_threshold_50": 0.0075949890455728015, + "scr_dir1_threshold_100": 0.14062502910382568, + "scr_metric_threshold_100": 0.13924051014931188, + "scr_dir2_threshold_100": 0.13924051014931188, + "scr_dir1_threshold_500": -1.3124996507540918, + "scr_metric_threshold_500": -0.21772140972968013, + "scr_dir2_threshold_500": -0.21772140972968013 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.1968506228214391, + "scr_metric_threshold_2": 0.1127597798483955, + "scr_dir2_threshold_2": 0.1127597798483955, + "scr_dir1_threshold_5": 0.20472453509562788, + "scr_metric_threshold_5": 0.20474778392768772, + "scr_dir2_threshold_5": 0.20474778392768772, + "scr_dir1_threshold_10": 0.2362206535201696, + "scr_metric_threshold_10": 0.3560830871030764, + "scr_dir2_threshold_10": 0.3560830871030764, + "scr_dir1_threshold_20": 0.6456692543836389, + "scr_metric_threshold_20": 0.5311573099169037, + "scr_dir2_threshold_20": 0.5311573099169037, + "scr_dir1_threshold_50": 0.12598447369816684, + "scr_metric_threshold_50": 0.34421380415223274, + "scr_dir2_threshold_50": 0.34421380415223274, + "scr_dir1_threshold_100": 0.14173229824654446, + "scr_metric_threshold_100": 0.20771528153377425, + "scr_dir2_threshold_100": 0.20771528153377425, + "scr_dir1_threshold_500": -1.9921256183980247, + "scr_metric_threshold_500": 0.06824926130922924, + "scr_dir2_threshold_500": 0.06824926130922924 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.021739172687599125, + "scr_metric_threshold_2": 0.6313723794408383, + "scr_dir2_threshold_2": 0.6313723794408383, + "scr_dir1_threshold_5": 0.24456496387440524, + "scr_metric_threshold_5": 0.666666510837527, + "scr_dir2_threshold_5": 0.666666510837527, + "scr_dir1_threshold_10": 0.33152165462480176, + "scr_metric_threshold_10": 0.6901960875977925, + "scr_dir2_threshold_10": 0.6901960875977925, + "scr_dir1_threshold_20": 0.375, + "scr_metric_threshold_20": 0.6980391240220748, + "scr_dir2_threshold_20": 0.6980391240220748, + "scr_dir1_threshold_50": -0.5597828058754626, + "scr_metric_threshold_50": 0.7882352116198673, + "scr_dir2_threshold_50": 0.7882352116198673, + "scr_dir1_threshold_100": -0.5217391726875992, + "scr_metric_threshold_100": 0.8078430364242822, + "scr_dir2_threshold_100": 0.8078430364242822, + "scr_dir1_threshold_500": -1.0815216546248017, + "scr_metric_threshold_500": 0.6078430364242823, + "scr_dir2_threshold_500": 0.6078430364242823 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.2783503032463024, + "scr_metric_threshold_2": 0.1370969176230247, + "scr_dir2_threshold_2": 0.1370969176230247, + "scr_dir1_threshold_5": 0.2886597558053079, + "scr_metric_threshold_5": 0.1854838670912696, + "scr_dir2_threshold_5": 0.1854838670912696, + "scr_dir1_threshold_10": 0.3505152421976293, + "scr_metric_threshold_10": 0.2701613891726251, + "scr_dir2_threshold_10": 0.2701613891726251, + "scr_dir1_threshold_20": 0.4072164631710899, + "scr_metric_threshold_20": 0.3346774019107132, + "scr_dir2_threshold_20": 0.3346774019107132, + "scr_dir1_threshold_50": 0.26288658526843595, + "scr_metric_threshold_50": 0.6612903923571471, + "scr_dir2_threshold_50": 0.6612903923571471, + "scr_dir1_threshold_100": 0.3505152421976293, + "scr_metric_threshold_100": 0.6774194556269904, + "scr_dir2_threshold_100": 0.6774194556269904, + "scr_dir1_threshold_500": 0.3969070106120844, + "scr_metric_threshold_500": 0.7338710569007991, + "scr_dir2_threshold_500": 0.7338710569007991 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.2702702775267402, + "scr_metric_threshold_2": 0.3422222834457521, + "scr_dir2_threshold_2": 0.3422222834457521, + "scr_dir1_threshold_5": 0.41441444344029416, + "scr_metric_threshold_5": 0.3866666807951736, + "scr_dir2_threshold_5": 0.3866666807951736, + "scr_dir1_threshold_10": 0.5, + "scr_metric_threshold_10": 0.5422220715181487, + "scr_dir2_threshold_10": 0.5422220715181487, + "scr_dir1_threshold_20": 0.590090003012451, + "scr_metric_threshold_20": 0.5777776953614876, + "scr_dir2_threshold_20": 0.5777776953614876, + "scr_dir1_threshold_50": 0.42792778279852933, + "scr_metric_threshold_50": 0.4622223152348926, + "scr_dir2_threshold_50": 0.4622223152348926, + "scr_dir1_threshold_100": 0.4819819456996323, + "scr_metric_threshold_100": 0.45777766357234706, + "scr_dir2_threshold_100": 0.45777766357234706, + "scr_dir1_threshold_500": 0.18468472096703434, + "scr_metric_threshold_500": 0.697777727150628, + "scr_dir2_threshold_500": 0.697777727150628 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.1244634303822985, + "scr_metric_threshold_2": 0.1244634303822985, + "scr_dir2_threshold_2": 0.09047614452250444, + "scr_dir1_threshold_5": 0.1673818370097199, + "scr_metric_threshold_5": 0.1673818370097199, + "scr_dir2_threshold_5": 0.1333332954891213, + "scr_dir1_threshold_10": 0.2274679132647684, + "scr_metric_threshold_10": 0.2274679132647684, + "scr_dir2_threshold_10": 0.1523809496777944, + "scr_dir1_threshold_20": 0.283261688392087, + "scr_metric_threshold_20": 0.283261688392087, + "scr_dir2_threshold_20": 0.25714290579970117, + "scr_dir1_threshold_50": 0.3905579607745226, + "scr_metric_threshold_50": 0.3905579607745226, + "scr_dir2_threshold_50": -0.02380949677794379, + "scr_dir1_threshold_100": 0.41630895358819897, + "scr_metric_threshold_100": 0.41630895358819897, + "scr_dir2_threshold_100": -0.06666664774456064, + "scr_dir1_threshold_500": 0.1244634303822985, + "scr_metric_threshold_500": 0.1244634303822985, + "scr_dir2_threshold_500": -0.06666664774456064 + } + ], + "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_3", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_4_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..42991d844604dbc2e19fb91666a799bb15d8c7db --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_4_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "ed376fd6-1826-419f-a28b-a12679782c59", + "datetime_epoch_millis": 1737169875729, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.25336738030444933, + "scr_metric_threshold_2": 0.16666224996086693, + "scr_dir2_threshold_2": 0.16319299992035496, + "scr_dir1_threshold_5": 0.30712939121582683, + "scr_metric_threshold_5": 0.24737133966082409, + "scr_dir2_threshold_5": 0.24662793275548797, + "scr_dir1_threshold_10": 0.13306875284832512, + "scr_metric_threshold_10": 0.30762075304110087, + "scr_dir2_threshold_10": 0.29739696526460374, + "scr_dir1_threshold_20": 0.09998573148681783, + "scr_metric_threshold_20": 0.37033012729108744, + "scr_dir2_threshold_20": 0.35830529914946385, + "scr_dir1_threshold_50": -0.23742267079523052, + "scr_metric_threshold_50": 0.3754518626948192, + "scr_dir2_threshold_50": 0.3428798191189746, + "scr_dir1_threshold_100": -0.3454615626997691, + "scr_metric_threshold_100": 0.21484665810527315, + "scr_dir2_threshold_100": 0.17063552401772492, + "scr_dir1_threshold_500": -0.7501120840936932, + "scr_metric_threshold_500": 0.08607372919857596, + "scr_dir2_threshold_500": -0.042832322671469775 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.5156247962732202, + "scr_metric_threshold_2": 0.039408798291137845, + "scr_dir2_threshold_2": 0.039408798291137845, + "scr_dir1_threshold_5": 0.5625001164153027, + "scr_metric_threshold_5": 0.0935960243997328, + "scr_dir2_threshold_5": 0.0935960243997328, + "scr_dir1_threshold_10": 0.3749997671693945, + "scr_metric_threshold_10": 0.1970442850746159, + "scr_dir2_threshold_10": 0.1970442850746159, + "scr_dir1_threshold_20": 0.250000465661211, + "scr_metric_threshold_20": 0.20443349898334445, + "scr_dir2_threshold_20": 0.20443349898334445, + "scr_dir1_threshold_50": -0.17187462165026607, + "scr_metric_threshold_50": 0.19211824034177244, + "scr_dir2_threshold_50": 0.19211824034177244, + "scr_dir1_threshold_100": 0.17187555297268803, + "scr_metric_threshold_100": 0.19211824034177244, + "scr_dir2_threshold_100": 0.19211824034177244, + "scr_dir1_threshold_500": -0.8593749708961743, + "scr_metric_threshold_500": 0.009852089465686957, + "scr_dir2_threshold_500": 0.009852089465686957 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2710279072306566, + "scr_metric_threshold_2": 0.24207490122290864, + "scr_dir2_threshold_2": 0.24207490122290864, + "scr_dir1_threshold_5": 0.2242989769168465, + "scr_metric_threshold_5": 0.3141211132017588, + "scr_dir2_threshold_5": 0.3141211132017588, + "scr_dir1_threshold_10": 0.3925233488676788, + "scr_metric_threshold_10": 0.2824207180933934, + "scr_dir2_threshold_10": 0.2824207180933934, + "scr_dir1_threshold_20": 0.46728986019089086, + "scr_metric_threshold_20": 0.40057636145080794, + "scr_dir2_threshold_20": 0.40057636145080794, + "scr_dir1_threshold_50": -0.12149544163702218, + "scr_metric_threshold_50": 0.6311240336575574, + "scr_dir2_threshold_50": 0.6311240336575574, + "scr_dir1_threshold_100": -0.8878507900679716, + "scr_metric_threshold_100": 0.7262248754400351, + "scr_dir2_threshold_100": 0.7262248754400351, + "scr_dir1_threshold_500": -3.056075162018804, + "scr_metric_threshold_500": -0.4092219549842365, + "scr_dir2_threshold_500": -0.4092219549842365 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5, + "scr_metric_threshold_2": 0.03291141800038962, + "scr_dir2_threshold_2": 0.03291141800038962, + "scr_dir1_threshold_5": 0.5312505238688624, + "scr_metric_threshold_5": 0.058227846955206435, + "scr_dir2_threshold_5": 0.058227846955206435, + "scr_dir1_threshold_10": -1.7343747380655687, + "scr_metric_threshold_10": 0.20253173343417333, + "scr_dir2_threshold_10": 0.20253173343417333, + "scr_dir1_threshold_20": -1.828124447027312, + "scr_metric_threshold_20": 0.20253173343417333, + "scr_dir2_threshold_20": 0.20253173343417333, + "scr_dir1_threshold_50": -3.765624330612009, + "scr_metric_threshold_50": 0.30126583653752276, + "scr_dir2_threshold_50": 0.30126583653752276, + "scr_dir1_threshold_100": -4.546874388819661, + "scr_metric_threshold_100": 0.010126601761490606, + "scr_dir2_threshold_100": 0.010126601761490606, + "scr_dir1_threshold_500": -3.593749708961743, + "scr_metric_threshold_500": 0.0075949890455728015, + "scr_dir2_threshold_500": 0.0075949890455728015 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.1968506228214391, + "scr_metric_threshold_2": 0.13056388114303663, + "scr_dir2_threshold_2": 0.13056388114303663, + "scr_dir1_threshold_5": 0.15748059212270857, + "scr_metric_threshold_5": 0.22255206209070447, + "scr_dir2_threshold_5": 0.22255206209070447, + "scr_dir1_threshold_10": 0.7559054342056416, + "scr_metric_threshold_10": 0.2759645428430035, + "scr_dir2_threshold_10": 0.2759645428430035, + "scr_dir1_threshold_20": -0.07086614912327223, + "scr_metric_threshold_20": 0.379822006741515, + "scr_dir2_threshold_20": 0.379822006741515, + "scr_dir1_threshold_50": -0.07874006139746104, + "scr_metric_threshold_50": -0.06824926130922924, + "scr_dir2_threshold_50": -0.06824926130922924, + "scr_dir1_threshold_100": 0.6299214298352612, + "scr_metric_threshold_100": -0.3204747076454185, + "scr_dir2_threshold_100": -0.3204747076454185, + "scr_dir1_threshold_500": -0.18897624121946377, + "scr_metric_threshold_500": 0.16617226060069454, + "scr_dir2_threshold_500": 0.16617226060069454 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.016304136562004374, + "scr_metric_threshold_2": 0.4745097810055187, + "scr_dir2_threshold_2": 0.4745097810055187, + "scr_dir1_threshold_5": 0.125, + "scr_metric_threshold_5": 0.6, + "scr_dir2_threshold_5": 0.6, + "scr_dir1_threshold_10": 0.1195652878126652, + "scr_metric_threshold_10": 0.643137167820971, + "scr_dir2_threshold_10": 0.643137167820971, + "scr_dir1_threshold_20": 0.5434780214369382, + "scr_metric_threshold_20": 0.7294117372066224, + "scr_dir2_threshold_20": 0.7294117372066224, + "scr_dir1_threshold_50": 0.5271738848749339, + "scr_metric_threshold_50": 0.780392175195585, + "scr_dir2_threshold_50": 0.780392175195585, + "scr_dir1_threshold_100": 0.2880433092496035, + "scr_metric_threshold_100": 0.6823528174298009, + "scr_dir2_threshold_100": 0.6823528174298009, + "scr_dir1_threshold_500": 0.0380433092496035, + "scr_metric_threshold_500": 0.6705882627933776, + "scr_dir2_threshold_500": 0.6705882627933776 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.21649481685398092, + "scr_metric_threshold_2": 0.0927419335456348, + "scr_dir2_threshold_2": 0.0927419335456348, + "scr_dir1_threshold_5": 0.28350487590559115, + "scr_metric_threshold_5": 0.14516132908730398, + "scr_dir2_threshold_5": 0.14516132908730398, + "scr_dir1_threshold_10": 0.4072164631710899, + "scr_metric_threshold_10": 0.10887099681547797, + "scr_dir2_threshold_10": 0.10887099681547797, + "scr_dir1_threshold_20": 0.46391737690412255, + "scr_metric_threshold_20": 0.1290322658174608, + "scr_dir2_threshold_20": 0.1290322658174608, + "scr_dir1_threshold_50": 0.618556707365782, + "scr_metric_threshold_50": 0.05241939554166917, + "scr_dir2_threshold_50": 0.05241939554166917, + "scr_dir1_threshold_100": 0.6701030484395258, + "scr_metric_threshold_100": -0.45161281019047045, + "scr_dir2_threshold_100": -0.45161281019047045, + "scr_dir1_threshold_500": 0.546391768414455, + "scr_metric_threshold_500": -0.7016126900198282, + "scr_dir2_threshold_500": -0.7016126900198282 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.2162161146256372, + "scr_metric_threshold_2": 0.22666663840965287, + "scr_dir2_threshold_2": 0.22666663840965287, + "scr_dir1_threshold_5": 0.4099099969875491, + "scr_metric_threshold_5": 0.38222229404213226, + "scr_dir2_threshold_5": 0.38222229404213226, + "scr_dir1_threshold_10": 0.49549555354725494, + "scr_metric_threshold_10": 0.4977776741687272, + "scr_dir2_threshold_10": 0.4977776741687272, + "scr_dir1_threshold_20": 0.6351350045186764, + "scr_metric_threshold_20": 0.5777776953614876, + "scr_dir2_threshold_20": 0.5777776953614876, + "scr_dir1_threshold_50": 0.6891891674197794, + "scr_metric_threshold_50": 0.7111111523192563, + "scr_dir2_threshold_50": 0.7111111523192563, + "scr_dir1_threshold_100": 0.6621622202139216, + "scr_metric_threshold_100": 0.6311111311264959, + "scr_dir2_threshold_100": 0.6311111311264959, + "scr_dir1_threshold_500": 0.5720719487120832, + "scr_metric_threshold_500": 0.404444492716843, + "scr_dir2_threshold_500": 0.404444492716843 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.09442064806865635, + "scr_metric_threshold_2": 0.09442064806865635, + "scr_dir2_threshold_2": 0.06666664774456064, + "scr_dir1_threshold_5": 0.16309004750975417, + "scr_metric_threshold_5": 0.16309004750975417, + "scr_dir2_threshold_5": 0.1571427922670651, + "scr_dir1_threshold_10": 0.2532189060784448, + "scr_metric_threshold_10": 0.2532189060784448, + "scr_dir2_threshold_10": 0.17142860386646747, + "scr_dir1_threshold_20": 0.33905571933328765, + "scr_metric_threshold_20": 0.33905571933328765, + "scr_dir2_threshold_20": 0.24285709420029883, + "scr_dir1_threshold_50": 0.4034333292744197, + "scr_metric_threshold_50": 0.4034333292744197, + "scr_dir2_threshold_50": 0.14285698066766273, + "scr_dir1_threshold_100": 0.2489271165784791, + "scr_metric_threshold_100": 0.2489271165784791, + "scr_dir2_threshold_100": -0.10476195612190681, + "scr_dir1_threshold_500": 0.5407723839704975, + "scr_metric_threshold_500": 0.5407723839704975, + "scr_dir2_threshold_500": -0.49047603098986836 + } + ], + "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_4", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..128875ec641b2980153db8c7569797a15101b5bc --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "5cf538c4-5639-4f78-bc0d-ff8fc9470085", + "datetime_epoch_millis": 1737171027298, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.1442288781434359, + "scr_metric_threshold_2": 0.15468660316299768, + "scr_dir2_threshold_2": 0.16248346044357204, + "scr_dir1_threshold_5": 0.13658733061116005, + "scr_metric_threshold_5": 0.21983748674395356, + "scr_dir2_threshold_5": 0.2320360218159546, + "scr_dir1_threshold_10": -0.7737745278191969, + "scr_metric_threshold_10": 0.2803938207686883, + "scr_dir2_threshold_10": 0.30068303528324164, + "scr_dir1_threshold_20": 0.20889642288314492, + "scr_metric_threshold_20": 0.2779719880861913, + "scr_dir2_threshold_20": 0.33740125508721025, + "scr_dir1_threshold_50": -0.076648229435026, + "scr_metric_threshold_50": 0.13658831602653587, + "scr_dir2_threshold_50": 0.18806745868802804, + "scr_dir1_threshold_100": -0.9213616402259059, + "scr_metric_threshold_100": 0.15914942513764493, + "scr_dir2_threshold_100": 0.10822972703645015, + "scr_dir1_threshold_500": -1.0568289551125458, + "scr_metric_threshold_500": -0.1801373627177447, + "scr_dir2_threshold_500": -0.11827347278425358 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.39062549476503666, + "scr_metric_threshold_2": 0.0566502484750167, + "scr_dir2_threshold_2": 0.0566502484750167, + "scr_dir1_threshold_5": 0.0937506402841651, + "scr_metric_threshold_5": 0.039408798291137845, + "scr_dir2_threshold_5": 0.039408798291137845, + "scr_dir1_threshold_10": -1.421874155989055, + "scr_metric_threshold_10": 0.07635457421585395, + "scr_dir2_threshold_10": 0.07635457421585395, + "scr_dir1_threshold_20": -0.14062502910382568, + "scr_metric_threshold_20": 0.2266009939000668, + "scr_dir2_threshold_20": 0.2266009939000668, + "scr_dir1_threshold_50": 0.28125005820765137, + "scr_metric_threshold_50": 0.10837430540772658, + "scr_dir2_threshold_50": 0.10837430540772658, + "scr_dir1_threshold_100": 0.6250002328306055, + "scr_metric_threshold_100": 0.26108374745836116, + "scr_dir2_threshold_100": 0.26108374745836116, + "scr_dir1_threshold_500": -0.5312495925464404, + "scr_metric_threshold_500": 0.36699503049966603, + "scr_dir2_threshold_500": 0.36699503049966603 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.13084111628922626, + "scr_metric_threshold_2": 0.1412104449323513, + "scr_dir2_threshold_2": 0.1412104449323513, + "scr_dir1_threshold_5": 0.2242989769168465, + "scr_metric_threshold_5": 0.24783868750229743, + "scr_dir2_threshold_5": 0.24783868750229743, + "scr_dir1_threshold_10": -1.7196264181171392, + "scr_metric_threshold_10": 0.2968300979062108, + "scr_dir2_threshold_10": 0.2968300979062108, + "scr_dir1_threshold_20": 0.09345786062762024, + "scr_metric_threshold_20": 0.04899141040391336, + "scr_dir2_threshold_20": 0.04899141040391336, + "scr_dir1_threshold_50": -0.6448599067939272, + "scr_metric_threshold_50": 0.2622478955438056, + "scr_dir2_threshold_50": 0.2622478955438056, + "scr_dir1_threshold_100": -2.271028464283446, + "scr_metric_threshold_100": -0.21902009964797187, + "scr_dir2_threshold_100": -0.21902009964797187, + "scr_dir1_threshold_500": -2.981308650695592, + "scr_metric_threshold_500": -0.4092219549842365, + "scr_dir2_threshold_500": -0.4092219549842365 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.39062549476503666, + "scr_metric_threshold_2": 0.1443038864789669, + "scr_dir2_threshold_2": 0.1443038864789669, + "scr_dir1_threshold_5": 0.5468753201420825, + "scr_metric_threshold_5": 0.20000012071825551, + "scr_dir2_threshold_5": 0.20000012071825551, + "scr_dir1_threshold_10": -1.671874621650266, + "scr_metric_threshold_10": 0.13924051014931188, + "scr_dir2_threshold_10": 0.13924051014931188, + "scr_dir1_threshold_20": 0.3125005820765137, + "scr_metric_threshold_20": 0.1620253263882109, + "scr_dir2_threshold_20": 0.1620253263882109, + "scr_dir1_threshold_50": 0.3125005820765137, + "scr_metric_threshold_50": 0.19746835710451832, + "scr_dir2_threshold_50": 0.19746835710451832, + "scr_dir1_threshold_100": -3.4374989522622754, + "scr_metric_threshold_100": -0.06075945967112424, + "scr_dir2_threshold_100": -0.06075945967112424, + "scr_dir1_threshold_500": -2.6718746216502662, + "scr_metric_threshold_500": 0.06582283600077923, + "scr_dir2_threshold_500": 0.06582283600077923 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.11811056142397805, + "scr_metric_threshold_2": 0.06824926130922924, + "scr_dir2_threshold_2": 0.06824926130922924, + "scr_dir1_threshold_5": -0.11023617982200275, + "scr_metric_threshold_5": 0.15727012151918615, + "scr_dir2_threshold_5": 0.15727012151918615, + "scr_dir1_threshold_10": -1.8267711140011273, + "scr_metric_threshold_10": 0.2284867035661263, + "scr_dir2_threshold_10": 0.2284867035661263, + "scr_dir1_threshold_20": 0.6456692543836389, + "scr_metric_threshold_20": 0.2640950830237842, + "scr_dir2_threshold_20": 0.2640950830237842, + "scr_dir1_threshold_50": -0.39370077631509165, + "scr_metric_threshold_50": 0.07715140039073762, + "scr_dir2_threshold_50": 0.07715140039073762, + "scr_dir1_threshold_100": -2.6220465789054996, + "scr_metric_threshold_100": 0.37685468600380406, + "scr_dir2_threshold_100": 0.37685468600380406, + "scr_dir1_threshold_500": -2.6299204911796883, + "scr_metric_threshold_500": -0.46587536934538537, + "scr_dir2_threshold_500": -0.46587536934538537 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": -0.032608921000528666, + "scr_metric_threshold_2": 0.5882352116198672, + "scr_dir2_threshold_2": 0.5882352116198672, + "scr_dir1_threshold_5": -0.06521751806279738, + "scr_metric_threshold_5": 0.623529343016556, + "scr_dir2_threshold_5": 0.623529343016556, + "scr_dir1_threshold_10": -0.06521751806279738, + "scr_metric_threshold_10": 0.6980391240220748, + "scr_dir2_threshold_10": 0.6980391240220748, + "scr_dir1_threshold_20": 0.48913025168707047, + "scr_metric_threshold_20": 0.8078430364242822, + "scr_dir2_threshold_20": 0.8078430364242822, + "scr_dir1_threshold_50": -0.17391305756253303, + "scr_metric_threshold_50": 0.8549019562011038, + "scr_dir2_threshold_50": 0.8549019562011038, + "scr_dir1_threshold_100": -0.45108694243746694, + "scr_metric_threshold_100": 0.443137167820971, + "scr_dir2_threshold_100": 0.443137167820971, + "scr_dir1_threshold_500": -0.14130446050026432, + "scr_metric_threshold_500": -0.6078432701679916, + "scr_dir2_threshold_500": -0.6078432701679916 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.06185548639232145, + "scr_metric_threshold_2": 0.09677413927777444, + "scr_dir2_threshold_2": 0.09677413927777444, + "scr_dir1_threshold_5": 0.1340204253436484, + "scr_metric_threshold_5": 0.1491935348194436, + "scr_dir2_threshold_5": 0.1491935348194436, + "scr_dir1_threshold_10": 0.1030926821474877, + "scr_metric_threshold_10": 0.29032265817460795, + "scr_dir2_threshold_10": 0.29032265817460795, + "scr_dir1_threshold_20": 0.309278353682891, + "scr_metric_threshold_20": 0.2782258006369044, + "scr_dir2_threshold_20": 0.2782258006369044, + "scr_dir1_threshold_50": 0.3969070106120844, + "scr_metric_threshold_50": -0.13306447154960044, + "scr_dir2_threshold_50": -0.13306447154960044, + "scr_dir1_threshold_100": 0.3247420716607574, + "scr_metric_threshold_100": -0.2338708165595145, + "scr_dir2_threshold_100": -0.2338708165595145, + "scr_dir1_threshold_500": 0.4432987790265394, + "scr_metric_threshold_500": -0.7620967373670612, + "scr_dir2_threshold_500": -0.7620967373670612 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.09009000301245093, + "scr_metric_threshold_2": 0.13777784371080995, + "scr_dir2_threshold_2": 0.13777784371080995, + "scr_dir1_threshold_5": 0.24774777677362747, + "scr_metric_threshold_5": 0.32000008477104136, + "scr_dir2_threshold_5": 0.32000008477104136, + "scr_dir1_threshold_10": 0.3648647269919362, + "scr_metric_threshold_10": 0.4666667019879339, + "scr_dir2_threshold_10": 0.4666667019879339, + "scr_dir1_threshold_20": 0.09909916440732847, + "scr_metric_threshold_20": 0.5733333086084462, + "scr_dir2_threshold_20": 0.5733333086084462, + "scr_dir1_threshold_50": -0.1081080573128186, + "scr_metric_threshold_50": 0.008888773506082586, + "scr_dir2_threshold_50": 0.008888773506082586, + "scr_dir1_threshold_100": 0.3108108325802206, + "scr_metric_threshold_100": 0.5555554966867768, + "scr_dir2_threshold_100": 0.5555554966867768, + "scr_dir1_threshold_500": 0.49549555354725494, + "scr_metric_threshold_500": 0.8088887205241817, + "scr_dir2_threshold_500": 0.8088887205241817 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.004291789499965721, + "scr_metric_threshold_2": 0.004291789499965721, + "scr_dir2_threshold_2": 0.06666664774456064, + "scr_dir1_threshold_5": 0.021459203313710703, + "scr_metric_threshold_5": 0.021459203313710703, + "scr_dir2_threshold_5": 0.11904748388971893, + "scr_dir1_threshold_10": 0.047210196127387125, + "scr_metric_threshold_10": 0.047210196127387125, + "scr_dir2_threshold_10": 0.20952391224381361, + "scr_dir1_threshold_20": -0.13733905469607777, + "scr_metric_threshold_20": -0.13733905469607777, + "scr_dir2_threshold_20": 0.33809508131207394, + "scr_dir1_threshold_50": -0.283261688392087, + "scr_metric_threshold_50": -0.283261688392087, + "scr_dir2_threshold_50": 0.12857145289985059, + "scr_dir1_threshold_100": 0.15021467900985702, + "scr_metric_threshold_100": 0.15021467900985702, + "scr_dir2_threshold_100": -0.25714290579970117, + "scr_dir1_threshold_500": -0.4377681569019097, + "scr_metric_threshold_500": -0.4377681569019097, + "scr_dir2_threshold_500": 0.05714296256601923 + } + ], + "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..c6dcedb9600069fdf0e907db830e8344431b16bd --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "e44431f5-0132-428f-86f1-b72e95e3cbfc", + "datetime_epoch_millis": 1737388630549, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.17813302061634922, + "scr_metric_threshold_2": 0.10509501828558322, + "scr_dir2_threshold_2": 0.11109849215863173, + "scr_dir1_threshold_5": 0.20630947007528277, + "scr_metric_threshold_5": 0.16581782195852438, + "scr_dir2_threshold_5": 0.1784276604880943, + "scr_dir1_threshold_10": 0.16095359989336042, + "scr_metric_threshold_10": 0.2257657245825582, + "scr_dir2_threshold_10": 0.2408152765218754, + "scr_dir1_threshold_20": 0.1294630599600319, + "scr_metric_threshold_20": 0.2553427189740894, + "scr_dir2_threshold_20": 0.2713988366713696, + "scr_dir1_threshold_50": 0.0933683484336229, + "scr_metric_threshold_50": 0.30846361543340384, + "scr_dir2_threshold_50": 0.3201691230410847, + "scr_dir1_threshold_100": -0.06869581802314279, + "scr_metric_threshold_100": 0.2754699324107402, + "scr_dir2_threshold_100": 0.30106515563860925, + "scr_dir1_threshold_500": -0.25162741821718654, + "scr_metric_threshold_500": 0.2699508539229083, + "scr_dir2_threshold_500": 0.29131301581245306 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.3437501746229541, + "scr_metric_threshold_2": 0.012315258641572036, + "scr_dir2_threshold_2": 0.012315258641572036, + "scr_dir1_threshold_5": 0.3593749708961743, + "scr_metric_threshold_5": 0.03201958438240929, + "scr_dir2_threshold_5": 0.03201958438240929, + "scr_dir1_threshold_10": 0.3593749708961743, + "scr_metric_threshold_10": 0.0467980121998664, + "scr_dir2_threshold_10": 0.0467980121998664, + "scr_dir1_threshold_20": 0.2968748544808716, + "scr_metric_threshold_20": 0.06896550711658873, + "scr_dir2_threshold_20": 0.06896550711658873, + "scr_dir1_threshold_50": 0.32812537834973393, + "scr_metric_threshold_50": 0.08128076575816078, + "scr_dir2_threshold_50": 0.08128076575816078, + "scr_dir1_threshold_100": 0.28125005820765137, + "scr_metric_threshold_100": 0.13793101423317747, + "scr_dir2_threshold_100": 0.13793101423317747, + "scr_dir1_threshold_500": -0.17187462165026607, + "scr_metric_threshold_500": 0.0935960243997328, + "scr_dir2_threshold_500": 0.0935960243997328 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2242989769168465, + "scr_metric_threshold_2": 0.16714705376132788, + "scr_dir2_threshold_2": 0.16714705376132788, + "scr_dir1_threshold_5": 0.30841116289226267, + "scr_metric_threshold_5": 0.3054755196683302, + "scr_dir2_threshold_5": 0.3054755196683302, + "scr_dir1_threshold_10": 0.08411218597541614, + "scr_metric_threshold_10": 0.3487031437928548, + "scr_dir2_threshold_10": 0.3487031437928548, + "scr_dir1_threshold_20": 0.0, + "scr_metric_threshold_20": 0.39193093968868853, + "scr_dir2_threshold_20": 0.39193093968868853, + "scr_dir1_threshold_50": -0.514018790504701, + "scr_metric_threshold_50": 0.4409221783212927, + "scr_dir2_threshold_50": 0.4409221783212927, + "scr_dir1_threshold_100": -0.7196264181171393, + "scr_metric_threshold_100": 0.17867445454879627, + "scr_dir2_threshold_100": 0.17867445454879627, + "scr_dir1_threshold_500": -0.7102807434649352, + "scr_metric_threshold_500": 0.1585014602278993, + "scr_dir2_threshold_500": 0.1585014602278993 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5156247962732202, + "scr_metric_threshold_2": 0.06582283600077923, + "scr_dir2_threshold_2": 0.06582283600077923, + "scr_dir1_threshold_5": 0.4843752037267798, + "scr_metric_threshold_5": 0.09873425400116885, + "scr_dir2_threshold_5": 0.09873425400116885, + "scr_dir1_threshold_10": 0.5156247962732202, + "scr_metric_threshold_10": 0.15696210095637528, + "scr_dir2_threshold_10": 0.15696210095637528, + "scr_dir1_threshold_20": 0.39062549476503666, + "scr_metric_threshold_20": 0.19746835710451832, + "scr_dir2_threshold_20": 0.19746835710451832, + "scr_dir1_threshold_50": 0.32812537834973393, + "scr_metric_threshold_50": 0.25063297862788914, + "scr_dir2_threshold_50": 0.25063297862788914, + "scr_dir1_threshold_100": -0.5156247962732202, + "scr_metric_threshold_100": 0.3037974492534406, + "scr_dir2_threshold_100": 0.3037974492534406, + "scr_dir1_threshold_500": -0.9687494761311376, + "scr_metric_threshold_500": 0.1873419062408471, + "scr_dir2_threshold_500": 0.1873419062408471 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.14960621052073325, + "scr_metric_threshold_2": 0.16320476299460798, + "scr_dir2_threshold_2": 0.16320476299460798, + "scr_dir1_threshold_5": 0.17322841667108618, + "scr_metric_threshold_5": 0.2136499230091961, + "scr_dir2_threshold_5": 0.2136499230091961, + "scr_dir1_threshold_10": 0.04724441230070582, + "scr_metric_threshold_10": 0.3056381039568639, + "scr_dir2_threshold_10": 0.3056381039568639, + "scr_dir1_threshold_20": 0.03937003069873052, + "scr_metric_threshold_20": 0.18100904115762476, + "scr_dir2_threshold_20": 0.18100904115762476, + "scr_dir1_threshold_50": 0.02362220615035291, + "scr_metric_threshold_50": 0.23738884264763468, + "scr_dir2_threshold_50": 0.23738884264763468, + "scr_dir1_threshold_100": -0.023621736822566405, + "scr_metric_threshold_100": 0.0890208602099569, + "scr_dir2_threshold_100": 0.0890208602099569, + "scr_dir1_threshold_500": -0.18897624121946377, + "scr_metric_threshold_500": 0.09495550168537875, + "scr_dir2_threshold_500": 0.09495550168537875 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.04347802143693829, + "scr_metric_threshold_2": 0.12549021899448132, + "scr_dir2_threshold_2": 0.12549021899448132, + "scr_dir1_threshold_5": 0.059782481937202626, + "scr_metric_threshold_5": 0.26666651083752707, + "scr_dir2_threshold_5": 0.26666651083752707, + "scr_dir1_threshold_10": 0.07608694243746696, + "scr_metric_threshold_10": 0.41176455463642336, + "scr_dir2_threshold_10": 0.41176455463642336, + "scr_dir1_threshold_20": 0.005434712187334791, + "scr_metric_threshold_20": 0.5058823941900663, + "scr_dir2_threshold_20": 0.5058823941900663, + "scr_dir1_threshold_50": -0.016304460500264333, + "scr_metric_threshold_50": 0.5882352116198672, + "scr_dir2_threshold_50": 0.5882352116198672, + "scr_dir1_threshold_100": -0.03804363318786346, + "scr_metric_threshold_100": 0.623529343016556, + "scr_dir2_threshold_100": 0.623529343016556, + "scr_dir1_threshold_500": -0.2228261151250661, + "scr_metric_threshold_500": 0.6117645546364233, + "scr_dir2_threshold_500": 0.6117645546364233 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.05154634107374385, + "scr_metric_threshold_2": 0.11290320254761761, + "scr_dir2_threshold_2": 0.11290320254761761, + "scr_dir1_threshold_5": 0.12371128002507081, + "scr_metric_threshold_5": 0.14516132908730398, + "scr_dir2_threshold_5": 0.14516132908730398, + "scr_dir1_threshold_10": 0.07731951161061577, + "scr_metric_threshold_10": 0.16935480382142643, + "scr_dir2_threshold_10": 0.16935480382142643, + "scr_dir1_threshold_20": 0.04639146117402712, + "scr_metric_threshold_20": 0.23387105690079912, + "scr_dir2_threshold_20": 0.23387105690079912, + "scr_dir1_threshold_50": 0.13917499800293723, + "scr_metric_threshold_50": 0.282258006369044, + "scr_dir2_threshold_50": 0.282258006369044, + "scr_dir1_threshold_100": 0.15979359588052033, + "scr_metric_threshold_100": 0.3508064651805564, + "scr_dir2_threshold_100": 0.3508064651805564, + "scr_dir1_threshold_500": -0.005154879899716724, + "scr_metric_threshold_500": 0.463709667728174, + "scr_dir2_threshold_500": 0.463709667728174 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.049549447958970524, + "scr_metric_threshold_2": 0.14666661721689253, + "scr_dir2_threshold_2": 0.14666661721689253, + "scr_dir1_threshold_5": 0.09009000301245093, + "scr_metric_threshold_5": 0.21333321324102472, + "scr_dir2_threshold_5": 0.21333321324102472, + "scr_dir1_threshold_10": 0.07207194871208326, + "scr_metric_threshold_10": 0.3111110463554545, + "scr_dir2_threshold_10": 0.3111110463554545, + "scr_dir1_threshold_20": 0.17117111311941172, + "scr_metric_threshold_20": 0.3777776423795867, + "scr_dir2_threshold_20": 0.3777776423795867, + "scr_dir1_threshold_50": 0.34234222623882343, + "scr_metric_threshold_50": 0.4711110887409752, + "scr_dir2_threshold_50": 0.4711110887409752, + "scr_dir1_threshold_100": 0.3063063861274755, + "scr_metric_threshold_100": 0.519999872843438, + "scr_dir2_threshold_100": 0.519999872843438, + "scr_dir1_threshold_500": 0.2162161146256372, + "scr_metric_threshold_500": 0.5111110993373553, + "scr_dir2_threshold_500": 0.5111110993373553 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.047210196127387125, + "scr_metric_threshold_2": 0.047210196127387125, + "scr_dir2_threshold_2": 0.09523798711177515, + "scr_dir1_threshold_5": 0.05150224144123495, + "scr_metric_threshold_5": 0.05150224144123495, + "scr_dir2_threshold_5": 0.1523809496777944, + "scr_dir1_threshold_10": 0.05579403094120067, + "scr_metric_threshold_10": 0.05579403094120067, + "scr_dir2_threshold_10": 0.17619044645573817, + "scr_dir1_threshold_20": 0.08583681325484281, + "scr_metric_threshold_20": 0.08583681325484281, + "scr_dir2_threshold_20": 0.21428575483308432, + "scr_dir1_threshold_50": 0.11587985138236706, + "scr_metric_threshold_50": 0.11587985138236706, + "scr_dir2_threshold_50": 0.20952391224381361, + "scr_dir1_threshold_100": 0.0, + "scr_metric_threshold_100": 0.0, + "scr_dir2_threshold_100": 0.20476178582295265, + "scr_dir1_threshold_500": 0.03862661712745569, + "scr_metric_threshold_500": 0.03862661712745569, + "scr_dir2_threshold_500": 0.20952391224381361 + } + ], + "sae_bench_commit_hash": "a0fb5e90a82a0414ca9be0511ec3df44af433f2f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..9724161a3be83b936a5416cffeaa0db72299b39f --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "5b43c000-1980-4d8b-b466-b0fb5acd8f0a", + "datetime_epoch_millis": 1737389907799, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.28638827805879447, + "scr_metric_threshold_2": 0.1477186978102925, + "scr_dir2_threshold_2": 0.1281550452844975, + "scr_dir1_threshold_5": 0.3081710530767705, + "scr_metric_threshold_5": 0.2310439878266364, + "scr_dir2_threshold_5": 0.21034094235535103, + "scr_dir1_threshold_10": 0.33318990287780753, + "scr_metric_threshold_10": 0.2786140564983579, + "scr_dir2_threshold_10": 0.2565366200114514, + "scr_dir1_threshold_20": 0.33674947303150304, + "scr_metric_threshold_20": 0.3466310587343774, + "scr_dir2_threshold_20": 0.3240682162618025, + "scr_dir1_threshold_50": 0.26063856313056327, + "scr_metric_threshold_50": 0.3597364152147072, + "scr_dir2_threshold_50": 0.3275245754178689, + "scr_dir1_threshold_100": 0.1822741338878453, + "scr_metric_threshold_100": 0.3054890994046068, + "scr_dir2_threshold_100": 0.2668982680405125, + "scr_dir1_threshold_500": 0.04517253667538262, + "scr_metric_threshold_500": 0.2935016372014658, + "scr_dir2_threshold_500": 0.2349000640906463 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.39062549476503666, + "scr_metric_threshold_2": 0.022167494916722333, + "scr_dir2_threshold_2": 0.022167494916722333, + "scr_dir1_threshold_5": 0.39062549476503666, + "scr_metric_threshold_5": 0.04187182065755959, + "scr_dir2_threshold_5": 0.04187182065755959, + "scr_dir1_threshold_10": 0.4062502910382569, + "scr_metric_threshold_10": 0.06650233794070366, + "scr_dir2_threshold_10": 0.06650233794070366, + "scr_dir1_threshold_20": 0.39062549476503666, + "scr_metric_threshold_20": 0.08620681049100425, + "scr_dir2_threshold_20": 0.08620681049100425, + "scr_dir1_threshold_50": 0.39062549476503666, + "scr_metric_threshold_50": 0.15270929524117124, + "scr_dir2_threshold_50": 0.15270929524117124, + "scr_dir1_threshold_100": 0.4531256111803394, + "scr_metric_threshold_100": 0.19458126270819417, + "scr_dir2_threshold_100": 0.19458126270819417, + "scr_dir1_threshold_500": 0.0, + "scr_metric_threshold_500": 0.08374378812458251, + "scr_dir2_threshold_500": 0.08374378812458251 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2616822325784525, + "scr_metric_threshold_2": 0.18443806905687588, + "scr_dir2_threshold_2": 0.18443806905687588, + "scr_dir1_threshold_5": 0.2616822325784525, + "scr_metric_threshold_5": 0.3054755196683302, + "scr_dir2_threshold_5": 0.3054755196683302, + "scr_dir1_threshold_10": 0.2803735818828607, + "scr_metric_threshold_10": 0.35158512281820375, + "scr_dir2_threshold_10": 0.35158512281820375, + "scr_dir1_threshold_20": 0.07476651132321206, + "scr_metric_threshold_20": 0.4178675485176651, + "scr_dir2_threshold_20": 0.4178675485176651, + "scr_dir1_threshold_50": -0.48598120949529905, + "scr_metric_threshold_50": 0.4956772032332857, + "scr_dir2_threshold_50": 0.4956772032332857, + "scr_dir1_threshold_100": -0.7383177674215474, + "scr_metric_threshold_100": 0.020172994320896975, + "scr_dir2_threshold_100": 0.020172994320896975, + "scr_dir1_threshold_500": -0.8598132090585696, + "scr_metric_threshold_500": 0.11239202884933491, + "scr_dir2_threshold_500": 0.11239202884933491 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5468753201420825, + "scr_metric_threshold_2": 0.06582283600077923, + "scr_dir2_threshold_2": 0.06582283600077923, + "scr_dir1_threshold_5": 0.5468753201420825, + "scr_metric_threshold_5": 0.13670889743339407, + "scr_dir2_threshold_5": 0.13670889743339407, + "scr_dir1_threshold_10": 0.4062502910382569, + "scr_metric_threshold_10": 0.1949367443886005, + "scr_dir2_threshold_10": 0.1949367443886005, + "scr_dir1_threshold_20": 0.4687504074535596, + "scr_metric_threshold_20": 0.29113923477603215, + "scr_dir2_threshold_20": 0.29113923477603215, + "scr_dir1_threshold_50": 0.43749988358469727, + "scr_metric_threshold_50": 0.36455705982238423, + "scr_dir2_threshold_50": 0.36455705982238423, + "scr_dir1_threshold_100": -0.07812491268852294, + "scr_metric_threshold_100": 0.39240510149311886, + "scr_dir2_threshold_100": 0.39240510149311886, + "scr_dir1_threshold_500": -0.5625001164153027, + "scr_metric_threshold_500": 0.09873425400116885, + "scr_dir2_threshold_500": 0.09873425400116885 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.15748059212270857, + "scr_metric_threshold_2": 0.17210690207611637, + "scr_dir2_threshold_2": 0.17210690207611637, + "scr_dir1_threshold_5": 0.12598447369816684, + "scr_metric_threshold_5": 0.2284867035661263, + "scr_dir2_threshold_5": 0.2284867035661263, + "scr_dir1_threshold_10": 0.22834674124598078, + "scr_metric_threshold_10": 0.3531157663653655, + "scr_dir2_threshold_10": 0.3531157663653655, + "scr_dir1_threshold_20": 0.259842390342736, + "scr_metric_threshold_20": 0.39762610803615617, + "scr_dir2_threshold_20": 0.39762610803615617, + "scr_dir1_threshold_50": 0.18897671054725027, + "scr_metric_threshold_50": 0.2997032856130665, + "scr_dir2_threshold_50": 0.2997032856130665, + "scr_dir1_threshold_100": 0.20472453509562788, + "scr_metric_threshold_100": 0.10682496150459805, + "scr_dir2_threshold_100": 0.10682496150459805, + "scr_dir1_threshold_500": 0.4173229824654446, + "scr_metric_threshold_500": 0.1127597798483955, + "scr_dir2_threshold_500": 0.1127597798483955 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.07065223025013216, + "scr_metric_threshold_2": 0.1921567298320084, + "scr_dir2_threshold_2": 0.1921567298320084, + "scr_dir1_threshold_5": 0.09782611512506609, + "scr_metric_threshold_5": 0.3647058686033112, + "scr_dir2_threshold_5": 0.3647058686033112, + "scr_dir1_threshold_10": 0.11413025168707046, + "scr_metric_threshold_10": 0.49411760580993364, + "scr_dir2_threshold_10": 0.49411760580993364, + "scr_dir1_threshold_20": 0.125, + "scr_metric_threshold_20": 0.5803921751955851, + "scr_dir2_threshold_20": 0.5803921751955851, + "scr_dir1_threshold_50": 0.1195652878126652, + "scr_metric_threshold_50": 0.666666510837527, + "scr_dir2_threshold_50": 0.666666510837527, + "scr_dir1_threshold_100": 0.09239107899947133, + "scr_metric_threshold_100": 0.7098039124022075, + "scr_dir2_threshold_100": 0.7098039124022075, + "scr_dir1_threshold_500": 0.0380433092496035, + "scr_metric_threshold_500": 0.7411765255867552, + "scr_dir2_threshold_500": 0.7411765255867552 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.25773170536871925, + "scr_metric_threshold_2": 0.06854845881151235, + "scr_dir2_threshold_2": 0.06854845881151235, + "scr_dir1_threshold_5": 0.3350515242197629, + "scr_metric_threshold_5": 0.14516132908730398, + "scr_dir2_threshold_5": 0.14516132908730398, + "scr_dir1_threshold_10": 0.4072164631710899, + "scr_metric_threshold_10": 0.028225920807546715, + "scr_dir2_threshold_10": 0.028225920807546715, + "scr_dir1_threshold_20": 0.43298963370796184, + "scr_metric_threshold_20": 0.09677413927777444, + "scr_dir2_threshold_20": 0.09677413927777444, + "scr_dir1_threshold_50": 0.4175256084896675, + "scr_metric_threshold_50": 0.2056451360932524, + "scr_dir2_threshold_50": 0.2056451360932524, + "scr_dir1_threshold_100": 0.4742265222227002, + "scr_metric_threshold_100": 0.2580645316349216, + "scr_dir2_threshold_100": 0.2580645316349216, + "scr_dir1_threshold_500": 0.4432987790265394, + "scr_metric_threshold_500": 0.35483867091269605, + "scr_dir2_threshold_500": 0.35483867091269605 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.38288278129230385, + "scr_metric_threshold_2": 0.2533332238374049, + "scr_dir2_threshold_2": 0.2533332238374049, + "scr_dir1_threshold_5": 0.43693694419340684, + "scr_metric_threshold_5": 0.35555544370487596, + "scr_dir2_threshold_5": 0.35555544370487596, + "scr_dir1_threshold_10": 0.5225225007531127, + "scr_metric_threshold_10": 0.4399998516506776, + "scr_dir2_threshold_10": 0.4399998516506776, + "scr_dir1_threshold_20": 0.590090003012451, + "scr_metric_threshold_20": 0.5511111099337356, + "scr_dir2_threshold_20": 0.5511111099337356, + "scr_dir1_threshold_50": 0.6306305580659314, + "scr_metric_threshold_50": 0.30666665960241324, + "scr_dir2_threshold_50": 0.30666665960241324, + "scr_dir1_threshold_100": 0.6081080573128186, + "scr_metric_threshold_100": 0.32000008477104136, + "scr_dir2_threshold_100": 0.32000008477104136, + "scr_dir1_threshold_500": 0.38288278129230385, + "scr_metric_threshold_500": 0.3422222834457521, + "scr_dir2_threshold_500": 0.3422222834457521 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.22317586795092056, + "scr_metric_threshold_2": 0.22317586795092056, + "scr_dir2_threshold_2": 0.06666664774456064, + "scr_dir1_threshold_5": 0.2703863198921898, + "scr_metric_threshold_5": 0.2703863198921898, + "scr_dir2_threshold_5": 0.10476195612190681, + "scr_dir1_threshold_10": 0.30042910220583197, + "scr_metric_threshold_10": 0.30042910220583197, + "scr_dir2_threshold_10": 0.12380961031057988, + "scr_dir1_threshold_20": 0.3519313436470669, + "scr_metric_threshold_20": 0.3519313436470669, + "scr_dir2_threshold_20": 0.17142860386646747, + "scr_dir1_threshold_50": 0.38626617127455687, + "scr_metric_threshold_50": 0.38626617127455687, + "scr_dir2_threshold_50": 0.12857145289985059, + "scr_dir1_threshold_100": 0.4420599464018754, + "scr_metric_threshold_100": 0.4420599464018754, + "scr_dir2_threshold_100": 0.1333332954891213, + "scr_dir1_threshold_500": 0.5021457668430418, + "scr_metric_threshold_500": 0.5021457668430418, + "scr_dir2_threshold_500": 0.033333181956485214 + } + ], + "sae_bench_commit_hash": "a0fb5e90a82a0414ca9be0511ec3df44af433f2f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_1", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..36c35c198efb5214963dd6a424d26ad304189f30 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "827b6031-5560-4b7d-a7c7-a2ad79aab807", + "datetime_epoch_millis": 1737391190123, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.29625835675855433, + "scr_metric_threshold_2": 0.18309309321849393, + "scr_dir2_threshold_2": 0.1736561550682949, + "scr_dir1_threshold_5": 0.3212290278303483, + "scr_metric_threshold_5": 0.24578518727952678, + "scr_dir2_threshold_5": 0.2322326336076456, + "scr_dir1_threshold_10": 0.23331865139181002, + "scr_metric_threshold_10": 0.31660122996229095, + "scr_dir2_threshold_10": 0.30518694605952734, + "scr_dir1_threshold_20": 0.15251018972078834, + "scr_metric_threshold_20": 0.37152965567403173, + "scr_dir2_threshold_20": 0.36517107200146554, + "scr_dir1_threshold_50": 0.19108002761249093, + "scr_metric_threshold_50": 0.40265172998760546, + "scr_dir2_threshold_50": 0.39199363590400244, + "scr_dir1_threshold_100": 0.049880930822118384, + "scr_metric_threshold_100": 0.42235794015067385, + "scr_dir2_threshold_100": 0.4153888122392477, + "scr_dir1_threshold_500": -0.1123256157425305, + "scr_metric_threshold_500": 0.3399424158993971, + "scr_dir2_threshold_500": 0.3095520883158456 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.43749988358469727, + "scr_metric_threshold_2": 0.02709353964956581, + "scr_dir2_threshold_2": 0.02709353964956581, + "scr_dir1_threshold_5": 0.43749988358469727, + "scr_metric_threshold_5": 0.03694577592471611, + "scr_dir2_threshold_5": 0.03694577592471611, + "scr_dir1_threshold_10": 0.4531256111803394, + "scr_metric_threshold_10": 0.08374378812458251, + "scr_dir2_threshold_10": 0.08374378812458251, + "scr_dir1_threshold_20": 0.4531256111803394, + "scr_metric_threshold_20": 0.1133004969500334, + "scr_dir2_threshold_20": 0.1133004969500334, + "scr_dir1_threshold_50": 0.4843752037267798, + "scr_metric_threshold_50": 0.1871920487994656, + "scr_dir2_threshold_50": 0.1871920487994656, + "scr_dir1_threshold_100": 0.4531256111803394, + "scr_metric_threshold_100": 0.23152703863291027, + "scr_dir2_threshold_100": 0.23152703863291027, + "scr_dir1_threshold_500": -0.42187508731147705, + "scr_metric_threshold_500": 0.3571427942245157, + "scr_dir2_threshold_500": 0.3571427942245157 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.25233655792624843, + "scr_metric_threshold_2": 0.25072049475633723, + "scr_dir2_threshold_2": 0.25072049475633723, + "scr_dir1_threshold_5": 0.31775683754446676, + "scr_metric_threshold_5": 0.36599433085971195, + "scr_dir2_threshold_5": 0.36599433085971195, + "scr_dir1_threshold_10": 0.30841116289226267, + "scr_metric_threshold_10": 0.4265129702797845, + "scr_dir2_threshold_10": 0.4265129702797845, + "scr_dir1_threshold_20": -0.2897198135878545, + "scr_metric_threshold_20": 0.4610951726421897, + "scr_dir2_threshold_20": 0.4610951726421897, + "scr_dir1_threshold_50": -0.2710279072306566, + "scr_metric_threshold_50": 0.48703178147116627, + "scr_dir2_threshold_50": 0.48703178147116627, + "scr_dir1_threshold_100": -0.34579441855386867, + "scr_metric_threshold_100": 0.5100865830461031, + "scr_dir2_threshold_100": 0.5100865830461031, + "scr_dir1_threshold_500": -0.44859851088648267, + "scr_metric_threshold_500": -0.09510084178247774, + "scr_dir2_threshold_500": -0.09510084178247774 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5468753201420825, + "scr_metric_threshold_2": 0.058227846955206435, + "scr_dir2_threshold_2": 0.058227846955206435, + "scr_dir1_threshold_5": 0.5312505238688624, + "scr_metric_threshold_5": 0.13164567200155847, + "scr_dir2_threshold_5": 0.13164567200155847, + "scr_dir1_threshold_10": 0.5312505238688624, + "scr_metric_threshold_10": 0.1949367443886005, + "scr_dir2_threshold_10": 0.1949367443886005, + "scr_dir1_threshold_20": 0.4531256111803394, + "scr_metric_threshold_20": 0.26582280582121537, + "scr_dir2_threshold_20": 0.26582280582121537, + "scr_dir1_threshold_50": 0.39062549476503666, + "scr_metric_threshold_50": 0.344303856299403, + "scr_dir2_threshold_50": 0.344303856299403, + "scr_dir1_threshold_100": -0.7031242141967065, + "scr_metric_threshold_100": 0.40253170325460946, + "scr_dir2_threshold_100": 0.40253170325460946, + "scr_dir1_threshold_500": -1.156249825377046, + "scr_metric_threshold_500": 0.07088621233043424, + "scr_dir2_threshold_500": 0.07088621233043424 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.2204723596440055, + "scr_metric_threshold_2": 0.10385764076688712, + "scr_dir2_threshold_2": 0.10385764076688712, + "scr_dir1_threshold_5": 0.259842390342736, + "scr_metric_threshold_5": 0.17507422281382728, + "scr_dir2_threshold_5": 0.17507422281382728, + "scr_dir1_threshold_10": 0.11811056142397805, + "scr_metric_threshold_10": 0.2670624037614951, + "scr_dir2_threshold_10": 0.2670624037614951, + "scr_dir1_threshold_20": 0.07874006139746104, + "scr_metric_threshold_20": 0.3412463065461462, + "scr_dir2_threshold_20": 0.3412463065461462, + "scr_dir1_threshold_50": -0.03937003069873052, + "scr_metric_threshold_50": 0.3649852261845848, + "scr_dir2_threshold_50": 0.3649852261845848, + "scr_dir1_threshold_100": -0.015747824548377604, + "scr_metric_threshold_100": 0.3946587872984452, + "scr_dir2_threshold_100": 0.3946587872984452, + "scr_dir1_threshold_500": 0.17322841667108618, + "scr_metric_threshold_500": 0.16617226060069454, + "scr_dir2_threshold_500": 0.16617226060069454 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.059782481937202626, + "scr_metric_threshold_2": 0.5333332554187635, + "scr_dir2_threshold_2": 0.5333332554187635, + "scr_dir1_threshold_5": 0.06521719412453741, + "scr_metric_threshold_5": 0.5607843503911701, + "scr_dir2_threshold_5": 0.5607843503911701, + "scr_dir1_threshold_10": -0.6358697483129295, + "scr_metric_threshold_10": 0.6156863065922739, + "scr_dir2_threshold_10": 0.6156863065922739, + "scr_dir1_threshold_20": -0.6086958634379956, + "scr_metric_threshold_20": 0.643137167820971, + "scr_dir2_threshold_20": 0.643137167820971, + "scr_dir1_threshold_50": -0.48369586343799564, + "scr_metric_threshold_50": 0.6901960875977925, + "scr_dir2_threshold_50": 0.6901960875977925, + "scr_dir1_threshold_100": -0.38586974831292953, + "scr_metric_threshold_100": 0.6980391240220748, + "scr_dir2_threshold_100": 0.6980391240220748, + "scr_dir1_threshold_500": -0.38043471218733477, + "scr_metric_threshold_500": 0.8039215182121411, + "scr_dir2_threshold_500": 0.8039215182121411 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.29896890112388547, + "scr_metric_threshold_2": 0.1290322658174608, + "scr_dir2_threshold_2": 0.1290322658174608, + "scr_dir1_threshold_5": 0.32989664432004623, + "scr_metric_threshold_5": 0.1572581866250075, + "scr_dir2_threshold_5": 0.1572581866250075, + "scr_dir1_threshold_10": 0.36082469475663487, + "scr_metric_threshold_10": 0.23387105690079912, + "scr_dir2_threshold_10": 0.23387105690079912, + "scr_dir1_threshold_20": 0.309278353682891, + "scr_metric_threshold_20": 0.2862904524424683, + "scr_dir2_threshold_20": 0.2862904524424683, + "scr_dir1_threshold_50": 0.43814420636725065, + "scr_metric_threshold_50": 0.39112900318452204, + "scr_dir2_threshold_50": 0.39112900318452204, + "scr_dir1_threshold_100": 0.427835061048673, + "scr_metric_threshold_100": 0.35483867091269605, + "scr_dir2_threshold_100": 0.35483867091269605, + "scr_dir1_threshold_500": 0.5412368885147383, + "scr_metric_threshold_500": 0.4838709367301568, + "scr_dir2_threshold_500": 0.4838709367301568 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.37387388838681374, + "scr_metric_threshold_2": 0.1822222410602314, + "scr_dir2_threshold_2": 0.1822222410602314, + "scr_dir1_threshold_5": 0.40090083559267153, + "scr_metric_threshold_5": 0.3111110463554545, + "scr_dir2_threshold_5": 0.3111110463554545, + "scr_dir1_threshold_10": 0.47747749924688726, + "scr_metric_threshold_10": 0.45777766357234706, + "scr_dir2_threshold_10": 0.45777766357234706, + "scr_dir1_threshold_20": 0.5495494479589705, + "scr_metric_threshold_20": 0.5866667337770745, + "scr_dir2_threshold_20": 0.5866667337770745, + "scr_dir1_threshold_50": 0.6576577737611765, + "scr_metric_threshold_50": 0.404444492716843, + "scr_dir2_threshold_50": 0.404444492716843, + "scr_dir1_threshold_100": 0.6081080573128186, + "scr_metric_threshold_100": 0.4266666913915537, + "scr_dir2_threshold_100": 0.4266666913915537, + "scr_dir1_threshold_500": 0.27477472397948527, + "scr_metric_threshold_500": 0.4133332662229256, + "scr_dir2_threshold_500": 0.4133332662229256 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.18025746132349915, + "scr_metric_threshold_2": 0.18025746132349915, + "scr_dir2_threshold_2": 0.10476195612190681, + "scr_dir1_threshold_5": 0.2274679132647684, + "scr_metric_threshold_5": 0.2274679132647684, + "scr_dir2_threshold_5": 0.11904748388971893, + "scr_dir1_threshold_10": 0.2532189060784448, + "scr_metric_threshold_10": 0.2532189060784448, + "scr_dir2_threshold_10": 0.1619046348563358, + "scr_dir1_threshold_20": 0.27467810939215553, + "scr_metric_threshold_20": 0.27467810939215553, + "scr_dir2_threshold_20": 0.22380944001162575, + "scr_dir1_threshold_50": 0.3519313436470669, + "scr_metric_threshold_50": 0.3519313436470669, + "scr_dir2_threshold_50": 0.2666665909782426, + "scr_dir1_threshold_100": 0.3605149226469983, + "scr_metric_threshold_100": 0.3605149226469983, + "scr_dir2_threshold_100": 0.3047618993555888, + "scr_dir1_threshold_500": 0.5193131806567868, + "scr_metric_threshold_500": 0.5193131806567868, + "scr_dir2_threshold_500": 0.2761905599883743 + } + ], + "sae_bench_commit_hash": "a0fb5e90a82a0414ca9be0511ec3df44af433f2f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_2", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..57e0116e1af389ad39d6c865c80debef3e1c1cde --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "3a39608b-0cf5-4bf8-81fa-4124d92b0e63", + "datetime_epoch_millis": 1737392467214, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2666688064525267, + "scr_metric_threshold_2": 0.16549186672221125, + "scr_dir2_threshold_2": 0.1643448168191203, + "scr_dir1_threshold_5": 0.3031672578604225, + "scr_metric_threshold_5": 0.24529727949835836, + "scr_dir2_threshold_5": 0.24360609895017113, + "scr_dir1_threshold_10": 0.3273121598351832, + "scr_metric_threshold_10": 0.31407583910034315, + "scr_dir2_threshold_10": 0.31028983150400036, + "scr_dir1_threshold_20": 0.35490779569004033, + "scr_metric_threshold_20": 0.30889775100880484, + "scr_dir2_threshold_20": 0.2973582968761144, + "scr_dir1_threshold_50": 0.03109173606989714, + "scr_metric_threshold_50": 0.29891532258175335, + "scr_dir2_threshold_50": 0.26400064249927624, + "scr_dir1_threshold_100": 0.0814388672518944, + "scr_metric_threshold_100": 0.4487295888090499, + "scr_dir2_threshold_100": 0.37016328315279245, + "scr_dir1_threshold_500": -0.2962412637924622, + "scr_metric_threshold_500": 0.3315389204556339, + "scr_dir2_threshold_500": 0.29794503268557393 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.5312505238688624, + "scr_metric_threshold_2": 0.04187182065755959, + "scr_dir2_threshold_2": 0.04187182065755959, + "scr_dir1_threshold_5": 0.5156247962732202, + "scr_metric_threshold_5": 0.1403940365995992, + "scr_dir2_threshold_5": 0.1403940365995992, + "scr_dir1_threshold_10": 0.5468753201420825, + "scr_metric_threshold_10": 0.1871920487994656, + "scr_dir2_threshold_10": 0.1871920487994656, + "scr_dir1_threshold_20": 0.578124912688523, + "scr_metric_threshold_20": 0.25123151118321085, + "scr_dir2_threshold_20": 0.25123151118321085, + "scr_dir1_threshold_50": 0.43749988358469727, + "scr_metric_threshold_50": 0.24137927490806058, + "scr_dir2_threshold_50": 0.24137927490806058, + "scr_dir1_threshold_100": 0.2343756693879908, + "scr_metric_threshold_100": 0.3103447820246493, + "scr_dir2_threshold_100": 0.3103447820246493, + "scr_dir1_threshold_500": -0.578124912688523, + "scr_metric_threshold_500": 0.22167480235776, + "scr_dir2_threshold_500": 0.22167480235776 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.31775683754446676, + "scr_metric_threshold_2": 0.17002886101536768, + "scr_dir2_threshold_2": 0.17002886101536768, + "scr_dir1_threshold_5": 0.3831776742154747, + "scr_metric_threshold_5": 0.3141211132017588, + "scr_dir2_threshold_5": 0.3141211132017588, + "scr_dir1_threshold_10": 0.3738319995632706, + "scr_metric_threshold_10": 0.4265129702797845, + "scr_dir2_threshold_10": 0.4265129702797845, + "scr_dir1_threshold_20": 0.523364465156905, + "scr_metric_threshold_20": 0.10662824256994613, + "scr_dir2_threshold_20": 0.10662824256994613, + "scr_dir1_threshold_50": 0.3271025121966708, + "scr_metric_threshold_50": 0.06340061844542155, + "scr_dir2_threshold_50": 0.06340061844542155, + "scr_dir1_threshold_100": -0.1588786972986282, + "scr_metric_threshold_100": 0.24207490122290864, + "scr_dir2_threshold_100": 0.24207490122290864, + "scr_dir1_threshold_500": -0.36448632491106653, + "scr_metric_threshold_500": -0.2824207180933934, + "scr_dir2_threshold_500": -0.2824207180933934 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5468753201420825, + "scr_metric_threshold_2": 0.04050640704596242, + "scr_dir2_threshold_2": 0.04050640704596242, + "scr_dir1_threshold_5": 0.578124912688523, + "scr_metric_threshold_5": 0.058227846955206435, + "scr_dir2_threshold_5": 0.058227846955206435, + "scr_dir1_threshold_10": 0.5937506402841651, + "scr_metric_threshold_10": 0.07088621233043424, + "scr_dir2_threshold_10": 0.07088621233043424, + "scr_dir1_threshold_20": -0.07812491268852294, + "scr_metric_threshold_20": 0.1518987246267203, + "scr_dir2_threshold_20": 0.1518987246267203, + "scr_dir1_threshold_50": -0.21874994179234863, + "scr_metric_threshold_50": 0.21265833519566393, + "scr_dir2_threshold_50": 0.21265833519566393, + "scr_dir1_threshold_100": -1.156249825377046, + "scr_metric_threshold_100": 0.3569620707768114, + "scr_dir2_threshold_100": 0.3569620707768114, + "scr_dir1_threshold_500": -2.2968748544808717, + "scr_metric_threshold_500": -0.022784665341079622, + "scr_dir2_threshold_500": -0.022784665341079622 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.259842390342736, + "scr_metric_threshold_2": 0.14243334096225593, + "scr_dir2_threshold_2": 0.14243334096225593, + "scr_dir1_threshold_5": 0.3149607149176306, + "scr_metric_threshold_5": 0.21661724374690702, + "scr_dir2_threshold_5": 0.21661724374690702, + "scr_dir1_threshold_10": 0.11811056142397805, + "scr_metric_threshold_10": 0.2878338257938472, + "scr_dir2_threshold_10": 0.2878338257938472, + "scr_dir1_threshold_20": 0.22834674124598078, + "scr_metric_threshold_20": 0.2551929439422758, + "scr_dir2_threshold_20": 0.2551929439422758, + "scr_dir1_threshold_50": -1.1102357104942162, + "scr_metric_threshold_50": 0.272997045236917, + "scr_dir2_threshold_50": 0.272997045236917, + "scr_dir1_threshold_100": 0.5905513991365308, + "scr_metric_threshold_100": 0.44807126805074426, + "scr_dir2_threshold_100": 0.44807126805074426, + "scr_dir1_threshold_500": -0.5433069868358249, + "scr_metric_threshold_500": 0.17210690207611637, + "scr_dir2_threshold_500": 0.17210690207611637 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.059782481937202626, + "scr_metric_threshold_2": 0.5490195620110374, + "scr_dir2_threshold_2": 0.5490195620110374, + "scr_dir1_threshold_5": 0.04347802143693829, + "scr_metric_threshold_5": 0.5803921751955851, + "scr_dir2_threshold_5": 0.5803921751955851, + "scr_dir1_threshold_10": 0.0380433092496035, + "scr_metric_threshold_10": 0.6588234744132448, + "scr_dir2_threshold_10": 0.6588234744132448, + "scr_dir1_threshold_20": 0.35869553949973565, + "scr_metric_threshold_20": 0.662744992625386, + "scr_dir2_threshold_20": 0.662744992625386, + "scr_dir1_threshold_50": -0.47282611512506606, + "scr_metric_threshold_50": 0.662744992625386, + "scr_dir2_threshold_50": 0.662744992625386, + "scr_dir1_threshold_100": -0.36956528781266523, + "scr_metric_threshold_100": 0.6980391240220748, + "scr_dir2_threshold_100": 0.6980391240220748, + "scr_dir1_threshold_500": -0.23369586343799562, + "scr_metric_threshold_500": 0.7882352116198673, + "scr_dir2_threshold_500": 0.7882352116198673 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.1340204253436484, + "scr_metric_threshold_2": 0.07661287027579163, + "scr_dir2_threshold_2": 0.07661287027579163, + "scr_dir1_threshold_5": 0.1958762189763978, + "scr_metric_threshold_5": 0.13306447154960044, + "scr_dir2_threshold_5": 0.13306447154960044, + "scr_dir1_threshold_10": 0.2731957305870136, + "scr_metric_threshold_10": 0.17741945562699032, + "scr_dir2_threshold_10": 0.17741945562699032, + "scr_dir1_threshold_20": 0.3917524379527956, + "scr_metric_threshold_20": 0.2137097878988163, + "scr_dir2_threshold_20": 0.2137097878988163, + "scr_dir1_threshold_50": 0.4484533516858282, + "scr_metric_threshold_50": 0.49596779426786036, + "scr_dir2_threshold_50": 0.49596779426786036, + "scr_dir1_threshold_100": 0.49484512010028325, + "scr_metric_threshold_100": 0.536290332271826, + "scr_dir2_threshold_100": 0.536290332271826, + "scr_dir1_threshold_500": 0.5567009137330327, + "scr_metric_threshold_500": 0.645161329087304, + "scr_dir2_threshold_500": 0.645161329087304 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.19369361387252446, + "scr_metric_threshold_2": 0.21333321324102472, + "scr_dir2_threshold_2": 0.21333321324102472, + "scr_dir1_threshold_5": 0.2567566696791176, + "scr_metric_threshold_5": 0.38222229404213226, + "scr_dir2_threshold_5": 0.38222229404213226, + "scr_dir1_threshold_10": 0.4729730527941422, + "scr_metric_threshold_10": 0.5022220609217685, + "scr_dir2_threshold_10": 0.5022220609217685, + "scr_dir1_threshold_20": 0.5495494479589705, + "scr_metric_threshold_20": 0.5422220715181487, + "scr_dir2_threshold_20": 0.5422220715181487, + "scr_dir1_threshold_50": 0.648648612366299, + "scr_metric_threshold_50": 0.2533332238374049, + "scr_dir2_threshold_50": 0.2533332238374049, + "scr_dir1_threshold_100": 0.7117116681728921, + "scr_metric_threshold_100": 0.6933333403975868, + "scr_dir2_threshold_100": 0.6933333403975868, + "scr_dir1_threshold_500": 0.6306305580659314, + "scr_metric_threshold_500": 0.671111141722876, + "scr_dir2_threshold_500": 0.671111141722876 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.09012885856869063, + "scr_metric_threshold_2": 0.09012885856869063, + "scr_dir2_threshold_2": 0.08095245934396302, + "scr_dir1_threshold_5": 0.13733905469607777, + "scr_metric_threshold_5": 0.13733905469607777, + "scr_dir2_threshold_5": 0.12380961031057988, + "scr_dir1_threshold_10": 0.20171666463720986, + "scr_metric_threshold_10": 0.20171666463720986, + "scr_dir2_threshold_10": 0.17142860386646747, + "scr_dir1_threshold_20": 0.2875537337059348, + "scr_metric_threshold_20": 0.2875537337059348, + "scr_dir2_threshold_20": 0.19523810064441124, + "scr_dir1_threshold_50": 0.1888412961373127, + "scr_metric_threshold_50": 0.1888412961373127, + "scr_dir2_threshold_50": -0.09047614452250444, + "scr_dir1_threshold_100": 0.30472089170579764, + "scr_metric_threshold_100": 0.30472089170579764, + "scr_dir2_threshold_100": -0.32380955354426183, + "scr_dir1_threshold_500": 0.4592273602156204, + "scr_metric_threshold_500": 0.4592273602156204, + "scr_dir2_threshold_500": 0.19047625805514054 + } + ], + "sae_bench_commit_hash": "a0fb5e90a82a0414ca9be0511ec3df44af433f2f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..1ebbc7d7e95d9e06985adbaa98d3a433def781db --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 16, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": true, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "6fb35e5a-d725-445c-ba40-4bddf52d2285", + "datetime_epoch_millis": 1737393744250, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.3017017167287546, + "scr_metric_threshold_2": 0.14708130099191527, + "scr_dir2_threshold_2": 0.1422376599357822, + "scr_dir1_threshold_5": 0.3826683262223236, + "scr_metric_threshold_5": 0.2191044136708507, + "scr_dir2_threshold_5": 0.20936603188002195, + "scr_dir1_threshold_10": 0.16024158722064213, + "scr_metric_threshold_10": 0.22125795018394728, + "scr_dir2_threshold_10": 0.21395159286852994, + "scr_dir1_threshold_20": -0.5654297070098108, + "scr_metric_threshold_20": 0.2838685756556516, + "scr_dir2_threshold_20": 0.2873429196756522, + "scr_dir1_threshold_50": -0.8126653546952729, + "scr_metric_threshold_50": 0.16920585342261957, + "scr_dir2_threshold_50": 0.19870463299810648, + "scr_dir1_threshold_100": -1.1436169739273474, + "scr_metric_threshold_100": 0.07255318958929788, + "scr_dir2_threshold_100": 0.22515382342202186, + "scr_dir1_threshold_500": -1.7683506080494922, + "scr_metric_threshold_500": -0.18437595496768291, + "scr_dir2_threshold_500": -0.040044769510641995 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.5312505238688624, + "scr_metric_threshold_2": 0.0024630223664217393, + "scr_dir2_threshold_2": 0.0024630223664217393, + "scr_dir1_threshold_5": 0.578124912688523, + "scr_metric_threshold_5": 0.017241303374415515, + "scr_dir2_threshold_5": 0.017241303374415515, + "scr_dir1_threshold_10": -1.0624991850928809, + "scr_metric_threshold_10": -0.004926191542306817, + "scr_dir2_threshold_10": -0.004926191542306817, + "scr_dir1_threshold_20": -1.171874621650266, + "scr_metric_threshold_20": 0.10591128304130484, + "scr_dir2_threshold_20": 0.10591128304130484, + "scr_dir1_threshold_50": -1.406249359715835, + "scr_metric_threshold_50": 0.10098509149899802, + "scr_dir2_threshold_50": 0.10098509149899802, + "scr_dir1_threshold_100": -3.2968739231584494, + "scr_metric_threshold_100": 0.14778325050832777, + "scr_dir2_threshold_100": 0.14778325050832777, + "scr_dir1_threshold_500": -6.3124987194316695, + "scr_metric_threshold_500": -0.1896552179753507, + "scr_dir2_threshold_500": -0.1896552179753507 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.34579441855386867, + "scr_metric_threshold_2": 0.1556196529738595, + "scr_dir2_threshold_2": 0.1556196529738595, + "scr_dir1_threshold_5": 0.4392522791814889, + "scr_metric_threshold_5": 0.18443806905687588, + "scr_dir2_threshold_5": 0.18443806905687588, + "scr_dir1_threshold_10": 0.16822437195083229, + "scr_metric_threshold_10": -0.07204604020754096, + "scr_dir2_threshold_10": -0.07204604020754096, + "scr_dir1_threshold_20": -2.971962976043388, + "scr_metric_threshold_20": 0.2968300979062108, + "scr_dir2_threshold_20": 0.2968300979062108, + "scr_dir1_threshold_50": -3.2242995339696363, + "scr_metric_threshold_50": 0.4553313863628009, + "scr_dir2_threshold_50": 0.4553313863628009, + "scr_dir1_threshold_100": -3.2429908832740444, + "scr_metric_threshold_100": 0.4236311630257447, + "scr_dir2_threshold_100": 0.4236311630257447, + "scr_dir1_threshold_500": -3.252337114979038, + "scr_metric_threshold_500": -0.40633997595888754, + "scr_dir2_threshold_500": -0.40633997595888754 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5468753201420825, + "scr_metric_threshold_2": 0.03291141800038962, + "scr_dir2_threshold_2": 0.03291141800038962, + "scr_dir1_threshold_5": 0.578124912688523, + "scr_metric_threshold_5": 0.058227846955206435, + "scr_dir2_threshold_5": 0.058227846955206435, + "scr_dir1_threshold_10": 0.39062549476503666, + "scr_metric_threshold_10": 0.14683549919488467, + "scr_dir2_threshold_10": 0.14683549919488467, + "scr_dir1_threshold_20": -0.8124996507540918, + "scr_metric_threshold_20": 0.18227852991119212, + "scr_dir2_threshold_20": 0.18227852991119212, + "scr_dir1_threshold_50": 0.4531256111803394, + "scr_metric_threshold_50": -0.07088606143261485, + "scr_dir2_threshold_50": -0.07088606143261485, + "scr_dir1_threshold_100": -0.07812491268852294, + "scr_metric_threshold_100": 0.3088608255830956, + "scr_dir2_threshold_100": 0.3088608255830956, + "scr_dir1_threshold_500": -1.4374998835846973, + "scr_metric_threshold_500": -0.14430373558114748, + "scr_dir2_threshold_500": -0.14430373558114748 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.30708680264344185, + "scr_metric_threshold_2": 0.15430280078147524, + "scr_dir2_threshold_2": 0.15430280078147524, + "scr_dir1_threshold_5": 0.38582686404090283, + "scr_metric_threshold_5": 0.21661724374690702, + "scr_dir2_threshold_5": 0.21661724374690702, + "scr_dir1_threshold_10": 0.7637793464798304, + "scr_metric_threshold_10": 0.2789318635807144, + "scr_dir2_threshold_10": 0.2789318635807144, + "scr_dir1_threshold_20": -0.07086614912327223, + "scr_metric_threshold_20": 0.33234434433301346, + "scr_dir2_threshold_20": 0.33234434433301346, + "scr_dir1_threshold_50": -2.685038815754583, + "scr_metric_threshold_50": -0.03264088185157135, + "scr_dir2_threshold_50": -0.03264088185157135, + "scr_dir1_threshold_100": -2.6614166096042298, + "scr_metric_threshold_100": 0.04747783927687718, + "scr_dir2_threshold_100": 0.04747783927687718, + "scr_dir1_threshold_500": -2.669290521878419, + "scr_metric_threshold_500": -0.29970310874469086, + "scr_dir2_threshold_500": -0.29970310874469086 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.010869424374669583, + "scr_metric_threshold_2": 0.34509804379889625, + "scr_dir2_threshold_2": 0.34509804379889625, + "scr_dir1_threshold_5": 0.2228261151250661, + "scr_metric_threshold_5": 0.5254902189944813, + "scr_dir2_threshold_5": 0.5254902189944813, + "scr_dir1_threshold_10": 0.18478248193720262, + "scr_metric_threshold_10": 0.6078430364242823, + "scr_dir2_threshold_10": 0.6078430364242823, + "scr_dir1_threshold_20": 0.08152165462480175, + "scr_metric_threshold_20": 0.7058823941900664, + "scr_dir2_threshold_20": 0.7058823941900664, + "scr_dir1_threshold_50": 0.45108694243746694, + "scr_metric_threshold_50": 0.7411765255867552, + "scr_dir2_threshold_50": 0.7411765255867552, + "scr_dir1_threshold_100": 0.5760869424374669, + "scr_metric_threshold_100": 0.5450980437988963, + "scr_dir2_threshold_100": 0.5450980437988963, + "scr_dir1_threshold_500": -0.4782608273124009, + "scr_metric_threshold_500": -0.38039217519558505, + "scr_dir2_threshold_500": -0.38039217519558505 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.2319585348318473, + "scr_metric_threshold_2": 0.11290320254761761, + "scr_dir2_threshold_2": 0.11290320254761761, + "scr_dir1_threshold_5": 0.3041234737831743, + "scr_metric_threshold_5": 0.1935485188968335, + "scr_dir2_threshold_5": 0.1935485188968335, + "scr_dir1_threshold_10": 0.4484533516858282, + "scr_metric_threshold_10": 0.1733872498948507, + "scr_dir2_threshold_10": 0.1733872498948507, + "scr_dir1_threshold_20": 0.18041219375810347, + "scr_metric_threshold_20": 0.2862904524424683, + "scr_dir2_threshold_20": 0.2862904524424683, + "scr_dir1_threshold_50": 0.17525762109881465, + "scr_metric_threshold_50": 0.1572581866250075, + "scr_dir2_threshold_50": 0.1572581866250075, + "scr_dir1_threshold_100": 0.2216493895132697, + "scr_metric_threshold_100": -0.26209673736706124, + "scr_dir2_threshold_100": -0.26209673736706124, + "scr_dir1_threshold_500": 0.25773170536871925, + "scr_metric_threshold_500": -0.21774175328967132, + "scr_dir2_threshold_500": -0.21774175328967132 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.3153152790329657, + "scr_metric_threshold_2": 0.2488888370843636, + "scr_dir2_threshold_2": 0.2488888370843636, + "scr_dir1_threshold_5": 0.351351387633701, + "scr_metric_threshold_5": 0.35555544370487596, + "scr_dir2_threshold_5": 0.35555544370487596, + "scr_dir1_threshold_10": 0.13963971946080886, + "scr_metric_threshold_10": 0.39111106754821484, + "scr_dir2_threshold_10": 0.39111106754821484, + "scr_dir1_threshold_20": 0.03153139365860286, + "scr_metric_threshold_20": 0.15111100396993382, + "scr_dir2_threshold_20": 0.15111100396993382, + "scr_dir1_threshold_50": -0.07207221720147068, + "scr_metric_threshold_50": 0.19555566622885956, + "scr_dir2_threshold_50": 0.19555566622885956, + "scr_dir1_threshold_100": 0.2297297224732598, + "scr_metric_threshold_100": 0.26666664900603304, + "scr_dir2_threshold_100": 0.26666664900603304, + "scr_dir1_threshold_500": 0.3333333333333333, + "scr_metric_threshold_500": 0.7511111629156364, + "scr_dir2_threshold_500": 0.7511111629156364 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.1244634303822985, + "scr_metric_threshold_2": 0.1244634303822985, + "scr_dir2_threshold_2": 0.08571430193323373, + "scr_dir1_threshold_5": 0.20171666463720986, + "scr_metric_threshold_5": 0.20171666463720986, + "scr_dir2_threshold_5": 0.12380961031057988, + "scr_dir1_threshold_10": 0.2489271165784791, + "scr_metric_threshold_10": 0.2489271165784791, + "scr_dir2_threshold_10": 0.19047625805514054, + "scr_dir1_threshold_20": 0.21030049945102341, + "scr_metric_threshold_20": 0.21030049945102341, + "scr_dir2_threshold_20": 0.2380952516110281, + "scr_dir1_threshold_50": -0.19313308563727843, + "scr_metric_threshold_50": -0.19313308563727843, + "scr_dir2_threshold_50": 0.042857150966616867, + "scr_dir1_threshold_100": -0.8969955171175301, + "scr_metric_threshold_100": -0.8969955171175301, + "scr_dir2_threshold_100": 0.32380955354426183, + "scr_dir1_threshold_500": -0.5879828359117667, + "scr_metric_threshold_500": -0.5879828359117667, + "scr_dir2_threshold_500": 0.5666666477445607 + } + ], + "sae_bench_commit_hash": "a0fb5e90a82a0414ca9be0511ec3df44af433f2f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4", + "sae_lens_version": "5.3.2", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 65536, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..e3c3c87eb13c1c663408bfb80261856317f37566 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "69c63056-b646-41a2-aa9c-ba6c5a0ae11a", + "datetime_epoch_millis": 1736903977829, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.1715997878115118, + "scr_metric_threshold_2": 0.17446940834397343, + "scr_dir2_threshold_2": 0.1714855642891299, + "scr_dir1_threshold_5": 0.1577148886409617, + "scr_metric_threshold_5": 0.22880586858697946, + "scr_dir2_threshold_5": 0.2314218554074296, + "scr_dir1_threshold_10": 0.04865881983615796, + "scr_metric_threshold_10": 0.2640415749320689, + "scr_dir2_threshold_10": 0.26778160880607305, + "scr_dir1_threshold_20": 0.028212127301505584, + "scr_metric_threshold_20": 0.27333662107214884, + "scr_dir2_threshold_20": 0.2752832715386271, + "scr_dir1_threshold_50": -0.17425775341401148, + "scr_metric_threshold_50": 0.2944607029677372, + "scr_dir2_threshold_50": 0.28973454320719505, + "scr_dir1_threshold_100": -0.31129417387041836, + "scr_metric_threshold_100": 0.25330932973443443, + "scr_dir2_threshold_100": 0.2442402488186288, + "scr_dir1_threshold_500": -0.40532883768655315, + "scr_metric_threshold_500": 0.21387739142103132, + "scr_dir2_threshold_500": 0.2043893535922697 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.3230773604127943, + "scr_metric_threshold_2": 0.0073890670992652185, + "scr_dir2_threshold_2": 0.0073890670992652185, + "scr_dir1_threshold_5": 0.3384617782908872, + "scr_metric_threshold_5": 0.0566502484750167, + "scr_dir2_threshold_5": 0.0566502484750167, + "scr_dir1_threshold_10": 0.23076993614966818, + "scr_metric_threshold_10": 0.07389155184943222, + "scr_dir2_threshold_10": 0.07389155184943222, + "scr_dir1_threshold_20": 0.2769231897839469, + "scr_metric_threshold_20": 0.07635457421585395, + "scr_dir2_threshold_20": 0.07635457421585395, + "scr_dir1_threshold_50": 0.2461543540277611, + "scr_metric_threshold_50": 0.08128076575816078, + "scr_dir2_threshold_50": 0.08128076575816078, + "scr_dir1_threshold_100": 0.06153858850694027, + "scr_metric_threshold_100": 0.14285705896602094, + "scr_dir2_threshold_100": 0.14285705896602094, + "scr_dir1_threshold_500": -0.3538461961689801, + "scr_metric_threshold_500": 0.07881774339173903, + "scr_dir2_threshold_500": 0.07881774339173903 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2336446515690506, + "scr_metric_threshold_2": 0.25072049475633723, + "scr_dir2_threshold_2": 0.25072049475633723, + "scr_dir1_threshold_5": 0.2616822325784525, + "scr_metric_threshold_5": 0.35734873732628336, + "scr_dir2_threshold_5": 0.35734873732628336, + "scr_dir1_threshold_10": 0.25233655792624843, + "scr_metric_threshold_10": 0.39193093968868853, + "scr_dir2_threshold_10": 0.39193093968868853, + "scr_dir1_threshold_20": 0.14018679094143036, + "scr_metric_threshold_20": 0.4322767565591733, + "scr_dir2_threshold_20": 0.4322767565591733, + "scr_dir1_threshold_50": -0.9439253950339858, + "scr_metric_threshold_50": 0.4207493557717049, + "scr_dir2_threshold_50": 0.4207493557717049, + "scr_dir1_threshold_100": -1.14018734799422, + "scr_metric_threshold_100": 0.12103745061145432, + "scr_dir2_threshold_100": 0.12103745061145432, + "scr_dir1_threshold_500": -1.2336452086218404, + "scr_metric_threshold_500": 0.11815564335741452, + "scr_dir2_threshold_500": 0.11815564335741452 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.4531256111803394, + "scr_metric_threshold_2": 0.030379805284471813, + "scr_dir2_threshold_2": 0.030379805284471813, + "scr_dir1_threshold_5": 0.2656252619344312, + "scr_metric_threshold_5": 0.06075961056894363, + "scr_dir2_threshold_5": 0.06075961056894363, + "scr_dir1_threshold_10": 0.2343756693879908, + "scr_metric_threshold_10": 0.10886085576265946, + "scr_dir2_threshold_10": 0.10886085576265946, + "scr_dir1_threshold_20": 0.15624982537704588, + "scr_metric_threshold_20": 0.1645570900019481, + "scr_dir2_threshold_20": 0.1645570900019481, + "scr_dir1_threshold_50": -0.26562433061200924, + "scr_metric_threshold_50": 0.1848101426271099, + "scr_dir2_threshold_50": 0.1848101426271099, + "scr_dir1_threshold_100": -0.749999534338789, + "scr_metric_threshold_100": 0.22278493695715454, + "scr_dir2_threshold_100": 0.22278493695715454, + "scr_dir1_threshold_500": -0.7656243306120092, + "scr_metric_threshold_500": 0.10379747943300446, + "scr_dir2_threshold_500": 0.10379747943300446 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.17741945562699032, + "scr_metric_threshold_2": 0.12352940867103895, + "scr_dir2_threshold_2": 0.12352940867103895, + "scr_dir1_threshold_5": 0.12903202547617618, + "scr_metric_threshold_5": 0.17941174769071427, + "scr_dir2_threshold_5": 0.17941174769071427, + "scr_dir1_threshold_10": 0.12903202547617618, + "scr_metric_threshold_10": 0.22352935607870128, + "scr_dir2_threshold_10": 0.22352935607870128, + "scr_dir1_threshold_20": 0.09677437961905906, + "scr_metric_threshold_20": 0.10882353920837663, + "scr_dir2_threshold_20": 0.10882353920837663, + "scr_dir1_threshold_50": -0.06451625307937271, + "scr_metric_threshold_50": 0.15588228642733765, + "scr_dir2_threshold_50": 0.15588228642733765, + "scr_dir1_threshold_100": -0.3306451961785736, + "scr_metric_threshold_100": 0.035294016587272686, + "scr_dir2_threshold_100": 0.035294016587272686, + "scr_dir1_threshold_500": -0.16935504416271105, + "scr_metric_threshold_500": 0.02352946126337664, + "scr_dir2_threshold_500": 0.02352946126337664 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.005434712187334791, + "scr_metric_threshold_2": 0.4745097810055187, + "scr_dir2_threshold_2": 0.4745097810055187, + "scr_dir1_threshold_5": 0.021739172687599125, + "scr_metric_threshold_5": 0.5490195620110374, + "scr_dir2_threshold_5": 0.5490195620110374, + "scr_dir1_threshold_10": -0.625, + "scr_metric_threshold_10": 0.5647058686033112, + "scr_dir2_threshold_10": 0.5647058686033112, + "scr_dir1_threshold_20": -0.6956522302501321, + "scr_metric_threshold_20": 0.5764704232397345, + "scr_dir2_threshold_20": 0.5764704232397345, + "scr_dir1_threshold_50": -0.6195652878126652, + "scr_metric_threshold_50": 0.5490195620110374, + "scr_dir2_threshold_50": 0.5490195620110374, + "scr_dir1_threshold_100": -0.6358697483129295, + "scr_metric_threshold_100": 0.6313723794408383, + "scr_dir2_threshold_100": 0.6313723794408383, + "scr_dir1_threshold_500": -0.8260869424374669, + "scr_metric_threshold_500": 0.4470586860331121, + "scr_dir2_threshold_500": 0.4470586860331121 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.08762865692919337, + "scr_metric_threshold_2": 0.17741945562699032, + "scr_dir2_threshold_2": 0.17741945562699032, + "scr_dir1_threshold_5": 0.16494816853980915, + "scr_metric_threshold_5": 0.2056451360932524, + "scr_dir2_threshold_5": 0.2056451360932524, + "scr_dir1_threshold_10": -0.005154879899716724, + "scr_metric_threshold_10": 0.2580645316349216, + "scr_dir2_threshold_10": 0.2580645316349216, + "scr_dir1_threshold_20": -0.005154879899716724, + "scr_metric_threshold_20": 0.2983870696388872, + "scr_dir2_threshold_20": 0.2983870696388872, + "scr_dir1_threshold_50": 0.025773170536871923, + "scr_metric_threshold_50": 0.3064517214444511, + "scr_dir2_threshold_50": 0.3064517214444511, + "scr_dir1_threshold_100": -0.036082623095877446, + "scr_metric_threshold_100": 0.2862904524424683, + "scr_dir2_threshold_100": 0.2862904524424683, + "scr_dir1_threshold_500": -0.07216524619175489, + "scr_metric_threshold_500": 0.32661299044643394, + "scr_dir2_threshold_500": 0.32661299044643394 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.049549447958970524, + "scr_metric_threshold_2": 0.2888888476807438, + "scr_dir2_threshold_2": 0.2888888476807438, + "scr_dir1_threshold_5": 0.06306305580659313, + "scr_metric_threshold_5": 0.404444492716843, + "scr_dir2_threshold_5": 0.404444492716843, + "scr_dir1_threshold_10": 0.11711721870769615, + "scr_metric_threshold_10": 0.4355554648976363, + "scr_dir2_threshold_10": 0.4355554648976363, + "scr_dir1_threshold_20": 0.15765750527178912, + "scr_metric_threshold_20": 0.43111107814459504, + "scr_dir2_threshold_20": 0.43111107814459504, + "scr_dir1_threshold_50": 0.09459444946519599, + "scr_metric_threshold_50": 0.5244445245059836, + "scr_dir2_threshold_50": 0.5244445245059836, + "scr_dir1_threshold_100": 0.22072082956776967, + "scr_metric_threshold_100": 0.4666667019879339, + "scr_dir2_threshold_100": 0.4666667019879339, + "scr_dir1_threshold_500": 0.045045001506225466, + "scr_metric_threshold_500": 0.47999986224705776, + "scr_dir2_threshold_500": 0.47999986224705776 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.042918406627421406, + "scr_metric_threshold_2": 0.042918406627421406, + "scr_dir2_threshold_2": 0.019047654188673074, + "scr_dir1_threshold_5": 0.01716741381374498, + "scr_metric_threshold_5": 0.01716741381374498, + "scr_dir2_threshold_5": 0.03809530837734615, + "scr_dir1_threshold_10": 0.05579403094120067, + "scr_metric_threshold_10": 0.05579403094120067, + "scr_dir2_threshold_10": 0.08571430193323373, + "scr_dir1_threshold_20": 0.09871243756862208, + "scr_metric_threshold_20": 0.09871243756862208, + "scr_dir2_threshold_20": 0.11428564130044823, + "scr_dir1_threshold_50": 0.13304726519611204, + "scr_metric_threshold_50": 0.13304726519611204, + "scr_dir2_threshold_50": 0.09523798711177515, + "scr_dir1_threshold_100": 0.12017164088233277, + "scr_metric_threshold_100": 0.12017164088233277, + "scr_dir2_threshold_100": 0.04761899355588758, + "scr_dir1_threshold_500": 0.13304726519611204, + "scr_metric_threshold_500": 0.13304726519611204, + "scr_dir2_threshold_500": 0.05714296256601923 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..ca538aa46398cbdc0e2e6ef73c182746cd6cb602 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "026a33d4-a887-4655-b5b8-42b31aa1091b", + "datetime_epoch_millis": 1736904316309, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.21594825239891272, + "scr_metric_threshold_2": 0.16455864129150308, + "scr_dir2_threshold_2": 0.16699069774364975, + "scr_dir1_threshold_5": 0.22756648391662182, + "scr_metric_threshold_5": 0.24827416468799157, + "scr_dir2_threshold_5": 0.2544462550141424, + "scr_dir1_threshold_10": 0.26387526445437626, + "scr_metric_threshold_10": 0.302967153325531, + "scr_dir2_threshold_10": 0.3094330303347109, + "scr_dir1_threshold_20": 0.2302919269306228, + "scr_metric_threshold_20": 0.33498652860741396, + "scr_dir2_threshold_20": 0.32150042400824524, + "scr_dir1_threshold_50": 0.14790287964981158, + "scr_metric_threshold_50": 0.36835301739800713, + "scr_dir2_threshold_50": 0.34324825865634634, + "scr_dir1_threshold_100": -0.08130335853069168, + "scr_metric_threshold_100": 0.295399085657482, + "scr_dir2_threshold_100": 0.2795907809208923, + "scr_dir1_threshold_500": -0.21599864824014722, + "scr_metric_threshold_500": 0.23420696825737713, + "scr_dir2_threshold_500": 0.2542534637907286 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4153847846759204, + "scr_metric_threshold_2": 0.03201958438240929, + "scr_dir2_threshold_2": 0.03201958438240929, + "scr_dir1_threshold_5": 0.4307692025540133, + "scr_metric_threshold_5": 0.05911327084143844, + "scr_dir2_threshold_5": 0.05911327084143844, + "scr_dir1_threshold_10": 0.40000036679782747, + "scr_metric_threshold_10": 0.0935960243997328, + "scr_dir2_threshold_10": 0.0935960243997328, + "scr_dir1_threshold_20": 0.4307692025540133, + "scr_metric_threshold_20": 0.10344826067488311, + "scr_dir2_threshold_20": 0.10344826067488311, + "scr_dir1_threshold_50": 0.4153847846759204, + "scr_metric_threshold_50": 0.13300482269087066, + "scr_dir2_threshold_50": 0.13300482269087066, + "scr_dir1_threshold_100": 0.3230773604127943, + "scr_metric_threshold_100": 0.18965507116588734, + "scr_dir2_threshold_100": 0.18965507116588734, + "scr_dir1_threshold_500": 0.07692300638503319, + "scr_metric_threshold_500": 0.27586202846635494, + "scr_dir2_threshold_500": 0.27586202846635494 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2897198135878545, + "scr_metric_threshold_2": 0.1757924755234473, + "scr_dir2_threshold_2": 0.1757924755234473, + "scr_dir1_threshold_5": 0.2710279072306566, + "scr_metric_threshold_5": 0.30835732692237, + "scr_dir2_threshold_5": 0.30835732692237, + "scr_dir1_threshold_10": 0.2897198135878545, + "scr_metric_threshold_10": 0.39481274694272833, + "scr_dir2_threshold_10": 0.39481274694272833, + "scr_dir1_threshold_20": 0.34579441855386867, + "scr_metric_threshold_20": 0.48703178147116627, + "scr_dir2_threshold_20": 0.48703178147116627, + "scr_dir1_threshold_50": -0.3271030692494605, + "scr_metric_threshold_50": 0.4438041573466417, + "scr_dir2_threshold_50": 0.4438041573466417, + "scr_dir1_threshold_100": -0.8598132090585696, + "scr_metric_threshold_100": 0.014409208041508192, + "scr_dir2_threshold_100": 0.014409208041508192, + "scr_dir1_threshold_500": -0.8411218597541614, + "scr_metric_threshold_500": 0.0028818072540398036, + "scr_dir2_threshold_500": 0.0028818072540398036 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5468753201420825, + "scr_metric_threshold_2": 0.055696234239288635, + "scr_dir2_threshold_2": 0.055696234239288635, + "scr_dir1_threshold_5": 0.5625001164153027, + "scr_metric_threshold_5": 0.08607603952376044, + "scr_dir2_threshold_5": 0.08607603952376044, + "scr_dir1_threshold_10": 0.5625001164153027, + "scr_metric_threshold_10": 0.13417728471747628, + "scr_dir2_threshold_10": 0.13417728471747628, + "scr_dir1_threshold_20": 0.5312505238688624, + "scr_metric_threshold_20": 0.1873419062408471, + "scr_dir2_threshold_20": 0.1873419062408471, + "scr_dir1_threshold_50": 0.2656252619344312, + "scr_metric_threshold_50": 0.23291138782082574, + "scr_dir2_threshold_50": 0.23291138782082574, + "scr_dir1_threshold_100": -0.17187462165026607, + "scr_metric_threshold_100": 0.27341779486678813, + "scr_dir2_threshold_100": 0.27341779486678813, + "scr_dir1_threshold_500": -0.6406250291038257, + "scr_metric_threshold_500": 0.03544318161412681, + "scr_dir2_threshold_500": 0.03544318161412681 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.21774199363095595, + "scr_metric_threshold_2": 0.13235300047175327, + "scr_dir2_threshold_2": 0.13235300047175327, + "scr_dir1_threshold_5": 0.08064507600793126, + "scr_metric_threshold_5": 0.2264704949096753, + "scr_dir2_threshold_5": 0.2264704949096753, + "scr_dir1_threshold_10": -0.016128822928558554, + "scr_metric_threshold_10": 0.2823530092371429, + "scr_dir2_threshold_10": 0.2823530092371429, + "scr_dir1_threshold_20": -0.33870960764285285, + "scr_metric_threshold_20": 0.1941176171533766, + "scr_dir2_threshold_20": 0.1941176171533766, + "scr_dir1_threshold_50": -0.29032265817460795, + "scr_metric_threshold_50": 0.28529414806811687, + "scr_dir2_threshold_50": 0.28529414806811687, + "scr_dir1_threshold_100": -0.29032265817460795, + "scr_metric_threshold_100": 0.12352940867103895, + "scr_dir2_threshold_100": 0.12352940867103895, + "scr_dir1_threshold_500": -0.29032265817460795, + "scr_metric_threshold_500": 0.03235287775629868, + "scr_dir2_threshold_500": 0.03235287775629868 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.0380433092496035, + "scr_metric_threshold_2": 0.3647058686033112, + "scr_dir2_threshold_2": 0.3647058686033112, + "scr_dir1_threshold_5": 0.04347802143693829, + "scr_metric_threshold_5": 0.5333332554187635, + "scr_dir2_threshold_5": 0.5333332554187635, + "scr_dir1_threshold_10": 0.19021719412453741, + "scr_metric_threshold_10": 0.5803921751955851, + "scr_dir2_threshold_10": 0.5803921751955851, + "scr_dir1_threshold_20": 0.10869553949973566, + "scr_metric_threshold_20": 0.6352941313966888, + "scr_dir2_threshold_20": 0.6352941313966888, + "scr_dir1_threshold_50": 0.08152165462480175, + "scr_metric_threshold_50": 0.6588234744132448, + "scr_dir2_threshold_50": 0.6588234744132448, + "scr_dir1_threshold_100": -0.3641305756253304, + "scr_metric_threshold_100": 0.6470586860331121, + "scr_dir2_threshold_100": 0.6470586860331121, + "scr_dir1_threshold_500": -0.3967391726875991, + "scr_metric_threshold_500": 0.6039215182121411, + "scr_dir2_threshold_500": 0.6039215182121411 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.11855670736578201, + "scr_metric_threshold_2": 0.19758072462897314, + "scr_dir2_threshold_2": 0.19758072462897314, + "scr_dir1_threshold_5": 0.21649481685398092, + "scr_metric_threshold_5": 0.22983885116865949, + "scr_dir2_threshold_5": 0.22983885116865949, + "scr_dir1_threshold_10": 0.29896890112388547, + "scr_metric_threshold_10": 0.2983870696388872, + "scr_dir2_threshold_10": 0.2983870696388872, + "scr_dir1_threshold_20": 0.3144329263421798, + "scr_metric_threshold_20": 0.31048392717659073, + "scr_dir2_threshold_20": 0.31048392717659073, + "scr_dir1_threshold_50": 0.3659792674159237, + "scr_metric_threshold_50": 0.4153227182599291, + "scr_dir2_threshold_50": 0.4153227182599291, + "scr_dir1_threshold_100": 0.15463902322123155, + "scr_metric_threshold_100": 0.4153227182599291, + "scr_dir2_threshold_100": 0.4153227182599291, + "scr_dir1_threshold_500": 0.05670091373303265, + "scr_metric_threshold_500": 0.3346774019107132, + "scr_dir2_threshold_500": 0.3346774019107132 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.05405389441171559, + "scr_metric_threshold_2": 0.3111110463554545, + "scr_dir2_threshold_2": 0.3111110463554545, + "scr_dir1_threshold_5": 0.11261250376556366, + "scr_metric_threshold_5": 0.4399998516506776, + "scr_dir2_threshold_5": 0.4399998516506776, + "scr_dir1_threshold_10": 0.26126111613186265, + "scr_metric_threshold_10": 0.5155554860903967, + "scr_dir2_threshold_10": 0.5155554860903967, + "scr_dir1_threshold_20": 0.26126111613186265, + "scr_metric_threshold_20": 0.5733333086084462, + "scr_dir2_threshold_20": 0.5733333086084462, + "scr_dir1_threshold_50": 0.4189188898930392, + "scr_metric_threshold_50": 0.5244445245059836, + "scr_dir2_threshold_50": 0.5244445245059836, + "scr_dir1_threshold_100": 0.3648647269919362, + "scr_metric_threshold_100": 0.5066667125843141, + "scr_dir2_threshold_100": 0.5066667125843141, + "scr_dir1_threshold_500": 0.23423416892600485, + "scr_metric_threshold_500": 0.5155554860903967, + "scr_dir2_threshold_500": 0.5155554860903967 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.047210196127387125, + "scr_metric_threshold_2": 0.047210196127387125, + "scr_dir2_threshold_2": 0.06666664774456064, + "scr_dir1_threshold_5": 0.10300422706858779, + "scr_metric_threshold_5": 0.10300422706858779, + "scr_dir2_threshold_5": 0.1523809496777944, + "scr_dir1_threshold_10": 0.1244634303822985, + "scr_metric_threshold_10": 0.1244634303822985, + "scr_dir2_threshold_10": 0.17619044645573817, + "scr_dir1_threshold_20": 0.1888412961373127, + "scr_metric_threshold_20": 0.1888412961373127, + "scr_dir2_threshold_20": 0.08095245934396302, + "scr_dir1_threshold_50": 0.2532189060784448, + "scr_metric_threshold_50": 0.2532189060784448, + "scr_dir2_threshold_50": 0.05238083614515829, + "scr_dir1_threshold_100": 0.19313308563727843, + "scr_metric_threshold_100": 0.19313308563727843, + "scr_dir2_threshold_100": 0.06666664774456064, + "scr_dir1_threshold_500": 0.07296144475494565, + "scr_metric_threshold_500": 0.07296144475494565, + "scr_dir2_threshold_500": 0.2333334090217574 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..001fc0cabf0a579cf18afd67e568e8c4d16adb9e --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "e53dfda9-b3dd-4956-bcca-e600cda84e93", + "datetime_epoch_millis": 1736904991421, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.22683435747544264, + "scr_metric_threshold_2": 0.1357855545205895, + "scr_dir2_threshold_2": 0.13123570014748553, + "scr_dir1_threshold_5": 0.22475398709680336, + "scr_metric_threshold_5": 0.22076687125405495, + "scr_dir2_threshold_5": 0.2235361251334575, + "scr_dir1_threshold_10": 0.21136427404860447, + "scr_metric_threshold_10": 0.29925391050591493, + "scr_dir2_threshold_10": 0.3029045244344049, + "scr_dir1_threshold_20": 0.2320629990144758, + "scr_metric_threshold_20": 0.36580227662893383, + "scr_dir2_threshold_20": 0.35671019286359124, + "scr_dir1_threshold_50": 0.0830964442119498, + "scr_metric_threshold_50": 0.2987341848111329, + "scr_dir2_threshold_50": 0.2674777756147463, + "scr_dir1_threshold_100": -0.7575347969873253, + "scr_metric_threshold_100": 0.2161321624684517, + "scr_dir2_threshold_100": 0.2213768835442277, + "scr_dir1_threshold_500": -0.548709854052424, + "scr_metric_threshold_500": 0.07427541069286617, + "scr_dir2_threshold_500": 0.07366996043349482 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.46153895530476774, + "scr_metric_threshold_2": 0.05911327084143844, + "scr_dir2_threshold_2": 0.05911327084143844, + "scr_dir1_threshold_5": 0.38461594891973455, + "scr_metric_threshold_5": 0.07881774339173903, + "scr_dir2_threshold_5": 0.07881774339173903, + "scr_dir1_threshold_10": 0.261538771905854, + "scr_metric_threshold_10": 0.20197032980745938, + "scr_dir2_threshold_10": 0.20197032980745938, + "scr_dir1_threshold_20": 0.369230614047073, + "scr_metric_threshold_20": 0.26600979219120463, + "scr_dir2_threshold_20": 0.26600979219120463, + "scr_dir1_threshold_50": -0.3384608612963185, + "scr_metric_threshold_50": 0.2709358369240481, + "scr_dir2_threshold_50": 0.2709358369240481, + "scr_dir1_threshold_100": -1.7846153987229934, + "scr_metric_threshold_100": 0.34236451321652195, + "scr_dir2_threshold_100": 0.34236451321652195, + "scr_dir1_threshold_500": -3.1538460127700665, + "scr_metric_threshold_500": -0.019704472550300594, + "scr_dir2_threshold_500": -0.019704472550300594 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": -0.07476651132321206, + "scr_metric_threshold_2": 0.22190207867332085, + "scr_dir2_threshold_2": 0.22190207867332085, + "scr_dir1_threshold_5": 0.12149544163702218, + "scr_metric_threshold_5": 0.2708934890772342, + "scr_dir2_threshold_5": 0.2708934890772342, + "scr_dir1_threshold_10": 0.2897198135878545, + "scr_metric_threshold_10": 0.2939481188808618, + "scr_dir2_threshold_10": 0.2939481188808618, + "scr_dir1_threshold_20": 0.13084111628922626, + "scr_metric_threshold_20": 0.4293947775338243, + "scr_dir2_threshold_20": 0.4293947775338243, + "scr_dir1_threshold_50": -0.8317756280491677, + "scr_metric_threshold_50": 0.040345816870484774, + "scr_dir2_threshold_50": 0.040345816870484774, + "scr_dir1_threshold_100": -1.3551406502588623, + "scr_metric_threshold_100": 0.08933722727439813, + "scr_dir2_threshold_100": 0.08933722727439813, + "scr_dir1_threshold_500": -0.24299088327404436, + "scr_metric_threshold_500": 0.48414997421712647, + "scr_dir2_threshold_500": 0.48414997421712647 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.4531256111803394, + "scr_metric_threshold_2": 0.04303801976188022, + "scr_dir2_threshold_2": 0.04303801976188022, + "scr_dir1_threshold_5": 0.20312514551912844, + "scr_metric_threshold_5": 0.10126586671708666, + "scr_dir2_threshold_5": 0.10126586671708666, + "scr_dir1_threshold_10": 0.42187508731147705, + "scr_metric_threshold_10": 0.27848102029862376, + "scr_dir2_threshold_10": 0.27848102029862376, + "scr_dir1_threshold_20": 0.5937506402841651, + "scr_metric_threshold_20": 0.23544315143456293, + "scr_dir2_threshold_20": 0.23544315143456293, + "scr_dir1_threshold_50": 0.250000465661211, + "scr_metric_threshold_50": 0.3468354690153208, + "scr_dir2_threshold_50": 0.3468354690153208, + "scr_dir1_threshold_100": -3.6874994179234863, + "scr_metric_threshold_100": 0.09620264128525105, + "scr_dir2_threshold_100": 0.09620264128525105, + "scr_dir1_threshold_500": 0.1250002328306055, + "scr_metric_threshold_500": 0.16708870271786588, + "scr_dir2_threshold_500": 0.16708870271786588 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.3225807847142943, + "scr_metric_threshold_2": 0.1382352781337013, + "scr_dir2_threshold_2": 0.1382352781337013, + "scr_dir1_threshold_5": 0.06451625307937271, + "scr_metric_threshold_5": 0.2264704949096753, + "scr_dir2_threshold_5": 0.2264704949096753, + "scr_dir1_threshold_10": -0.8145161329087304, + "scr_metric_threshold_10": 0.34705876474974023, + "scr_dir2_threshold_10": 0.34705876474974023, + "scr_dir1_threshold_20": -1.096774379619059, + "scr_metric_threshold_20": 0.45294116512714283, + "scr_dir2_threshold_20": 0.45294116512714283, + "scr_dir1_threshold_50": -0.63709667728174, + "scr_metric_threshold_50": -0.09117653091474029, + "scr_dir2_threshold_50": -0.09117653091474029, + "scr_dir1_threshold_100": -0.14516132908730398, + "scr_metric_threshold_100": -0.3117647481624676, + "scr_dir2_threshold_100": -0.3117647481624676, + "scr_dir1_threshold_500": -0.8306449558372889, + "scr_metric_threshold_500": -0.4529413404349351, + "scr_dir2_threshold_500": -0.4529413404349351 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.016304136562004374, + "scr_metric_threshold_2": 0.14509804379889626, + "scr_dir2_threshold_2": 0.14509804379889626, + "scr_dir1_threshold_5": 0.21195636681213653, + "scr_metric_threshold_5": 0.33725477363090467, + "scr_dir2_threshold_5": 0.33725477363090467, + "scr_dir1_threshold_10": 0.43478248193720265, + "scr_metric_threshold_10": 0.2588234744132449, + "scr_dir2_threshold_10": 0.2588234744132449, + "scr_dir1_threshold_20": 0.5217391726875992, + "scr_metric_threshold_20": 0.3647058686033112, + "scr_dir2_threshold_20": 0.3647058686033112, + "scr_dir1_threshold_50": 0.6032608273124008, + "scr_metric_threshold_50": 0.4235293430165561, + "scr_dir2_threshold_50": 0.4235293430165561, + "scr_dir1_threshold_100": -0.3369566907503965, + "scr_metric_threshold_100": 0.32549021899448133, + "scr_dir2_threshold_100": 0.32549021899448133, + "scr_dir1_threshold_500": -1.4619566907503965, + "scr_metric_threshold_500": -0.5764706569834439, + "scr_dir2_threshold_500": -0.5764706569834439 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.2061853642949754, + "scr_metric_threshold_2": 0.17741945562699032, + "scr_dir2_threshold_2": 0.17741945562699032, + "scr_dir1_threshold_5": 0.2886597558053079, + "scr_metric_threshold_5": 0.24596767409721804, + "scr_dir2_threshold_5": 0.24596767409721804, + "scr_dir1_threshold_10": 0.36082469475663487, + "scr_metric_threshold_10": 0.2661291834404855, + "scr_dir2_threshold_10": 0.2661291834404855, + "scr_dir1_threshold_20": 0.4896905474409945, + "scr_metric_threshold_20": 0.3467742594484168, + "scr_dir2_threshold_20": 0.3467742594484168, + "scr_dir1_threshold_50": 0.5515463410737439, + "scr_metric_threshold_50": 0.3991936549900859, + "scr_dir2_threshold_50": 0.3991936549900859, + "scr_dir1_threshold_100": 0.4484533516858282, + "scr_metric_threshold_100": 0.4112902721865048, + "scr_dir2_threshold_100": 0.4112902721865048, + "scr_dir1_threshold_500": 0.3247420716607574, + "scr_metric_threshold_500": 0.24596767409721804, + "scr_dir2_threshold_500": 0.24596767409721804 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.28378388537436283, + "scr_metric_threshold_2": 0.1555556556324794, + "scr_dir2_threshold_2": 0.1555556556324794, + "scr_dir1_threshold_5": 0.3648647269919362, + "scr_metric_threshold_5": 0.3466666701987934, + "scr_dir2_threshold_5": 0.3466666701987934, + "scr_dir1_threshold_10": 0.5135136078476226, + "scr_metric_threshold_10": 0.5244445245059836, + "scr_dir2_threshold_10": 0.5244445245059836, + "scr_dir1_threshold_20": 0.5990991644073285, + "scr_metric_threshold_20": 0.5822220821145289, + "scr_dir2_threshold_20": 0.5822220821145289, + "scr_dir1_threshold_50": 0.6981983288146569, + "scr_metric_threshold_50": 0.6311111311264959, + "scr_dir2_threshold_50": 0.6311111311264959, + "scr_dir1_threshold_100": 0.5045044464527451, + "scr_metric_threshold_100": 0.47999986224705776, + "scr_dir2_threshold_100": 0.47999986224705776, + "scr_dir1_threshold_500": 0.4594594449465196, + "scr_metric_threshold_500": 0.35555544370487596, + "scr_dir2_threshold_500": 0.35555544370487596 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.1459226336960092, + "scr_metric_threshold_2": 0.1459226336960092, + "scr_dir2_threshold_2": 0.10952379871117751, + "scr_dir1_threshold_5": 0.15879825800978847, + "scr_metric_threshold_5": 0.15879825800978847, + "scr_dir2_threshold_5": 0.18095228904500887, + "scr_dir1_threshold_10": 0.22317586795092056, + "scr_metric_threshold_10": 0.22317586795092056, + "scr_dir2_threshold_10": 0.25238077937884024, + "scr_dir1_threshold_20": 0.2489271165784791, + "scr_metric_threshold_20": 0.2489271165784791, + "scr_dir2_threshold_20": 0.17619044645573817, + "scr_dir1_threshold_50": 0.3690987574608119, + "scr_metric_threshold_50": 0.3690987574608119, + "scr_dir2_threshold_50": 0.11904748388971893, + "scr_dir1_threshold_100": 0.29613731270586624, + "scr_metric_threshold_100": 0.29613731270586624, + "scr_dir2_threshold_100": 0.33809508131207394, + "scr_dir1_threshold_500": 0.3905579607745226, + "scr_metric_threshold_500": 0.3905579607745226, + "scr_dir2_threshold_500": 0.3857143586995518 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..68787f6bff89bc3b4075fad1db99a5564136d401 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "efa1769d-8c2d-43c1-a8c4-813203ce54a3", + "datetime_epoch_millis": 1736905326835, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.3016694582237441, + "scr_metric_threshold_2": 0.1703793002327655, + "scr_dir2_threshold_2": 0.16434516305036598, + "scr_dir1_threshold_5": 0.3445731961395865, + "scr_metric_threshold_5": 0.23256247979184433, + "scr_dir2_threshold_5": 0.23318580694452876, + "scr_dir1_threshold_10": 0.32345096023820424, + "scr_metric_threshold_10": 0.2995328409650393, + "scr_dir2_threshold_10": 0.30615967746972106, + "scr_dir1_threshold_20": 0.1234191740264694, + "scr_metric_threshold_20": 0.3473762447306516, + "scr_dir2_threshold_20": 0.3326843300900153, + "scr_dir1_threshold_50": -0.14263709053993084, + "scr_metric_threshold_50": 0.3629596351743406, + "scr_dir2_threshold_50": 0.39486746835243725, + "scr_dir1_threshold_100": -0.05533778639661674, + "scr_metric_threshold_100": 0.23364003365280972, + "scr_dir2_threshold_100": 0.28915299687133517, + "scr_dir1_threshold_500": -0.7333909732793809, + "scr_metric_threshold_500": 0.2841204060141662, + "scr_dir2_threshold_500": 0.24013920799399535 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4461545374266748, + "scr_metric_threshold_2": 0.024630517283144072, + "scr_dir2_threshold_2": 0.024630517283144072, + "scr_dir1_threshold_5": 0.4461545374266748, + "scr_metric_threshold_5": 0.11822654168287688, + "scr_dir2_threshold_5": 0.11822654168287688, + "scr_dir1_threshold_10": 0.10769275913578764, + "scr_metric_threshold_10": 0.1699507454250501, + "scr_dir2_threshold_10": 0.1699507454250501, + "scr_dir1_threshold_20": 0.5538463795678938, + "scr_metric_threshold_20": 0.022167494916722333, + "scr_dir2_threshold_20": 0.022167494916722333, + "scr_dir1_threshold_50": 0.13846159489197346, + "scr_metric_threshold_50": 0.20197032980745938, + "scr_dir2_threshold_50": 0.20197032980745938, + "scr_dir1_threshold_100": 0.30769294253470136, + "scr_metric_threshold_100": -0.17241391460093516, + "scr_dir2_threshold_100": -0.17241391460093516, + "scr_dir1_threshold_500": -3.476923373182861, + "scr_metric_threshold_500": -0.20689666815922955, + "scr_dir2_threshold_500": -0.20689666815922955 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.35514009320607276, + "scr_metric_threshold_2": 0.23919309396886884, + "scr_dir2_threshold_2": 0.23919309396886884, + "scr_dir1_threshold_5": 0.09345786062762024, + "scr_metric_threshold_5": 0.25648410926441684, + "scr_dir2_threshold_5": 0.25648410926441684, + "scr_dir1_threshold_10": 0.07476651132321206, + "scr_metric_threshold_10": 0.3141211132017588, + "scr_dir2_threshold_10": 0.3141211132017588, + "scr_dir1_threshold_20": 0.13084111628922626, + "scr_metric_threshold_20": 0.3025937124142904, + "scr_dir2_threshold_20": 0.3025937124142904, + "scr_dir1_threshold_50": 0.34579441855386867, + "scr_metric_threshold_50": 0.273775296331274, + "scr_dir2_threshold_50": 0.273775296331274, + "scr_dir1_threshold_100": 0.13084111628922626, + "scr_metric_threshold_100": 0.5619596289327471, + "scr_dir2_threshold_100": 0.5619596289327471, + "scr_dir1_threshold_500": -0.523364465156905, + "scr_metric_threshold_500": 0.5561960144246675, + "scr_dir2_threshold_500": 0.5561960144246675 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.43749988358469727, + "scr_metric_threshold_2": 0.04050640704596242, + "scr_dir2_threshold_2": 0.04050640704596242, + "scr_dir1_threshold_5": 0.4531256111803394, + "scr_metric_threshold_5": 0.07594943776226984, + "scr_dir2_threshold_5": 0.07594943776226984, + "scr_dir1_threshold_10": 0.5468753201420825, + "scr_metric_threshold_10": 0.12911405928564068, + "scr_dir2_threshold_10": 0.12911405928564068, + "scr_dir1_threshold_20": -2.078124912688523, + "scr_metric_threshold_20": 0.1696203154337837, + "scr_dir2_threshold_20": 0.1696203154337837, + "scr_dir1_threshold_50": -2.734374738065569, + "scr_metric_threshold_50": 0.10126586671708666, + "scr_dir2_threshold_50": 0.10126586671708666, + "scr_dir1_threshold_100": 0.3437501746229541, + "scr_metric_threshold_100": 0.005063376329654997, + "scr_dir2_threshold_100": 0.005063376329654997, + "scr_dir1_threshold_500": 0.15624982537704588, + "scr_metric_threshold_500": -0.05569608334146924, + "scr_dir2_threshold_500": -0.05569608334146924 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.2338708165595145, + "scr_metric_threshold_2": 0.06470593082038963, + "scr_dir2_threshold_2": 0.06470593082038963, + "scr_dir1_threshold_5": 0.3709677341825392, + "scr_metric_threshold_5": 0.16176473939707794, + "scr_dir2_threshold_5": 0.16176473939707794, + "scr_dir1_threshold_10": 0.3064514811031665, + "scr_metric_threshold_10": 0.17352947002876626, + "scr_dir2_threshold_10": 0.17352947002876626, + "scr_dir1_threshold_20": 0.6935485188968336, + "scr_metric_threshold_20": 0.17352947002876626, + "scr_dir2_threshold_20": 0.17352947002876626, + "scr_dir1_threshold_50": 0.09677437961905906, + "scr_metric_threshold_50": 0.39411768727649354, + "scr_dir2_threshold_50": 0.39411768727649354, + "scr_dir1_threshold_100": 0.1370969176230247, + "scr_metric_threshold_100": 0.16176473939707794, + "scr_dir2_threshold_100": 0.16176473939707794, + "scr_dir1_threshold_500": -1.1532257405515833, + "scr_metric_threshold_500": -0.10882353920837663, + "scr_dir2_threshold_500": -0.10882353920837663 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.4402171941245374, + "scr_metric_threshold_2": 0.5098039124022075, + "scr_dir2_threshold_2": 0.5098039124022075, + "scr_dir1_threshold_5": 0.5054347121873348, + "scr_metric_threshold_5": 0.5176469488264898, + "scr_dir2_threshold_5": 0.5176469488264898, + "scr_dir1_threshold_10": 0.5108694243746695, + "scr_metric_threshold_10": 0.5882352116198672, + "scr_dir2_threshold_10": 0.5882352116198672, + "scr_dir1_threshold_20": 0.5271738848749339, + "scr_metric_threshold_20": 0.6823528174298009, + "scr_dir2_threshold_20": 0.6823528174298009, + "scr_dir1_threshold_50": 0.07065223025013216, + "scr_metric_threshold_50": 0.6196078248044149, + "scr_dir2_threshold_50": 0.6196078248044149, + "scr_dir1_threshold_100": -1.6521738848749339, + "scr_metric_threshold_100": 0.5215684670386308, + "scr_dir2_threshold_100": 0.5215684670386308, + "scr_dir1_threshold_500": -1.478260827312401, + "scr_metric_threshold_500": 0.8666667445812365, + "scr_dir2_threshold_500": 0.8666667445812365 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.15979359588052033, + "scr_metric_threshold_2": 0.13306447154960044, + "scr_dir2_threshold_2": 0.13306447154960044, + "scr_dir1_threshold_5": 0.3195874990014686, + "scr_metric_threshold_5": 0.14112912335516434, + "scr_dir2_threshold_5": 0.14112912335516434, + "scr_dir1_threshold_10": 0.4123710358303787, + "scr_metric_threshold_10": 0.3225807847142943, + "scr_dir2_threshold_10": 0.3225807847142943, + "scr_dir1_threshold_20": 0.4484533516858282, + "scr_metric_threshold_20": 0.536290332271826, + "scr_dir2_threshold_20": 0.536290332271826, + "scr_dir1_threshold_50": 0.45876280424483373, + "scr_metric_threshold_50": 0.5967741392777745, + "scr_dir2_threshold_50": 0.5967741392777745, + "scr_dir1_threshold_100": 0.46907194956341136, + "scr_metric_threshold_100": 0.5927419335456348, + "scr_dir2_threshold_100": 0.5927419335456348, + "scr_dir1_threshold_500": 0.23711341473156403, + "scr_metric_threshold_500": 0.6290322658174607, + "scr_dir2_threshold_500": 0.6290322658174607 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.2162161146256372, + "scr_metric_threshold_2": 0.22666663840965287, + "scr_dir2_threshold_2": 0.22666663840965287, + "scr_dir1_threshold_5": 0.3918919426871814, + "scr_metric_threshold_5": 0.4133332662229256, + "scr_dir2_threshold_5": 0.4133332662229256, + "scr_dir1_threshold_10": 0.4054052820454166, + "scr_metric_threshold_10": 0.4755554754940165, + "scr_dir2_threshold_10": 0.4755554754940165, + "scr_dir1_threshold_20": 0.43693694419340684, + "scr_metric_threshold_20": 0.6177777059578677, + "scr_dir2_threshold_20": 0.6177777059578677, + "scr_dir1_threshold_50": 0.5, + "scr_metric_threshold_50": 0.7333333509939669, + "scr_dir2_threshold_50": 0.7333333509939669, + "scr_dir1_threshold_100": 0.027026947205857795, + "scr_metric_threshold_100": 0.404444492716843, + "scr_dir2_threshold_100": 0.404444492716843, + "scr_dir1_threshold_500": 0.4099099969875491, + "scr_metric_threshold_500": 0.6311111311264959, + "scr_dir2_threshold_500": 0.6311111311264959 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.1244634303822985, + "scr_metric_threshold_2": 0.1244634303822985, + "scr_dir2_threshold_2": 0.07619033292310208, + "scr_dir1_threshold_5": 0.17596567182353345, + "scr_metric_threshold_5": 0.17596567182353345, + "scr_dir2_threshold_5": 0.18095228904500887, + "scr_dir1_threshold_10": 0.22317586795092056, + "scr_metric_threshold_10": 0.22317586795092056, + "scr_dir2_threshold_10": 0.2761905599883743, + "scr_dir1_threshold_20": 0.27467810939215553, + "scr_metric_threshold_20": 0.27467810939215553, + "scr_dir2_threshold_20": 0.1571427922670651, + "scr_dir1_threshold_50": -0.01716741381374498, + "scr_metric_threshold_50": -0.01716741381374498, + "scr_dir2_threshold_50": 0.2380952516110281, + "scr_dir1_threshold_100": -0.20600845413717558, + "scr_metric_threshold_100": -0.20600845413717558, + "scr_dir2_threshold_100": 0.2380952516110281, + "scr_dir1_threshold_500": -0.03862661712745569, + "scr_metric_threshold_500": -0.03862661712745569, + "scr_dir2_threshold_500": -0.3904762012888225 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..3f538d082c9d90e2177708ba8b3b0589cc95d396 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "f97e8279-8416-4fa0-962a-619b7986d87e", + "datetime_epoch_millis": 1736905658898, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": -0.08899744768612111, + "scr_metric_threshold_2": 0.12236447492158498, + "scr_dir2_threshold_2": 0.12289329165148012, + "scr_dir1_threshold_5": 0.1286107441283849, + "scr_metric_threshold_5": 0.2015112480836807, + "scr_dir2_threshold_5": 0.19827702809003478, + "scr_dir1_threshold_10": 0.38011920965460694, + "scr_metric_threshold_10": 0.225970026518613, + "scr_dir2_threshold_10": 0.19897737394663706, + "scr_dir1_threshold_20": 0.1799909361631529, + "scr_metric_threshold_20": 0.22575227194487543, + "scr_dir2_threshold_20": 0.19405649794084312, + "scr_dir1_threshold_50": 0.13380397487473394, + "scr_metric_threshold_50": 0.4259142048263332, + "scr_dir2_threshold_50": 0.36871771801722103, + "scr_dir1_threshold_100": -0.11179458458403067, + "scr_metric_threshold_100": 0.21771836059072525, + "scr_dir2_threshold_100": 0.1461058369539576, + "scr_dir1_threshold_500": -0.9994982617774552, + "scr_metric_threshold_500": 0.3702149014337937, + "scr_dir2_threshold_500": 0.20810835287899504 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.030769752750754456, + "scr_metric_threshold_2": 0.0, + "scr_dir2_threshold_2": 0.0, + "scr_dir1_threshold_5": 0.2461543540277611, + "scr_metric_threshold_5": 0.06650233794070366, + "scr_dir2_threshold_5": 0.06650233794070366, + "scr_dir1_threshold_10": 0.4153847846759204, + "scr_metric_threshold_10": 0.044334989833444666, + "scr_dir2_threshold_10": 0.044334989833444666, + "scr_dir1_threshold_20": 0.49230779106095357, + "scr_metric_threshold_20": -0.004926191542306817, + "scr_dir2_threshold_20": -0.004926191542306817, + "scr_dir1_threshold_50": 0.38461594891973455, + "scr_metric_threshold_50": 0.10344826067488311, + "scr_dir2_threshold_50": 0.10344826067488311, + "scr_dir1_threshold_100": -1.7692309808449005, + "scr_metric_threshold_100": 0.300492545749499, + "scr_dir2_threshold_100": 0.300492545749499, + "scr_dir1_threshold_500": -6.307692942534701, + "scr_metric_threshold_500": 0.13793101423317747, + "scr_dir2_threshold_500": 0.13793101423317747 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": -0.48598120949529905, + "scr_metric_threshold_2": 0.1527378457198197, + "scr_dir2_threshold_2": 0.1527378457198197, + "scr_dir1_threshold_5": -0.08411218597541614, + "scr_metric_threshold_5": 0.1527378457198197, + "scr_dir2_threshold_5": 0.1527378457198197, + "scr_dir1_threshold_10": 0.6261680004367294, + "scr_metric_threshold_10": 0.10086462806186652, + "scr_dir2_threshold_10": 0.10086462806186652, + "scr_dir1_threshold_20": -0.3738319995632706, + "scr_metric_threshold_20": 0.1556196529738595, + "scr_dir2_threshold_20": 0.1556196529738595, + "scr_dir1_threshold_50": -0.2710279072306566, + "scr_metric_threshold_50": 0.39193093968868853, + "scr_dir2_threshold_50": 0.39193093968868853, + "scr_dir1_threshold_100": 0.16822437195083229, + "scr_metric_threshold_100": 0.4034583404761569, + "scr_dir2_threshold_100": 0.4034583404761569, + "scr_dir1_threshold_500": 0.028037023956612273, + "scr_metric_threshold_500": 0.18155626180283607, + "scr_dir2_threshold_500": 0.18155626180283607 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": -0.10937450523496334, + "scr_metric_threshold_2": 0.030379805284471813, + "scr_dir2_threshold_2": 0.030379805284471813, + "scr_dir1_threshold_5": 0.4062502910382569, + "scr_metric_threshold_5": 0.037974794330044616, + "scr_dir2_threshold_5": 0.037974794330044616, + "scr_dir1_threshold_10": 0.32812537834973393, + "scr_metric_threshold_10": 0.05316462152337083, + "scr_dir2_threshold_10": 0.05316462152337083, + "scr_dir1_threshold_20": -0.4843742724043578, + "scr_metric_threshold_20": 0.11645569391041287, + "scr_dir2_threshold_20": 0.11645569391041287, + "scr_dir1_threshold_50": 0.0937506402841651, + "scr_metric_threshold_50": 0.2050633461500911, + "scr_dir2_threshold_50": 0.2050633461500911, + "scr_dir1_threshold_100": -0.18749941792348626, + "scr_metric_threshold_100": 0.2860760093441966, + "scr_dir2_threshold_100": 0.2860760093441966, + "scr_dir1_threshold_500": -2.7031242141967065, + "scr_metric_threshold_500": 0.015189978091145603, + "scr_dir2_threshold_500": 0.015189978091145603 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": -0.4596772216547497, + "scr_metric_threshold_2": 0.1382352781337013, + "scr_dir2_threshold_2": 0.1382352781337013, + "scr_dir1_threshold_5": -0.04032253800396563, + "scr_metric_threshold_5": 0.23823522554136362, + "scr_dir2_threshold_5": 0.23823522554136362, + "scr_dir1_threshold_10": 0.5161290632698432, + "scr_metric_threshold_10": 0.24999995617305193, + "scr_dir2_threshold_10": 0.24999995617305193, + "scr_dir1_threshold_20": 0.4274190951150634, + "scr_metric_threshold_20": 0.26470582563571426, + "scr_dir2_threshold_20": 0.26470582563571426, + "scr_dir1_threshold_50": -0.33870960764285285, + "scr_metric_threshold_50": 0.5088235041468182, + "scr_dir2_threshold_50": 0.5088235041468182, + "scr_dir1_threshold_100": 0.08064507600793126, + "scr_metric_threshold_100": 0.10882353920837663, + "scr_dir2_threshold_100": 0.10882353920837663, + "scr_dir1_threshold_500": 0.15322574055158325, + "scr_metric_threshold_500": -0.1470588699344156, + "scr_dir2_threshold_500": -0.1470588699344156 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": -0.010869748312929542, + "scr_metric_threshold_2": 0.4078430364242822, + "scr_dir2_threshold_2": 0.4078430364242822, + "scr_dir1_threshold_5": -0.20108694243746697, + "scr_metric_threshold_5": 0.5803921751955851, + "scr_dir2_threshold_5": 0.5803921751955851, + "scr_dir1_threshold_10": 0.22826082731240088, + "scr_metric_threshold_10": 0.6588234744132448, + "scr_dir2_threshold_10": 0.6588234744132448, + "scr_dir1_threshold_20": 0.4402171941245374, + "scr_metric_threshold_20": 0.5137254306143486, + "scr_dir2_threshold_20": 0.5137254306143486, + "scr_dir1_threshold_50": -0.13586974831292956, + "scr_metric_threshold_50": 0.7529410802231785, + "scr_dir2_threshold_50": 0.7529410802231785, + "scr_dir1_threshold_100": 0.010869424374669583, + "scr_metric_threshold_100": -0.694117839553643, + "scr_dir2_threshold_100": -0.694117839553643, + "scr_dir1_threshold_500": -0.5597828058754626, + "scr_metric_threshold_500": 0.8784312992176598, + "scr_dir2_threshold_500": 0.8784312992176598 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.07731951161061577, + "scr_metric_threshold_2": 0.10887099681547797, + "scr_dir2_threshold_2": 0.10887099681547797, + "scr_dir1_threshold_5": 0.25257713270943044, + "scr_metric_threshold_5": 0.1935485188968335, + "scr_dir2_threshold_5": 0.1935485188968335, + "scr_dir1_threshold_10": 0.3041234737831743, + "scr_metric_threshold_10": 0.2217741993630956, + "scr_dir2_threshold_10": 0.2217741993630956, + "scr_dir1_threshold_20": 0.25257713270943044, + "scr_metric_threshold_20": 0.11290320254761761, + "scr_dir2_threshold_20": 0.11290320254761761, + "scr_dir1_threshold_50": 0.43814420636725065, + "scr_metric_threshold_50": 0.5846775220813555, + "scr_dir2_threshold_50": 0.5846775220813555, + "scr_dir1_threshold_100": 0.3041234737831743, + "scr_metric_threshold_100": 0.6491935348194436, + "scr_dir2_threshold_100": 0.6491935348194436, + "scr_dir1_threshold_500": 0.47938140212241687, + "scr_metric_threshold_500": 0.6854838670912696, + "scr_dir2_threshold_500": 0.6854838670912696 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.20720722172014708, + "scr_metric_threshold_2": 0.10222221986747107, + "scr_dir2_threshold_2": 0.10222221986747107, + "scr_dir1_threshold_5": 0.3378377797860784, + "scr_metric_threshold_5": 0.23111102516269416, + "scr_dir2_threshold_5": 0.23111102516269416, + "scr_dir1_threshold_10": 0.46396389139926464, + "scr_metric_threshold_10": 0.32000008477104136, + "scr_dir2_threshold_10": 0.32000008477104136, + "scr_dir1_threshold_20": 0.5225225007531127, + "scr_metric_threshold_20": 0.48444451390960336, + "scr_dir2_threshold_20": 0.48444451390960336, + "scr_dir1_threshold_50": 0.5990991644073285, + "scr_metric_threshold_50": 0.5599998834398181, + "scr_dir2_threshold_50": 0.5599998834398181, + "scr_dir1_threshold_100": 0.4684683378520097, + "scr_metric_threshold_100": 0.6577777165542479, + "scr_dir2_threshold_100": 0.6577777165542479, + "scr_dir1_threshold_500": 0.45045055204102946, + "scr_metric_threshold_500": 0.7466665112530908, + "scr_dir2_threshold_500": 0.7466665112530908 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.03862661712745569, + "scr_metric_threshold_2": 0.03862661712745569, + "scr_dir2_threshold_2": 0.042857150966616867, + "scr_dir1_threshold_5": 0.11158806188240133, + "scr_metric_threshold_5": 0.11158806188240133, + "scr_dir2_threshold_5": 0.08571430193323373, + "scr_dir1_threshold_10": 0.15879825800978847, + "scr_metric_threshold_10": 0.15879825800978847, + "scr_dir2_threshold_10": -0.05714296256601923, + "scr_dir1_threshold_20": 0.16309004750975417, + "scr_metric_threshold_20": 0.16309004750975417, + "scr_dir2_threshold_20": -0.09047614452250444, + "scr_dir1_threshold_50": 0.30042910220583197, + "scr_metric_threshold_50": 0.30042910220583197, + "scr_dir2_threshold_50": -0.1571427922670651, + "scr_dir1_threshold_100": 0.030043038127524242, + "scr_metric_threshold_100": 0.030043038127524242, + "scr_dir2_threshold_100": -0.5428571509666169, + "scr_dir1_threshold_500": 0.4635191497155861, + "scr_metric_threshold_500": 0.4635191497155861, + "scr_dir2_threshold_500": -0.8333332387228033 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..ed406ce15d12e36be72fe456658614588d169113 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "411895cc-10f8-4172-93c5-4b1e060ffa37", + "datetime_epoch_millis": 1736893687440, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.1678467307123763, + "scr_metric_threshold_2": 0.12088059540677228, + "scr_dir2_threshold_2": 0.1222984291433554, + "scr_dir1_threshold_5": 0.18277634244410745, + "scr_metric_threshold_5": 0.17679971752208917, + "scr_dir2_threshold_5": 0.1727352371579184, + "scr_dir1_threshold_10": 0.15307892582865013, + "scr_metric_threshold_10": 0.22808067377720934, + "scr_dir2_threshold_10": 0.2204370835555874, + "scr_dir1_threshold_20": 0.16246974967432382, + "scr_metric_threshold_20": 0.2471256450971548, + "scr_dir2_threshold_20": 0.24501547215706282, + "scr_dir1_threshold_50": -0.016343030881349745, + "scr_metric_threshold_50": 0.24039605711325515, + "scr_dir2_threshold_50": 0.24072559758291046, + "scr_dir1_threshold_100": -0.12185887766116126, + "scr_metric_threshold_100": 0.22380758664153594, + "scr_dir2_threshold_100": 0.22431343249862937, + "scr_dir1_threshold_500": -0.46847775881356407, + "scr_metric_threshold_500": 0.1832977704312768, + "scr_dir2_threshold_500": 0.18763303462893977 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.28125005820765137, + "scr_metric_threshold_2": -0.0024631691758850776, + "scr_dir2_threshold_2": -0.0024631691758850776, + "scr_dir1_threshold_5": 0.2656252619344312, + "scr_metric_threshold_5": 0.012315258641572036, + "scr_dir2_threshold_5": 0.012315258641572036, + "scr_dir1_threshold_10": 0.28125005820765137, + "scr_metric_threshold_10": 0.02709353964956581, + "scr_dir2_threshold_10": 0.02709353964956581, + "scr_dir1_threshold_20": 0.250000465661211, + "scr_metric_threshold_20": 0.02955656201598755, + "scr_dir2_threshold_20": 0.02955656201598755, + "scr_dir1_threshold_50": 0.2343756693879908, + "scr_metric_threshold_50": 0.014778281007993775, + "scr_dir2_threshold_50": 0.014778281007993775, + "scr_dir1_threshold_100": 0.15624982537704588, + "scr_metric_threshold_100": 0.009852089465686957, + "scr_dir2_threshold_100": 0.009852089465686957, + "scr_dir1_threshold_500": -0.5312495925464404, + "scr_metric_threshold_500": 0.022167494916722333, + "scr_dir2_threshold_500": 0.022167494916722333 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.18691572125524047, + "scr_metric_threshold_2": 0.1498558666944707, + "scr_dir2_threshold_2": 0.1498558666944707, + "scr_dir1_threshold_5": 0.18691572125524047, + "scr_metric_threshold_5": 0.2651297027978454, + "scr_dir2_threshold_5": 0.2651297027978454, + "scr_dir1_threshold_10": 0.2616822325784525, + "scr_metric_threshold_10": 0.3170029204557986, + "scr_dir2_threshold_10": 0.3170029204557986, + "scr_dir1_threshold_20": 0.1588786972986282, + "scr_metric_threshold_20": 0.35158512281820375, + "scr_dir2_threshold_20": 0.35158512281820375, + "scr_dir1_threshold_50": -0.07476651132321206, + "scr_metric_threshold_50": 0.16714705376132788, + "scr_dir2_threshold_50": 0.16714705376132788, + "scr_dir1_threshold_100": -0.523364465156905, + "scr_metric_threshold_100": 0.1556196529738595, + "scr_dir2_threshold_100": 0.1556196529738595, + "scr_dir1_threshold_500": -0.5420563715141029, + "scr_metric_threshold_500": 0.18731987631091568, + "scr_dir2_threshold_500": 0.18731987631091568 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.4062502910382569, + "scr_metric_threshold_2": 0.0075949890455728015, + "scr_dir2_threshold_2": 0.0075949890455728015, + "scr_dir1_threshold_5": 0.42187508731147705, + "scr_metric_threshold_5": 0.025316579852636207, + "scr_dir2_threshold_5": 0.025316579852636207, + "scr_dir1_threshold_10": 0.2656252619344312, + "scr_metric_threshold_10": 0.09620264128525105, + "scr_dir2_threshold_10": 0.09620264128525105, + "scr_dir1_threshold_20": 0.32812537834973393, + "scr_metric_threshold_20": 0.1518987246267203, + "scr_dir2_threshold_20": 0.1518987246267203, + "scr_dir1_threshold_50": -0.6562498253770459, + "scr_metric_threshold_50": 0.20253173343417333, + "scr_dir2_threshold_50": 0.20253173343417333, + "scr_dir1_threshold_100": -0.749999534338789, + "scr_metric_threshold_100": 0.24556975319605354, + "scr_dir2_threshold_100": 0.24556975319605354, + "scr_dir1_threshold_500": -2.249999534338789, + "scr_metric_threshold_500": 0.1645570900019481, + "scr_dir2_threshold_500": 0.1645570900019481 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.13385838597235566, + "scr_metric_threshold_2": 0.035608379457657886, + "scr_dir2_threshold_2": 0.035608379457657886, + "scr_dir1_threshold_5": 0.18897671054725027, + "scr_metric_threshold_5": 0.07715140039073762, + "scr_dir2_threshold_5": 0.07715140039073762, + "scr_dir1_threshold_10": 0.15748059212270857, + "scr_metric_threshold_10": 0.12759656040532572, + "scr_dir2_threshold_10": 0.12759656040532572, + "scr_dir1_threshold_20": 0.08661444299943634, + "scr_metric_threshold_20": -0.00296732073771092, + "scr_dir2_threshold_20": -0.00296732073771092, + "scr_dir1_threshold_50": 0.03937003069873052, + "scr_metric_threshold_50": 0.041543020933079725, + "scr_dir2_threshold_50": 0.041543020933079725, + "scr_dir1_threshold_100": 0.02362220615035291, + "scr_metric_threshold_100": -0.04451034167079065, + "scr_dir2_threshold_100": -0.04451034167079065, + "scr_dir1_threshold_500": -0.07874006139746104, + "scr_metric_threshold_500": -0.041543020933079725, + "scr_dir2_threshold_500": -0.041543020933079725 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.0380433092496035, + "scr_metric_threshold_2": 0.30980391240220745, + "scr_dir2_threshold_2": 0.30980391240220745, + "scr_dir1_threshold_5": -0.016304460500264333, + "scr_metric_threshold_5": 0.4313723794408383, + "scr_dir2_threshold_5": 0.4313723794408383, + "scr_dir1_threshold_10": 0.016304136562004374, + "scr_metric_threshold_10": 0.5529410802231784, + "scr_dir2_threshold_10": 0.5529410802231784, + "scr_dir1_threshold_20": 0.07608694243746696, + "scr_metric_threshold_20": 0.6039215182121411, + "scr_dir2_threshold_20": 0.6039215182121411, + "scr_dir1_threshold_50": -0.1195652878126652, + "scr_metric_threshold_50": 0.5215684670386308, + "scr_dir2_threshold_50": 0.5215684670386308, + "scr_dir1_threshold_100": -0.16847834537519826, + "scr_metric_threshold_100": 0.5254902189944813, + "scr_dir2_threshold_100": 0.5254902189944813, + "scr_dir1_threshold_500": -0.40217388487493394, + "scr_metric_threshold_500": 0.37254890502759347, + "scr_dir2_threshold_500": 0.37254890502759347 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.15979359588052033, + "scr_metric_threshold_2": 0.15322574055158325, + "scr_dir2_threshold_2": 0.15322574055158325, + "scr_dir1_threshold_5": 0.18556676641739225, + "scr_metric_threshold_5": 0.19758072462897314, + "scr_dir2_threshold_5": 0.19758072462897314, + "scr_dir1_threshold_10": 0.04639146117402712, + "scr_metric_threshold_10": 0.19758072462897314, + "scr_dir2_threshold_10": 0.19758072462897314, + "scr_dir1_threshold_20": 0.12371128002507081, + "scr_metric_threshold_20": 0.2661291834404855, + "scr_dir2_threshold_20": 0.2661291834404855, + "scr_dir1_threshold_50": 0.06185548639232145, + "scr_metric_threshold_50": 0.3588711169861203, + "scr_dir2_threshold_50": 0.3588711169861203, + "scr_dir1_threshold_100": 0.0206182906371552, + "scr_metric_threshold_100": 0.32661299044643394, + "scr_dir2_threshold_100": 0.32661299044643394, + "scr_dir1_threshold_500": -0.03092805043658865, + "scr_metric_threshold_500": 0.3588711169861203, + "scr_dir2_threshold_500": 0.3588711169861203 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.07657666365421574, + "scr_metric_threshold_2": 0.2533332238374049, + "scr_dir2_threshold_2": 0.2533332238374049, + "scr_dir1_threshold_5": 0.13513500451867638, + "scr_metric_threshold_5": 0.3111110463554545, + "scr_dir2_threshold_5": 0.3111110463554545, + "scr_dir1_threshold_10": 0.05855860935384807, + "scr_metric_threshold_10": 0.36888886887350414, + "scr_dir2_threshold_10": 0.36888886887350414, + "scr_dir1_threshold_20": 0.12612611161318626, + "scr_metric_threshold_20": 0.4266666913915537, + "scr_dir2_threshold_20": 0.4266666913915537, + "scr_dir1_threshold_50": 0.2297297224732598, + "scr_metric_threshold_50": 0.4622223152348926, + "scr_dir2_threshold_50": 0.4622223152348926, + "scr_dir1_threshold_100": 0.09909916440732847, + "scr_metric_threshold_100": 0.404444492716843, + "scr_dir2_threshold_100": 0.404444492716843, + "scr_dir1_threshold_500": 0.03153139365860286, + "scr_metric_threshold_500": 0.3466666701987934, + "scr_dir2_threshold_500": 0.3466666701987934 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.060085820441166386, + "scr_metric_threshold_2": 0.060085820441166386, + "scr_dir2_threshold_2": 0.07142849033383136, + "scr_dir1_threshold_5": 0.09442064806865635, + "scr_metric_threshold_5": 0.09442064806865635, + "scr_dir2_threshold_5": 0.06190480515528994, + "scr_dir1_threshold_10": 0.13733905469607777, + "scr_metric_threshold_10": 0.13733905469607777, + "scr_dir2_threshold_10": 0.07619033292310208, + "scr_dir1_threshold_20": 0.15021467900985702, + "scr_metric_threshold_20": 0.15021467900985702, + "scr_dir2_threshold_20": 0.1333332954891213, + "scr_dir1_threshold_50": 0.15450646850982275, + "scr_metric_threshold_50": 0.15450646850982275, + "scr_dir2_threshold_50": 0.1571427922670651, + "scr_dir1_threshold_100": 0.1673818370097199, + "scr_metric_threshold_100": 0.1673818370097199, + "scr_dir2_threshold_100": 0.17142860386646747, + "scr_dir1_threshold_500": 0.05579403094120067, + "scr_metric_threshold_500": 0.05579403094120067, + "scr_dir2_threshold_500": 0.09047614452250444 + } + ], + "sae_bench_commit_hash": "fda4e306e03c1eb5996046a544947f9663d3ae39", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..096d8a695160bca4a23633b801f397010c3c8c5c --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "3860a722-1239-438e-849e-847b191003f9", + "datetime_epoch_millis": 1736893240873, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.16850380778277632, + "scr_metric_threshold_2": 0.15032443224531689, + "scr_dir2_threshold_2": 0.14858211653961834, + "scr_dir1_threshold_5": 0.15523829099244218, + "scr_metric_threshold_5": 0.24185126198419002, + "scr_dir2_threshold_5": 0.24188701577081617, + "scr_dir1_threshold_10": 0.17492027168204058, + "scr_metric_threshold_10": 0.30810099350375864, + "scr_dir2_threshold_10": 0.3049178731886752, + "scr_dir1_threshold_20": 0.16412319022360752, + "scr_metric_threshold_20": 0.3407337451555026, + "scr_dir2_threshold_20": 0.3277841462205649, + "scr_dir1_threshold_50": -0.11872703558841105, + "scr_metric_threshold_50": 0.3601182097996917, + "scr_dir2_threshold_50": 0.3681194373199945, + "scr_dir1_threshold_100": -0.3033592370778262, + "scr_metric_threshold_100": 0.34216930883716756, + "scr_dir2_threshold_100": 0.3422714762175574, + "scr_dir1_threshold_500": -0.7141729517320359, + "scr_metric_threshold_500": 0.25553976828078184, + "scr_dir2_threshold_500": 0.26791457676348573 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.2656252619344312, + "scr_metric_threshold_2": 0.014778281007993775, + "scr_dir2_threshold_2": 0.014778281007993775, + "scr_dir1_threshold_5": 0.28125005820765137, + "scr_metric_threshold_5": 0.06403931557428191, + "scr_dir2_threshold_5": 0.06403931557428191, + "scr_dir1_threshold_10": 0.3125005820765137, + "scr_metric_threshold_10": 0.06896550711658873, + "scr_dir2_threshold_10": 0.06896550711658873, + "scr_dir1_threshold_20": 0.32812537834973393, + "scr_metric_threshold_20": 0.07142852948301047, + "scr_dir2_threshold_20": 0.07142852948301047, + "scr_dir1_threshold_50": 0.2656252619344312, + "scr_metric_threshold_50": 0.11576351931645514, + "scr_dir2_threshold_50": 0.11576351931645514, + "scr_dir1_threshold_100": 0.14062502910382568, + "scr_metric_threshold_100": 0.07389155184943222, + "scr_dir2_threshold_100": 0.07389155184943222, + "scr_dir1_threshold_500": -1.0468743888196606, + "scr_metric_threshold_500": 0.024630517283144072, + "scr_dir2_threshold_500": 0.024630517283144072 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.11214920993202841, + "scr_metric_threshold_2": 0.13544665865296251, + "scr_dir2_threshold_2": 0.13544665865296251, + "scr_dir1_threshold_5": 0.08411218597541614, + "scr_metric_threshold_5": 0.3025937124142904, + "scr_dir2_threshold_5": 0.3025937124142904, + "scr_dir1_threshold_10": 0.11214920993202841, + "scr_metric_threshold_10": 0.4380403710672529, + "scr_dir2_threshold_10": 0.4380403710672529, + "scr_dir1_threshold_20": 0.10280353527982433, + "scr_metric_threshold_20": 0.4092219549842365, + "scr_dir2_threshold_20": 0.4092219549842365, + "scr_dir1_threshold_50": -0.009345674652204091, + "scr_metric_threshold_50": 0.38904896066333955, + "scr_dir2_threshold_50": 0.38904896066333955, + "scr_dir1_threshold_100": -1.04672893031381, + "scr_metric_threshold_100": 0.11527383610337472, + "scr_dir2_threshold_100": 0.11527383610337472, + "scr_dir1_threshold_500": -1.0934584176804099, + "scr_metric_threshold_500": 0.07204621197885014, + "scr_dir2_threshold_500": 0.07204621197885014 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.43749988358469727, + "scr_metric_threshold_2": 0.03544318161412681, + "scr_dir2_threshold_2": 0.03544318161412681, + "scr_dir1_threshold_5": 0.43749988358469727, + "scr_metric_threshold_5": 0.10126586671708666, + "scr_dir2_threshold_5": 0.10126586671708666, + "scr_dir1_threshold_10": 0.42187508731147705, + "scr_metric_threshold_10": 0.12911405928564068, + "scr_dir2_threshold_10": 0.12911405928564068, + "scr_dir1_threshold_20": 0.15624982537704588, + "scr_metric_threshold_20": 0.2101265715819267, + "scr_dir2_threshold_20": 0.2101265715819267, + "scr_dir1_threshold_50": -1.8437492433005322, + "scr_metric_threshold_50": 0.25569620405972476, + "scr_dir2_threshold_50": 0.25569620405972476, + "scr_dir1_threshold_100": -2.1718746216502662, + "scr_metric_threshold_100": 0.26835441853713315, + "scr_dir2_threshold_100": 0.26835441853713315, + "scr_dir1_threshold_500": -2.4531246798579174, + "scr_metric_threshold_500": 0.3037974492534406, + "scr_dir2_threshold_500": 0.3037974492534406 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.13385838597235566, + "scr_metric_threshold_2": 0.0741840796530267, + "scr_dir2_threshold_2": 0.0741840796530267, + "scr_dir1_threshold_5": 0.09448835527362513, + "scr_metric_threshold_5": 0.14540066169996685, + "scr_dir2_threshold_5": 0.14540066169996685, + "scr_dir1_threshold_10": 0.06299223684908342, + "scr_metric_threshold_10": 0.249258302466854, + "scr_dir2_threshold_10": 0.249258302466854, + "scr_dir1_threshold_20": -0.08661397367164983, + "scr_metric_threshold_20": 0.31157274543228575, + "scr_dir2_threshold_20": 0.31157274543228575, + "scr_dir1_threshold_50": -0.18897624121946377, + "scr_metric_threshold_50": 0.3056381039568639, + "scr_dir2_threshold_50": 0.3056381039568639, + "scr_dir1_threshold_100": -0.007873912274188802, + "scr_metric_threshold_100": 0.38575682508531245, + "scr_dir2_threshold_100": 0.38575682508531245, + "scr_dir1_threshold_500": -0.43307080701382217, + "scr_metric_threshold_500": 0.249258302466854, + "scr_dir2_threshold_500": 0.249258302466854 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.005434712187334791, + "scr_metric_threshold_2": 0.3137254306143486, + "scr_dir2_threshold_2": 0.3137254306143486, + "scr_dir1_threshold_5": -0.22826082731240088, + "scr_metric_threshold_5": 0.5058823941900663, + "scr_dir2_threshold_5": 0.5058823941900663, + "scr_dir1_threshold_10": -0.03804363318786346, + "scr_metric_threshold_10": 0.5725489050275935, + "scr_dir2_threshold_10": 0.5725489050275935, + "scr_dir1_threshold_20": 0.09782611512506609, + "scr_metric_threshold_20": 0.6313723794408383, + "scr_dir2_threshold_20": 0.6313723794408383, + "scr_dir1_threshold_50": 0.1195652878126652, + "scr_metric_threshold_50": 0.6901960875977925, + "scr_dir2_threshold_50": 0.6901960875977925, + "scr_dir1_threshold_100": 0.03260859706226871, + "scr_metric_threshold_100": 0.7137254306143486, + "scr_dir2_threshold_100": 0.7137254306143486, + "scr_dir1_threshold_500": -0.5163044605002644, + "scr_metric_threshold_500": 0.5333332554187635, + "scr_dir2_threshold_500": 0.5333332554187635 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.190721646317109, + "scr_metric_threshold_2": 0.2500001201706423, + "scr_dir2_threshold_2": 0.2500001201706423, + "scr_dir1_threshold_5": 0.2010307916356866, + "scr_metric_threshold_5": 0.3225807847142943, + "scr_dir2_threshold_5": 0.3225807847142943, + "scr_dir1_threshold_10": 0.28350487590559115, + "scr_metric_threshold_10": 0.3991936549900859, + "scr_dir2_threshold_10": 0.3991936549900859, + "scr_dir1_threshold_20": 0.34536066953834055, + "scr_metric_threshold_20": 0.33870960764285285, + "scr_dir2_threshold_20": 0.33870960764285285, + "scr_dir1_threshold_50": 0.3247420716607574, + "scr_metric_threshold_50": 0.3225807847142943, + "scr_dir2_threshold_50": 0.3225807847142943, + "scr_dir1_threshold_100": 0.3247420716607574, + "scr_metric_threshold_100": 0.463709667728174, + "scr_dir2_threshold_100": 0.463709667728174, + "scr_dir1_threshold_500": -0.19587652621682572, + "scr_metric_threshold_500": 0.4758065252658775, + "scr_dir2_threshold_500": 0.4758065252658775 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.11261250376556366, + "scr_metric_threshold_2": 0.2888888476807438, + "scr_dir2_threshold_2": 0.2888888476807438, + "scr_dir1_threshold_5": 0.23873861537874994, + "scr_metric_threshold_5": 0.36000009536742156, + "scr_dir2_threshold_5": 0.36000009536742156, + "scr_dir1_threshold_10": 0.08558555655970586, + "scr_metric_threshold_10": 0.4488888900662645, + "scr_dir2_threshold_10": 0.4488888900662645, + "scr_dir1_threshold_20": 0.18468472096703434, + "scr_metric_threshold_20": 0.568888921855405, + "scr_dir2_threshold_20": 0.568888921855405, + "scr_dir1_threshold_50": 0.1891891674197794, + "scr_metric_threshold_50": 0.6088889324517851, + "scr_dir2_threshold_50": 0.6088889324517851, + "scr_dir1_threshold_100": 0.20720722172014708, + "scr_metric_threshold_100": 0.622222092710909, + "scr_dir2_threshold_100": 0.622222092710909, + "scr_dir1_threshold_500": -0.009009161394877545, + "scr_metric_threshold_500": 0.3511110569518347, + "scr_dir2_threshold_500": 0.3511110569518347 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.09012885856869063, + "scr_metric_threshold_2": 0.09012885856869063, + "scr_dir2_threshold_2": 0.07619033292310208, + "scr_dir1_threshold_5": 0.13304726519611204, + "scr_metric_threshold_5": 0.13304726519611204, + "scr_dir2_threshold_5": 0.1333332954891213, + "scr_dir1_threshold_10": 0.15879825800978847, + "scr_metric_threshold_10": 0.15879825800978847, + "scr_dir2_threshold_10": 0.1333332954891213, + "scr_dir1_threshold_20": 0.18454925082346488, + "scr_metric_threshold_20": 0.18454925082346488, + "scr_dir2_threshold_20": 0.08095245934396302, + "scr_dir1_threshold_50": 0.19313308563727843, + "scr_metric_threshold_50": 0.19313308563727843, + "scr_dir2_threshold_50": 0.25714290579970117, + "scr_dir1_threshold_100": 0.09442064806865635, + "scr_metric_threshold_100": 0.09442064806865635, + "scr_dir2_threshold_100": 0.09523798711177515, + "scr_dir1_threshold_500": 0.03433482762748996, + "scr_metric_threshold_500": 0.03433482762748996, + "scr_dir2_threshold_500": 0.1333332954891213 + } + ], + "sae_bench_commit_hash": "fda4e306e03c1eb5996046a544947f9663d3ae39", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..cceb3e96bc111ea62ca44a3164ccf291fdf4c587 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "71f7681a-b3a5-484c-a28b-adb7c98f84c7", + "datetime_epoch_millis": 1736894128032, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.1679250576702388, + "scr_metric_threshold_2": 0.132805737377077, + "scr_dir2_threshold_2": 0.12558113954735975, + "scr_dir1_threshold_5": 0.20402713979605341, + "scr_metric_threshold_5": 0.23853264260646354, + "scr_dir2_threshold_5": 0.22783879473623433, + "scr_dir1_threshold_10": 0.2479703944605468, + "scr_metric_threshold_10": 0.29764112574153195, + "scr_dir2_threshold_10": 0.28627797699627966, + "scr_dir1_threshold_20": 0.20646190321888805, + "scr_metric_threshold_20": 0.3487866352050093, + "scr_dir2_threshold_20": 0.3500920816254901, + "scr_dir1_threshold_50": 0.05712547616981746, + "scr_metric_threshold_50": 0.36632283255629344, + "scr_dir2_threshold_50": 0.34856534635184877, + "scr_dir1_threshold_100": -0.22343863664518343, + "scr_metric_threshold_100": 0.3418358271528014, + "scr_dir2_threshold_100": 0.3094988136238228, + "scr_dir1_threshold_500": -0.49602625566732644, + "scr_metric_threshold_500": 0.2783962414496223, + "scr_dir2_threshold_500": 0.26760788315660383 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.2656252619344312, + "scr_metric_threshold_2": 0.019704325740837254, + "scr_dir2_threshold_2": 0.019704325740837254, + "scr_dir1_threshold_5": 0.3749997671693945, + "scr_metric_threshold_5": 0.049261034566288144, + "scr_dir2_threshold_5": 0.049261034566288144, + "scr_dir1_threshold_10": 0.3749997671693945, + "scr_metric_threshold_10": 0.07389155184943222, + "scr_dir2_threshold_10": 0.07389155184943222, + "scr_dir1_threshold_20": 0.250000465661211, + "scr_metric_threshold_20": 0.15270929524117124, + "scr_dir2_threshold_20": 0.15270929524117124, + "scr_dir1_threshold_50": 0.250000465661211, + "scr_metric_threshold_50": 0.08620681049100425, + "scr_dir2_threshold_50": 0.08620681049100425, + "scr_dir1_threshold_100": -0.9531246798579175, + "scr_metric_threshold_100": 0.12068956404929862, + "scr_dir2_threshold_100": 0.12068956404929862, + "scr_dir1_threshold_500": -2.03124959254644, + "scr_metric_threshold_500": 0.16748757624916502, + "scr_dir2_threshold_500": 0.16748757624916502 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.0654202796182183, + "scr_metric_threshold_2": 0.19308366259030446, + "scr_dir2_threshold_2": 0.19308366259030446, + "scr_dir1_threshold_5": 0.08411218597541614, + "scr_metric_threshold_5": 0.35446693007224356, + "scr_dir2_threshold_5": 0.35446693007224356, + "scr_dir1_threshold_10": 0.2149533022646424, + "scr_metric_threshold_10": 0.4639769798962295, + "scr_dir2_threshold_10": 0.4639769798962295, + "scr_dir1_threshold_20": 0.04672893031381012, + "scr_metric_threshold_20": 0.5100865830461031, + "scr_dir2_threshold_20": 0.5100865830461031, + "scr_dir1_threshold_50": -0.5607477208185111, + "scr_metric_threshold_50": 0.2766571035853138, + "scr_dir2_threshold_50": 0.2766571035853138, + "scr_dir1_threshold_100": -0.44859851088648267, + "scr_metric_threshold_100": -0.10662824256994613, + "scr_dir2_threshold_100": -0.10662824256994613, + "scr_dir1_threshold_500": -0.551402046166307, + "scr_metric_threshold_500": -0.1469740594404309, + "scr_dir2_threshold_500": -0.1469740594404309 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.39062549476503666, + "scr_metric_threshold_2": 0.03291141800038962, + "scr_dir2_threshold_2": 0.03291141800038962, + "scr_dir1_threshold_5": 0.4687504074535596, + "scr_metric_threshold_5": 0.08607603952376044, + "scr_dir2_threshold_5": 0.08607603952376044, + "scr_dir1_threshold_10": 0.1093754365573853, + "scr_metric_threshold_10": 0.10886085576265946, + "scr_dir2_threshold_10": 0.10886085576265946, + "scr_dir1_threshold_20": 0.06250011641530274, + "scr_metric_threshold_20": 0.2101265715819267, + "scr_dir2_threshold_20": 0.2101265715819267, + "scr_dir1_threshold_50": -0.6249993015081835, + "scr_metric_threshold_50": 0.1721519281497015, + "scr_dir2_threshold_50": 0.1721519281497015, + "scr_dir1_threshold_100": -1.2187499417923486, + "scr_metric_threshold_100": 0.23291138782082574, + "scr_dir2_threshold_100": 0.23291138782082574, + "scr_dir1_threshold_500": -1.0781249126885228, + "scr_metric_threshold_500": 0.12911405928564068, + "scr_dir2_threshold_500": 0.12911405928564068 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.07086614912327223, + "scr_metric_threshold_2": 0.05934729909609648, + "scr_dir2_threshold_2": 0.05934729909609648, + "scr_dir1_threshold_5": 0.03149611842454171, + "scr_metric_threshold_5": 0.1127597798483955, + "scr_dir2_threshold_5": 0.1127597798483955, + "scr_dir1_threshold_10": -0.06299176752129693, + "scr_metric_threshold_10": 0.19287850097684403, + "scr_dir2_threshold_10": 0.19287850097684403, + "scr_dir1_threshold_20": -0.33070853946600826, + "scr_metric_threshold_20": 0.3056381039568639, + "scr_dir2_threshold_20": 0.3056381039568639, + "scr_dir1_threshold_50": -0.32283462719181943, + "scr_metric_threshold_50": 0.3916914665607343, + "scr_dir2_threshold_50": 0.3916914665607343, + "scr_dir1_threshold_100": 0.1968506228214391, + "scr_metric_threshold_100": 0.4451039473130333, + "scr_dir2_threshold_100": 0.4451039473130333, + "scr_dir1_threshold_500": -0.17322794734329966, + "scr_metric_threshold_500": 0.30860542469457486, + "scr_dir2_threshold_500": 0.30860542469457486 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.016304136562004374, + "scr_metric_threshold_2": 0.0705880290496682, + "scr_dir2_threshold_2": 0.0705880290496682, + "scr_dir1_threshold_5": -0.18478280587546259, + "scr_metric_threshold_5": 0.3294117372066224, + "scr_dir2_threshold_5": 0.3294117372066224, + "scr_dir1_threshold_10": 0.17391305756253303, + "scr_metric_threshold_10": 0.3568625984353196, + "scr_dir2_threshold_10": 0.3568625984353196, + "scr_dir1_threshold_20": 0.25543471218733477, + "scr_metric_threshold_20": 0.43529413139668877, + "scr_dir2_threshold_20": 0.43529413139668877, + "scr_dir1_threshold_50": 0.34782611512506606, + "scr_metric_threshold_50": 0.6156863065922739, + "scr_dir2_threshold_50": 0.6156863065922739, + "scr_dir1_threshold_100": -0.6902175180627974, + "scr_metric_threshold_100": 0.6196078248044149, + "scr_dir2_threshold_100": 0.6196078248044149, + "scr_dir1_threshold_500": -0.49456528781266523, + "scr_metric_threshold_500": 0.6117645546364233, + "scr_dir2_threshold_500": 0.6117645546364233 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.14432987790265395, + "scr_metric_threshold_2": 0.23790326263293876, + "scr_dir2_threshold_2": 0.23790326263293876, + "scr_dir1_threshold_5": 0.3144329263421798, + "scr_metric_threshold_5": 0.2862904524424683, + "scr_dir2_threshold_5": 0.2862904524424683, + "scr_dir1_threshold_10": 0.38659786529350676, + "scr_metric_threshold_10": 0.3064517214444511, + "scr_dir2_threshold_10": 0.3064517214444511, + "scr_dir1_threshold_20": 0.4484533516858282, + "scr_metric_threshold_20": 0.1935485188968335, + "scr_dir2_threshold_20": 0.1935485188968335, + "scr_dir1_threshold_50": 0.26804115792772476, + "scr_metric_threshold_50": 0.2661291834404855, + "scr_dir2_threshold_50": 0.2661291834404855, + "scr_dir1_threshold_100": 0.25257713270943044, + "scr_metric_threshold_100": 0.4112902721865048, + "scr_dir2_threshold_100": 0.4112902721865048, + "scr_dir1_threshold_500": 0.13917499800293723, + "scr_metric_threshold_500": 0.5645162530793727, + "scr_dir2_threshold_500": 0.5645162530793727 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.26576583107399515, + "scr_metric_threshold_2": 0.3244444715240827, + "scr_dir2_threshold_2": 0.3244444715240827, + "scr_dir1_threshold_5": 0.3243244404278432, + "scr_metric_threshold_5": 0.4711110887409752, + "scr_dir2_threshold_5": 0.4711110887409752, + "scr_dir1_threshold_10": 0.4864863921523774, + "scr_metric_threshold_10": 0.5777776953614876, + "scr_dir2_threshold_10": 0.5777776953614876, + "scr_dir1_threshold_20": 0.5630630558065931, + "scr_metric_threshold_20": 0.6266667443734546, + "scr_dir2_threshold_20": 0.6266667443734546, + "scr_dir1_threshold_50": 0.6576577737611765, + "scr_metric_threshold_50": 0.6799999152289586, + "scr_dir2_threshold_50": 0.6799999152289586, + "scr_dir1_threshold_100": 0.6531530588190441, + "scr_metric_threshold_100": 0.5911111205301157, + "scr_dir2_threshold_100": 0.5911111205301157, + "scr_dir1_threshold_500": 0.13963971946080886, + "scr_metric_threshold_500": 0.5111110993373553, + "scr_dir2_threshold_500": 0.5111110993373553 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.1244634303822985, + "scr_metric_threshold_2": 0.1244634303822985, + "scr_dir2_threshold_2": 0.06666664774456064, + "scr_dir1_threshold_5": 0.21888407845095484, + "scr_metric_threshold_5": 0.21888407845095484, + "scr_dir2_threshold_5": 0.1333332954891213, + "scr_dir1_threshold_10": 0.30042910220583197, + "scr_metric_threshold_10": 0.30042910220583197, + "scr_dir2_threshold_10": 0.20952391224381361, + "scr_dir1_threshold_20": 0.35622313314703263, + "scr_metric_threshold_20": 0.35622313314703263, + "scr_dir2_threshold_20": 0.3666667045108787, + "scr_dir1_threshold_50": 0.4420599464018754, + "scr_metric_threshold_50": 0.4420599464018754, + "scr_dir2_threshold_50": 0.300000056766318, + "scr_dir1_threshold_100": 0.4206007430881647, + "scr_metric_threshold_100": 0.4206007430881647, + "scr_dir2_threshold_100": 0.1619046348563358, + "scr_dir1_threshold_500": 0.08154502375487709, + "scr_metric_threshold_500": 0.08154502375487709, + "scr_dir2_threshold_500": -0.004761842589270712 + } + ], + "sae_bench_commit_hash": "fda4e306e03c1eb5996046a544947f9663d3ae39", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..bcef9353ca414bf0734589bdbb3fa84d169a0ac7 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "55ae5ec2-8681-43fa-b541-4250b85c926d", + "datetime_epoch_millis": 1736894573833, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.11917189115956994, + "scr_metric_threshold_2": 0.11781907978485694, + "scr_dir2_threshold_2": 0.11887671324464723, + "scr_dir1_threshold_5": 0.20478692136046484, + "scr_metric_threshold_5": 0.22149615573030454, + "scr_dir2_threshold_5": 0.22527963232527068, + "scr_dir1_threshold_10": 0.22676419759127417, + "scr_metric_threshold_10": 0.30409334199912186, + "scr_dir2_threshold_10": 0.30166641150319906, + "scr_dir1_threshold_20": 0.0212108159423557, + "scr_metric_threshold_20": 0.3426415225320252, + "scr_dir2_threshold_20": 0.3347322424563997, + "scr_dir1_threshold_50": -0.46477860247213504, + "scr_metric_threshold_50": 0.3815165527715263, + "scr_dir2_threshold_50": 0.31896292209158705, + "scr_dir1_threshold_100": -0.5512119430862171, + "scr_metric_threshold_100": 0.38093905790238447, + "scr_dir2_threshold_100": 0.32469800169372404, + "scr_dir1_threshold_500": -0.5819315368888277, + "scr_metric_threshold_500": 0.3129366913359875, + "scr_dir2_threshold_500": 0.2547489846608488 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.32812537834973393, + "scr_metric_threshold_2": 0.009852089465686957, + "scr_dir2_threshold_2": 0.009852089465686957, + "scr_dir1_threshold_5": 0.4687504074535596, + "scr_metric_threshold_5": 0.019704325740837254, + "scr_dir2_threshold_5": 0.019704325740837254, + "scr_dir1_threshold_10": 0.4062502910382569, + "scr_metric_threshold_10": 0.07142852948301047, + "scr_dir2_threshold_10": 0.07142852948301047, + "scr_dir1_threshold_20": -1.671874621650266, + "scr_metric_threshold_20": 0.07635457421585395, + "scr_dir2_threshold_20": 0.07635457421585395, + "scr_dir1_threshold_50": -3.4687494761311375, + "scr_metric_threshold_50": 0.10591128304130484, + "scr_dir2_threshold_50": 0.10591128304130484, + "scr_dir1_threshold_100": -1.5312495925464404, + "scr_metric_threshold_100": 0.16256153151632155, + "scr_dir2_threshold_100": 0.16256153151632155, + "scr_dir1_threshold_500": -2.8749997671693945, + "scr_metric_threshold_500": 0.18965507116588734, + "scr_dir2_threshold_500": 0.18965507116588734 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": -0.028037581009401936, + "scr_metric_threshold_2": 0.1556196529738595, + "scr_dir2_threshold_2": 0.1556196529738595, + "scr_dir1_threshold_5": 0.07476651132321206, + "scr_metric_threshold_5": 0.35158512281820375, + "scr_dir2_threshold_5": 0.35158512281820375, + "scr_dir1_threshold_10": -0.04672893031381012, + "scr_metric_threshold_10": 0.37752173164718034, + "scr_dir2_threshold_10": 0.37752173164718034, + "scr_dir1_threshold_20": -0.25233655792624843, + "scr_metric_threshold_20": 0.38328534615525994, + "scr_dir2_threshold_20": 0.38328534615525994, + "scr_dir1_threshold_50": -0.5607477208185111, + "scr_metric_threshold_50": 0.3487031437928548, + "scr_dir2_threshold_50": 0.3487031437928548, + "scr_dir1_threshold_100": -0.6074766511323212, + "scr_metric_threshold_100": -0.08645524824904915, + "scr_dir2_threshold_100": -0.08645524824904915, + "scr_dir1_threshold_500": -0.6355142321417231, + "scr_metric_threshold_500": -0.36023054458032316, + "scr_dir2_threshold_500": -0.36023054458032316 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.2968748544808716, + "scr_metric_threshold_2": 0.04556963247779803, + "scr_dir2_threshold_2": 0.04556963247779803, + "scr_dir1_threshold_5": 0.4062502910382569, + "scr_metric_threshold_5": 0.07341782504635204, + "scr_dir2_threshold_5": 0.07341782504635204, + "scr_dir1_threshold_10": 0.4843752037267798, + "scr_metric_threshold_10": 0.13164567200155847, + "scr_dir2_threshold_10": 0.13164567200155847, + "scr_dir1_threshold_20": 0.3125005820765137, + "scr_metric_threshold_20": 0.1594937136722931, + "scr_dir2_threshold_20": 0.1594937136722931, + "scr_dir1_threshold_50": -0.6718746216502661, + "scr_metric_threshold_50": 0.20253173343417333, + "scr_dir2_threshold_50": 0.20253173343417333, + "scr_dir1_threshold_100": -2.328124447027312, + "scr_metric_threshold_100": 0.1797469171952743, + "scr_dir2_threshold_100": 0.1797469171952743, + "scr_dir1_threshold_500": -1.6093745052349633, + "scr_metric_threshold_500": 0.1721519281497015, + "scr_dir2_threshold_500": 0.1721519281497015 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": -0.023621736822566405, + "scr_metric_threshold_2": 0.050445160014588104, + "scr_dir2_threshold_2": 0.050445160014588104, + "scr_dir1_threshold_5": 0.03937003069873052, + "scr_metric_threshold_5": 0.08011872112844853, + "scr_dir2_threshold_5": 0.08011872112844853, + "scr_dir1_threshold_10": -0.21259844736981667, + "scr_metric_threshold_10": 0.1869436826330466, + "scr_dir2_threshold_10": 0.1869436826330466, + "scr_dir1_threshold_20": 0.33070853946600826, + "scr_metric_threshold_20": 0.32640952598921597, + "scr_dir2_threshold_20": 0.32640952598921597, + "scr_dir1_threshold_50": 0.14960621052073325, + "scr_metric_threshold_50": 0.40059360564224267, + "scr_dir2_threshold_50": 0.40059360564224267, + "scr_dir1_threshold_100": -0.6535431666578276, + "scr_metric_threshold_100": 0.545994090473834, + "scr_dir2_threshold_100": 0.545994090473834, + "scr_dir1_threshold_500": 0.08661444299943634, + "scr_metric_threshold_500": 0.4718101876891828, + "scr_dir2_threshold_500": 0.4718101876891828 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.016304136562004374, + "scr_metric_threshold_2": 0.22745086122869718, + "scr_dir2_threshold_2": 0.22745086122869718, + "scr_dir1_threshold_5": -0.05434776974986783, + "scr_metric_threshold_5": 0.41960782480441494, + "scr_dir2_threshold_5": 0.41960782480441494, + "scr_dir1_threshold_10": 0.08695636681213655, + "scr_metric_threshold_10": 0.6117645546364233, + "scr_dir2_threshold_10": 0.6117645546364233, + "scr_dir1_threshold_20": 0.25543471218733477, + "scr_metric_threshold_20": 0.7137254306143486, + "scr_dir2_threshold_20": 0.7137254306143486, + "scr_dir1_threshold_50": -0.3423914029377313, + "scr_metric_threshold_50": 0.662744992625386, + "scr_dir2_threshold_50": 0.662744992625386, + "scr_dir1_threshold_100": -0.4293477697498678, + "scr_metric_threshold_100": 0.7529410802231785, + "scr_dir2_threshold_100": 0.7529410802231785, + "scr_dir1_threshold_500": -0.5108697483129295, + "scr_metric_threshold_500": 0.819607824804415, + "scr_dir2_threshold_500": 0.819607824804415 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.09278322958848217, + "scr_metric_threshold_2": 0.1008065853511987, + "scr_dir2_threshold_2": 0.1008065853511987, + "scr_dir1_threshold_5": 0.24226798739085284, + "scr_metric_threshold_5": 0.20161293036111277, + "scr_dir2_threshold_5": 0.20161293036111277, + "scr_dir1_threshold_10": 0.3969070106120844, + "scr_metric_threshold_10": 0.2137097878988163, + "scr_dir2_threshold_10": 0.2137097878988163, + "scr_dir1_threshold_20": 0.4484533516858282, + "scr_metric_threshold_20": 0.14112912335516434, + "scr_dir2_threshold_20": 0.14112912335516434, + "scr_dir1_threshold_50": 0.26288658526843595, + "scr_metric_threshold_50": 0.3467742594484168, + "scr_dir2_threshold_50": 0.3467742594484168, + "scr_dir1_threshold_100": 0.2216493895132697, + "scr_metric_threshold_100": 0.5161290632698432, + "scr_dir2_threshold_100": 0.5161290632698432, + "scr_dir1_threshold_500": 0.11855670736578201, + "scr_metric_threshold_500": 0.35483867091269605, + "scr_dir2_threshold_500": 0.35483867091269605 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.19369361387252446, + "scr_metric_threshold_2": 0.2755554225121156, + "scr_dir2_threshold_2": 0.2755554225121156, + "scr_dir1_threshold_5": 0.3153152790329657, + "scr_metric_threshold_5": 0.47999986224705776, + "scr_dir2_threshold_5": 0.47999986224705776, + "scr_dir1_threshold_10": 0.44144139064615195, + "scr_metric_threshold_10": 0.5822220821145289, + "scr_dir2_threshold_10": 0.5822220821145289, + "scr_dir1_threshold_20": 0.4549549984937745, + "scr_metric_threshold_20": 0.6488889430481654, + "scr_dir2_threshold_20": 0.6488889430481654, + "scr_dir1_threshold_50": 0.6126125037655636, + "scr_metric_threshold_50": 0.6844443019819999, + "scr_dir2_threshold_50": 0.6844443019819999, + "scr_dir1_threshold_100": 0.6351350045186764, + "scr_metric_threshold_100": 0.6933333403975868, + "scr_dir2_threshold_100": 0.6933333403975868, + "scr_dir1_threshold_500": 0.5855855565597059, + "scr_metric_threshold_500": 0.671111141722876, + "scr_dir2_threshold_500": 0.671111141722876 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.07725323425491137, + "scr_metric_threshold_2": 0.07725323425491137, + "scr_dir2_threshold_2": 0.08571430193323373, + "scr_dir1_threshold_5": 0.1459226336960092, + "scr_metric_threshold_5": 0.1459226336960092, + "scr_dir2_threshold_5": 0.17619044645573817, + "scr_dir1_threshold_10": 0.25751069557841055, + "scr_metric_threshold_10": 0.25751069557841055, + "scr_dir2_threshold_10": 0.2380952516110281, + "scr_dir1_threshold_20": 0.2918455232059005, + "scr_metric_threshold_20": 0.2918455232059005, + "scr_dir2_threshold_20": 0.22857128260089646, + "scr_dir1_threshold_50": 0.30042910220583197, + "scr_metric_threshold_50": 0.30042910220583197, + "scr_dir2_threshold_50": -0.19999994323368195, + "scr_dir1_threshold_100": 0.283261688392087, + "scr_metric_threshold_100": 0.283261688392087, + "scr_dir2_threshold_100": -0.16666676127719673, + "scr_dir1_threshold_500": 0.18454925082346488, + "scr_metric_threshold_500": 0.18454925082346488, + "scr_dir2_threshold_500": -0.280952402577645 + } + ], + "sae_bench_commit_hash": "fda4e306e03c1eb5996046a544947f9663d3ae39", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..4202502d4b37c96c8092b86a9f23e5365fe47e43 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "cbd5f7fb-366a-42d4-91a0-ef1460176622", + "datetime_epoch_millis": 1736895466077, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.1177138292320041, + "scr_metric_threshold_2": 0.08222001920709575, + "scr_dir2_threshold_2": 0.08495351929987215, + "scr_dir1_threshold_5": 0.26550007561268424, + "scr_metric_threshold_5": 0.11415748421528449, + "scr_dir2_threshold_5": 0.10835837707975095, + "scr_dir1_threshold_10": 0.2057191341244395, + "scr_metric_threshold_10": 0.21548152983296223, + "scr_dir2_threshold_10": 0.2156859000726907, + "scr_dir1_threshold_20": -0.11848176800938438, + "scr_metric_threshold_20": 0.22972183649145003, + "scr_dir2_threshold_20": 0.2429039344718771, + "scr_dir1_threshold_50": -0.07175404139227198, + "scr_metric_threshold_50": 0.25509195270184876, + "scr_dir2_threshold_50": 0.2393935042799847, + "scr_dir1_threshold_100": -0.6573844068961651, + "scr_metric_threshold_100": 0.2883822784250468, + "scr_dir2_threshold_100": 0.19119497143183514, + "scr_dir1_threshold_500": -1.4187340104965223, + "scr_metric_threshold_500": 0.40469810245313115, + "scr_dir2_threshold_500": 0.3083793725951824 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.2968748544808716, + "scr_metric_threshold_2": 0.004926044732843479, + "scr_dir2_threshold_2": 0.004926044732843479, + "scr_dir1_threshold_5": 0.2968748544808716, + "scr_metric_threshold_5": 0.07881774339173903, + "scr_dir2_threshold_5": 0.07881774339173903, + "scr_dir1_threshold_10": 0.39062549476503666, + "scr_metric_threshold_10": 0.22167480235776, + "scr_dir2_threshold_10": 0.22167480235776, + "scr_dir1_threshold_20": 0.3125005820765137, + "scr_metric_threshold_20": 0.2586205782824761, + "scr_dir2_threshold_20": 0.2586205782824761, + "scr_dir1_threshold_50": 0.5156247962732202, + "scr_metric_threshold_50": 0.11083732777414833, + "scr_dir2_threshold_50": 0.11083732777414833, + "scr_dir1_threshold_100": 0.07812491268852294, + "scr_metric_threshold_100": -0.05172420374217322, + "scr_dir2_threshold_100": -0.05172420374217322, + "scr_dir1_threshold_500": -2.078124912688523, + "scr_metric_threshold_500": 0.35960581659093743, + "scr_dir2_threshold_500": 0.35960581659093743 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": -0.11214976698481809, + "scr_metric_threshold_2": 0.1556196529738595, + "scr_dir2_threshold_2": 0.1556196529738595, + "scr_dir1_threshold_5": 0.4392522791814889, + "scr_metric_threshold_5": 0.18731987631091568, + "scr_dir2_threshold_5": 0.18731987631091568, + "scr_dir1_threshold_10": 0.3271025121966708, + "scr_metric_threshold_10": 0.25648410926441684, + "scr_dir2_threshold_10": 0.25648410926441684, + "scr_dir1_threshold_20": -1.2803741389356504, + "scr_metric_threshold_20": 0.2997119051602506, + "scr_dir2_threshold_20": 0.2997119051602506, + "scr_dir1_threshold_50": -0.14953302264642412, + "scr_metric_threshold_50": 0.20461106337777285, + "scr_dir2_threshold_50": 0.20461106337777285, + "scr_dir1_threshold_100": -0.11214976698481809, + "scr_metric_threshold_100": 0.22478388592736065, + "scr_dir2_threshold_100": 0.22478388592736065, + "scr_dir1_threshold_500": -1.7196264181171392, + "scr_metric_threshold_500": 0.7262248754400351, + "scr_dir2_threshold_500": 0.7262248754400351 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.2343756693879908, + "scr_metric_threshold_2": 0.022784816238899015, + "scr_dir2_threshold_2": 0.022784816238899015, + "scr_dir1_threshold_5": 0.32812537834973393, + "scr_metric_threshold_5": 0.05063300880745302, + "scr_dir2_threshold_5": 0.05063300880745302, + "scr_dir1_threshold_10": 0.3749997671693945, + "scr_metric_threshold_10": 0.1518987246267203, + "scr_dir2_threshold_10": 0.1518987246267203, + "scr_dir1_threshold_20": -0.45312467985791743, + "scr_metric_threshold_20": 0.09873425400116885, + "scr_dir2_threshold_20": 0.09873425400116885, + "scr_dir1_threshold_50": -0.6249993015081835, + "scr_metric_threshold_50": 0.13417728471747628, + "scr_dir2_threshold_50": 0.13417728471747628, + "scr_dir1_threshold_100": -5.56249918509288, + "scr_metric_threshold_100": 0.2860760093441966, + "scr_dir2_threshold_100": 0.2860760093441966, + "scr_dir1_threshold_500": -5.499999068677578, + "scr_metric_threshold_500": 0.11392408119449507, + "scr_dir2_threshold_500": 0.11392408119449507 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.12598447369816684, + "scr_metric_threshold_2": 0.026706240376149513, + "scr_dir2_threshold_2": 0.026706240376149513, + "scr_dir1_threshold_5": 0.21259844736981667, + "scr_metric_threshold_5": -0.01186928295084368, + "scr_dir2_threshold_5": -0.01186928295084368, + "scr_dir1_threshold_10": -0.43307080701382217, + "scr_metric_threshold_10": 0.005934818343797456, + "scr_dir2_threshold_10": 0.005934818343797456, + "scr_dir1_threshold_20": -0.700787109630747, + "scr_metric_threshold_20": 0.026706240376149513, + "scr_dir2_threshold_20": 0.026706240376149513, + "scr_dir1_threshold_50": -1.9842512367960494, + "scr_metric_threshold_50": 0.10979228224230897, + "scr_dir2_threshold_50": 0.10979228224230897, + "scr_dir1_threshold_100": -1.5354326052338496, + "scr_metric_threshold_100": 0.31157274543228575, + "scr_dir2_threshold_100": 0.31157274543228575, + "scr_dir1_threshold_500": -2.685038815754583, + "scr_metric_threshold_500": -0.08605336260387038, + "scr_dir2_threshold_500": -0.08605336260387038 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": -0.09782611512506609, + "scr_metric_threshold_2": 0.30980391240220745, + "scr_dir2_threshold_2": 0.30980391240220745, + "scr_dir1_threshold_5": 0.10869553949973566, + "scr_metric_threshold_5": 0.23529413139668878, + "scr_dir2_threshold_5": 0.23529413139668878, + "scr_dir1_threshold_10": 0.34782611512506606, + "scr_metric_threshold_10": 0.37254890502759347, + "scr_dir2_threshold_10": 0.37254890502759347, + "scr_dir1_threshold_20": 0.46195636681213653, + "scr_metric_threshold_20": 0.1568625984353196, + "scr_dir2_threshold_20": 0.1568625984353196, + "scr_dir1_threshold_50": 0.5, + "scr_metric_threshold_50": 0.38039217519558505, + "scr_dir2_threshold_50": 0.38039217519558505, + "scr_dir1_threshold_100": 0.7065216546248018, + "scr_metric_threshold_100": 0.7294117372066224, + "scr_dir2_threshold_100": 0.7294117372066224, + "scr_dir1_threshold_500": 0.03260859706226871, + "scr_metric_threshold_500": 0.8470586860331122, + "scr_dir2_threshold_500": 0.8470586860331122 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.18041219375810347, + "scr_metric_threshold_2": 0.07661287027579163, + "scr_dir2_threshold_2": 0.07661287027579163, + "scr_dir1_threshold_5": 0.2319585348318473, + "scr_metric_threshold_5": 0.04032253800396563, + "scr_dir2_threshold_5": 0.04032253800396563, + "scr_dir1_threshold_10": 0.2061853642949754, + "scr_metric_threshold_10": 0.19758072462897314, + "scr_dir2_threshold_10": 0.19758072462897314, + "scr_dir1_threshold_20": 0.14432987790265395, + "scr_metric_threshold_20": 0.4435483987261912, + "scr_dir2_threshold_20": 0.4435483987261912, + "scr_dir1_threshold_50": 0.32989664432004623, + "scr_metric_threshold_50": 0.536290332271826, + "scr_dir2_threshold_50": 0.536290332271826, + "scr_dir1_threshold_100": 0.34536066953834055, + "scr_metric_threshold_100": 0.5846775220813555, + "scr_dir2_threshold_100": 0.5846775220813555, + "scr_dir1_threshold_500": 0.4226801811489563, + "scr_metric_threshold_500": 0.6653225980892867, + "scr_dir2_threshold_500": 0.6653225980892867 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.2882883318271079, + "scr_metric_threshold_2": 0.03555562384333888, + "scr_dir2_threshold_2": 0.03555562384333888, + "scr_dir1_threshold_5": 0.3648647269919362, + "scr_metric_threshold_5": 0.191111014566314, + "scr_dir2_threshold_5": 0.191111014566314, + "scr_dir1_threshold_10": 0.2432433303208824, + "scr_metric_threshold_10": 0.32888885827712394, + "scr_dir2_threshold_10": 0.32888885827712394, + "scr_dir1_threshold_20": 0.38738749623443636, + "scr_metric_threshold_20": 0.3733332556265454, + "scr_dir2_threshold_20": 0.3733332556265454, + "scr_dir1_threshold_50": 0.5945947179545834, + "scr_metric_threshold_50": 0.32000008477104136, + "scr_dir2_threshold_50": 0.32000008477104136, + "scr_dir1_threshold_100": 0.5720719487120832, + "scr_metric_threshold_100": -0.026666585427752024, + "scr_dir2_threshold_100": -0.026666585427752024, + "scr_dir1_threshold_500": 0.12612611161318626, + "scr_metric_threshold_500": 0.5599998834398181, + "scr_dir2_threshold_500": 0.5599998834398181 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.025750992813676425, + "scr_metric_threshold_2": 0.025750992813676425, + "scr_dir2_threshold_2": 0.04761899355588758, + "scr_dir1_threshold_5": 0.1416308441960435, + "scr_metric_threshold_5": 0.1416308441960435, + "scr_dir2_threshold_5": 0.09523798711177515, + "scr_dir1_threshold_10": 0.1888412961373127, + "scr_metric_threshold_10": 0.1888412961373127, + "scr_dir2_threshold_10": 0.19047625805514054, + "scr_dir1_threshold_20": 0.18025746132349915, + "scr_metric_threshold_20": 0.18025746132349915, + "scr_dir2_threshold_20": 0.2857142451669157, + "scr_dir1_threshold_50": 0.24463507126463127, + "scr_metric_threshold_50": 0.24463507126463127, + "scr_dir2_threshold_50": 0.11904748388971893, + "scr_dir1_threshold_100": 0.2489271165784791, + "scr_metric_threshold_100": 0.2489271165784791, + "scr_dir2_threshold_100": -0.5285713393672145, + "scr_dir1_threshold_500": 0.05150224144123495, + "scr_metric_threshold_500": 0.05150224144123495, + "scr_dir2_threshold_500": -0.719047597422355 + } + ], + "sae_bench_commit_hash": "fda4e306e03c1eb5996046a544947f9663d3ae39", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_stop_grads_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..bccc65b808489b82ae403871aacbe24bdc194140 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "af902f49-447d-4802-9aa7-c7aebbf8148d", + "datetime_epoch_millis": 1737004858323, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.15147790587007512, + "scr_metric_threshold_2": 0.10963993117452776, + "scr_dir2_threshold_2": 0.11313727804406531, + "scr_dir1_threshold_5": 0.15066532579492595, + "scr_metric_threshold_5": 0.18181803068867963, + "scr_dir2_threshold_5": 0.18388222990643294, + "scr_dir1_threshold_10": 0.1590256806020404, + "scr_metric_threshold_10": 0.23972797832782552, + "scr_dir2_threshold_10": 0.24077795483001524, + "scr_dir1_threshold_20": 0.13047078831346082, + "scr_metric_threshold_20": 0.24101212207304895, + "scr_dir2_threshold_20": 0.24849218982105722, + "scr_dir1_threshold_50": 0.09547633953531304, + "scr_metric_threshold_50": 0.24484549496732597, + "scr_dir2_threshold_50": 0.2348950540024329, + "scr_dir1_threshold_100": -0.00866743952541724, + "scr_metric_threshold_100": 0.2524454077278473, + "scr_dir2_threshold_100": 0.2412968136790872, + "scr_dir1_threshold_500": -0.29133423819763943, + "scr_metric_threshold_500": 0.172424435890828, + "scr_dir2_threshold_500": 0.17765637405277954 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.21874994179234863, + "scr_metric_threshold_2": 0.017241303374415515, + "scr_dir2_threshold_2": 0.017241303374415515, + "scr_dir1_threshold_5": 0.250000465661211, + "scr_metric_threshold_5": 0.02709353964956581, + "scr_dir2_threshold_5": 0.02709353964956581, + "scr_dir1_threshold_10": 0.250000465661211, + "scr_metric_threshold_10": 0.06157629320786018, + "scr_dir2_threshold_10": 0.06157629320786018, + "scr_dir1_threshold_20": 0.15624982537704588, + "scr_metric_threshold_20": 0.06650233794070366, + "scr_dir2_threshold_20": 0.06650233794070366, + "scr_dir1_threshold_50": 0.15624982537704588, + "scr_metric_threshold_50": 0.09852206913257629, + "scr_dir2_threshold_50": 0.09852206913257629, + "scr_dir1_threshold_100": 0.06250011641530274, + "scr_metric_threshold_100": 0.12068956404929862, + "scr_dir2_threshold_100": 0.12068956404929862, + "scr_dir1_threshold_500": -0.15624982537704588, + "scr_metric_threshold_500": 0.06896550711658873, + "scr_dir2_threshold_500": 0.06896550711658873 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.11214920993202841, + "scr_metric_threshold_2": 0.1412104449323513, + "scr_dir2_threshold_2": 0.1412104449323513, + "scr_dir1_threshold_5": 0.2149533022646424, + "scr_metric_threshold_5": 0.25072049475633723, + "scr_dir2_threshold_5": 0.25072049475633723, + "scr_dir1_threshold_10": 0.1588786972986282, + "scr_metric_threshold_10": 0.3314121284973068, + "scr_dir2_threshold_10": 0.3314121284973068, + "scr_dir1_threshold_20": 0.16822437195083229, + "scr_metric_threshold_20": 0.38616715340929975, + "scr_dir2_threshold_20": 0.38616715340929975, + "scr_dir1_threshold_50": 0.13084111628922626, + "scr_metric_threshold_50": 0.3054755196683302, + "scr_dir2_threshold_50": 0.3054755196683302, + "scr_dir1_threshold_100": -0.33644874390166457, + "scr_metric_threshold_100": 0.3141211132017588, + "scr_dir2_threshold_100": 0.3141211132017588, + "scr_dir1_threshold_500": -0.9158878140245839, + "scr_metric_threshold_500": 0.1268012368908431, + "scr_dir2_threshold_500": 0.1268012368908431 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.32812537834973393, + "scr_metric_threshold_2": 0.017721590807063405, + "scr_dir2_threshold_2": 0.017721590807063405, + "scr_dir1_threshold_5": 0.28125005820765137, + "scr_metric_threshold_5": 0.04810139609153522, + "scr_dir2_threshold_5": 0.04810139609153522, + "scr_dir1_threshold_10": 0.21874994179234863, + "scr_metric_threshold_10": 0.11139246847857727, + "scr_dir2_threshold_10": 0.11139246847857727, + "scr_dir1_threshold_20": 0.015625727595642156, + "scr_metric_threshold_20": 0.12405068295598567, + "scr_dir2_threshold_20": 0.12405068295598567, + "scr_dir1_threshold_50": -0.45312467985791743, + "scr_metric_threshold_50": 0.1544304882404575, + "scr_dir2_threshold_50": 0.1544304882404575, + "scr_dir1_threshold_100": -0.4843742724043578, + "scr_metric_threshold_100": 0.10126586671708666, + "scr_dir2_threshold_100": 0.10126586671708666, + "scr_dir1_threshold_500": -0.7343747380655689, + "scr_metric_threshold_500": 0.1443038864789669, + "scr_dir2_threshold_500": 0.1443038864789669 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.09448835527362513, + "scr_metric_threshold_2": 0.03857570019536881, + "scr_dir2_threshold_2": 0.03857570019536881, + "scr_dir1_threshold_5": 0.18110232894527498, + "scr_metric_threshold_5": 0.1246292396676148, + "scr_dir2_threshold_5": 0.1246292396676148, + "scr_dir1_threshold_10": 0.1968506228214391, + "scr_metric_threshold_10": 0.16023744225689707, + "scr_dir2_threshold_10": 0.16023744225689707, + "scr_dir1_threshold_20": 0.16535450439689736, + "scr_metric_threshold_20": 0.07715140039073762, + "scr_dir2_threshold_20": 0.07715140039073762, + "scr_dir1_threshold_50": 0.1968506228214391, + "scr_metric_threshold_50": 0.06528194057151832, + "scr_dir2_threshold_50": 0.06528194057151832, + "scr_dir1_threshold_100": 0.20472453509562788, + "scr_metric_threshold_100": 0.09198818094766784, + "scr_dir2_threshold_100": 0.09198818094766784, + "scr_dir1_threshold_500": -0.08661397367164983, + "scr_metric_threshold_500": -0.06231444296543178, + "scr_dir2_threshold_500": -0.06231444296543178 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.21195636681213653, + "scr_metric_threshold_2": 0.24313716782097103, + "scr_dir2_threshold_2": 0.24313716782097103, + "scr_dir1_threshold_5": 0.048913057562533044, + "scr_metric_threshold_5": 0.443137167820971, + "scr_dir2_threshold_5": 0.443137167820971, + "scr_dir1_threshold_10": 0.09239107899947133, + "scr_metric_threshold_10": 0.5490195620110374, + "scr_dir2_threshold_10": 0.5490195620110374, + "scr_dir1_threshold_20": 0.17934776974986782, + "scr_metric_threshold_20": 0.5294117372066224, + "scr_dir2_threshold_20": 0.5294117372066224, + "scr_dir1_threshold_50": 0.3043477697498678, + "scr_metric_threshold_50": 0.5843136934077262, + "scr_dir2_threshold_50": 0.5843136934077262, + "scr_dir1_threshold_100": 0.059782481937202626, + "scr_metric_threshold_100": 0.6117645546364233, + "scr_dir2_threshold_100": 0.6117645546364233, + "scr_dir1_threshold_500": -0.41847834537519824, + "scr_metric_threshold_500": 0.4313723794408383, + "scr_dir2_threshold_500": 0.4313723794408383 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.05670091373303265, + "scr_metric_threshold_2": 0.04435498407738989, + "scr_dir2_threshold_2": 0.04435498407738989, + "scr_dir1_threshold_5": 0.14432987790265395, + "scr_metric_threshold_5": 0.08467752208135552, + "scr_dir2_threshold_5": 0.08467752208135552, + "scr_dir1_threshold_10": 0.2216493895132697, + "scr_metric_threshold_10": 0.11290320254761761, + "scr_dir2_threshold_10": 0.11290320254761761, + "scr_dir1_threshold_20": 0.2113399369542642, + "scr_metric_threshold_20": 0.15322574055158325, + "scr_dir2_threshold_20": 0.15322574055158325, + "scr_dir1_threshold_50": 0.2061853642949754, + "scr_metric_threshold_50": 0.20161293036111277, + "scr_dir2_threshold_50": 0.20161293036111277, + "scr_dir1_threshold_100": 0.11855670736578201, + "scr_metric_threshold_100": 0.2943548639067476, + "scr_dir2_threshold_100": 0.2943548639067476, + "scr_dir1_threshold_500": 0.0051545726592888, + "scr_metric_threshold_500": 0.2137097878988163, + "scr_dir2_threshold_500": 0.2137097878988163 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.1081080573128186, + "scr_metric_threshold_2": 0.29333323443378506, + "scr_dir2_threshold_2": 0.29333323443378506, + "scr_dir1_threshold_5": -0.022522500753112733, + "scr_metric_threshold_5": 0.36888886887350414, + "scr_dir2_threshold_5": 0.36888886887350414, + "scr_dir1_threshold_10": 0.013513607847622606, + "scr_metric_threshold_10": 0.4711110887409752, + "scr_dir2_threshold_10": 0.4711110887409752, + "scr_dir1_threshold_20": 0.03603610860073534, + "scr_metric_threshold_20": 0.47999986224705776, + "scr_dir2_threshold_20": 0.47999986224705776, + "scr_dir1_threshold_50": 0.16666666666666666, + "scr_metric_threshold_50": 0.49333328741568594, + "scr_dir2_threshold_50": 0.49333328741568594, + "scr_dir1_threshold_100": 0.20720722172014708, + "scr_metric_threshold_100": 0.3866666807951736, + "scr_dir2_threshold_100": 0.3866666807951736, + "scr_dir1_threshold_500": -0.05855860935384807, + "scr_metric_threshold_500": 0.42222230463851246, + "scr_dir2_threshold_500": 0.42222230463851246 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.08154502375487709, + "scr_metric_threshold_2": 0.08154502375487709, + "scr_dir2_threshold_2": 0.10952379871117751, + "scr_dir1_threshold_5": 0.10729601656855352, + "scr_metric_threshold_5": 0.10729601656855352, + "scr_dir2_threshold_5": 0.12380961031057988, + "scr_dir1_threshold_10": 0.12017164088233277, + "scr_metric_threshold_10": 0.12017164088233277, + "scr_dir2_threshold_10": 0.12857145289985059, + "scr_dir1_threshold_20": 0.11158806188240133, + "scr_metric_threshold_20": 0.11158806188240133, + "scr_dir2_threshold_20": 0.17142860386646747, + "scr_dir1_threshold_50": 0.05579403094120067, + "scr_metric_threshold_50": 0.05579403094120067, + "scr_dir2_threshold_50": -0.02380949677794379, + "scr_dir1_threshold_100": 0.09871243756862208, + "scr_metric_threshold_100": 0.09871243756862208, + "scr_dir2_threshold_100": 0.009523685178541423, + "scr_dir1_threshold_500": 0.03433482762748996, + "scr_metric_threshold_500": 0.03433482762748996, + "scr_dir2_threshold_500": 0.07619033292310208 + } + ], + "sae_bench_commit_hash": "141aff72928f7588c1451bed47c401e1d565d471", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..28c0fb3e28976478b78f3943e86285e9e5d2cbf4 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "990d9703-7a31-4a5c-8a5e-0204cf9b1e3f", + "datetime_epoch_millis": 1737005266529, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.18342841392916026, + "scr_metric_threshold_2": 0.1407366089072441, + "scr_dir2_threshold_2": 0.13864178185908851, + "scr_dir1_threshold_5": 0.20800057059279653, + "scr_metric_threshold_5": 0.21686867127678275, + "scr_dir2_threshold_5": 0.21607416469288404, + "scr_dir1_threshold_10": 0.23238350344281827, + "scr_metric_threshold_10": 0.28512536990156545, + "scr_dir2_threshold_10": 0.28533742907562976, + "scr_dir1_threshold_20": 0.2565010640916721, + "scr_metric_threshold_20": 0.3290148226160702, + "scr_dir2_threshold_20": 0.32827141571073404, + "scr_dir1_threshold_50": 0.15337781720080984, + "scr_metric_threshold_50": 0.34585943755362275, + "scr_dir2_threshold_50": 0.35445589539758443, + "scr_dir1_threshold_100": -0.10068677371230608, + "scr_metric_threshold_100": 0.2659918009138925, + "scr_dir2_threshold_100": 0.28788274405438363, + "scr_dir1_threshold_500": -0.3524180392756029, + "scr_metric_threshold_500": 0.23365464417243242, + "scr_dir2_threshold_500": 0.25745651947172443 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.3125005820765137, + "scr_metric_threshold_2": 0.014778281007993775, + "scr_dir2_threshold_2": 0.014778281007993775, + "scr_dir1_threshold_5": 0.32812537834973393, + "scr_metric_threshold_5": 0.04187182065755959, + "scr_dir2_threshold_5": 0.04187182065755959, + "scr_dir1_threshold_10": 0.3125005820765137, + "scr_metric_threshold_10": 0.05911327084143844, + "scr_dir2_threshold_10": 0.05911327084143844, + "scr_dir1_threshold_20": 0.3749997671693945, + "scr_metric_threshold_20": 0.08620681049100425, + "scr_dir2_threshold_20": 0.08620681049100425, + "scr_dir1_threshold_50": 0.3125005820765137, + "scr_metric_threshold_50": 0.0935960243997328, + "scr_dir2_threshold_50": 0.0935960243997328, + "scr_dir1_threshold_100": 0.2343756693879908, + "scr_metric_threshold_100": 0.017241303374415515, + "scr_dir2_threshold_100": 0.017241303374415515, + "scr_dir1_threshold_500": -0.20312514551912844, + "scr_metric_threshold_500": 0.07635457421585395, + "scr_dir2_threshold_500": 0.07635457421585395 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.19626139590744457, + "scr_metric_threshold_2": 0.1412104449323513, + "scr_dir2_threshold_2": 0.1412104449323513, + "scr_dir1_threshold_5": 0.2429903262212547, + "scr_metric_threshold_5": 0.24207490122290864, + "scr_dir2_threshold_5": 0.24207490122290864, + "scr_dir1_threshold_10": 0.2710279072306566, + "scr_metric_threshold_10": 0.3342939357513466, + "scr_dir2_threshold_10": 0.3342939357513466, + "scr_dir1_threshold_20": 0.2897198135878545, + "scr_metric_threshold_20": 0.4293947775338243, + "scr_dir2_threshold_20": 0.4293947775338243, + "scr_dir1_threshold_50": 0.2803735818828607, + "scr_metric_threshold_50": 0.4178675485176651, + "scr_dir2_threshold_50": 0.4178675485176651, + "scr_dir1_threshold_100": -0.04672893031381012, + "scr_metric_threshold_100": 0.017291015295547996, + "scr_dir2_threshold_100": 0.017291015295547996, + "scr_dir1_threshold_500": -0.8504675344063656, + "scr_metric_threshold_500": 0.06628242569946136, + "scr_dir2_threshold_500": 0.06628242569946136 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5312505238688624, + "scr_metric_threshold_2": 0.037974794330044616, + "scr_dir2_threshold_2": 0.037974794330044616, + "scr_dir1_threshold_5": 0.2343756693879908, + "scr_metric_threshold_5": 0.06075961056894363, + "scr_dir2_threshold_5": 0.06075961056894363, + "scr_dir1_threshold_10": 0.21874994179234863, + "scr_metric_threshold_10": 0.1518987246267203, + "scr_dir2_threshold_10": 0.1518987246267203, + "scr_dir1_threshold_20": 0.250000465661211, + "scr_metric_threshold_20": 0.21772156062749953, + "scr_dir2_threshold_20": 0.21772156062749953, + "scr_dir1_threshold_50": 0.14062502910382568, + "scr_metric_threshold_50": 0.27848102029862376, + "scr_dir2_threshold_50": 0.27848102029862376, + "scr_dir1_threshold_100": -0.9531246798579175, + "scr_metric_threshold_100": 0.3189874273445862, + "scr_dir2_threshold_100": 0.3189874273445862, + "scr_dir1_threshold_500": -1.421874155989055, + "scr_metric_threshold_500": 0.1443038864789669, + "scr_dir2_threshold_500": 0.1443038864789669 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.14960621052073325, + "scr_metric_threshold_2": 0.044510518539166266, + "scr_dir2_threshold_2": 0.044510518539166266, + "scr_dir1_threshold_5": 0.11023617982200275, + "scr_metric_threshold_5": 0.10979228224230897, + "scr_dir2_threshold_5": 0.10979228224230897, + "scr_dir1_threshold_10": 0.14173229824654446, + "scr_metric_threshold_10": 0.18397636189533567, + "scr_dir2_threshold_10": 0.18397636189533567, + "scr_dir1_threshold_20": 0.09448835527362513, + "scr_metric_threshold_20": 0.23738884264763468, + "scr_dir2_threshold_20": 0.23738884264763468, + "scr_dir1_threshold_50": -0.08661397367164983, + "scr_metric_threshold_50": 0.16913958133840545, + "scr_dir2_threshold_50": 0.16913958133840545, + "scr_dir1_threshold_100": -0.11811009209619154, + "scr_metric_threshold_100": 0.04747783927687718, + "scr_dir2_threshold_100": 0.04747783927687718, + "scr_dir1_threshold_500": 0.01574829387616411, + "scr_metric_threshold_500": 0.005934818343797456, + "scr_dir2_threshold_500": 0.005934818343797456 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.005434712187334791, + "scr_metric_threshold_2": 0.3176469488264897, + "scr_dir2_threshold_2": 0.3176469488264897, + "scr_dir1_threshold_5": 0.17391305756253303, + "scr_metric_threshold_5": 0.443137167820971, + "scr_dir2_threshold_5": 0.443137167820971, + "scr_dir1_threshold_10": 0.09239107899947133, + "scr_metric_threshold_10": 0.5882352116198672, + "scr_dir2_threshold_10": 0.5882352116198672, + "scr_dir1_threshold_20": 0.11413025168707046, + "scr_metric_threshold_20": 0.643137167820971, + "scr_dir2_threshold_20": 0.643137167820971, + "scr_dir1_threshold_50": 0.125, + "scr_metric_threshold_50": 0.623529343016556, + "scr_dir2_threshold_50": 0.623529343016556, + "scr_dir1_threshold_100": -0.31521751806279735, + "scr_metric_threshold_100": 0.5254902189944813, + "scr_dir2_threshold_100": 0.5254902189944813, + "scr_dir1_threshold_500": -0.3967391726875991, + "scr_metric_threshold_500": 0.5529410802231784, + "scr_dir2_threshold_500": 0.5529410802231784 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.1134018274660653, + "scr_metric_threshold_2": 0.22983885116865949, + "scr_dir2_threshold_2": 0.22983885116865949, + "scr_dir1_threshold_5": 0.24226798739085284, + "scr_metric_threshold_5": 0.29032265817460795, + "scr_dir2_threshold_5": 0.29032265817460795, + "scr_dir1_threshold_10": 0.32989664432004623, + "scr_metric_threshold_10": 0.3064517214444511, + "scr_dir2_threshold_10": 0.3064517214444511, + "scr_dir1_threshold_20": 0.3556698148569181, + "scr_metric_threshold_20": 0.2862904524424683, + "scr_dir2_threshold_20": 0.2862904524424683, + "scr_dir1_threshold_50": 0.07731951161061577, + "scr_metric_threshold_50": 0.39112900318452204, + "scr_dir2_threshold_50": 0.39112900318452204, + "scr_dir1_threshold_100": 0.07731951161061577, + "scr_metric_threshold_100": 0.5241934747341225, + "scr_dir2_threshold_100": 0.5241934747341225, + "scr_dir1_threshold_500": -0.010309452559005524, + "scr_metric_threshold_500": 0.4516130505317551, + "scr_dir2_threshold_500": 0.4516130505317551 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.09459444946519599, + "scr_metric_threshold_2": 0.2755554225121156, + "scr_dir2_threshold_2": 0.2755554225121156, + "scr_dir1_threshold_5": 0.2162161146256372, + "scr_metric_threshold_5": 0.43111107814459504, + "scr_dir2_threshold_5": 0.43111107814459504, + "scr_dir1_threshold_10": 0.34684694118095594, + "scr_metric_threshold_10": 0.5111110993373553, + "scr_dir2_threshold_10": 0.5111110993373553, + "scr_dir1_threshold_20": 0.4099099969875491, + "scr_metric_threshold_20": 0.568888921855405, + "scr_dir2_threshold_20": 0.568888921855405, + "scr_dir1_threshold_50": 0.18468472096703434, + "scr_metric_threshold_50": 0.5999998940361982, + "scr_dir2_threshold_50": 0.5999998940361982, + "scr_dir1_threshold_100": 0.23873861537874994, + "scr_metric_threshold_100": 0.5999998940361982, + "scr_dir2_threshold_100": 0.5999998940361982, + "scr_dir1_threshold_500": 0.004504446452745062, + "scr_metric_threshold_500": 0.5288889112590248, + "scr_dir2_threshold_500": 0.5288889112590248 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.0643776099411321, + "scr_metric_threshold_2": 0.0643776099411321, + "scr_dir2_threshold_2": 0.04761899355588758, + "scr_dir1_threshold_5": 0.11587985138236706, + "scr_metric_threshold_5": 0.11587985138236706, + "scr_dir2_threshold_5": 0.10952379871117751, + "scr_dir1_threshold_10": 0.1459226336960092, + "scr_metric_threshold_10": 0.1459226336960092, + "scr_dir2_threshold_10": 0.14761910708852366, + "scr_dir1_threshold_20": 0.16309004750975417, + "scr_metric_threshold_20": 0.16309004750975417, + "scr_dir2_threshold_20": 0.1571427922670651, + "scr_dir1_threshold_50": 0.19313308563727843, + "scr_metric_threshold_50": 0.19313308563727843, + "scr_dir2_threshold_50": 0.2619047483889719, + "scr_dir1_threshold_100": 0.07725323425491137, + "scr_metric_threshold_100": 0.07725323425491137, + "scr_dir2_threshold_100": 0.25238077937884024, + "scr_dir1_threshold_500": 0.042918406627421406, + "scr_metric_threshold_500": 0.042918406627421406, + "scr_dir2_threshold_500": 0.2333334090217574 + } + ], + "sae_bench_commit_hash": "141aff72928f7588c1451bed47c401e1d565d471", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..02355ff9ea49f4f929028fa7b95c245d1ddf5a5e --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "7f321a5a-744f-4337-95b5-79ecb76c665f", + "datetime_epoch_millis": 1737005666069, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.16110093771790582, + "scr_metric_threshold_2": 0.13970928602175275, + "scr_dir2_threshold_2": 0.13421162252684893, + "scr_dir1_threshold_5": 0.19361646554059675, + "scr_metric_threshold_5": 0.21537571709891729, + "scr_dir2_threshold_5": 0.2037928522220001, + "scr_dir1_threshold_10": 0.2394836482746798, + "scr_metric_threshold_10": 0.2903737778024627, + "scr_dir2_threshold_10": 0.28538961712225286, + "scr_dir1_threshold_20": 0.2746612606390188, + "scr_metric_threshold_20": 0.2638086403255585, + "scr_dir2_threshold_20": 0.24958678577865423, + "scr_dir1_threshold_50": 0.06170429832413072, + "scr_metric_threshold_50": 0.31520303211656253, + "scr_dir2_threshold_50": 0.2738276009811293, + "scr_dir1_threshold_100": -0.2756190726850163, + "scr_metric_threshold_100": 0.2966055779290891, + "scr_dir2_threshold_100": 0.27987762835540914, + "scr_dir1_threshold_500": -0.7937139991892278, + "scr_metric_threshold_500": 0.14075727287309828, + "scr_dir2_threshold_500": 0.17128302610123797 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.32812537834973393, + "scr_metric_threshold_2": 0.024630517283144072, + "scr_dir2_threshold_2": 0.024630517283144072, + "scr_dir1_threshold_5": 0.32812537834973393, + "scr_metric_threshold_5": 0.05911327084143844, + "scr_dir2_threshold_5": 0.05911327084143844, + "scr_dir1_threshold_10": 0.2968748544808716, + "scr_metric_threshold_10": 0.06896550711658873, + "scr_dir2_threshold_10": 0.06896550711658873, + "scr_dir1_threshold_20": 0.39062549476503666, + "scr_metric_threshold_20": 0.12068956404929862, + "scr_dir2_threshold_20": 0.12068956404929862, + "scr_dir1_threshold_50": -0.9687494761311376, + "scr_metric_threshold_50": 0.13546799186675573, + "scr_dir2_threshold_50": 0.13546799186675573, + "scr_dir1_threshold_100": -0.7656243306120092, + "scr_metric_threshold_100": 0.18965507116588734, + "scr_dir2_threshold_100": 0.18965507116588734, + "scr_dir1_threshold_500": -1.5937497089617432, + "scr_metric_threshold_500": 0.13546799186675573, + "scr_dir2_threshold_500": 0.13546799186675573 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.04672893031381012, + "scr_metric_threshold_2": 0.17002886101536768, + "scr_dir2_threshold_2": 0.17002886101536768, + "scr_dir1_threshold_5": 0.2897198135878545, + "scr_metric_threshold_5": 0.273775296331274, + "scr_dir2_threshold_5": 0.273775296331274, + "scr_dir1_threshold_10": 0.2710279072306566, + "scr_metric_threshold_10": 0.37175794536779155, + "scr_dir2_threshold_10": 0.37175794536779155, + "scr_dir1_threshold_20": 0.2056076276124383, + "scr_metric_threshold_20": 0.19020168356495548, + "scr_dir2_threshold_20": 0.19020168356495548, + "scr_dir1_threshold_50": -0.17757004660303638, + "scr_metric_threshold_50": 0.17867445454879627, + "scr_dir2_threshold_50": 0.17867445454879627, + "scr_dir1_threshold_100": 0.14018679094143036, + "scr_metric_threshold_100": -0.13832846590700232, + "scr_dir2_threshold_100": -0.13832846590700232, + "scr_dir1_threshold_500": -1.1214954416370222, + "scr_metric_threshold_500": -0.3112391341764098, + "scr_dir2_threshold_500": -0.3112391341764098 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.3749997671693945, + "scr_metric_threshold_2": 0.02784819256855401, + "scr_dir2_threshold_2": 0.02784819256855401, + "scr_dir1_threshold_5": 0.15624982537704588, + "scr_metric_threshold_5": 0.04810139609153522, + "scr_dir2_threshold_5": 0.04810139609153522, + "scr_dir1_threshold_10": 0.28125005820765137, + "scr_metric_threshold_10": 0.08860765223967824, + "scr_dir2_threshold_10": 0.08860765223967824, + "scr_dir1_threshold_20": 0.20312514551912844, + "scr_metric_threshold_20": 0.19240513167268272, + "scr_dir2_threshold_20": 0.19240513167268272, + "scr_dir1_threshold_50": 0.03125052386886235, + "scr_metric_threshold_50": 0.1949367443886005, + "scr_dir2_threshold_50": 0.1949367443886005, + "scr_dir1_threshold_100": -2.6093745052349635, + "scr_metric_threshold_100": 0.22025317334341732, + "scr_dir2_threshold_100": 0.22025317334341732, + "scr_dir1_threshold_500": -3.4062493597158348, + "scr_metric_threshold_500": 0.002531763613737194, + "scr_dir2_threshold_500": 0.002531763613737194 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.05511832457489462, + "scr_metric_threshold_2": 0.050445160014588104, + "scr_dir2_threshold_2": 0.050445160014588104, + "scr_dir1_threshold_5": 0.10236226754781394, + "scr_metric_threshold_5": 0.1127597798483955, + "scr_dir2_threshold_5": 0.1127597798483955, + "scr_dir1_threshold_10": -0.13385791664456914, + "scr_metric_threshold_10": 0.1988131424522659, + "scr_dir2_threshold_10": 0.1988131424522659, + "scr_dir1_threshold_20": -0.10236179822002743, + "scr_metric_threshold_20": 0.011869459819219295, + "scr_dir2_threshold_20": 0.011869459819219295, + "scr_dir1_threshold_50": 0.20472453509562788, + "scr_metric_threshold_50": 0.03264105871994697, + "scr_dir2_threshold_50": 0.03264105871994697, + "scr_dir1_threshold_100": -0.32283462719181943, + "scr_metric_threshold_100": -0.11869424445544173, + "scr_dir2_threshold_100": -0.11869424445544173, + "scr_dir1_threshold_500": -0.8031493771785609, + "scr_metric_threshold_500": -0.15430262391309962, + "scr_dir2_threshold_500": -0.15430262391309962 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.021739172687599125, + "scr_metric_threshold_2": 0.18039217519558504, + "scr_dir2_threshold_2": 0.18039217519558504, + "scr_dir1_threshold_5": -0.2119566907503965, + "scr_metric_threshold_5": 0.3294117372066224, + "scr_dir2_threshold_5": 0.3294117372066224, + "scr_dir1_threshold_10": 0.03260859706226871, + "scr_metric_threshold_10": 0.5607843503911701, + "scr_dir2_threshold_10": 0.5607843503911701, + "scr_dir1_threshold_20": 0.17391305756253303, + "scr_metric_threshold_20": 0.4, + "scr_dir2_threshold_20": 0.4, + "scr_dir1_threshold_50": 0.18478248193720262, + "scr_metric_threshold_50": 0.6901960875977925, + "scr_dir2_threshold_50": 0.6901960875977925, + "scr_dir1_threshold_100": 0.21195636681213653, + "scr_metric_threshold_100": 0.7568625984353196, + "scr_dir2_threshold_100": 0.7568625984353196, + "scr_dir1_threshold_500": -0.14673917268759912, + "scr_metric_threshold_500": 0.6313723794408383, + "scr_dir2_threshold_500": 0.6313723794408383 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.17525762109881465, + "scr_metric_threshold_2": 0.2419354683650784, + "scr_dir2_threshold_2": 0.2419354683650784, + "scr_dir1_threshold_5": 0.3041234737831743, + "scr_metric_threshold_5": 0.30241927537102686, + "scr_dir2_threshold_5": 0.30241927537102686, + "scr_dir1_threshold_10": 0.427835061048673, + "scr_metric_threshold_10": 0.23387105690079912, + "scr_dir2_threshold_10": 0.23387105690079912, + "scr_dir1_threshold_20": 0.49484512010028325, + "scr_metric_threshold_20": 0.2862904524424683, + "scr_dir2_threshold_20": 0.2862904524424683, + "scr_dir1_threshold_50": 0.5257731705368719, + "scr_metric_threshold_50": 0.2983870696388872, + "scr_dir2_threshold_50": 0.2983870696388872, + "scr_dir1_threshold_100": 0.5721649389513269, + "scr_metric_threshold_100": 0.5241934747341225, + "scr_dir2_threshold_100": 0.5241934747341225, + "scr_dir1_threshold_500": 0.38659786529350676, + "scr_metric_threshold_500": 0.4153227182599291, + "scr_dir2_threshold_500": 0.4153227182599291 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.16666666666666666, + "scr_metric_threshold_2": 0.3022222728493719, + "scr_dir2_threshold_2": 0.3022222728493719, + "scr_dir1_threshold_5": 0.38288278129230385, + "scr_metric_threshold_5": 0.4000001059638017, + "scr_dir2_threshold_5": 0.4000001059638017, + "scr_dir1_threshold_10": 0.49549555354725494, + "scr_metric_threshold_10": 0.5555554966867768, + "scr_dir2_threshold_10": 0.5555554966867768, + "scr_dir1_threshold_20": 0.5225225007531127, + "scr_metric_threshold_20": 0.5999998940361982, + "scr_dir2_threshold_20": 0.5999998940361982, + "scr_dir1_threshold_50": 0.3243244404278432, + "scr_metric_threshold_50": 0.622222092710909, + "scr_dir2_threshold_50": 0.622222092710909, + "scr_dir1_threshold_100": 0.22522527602051473, + "scr_metric_threshold_100": 0.595555507283157, + "scr_dir2_threshold_100": 0.595555507283157, + "scr_dir1_threshold_500": 0.27927917043223033, + "scr_metric_threshold_500": 0.3511110569518347, + "scr_dir2_threshold_500": 0.3511110569518347 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.12017164088233277, + "scr_metric_threshold_2": 0.12017164088233277, + "scr_dir2_threshold_2": 0.07619033292310208, + "scr_dir1_threshold_5": 0.19742487513724416, + "scr_metric_threshold_5": 0.19742487513724416, + "scr_dir2_threshold_5": 0.10476195612190681, + "scr_dir1_threshold_10": 0.24463507126463127, + "scr_metric_threshold_10": 0.24463507126463127, + "scr_dir2_threshold_10": 0.20476178582295265, + "scr_dir1_threshold_20": 0.3090129370196455, + "scr_metric_threshold_20": 0.3090129370196455, + "scr_dir2_threshold_20": 0.19523810064441124, + "scr_dir1_threshold_50": 0.3690987574608119, + "scr_metric_threshold_50": 0.3690987574608119, + "scr_dir2_threshold_50": 0.03809530837734615, + "scr_dir1_threshold_100": 0.3433475088332533, + "scr_metric_threshold_100": 0.3433475088332533, + "scr_dir2_threshold_100": 0.20952391224381361, + "scr_dir1_threshold_500": 0.05579403094120067, + "scr_metric_threshold_500": 0.05579403094120067, + "scr_dir2_threshold_500": 0.300000056766318 + } + ], + "sae_bench_commit_hash": "141aff72928f7588c1451bed47c401e1d565d471", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..d35a6b4d73108a343bb3fcc6071302056578661b --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "442f9e9a-45cb-4fde-9652-beb56de866de", + "datetime_epoch_millis": 1737006437433, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2620565373731549, + "scr_metric_threshold_2": 0.12986601128560504, + "scr_dir2_threshold_2": 0.12544129516569263, + "scr_dir1_threshold_5": 0.3021620641863406, + "scr_metric_threshold_5": 0.19235575370807106, + "scr_dir2_threshold_5": 0.18297757219403513, + "scr_dir1_threshold_10": 0.24841067216343604, + "scr_metric_threshold_10": 0.24009483323509367, + "scr_dir2_threshold_10": 0.2266010716783244, + "scr_dir1_threshold_20": -0.1279908589961957, + "scr_metric_threshold_20": 0.30051471059745827, + "scr_dir2_threshold_20": 0.2638654037436184, + "scr_dir1_threshold_50": -0.4821577963713948, + "scr_metric_threshold_50": 0.34146436597398505, + "scr_dir2_threshold_50": 0.3088719180056642, + "scr_dir1_threshold_100": -0.7624350228184603, + "scr_metric_threshold_100": 0.3689464457391444, + "scr_dir2_threshold_100": 0.35524065698504614, + "scr_dir1_threshold_500": -0.9714140211049612, + "scr_metric_threshold_500": 0.25970788473222384, + "scr_dir2_threshold_500": 0.25495109714127945 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.3437501746229541, + "scr_metric_threshold_2": 0.012315258641572036, + "scr_dir2_threshold_2": 0.012315258641572036, + "scr_dir1_threshold_5": 0.39062549476503666, + "scr_metric_threshold_5": 0.03448275355829437, + "scr_dir2_threshold_5": 0.03448275355829437, + "scr_dir1_threshold_10": 0.2656252619344312, + "scr_metric_threshold_10": 0.12561575559160543, + "scr_dir2_threshold_10": 0.12561575559160543, + "scr_dir1_threshold_20": 0.06250011641530274, + "scr_metric_threshold_20": 0.2832512423750835, + "scr_dir2_threshold_20": 0.2832512423750835, + "scr_dir1_threshold_50": 0.4531256111803394, + "scr_metric_threshold_50": 0.10098509149899802, + "scr_dir2_threshold_50": 0.10098509149899802, + "scr_dir1_threshold_100": 0.14062502910382568, + "scr_metric_threshold_100": 0.3275860853990648, + "scr_dir2_threshold_100": 0.3275860853990648, + "scr_dir1_threshold_500": 0.20312514551912844, + "scr_metric_threshold_500": 0.2118225660826097, + "scr_dir2_threshold_500": 0.2118225660826097 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.5794390701229193, + "scr_metric_threshold_2": 0.20461106337777285, + "scr_dir2_threshold_2": 0.20461106337777285, + "scr_dir1_threshold_5": 0.4018690235198829, + "scr_metric_threshold_5": 0.2680115100518852, + "scr_dir2_threshold_5": 0.2680115100518852, + "scr_dir1_threshold_10": 0.33644874390166457, + "scr_metric_threshold_10": 0.30835732692237, + "scr_dir2_threshold_10": 0.30835732692237, + "scr_dir1_threshold_20": -0.46728986019089086, + "scr_metric_threshold_20": 0.328530321243267, + "scr_dir2_threshold_20": 0.328530321243267, + "scr_dir1_threshold_50": -1.4579441855386868, + "scr_metric_threshold_50": 0.3170029204557986, + "scr_dir2_threshold_50": 0.3170029204557986, + "scr_dir1_threshold_100": -1.2523365579262484, + "scr_metric_threshold_100": 0.4812679951917775, + "scr_dir2_threshold_100": 0.4812679951917775, + "scr_dir1_threshold_500": -2.775701580135943, + "scr_metric_threshold_500": -0.13544665865296251, + "scr_dir2_threshold_500": -0.13544665865296251 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.250000465661211, + "scr_metric_threshold_2": 0.015189978091145603, + "scr_dir2_threshold_2": 0.015189978091145603, + "scr_dir1_threshold_5": 0.2968748544808716, + "scr_metric_threshold_5": 0.05063300880745302, + "scr_dir2_threshold_5": 0.05063300880745302, + "scr_dir1_threshold_10": 0.03125052386886235, + "scr_metric_threshold_10": 0.1443038864789669, + "scr_dir2_threshold_10": 0.1443038864789669, + "scr_dir1_threshold_20": -1.5781249126885228, + "scr_metric_threshold_20": 0.14177227376304907, + "scr_dir2_threshold_20": 0.14177227376304907, + "scr_dir1_threshold_50": -2.4531246798579174, + "scr_metric_threshold_50": 0.23544315143456293, + "scr_dir2_threshold_50": 0.23544315143456293, + "scr_dir1_threshold_100": -5.03124959254644, + "scr_metric_threshold_100": 0.1544304882404575, + "scr_dir2_threshold_100": 0.1544304882404575, + "scr_dir1_threshold_500": -5.8437492433005325, + "scr_metric_threshold_500": 0.037974794330044616, + "scr_dir2_threshold_500": 0.037974794330044616 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.4173229824654446, + "scr_metric_threshold_2": 0.050445160014588104, + "scr_dir2_threshold_2": 0.050445160014588104, + "scr_dir1_threshold_5": 0.5196852500132585, + "scr_metric_threshold_5": 0.11869442132381734, + "scr_dir2_threshold_5": 0.11869442132381734, + "scr_dir1_threshold_10": 0.05511832457489462, + "scr_metric_threshold_10": 0.2017804631899768, + "scr_dir2_threshold_10": 0.2017804631899768, + "scr_dir1_threshold_20": -0.4724408377125527, + "scr_metric_threshold_20": 0.34421380415223274, + "scr_dir2_threshold_20": 0.34421380415223274, + "scr_dir1_threshold_50": -0.8661416140276443, + "scr_metric_threshold_50": 0.3916914665607343, + "scr_dir2_threshold_50": 0.3916914665607343, + "scr_dir1_threshold_100": 0.0, + "scr_metric_threshold_100": 0.4718101876891828, + "scr_dir2_threshold_100": 0.4718101876891828, + "scr_dir1_threshold_500": -0.03937003069873052, + "scr_metric_threshold_500": -0.10979228224230897, + "scr_dir2_threshold_500": -0.10979228224230897 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": -0.005434712187334791, + "scr_metric_threshold_2": 0.34117629184304576, + "scr_dir2_threshold_2": 0.34117629184304576, + "scr_dir1_threshold_5": -0.06521751806279738, + "scr_metric_threshold_5": 0.48627433564194206, + "scr_dir2_threshold_5": 0.48627433564194206, + "scr_dir1_threshold_10": 0.2608694243746696, + "scr_metric_threshold_10": 0.3568625984353196, + "scr_dir2_threshold_10": 0.3568625984353196, + "scr_dir1_threshold_20": 0.375, + "scr_metric_threshold_20": 0.5411765255867551, + "scr_dir2_threshold_20": 0.5411765255867551, + "scr_dir1_threshold_50": -0.5869566907503965, + "scr_metric_threshold_50": 0.8, + "scr_dir2_threshold_50": 0.8, + "scr_dir1_threshold_100": -0.8478261151250661, + "scr_metric_threshold_100": 0.8509804379889626, + "scr_dir2_threshold_100": 0.8509804379889626, + "scr_dir1_threshold_500": -0.2228261151250661, + "scr_metric_threshold_500": 0.6705882627933776, + "scr_dir2_threshold_500": 0.6705882627933776 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.1340204253436484, + "scr_metric_threshold_2": 0.11693564862104187, + "scr_dir2_threshold_2": 0.11693564862104187, + "scr_dir1_threshold_5": 0.28350487590559115, + "scr_metric_threshold_5": 0.08064531634921589, + "scr_dir2_threshold_5": 0.08064531634921589, + "scr_dir1_threshold_10": 0.427835061048673, + "scr_metric_threshold_10": 0.12096785435318151, + "scr_dir2_threshold_10": 0.12096785435318151, + "scr_dir1_threshold_20": 0.43298963370796184, + "scr_metric_threshold_20": 0.08467752208135552, + "scr_dir2_threshold_20": 0.08467752208135552, + "scr_dir1_threshold_50": 0.3917524379527956, + "scr_metric_threshold_50": 0.08870972781349516, + "scr_dir2_threshold_50": 0.08870972781349516, + "scr_dir1_threshold_100": 0.3505152421976293, + "scr_metric_threshold_100": 0.06854845881151235, + "scr_dir2_threshold_100": 0.06854845881151235, + "scr_dir1_threshold_500": 0.1340204253436484, + "scr_metric_threshold_500": 0.39112900318452204, + "scr_dir2_threshold_500": 0.39112900318452204 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.26576583107399515, + "scr_metric_threshold_2": 0.1866666278132727, + "scr_dir2_threshold_2": 0.1866666278132727, + "scr_dir1_threshold_5": 0.4054052820454166, + "scr_metric_threshold_5": 0.3155554331084958, + "scr_dir2_threshold_5": 0.3155554331084958, + "scr_dir1_threshold_10": 0.3783783348395588, + "scr_metric_threshold_10": 0.43111107814459504, + "scr_dir2_threshold_10": 0.43111107814459504, + "scr_dir1_threshold_20": 0.38738749623443636, + "scr_metric_threshold_20": 0.44444450331322316, + "scr_dir2_threshold_20": 0.44444450331322316, + "scr_dir1_threshold_50": 0.47747749924688726, + "scr_metric_threshold_50": 0.6133333192048265, + "scr_dir2_threshold_50": 0.6133333192048265, + "scr_dir1_threshold_100": 0.4549549984937745, + "scr_metric_threshold_100": 0.5111110993373553, + "scr_dir2_threshold_100": 0.5111110993373553, + "scr_dir1_threshold_500": 0.4684683378520097, + "scr_metric_threshold_500": 0.7066665006567107, + "scr_dir2_threshold_500": 0.7066665006567107 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.11158806188240133, + "scr_metric_threshold_2": 0.11158806188240133, + "scr_dir2_threshold_2": 0.07619033292310208, + "scr_dir1_threshold_5": 0.18454925082346488, + "scr_metric_threshold_5": 0.18454925082346488, + "scr_dir2_threshold_5": 0.10952379871117751, + "scr_dir1_threshold_10": 0.23175970276473412, + "scr_metric_threshold_10": 0.23175970276473412, + "scr_dir2_threshold_10": 0.12380961031057988, + "scr_dir1_threshold_20": 0.23605149226469982, + "scr_metric_threshold_20": 0.23605149226469982, + "scr_dir2_threshold_20": -0.05714296256601923, + "scr_dir1_threshold_50": 0.18454925082346488, + "scr_metric_threshold_50": 0.18454925082346488, + "scr_dir2_threshold_50": -0.07619033292310208, + "scr_dir1_threshold_100": 0.08583681325484281, + "scr_metric_threshold_100": 0.08583681325484281, + "scr_dir2_threshold_100": -0.02380949677794379, + "scr_dir1_threshold_500": 0.30472089170579764, + "scr_metric_threshold_500": 0.30472089170579764, + "scr_dir2_threshold_500": 0.2666665909782426 + } + ], + "sae_bench_commit_hash": "141aff72928f7588c1451bed47c401e1d565d471", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..abbd423fb374202585b2516e194e6f7f902b277b --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "27ca540e-bea8-4744-9fc5-07175fe04cfa", + "datetime_epoch_millis": 1737006833561, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.11342782774219597, + "scr_metric_threshold_2": 0.09571768414944125, + "scr_dir2_threshold_2": 0.09636401415166265, + "scr_dir1_threshold_5": 0.20454253742335157, + "scr_metric_threshold_5": 0.16368490126423843, + "scr_dir2_threshold_5": 0.17252407808940196, + "scr_dir1_threshold_10": 0.017869192615519627, + "scr_metric_threshold_10": 0.16382241309925513, + "scr_dir2_threshold_10": 0.17652676205161433, + "scr_dir1_threshold_20": 0.2437112070946327, + "scr_metric_threshold_20": 0.22557030526574057, + "scr_dir2_threshold_20": 0.22356233168277373, + "scr_dir1_threshold_50": -0.5568302007137249, + "scr_metric_threshold_50": 0.2401672352405888, + "scr_dir2_threshold_50": 0.2013132450238677, + "scr_dir1_threshold_100": -0.8187122575402258, + "scr_metric_threshold_100": 0.3716457931058449, + "scr_dir2_threshold_100": 0.2966585973070386, + "scr_dir1_threshold_500": -0.5565127869079595, + "scr_metric_threshold_500": 0.19158198860716266, + "scr_dir2_threshold_500": 0.028801013221117 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.28125005820765137, + "scr_metric_threshold_2": -0.004926191542306817, + "scr_dir2_threshold_2": -0.004926191542306817, + "scr_dir1_threshold_5": 0.28125005820765137, + "scr_metric_threshold_5": 0.0073890670992652185, + "scr_dir2_threshold_5": 0.0073890670992652185, + "scr_dir1_threshold_10": -0.06250011641530274, + "scr_metric_threshold_10": 0.049261034566288144, + "scr_dir2_threshold_10": 0.049261034566288144, + "scr_dir1_threshold_20": -0.15624982537704588, + "scr_metric_threshold_20": 0.1748767901578936, + "scr_dir2_threshold_20": 0.1748767901578936, + "scr_dir1_threshold_50": -0.32812444702731197, + "scr_metric_threshold_50": 0.16502455388274329, + "scr_dir2_threshold_50": 0.16502455388274329, + "scr_dir1_threshold_100": -1.4531246798579174, + "scr_metric_threshold_100": 0.15517231760759298, + "scr_dir2_threshold_100": 0.15517231760759298, + "scr_dir1_threshold_500": -2.1406240977814037, + "scr_metric_threshold_500": 0.11576351931645514, + "scr_dir2_threshold_500": 0.11576351931645514 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": -0.04672893031381012, + "scr_metric_threshold_2": 0.1527378457198197, + "scr_dir2_threshold_2": 0.1527378457198197, + "scr_dir1_threshold_5": 0.30841116289226267, + "scr_metric_threshold_5": 0.24495688024825762, + "scr_dir2_threshold_5": 0.24495688024825762, + "scr_dir1_threshold_10": -0.7102807434649352, + "scr_metric_threshold_10": 0.0028818072540398036, + "scr_dir2_threshold_10": 0.0028818072540398036, + "scr_dir1_threshold_20": 0.09345786062762024, + "scr_metric_threshold_20": 0.028818416083016385, + "scr_dir2_threshold_20": 0.028818416083016385, + "scr_dir1_threshold_50": -2.8411218597541614, + "scr_metric_threshold_50": 0.1239194296368033, + "scr_dir2_threshold_50": 0.1239194296368033, + "scr_dir1_threshold_100": -2.644860463846717, + "scr_metric_threshold_100": 0.4034583404761569, + "scr_dir2_threshold_100": 0.4034583404761569, + "scr_dir1_threshold_500": -2.616822882837315, + "scr_metric_threshold_500": -0.40345816870484774, + "scr_dir2_threshold_500": -0.40345816870484774 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.21874994179234863, + "scr_metric_threshold_2": 0.03291141800038962, + "scr_dir2_threshold_2": 0.03291141800038962, + "scr_dir1_threshold_5": 0.28125005820765137, + "scr_metric_threshold_5": 0.037974794330044616, + "scr_dir2_threshold_5": 0.037974794330044616, + "scr_dir1_threshold_10": 0.015625727595642156, + "scr_metric_threshold_10": 0.14936711191080249, + "scr_dir2_threshold_10": 0.14936711191080249, + "scr_dir1_threshold_20": 0.42187508731147705, + "scr_metric_threshold_20": 0.07594943776226984, + "scr_dir2_threshold_20": 0.07594943776226984, + "scr_dir1_threshold_50": 0.21874994179234863, + "scr_metric_threshold_50": 0.1544304882404575, + "scr_dir2_threshold_50": 0.1544304882404575, + "scr_dir1_threshold_100": 0.17187555297268803, + "scr_metric_threshold_100": 0.19746835710451832, + "scr_dir2_threshold_100": 0.19746835710451832, + "scr_dir1_threshold_500": -0.23437473806556883, + "scr_metric_threshold_500": -0.20506319525227173, + "scr_dir2_threshold_500": -0.20506319525227173 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.13385838597235566, + "scr_metric_threshold_2": 0.02373891963843859, + "scr_dir2_threshold_2": 0.02373891963843859, + "scr_dir1_threshold_5": -0.2992124210414665, + "scr_metric_threshold_5": 0.0890208602099569, + "scr_dir2_threshold_5": 0.0890208602099569, + "scr_dir1_threshold_10": -0.519684780685472, + "scr_metric_threshold_10": 0.06824926130922924, + "scr_dir2_threshold_10": 0.06824926130922924, + "scr_dir1_threshold_20": -0.13385791664456914, + "scr_metric_threshold_20": 0.017804278163016753, + "scr_dir2_threshold_20": 0.017804278163016753, + "scr_dir1_threshold_50": -1.9527551183715077, + "scr_metric_threshold_50": -0.43323431062543843, + "scr_dir2_threshold_50": -0.43323431062543843, + "scr_dir1_threshold_100": -2.4645664561105773, + "scr_metric_threshold_100": 0.44807126805074426, + "scr_dir2_threshold_100": 0.44807126805074426, + "scr_dir1_threshold_500": -0.08661397367164983, + "scr_metric_threshold_500": 0.6587538703222294, + "scr_dir2_threshold_500": 0.6587538703222294 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": -0.07065223025013216, + "scr_metric_threshold_2": 0.30980391240220745, + "scr_dir2_threshold_2": 0.30980391240220745, + "scr_dir1_threshold_5": 0.26630413656200436, + "scr_metric_threshold_5": 0.49411760580993364, + "scr_dir2_threshold_5": 0.49411760580993364, + "scr_dir1_threshold_10": 0.5543477697498679, + "scr_metric_threshold_10": 0.3686273868154523, + "scr_dir2_threshold_10": 0.3686273868154523, + "scr_dir1_threshold_20": 0.6086955394997356, + "scr_metric_threshold_20": 0.6156863065922739, + "scr_dir2_threshold_20": 0.6156863065922739, + "scr_dir1_threshold_50": -0.3369566907503965, + "scr_metric_threshold_50": 0.6509804379889627, + "scr_dir2_threshold_50": 0.6509804379889627, + "scr_dir1_threshold_100": -0.5054347121873348, + "scr_metric_threshold_100": 0.6352941313966888, + "scr_dir2_threshold_100": 0.6352941313966888, + "scr_dir1_threshold_500": -0.34782611512506606, + "scr_metric_threshold_500": 0.2784312992176598, + "scr_dir2_threshold_500": 0.2784312992176598 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.08247408426990457, + "scr_metric_threshold_2": 0.08870972781349516, + "scr_dir2_threshold_2": 0.08870972781349516, + "scr_dir1_threshold_5": 0.25257713270943044, + "scr_metric_threshold_5": 0.024193715075407077, + "scr_dir2_threshold_5": 0.024193715075407077, + "scr_dir1_threshold_10": 0.2216493895132697, + "scr_metric_threshold_10": 0.14112912335516434, + "scr_dir2_threshold_10": 0.14112912335516434, + "scr_dir1_threshold_20": 0.37113384007521244, + "scr_metric_threshold_20": 0.23790326263293876, + "scr_dir2_threshold_20": 0.23790326263293876, + "scr_dir1_threshold_50": -0.03092805043658865, + "scr_metric_threshold_50": 0.4112902721865048, + "scr_dir2_threshold_50": 0.4112902721865048, + "scr_dir1_threshold_100": -0.2577320126091472, + "scr_metric_threshold_100": 0.20967734182539205, + "scr_dir2_threshold_100": 0.20967734182539205, + "scr_dir1_threshold_500": 0.17525762109881465, + "scr_metric_threshold_500": 0.09677413927777444, + "scr_dir2_threshold_500": 0.09677413927777444 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.26126111613186265, + "scr_metric_threshold_2": 0.11555564503609922, + "scr_dir2_threshold_2": 0.11555564503609922, + "scr_dir1_threshold_5": 0.3783783348395588, + "scr_metric_threshold_5": 0.2444444503313223, + "scr_dir2_threshold_5": 0.2444444503313223, + "scr_dir1_threshold_10": 0.4549549984937745, + "scr_metric_threshold_10": 0.3422222834457521, + "scr_dir2_threshold_10": 0.3422222834457521, + "scr_dir1_threshold_20": 0.5, + "scr_metric_threshold_20": 0.4088888794698843, + "scr_dir2_threshold_20": 0.4088888794698843, + "scr_dir1_threshold_50": 0.5675675022593382, + "scr_metric_threshold_50": 0.5999998940361982, + "scr_dir2_threshold_50": 0.5999998940361982, + "scr_dir1_threshold_100": 0.34234222623882343, + "scr_metric_threshold_100": 0.6622221033072891, + "scr_dir2_threshold_100": 0.6622221033072891, + "scr_dir1_threshold_500": 0.558558609353848, + "scr_metric_threshold_500": 0.7511111629156364, + "scr_dir2_threshold_500": 0.7511111629156364 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.047210196127387125, + "scr_metric_threshold_2": 0.047210196127387125, + "scr_dir2_threshold_2": 0.05238083614515829, + "scr_dir1_threshold_5": 0.1673818370097199, + "scr_metric_threshold_5": 0.1673818370097199, + "scr_dir2_threshold_5": 0.2380952516110281, + "scr_dir1_threshold_10": 0.1888412961373127, + "scr_metric_threshold_10": 0.1888412961373127, + "scr_dir2_threshold_10": 0.2904760877561864, + "scr_dir1_threshold_20": 0.24463507126463127, + "scr_metric_threshold_20": 0.24463507126463127, + "scr_dir2_threshold_20": 0.22857128260089646, + "scr_dir1_threshold_50": 0.2489271165784791, + "scr_metric_threshold_50": 0.2489271165784791, + "scr_dir2_threshold_50": -0.06190480515528994, + "scr_dir1_threshold_100": 0.2618024850783763, + "scr_metric_threshold_100": 0.2618024850783763, + "scr_dir2_threshold_100": -0.33809508131207394, + "scr_dir1_threshold_500": 0.24034328176466555, + "scr_metric_threshold_500": 0.24034328176466555, + "scr_dir2_threshold_500": -1.0619045213236997 + } + ], + "sae_bench_commit_hash": "141aff72928f7588c1451bed47c401e1d565d471", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5", + "sae_lens_version": "5.3.0", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..460a9e5841e08a8a1947f6879fb98321a5fac590 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "bc79487b-bd39-4f7c-b4d3-4ebba0551aa5", + "datetime_epoch_millis": 1736905994463, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.16427952202846635, + "scr_metric_threshold_2": 0.14530223835109807, + "scr_dir2_threshold_2": 0.1511294423156572, + "scr_dir1_threshold_5": 0.2038145185852762, + "scr_metric_threshold_5": 0.20663980186505232, + "scr_dir2_threshold_5": 0.211511539750211, + "scr_dir1_threshold_10": 0.21357345565224545, + "scr_metric_threshold_10": 0.2712128233781959, + "scr_dir2_threshold_10": 0.27667213462941287, + "scr_dir1_threshold_20": 0.20201446536433268, + "scr_metric_threshold_20": 0.27249343823928585, + "scr_dir2_threshold_20": 0.2870065164911073, + "scr_dir1_threshold_50": -0.043284871288912896, + "scr_metric_threshold_50": 0.31917471897217914, + "scr_dir2_threshold_50": 0.33296736119146614, + "scr_dir1_threshold_100": -0.25228776877813375, + "scr_metric_threshold_100": 0.2899869534150701, + "scr_dir2_threshold_100": 0.3118267968769986, + "scr_dir1_threshold_500": -0.3689529356135272, + "scr_metric_threshold_500": 0.2341710940665913, + "scr_dir2_threshold_500": 0.256187242915958 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.3384617782908872, + "scr_metric_threshold_2": 0.012315258641572036, + "scr_dir2_threshold_2": 0.012315258641572036, + "scr_dir1_threshold_5": 0.29230760766203984, + "scr_metric_threshold_5": 0.0467980121998664, + "scr_dir2_threshold_5": 0.0467980121998664, + "scr_dir1_threshold_10": 0.29230760766203984, + "scr_metric_threshold_10": 0.0566502484750167, + "scr_dir2_threshold_10": 0.0566502484750167, + "scr_dir1_threshold_20": 0.38461594891973455, + "scr_metric_threshold_20": 0.08128076575816078, + "scr_dir2_threshold_20": 0.08128076575816078, + "scr_dir1_threshold_50": 0.21538460127700665, + "scr_metric_threshold_50": 0.13054180032444893, + "scr_dir2_threshold_50": 0.13054180032444893, + "scr_dir1_threshold_100": 0.18461576552082082, + "scr_metric_threshold_100": 0.18226600406662213, + "scr_dir2_threshold_100": 0.18226600406662213, + "scr_dir1_threshold_500": -0.4307692025540133, + "scr_metric_threshold_500": 0.08620681049100425, + "scr_dir2_threshold_500": 0.08620681049100425 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.19626139590744457, + "scr_metric_threshold_2": 0.25072049475633723, + "scr_dir2_threshold_2": 0.25072049475633723, + "scr_dir1_threshold_5": 0.3271025121966708, + "scr_metric_threshold_5": 0.2939481188808618, + "scr_dir2_threshold_5": 0.2939481188808618, + "scr_dir1_threshold_10": 0.2616822325784525, + "scr_metric_threshold_10": 0.34293952928477517, + "scr_dir2_threshold_10": 0.34293952928477517, + "scr_dir1_threshold_20": 0.25233655792624843, + "scr_metric_threshold_20": 0.38904896066333955, + "scr_dir2_threshold_20": 0.38904896066333955, + "scr_dir1_threshold_50": -0.36448632491106653, + "scr_metric_threshold_50": 0.4495677718547213, + "scr_dir2_threshold_50": 0.4495677718547213, + "scr_dir1_threshold_100": -0.8598132090585696, + "scr_metric_threshold_100": 0.1383286376783115, + "scr_dir2_threshold_100": 0.1383286376783115, + "scr_dir1_threshold_500": -1.0, + "scr_metric_threshold_500": 0.1412104449323513, + "scr_dir2_threshold_500": 0.1412104449323513 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5, + "scr_metric_threshold_2": 0.04810139609153522, + "scr_dir2_threshold_2": 0.04810139609153522, + "scr_dir1_threshold_5": 0.5, + "scr_metric_threshold_5": 0.09873425400116885, + "scr_dir2_threshold_5": 0.09873425400116885, + "scr_dir1_threshold_10": 0.5, + "scr_metric_threshold_10": 0.1544304882404575, + "scr_dir2_threshold_10": 0.1544304882404575, + "scr_dir1_threshold_20": 0.3593749708961743, + "scr_metric_threshold_20": 0.1898735189567649, + "scr_dir2_threshold_20": 0.1898735189567649, + "scr_dir1_threshold_50": -0.046874388819660585, + "scr_metric_threshold_50": 0.253164591343807, + "scr_dir2_threshold_50": 0.253164591343807, + "scr_dir1_threshold_100": -0.7812500582076514, + "scr_metric_threshold_100": 0.27341779486678813, + "scr_dir2_threshold_100": 0.27341779486678813, + "scr_dir1_threshold_500": -1.0624991850928809, + "scr_metric_threshold_500": 0.07341782504635204, + "scr_dir2_threshold_500": 0.07341782504635204 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.12903202547617618, + "scr_metric_threshold_2": 0.1411764169646753, + "scr_dir2_threshold_2": 0.1411764169646753, + "scr_dir1_threshold_5": 0.21774199363095595, + "scr_metric_threshold_5": 0.1882353394914286, + "scr_dir2_threshold_5": 0.1882353394914286, + "scr_dir1_threshold_10": 0.1854838670912696, + "scr_metric_threshold_10": 0.27058827860545454, + "scr_dir2_threshold_10": 0.27058827860545454, + "scr_dir1_threshold_20": 0.1370969176230247, + "scr_metric_threshold_20": 0.15588228642733765, + "scr_dir2_threshold_20": 0.15588228642733765, + "scr_dir1_threshold_50": -0.16935504416271105, + "scr_metric_threshold_50": 0.1500000087653896, + "scr_dir2_threshold_50": 0.1500000087653896, + "scr_dir1_threshold_100": -0.3709677341825392, + "scr_metric_threshold_100": 0.1441175557956493, + "scr_dir2_threshold_100": 0.1441175557956493, + "scr_dir1_threshold_500": -0.1854838670912696, + "scr_metric_threshold_500": 0.014705869462662334, + "scr_dir2_threshold_500": 0.014705869462662334 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.016304136562004374, + "scr_metric_threshold_2": 0.22352934301655605, + "scr_dir2_threshold_2": 0.22352934301655605, + "scr_dir1_threshold_5": 0.04347802143693829, + "scr_metric_threshold_5": 0.4078430364242822, + "scr_dir2_threshold_5": 0.4078430364242822, + "scr_dir1_threshold_10": 0.10869553949973566, + "scr_metric_threshold_10": 0.5647058686033112, + "scr_dir2_threshold_10": 0.5647058686033112, + "scr_dir1_threshold_20": 0.06521719412453741, + "scr_metric_threshold_20": 0.5843136934077262, + "scr_dir2_threshold_20": 0.5843136934077262, + "scr_dir1_threshold_50": -0.16304363318786347, + "scr_metric_threshold_50": 0.6392156496088299, + "scr_dir2_threshold_50": 0.6392156496088299, + "scr_dir1_threshold_100": -0.25, + "scr_metric_threshold_100": 0.6196078248044149, + "scr_dir2_threshold_100": 0.6196078248044149, + "scr_dir1_threshold_500": -0.20108694243746697, + "scr_metric_threshold_500": 0.623529343016556, + "scr_dir2_threshold_500": 0.623529343016556 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.07731951161061577, + "scr_metric_threshold_2": 0.14112912335516434, + "scr_dir2_threshold_2": 0.14112912335516434, + "scr_dir1_threshold_5": 0.14432987790265395, + "scr_metric_threshold_5": 0.20161293036111277, + "scr_dir2_threshold_5": 0.20161293036111277, + "scr_dir1_threshold_10": 0.18041219375810347, + "scr_metric_threshold_10": 0.24596767409721804, + "scr_dir2_threshold_10": 0.24596767409721804, + "scr_dir1_threshold_20": 0.190721646317109, + "scr_metric_threshold_20": 0.2661291834404855, + "scr_dir2_threshold_20": 0.2661291834404855, + "scr_dir1_threshold_50": 0.12371128002507081, + "scr_metric_threshold_50": 0.33870960764285285, + "scr_dir2_threshold_50": 0.33870960764285285, + "scr_dir1_threshold_100": 0.08762865692919337, + "scr_metric_threshold_100": 0.40322586072222555, + "scr_dir2_threshold_100": 0.40322586072222555, + "scr_dir1_threshold_500": -0.12371158726549875, + "scr_metric_threshold_500": 0.36693552845039956, + "scr_dir2_threshold_500": 0.36693552845039956 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.022522500753112733, + "scr_metric_threshold_2": 0.3111110463554545, + "scr_dir2_threshold_2": 0.3111110463554545, + "scr_dir1_threshold_5": 0.05405389441171559, + "scr_metric_threshold_5": 0.3644444821204628, + "scr_dir2_threshold_5": 0.3644444821204628, + "scr_dir1_threshold_10": 0.08558555655970586, + "scr_metric_threshold_10": 0.4399998516506776, + "scr_dir2_threshold_10": 0.4399998516506776, + "scr_dir1_threshold_20": 0.16666666666666666, + "scr_metric_threshold_20": 0.45333327681930574, + "scr_dir2_threshold_20": 0.45333327681930574, + "scr_dir1_threshold_50": -0.03603610860073534, + "scr_metric_threshold_50": 0.4977776741687272, + "scr_dir2_threshold_50": 0.4977776741687272, + "scr_dir1_threshold_100": -0.05855860935384807, + "scr_metric_threshold_100": 0.5288889112590248, + "scr_dir2_threshold_100": 0.5288889112590248, + "scr_dir1_threshold_500": 0.009008892905490125, + "scr_metric_threshold_500": 0.5244445245059836, + "scr_dir2_threshold_500": 0.5244445245059836 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.03433482762748996, + "scr_metric_threshold_2": 0.03433482762748996, + "scr_dir2_threshold_2": 0.08095245934396302, + "scr_dir1_threshold_5": 0.05150224144123495, + "scr_metric_threshold_5": 0.05150224144123495, + "scr_dir2_threshold_5": 0.09047614452250444, + "scr_dir1_threshold_10": 0.09442064806865635, + "scr_metric_threshold_10": 0.09442064806865635, + "scr_dir2_threshold_10": 0.13809513807839202, + "scr_dir1_threshold_20": 0.060085820441166386, + "scr_metric_threshold_20": 0.060085820441166386, + "scr_dir2_threshold_20": 0.17619044645573817, + "scr_dir1_threshold_50": 0.09442064806865635, + "scr_metric_threshold_50": 0.09442064806865635, + "scr_dir2_threshold_50": 0.20476178582295265, + "scr_dir1_threshold_100": 0.030043038127524242, + "scr_metric_threshold_100": 0.030043038127524242, + "scr_dir2_threshold_100": 0.20476178582295265, + "scr_dir1_threshold_500": 0.042918406627421406, + "scr_metric_threshold_500": 0.042918406627421406, + "scr_dir2_threshold_500": 0.21904759742235502 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..8087e667f666081c6532b5e0d16e0901402ed3f9 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "a01e2d67-85a3-4c85-b733-86c3bb9248a0", + "datetime_epoch_millis": 1736906330131, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.1995650212485201, + "scr_metric_threshold_2": 0.2003430355984554, + "scr_dir2_threshold_2": 0.20688298315899964, + "scr_dir1_threshold_5": 0.25122410166018727, + "scr_metric_threshold_5": 0.2656141905423812, + "scr_dir2_threshold_5": 0.28089877252856443, + "scr_dir1_threshold_10": 0.24744811507423098, + "scr_metric_threshold_10": 0.3244241085511381, + "scr_dir2_threshold_10": 0.34053895090784614, + "scr_dir1_threshold_20": 0.21419664803341584, + "scr_metric_threshold_20": 0.3436742881277408, + "scr_dir2_threshold_20": 0.3594289621843913, + "scr_dir1_threshold_50": 0.004053872619851642, + "scr_metric_threshold_50": 0.37138672561100217, + "scr_dir2_threshold_50": 0.3860019712432135, + "scr_dir1_threshold_100": -0.22130207087218365, + "scr_metric_threshold_100": 0.3377453985264662, + "scr_dir2_threshold_100": 0.3680284647501393, + "scr_dir1_threshold_500": -0.49774086721873534, + "scr_metric_threshold_500": 0.33108024320026175, + "scr_dir2_threshold_500": 0.36261252670741567 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.40000036679782747, + "scr_metric_threshold_2": 0.03448275355829437, + "scr_dir2_threshold_2": 0.03448275355829437, + "scr_dir1_threshold_5": 0.4153847846759204, + "scr_metric_threshold_5": 0.044334989833444666, + "scr_dir2_threshold_5": 0.044334989833444666, + "scr_dir1_threshold_10": 0.4153847846759204, + "scr_metric_threshold_10": 0.07635457421585395, + "scr_dir2_threshold_10": 0.07635457421585395, + "scr_dir1_threshold_20": 0.369230614047073, + "scr_metric_threshold_20": 0.10098509149899802, + "scr_dir2_threshold_20": 0.10098509149899802, + "scr_dir1_threshold_50": 0.369230614047073, + "scr_metric_threshold_50": 0.12807877795802716, + "scr_dir2_threshold_50": 0.12807877795802716, + "scr_dir1_threshold_100": 0.12307717701388055, + "scr_metric_threshold_100": 0.2438422972744823, + "scr_dir2_threshold_100": 0.2438422972744823, + "scr_dir1_threshold_500": -0.4615380383101991, + "scr_metric_threshold_500": 0.3152708267574928, + "scr_dir2_threshold_500": 0.3152708267574928 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2710279072306566, + "scr_metric_threshold_2": 0.3256485139892272, + "scr_dir2_threshold_2": 0.3256485139892272, + "scr_dir1_threshold_5": 0.36448576785827685, + "scr_metric_threshold_5": 0.37463975262183136, + "scr_dir2_threshold_5": 0.37463975262183136, + "scr_dir1_threshold_10": 0.33644874390166457, + "scr_metric_threshold_10": 0.48414997421712647, + "scr_dir2_threshold_10": 0.48414997421712647, + "scr_dir1_threshold_20": 0.35514009320607276, + "scr_metric_threshold_20": 0.5273775983416511, + "scr_dir2_threshold_20": 0.5273775983416511, + "scr_dir1_threshold_50": -0.588785301827913, + "scr_metric_threshold_50": 0.4726225734296581, + "scr_dir2_threshold_50": 0.4726225734296581, + "scr_dir1_threshold_100": -0.7663553484309494, + "scr_metric_threshold_100": 0.06916423295350116, + "scr_dir2_threshold_100": 0.06916423295350116, + "scr_dir1_threshold_500": -1.598130976480117, + "scr_metric_threshold_500": 0.0, + "scr_dir2_threshold_500": 0.0 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.578124912688523, + "scr_metric_threshold_2": 0.04556963247779803, + "scr_dir2_threshold_2": 0.04556963247779803, + "scr_dir1_threshold_5": 0.6093754365573852, + "scr_metric_threshold_5": 0.10886085576265946, + "scr_dir2_threshold_5": 0.10886085576265946, + "scr_dir1_threshold_10": 0.4843752037267798, + "scr_metric_threshold_10": 0.1620253263882109, + "scr_dir2_threshold_10": 0.1620253263882109, + "scr_dir1_threshold_20": 0.39062549476503666, + "scr_metric_threshold_20": 0.21772156062749953, + "scr_dir2_threshold_20": 0.21772156062749953, + "scr_dir1_threshold_50": 0.1093754365573853, + "scr_metric_threshold_50": 0.275949407582706, + "scr_dir2_threshold_50": 0.275949407582706, + "scr_dir1_threshold_100": -0.5937497089617432, + "scr_metric_threshold_100": 0.3367088672538302, + "scr_dir2_threshold_100": 0.3367088672538302, + "scr_dir1_threshold_500": -1.5312495925464404, + "scr_metric_threshold_500": 0.04303801976188022, + "scr_dir2_threshold_500": 0.04303801976188022 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.14516132908730398, + "scr_metric_threshold_2": 0.23823522554136362, + "scr_dir2_threshold_2": 0.23823522554136362, + "scr_dir1_threshold_5": 0.22580640509523522, + "scr_metric_threshold_5": 0.31764702582441556, + "scr_dir2_threshold_5": 0.31764702582441556, + "scr_dir1_threshold_10": 0.16129015201586253, + "scr_metric_threshold_10": 0.40294110376941555, + "scr_dir2_threshold_10": 0.40294110376941555, + "scr_dir1_threshold_20": 0.09677437961905906, + "scr_metric_threshold_20": 0.2470588173420779, + "scr_dir2_threshold_20": 0.2470588173420779, + "scr_dir1_threshold_50": -0.3306451961785736, + "scr_metric_threshold_50": 0.2823530092371429, + "scr_dir2_threshold_50": 0.2823530092371429, + "scr_dir1_threshold_100": -0.5887097278134952, + "scr_metric_threshold_100": 0.15588228642733765, + "scr_dir2_threshold_100": 0.15588228642733765, + "scr_dir1_threshold_500": -0.19354827855554887, + "scr_metric_threshold_500": 0.20588234778506492, + "scr_dir2_threshold_500": 0.20588234778506492 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.016304136562004374, + "scr_metric_threshold_2": 0.4078430364242822, + "scr_dir2_threshold_2": 0.4078430364242822, + "scr_dir1_threshold_5": 0.03260859706226871, + "scr_metric_threshold_5": 0.5333332554187635, + "scr_dir2_threshold_5": 0.5333332554187635, + "scr_dir1_threshold_10": 0.1358694243746696, + "scr_metric_threshold_10": 0.6117645546364233, + "scr_dir2_threshold_10": 0.6117645546364233, + "scr_dir1_threshold_20": -0.11413057562533041, + "scr_metric_threshold_20": 0.6509804379889627, + "scr_dir2_threshold_20": 0.6509804379889627, + "scr_dir1_threshold_50": -0.3423914029377313, + "scr_metric_threshold_50": 0.662744992625386, + "scr_dir2_threshold_50": 0.662744992625386, + "scr_dir1_threshold_100": -0.28260892100052865, + "scr_metric_threshold_100": 0.666666510837527, + "scr_dir2_threshold_100": 0.666666510837527, + "scr_dir1_threshold_500": -0.41847834537519824, + "scr_metric_threshold_500": 0.7411765255867552, + "scr_dir2_threshold_500": 0.7411765255867552 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.0979381094881989, + "scr_metric_threshold_2": 0.11693564862104187, + "scr_dir2_threshold_2": 0.11693564862104187, + "scr_dir1_threshold_5": 0.18556676641739225, + "scr_metric_threshold_5": 0.19758072462897314, + "scr_dir2_threshold_5": 0.19758072462897314, + "scr_dir1_threshold_10": 0.18041219375810347, + "scr_metric_threshold_10": 0.22580640509523522, + "scr_dir2_threshold_10": 0.22580640509523522, + "scr_dir1_threshold_20": 0.2113399369542642, + "scr_metric_threshold_20": 0.30241927537102686, + "scr_dir2_threshold_20": 0.30241927537102686, + "scr_dir1_threshold_50": 0.2061853642949754, + "scr_metric_threshold_50": 0.35483867091269605, + "scr_dir2_threshold_50": 0.35483867091269605, + "scr_dir1_threshold_100": 0.2113399369542642, + "scr_metric_threshold_100": 0.463709667728174, + "scr_dir2_threshold_100": 0.463709667728174, + "scr_dir1_threshold_500": 0.03608231585544952, + "scr_metric_threshold_500": 0.5685484588115124, + "scr_dir2_threshold_500": 0.5685484588115124 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.045045001506225466, + "scr_metric_threshold_2": 0.39111106754821484, + "scr_dir2_threshold_2": 0.39111106754821484, + "scr_dir1_threshold_5": 0.10360361086007354, + "scr_metric_threshold_5": 0.4755554754940165, + "scr_dir2_threshold_5": 0.4755554754940165, + "scr_dir1_threshold_10": 0.1756755595721568, + "scr_metric_threshold_10": 0.5422220715181487, + "scr_dir2_threshold_10": 0.5422220715181487, + "scr_dir1_threshold_20": 0.297297224732598, + "scr_metric_threshold_20": 0.595555507283157, + "scr_dir2_threshold_20": 0.595555507283157, + "scr_dir1_threshold_50": 0.4549549984937745, + "scr_metric_threshold_50": 0.6399999046325785, + "scr_dir2_threshold_50": 0.6399999046325785, + "scr_dir1_threshold_100": 0.045045001506225466, + "scr_metric_threshold_100": 0.6844443019819999, + "scr_dir2_threshold_100": 0.6844443019819999, + "scr_dir1_threshold_500": 0.09909916440732847, + "scr_metric_threshold_500": 0.6888889536445455, + "scr_dir2_threshold_500": 0.6888889536445455 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.042918406627421406, + "scr_metric_threshold_2": 0.042918406627421406, + "scr_dir2_threshold_2": 0.09523798711177515, + "scr_dir1_threshold_5": 0.07296144475494565, + "scr_metric_threshold_5": 0.07296144475494565, + "scr_dir2_threshold_5": 0.19523810064441124, + "scr_dir1_threshold_10": 0.09012885856869063, + "scr_metric_threshold_10": 0.09012885856869063, + "scr_dir2_threshold_10": 0.21904759742235502, + "scr_dir1_threshold_20": 0.10729601656855352, + "scr_metric_threshold_20": 0.10729601656855352, + "scr_dir2_threshold_20": 0.2333334090217574, + "scr_dir1_threshold_50": 0.15450646850982275, + "scr_metric_threshold_50": 0.15450646850982275, + "scr_dir2_threshold_50": 0.27142843356751334, + "scr_dir1_threshold_100": 0.08154502375487709, + "scr_metric_threshold_100": 0.08154502375487709, + "scr_dir2_threshold_100": 0.32380955354426183, + "scr_dir1_threshold_500": 0.08583681325484281, + "scr_metric_threshold_500": 0.08583681325484281, + "scr_dir2_threshold_500": 0.33809508131207394 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..7ffa4522b66bc42282b4ce3347447e4f46767b8d --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "574aac29-cb3a-45d4-9254-92322a024859", + "datetime_epoch_millis": 1736906999194, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2853505730825736, + "scr_metric_threshold_2": 0.20056686593458276, + "scr_dir2_threshold_2": 0.1949440322097521, + "scr_dir1_threshold_5": 0.3297291655891247, + "scr_metric_threshold_5": 0.26845831218316984, + "scr_dir2_threshold_5": 0.26038810809099133, + "scr_dir1_threshold_10": 0.38379767891939937, + "scr_metric_threshold_10": 0.2927190237248999, + "scr_dir2_threshold_10": 0.2883301288472977, + "scr_dir1_threshold_20": 0.37410797388975897, + "scr_metric_threshold_20": 0.34484712837797193, + "scr_dir2_threshold_20": 0.33389524761133976, + "scr_dir1_threshold_50": 0.31313979059808794, + "scr_metric_threshold_50": 0.36416642332858856, + "scr_dir2_threshold_50": 0.3506496554200688, + "scr_dir1_threshold_100": 0.18844119475272073, + "scr_metric_threshold_100": 0.33278076617287555, + "scr_dir2_threshold_100": 0.35901979190380284, + "scr_dir1_threshold_500": -0.3733870143339552, + "scr_metric_threshold_500": 0.16982509337330504, + "scr_dir2_threshold_500": 0.19279410984501147 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.49230779106095357, + "scr_metric_threshold_2": 0.039408798291137845, + "scr_dir2_threshold_2": 0.039408798291137845, + "scr_dir1_threshold_5": 0.5538463795678938, + "scr_metric_threshold_5": 0.20689652134976622, + "scr_dir2_threshold_5": 0.20689652134976622, + "scr_dir1_threshold_10": 0.5846161323186483, + "scr_metric_threshold_10": 0.14778325050832777, + "scr_dir2_threshold_10": 0.14778325050832777, + "scr_dir1_threshold_20": 0.49230779106095357, + "scr_metric_threshold_20": 0.044334989833444666, + "scr_dir2_threshold_20": 0.044334989833444666, + "scr_dir1_threshold_50": 0.07692300638503319, + "scr_metric_threshold_50": 0.03448275355829437, + "scr_dir2_threshold_50": 0.03448275355829437, + "scr_dir1_threshold_100": -0.7846153987229934, + "scr_metric_threshold_100": 0.05418707929913162, + "scr_dir2_threshold_100": 0.05418707929913162, + "scr_dir1_threshold_500": -1.3230764434182256, + "scr_metric_threshold_500": -0.12561575559160543, + "scr_dir2_threshold_500": -0.12561575559160543 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2990654882400586, + "scr_metric_threshold_2": 0.23631128671482904, + "scr_dir2_threshold_2": 0.23631128671482904, + "scr_dir1_threshold_5": 0.36448576785827685, + "scr_metric_threshold_5": 0.2939481188808618, + "scr_dir2_threshold_5": 0.2939481188808618, + "scr_dir1_threshold_10": 0.5046731158524969, + "scr_metric_threshold_10": 0.39769455419676814, + "scr_dir2_threshold_10": 0.39769455419676814, + "scr_dir1_threshold_20": 0.5607477208185111, + "scr_metric_threshold_20": 0.5129683903001429, + "scr_dir2_threshold_20": 0.5129683903001429, + "scr_dir1_threshold_50": 0.6822431624555333, + "scr_metric_threshold_50": 0.4927953959792459, + "scr_dir2_threshold_50": 0.4927953959792459, + "scr_dir1_threshold_100": -0.028037581009401936, + "scr_metric_threshold_100": 0.41498556949231613, + "scr_dir2_threshold_100": 0.41498556949231613, + "scr_dir1_threshold_500": -1.18691627830803, + "scr_metric_threshold_500": -0.36023054458032316, + "scr_dir2_threshold_500": -0.36023054458032316 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5468753201420825, + "scr_metric_threshold_2": 0.05316462152337083, + "scr_dir2_threshold_2": 0.05316462152337083, + "scr_dir1_threshold_5": 0.5468753201420825, + "scr_metric_threshold_5": 0.07848105047818764, + "scr_dir2_threshold_5": 0.07848105047818764, + "scr_dir1_threshold_10": 0.4843752037267798, + "scr_metric_threshold_10": 0.1265822956719035, + "scr_dir2_threshold_10": 0.1265822956719035, + "scr_dir1_threshold_20": 0.4062502910382569, + "scr_metric_threshold_20": 0.2101265715819267, + "scr_dir2_threshold_20": 0.2101265715819267, + "scr_dir1_threshold_50": 0.250000465661211, + "scr_metric_threshold_50": 0.22278493695715454, + "scr_dir2_threshold_50": 0.22278493695715454, + "scr_dir1_threshold_100": 0.42187508731147705, + "scr_metric_threshold_100": 0.037974794330044616, + "scr_dir2_threshold_100": 0.037974794330044616, + "scr_dir1_threshold_500": 0.18750034924590825, + "scr_metric_threshold_500": -0.007594838147753411, + "scr_dir2_threshold_500": -0.007594838147753411 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.2500001201706423, + "scr_metric_threshold_2": 0.12058826984006495, + "scr_dir2_threshold_2": 0.12058826984006495, + "scr_dir1_threshold_5": 0.2338708165595145, + "scr_metric_threshold_5": 0.1882353394914286, + "scr_dir2_threshold_5": 0.1882353394914286, + "scr_dir1_threshold_10": 0.3306451961785736, + "scr_metric_threshold_10": 0.026470600094350653, + "scr_dir2_threshold_10": 0.026470600094350653, + "scr_dir1_threshold_20": 0.7096773418253921, + "scr_metric_threshold_20": 0.008823416492922035, + "scr_dir2_threshold_20": 0.008823416492922035, + "scr_dir1_threshold_50": 0.4596772216547497, + "scr_metric_threshold_50": 0.1500000087653896, + "scr_dir2_threshold_50": 0.1500000087653896, + "scr_dir1_threshold_100": 0.5967741392777745, + "scr_metric_threshold_100": 0.0970588085766883, + "scr_dir2_threshold_100": 0.0970588085766883, + "scr_dir1_threshold_500": -1.3951614492579463, + "scr_metric_threshold_500": -0.3029413316695455, + "scr_dir2_threshold_500": -0.3029413316695455 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.07065223025013216, + "scr_metric_threshold_2": 0.6, + "scr_dir2_threshold_2": 0.6, + "scr_dir1_threshold_5": 0.0380433092496035, + "scr_metric_threshold_5": 0.643137167820971, + "scr_dir2_threshold_5": 0.643137167820971, + "scr_dir1_threshold_10": 0.0380433092496035, + "scr_metric_threshold_10": 0.6862745693856515, + "scr_dir2_threshold_10": 0.6862745693856515, + "scr_dir1_threshold_20": -0.4891305756253304, + "scr_metric_threshold_20": 0.7450980437988962, + "scr_dir2_threshold_20": 0.7450980437988962, + "scr_dir1_threshold_50": -0.3641305756253304, + "scr_metric_threshold_50": 0.8078430364242822, + "scr_dir2_threshold_50": 0.8078430364242822, + "scr_dir1_threshold_100": -0.2445652878126652, + "scr_metric_threshold_100": 0.8666667445812365, + "scr_dir2_threshold_100": 0.8666667445812365, + "scr_dir1_threshold_500": -0.29347834537519824, + "scr_metric_threshold_500": 0.9137254306143486, + "scr_dir2_threshold_500": 0.9137254306143486 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.2216493895132697, + "scr_metric_threshold_2": 0.12500006008532116, + "scr_dir2_threshold_2": 0.12500006008532116, + "scr_dir1_threshold_5": 0.2886597558053079, + "scr_metric_threshold_5": 0.20161293036111277, + "scr_dir2_threshold_5": 0.20161293036111277, + "scr_dir1_threshold_10": 0.3969070106120844, + "scr_metric_threshold_10": 0.2056451360932524, + "scr_dir2_threshold_10": 0.2056451360932524, + "scr_dir1_threshold_20": 0.43298963370796184, + "scr_metric_threshold_20": 0.2580645316349216, + "scr_dir2_threshold_20": 0.2580645316349216, + "scr_dir1_threshold_50": 0.49484512010028325, + "scr_metric_threshold_50": 0.16935480382142643, + "scr_dir2_threshold_50": 0.16935480382142643, + "scr_dir1_threshold_100": 0.5206182906371551, + "scr_metric_threshold_100": 0.12096785435318151, + "scr_dir2_threshold_100": 0.12096785435318151, + "scr_dir1_threshold_500": 0.05154634107374385, + "scr_metric_threshold_500": 0.2056451360932524, + "scr_dir2_threshold_500": 0.2056451360932524 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.24774777677362747, + "scr_metric_threshold_2": 0.2755554225121156, + "scr_dir2_threshold_2": 0.2755554225121156, + "scr_dir1_threshold_5": 0.4189188898930392, + "scr_metric_threshold_5": 0.3422222834457521, + "scr_dir2_threshold_5": 0.3422222834457521, + "scr_dir1_threshold_10": 0.4864863921523774, + "scr_metric_threshold_10": 0.5066667125843141, + "scr_dir2_threshold_10": 0.5066667125843141, + "scr_dir1_threshold_20": 0.5495494479589705, + "scr_metric_threshold_20": 0.6488889430481654, + "scr_dir2_threshold_20": 0.6488889430481654, + "scr_dir1_threshold_50": 0.5450450015062255, + "scr_metric_threshold_50": 0.6755555284759174, + "scr_dir2_threshold_50": 0.6755555284759174, + "scr_dir1_threshold_100": 0.6306305580659314, + "scr_metric_threshold_100": 0.6755555284759174, + "scr_dir2_threshold_100": 0.6755555284759174, + "scr_dir1_threshold_500": 0.5990991644073285, + "scr_metric_threshold_500": 0.6622221033072891, + "scr_dir2_threshold_500": 0.6622221033072891 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.15450646850982275, + "scr_metric_threshold_2": 0.15450646850982275, + "scr_dir2_threshold_2": 0.10952379871117751, + "scr_dir1_threshold_5": 0.19313308563727843, + "scr_metric_threshold_5": 0.19313308563727843, + "scr_dir2_threshold_5": 0.12857145289985059, + "scr_dir1_threshold_10": 0.24463507126463127, + "scr_metric_threshold_10": 0.24463507126463127, + "scr_dir2_threshold_10": 0.20952391224381361, + "scr_dir1_threshold_20": 0.3304721403333562, + "scr_metric_threshold_20": 0.3304721403333562, + "scr_dir2_threshold_20": 0.24285709420029883, + "scr_dir1_threshold_50": 0.3605149226469983, + "scr_metric_threshold_50": 0.3605149226469983, + "scr_dir2_threshold_50": 0.25238077937884024, + "scr_dir1_threshold_100": 0.3948497502744883, + "scr_metric_threshold_100": 0.3948497502744883, + "scr_dir2_threshold_100": 0.6047619561219068, + "scr_dir1_threshold_500": 0.3733905469607776, + "scr_metric_threshold_500": 0.3733905469607776, + "scr_dir2_threshold_500": 0.557142678734429 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..5daeccbc5e8b617a6e5bf97b97a2b6d2b1e744b6 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "f3efe7d5-e326-433c-b2c3-f681ec1f833a", + "datetime_epoch_millis": 1736907334079, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2946327079207892, + "scr_metric_threshold_2": 0.18311629421333334, + "scr_dir2_threshold_2": 0.17445851675509658, + "scr_dir1_threshold_5": 0.3843241653293876, + "scr_metric_threshold_5": 0.2838534132374853, + "scr_dir2_threshold_5": 0.27958965661307467, + "scr_dir1_threshold_10": 0.2733963615736403, + "scr_metric_threshold_10": 0.31219713308351693, + "scr_dir2_threshold_10": 0.30840346852957357, + "scr_dir1_threshold_20": 0.118553610840538, + "scr_metric_threshold_20": 0.3526533283210621, + "scr_dir2_threshold_20": 0.32758432336602744, + "scr_dir1_threshold_50": 0.035472259934868286, + "scr_metric_threshold_50": 0.3012018536689823, + "scr_dir2_threshold_50": 0.2991479063636768, + "scr_dir1_threshold_100": -0.05901539037493552, + "scr_metric_threshold_100": 0.3870135684978984, + "scr_dir2_threshold_100": 0.39478489192755917, + "scr_dir1_threshold_500": -1.3628270329394419, + "scr_metric_threshold_500": 0.223674787726672, + "scr_dir2_threshold_500": 0.15126522650462898 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.523077543811708, + "scr_metric_threshold_2": 0.049261034566288144, + "scr_dir2_threshold_2": 0.049261034566288144, + "scr_dir1_threshold_5": 0.523077543811708, + "scr_metric_threshold_5": 0.16256153151632155, + "scr_dir2_threshold_5": 0.16256153151632155, + "scr_dir1_threshold_10": 0.261538771905854, + "scr_metric_threshold_10": 0.14778325050832777, + "scr_dir2_threshold_10": 0.14778325050832777, + "scr_dir1_threshold_20": -1.2153846012770066, + "scr_metric_threshold_20": 0.1502462728747495, + "scr_dir2_threshold_20": 0.1502462728747495, + "scr_dir1_threshold_50": -1.6923079744598672, + "scr_metric_threshold_50": -0.17733995933377866, + "scr_dir2_threshold_50": -0.17733995933377866, + "scr_dir1_threshold_100": -3.369230614047073, + "scr_metric_threshold_100": 0.0073890670992652185, + "scr_dir2_threshold_100": 0.0073890670992652185, + "scr_dir1_threshold_500": -3.4923077910609535, + "scr_metric_threshold_500": -0.11576366612591847, + "scr_dir2_threshold_500": -0.11576366612591847 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.35514009320607276, + "scr_metric_threshold_2": 0.23342947946078924, + "scr_dir2_threshold_2": 0.23342947946078924, + "scr_dir1_threshold_5": 0.4299066045292848, + "scr_metric_threshold_5": 0.291066311626822, + "scr_dir2_threshold_5": 0.291066311626822, + "scr_dir1_threshold_10": -0.19626195296023424, + "scr_metric_threshold_10": 0.35446693007224356, + "scr_dir2_threshold_10": 0.35446693007224356, + "scr_dir1_threshold_20": 0.2056076276124383, + "scr_metric_threshold_20": 0.3025937124142904, + "scr_dir2_threshold_20": 0.3025937124142904, + "scr_dir1_threshold_50": 0.2149533022646424, + "scr_metric_threshold_50": 0.23342947946078924, + "scr_dir2_threshold_50": 0.23342947946078924, + "scr_dir1_threshold_100": 0.3831776742154747, + "scr_metric_threshold_100": 0.328530321243267, + "scr_dir2_threshold_100": 0.328530321243267, + "scr_dir1_threshold_500": -1.4392528362342787, + "scr_metric_threshold_500": 0.8299713107559414, + "scr_dir2_threshold_500": 0.8299713107559414 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5156247962732202, + "scr_metric_threshold_2": 0.04810139609153522, + "scr_dir2_threshold_2": 0.04810139609153522, + "scr_dir1_threshold_5": 0.5468753201420825, + "scr_metric_threshold_5": 0.23037977510490792, + "scr_dir2_threshold_5": 0.23037977510490792, + "scr_dir1_threshold_10": 0.5312505238688624, + "scr_metric_threshold_10": 0.20000012071825551, + "scr_dir2_threshold_10": 0.20000012071825551, + "scr_dir1_threshold_20": 0.5937506402841651, + "scr_metric_threshold_20": 0.275949407582706, + "scr_dir2_threshold_20": 0.275949407582706, + "scr_dir1_threshold_50": 0.1250002328306055, + "scr_metric_threshold_50": 0.3341772545379124, + "scr_dir2_threshold_50": 0.3341772545379124, + "scr_dir1_threshold_100": 0.14062502910382568, + "scr_metric_threshold_100": 0.07341782504635204, + "scr_dir2_threshold_100": 0.07341782504635204, + "scr_dir1_threshold_500": -5.828124447027312, + "scr_metric_threshold_500": 0.03291141800038962, + "scr_dir2_threshold_500": 0.03291141800038962 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.2822582467103287, + "scr_metric_threshold_2": 0.11176467803935064, + "scr_dir2_threshold_2": 0.11176467803935064, + "scr_dir1_threshold_5": 0.3306451961785736, + "scr_metric_threshold_5": 0.1911764783224026, + "scr_dir2_threshold_5": 0.1911764783224026, + "scr_dir1_threshold_10": 0.14516132908730398, + "scr_metric_threshold_10": 0.27058827860545454, + "scr_dir2_threshold_10": 0.27058827860545454, + "scr_dir1_threshold_20": -0.7419354683650784, + "scr_metric_threshold_20": 0.3441176259187662, + "scr_dir2_threshold_20": 0.3441176259187662, + "scr_dir1_threshold_50": 0.3951614492579463, + "scr_metric_threshold_50": 0.45294116512714283, + "scr_dir2_threshold_50": 0.45294116512714283, + "scr_dir1_threshold_100": 0.8225805443730096, + "scr_metric_threshold_100": 0.1411764169646753, + "scr_dir2_threshold_100": 0.1411764169646753, + "scr_dir1_threshold_500": -0.45161281019047045, + "scr_metric_threshold_500": -0.44705888746519484, + "scr_dir2_threshold_500": -0.44705888746519484 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.016304136562004374, + "scr_metric_threshold_2": 0.5450980437988963, + "scr_dir2_threshold_2": 0.5450980437988963, + "scr_dir1_threshold_5": 0.26630413656200436, + "scr_metric_threshold_5": 0.6196078248044149, + "scr_dir2_threshold_5": 0.6196078248044149, + "scr_dir1_threshold_10": 0.34239107899947135, + "scr_metric_threshold_10": 0.6941176058099336, + "scr_dir2_threshold_10": 0.6941176058099336, + "scr_dir1_threshold_20": 0.6956519063118722, + "scr_metric_threshold_20": 0.6980391240220748, + "scr_dir2_threshold_20": 0.6980391240220748, + "scr_dir1_threshold_50": -0.021739172687599125, + "scr_metric_threshold_50": 0.4274508612286972, + "scr_dir2_threshold_50": 0.4274508612286972, + "scr_dir1_threshold_100": 0.03260859706226871, + "scr_metric_threshold_100": 0.780392175195585, + "scr_dir2_threshold_100": 0.780392175195585, + "scr_dir1_threshold_500": 0.1304347121873348, + "scr_metric_threshold_500": 0.9490195620110374, + "scr_dir2_threshold_500": 0.9490195620110374 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.2216493895132697, + "scr_metric_threshold_2": 0.10483879108333834, + "scr_dir2_threshold_2": 0.10483879108333834, + "scr_dir1_threshold_5": 0.3350515242197629, + "scr_metric_threshold_5": 0.16129039235714715, + "scr_dir2_threshold_5": 0.16129039235714715, + "scr_dir1_threshold_10": 0.5206182906371551, + "scr_metric_threshold_10": 0.1370969176230247, + "scr_dir2_threshold_10": 0.1370969176230247, + "scr_dir1_threshold_20": 0.5154637179778664, + "scr_metric_threshold_20": 0.11290320254761761, + "scr_dir2_threshold_20": 0.11290320254761761, + "scr_dir1_threshold_50": 0.45876280424483373, + "scr_metric_threshold_50": 0.3790323859881031, + "scr_dir2_threshold_50": 0.3790323859881031, + "scr_dir1_threshold_100": 0.5824740842699045, + "scr_metric_threshold_100": 0.5645162530793727, + "scr_dir2_threshold_100": 0.5645162530793727, + "scr_dir1_threshold_500": 0.5, + "scr_metric_threshold_500": 0.45564525626389474, + "scr_dir2_threshold_500": 0.45564525626389474 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.29279277827985295, + "scr_metric_threshold_2": 0.22222225165661158, + "scr_dir2_threshold_2": 0.22222225165661158, + "scr_dir1_threshold_5": 0.4324324977406618, + "scr_metric_threshold_5": 0.404444492716843, + "scr_dir2_threshold_5": 0.404444492716843, + "scr_dir1_threshold_10": 0.3378377797860784, + "scr_metric_threshold_10": 0.4488888900662645, + "scr_dir2_threshold_10": 0.4488888900662645, + "scr_dir1_threshold_20": 0.5090088929054901, + "scr_metric_threshold_20": 0.5511111099337356, + "scr_dir2_threshold_20": 0.5511111099337356, + "scr_dir1_threshold_50": 0.30180167118534307, + "scr_metric_threshold_50": 0.25777787549995046, + "scr_dir2_threshold_50": 0.25777787549995046, + "scr_dir1_threshold_100": 0.4549549984937745, + "scr_metric_threshold_100": 0.7199999258253388, + "scr_dir2_threshold_100": 0.7199999258253388, + "scr_dir1_threshold_500": -0.8153152790329656, + "scr_metric_threshold_500": -0.4088888794698843, + "scr_dir2_threshold_500": -0.4088888794698843 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.15021467900985702, + "scr_metric_threshold_2": 0.15021467900985702, + "scr_dir2_threshold_2": 0.08095245934396302, + "scr_dir1_threshold_5": 0.21030049945102341, + "scr_metric_threshold_5": 0.21030049945102341, + "scr_dir2_threshold_5": 0.17619044645573817, + "scr_dir1_threshold_10": 0.24463507126463127, + "scr_metric_threshold_10": 0.24463507126463127, + "scr_dir2_threshold_10": 0.21428575483308432, + "scr_dir1_threshold_20": 0.38626617127455687, + "scr_metric_threshold_20": 0.38626617127455687, + "scr_dir2_threshold_20": 0.18571413163427958, + "scr_dir1_threshold_50": 0.5021457668430418, + "scr_metric_threshold_50": 0.5021457668430418, + "scr_dir2_threshold_50": 0.48571418840059766, + "scr_dir1_threshold_100": 0.4806865635293311, + "scr_metric_threshold_100": 0.4806865635293311, + "scr_dir2_threshold_100": 0.5428571509666169, + "scr_dir1_threshold_500": 0.49356218784311034, + "scr_metric_threshold_500": 0.49356218784311034, + "scr_dir2_threshold_500": -0.08571430193323373 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..9f18fe2c5fb54b8c4a3d60be018e314fdaf8b684 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "253ce359-e359-467f-bfa9-438c51068a90", + "datetime_epoch_millis": 1736907668167, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.20951009667485662, + "scr_metric_threshold_2": 0.15428168973172415, + "scr_dir2_threshold_2": 0.1565962329115446, + "scr_dir1_threshold_5": 0.025651436507325993, + "scr_metric_threshold_5": 0.21312055876358743, + "scr_dir2_threshold_5": 0.21638287558625896, + "scr_dir1_threshold_10": 0.17196990641647938, + "scr_metric_threshold_10": 0.2372839439740542, + "scr_dir2_threshold_10": 0.23791492808433917, + "scr_dir1_threshold_20": -0.05726038942457008, + "scr_metric_threshold_20": 0.160791444204262, + "scr_dir2_threshold_20": 0.15919477407886404, + "scr_dir1_threshold_50": -0.7653507028367228, + "scr_metric_threshold_50": 0.2147618567063049, + "scr_dir2_threshold_50": 0.21380639062690446, + "scr_dir1_threshold_100": -0.4311048061340848, + "scr_metric_threshold_100": 0.30534841812068947, + "scr_dir2_threshold_100": 0.2900970269430205, + "scr_dir1_threshold_500": -1.0967424181573828, + "scr_metric_threshold_500": 0.1788469015346641, + "scr_dir2_threshold_500": 0.03225483905669076 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4461545374266748, + "scr_metric_threshold_2": 0.0024630223664217393, + "scr_dir2_threshold_2": 0.0024630223664217393, + "scr_dir1_threshold_5": 0.12307717701388055, + "scr_metric_threshold_5": 0.06896550711658873, + "scr_dir2_threshold_5": 0.06896550711658873, + "scr_dir1_threshold_10": -0.1230762600193119, + "scr_metric_threshold_10": 0.15270929524117124, + "scr_dir2_threshold_10": 0.15270929524117124, + "scr_dir1_threshold_20": 0.4461545374266748, + "scr_metric_threshold_20": 0.088669832857426, + "scr_dir2_threshold_20": 0.088669832857426, + "scr_dir1_threshold_50": 0.47692337318286065, + "scr_metric_threshold_50": -0.0024631691758850776, + "scr_dir2_threshold_50": -0.0024631691758850776, + "scr_dir1_threshold_100": 0.261538771905854, + "scr_metric_threshold_100": 0.20689652134976622, + "scr_dir2_threshold_100": 0.20689652134976622, + "scr_dir1_threshold_500": -1.4153847846759204, + "scr_metric_threshold_500": -0.20689666815922955, + "scr_dir2_threshold_500": -0.20689666815922955 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.30841116289226267, + "scr_metric_threshold_2": 0.17002886101536768, + "scr_dir2_threshold_2": 0.17002886101536768, + "scr_dir1_threshold_5": -0.2149533022646424, + "scr_metric_threshold_5": 0.2795389108393536, + "scr_dir2_threshold_5": 0.2795389108393536, + "scr_dir1_threshold_10": 0.2990654882400586, + "scr_metric_threshold_10": 0.08069163374096955, + "scr_dir2_threshold_10": 0.08069163374096955, + "scr_dir1_threshold_20": 0.2710279072306566, + "scr_metric_threshold_20": -0.21613829239393206, + "scr_dir2_threshold_20": -0.21613829239393206, + "scr_dir1_threshold_50": -2.8785051154157677, + "scr_metric_threshold_50": -0.20749269886050348, + "scr_dir2_threshold_50": -0.20749269886050348, + "scr_dir1_threshold_100": -2.3738319995632704, + "scr_metric_threshold_100": 0.4697407661756183, + "scr_dir2_threshold_100": 0.4697407661756183, + "scr_dir1_threshold_500": -1.3644863249110666, + "scr_metric_threshold_500": -0.13832846590700232, + "scr_dir2_threshold_500": -0.13832846590700232 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5, + "scr_metric_threshold_2": 0.04303801976188022, + "scr_dir2_threshold_2": 0.04303801976188022, + "scr_dir1_threshold_5": 0.5156247962732202, + "scr_metric_threshold_5": 0.055696234239288635, + "scr_dir2_threshold_5": 0.055696234239288635, + "scr_dir1_threshold_10": 0.32812537834973393, + "scr_metric_threshold_10": 0.08101266319410545, + "scr_dir2_threshold_10": 0.08101266319410545, + "scr_dir1_threshold_20": 0.2968748544808716, + "scr_metric_threshold_20": 0.14177227376304907, + "scr_dir2_threshold_20": 0.14177227376304907, + "scr_dir1_threshold_50": -4.79687392315845, + "scr_metric_threshold_50": 0.05316462152337083, + "scr_dir2_threshold_50": 0.05316462152337083, + "scr_dir1_threshold_100": -2.999999068677578, + "scr_metric_threshold_100": 0.22784816238899014, + "scr_dir2_threshold_100": 0.22784816238899014, + "scr_dir1_threshold_500": -6.406249359715835, + "scr_metric_threshold_500": -0.1772151535815371, + "scr_dir2_threshold_500": -0.1772151535815371 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.2580645316349216, + "scr_metric_threshold_2": 0.1441175557956493, + "scr_dir2_threshold_2": 0.1441175557956493, + "scr_dir1_threshold_5": -0.5725804242023673, + "scr_metric_threshold_5": 0.20294120895409093, + "scr_dir2_threshold_5": 0.20294120895409093, + "scr_dir1_threshold_10": 0.19354827855554887, + "scr_metric_threshold_10": 0.1882353394914286, + "scr_dir2_threshold_10": 0.1882353394914286, + "scr_dir1_threshold_20": -2.4516128101904706, + "scr_metric_threshold_20": 0.1911764783224026, + "scr_dir2_threshold_20": 0.1911764783224026, + "scr_dir1_threshold_50": 0.016128822928558554, + "scr_metric_threshold_50": 0.3029411563617532, + "scr_dir2_threshold_50": 0.3029411563617532, + "scr_dir1_threshold_100": 0.1370969176230247, + "scr_metric_threshold_100": -0.16470587822805194, + "scr_dir2_threshold_100": -0.16470587822805194, + "scr_dir1_threshold_500": 0.08870948747221054, + "scr_metric_threshold_500": -0.3852942707835715, + "scr_dir2_threshold_500": -0.3852942707835715 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": -0.17391305756253303, + "scr_metric_threshold_2": 0.5411765255867551, + "scr_dir2_threshold_2": 0.5411765255867551, + "scr_dir1_threshold_5": -0.2228261151250661, + "scr_metric_threshold_5": 0.5725489050275935, + "scr_dir2_threshold_5": 0.5725489050275935, + "scr_dir1_threshold_10": -0.1521738848749339, + "scr_metric_threshold_10": 0.6509804379889627, + "scr_dir2_threshold_10": 0.6509804379889627, + "scr_dir1_threshold_20": 0.17391305756253303, + "scr_metric_threshold_20": 0.5450980437988963, + "scr_dir2_threshold_20": 0.5450980437988963, + "scr_dir1_threshold_50": 0.34239107899947135, + "scr_metric_threshold_50": 0.5647058686033112, + "scr_dir2_threshold_50": 0.5647058686033112, + "scr_dir1_threshold_100": 0.10326082731240087, + "scr_metric_threshold_100": 0.16078411664746073, + "scr_dir2_threshold_100": 0.16078411664746073, + "scr_dir1_threshold_500": -0.625, + "scr_metric_threshold_500": 0.7843136934077262, + "scr_dir2_threshold_500": 0.7843136934077262 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.11855670736578201, + "scr_metric_threshold_2": 0.07258066454365199, + "scr_dir2_threshold_2": 0.07258066454365199, + "scr_dir1_threshold_5": 0.2061853642949754, + "scr_metric_threshold_5": 0.056451601273808806, + "scr_dir2_threshold_5": 0.056451601273808806, + "scr_dir1_threshold_10": 0.24226798739085284, + "scr_metric_threshold_10": 0.060483807005948444, + "scr_dir2_threshold_10": 0.060483807005948444, + "scr_dir1_threshold_20": -0.005154879899716724, + "scr_metric_threshold_20": -0.032258126539686356, + "scr_dir2_threshold_20": -0.032258126539686356, + "scr_dir1_threshold_50": 0.37113384007521244, + "scr_metric_threshold_50": 0.3145161329087304, + "scr_dir2_threshold_50": 0.3145161329087304, + "scr_dir1_threshold_100": 0.4432987790265394, + "scr_metric_threshold_100": 0.4233871297242084, + "scr_dir2_threshold_100": 0.4233871297242084, + "scr_dir1_threshold_500": 0.04639146117402712, + "scr_metric_threshold_500": 0.4919355885357207, + "scr_dir2_threshold_500": 0.4919355885357207 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.18018027451428928, + "scr_metric_threshold_2": 0.22222225165661158, + "scr_dir2_threshold_2": 0.22222225165661158, + "scr_dir1_threshold_5": 0.3063063861274755, + "scr_metric_threshold_5": 0.404444492716843, + "scr_dir2_threshold_5": 0.404444492716843, + "scr_dir1_threshold_10": 0.4549549984937745, + "scr_metric_threshold_10": 0.5511111099337356, + "scr_dir2_threshold_10": 0.5511111099337356, + "scr_dir1_threshold_20": 0.5360361086007354, + "scr_metric_threshold_20": 0.29333323443378506, + "scr_dir2_threshold_20": 0.29333323443378506, + "scr_dir1_threshold_50": 0.32882888688058826, + "scr_metric_threshold_50": 0.6755555284759174, + "scr_dir2_threshold_50": 0.6755555284759174, + "scr_dir1_threshold_100": 0.5720719487120832, + "scr_metric_threshold_100": 0.7111111523192563, + "scr_dir2_threshold_100": 0.7111111523192563, + "scr_dir1_threshold_500": 0.6531530588190441, + "scr_metric_threshold_500": 0.8133333721867273, + "scr_dir2_threshold_500": 0.8133333721867273 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.03862661712745569, + "scr_metric_threshold_2": 0.03862661712745569, + "scr_dir2_threshold_2": 0.05714296256601923, + "scr_dir1_threshold_5": 0.0643776099411321, + "scr_metric_threshold_5": 0.0643776099411321, + "scr_dir2_threshold_5": 0.09047614452250444, + "scr_dir1_threshold_10": 0.13304726519611204, + "scr_metric_threshold_10": 0.13304726519611204, + "scr_dir2_threshold_10": 0.13809513807839202, + "scr_dir1_threshold_20": 0.27467810939215553, + "scr_metric_threshold_20": 0.27467810939215553, + "scr_dir2_threshold_20": 0.2619047483889719, + "scr_dir1_threshold_50": 0.01716741381374498, + "scr_metric_threshold_50": 0.01716741381374498, + "scr_dir2_threshold_50": 0.009523685178541423, + "scr_dir1_threshold_100": 0.4077253745882676, + "scr_metric_threshold_100": 0.4077253745882676, + "scr_dir2_threshold_100": 0.2857142451669157, + "scr_dir1_threshold_500": 0.2489271165784791, + "scr_metric_threshold_500": 0.2489271165784791, + "scr_dir2_threshold_500": -0.9238093832453077 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..e1f4edb9e13dcab649df2fe7063e01898986d7fd --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "1b4a86c4-6a0a-44c0-b7ae-d9fbf6d9310e", + "datetime_epoch_millis": 1736908336558, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.19738527252421462, + "scr_metric_threshold_2": 0.17338751995729884, + "scr_dir2_threshold_2": 0.17754651074425895, + "scr_dir1_threshold_5": 0.2426610918694494, + "scr_metric_threshold_5": 0.22278891018533317, + "scr_dir2_threshold_5": 0.23123206549139366, + "scr_dir1_threshold_10": 0.22744743482766705, + "scr_metric_threshold_10": 0.2515138654527772, + "scr_dir2_threshold_10": 0.26018439384810316, + "scr_dir1_threshold_20": 0.1927162465108288, + "scr_metric_threshold_20": 0.28527115987784873, + "scr_dir2_threshold_20": 0.292324610253087, + "scr_dir1_threshold_50": -0.2685286907527341, + "scr_metric_threshold_50": 0.33763314364825675, + "scr_dir2_threshold_50": 0.3484342848550997, + "scr_dir1_threshold_100": -0.4473829557851773, + "scr_metric_threshold_100": 0.2761502179810168, + "scr_dir2_threshold_100": 0.29075780665562756, + "scr_dir1_threshold_500": -0.818332176702376, + "scr_metric_threshold_500": 0.22789476435449818, + "scr_dir2_threshold_500": 0.2669811861610246 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.38461594891973455, + "scr_metric_threshold_2": 0.02709353964956581, + "scr_dir2_threshold_2": 0.02709353964956581, + "scr_dir1_threshold_5": 0.4153847846759204, + "scr_metric_threshold_5": 0.049261034566288144, + "scr_dir2_threshold_5": 0.049261034566288144, + "scr_dir1_threshold_10": 0.40000036679782747, + "scr_metric_threshold_10": 0.06650233794070366, + "scr_dir2_threshold_10": 0.06650233794070366, + "scr_dir1_threshold_20": 0.3538461961689801, + "scr_metric_threshold_20": 0.07142852948301047, + "scr_dir2_threshold_20": 0.07142852948301047, + "scr_dir1_threshold_50": -0.3230764434182256, + "scr_metric_threshold_50": 0.14285705896602094, + "scr_dir2_threshold_50": 0.14285705896602094, + "scr_dir1_threshold_100": -0.476922456188292, + "scr_metric_threshold_100": 0.1748767901578936, + "scr_dir2_threshold_100": 0.1748767901578936, + "scr_dir1_threshold_500": -1.2769231897839468, + "scr_metric_threshold_500": 0.23645308336575377, + "scr_dir2_threshold_500": 0.23645308336575377 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2242989769168465, + "scr_metric_threshold_2": 0.2939481188808618, + "scr_dir2_threshold_2": 0.2939481188808618, + "scr_dir1_threshold_5": 0.30841116289226267, + "scr_metric_threshold_5": 0.34293952928477517, + "scr_dir2_threshold_5": 0.34293952928477517, + "scr_dir1_threshold_10": 0.2710279072306566, + "scr_metric_threshold_10": 0.39193093968868853, + "scr_dir2_threshold_10": 0.39193093968868853, + "scr_dir1_threshold_20": 0.2710279072306566, + "scr_metric_threshold_20": 0.3198847277098384, + "scr_dir2_threshold_20": 0.3198847277098384, + "scr_dir1_threshold_50": -0.7757010230831535, + "scr_metric_threshold_50": 0.3170029204557986, + "scr_dir2_threshold_50": 0.3170029204557986, + "scr_dir1_threshold_100": -1.0560751620188038, + "scr_metric_threshold_100": -0.1671468819900187, + "scr_dir2_threshold_100": -0.1671468819900187, + "scr_dir1_threshold_500": -2.271028464283446, + "scr_metric_threshold_500": -0.25072049475633723, + "scr_dir2_threshold_500": -0.25072049475633723 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5625001164153027, + "scr_metric_threshold_2": 0.03291141800038962, + "scr_dir2_threshold_2": 0.03291141800038962, + "scr_dir1_threshold_5": 0.5156247962732202, + "scr_metric_threshold_5": 0.06329122328486143, + "scr_dir2_threshold_5": 0.06329122328486143, + "scr_dir1_threshold_10": 0.43749988358469727, + "scr_metric_threshold_10": 0.13924051014931188, + "scr_dir2_threshold_10": 0.13924051014931188, + "scr_dir1_threshold_20": 0.4062502910382569, + "scr_metric_threshold_20": 0.22784816238899014, + "scr_dir2_threshold_20": 0.22784816238899014, + "scr_dir1_threshold_50": -1.5937497089617432, + "scr_metric_threshold_50": 0.27848102029862376, + "scr_dir2_threshold_50": 0.27848102029862376, + "scr_dir1_threshold_100": -2.2031242141967065, + "scr_metric_threshold_100": 0.28354439662827874, + "scr_dir2_threshold_100": 0.28354439662827874, + "scr_dir1_threshold_500": -2.812499650754092, + "scr_metric_threshold_500": 0.030379805284471813, + "scr_dir2_threshold_500": 0.030379805284471813 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.1370969176230247, + "scr_metric_threshold_2": 0.11176467803935064, + "scr_dir2_threshold_2": 0.11176467803935064, + "scr_dir1_threshold_5": 0.14516132908730398, + "scr_metric_threshold_5": 0.21176462544701297, + "scr_dir2_threshold_5": 0.21176462544701297, + "scr_dir1_threshold_10": 0.08064507600793126, + "scr_metric_threshold_10": 0.005882277661948023, + "scr_dir2_threshold_10": 0.005882277661948023, + "scr_dir1_threshold_20": 0.11290320254761761, + "scr_metric_threshold_20": 0.0029411388309740116, + "scr_dir2_threshold_20": 0.0029411388309740116, + "scr_dir1_threshold_50": 0.016128822928558554, + "scr_metric_threshold_50": 0.03235287775629868, + "scr_dir2_threshold_50": 0.03235287775629868, + "scr_dir1_threshold_100": 0.04838694946824491, + "scr_metric_threshold_100": -0.02352946126337664, + "scr_dir2_threshold_100": -0.02352946126337664, + "scr_dir1_threshold_500": -0.05645184161509343, + "scr_metric_threshold_500": -0.10882353920837663, + "scr_dir2_threshold_500": -0.10882353920837663 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.04347802143693829, + "scr_metric_threshold_2": 0.41568630659227385, + "scr_dir2_threshold_2": 0.41568630659227385, + "scr_dir1_threshold_5": 0.17934776974986782, + "scr_metric_threshold_5": 0.5058823941900663, + "scr_dir2_threshold_5": 0.5058823941900663, + "scr_dir1_threshold_10": 0.20652165462480174, + "scr_metric_threshold_10": 0.6274508612286972, + "scr_dir2_threshold_10": 0.6274508612286972, + "scr_dir1_threshold_20": -0.2119566907503965, + "scr_metric_threshold_20": 0.6705882627933776, + "scr_dir2_threshold_20": 0.6705882627933776, + "scr_dir1_threshold_50": -0.17934776974986782, + "scr_metric_threshold_50": 0.7254902189944813, + "scr_dir2_threshold_50": 0.7254902189944813, + "scr_dir1_threshold_100": -0.36956528781266523, + "scr_metric_threshold_100": 0.666666510837527, + "scr_dir2_threshold_100": 0.666666510837527, + "scr_dir1_threshold_500": -0.41304363318786347, + "scr_metric_threshold_500": 0.7686273868154523, + "scr_dir2_threshold_500": 0.7686273868154523 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.1030926821474877, + "scr_metric_threshold_2": 0.12500006008532116, + "scr_dir2_threshold_2": 0.12500006008532116, + "scr_dir1_threshold_5": 0.190721646317109, + "scr_metric_threshold_5": 0.15322574055158325, + "scr_dir2_threshold_5": 0.15322574055158325, + "scr_dir1_threshold_10": 0.15463902322123155, + "scr_metric_threshold_10": 0.18951607282340924, + "scr_dir2_threshold_10": 0.18951607282340924, + "scr_dir1_threshold_20": 0.14948445056194273, + "scr_metric_threshold_20": 0.26209673736706124, + "scr_dir2_threshold_20": 0.26209673736706124, + "scr_dir1_threshold_50": 0.18041219375810347, + "scr_metric_threshold_50": 0.4112902721865048, + "scr_dir2_threshold_50": 0.4112902721865048, + "scr_dir1_threshold_100": 0.190721646317109, + "scr_metric_threshold_100": 0.5040322057321397, + "scr_dir2_threshold_100": 0.5040322057321397, + "scr_dir1_threshold_500": 0.07731951161061577, + "scr_metric_threshold_500": 0.4758065252658775, + "scr_dir2_threshold_500": 0.4758065252658775 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.0810811101069608, + "scr_metric_threshold_2": 0.3377776317832065, + "scr_dir2_threshold_2": 0.3377776317832065, + "scr_dir1_threshold_5": 0.13513500451867638, + "scr_metric_threshold_5": 0.404444492716843, + "scr_dir2_threshold_5": 0.404444492716843, + "scr_dir1_threshold_10": 0.15765750527178912, + "scr_metric_threshold_10": 0.47999986224705776, + "scr_dir2_threshold_10": 0.47999986224705776, + "scr_dir1_threshold_20": 0.29279277827985295, + "scr_metric_threshold_20": 0.5599998834398181, + "scr_dir2_threshold_20": 0.5599998834398181, + "scr_dir1_threshold_50": 0.34684694118095594, + "scr_metric_threshold_50": 0.6133333192048265, + "scr_dir2_threshold_50": 0.6133333192048265, + "scr_dir1_threshold_100": 0.09009000301245093, + "scr_metric_threshold_100": 0.5733333086084462, + "scr_dir2_threshold_100": 0.5733333086084462, + "scr_dir1_threshold_500": 0.09009000301245093, + "scr_metric_threshold_500": 0.5555554966867768, + "scr_dir2_threshold_500": 0.5555554966867768 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.042918406627421406, + "scr_metric_threshold_2": 0.042918406627421406, + "scr_dir2_threshold_2": 0.07619033292310208, + "scr_dir1_threshold_5": 0.05150224144123495, + "scr_metric_threshold_5": 0.05150224144123495, + "scr_dir2_threshold_5": 0.11904748388971893, + "scr_dir1_threshold_10": 0.11158806188240133, + "scr_metric_threshold_10": 0.11158806188240133, + "scr_dir2_threshold_10": 0.18095228904500887, + "scr_dir1_threshold_20": 0.1673818370097199, + "scr_metric_threshold_20": 0.1673818370097199, + "scr_dir2_threshold_20": 0.22380944001162575, + "scr_dir1_threshold_50": 0.18025746132349915, + "scr_metric_threshold_50": 0.18025746132349915, + "scr_dir2_threshold_50": 0.2666665909782426, + "scr_dir1_threshold_100": 0.19742487513724416, + "scr_metric_threshold_100": 0.19742487513724416, + "scr_dir2_threshold_100": 0.3142855845341302, + "scr_dir1_threshold_500": 0.11587985138236706, + "scr_metric_threshold_500": 0.11587985138236706, + "scr_dir2_threshold_500": 0.4285712258345784 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..57f46c7dfaeabd4535543c7820e7c0ac14c92428 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "aeb409f1-a979-442c-a2ae-d3c12e1ab975", + "datetime_epoch_millis": 1736908671277, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.25921731566034145, + "scr_metric_threshold_2": 0.20559876158332321, + "scr_dir2_threshold_2": 0.20909610845286075, + "scr_dir1_threshold_5": 0.28026151517616893, + "scr_metric_threshold_5": 0.26893507357310775, + "scr_dir2_threshold_5": 0.2712930274971549, + "scr_dir1_threshold_10": 0.2734426698530647, + "scr_metric_threshold_10": 0.3256422478455778, + "scr_dir2_threshold_10": 0.3118623885401152, + "scr_dir1_threshold_20": 0.21644406163484137, + "scr_metric_threshold_20": 0.3689205947756097, + "scr_dir2_threshold_20": 0.35014375989937757, + "scr_dir1_threshold_50": -0.006412876392649654, + "scr_metric_threshold_50": 0.4219070619779102, + "scr_dir2_threshold_50": 0.40359263023780956, + "scr_dir1_threshold_100": -0.20632113757929313, + "scr_metric_threshold_100": 0.3970465067715033, + "scr_dir2_threshold_100": 0.387417949318665, + "scr_dir1_threshold_500": -0.4541401456248042, + "scr_metric_threshold_500": 0.3035088209999929, + "scr_dir2_threshold_500": 0.3149562957112707 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4307692025540133, + "scr_metric_threshold_2": 0.0566502484750167, + "scr_dir2_threshold_2": 0.0566502484750167, + "scr_dir1_threshold_5": 0.47692337318286065, + "scr_metric_threshold_5": 0.06896550711658873, + "scr_dir2_threshold_5": 0.06896550711658873, + "scr_dir1_threshold_10": 0.49230779106095357, + "scr_metric_threshold_10": 0.09605904676615455, + "scr_dir2_threshold_10": 0.09605904676615455, + "scr_dir1_threshold_20": 0.4307692025540133, + "scr_metric_threshold_20": 0.10344826067488311, + "scr_dir2_threshold_20": 0.10344826067488311, + "scr_dir1_threshold_50": 0.4153847846759204, + "scr_metric_threshold_50": 0.15763533997401472, + "scr_dir2_threshold_50": 0.15763533997401472, + "scr_dir1_threshold_100": 0.13846159489197346, + "scr_metric_threshold_100": 0.2266009939000668, + "scr_dir2_threshold_100": 0.2266009939000668, + "scr_dir1_threshold_500": -0.44615362043210616, + "scr_metric_threshold_500": 0.09113300203331107, + "scr_dir2_threshold_500": 0.09113300203331107 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.34579441855386867, + "scr_metric_threshold_2": 0.23054767220674943, + "scr_dir2_threshold_2": 0.23054767220674943, + "scr_dir1_threshold_5": 0.2242989769168465, + "scr_metric_threshold_5": 0.3256485139892272, + "scr_dir2_threshold_5": 0.3256485139892272, + "scr_dir1_threshold_10": 0.13084111628922626, + "scr_metric_threshold_10": 0.4409221783212927, + "scr_dir2_threshold_10": 0.4409221783212927, + "scr_dir1_threshold_20": 0.03738325566160603, + "scr_metric_threshold_20": 0.5389049991291195, + "scr_dir2_threshold_20": 0.5389049991291195, + "scr_dir1_threshold_50": -0.9532710696861899, + "scr_metric_threshold_50": 0.619596632870089, + "scr_dir2_threshold_50": 0.619596632870089, + "scr_dir1_threshold_100": -1.2990654882400585, + "scr_metric_threshold_100": 0.4207493557717049, + "scr_dir2_threshold_100": 0.4207493557717049, + "scr_dir1_threshold_500": -2.028037581009402, + "scr_metric_threshold_500": -0.07492784746158077, + "scr_dir2_threshold_500": -0.07492784746158077 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5, + "scr_metric_threshold_2": 0.05063300880745302, + "scr_dir2_threshold_2": 0.05063300880745302, + "scr_dir1_threshold_5": 0.5625001164153027, + "scr_metric_threshold_5": 0.09873425400116885, + "scr_dir2_threshold_5": 0.09873425400116885, + "scr_dir1_threshold_10": 0.4843752037267798, + "scr_metric_threshold_10": 0.1721519281497015, + "scr_dir2_threshold_10": 0.1721519281497015, + "scr_dir1_threshold_20": 0.4687504074535596, + "scr_metric_threshold_20": 0.19746835710451832, + "scr_dir2_threshold_20": 0.19746835710451832, + "scr_dir1_threshold_50": 0.18750034924590825, + "scr_metric_threshold_50": 0.3367088672538302, + "scr_dir2_threshold_50": 0.3367088672538302, + "scr_dir1_threshold_100": -0.4062493597158349, + "scr_metric_threshold_100": 0.13924051014931188, + "scr_dir2_threshold_100": 0.13924051014931188, + "scr_dir1_threshold_500": -1.1406250291038258, + "scr_metric_threshold_500": 0.11898745752415006, + "scr_dir2_threshold_500": 0.11898745752415006 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.2822582467103287, + "scr_metric_threshold_2": 0.1823528865216883, + "scr_dir2_threshold_2": 0.1823528865216883, + "scr_dir1_threshold_5": 0.2500001201706423, + "scr_metric_threshold_5": 0.1941176171533766, + "scr_dir2_threshold_5": 0.1941176171533766, + "scr_dir1_threshold_10": 0.12096761401189689, + "scr_metric_threshold_10": 0.25294109500402595, + "scr_dir2_threshold_10": 0.25294109500402595, + "scr_dir1_threshold_20": -0.22580640509523522, + "scr_metric_threshold_20": 0.35000007888850654, + "scr_dir2_threshold_20": 0.35000007888850654, + "scr_dir1_threshold_50": -0.6209678543531815, + "scr_metric_threshold_50": 0.36176463421240257, + "scr_dir2_threshold_50": 0.36176463421240257, + "scr_dir1_threshold_100": -0.5887097278134952, + "scr_metric_threshold_100": 0.3852940954757792, + "scr_dir2_threshold_100": 0.3852940954757792, + "scr_dir1_threshold_500": -0.07258066454365199, + "scr_metric_threshold_500": 0.07058820848233766, + "scr_dir2_threshold_500": 0.07058820848233766 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.0380433092496035, + "scr_metric_threshold_2": 0.5372547736309047, + "scr_dir2_threshold_2": 0.5372547736309047, + "scr_dir1_threshold_5": 0.016304136562004374, + "scr_metric_threshold_5": 0.6117645546364233, + "scr_dir2_threshold_5": 0.6117645546364233, + "scr_dir1_threshold_10": 0.1304347121873348, + "scr_metric_threshold_10": 0.643137167820971, + "scr_dir2_threshold_10": 0.643137167820971, + "scr_dir1_threshold_20": 0.1304347121873348, + "scr_metric_threshold_20": 0.6862745693856515, + "scr_dir2_threshold_20": 0.6862745693856515, + "scr_dir1_threshold_50": -0.1521738848749339, + "scr_metric_threshold_50": 0.7058823941900664, + "scr_dir2_threshold_50": 0.7058823941900664, + "scr_dir1_threshold_100": -0.2119566907503965, + "scr_metric_threshold_100": 0.7607843503911701, + "scr_dir2_threshold_100": 0.7607843503911701, + "scr_dir1_threshold_500": -0.41847834537519824, + "scr_metric_threshold_500": 0.776470656983444, + "scr_dir2_threshold_500": 0.776470656983444 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.17010304843952587, + "scr_metric_threshold_2": 0.22580640509523522, + "scr_dir2_threshold_2": 0.22580640509523522, + "scr_dir1_threshold_5": 0.2319585348318473, + "scr_metric_threshold_5": 0.2701613891726251, + "scr_dir2_threshold_5": 0.2701613891726251, + "scr_dir1_threshold_10": 0.2783503032463024, + "scr_metric_threshold_10": 0.29032265817460795, + "scr_dir2_threshold_10": 0.29032265817460795, + "scr_dir1_threshold_20": 0.32989664432004623, + "scr_metric_threshold_20": 0.2983870696388872, + "scr_dir2_threshold_20": 0.2983870696388872, + "scr_dir1_threshold_50": 0.37628841273450125, + "scr_metric_threshold_50": 0.3306451961785736, + "scr_dir2_threshold_50": 0.3306451961785736, + "scr_dir1_threshold_100": 0.3195874990014686, + "scr_metric_threshold_100": 0.31048392717659073, + "scr_dir2_threshold_100": 0.31048392717659073, + "scr_dir1_threshold_500": 0.08762865692919337, + "scr_metric_threshold_500": 0.5161290632698432, + "scr_dir2_threshold_500": 0.5161290632698432 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.22522527602051473, + "scr_metric_threshold_2": 0.2800000741746612, + "scr_dir2_threshold_2": 0.2800000741746612, + "scr_dir1_threshold_5": 0.351351387633701, + "scr_metric_threshold_5": 0.45333327681930574, + "scr_dir2_threshold_5": 0.45333327681930574, + "scr_dir1_threshold_10": 0.38288278129230385, + "scr_metric_threshold_10": 0.5422220715181487, + "scr_dir2_threshold_10": 0.5422220715181487, + "scr_dir1_threshold_20": 0.4099099969875491, + "scr_metric_threshold_20": 0.6266667443734546, + "scr_dir2_threshold_20": 0.6266667443734546, + "scr_dir1_threshold_50": 0.4684683378520097, + "scr_metric_threshold_50": 0.6355555178795371, + "scr_dir2_threshold_50": 0.6355555178795371, + "scr_dir1_threshold_100": 0.14414416591355395, + "scr_metric_threshold_100": 0.6799999152289586, + "scr_dir2_threshold_100": 0.6799999152289586, + "scr_dir1_threshold_500": 0.15765750527178912, + "scr_metric_threshold_500": 0.7022221139036694, + "scr_dir2_threshold_500": 0.7022221139036694 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.08154502375487709, + "scr_metric_threshold_2": 0.08154502375487709, + "scr_dir2_threshold_2": 0.10952379871117751, + "scr_dir1_threshold_5": 0.12875547569614632, + "scr_metric_threshold_5": 0.12875547569614632, + "scr_dir2_threshold_5": 0.14761910708852366, + "scr_dir1_threshold_10": 0.1673818370097199, + "scr_metric_threshold_10": 0.1673818370097199, + "scr_dir2_threshold_10": 0.05714296256601923, + "scr_dir1_threshold_20": 0.15021467900985702, + "scr_metric_threshold_20": 0.15021467900985702, + "scr_dir2_threshold_20": 0.0, + "scr_dir1_threshold_50": 0.2274679132647684, + "scr_metric_threshold_50": 0.2274679132647684, + "scr_dir2_threshold_50": 0.08095245934396302, + "scr_dir1_threshold_100": 0.2532189060784448, + "scr_metric_threshold_100": 0.2532189060784448, + "scr_dir2_threshold_100": 0.17619044645573817, + "scr_dir1_threshold_500": 0.2274679132647684, + "scr_metric_threshold_500": 0.2274679132647684, + "scr_dir2_threshold_500": 0.3190477109549911 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..7b3be6d624ec1e76604a00a2bcd89a930e401f66 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "f77af335-3f46-42eb-b135-24306c757f13", + "datetime_epoch_millis": 1736909005600, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.23994391311317576, + "scr_metric_threshold_2": 0.17445377209476803, + "scr_dir2_threshold_2": 0.18022218394421527, + "scr_dir1_threshold_5": 0.30500287335362763, + "scr_metric_threshold_5": 0.253046296311825, + "scr_dir2_threshold_5": 0.25278826341542204, + "scr_dir1_threshold_10": 0.328729816677798, + "scr_metric_threshold_10": 0.3183412202214359, + "scr_dir2_threshold_10": 0.3142103262635014, + "scr_dir1_threshold_20": -0.19692425207510345, + "scr_metric_threshold_20": 0.3516139754882434, + "scr_dir2_threshold_20": 0.34324232775543523, + "scr_dir1_threshold_50": -1.0167659290313673, + "scr_metric_threshold_50": 0.3923916042585822, + "scr_dir2_threshold_50": 0.37675191597509483, + "scr_dir1_threshold_100": -0.9951539547584026, + "scr_metric_threshold_100": 0.29147939947810625, + "scr_dir2_threshold_100": 0.3074614111450734, + "scr_dir1_threshold_500": -1.2340767618041402, + "scr_metric_threshold_500": 0.1066199012361542, + "scr_dir2_threshold_500": 0.1267634701704069 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4461545374266748, + "scr_metric_threshold_2": 0.05418707929913162, + "scr_dir2_threshold_2": 0.05418707929913162, + "scr_dir1_threshold_5": 0.523077543811708, + "scr_metric_threshold_5": 0.10837430540772658, + "scr_dir2_threshold_5": 0.10837430540772658, + "scr_dir1_threshold_10": 0.630769385952927, + "scr_metric_threshold_10": 0.12068956404929862, + "scr_dir2_threshold_10": 0.12068956404929862, + "scr_dir1_threshold_20": 0.30769294253470136, + "scr_metric_threshold_20": 0.28571426474150524, + "scr_dir2_threshold_20": 0.28571426474150524, + "scr_dir1_threshold_50": 0.2769231897839469, + "scr_metric_threshold_50": 0.2931033318407705, + "scr_dir2_threshold_50": 0.2931033318407705, + "scr_dir1_threshold_100": 0.38461594891973455, + "scr_metric_threshold_100": 0.3571427942245157, + "scr_dir2_threshold_100": 0.3571427942245157, + "scr_dir1_threshold_500": -0.015384417878092908, + "scr_metric_threshold_500": 0.13300482269087066, + "scr_dir2_threshold_500": 0.13300482269087066 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.3738319995632706, + "scr_metric_threshold_2": 0.22478388592736065, + "scr_dir2_threshold_2": 0.22478388592736065, + "scr_dir1_threshold_5": 0.2803735818828607, + "scr_metric_threshold_5": 0.328530321243267, + "scr_dir2_threshold_5": 0.328530321243267, + "scr_dir1_threshold_10": 0.36448576785827685, + "scr_metric_threshold_10": 0.39481274694272833, + "scr_dir2_threshold_10": 0.39481274694272833, + "scr_dir1_threshold_20": 0.2336446515690506, + "scr_metric_threshold_20": 0.39481274694272833, + "scr_dir2_threshold_20": 0.39481274694272833, + "scr_dir1_threshold_50": -0.2897198135878545, + "scr_metric_threshold_50": 0.582132623253644, + "scr_dir2_threshold_50": 0.582132623253644, + "scr_dir1_threshold_100": -1.551402046166307, + "scr_metric_threshold_100": 0.5706052224661756, + "scr_dir2_threshold_100": 0.5706052224661756, + "scr_dir1_threshold_500": -3.2149538593174323, + "scr_metric_threshold_500": 0.8011527229016159, + "scr_dir2_threshold_500": 0.8011527229016159 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5156247962732202, + "scr_metric_threshold_2": 0.04810139609153522, + "scr_dir2_threshold_2": 0.04810139609153522, + "scr_dir1_threshold_5": 0.5312505238688624, + "scr_metric_threshold_5": 0.07594943776226984, + "scr_dir2_threshold_5": 0.07594943776226984, + "scr_dir1_threshold_10": 0.5625001164153027, + "scr_metric_threshold_10": 0.253164591343807, + "scr_dir2_threshold_10": 0.253164591343807, + "scr_dir1_threshold_20": -0.6874994179234862, + "scr_metric_threshold_20": 0.28860762206011437, + "scr_dir2_threshold_20": 0.28860762206011437, + "scr_dir1_threshold_50": -5.499999068677578, + "scr_metric_threshold_50": 0.25569620405972476, + "scr_dir2_threshold_50": 0.25569620405972476, + "scr_dir1_threshold_100": -6.390623632120192, + "scr_metric_threshold_100": 0.23797476415048074, + "scr_dir2_threshold_100": 0.23797476415048074, + "scr_dir1_threshold_500": -6.29687392315845, + "scr_metric_threshold_500": -0.02784804167073462, + "scr_dir2_threshold_500": -0.02784804167073462 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.3225807847142943, + "scr_metric_threshold_2": 0.11176467803935064, + "scr_dir2_threshold_2": 0.11176467803935064, + "scr_dir1_threshold_5": 0.3306451961785736, + "scr_metric_threshold_5": 0.20294120895409093, + "scr_dir2_threshold_5": 0.20294120895409093, + "scr_dir1_threshold_10": 0.3145158925674458, + "scr_metric_threshold_10": 0.26176468680474024, + "scr_dir2_threshold_10": 0.26176468680474024, + "scr_dir1_threshold_20": -1.7419354683650785, + "scr_metric_threshold_20": 0.15588228642733765, + "scr_dir2_threshold_20": 0.15588228642733765, + "scr_dir1_threshold_50": -2.483870936730157, + "scr_metric_threshold_50": 0.22058821724772726, + "scr_dir2_threshold_50": 0.22058821724772726, + "scr_dir1_threshold_100": -0.33870960764285285, + "scr_metric_threshold_100": 0.21470593958577924, + "scr_dir2_threshold_100": 0.21470593958577924, + "scr_dir1_threshold_500": 0.3467740191071321, + "scr_metric_threshold_500": -0.07352952262110393, + "scr_dir2_threshold_500": -0.07352952262110393 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.027173884874933916, + "scr_metric_threshold_2": 0.5411765255867551, + "scr_dir2_threshold_2": 0.5411765255867551, + "scr_dir1_threshold_5": 0.1576085970622687, + "scr_metric_threshold_5": 0.6470586860331121, + "scr_dir2_threshold_5": 0.6470586860331121, + "scr_dir1_threshold_10": 0.07065223025013216, + "scr_metric_threshold_10": 0.7019606422342158, + "scr_dir2_threshold_10": 0.7019606422342158, + "scr_dir1_threshold_20": -0.7119566907503965, + "scr_metric_threshold_20": 0.6823528174298009, + "scr_dir2_threshold_20": 0.6823528174298009, + "scr_dir1_threshold_50": -0.7445652878126652, + "scr_metric_threshold_50": 0.8078430364242822, + "scr_dir2_threshold_50": 0.8078430364242822, + "scr_dir1_threshold_100": -1.0869566907503965, + "scr_metric_threshold_100": -0.10196087597792525, + "scr_dir2_threshold_100": -0.10196087597792525, + "scr_dir1_threshold_500": -1.1413044605002642, + "scr_metric_threshold_500": -0.6784315329613692, + "scr_dir2_threshold_500": -0.6784315329613692 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.11855670736578201, + "scr_metric_threshold_2": 0.14112912335516434, + "scr_dir2_threshold_2": 0.14112912335516434, + "scr_dir1_threshold_5": 0.25773170536871925, + "scr_metric_threshold_5": 0.1854838670912696, + "scr_dir2_threshold_5": 0.1854838670912696, + "scr_dir1_threshold_10": 0.3556698148569181, + "scr_metric_threshold_10": 0.16129039235714715, + "scr_dir2_threshold_10": 0.16129039235714715, + "scr_dir1_threshold_20": 0.4226801811489563, + "scr_metric_threshold_20": 0.47983873099801716, + "scr_dir2_threshold_20": 0.47983873099801716, + "scr_dir1_threshold_50": 0.3041234737831743, + "scr_metric_threshold_50": 0.6330644715496004, + "scr_dir2_threshold_50": 0.6330644715496004, + "scr_dir1_threshold_100": 0.4175256084896675, + "scr_metric_threshold_100": 0.63709667728174, + "scr_dir2_threshold_100": 0.63709667728174, + "scr_dir1_threshold_500": 0.18556676641739225, + "scr_metric_threshold_500": 0.6048387910833384, + "scr_dir2_threshold_500": 0.6048387910833384 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.08558555655970586, + "scr_metric_threshold_2": 0.2444444503313223, + "scr_dir2_threshold_2": 0.2444444503313223, + "scr_dir1_threshold_5": 0.24774777677362747, + "scr_metric_threshold_5": 0.3644444821204628, + "scr_dir2_threshold_5": 0.3644444821204628, + "scr_dir1_threshold_10": 0.19819806032526952, + "scr_metric_threshold_10": 0.519999872843438, + "scr_dir2_threshold_10": 0.519999872843438, + "scr_dir1_threshold_20": 0.38738749623443636, + "scr_metric_threshold_20": 0.3111110463554545, + "scr_dir2_threshold_20": 0.3111110463554545, + "scr_dir1_threshold_50": 0.05405389441171559, + "scr_metric_threshold_50": 0.09777783311442978, + "scr_dir2_threshold_50": 0.09777783311442978, + "scr_dir1_threshold_100": 0.43693694419340684, + "scr_metric_threshold_100": 0.2488888370843636, + "scr_dir2_threshold_100": 0.2488888370843636, + "scr_dir1_threshold_500": 0.40090083559267153, + "scr_metric_threshold_500": 0.23111102516269416, + "scr_dir2_threshold_500": 0.23111102516269416 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.030043038127524242, + "scr_metric_threshold_2": 0.030043038127524242, + "scr_dir2_threshold_2": 0.07619033292310208, + "scr_dir1_threshold_5": 0.11158806188240133, + "scr_metric_threshold_5": 0.11158806188240133, + "scr_dir2_threshold_5": 0.10952379871117751, + "scr_dir1_threshold_10": 0.13304726519611204, + "scr_metric_threshold_10": 0.13304726519611204, + "scr_dir2_threshold_10": 0.10000011353263609, + "scr_dir1_threshold_20": 0.21459228895098914, + "scr_metric_threshold_20": 0.21459228895098914, + "scr_dir2_threshold_20": 0.14761910708852366, + "scr_dir1_threshold_50": 0.2489271165784791, + "scr_metric_threshold_50": 0.2489271165784791, + "scr_dir2_threshold_50": 0.12380961031057988, + "scr_dir1_threshold_100": 0.1673818370097199, + "scr_metric_threshold_100": 0.1673818370097199, + "scr_dir2_threshold_100": 0.2952379303454571, + "scr_dir1_threshold_500": -0.13733905469607777, + "scr_metric_threshold_500": -0.13733905469607777, + "scr_dir2_threshold_500": 0.02380949677794379 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..c12cb4cb511ebcc487703836ebcd8c714dc83560 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "559b81d5-5037-44b9-aca8-d0ef1fd932df", + "datetime_epoch_millis": 1736909339855, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.2919736029382376, + "scr_metric_threshold_2": 0.15586116281253248, + "scr_dir2_threshold_2": 0.15673486590401933, + "scr_dir1_threshold_5": 0.37263166046931584, + "scr_metric_threshold_5": 0.253466352627354, + "scr_dir2_threshold_5": 0.25289921913272073, + "scr_dir1_threshold_10": 0.3561017634503401, + "scr_metric_threshold_10": 0.30980203737786666, + "scr_dir2_threshold_10": 0.2911861619971363, + "scr_dir1_threshold_20": -0.004904066919067869, + "scr_metric_threshold_20": 0.30900178365787156, + "scr_dir2_threshold_20": 0.25269431385544744, + "scr_dir1_threshold_50": -0.4995973801017798, + "scr_metric_threshold_50": 0.317872429036013, + "scr_dir2_threshold_50": 0.2787476549857997, + "scr_dir1_threshold_100": -0.13463614754943207, + "scr_metric_threshold_100": 0.46191359282779826, + "scr_dir2_threshold_100": 0.3916576152900739, + "scr_dir1_threshold_500": -0.5395803164948237, + "scr_metric_threshold_500": 0.20712928211072731, + "scr_dir2_threshold_500": 0.19902845018814658 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.47692337318286065, + "scr_metric_threshold_2": 0.024630517283144072, + "scr_dir2_threshold_2": 0.024630517283144072, + "scr_dir1_threshold_5": 0.5538463795678938, + "scr_metric_threshold_5": 0.1871920487994656, + "scr_dir2_threshold_5": 0.1871920487994656, + "scr_dir1_threshold_10": 0.5846161323186483, + "scr_metric_threshold_10": 0.19950730744103765, + "scr_dir2_threshold_10": 0.19950730744103765, + "scr_dir1_threshold_20": 0.2461543540277611, + "scr_metric_threshold_20": 0.16748757624916502, + "scr_dir2_threshold_20": 0.16748757624916502, + "scr_dir1_threshold_50": -1.2615378549112855, + "scr_metric_threshold_50": 0.24876848881678912, + "scr_dir2_threshold_50": 0.24876848881678912, + "scr_dir1_threshold_100": 0.2461543540277611, + "scr_metric_threshold_100": 0.2167487576249165, + "scr_dir2_threshold_100": 0.2167487576249165, + "scr_dir1_threshold_500": -0.16923043064815926, + "scr_metric_threshold_500": 0.20689652134976622, + "scr_dir2_threshold_500": 0.20689652134976622 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.35514009320607276, + "scr_metric_threshold_2": 0.18443806905687588, + "scr_dir2_threshold_2": 0.18443806905687588, + "scr_dir1_threshold_5": 0.3271025121966708, + "scr_metric_threshold_5": 0.2680115100518852, + "scr_dir2_threshold_5": 0.2680115100518852, + "scr_dir1_threshold_10": -0.056074604966014206, + "scr_metric_threshold_10": 0.36311235183436297, + "scr_dir2_threshold_10": 0.36311235183436297, + "scr_dir1_threshold_20": -1.598130976480117, + "scr_metric_threshold_20": 0.4178675485176651, + "scr_dir2_threshold_20": 0.4178675485176651, + "scr_dir1_threshold_50": -2.3925239059204686, + "scr_metric_threshold_50": 0.564841607958096, + "scr_dir2_threshold_50": 0.564841607958096, + "scr_dir1_threshold_100": -1.04672893031381, + "scr_metric_threshold_100": 0.5100865830461031, + "scr_dir2_threshold_100": 0.5100865830461031, + "scr_dir1_threshold_500": -2.514018790504701, + "scr_metric_threshold_500": -0.07780982648692975, + "scr_dir2_threshold_500": -0.07780982648692975 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5156247962732202, + "scr_metric_threshold_2": 0.03291141800038962, + "scr_dir2_threshold_2": 0.03291141800038962, + "scr_dir1_threshold_5": 0.5937506402841651, + "scr_metric_threshold_5": 0.08101266319410545, + "scr_dir2_threshold_5": 0.08101266319410545, + "scr_dir1_threshold_10": 0.43749988358469727, + "scr_metric_threshold_10": 0.11898745752415006, + "scr_dir2_threshold_10": 0.11898745752415006, + "scr_dir1_threshold_20": 0.5, + "scr_metric_threshold_20": -0.06582268510295984, + "scr_dir2_threshold_20": -0.06582268510295984, + "scr_dir1_threshold_50": -0.10937450523496334, + "scr_metric_threshold_50": 0.23544315143456293, + "scr_dir2_threshold_50": 0.23544315143456293, + "scr_dir1_threshold_100": 0.5156247962732202, + "scr_metric_threshold_100": 0.18227852991119212, + "scr_dir2_threshold_100": 0.18227852991119212, + "scr_dir1_threshold_500": -0.3593749708961743, + "scr_metric_threshold_500": 0.10886085576265946, + "scr_dir2_threshold_500": 0.10886085576265946 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.2983870696388872, + "scr_metric_threshold_2": 0.07941180028305196, + "scr_dir2_threshold_2": 0.07941180028305196, + "scr_dir1_threshold_5": 0.3629033227182599, + "scr_metric_threshold_5": 0.1823528865216883, + "scr_dir2_threshold_5": 0.1823528865216883, + "scr_dir1_threshold_10": 0.38709655711109775, + "scr_metric_threshold_10": 0.2323529478794156, + "scr_dir2_threshold_10": 0.2323529478794156, + "scr_dir1_threshold_20": -0.8790323859881031, + "scr_metric_threshold_20": 0.22941180904844158, + "scr_dir2_threshold_20": 0.22941180904844158, + "scr_dir1_threshold_50": 0.3225807847142943, + "scr_metric_threshold_50": -0.13529413930272727, + "scr_dir2_threshold_50": -0.13529413930272727, + "scr_dir1_threshold_100": -0.5241934747341225, + "scr_metric_threshold_100": 0.12647054750201298, + "scr_dir2_threshold_100": 0.12647054750201298, + "scr_dir1_threshold_500": -1.1370969176230248, + "scr_metric_threshold_500": -0.1558824617351299, + "scr_dir2_threshold_500": -0.1558824617351299 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.1304347121873348, + "scr_metric_threshold_2": 0.4745097810055187, + "scr_dir2_threshold_2": 0.4745097810055187, + "scr_dir1_threshold_5": 0.3043477697498678, + "scr_metric_threshold_5": 0.5921567298320084, + "scr_dir2_threshold_5": 0.5921567298320084, + "scr_dir1_threshold_10": 0.25, + "scr_metric_threshold_10": 0.6549019562011037, + "scr_dir2_threshold_10": 0.6549019562011037, + "scr_dir1_threshold_20": 0.36413025168707047, + "scr_metric_threshold_20": 0.6901960875977925, + "scr_dir2_threshold_20": 0.6901960875977925, + "scr_dir1_threshold_50": -1.3206522302501322, + "scr_metric_threshold_50": 0.3921567298320084, + "scr_dir2_threshold_50": 0.3921567298320084, + "scr_dir1_threshold_100": -1.5706522302501322, + "scr_metric_threshold_100": 0.8745097810055187, + "scr_dir2_threshold_100": 0.8745097810055187, + "scr_dir1_threshold_500": -1.201086942437467, + "scr_metric_threshold_500": 0.443137167820971, + "scr_dir2_threshold_500": 0.443137167820971 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.190721646317109, + "scr_metric_threshold_2": 0.07258066454365199, + "scr_dir2_threshold_2": 0.07258066454365199, + "scr_dir1_threshold_5": 0.25773170536871925, + "scr_metric_threshold_5": 0.1854838670912696, + "scr_dir2_threshold_5": 0.1854838670912696, + "scr_dir1_threshold_10": 0.4742265222227002, + "scr_metric_threshold_10": 0.18951607282340924, + "scr_dir2_threshold_10": 0.18951607282340924, + "scr_dir1_threshold_20": 0.4742265222227002, + "scr_metric_threshold_20": 0.26209673736706124, + "scr_dir2_threshold_20": 0.26209673736706124, + "scr_dir1_threshold_50": 0.49484512010028325, + "scr_metric_threshold_50": 0.5161290632698432, + "scr_dir2_threshold_50": 0.5161290632698432, + "scr_dir1_threshold_100": 0.3917524379527956, + "scr_metric_threshold_100": 0.6895160728234092, + "scr_dir2_threshold_100": 0.6895160728234092, + "scr_dir1_threshold_500": 0.4020615832713732, + "scr_metric_threshold_500": 0.3225807847142943, + "scr_dir2_threshold_500": 0.3225807847142943 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.26126111613186265, + "scr_metric_threshold_2": 0.27111103575907436, + "scr_dir2_threshold_2": 0.27111103575907436, + "scr_dir1_threshold_5": 0.4054052820454166, + "scr_metric_threshold_5": 0.35555544370487596, + "scr_dir2_threshold_5": 0.35555544370487596, + "scr_dir1_threshold_10": 0.5225225007531127, + "scr_metric_threshold_10": 0.4711110887409752, + "scr_dir2_threshold_10": 0.4711110887409752, + "scr_dir1_threshold_20": 0.5315313936586028, + "scr_metric_threshold_20": 0.4488888900662645, + "scr_dir2_threshold_20": 0.4488888900662645, + "scr_dir1_threshold_50": 0.17117111311941172, + "scr_metric_threshold_50": 0.622222092710909, + "scr_dir2_threshold_50": 0.622222092710909, + "scr_dir1_threshold_100": 0.47747749924688726, + "scr_metric_threshold_100": 0.6622221033072891, + "scr_dir2_threshold_100": 0.6622221033072891, + "scr_dir1_threshold_500": 0.297297224732598, + "scr_metric_threshold_500": 0.44444450331322316, + "scr_dir2_threshold_500": 0.44444450331322316 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.10729601656855352, + "scr_metric_threshold_2": 0.10729601656855352, + "scr_dir2_threshold_2": 0.11428564130044823, + "scr_dir1_threshold_5": 0.17596567182353345, + "scr_metric_threshold_5": 0.17596567182353345, + "scr_dir2_threshold_5": 0.17142860386646747, + "scr_dir1_threshold_10": 0.2489271165784791, + "scr_metric_threshold_10": 0.2489271165784791, + "scr_dir2_threshold_10": 0.10000011353263609, + "scr_dir1_threshold_20": 0.3218883055195427, + "scr_metric_threshold_20": 0.3218883055195427, + "scr_dir2_threshold_20": -0.12857145289985059, + "scr_dir1_threshold_50": 0.09871243756862208, + "scr_metric_threshold_50": 0.09871243756862208, + "scr_dir2_threshold_50": -0.21428575483308432, + "scr_dir1_threshold_100": 0.433476367401944, + "scr_metric_threshold_100": 0.433476367401944, + "scr_dir2_threshold_100": -0.12857145289985059, + "scr_dir1_threshold_500": 0.36480671214696403, + "scr_metric_threshold_500": 0.36480671214696403, + "scr_dir2_threshold_500": 0.300000056766318 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..c89c40a2a104ffb616797cc6ce3632a2fe64c1e2 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "00108a4e-cd5d-4684-b869-a6758cc87777", + "datetime_epoch_millis": 1736909673821, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.220690386825927, + "scr_metric_threshold_2": 0.11585540690274275, + "scr_dir2_threshold_2": 0.11858890699551915, + "scr_dir1_threshold_5": 0.2531205291191248, + "scr_metric_threshold_5": 0.19371653594089658, + "scr_dir2_threshold_5": 0.19393625207256146, + "scr_dir1_threshold_10": -0.38680479508040244, + "scr_metric_threshold_10": 0.20029047114405155, + "scr_dir2_threshold_10": 0.20668993455946783, + "scr_dir1_threshold_20": -0.3013839113660988, + "scr_metric_threshold_20": 0.22461171092793583, + "scr_dir2_threshold_20": 0.20381411955491238, + "scr_dir1_threshold_50": 0.09739896861383002, + "scr_metric_threshold_50": 0.17185362570690052, + "scr_dir2_threshold_50": 0.12025696977308208, + "scr_dir1_threshold_100": -0.763424659196072, + "scr_metric_threshold_100": 0.1777114976861317, + "scr_dir2_threshold_100": 0.08443283751781294, + "scr_dir1_threshold_500": -0.932381423408099, + "scr_metric_threshold_500": 0.053223237168041164, + "scr_dir2_threshold_500": -0.04156267318016138 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4461545374266748, + "scr_metric_threshold_2": 0.0073890670992652185, + "scr_dir2_threshold_2": 0.0073890670992652185, + "scr_dir1_threshold_5": 0.5692307974459867, + "scr_metric_threshold_5": 0.1403940365995992, + "scr_dir2_threshold_5": 0.1403940365995992, + "scr_dir1_threshold_10": -0.20000018339891373, + "scr_metric_threshold_10": 0.10591128304130484, + "scr_dir2_threshold_10": 0.10591128304130484, + "scr_dir1_threshold_20": 0.523077543811708, + "scr_metric_threshold_20": 0.22167480235776, + "scr_dir2_threshold_20": 0.22167480235776, + "scr_dir1_threshold_50": 0.1692313476427279, + "scr_metric_threshold_50": -0.10591142985076818, + "scr_dir2_threshold_50": -0.10591142985076818, + "scr_dir1_threshold_100": -2.8923072408642123, + "scr_metric_threshold_100": 0.0566502484750167, + "scr_dir2_threshold_100": 0.0566502484750167, + "scr_dir1_threshold_500": -0.5230766268171394, + "scr_metric_threshold_500": 0.19458126270819417, + "scr_dir2_threshold_500": 0.19458126270819417 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2897198135878545, + "scr_metric_threshold_2": 0.25648410926441684, + "scr_dir2_threshold_2": 0.25648410926441684, + "scr_dir1_threshold_5": 0.5794390701229193, + "scr_metric_threshold_5": 0.2651297027978454, + "scr_dir2_threshold_5": 0.2651297027978454, + "scr_dir1_threshold_10": -0.2990654882400586, + "scr_metric_threshold_10": 0.36023054458032316, + "scr_dir2_threshold_10": 0.36023054458032316, + "scr_dir1_threshold_20": 0.5420558144613132, + "scr_metric_threshold_20": 0.40057636145080794, + "scr_dir2_threshold_20": 0.40057636145080794, + "scr_dir1_threshold_50": 0.2803735818828607, + "scr_metric_threshold_50": 0.4783861879377377, + "scr_dir2_threshold_50": 0.4783861879377377, + "scr_dir1_threshold_100": -0.08411218597541614, + "scr_metric_threshold_100": 0.6426514344450258, + "scr_dir2_threshold_100": 0.6426514344450258, + "scr_dir1_threshold_500": -3.252337114979038, + "scr_metric_threshold_500": -0.4092219549842365, + "scr_dir2_threshold_500": -0.4092219549842365 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.4687504074535596, + "scr_metric_threshold_2": 0.030379805284471813, + "scr_dir2_threshold_2": 0.030379805284471813, + "scr_dir1_threshold_5": 0.14062502910382568, + "scr_metric_threshold_5": 0.1721519281497015, + "scr_dir2_threshold_5": 0.1721519281497015, + "scr_dir1_threshold_10": -4.156248894054624, + "scr_metric_threshold_10": -0.12658214477408408, + "scr_dir2_threshold_10": -0.12658214477408408, + "scr_dir1_threshold_20": -3.7187490104699266, + "scr_metric_threshold_20": -0.11139231758075788, + "scr_dir2_threshold_20": -0.11139231758075788, + "scr_dir1_threshold_50": -1.328124447027312, + "scr_metric_threshold_50": -0.12405053205816628, + "scr_dir2_threshold_50": -0.12405053205816628, + "scr_dir1_threshold_100": -4.7031242141967065, + "scr_metric_threshold_100": -0.12658214477408408, + "scr_dir2_threshold_100": -0.12658214477408408, + "scr_dir1_threshold_500": -2.6093745052349635, + "scr_metric_threshold_500": -0.1316455211037391, + "scr_dir2_threshold_500": -0.1316455211037391 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.24193522802379377, + "scr_metric_threshold_2": 0.035294016587272686, + "scr_dir2_threshold_2": 0.035294016587272686, + "scr_dir1_threshold_5": 0.1854838670912696, + "scr_metric_threshold_5": 0.08235293911402597, + "scr_dir2_threshold_5": 0.08235293911402597, + "scr_dir1_threshold_10": 0.4838709367301568, + "scr_metric_threshold_10": 0.09999994740766231, + "scr_dir2_threshold_10": 0.09999994740766231, + "scr_dir1_threshold_20": -0.3709677341825392, + "scr_metric_threshold_20": 0.17647060885974028, + "scr_dir2_threshold_20": 0.17647060885974028, + "scr_dir1_threshold_50": 0.6451610887460193, + "scr_metric_threshold_50": -0.3000000175307792, + "scr_dir2_threshold_50": -0.3000000175307792, + "scr_dir1_threshold_100": 0.3709677341825392, + "scr_metric_threshold_100": -0.4529413404349351, + "scr_dir2_threshold_100": -0.4529413404349351, + "scr_dir1_threshold_500": -1.4274190951150634, + "scr_metric_threshold_500": -0.4529413404349351, + "scr_dir2_threshold_500": -0.4529413404349351 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.005434712187334791, + "scr_metric_threshold_2": 0.37254890502759347, + "scr_dir2_threshold_2": 0.37254890502759347, + "scr_dir1_threshold_5": -0.06521751806279738, + "scr_metric_threshold_5": 0.4039215182121411, + "scr_dir2_threshold_5": 0.4039215182121411, + "scr_dir1_threshold_10": 0.04347802143693829, + "scr_metric_threshold_10": 0.5372547736309047, + "scr_dir2_threshold_10": 0.5372547736309047, + "scr_dir1_threshold_20": -0.27717388487493394, + "scr_metric_threshold_20": 0.6078430364242823, + "scr_dir2_threshold_20": 0.6078430364242823, + "scr_dir1_threshold_50": -0.10869586343799563, + "scr_metric_threshold_50": 0.12549021899448132, + "scr_dir2_threshold_50": 0.12549021899448132, + "scr_dir1_threshold_100": 0.30978248193720265, + "scr_metric_threshold_100": -0.29019608759779253, + "scr_dir2_threshold_100": -0.29019608759779253, + "scr_dir1_threshold_500": -0.16304363318786347, + "scr_metric_threshold_500": 0.04705868603311213, + "scr_dir2_threshold_500": 0.04705868603311213 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.1030926821474877, + "scr_metric_threshold_2": 0.09677413927777444, + "scr_dir2_threshold_2": 0.09677413927777444, + "scr_dir1_threshold_5": 0.1340204253436484, + "scr_metric_threshold_5": 0.12500006008532116, + "scr_dir2_threshold_5": 0.12500006008532116, + "scr_dir1_threshold_10": 0.32989664432004623, + "scr_metric_threshold_10": 0.30241927537102686, + "scr_dir2_threshold_10": 0.30241927537102686, + "scr_dir1_threshold_20": 0.18556676641739225, + "scr_metric_threshold_20": 0.3064517214444511, + "scr_dir2_threshold_20": 0.3064517214444511, + "scr_dir1_threshold_50": 0.28350487590559115, + "scr_metric_threshold_50": 0.6129032025476177, + "scr_dir2_threshold_50": 0.6129032025476177, + "scr_dir1_threshold_100": -0.005154879899716724, + "scr_metric_threshold_100": 0.5604838070059485, + "scr_dir2_threshold_100": 0.5604838070059485, + "scr_dir1_threshold_500": 0.5979381094881989, + "scr_metric_threshold_500": -0.12096761401189689, + "scr_dir2_threshold_500": -0.12096761401189689 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.18468472096703434, + "scr_metric_threshold_2": 0.10222221986747107, + "scr_dir2_threshold_2": 0.10222221986747107, + "scr_dir1_threshold_5": 0.3783783348395588, + "scr_metric_threshold_5": 0.25777787549995046, + "scr_dir2_threshold_5": 0.25777787549995046, + "scr_dir1_threshold_10": 0.5405405550534804, + "scr_metric_threshold_10": 0.16000004238552068, + "scr_dir2_threshold_10": 0.16000004238552068, + "scr_dir1_threshold_20": 0.5720719487120832, + "scr_metric_threshold_20": 0.0622222092710909, + "scr_dir2_threshold_20": 0.0622222092710909, + "scr_dir1_threshold_50": 0.5630630558065931, + "scr_metric_threshold_50": 0.4133332662229256, + "scr_dir2_threshold_50": 0.4133332662229256, + "scr_dir1_threshold_100": 0.5360361086007354, + "scr_metric_threshold_100": 0.671111141722876, + "scr_dir2_threshold_100": 0.671111141722876, + "scr_dir1_threshold_500": -0.5495497164483579, + "scr_metric_threshold_500": 0.8311111841083967, + "scr_dir2_threshold_500": 0.8311111841083967 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.025750992813676425, + "scr_metric_threshold_2": 0.025750992813676425, + "scr_dir2_threshold_2": 0.04761899355588758, + "scr_dir1_threshold_5": 0.10300422706858779, + "scr_metric_threshold_5": 0.10300422706858779, + "scr_dir2_threshold_5": 0.10476195612190681, + "scr_dir1_threshold_10": 0.16309004750975417, + "scr_metric_threshold_10": 0.16309004750975417, + "scr_dir2_threshold_10": 0.21428575483308432, + "scr_dir1_threshold_20": 0.13304726519611204, + "scr_metric_threshold_20": 0.13304726519611204, + "scr_dir2_threshold_20": -0.03333346578807544, + "scr_dir1_threshold_50": 0.27467810939215553, + "scr_metric_threshold_50": 0.27467810939215553, + "scr_dir2_threshold_50": -0.13809513807839202, + "scr_dir1_threshold_100": 0.3605149226469983, + "scr_metric_threshold_100": 0.3605149226469983, + "scr_dir2_threshold_100": -0.3857143586995518, + "scr_dir1_threshold_500": 0.46781119502943397, + "scr_metric_threshold_500": 0.46781119502943397, + "scr_dir2_threshold_500": -0.2904760877561864 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..cec52dcf5418c5d5620bac47c9c02c41ef08b085 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "6195a537-1439-4faa-ad28-511652c0de13", + "datetime_epoch_millis": 1736910339282, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.1912574061666042, + "scr_metric_threshold_2": 0.18312821266441356, + "scr_dir2_threshold_2": 0.18978567699949755, + "scr_dir1_threshold_5": 0.2385716902964729, + "scr_metric_threshold_5": 0.25344376381490247, + "scr_dir2_threshold_5": 0.25807281469559457, + "scr_dir1_threshold_10": 0.21796169276438768, + "scr_metric_threshold_10": 0.25621273763795294, + "scr_dir2_threshold_10": 0.26518470967390856, + "scr_dir1_threshold_20": 0.22326363780900013, + "scr_metric_threshold_20": 0.27109057983611917, + "scr_dir2_threshold_20": 0.2859562014071329, + "scr_dir1_threshold_50": -0.2747639578819659, + "scr_metric_threshold_50": 0.31648861741074585, + "scr_dir2_threshold_50": 0.3177736239598016, + "scr_dir1_threshold_100": -0.34106281640326963, + "scr_metric_threshold_100": 0.26260583212248423, + "scr_dir2_threshold_100": 0.28061625724384326, + "scr_dir1_threshold_500": -1.0093122458610346, + "scr_metric_threshold_500": 0.18434872269151176, + "scr_dir2_threshold_500": 0.20462255583517988 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4153847846759204, + "scr_metric_threshold_2": 0.03448275355829437, + "scr_dir2_threshold_2": 0.03448275355829437, + "scr_dir1_threshold_5": 0.4461545374266748, + "scr_metric_threshold_5": 0.07635457421585395, + "scr_dir2_threshold_5": 0.07635457421585395, + "scr_dir1_threshold_10": 0.46153895530476774, + "scr_metric_threshold_10": 0.09113300203331107, + "scr_dir2_threshold_10": 0.09113300203331107, + "scr_dir1_threshold_20": 0.3538461961689801, + "scr_metric_threshold_20": 0.11083732777414833, + "scr_dir2_threshold_20": 0.11083732777414833, + "scr_dir1_threshold_50": -0.7999998166010863, + "scr_metric_threshold_50": 0.16748757624916502, + "scr_dir2_threshold_50": 0.16748757624916502, + "scr_dir1_threshold_100": -0.8461539872299336, + "scr_metric_threshold_100": 0.21428558844903142, + "scr_dir2_threshold_100": 0.21428558844903142, + "scr_dir1_threshold_500": -1.5230766268171394, + "scr_metric_threshold_500": 0.10098509149899802, + "scr_dir2_threshold_500": 0.10098509149899802 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2149533022646424, + "scr_metric_threshold_2": 0.33717591477669556, + "scr_dir2_threshold_2": 0.33717591477669556, + "scr_dir1_threshold_5": 0.14953246559363445, + "scr_metric_threshold_5": 0.4092219549842365, + "scr_dir2_threshold_5": 0.4092219549842365, + "scr_dir1_threshold_10": 0.16822437195083229, + "scr_metric_threshold_10": 0.4553313863628009, + "scr_dir2_threshold_10": 0.4553313863628009, + "scr_dir1_threshold_20": 0.2149533022646424, + "scr_metric_threshold_20": 0.2708934890772342, + "scr_dir2_threshold_20": 0.2708934890772342, + "scr_dir1_threshold_50": -0.49532744120029276, + "scr_metric_threshold_50": 0.3025937124142904, + "scr_dir2_threshold_50": 0.3025937124142904, + "scr_dir1_threshold_100": -0.8691588837107738, + "scr_metric_threshold_100": -0.25648410926441684, + "scr_dir2_threshold_100": -0.25648410926441684, + "scr_dir1_threshold_500": -2.6355142321417233, + "scr_metric_threshold_500": -0.2997117333889414, + "scr_dir2_threshold_500": -0.2997117333889414 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5468753201420825, + "scr_metric_threshold_2": 0.037974794330044616, + "scr_dir2_threshold_2": 0.037974794330044616, + "scr_dir1_threshold_5": 0.578124912688523, + "scr_metric_threshold_5": 0.11645569391041287, + "scr_dir2_threshold_5": 0.11645569391041287, + "scr_dir1_threshold_10": 0.3437501746229541, + "scr_metric_threshold_10": 0.1544304882404575, + "scr_dir2_threshold_10": 0.1544304882404575, + "scr_dir1_threshold_20": 0.39062549476503666, + "scr_metric_threshold_20": 0.21265833519566393, + "scr_dir2_threshold_20": 0.21265833519566393, + "scr_dir1_threshold_50": -1.6406240977814037, + "scr_metric_threshold_50": 0.24303798958231634, + "scr_dir2_threshold_50": 0.24303798958231634, + "scr_dir1_threshold_100": -1.749999534338789, + "scr_metric_threshold_100": 0.275949407582706, + "scr_dir2_threshold_100": 0.275949407582706, + "scr_dir1_threshold_500": -3.1718746216502662, + "scr_metric_threshold_500": 0.010126601761490606, + "scr_dir2_threshold_500": 0.010126601761490606 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.12096761401189689, + "scr_metric_threshold_2": 0.20294120895409093, + "scr_dir2_threshold_2": 0.20294120895409093, + "scr_dir1_threshold_5": 0.08064507600793126, + "scr_metric_threshold_5": 0.23823522554136362, + "scr_dir2_threshold_5": 0.23823522554136362, + "scr_dir1_threshold_10": -0.07258066454365199, + "scr_metric_threshold_10": -0.041176469557012985, + "scr_dir2_threshold_10": -0.041176469557012985, + "scr_dir1_threshold_20": -0.16935504416271105, + "scr_metric_threshold_20": -0.032353053064090954, + "scr_dir2_threshold_20": -0.032353053064090954, + "scr_dir1_threshold_50": -0.24193570870636302, + "scr_metric_threshold_50": -0.03823533072603898, + "scr_dir2_threshold_50": -0.03823533072603898, + "scr_dir1_threshold_100": 0.06451625307937271, + "scr_metric_threshold_100": -0.09117653091474029, + "scr_dir2_threshold_100": -0.09117653091474029, + "scr_dir1_threshold_500": -0.6935485188968336, + "scr_metric_threshold_500": -0.1500000087653896, + "scr_dir2_threshold_500": -0.1500000087653896 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.0380433092496035, + "scr_metric_threshold_2": 0.29019608759779253, + "scr_dir2_threshold_2": 0.29019608759779253, + "scr_dir1_threshold_5": 0.19565223025013218, + "scr_metric_threshold_5": 0.4745097810055187, + "scr_dir2_threshold_5": 0.4745097810055187, + "scr_dir1_threshold_10": 0.19565223025013218, + "scr_metric_threshold_10": 0.5803921751955851, + "scr_dir2_threshold_10": 0.5803921751955851, + "scr_dir1_threshold_20": 0.21739107899947133, + "scr_metric_threshold_20": 0.6549019562011037, + "scr_dir2_threshold_20": 0.6549019562011037, + "scr_dir1_threshold_50": 0.005434712187334791, + "scr_metric_threshold_50": 0.7450980437988962, + "scr_dir2_threshold_50": 0.7450980437988962, + "scr_dir1_threshold_100": 0.048913057562533044, + "scr_metric_threshold_100": 0.6980391240220748, + "scr_dir2_threshold_100": 0.6980391240220748, + "scr_dir1_threshold_500": -0.35869586343799564, + "scr_metric_threshold_500": 0.6862745693856515, + "scr_dir2_threshold_500": 0.6862745693856515 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.09278322958848217, + "scr_metric_threshold_2": 0.17741945562699032, + "scr_dir2_threshold_2": 0.17741945562699032, + "scr_dir1_threshold_5": 0.2010307916356866, + "scr_metric_threshold_5": 0.21774199363095595, + "scr_dir2_threshold_5": 0.21774199363095595, + "scr_dir1_threshold_10": 0.2731957305870136, + "scr_metric_threshold_10": 0.2661291834404855, + "scr_dir2_threshold_10": 0.2661291834404855, + "scr_dir1_threshold_20": 0.3144329263421798, + "scr_metric_threshold_20": 0.35483867091269605, + "scr_dir2_threshold_20": 0.35483867091269605, + "scr_dir1_threshold_50": 0.3505152421976293, + "scr_metric_threshold_50": 0.3790323859881031, + "scr_dir2_threshold_50": 0.3790323859881031, + "scr_dir1_threshold_100": 0.3195874990014686, + "scr_metric_threshold_100": 0.4919355885357207, + "scr_dir2_threshold_100": 0.4919355885357207, + "scr_dir1_threshold_500": 0.1030926821474877, + "scr_metric_threshold_500": 0.536290332271826, + "scr_dir2_threshold_500": 0.536290332271826 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.049549447958970524, + "scr_metric_threshold_2": 0.33333324503016526, + "scr_dir2_threshold_2": 0.33333324503016526, + "scr_dir1_threshold_5": 0.18018027451428928, + "scr_metric_threshold_5": 0.41777765297596686, + "scr_dir2_threshold_5": 0.41777765297596686, + "scr_dir1_threshold_10": 0.28378388537436283, + "scr_metric_threshold_10": 0.45333327681930574, + "scr_dir2_threshold_10": 0.45333327681930574, + "scr_dir1_threshold_20": 0.3783783348395588, + "scr_metric_threshold_20": 0.5111110993373553, + "scr_dir2_threshold_20": 0.5111110993373553, + "scr_dir1_threshold_50": 0.4864863921523774, + "scr_metric_threshold_50": 0.595555507283157, + "scr_dir2_threshold_50": 0.595555507283157, + "scr_dir1_threshold_100": 0.1621622202139216, + "scr_metric_threshold_100": 0.6266667443734546, + "scr_dir2_threshold_100": 0.6266667443734546, + "scr_dir1_threshold_500": 0.07207194871208326, + "scr_metric_threshold_500": 0.45777766357234706, + "scr_dir2_threshold_500": 0.45777766357234706 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.05150224144123495, + "scr_metric_threshold_2": 0.05150224144123495, + "scr_dir2_threshold_2": 0.10476195612190681, + "scr_dir1_threshold_5": 0.07725323425491137, + "scr_metric_threshold_5": 0.07725323425491137, + "scr_dir2_threshold_5": 0.11428564130044823, + "scr_dir1_threshold_10": 0.09012885856869063, + "scr_metric_threshold_10": 0.09012885856869063, + "scr_dir2_threshold_10": 0.1619046348563358, + "scr_dir1_threshold_20": 0.08583681325484281, + "scr_metric_threshold_20": 0.08583681325484281, + "scr_dir2_threshold_20": 0.20476178582295265, + "scr_dir1_threshold_50": 0.13733905469607777, + "scr_metric_threshold_50": 0.13733905469607777, + "scr_dir2_threshold_50": 0.14761910708852366, + "scr_dir1_threshold_100": 0.1416308441960435, + "scr_metric_threshold_100": 0.1416308441960435, + "scr_dir2_threshold_100": 0.2857142451669157, + "scr_dir1_threshold_500": 0.13304726519611204, + "scr_metric_threshold_500": 0.13304726519611204, + "scr_dir2_threshold_500": 0.2952379303454571 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..ef41711e7d597ea83095c5faf90300a5024bd3f5 --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "7d57b960-4d48-4bd8-8f5f-cbf1ff18d7cc", + "datetime_epoch_millis": 1736911010515, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.215495787447343, + "scr_metric_threshold_2": 0.18920977792962546, + "scr_dir2_threshold_2": 0.1878276979796685, + "scr_dir1_threshold_5": 0.2715731668842879, + "scr_metric_threshold_5": 0.2716799233776501, + "scr_dir2_threshold_5": 0.2684380464264036, + "scr_dir1_threshold_10": 0.2320573711681437, + "scr_metric_threshold_10": 0.3486150826804725, + "scr_dir2_threshold_10": 0.33291663425860846, + "scr_dir1_threshold_20": 0.21767812953966614, + "scr_metric_threshold_20": 0.40848974634614477, + "scr_dir2_threshold_20": 0.39516456576352904, + "scr_dir1_threshold_50": 0.05095421919372816, + "scr_metric_threshold_50": 0.45318805728680744, + "scr_dir2_threshold_50": 0.43901730241846576, + "scr_dir1_threshold_100": -0.039468580369922554, + "scr_metric_threshold_100": 0.4665702764955811, + "scr_dir2_threshold_100": 0.47865642425147975, + "scr_dir1_threshold_500": -0.40873517180601027, + "scr_metric_threshold_500": 0.2768317048109888, + "scr_dir2_threshold_500": 0.2937385227502189 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4307692025540133, + "scr_metric_threshold_2": 0.051724056932709886, + "scr_dir2_threshold_2": 0.051724056932709886, + "scr_dir1_threshold_5": 0.4307692025540133, + "scr_metric_threshold_5": 0.0935960243997328, + "scr_dir2_threshold_5": 0.0935960243997328, + "scr_dir1_threshold_10": 0.4461545374266748, + "scr_metric_threshold_10": 0.11576351931645514, + "scr_dir2_threshold_10": 0.11576351931645514, + "scr_dir1_threshold_20": 0.47692337318286065, + "scr_metric_threshold_20": 0.1453200813324427, + "scr_dir2_threshold_20": 0.1453200813324427, + "scr_dir1_threshold_50": 0.30769294253470136, + "scr_metric_threshold_50": 0.17980283489073706, + "scr_dir2_threshold_50": 0.17980283489073706, + "scr_dir1_threshold_100": 0.10769275913578764, + "scr_metric_threshold_100": 0.23645308336575377, + "scr_dir2_threshold_100": 0.23645308336575377, + "scr_dir1_threshold_500": -0.7999998166010863, + "scr_metric_threshold_500": 0.10837430540772658, + "scr_dir2_threshold_500": 0.10837430540772658 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.2149533022646424, + "scr_metric_threshold_2": 0.23631128671482904, + "scr_dir2_threshold_2": 0.23631128671482904, + "scr_dir1_threshold_5": 0.19626139590744457, + "scr_metric_threshold_5": 0.38040353890122014, + "scr_dir2_threshold_5": 0.38040353890122014, + "scr_dir1_threshold_10": 0.2429903262212547, + "scr_metric_threshold_10": 0.5129683903001429, + "scr_dir2_threshold_10": 0.5129683903001429, + "scr_dir1_threshold_20": 0.2429903262212547, + "scr_metric_threshold_20": 0.5706052224661756, + "scr_dir2_threshold_20": 0.5706052224661756, + "scr_dir1_threshold_50": -1.0186919063571978, + "scr_metric_threshold_50": 0.6397694554196768, + "scr_dir2_threshold_50": 0.6397694554196768, + "scr_dir1_threshold_100": -0.9439253950339858, + "scr_metric_threshold_100": 0.5014409895126745, + "scr_dir2_threshold_100": 0.5014409895126745, + "scr_dir1_threshold_500": -1.6728974878033291, + "scr_metric_threshold_500": 0.06051881119138175, + "scr_dir2_threshold_500": 0.06051881119138175 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.5312505238688624, + "scr_metric_threshold_2": 0.05063300880745302, + "scr_dir2_threshold_2": 0.05063300880745302, + "scr_dir1_threshold_5": 0.5625001164153027, + "scr_metric_threshold_5": 0.09113926495559606, + "scr_dir2_threshold_5": 0.09113926495559606, + "scr_dir1_threshold_10": 0.42187508731147705, + "scr_metric_threshold_10": 0.15696210095637528, + "scr_dir2_threshold_10": 0.15696210095637528, + "scr_dir1_threshold_20": 0.43749988358469727, + "scr_metric_threshold_20": 0.21265833519566393, + "scr_dir2_threshold_20": 0.21265833519566393, + "scr_dir1_threshold_50": 0.3749997671693945, + "scr_metric_threshold_50": 0.3063292128671778, + "scr_dir2_threshold_50": 0.3063292128671778, + "scr_dir1_threshold_100": -0.046874388819660585, + "scr_metric_threshold_100": 0.41518991773201785, + "scr_dir2_threshold_100": 0.41518991773201785, + "scr_dir1_threshold_500": -1.1406250291038258, + "scr_metric_threshold_500": 0.07341782504635204, + "scr_dir2_threshold_500": 0.07341782504635204 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.14516132908730398, + "scr_metric_threshold_2": 0.10294108623863633, + "scr_dir2_threshold_2": 0.10294108623863633, + "scr_dir1_threshold_5": 0.024193715075407077, + "scr_metric_threshold_5": 0.20294120895409093, + "scr_dir2_threshold_5": 0.20294120895409093, + "scr_dir1_threshold_10": -0.4596772216547497, + "scr_metric_threshold_10": 0.2794116950983766, + "scr_dir2_threshold_10": 0.2794116950983766, + "scr_dir1_threshold_20": -0.3709677341825392, + "scr_metric_threshold_20": 0.3764706789828572, + "scr_dir2_threshold_20": 0.3764706789828572, + "scr_dir1_threshold_50": -0.4435483987261912, + "scr_metric_threshold_50": 0.3911765484455195, + "scr_dir2_threshold_50": 0.3911765484455195, + "scr_dir1_threshold_100": -0.24193570870636302, + "scr_metric_threshold_100": 0.45000002629616886, + "scr_dir2_threshold_100": 0.45000002629616886, + "scr_dir1_threshold_500": -0.08870948747221054, + "scr_metric_threshold_500": 0.08235293911402597, + "scr_dir2_threshold_500": 0.08235293911402597 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": -0.016304460500264333, + "scr_metric_threshold_2": 0.5960784817878589, + "scr_dir2_threshold_2": 0.5960784817878589, + "scr_dir1_threshold_5": 0.1630433092496035, + "scr_metric_threshold_5": 0.6313723794408383, + "scr_dir2_threshold_5": 0.6313723794408383, + "scr_dir1_threshold_10": 0.1684780214369383, + "scr_metric_threshold_10": 0.7058823941900664, + "scr_dir2_threshold_10": 0.7058823941900664, + "scr_dir1_threshold_20": -0.27717388487493394, + "scr_metric_threshold_20": 0.7490195620110374, + "scr_dir2_threshold_20": 0.7490195620110374, + "scr_dir1_threshold_50": -0.19021751806279738, + "scr_metric_threshold_50": 0.7568625984353196, + "scr_dir2_threshold_50": 0.7568625984353196, + "scr_dir1_threshold_100": -0.1304347121873348, + "scr_metric_threshold_100": 0.8, + "scr_dir2_threshold_100": 0.8, + "scr_dir1_threshold_500": -0.2173914029377313, + "scr_metric_threshold_500": 0.7098039124022075, + "scr_dir2_threshold_500": 0.7098039124022075 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.2010307916356866, + "scr_metric_threshold_2": 0.1008065853511987, + "scr_dir2_threshold_2": 0.1008065853511987, + "scr_dir1_threshold_5": 0.29896890112388547, + "scr_metric_threshold_5": 0.1572581866250075, + "scr_dir2_threshold_5": 0.1572581866250075, + "scr_dir1_threshold_10": 0.38659786529350676, + "scr_metric_threshold_10": 0.21774199363095595, + "scr_dir2_threshold_10": 0.21774199363095595, + "scr_dir1_threshold_20": 0.453608231585545, + "scr_metric_threshold_20": 0.2862904524424683, + "scr_dir2_threshold_20": 0.2862904524424683, + "scr_dir1_threshold_50": 0.453608231585545, + "scr_metric_threshold_50": 0.3064517214444511, + "scr_dir2_threshold_50": 0.3064517214444511, + "scr_dir1_threshold_100": 0.3969070106120844, + "scr_metric_threshold_100": 0.31854833864087, + "scr_dir2_threshold_100": 0.31854833864087, + "scr_dir1_threshold_500": 0.24226798739085284, + "scr_metric_threshold_500": 0.34274205371627714, + "scr_dir2_threshold_500": 0.34274205371627714 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.14414416591355395, + "scr_metric_threshold_2": 0.3022222728493719, + "scr_dir2_threshold_2": 0.3022222728493719, + "scr_dir1_threshold_5": 0.34234222623882343, + "scr_metric_threshold_5": 0.4622223152348926, + "scr_dir2_threshold_5": 0.4622223152348926, + "scr_dir1_threshold_10": 0.4054052820454166, + "scr_metric_threshold_10": 0.5555554966867768, + "scr_dir2_threshold_10": 0.5555554966867768, + "scr_dir1_threshold_20": 0.4909911070945099, + "scr_metric_threshold_20": 0.6399999046325785, + "scr_dir2_threshold_20": 0.6399999046325785, + "scr_dir1_threshold_50": 0.5675675022593382, + "scr_metric_threshold_50": 0.6888889536445455, + "scr_dir2_threshold_50": 0.6888889536445455, + "scr_dir1_threshold_100": 0.22522527602051473, + "scr_metric_threshold_100": 0.6933333403975868, + "scr_dir2_threshold_100": 0.6933333403975868, + "scr_dir1_threshold_500": 0.08558555655970586, + "scr_metric_threshold_500": 0.5155554860903967, + "scr_dir2_threshold_500": 0.5155554860903967 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.07296144475494565, + "scr_metric_threshold_2": 0.07296144475494565, + "scr_dir2_threshold_2": 0.06190480515528994, + "scr_dir1_threshold_5": 0.15450646850982275, + "scr_metric_threshold_5": 0.15450646850982275, + "scr_dir2_threshold_5": 0.12857145289985059, + "scr_dir1_threshold_10": 0.24463507126463127, + "scr_metric_threshold_10": 0.24463507126463127, + "scr_dir2_threshold_10": 0.11904748388971893, + "scr_dir1_threshold_20": 0.2875537337059348, + "scr_metric_threshold_20": 0.2875537337059348, + "scr_dir2_threshold_20": 0.18095228904500887, + "scr_dir1_threshold_50": 0.35622313314703263, + "scr_metric_threshold_50": 0.35622313314703263, + "scr_dir2_threshold_50": 0.24285709420029883, + "scr_dir1_threshold_100": 0.31759651601957695, + "scr_metric_threshold_100": 0.31759651601957695, + "scr_dir2_threshold_100": 0.4142856980667663, + "scr_dir1_threshold_500": 0.3218883055195427, + "scr_metric_threshold_500": 0.3218883055195427, + "scr_dir2_threshold_500": 0.45714284903338315 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file diff --git a/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json new file mode 100644 index 0000000000000000000000000000000000000000..bbd9e8c8f952077ba9236c7a7a11783677a82ada --- /dev/null +++ b/scr/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json @@ -0,0 +1,323 @@ +{ + "eval_type_id": "scr", + "eval_config": { + "random_seed": 42, + "dataset_names": [ + "LabHC/bias_in_bios_class_set1", + "canrager/amazon_reviews_mcauley_1and5" + ], + "perform_scr": true, + "early_stopping_patience": 20, + "train_set_size": 4000, + "test_set_size": 1000, + "context_length": 128, + "probe_train_batch_size": 16, + "probe_test_batch_size": 500, + "probe_epochs": 20, + "probe_lr": 0.001, + "probe_l1_penalty": 0.001, + "sae_batch_size": 125, + "llm_batch_size": 32, + "llm_dtype": "bfloat16", + "lower_vram_usage": false, + "model_name": "gemma-2-2b", + "n_values": [ + 2, + 5, + 10, + 20, + 50, + 100, + 500 + ], + "column1_vals_lookup": { + "LabHC/bias_in_bios_class_set1": [ + [ + "professor", + "nurse" + ], + [ + "architect", + "journalist" + ], + [ + "surgeon", + "psychologist" + ], + [ + "attorney", + "teacher" + ] + ], + "canrager/amazon_reviews_mcauley_1and5": [ + [ + "Books", + "CDs_and_Vinyl" + ], + [ + "Software", + "Electronics" + ], + [ + "Pet_Supplies", + "Office_Products" + ], + [ + "Industrial_and_Scientific", + "Toys_and_Games" + ] + ] + } + }, + "eval_id": "d6653335-94bf-462e-ada5-8426a6de0b5a", + "datetime_epoch_millis": 1736911345338, + "eval_result_metrics": { + "scr_metrics": { + "scr_dir1_threshold_2": 0.35716708348018067, + "scr_metric_threshold_2": 0.1681307931148961, + "scr_dir2_threshold_2": 0.15673185510406887, + "scr_dir1_threshold_5": 0.3780536001752757, + "scr_metric_threshold_5": 0.24275125191399605, + "scr_dir2_threshold_5": 0.22634005989614692, + "scr_dir1_threshold_10": 0.2655526175636195, + "scr_metric_threshold_10": 0.27592317775095576, + "scr_dir2_threshold_10": 0.257299609933676, + "scr_dir1_threshold_20": -0.24308489853841217, + "scr_metric_threshold_20": 0.17999895215855785, + "scr_dir2_threshold_20": 0.11892191185136486, + "scr_dir1_threshold_50": -0.33553916165804726, + "scr_metric_threshold_50": 0.21323459879731335, + "scr_dir2_threshold_50": 0.12513681259133233, + "scr_dir1_threshold_100": -1.25539059006802, + "scr_metric_threshold_100": 0.3175608330245299, + "scr_dir2_threshold_100": 0.1352315190278904, + "scr_dir1_threshold_500": -0.9298430036997403, + "scr_metric_threshold_500": 0.05083019492697691, + "scr_dir2_threshold_500": -0.013406959343548991 + } + }, + "eval_result_details": [ + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_professor_nurse_results", + "scr_dir1_threshold_2": 0.4461545374266748, + "scr_metric_threshold_2": 0.0, + "scr_dir2_threshold_2": 0.0, + "scr_dir1_threshold_5": 0.46153895530476774, + "scr_metric_threshold_5": 0.08374378812458251, + "scr_dir2_threshold_5": 0.08374378812458251, + "scr_dir1_threshold_10": 0.47692337318286065, + "scr_metric_threshold_10": 0.12807877795802716, + "scr_dir2_threshold_10": 0.12807877795802716, + "scr_dir1_threshold_20": 0.29230760766203984, + "scr_metric_threshold_20": 0.1748767901578936, + "scr_dir2_threshold_20": 0.1748767901578936, + "scr_dir1_threshold_50": -0.9076925757368739, + "scr_metric_threshold_50": -0.08128091256762411, + "scr_dir2_threshold_50": -0.08128091256762411, + "scr_dir1_threshold_100": -2.35384619616898, + "scr_metric_threshold_100": 0.3029555681159207, + "scr_dir2_threshold_100": 0.3029555681159207, + "scr_dir1_threshold_500": -1.8461539872299337, + "scr_metric_threshold_500": 0.14285705896602094, + "scr_dir2_threshold_500": 0.14285705896602094 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_architect_journalist_results", + "scr_dir1_threshold_2": 0.523364465156905, + "scr_metric_threshold_2": 0.23054767220674943, + "scr_dir2_threshold_2": 0.23054767220674943, + "scr_dir1_threshold_5": 0.4018690235198829, + "scr_metric_threshold_5": 0.2622478955438056, + "scr_dir2_threshold_5": 0.2622478955438056, + "scr_dir1_threshold_10": 0.2056076276124383, + "scr_metric_threshold_10": 0.2997119051602506, + "scr_dir2_threshold_10": 0.2997119051602506, + "scr_dir1_threshold_20": -2.3738319995632704, + "scr_metric_threshold_20": -0.34582133653881497, + "scr_dir2_threshold_20": -0.34582133653881497, + "scr_dir1_threshold_50": -3.1214959986898116, + "scr_metric_threshold_50": -0.3342939357513466, + "scr_dir2_threshold_50": -0.3342939357513466, + "scr_dir1_threshold_100": -2.7196264181171395, + "scr_metric_threshold_100": -0.24207490122290864, + "scr_dir2_threshold_100": -0.24207490122290864, + "scr_dir1_threshold_500": -3.102804092332614, + "scr_metric_threshold_500": -0.2622478955438056, + "scr_dir2_threshold_500": -0.2622478955438056 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_surgeon_psychologist_results", + "scr_dir1_threshold_2": 0.4062502910382569, + "scr_metric_threshold_2": 0.015189978091145603, + "scr_dir2_threshold_2": 0.015189978091145603, + "scr_dir1_threshold_5": 0.4062502910382569, + "scr_metric_threshold_5": 0.04556963247779803, + "scr_dir2_threshold_5": 0.04556963247779803, + "scr_dir1_threshold_10": 0.03125052386886235, + "scr_metric_threshold_10": 0.13670889743339407, + "scr_dir2_threshold_10": 0.13670889743339407, + "scr_dir1_threshold_20": 0.4687504074535596, + "scr_metric_threshold_20": 0.22278493695715454, + "scr_dir2_threshold_20": 0.22278493695715454, + "scr_dir1_threshold_50": 0.17187555297268803, + "scr_metric_threshold_50": 0.2101265715819267, + "scr_dir2_threshold_50": 0.2101265715819267, + "scr_dir1_threshold_100": -5.9531237485354955, + "scr_metric_threshold_100": 0.05316462152337083, + "scr_dir2_threshold_100": 0.05316462152337083, + "scr_dir1_threshold_500": -1.7968748544808715, + "scr_metric_threshold_500": -0.1468353482970653, + "scr_dir2_threshold_500": -0.1468353482970653 + }, + { + "dataset_name": "LabHC/bias_in_bios_class_set1_scr_attorney_teacher_results", + "scr_dir1_threshold_2": 0.4919353481944361, + "scr_metric_threshold_2": 0.07058820848233766, + "scr_dir2_threshold_2": 0.07058820848233766, + "scr_dir1_threshold_5": 0.3145158925674458, + "scr_metric_threshold_5": 0.17352947002876626, + "scr_dir2_threshold_5": 0.17352947002876626, + "scr_dir1_threshold_10": -0.4112902721865048, + "scr_metric_threshold_10": 0.25588240914279226, + "scr_dir2_threshold_10": 0.25588240914279226, + "scr_dir1_threshold_20": -2.0483869494682447, + "scr_metric_threshold_20": 0.07352934731331166, + "scr_dir2_threshold_20": 0.07352934731331166, + "scr_dir1_threshold_50": -0.05645184161509343, + "scr_metric_threshold_50": -0.0500000613577273, + "scr_dir2_threshold_50": -0.0500000613577273, + "scr_dir1_threshold_100": 0.5241934747341225, + "scr_metric_threshold_100": 0.4294117038637662, + "scr_dir2_threshold_100": 0.4294117038637662, + "scr_dir1_threshold_500": 0.16935504416271105, + "scr_metric_threshold_500": 0.17058815588999998, + "scr_dir2_threshold_500": 0.17058815588999998 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Books_CDs_and_Vinyl_results", + "scr_dir1_threshold_2": 0.2228261151250661, + "scr_metric_threshold_2": 0.5176469488264898, + "scr_dir2_threshold_2": 0.5176469488264898, + "scr_dir1_threshold_5": 0.3858694243746696, + "scr_metric_threshold_5": 0.6352941313966888, + "scr_dir2_threshold_5": 0.6352941313966888, + "scr_dir1_threshold_10": 0.47282611512506606, + "scr_metric_threshold_10": 0.33725477363090467, + "scr_dir2_threshold_10": 0.33725477363090467, + "scr_dir1_threshold_20": 0.1630433092496035, + "scr_metric_threshold_20": 0.25098020424525325, + "scr_dir2_threshold_20": 0.25098020424525325, + "scr_dir1_threshold_50": 0.1576085970622687, + "scr_metric_threshold_50": 0.8078430364242822, + "scr_dir2_threshold_50": 0.8078430364242822, + "scr_dir1_threshold_100": -0.1521738848749339, + "scr_metric_threshold_100": 0.8980391240220748, + "scr_dir2_threshold_100": 0.8980391240220748, + "scr_dir1_threshold_500": -0.28804363318786347, + "scr_metric_threshold_500": 0.6980391240220748, + "scr_dir2_threshold_500": 0.6980391240220748 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Software_Electronics_results", + "scr_dir1_threshold_2": 0.25257713270943044, + "scr_metric_threshold_2": 0.07258066454365199, + "scr_dir2_threshold_2": 0.07258066454365199, + "scr_dir1_threshold_5": 0.34536066953834055, + "scr_metric_threshold_5": 0.14112912335516434, + "scr_dir2_threshold_5": 0.14112912335516434, + "scr_dir1_threshold_10": 0.4896905474409945, + "scr_metric_threshold_10": 0.23790326263293876, + "scr_dir2_threshold_10": 0.23790326263293876, + "scr_dir1_threshold_20": 0.5670100590516103, + "scr_metric_threshold_20": 0.07661287027579163, + "scr_dir2_threshold_20": 0.07661287027579163, + "scr_dir1_threshold_50": 0.2061853642949754, + "scr_metric_threshold_50": 0.5080646518055639, + "scr_dir2_threshold_50": 0.5080646518055639, + "scr_dir1_threshold_100": -0.3608250019970628, + "scr_metric_threshold_100": 0.5524193955416692, + "scr_dir2_threshold_100": 0.5524193955416692, + "scr_dir1_threshold_500": 0.030927743196160724, + "scr_metric_threshold_500": -0.04838694946824491, + "scr_dir2_threshold_500": -0.04838694946824491 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Pet_Supplies_Office_Products_results", + "scr_dir1_threshold_2": 0.34684694118095594, + "scr_metric_threshold_2": 0.27111103575907436, + "scr_dir2_threshold_2": 0.27111103575907436, + "scr_dir1_threshold_5": 0.4729730527941422, + "scr_metric_threshold_5": 0.3644444821204628, + "scr_dir2_threshold_5": 0.3644444821204628, + "scr_dir1_threshold_10": 0.5675675022593382, + "scr_metric_threshold_10": 0.519999872843438, + "scr_dir2_threshold_10": 0.519999872843438, + "scr_dir1_threshold_20": 0.6216216651604412, + "scr_metric_threshold_20": 0.622222092710909, + "scr_dir2_threshold_20": 0.622222092710909, + "scr_dir1_threshold_50": 0.5180180543003676, + "scr_metric_threshold_50": 0.29777788609633066, + "scr_dir2_threshold_50": 0.29777788609633066, + "scr_dir1_threshold_100": 0.5945947179545834, + "scr_metric_threshold_100": 0.16888881589160326, + "scr_dir2_threshold_100": 0.16888881589160326, + "scr_dir1_threshold_500": 0.0, + "scr_metric_threshold_500": 0.45777766357234706, + "scr_dir2_threshold_500": 0.45777766357234706 + }, + { + "dataset_name": "canrager/amazon_reviews_mcauley_1and5_scr_Industrial_and_Scientific_Toys_and_Games_results", + "scr_dir1_threshold_2": 0.1673818370097199, + "scr_metric_threshold_2": 0.1673818370097199, + "scr_dir2_threshold_2": 0.07619033292310208, + "scr_dir1_threshold_5": 0.23605149226469982, + "scr_metric_threshold_5": 0.23605149226469982, + "scr_dir2_threshold_5": 0.10476195612190681, + "scr_dir1_threshold_10": 0.2918455232059005, + "scr_metric_threshold_10": 0.2918455232059005, + "scr_dir2_threshold_10": 0.14285698066766273, + "scr_dir1_threshold_20": 0.36480671214696403, + "scr_metric_threshold_20": 0.36480671214696403, + "scr_dir2_threshold_20": -0.12380961031057988, + "scr_dir1_threshold_50": 0.3476395541471012, + "scr_metric_threshold_50": 0.3476395541471012, + "scr_dir2_threshold_50": -0.35714273550074704, + "scr_dir1_threshold_100": 0.37768233646074334, + "scr_metric_threshold_100": 0.37768233646074334, + "scr_dir2_threshold_100": -1.0809521755123728, + "scr_dir1_threshold_500": -0.6051502497255117, + "scr_metric_threshold_500": -0.6051502497255117, + "scr_dir2_threshold_500": -1.1190474838897189 + } + ], + "sae_bench_commit_hash": "ec5efa820ceb6e88d53667f247bb2a09efca609f", + "sae_lens_id": "custom_sae", + "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatroyshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4", + "sae_lens_version": "5.3.1", + "sae_cfg_dict": { + "model_name": "gemma-2-2b", + "d_in": 2304, + "d_sae": 16384, + "hook_layer": 12, + "hook_name": "blocks.12.hook_resid_post", + "context_size": null, + "hook_head_index": null, + "architecture": "matryoshka_batch_topk", + "apply_b_dec_to_input": null, + "finetuning_scaling_factor": null, + "activation_fn_str": "", + "prepend_bos": true, + "normalize_activations": "none", + "dtype": "bfloat16", + "device": "", + "dataset_path": "", + "dataset_trust_remote_code": true, + "seqpos_slice": [ + null + ], + "training_tokens": -100000, + "sae_lens_training_version": null, + "neuronpedia_id": null + }, + "eval_result_unstructured": null +} \ No newline at end of file