{ "author_history": "/scratch/yurenh2/sdil-contrastive-bias/dualprop/runs/dp-bias-c1-s1993-oracle/2026_08_06_16_14_12/hist.npy", "command": [ "/scratch/yurenh2/venvs/dualprop/bin/python", "train.py", "--model", "miniCNN", "--dataset", "cifar10", "--num-epochs", "130", "--batch-size", "100", "--learning-rate", "0.025", "--learning-rate-final", "2e-6", "--warmup-learning-rate", "0.001", "--warmup-epochs", "10", "--decay-epochs", "120", "--momentum", "0.9", "--weight-decay", "5e-4", "--dtype", "float32", "--param-dtype", "float32", "--percent-train", "90", "--percent-val", "10", "--seeds", "1993", "--feedback-seed", "1729", "--gradient-diagnostics", "none", "--spectral-diagnostics", "none", "--test-policy", "none", "--early-stop-policy", "none", "--learning-algorithm", "dualprop-lagr-ff", "--experiment-name", "dp-bias-c1-s1993-oracle", "--optimizer-schedule", "author", "--loss", "sce", "--alpha", "0.0", "--beta", "0.1", "--inference-sequence", "fwK", "--inference-passes-nudged", "16", "--dp-bias-kind", "activity", "--dp-bias-rule", "oracle", "--dp-bias-ratio", "4.0", "--dp-bias-seed", "6100", "--dp-bias-calibration-examples", "64" ], "completed_unix_time": 1786052208.972529, "condition": "oracle", "driver_wall_seconds": 1365.2757115364075, "experiment_name": "dp-bias-c1-s1993-oracle", "hardware": { "cuda_visible_devices": "5", "memory_total_mib": 8192, "name": "NVIDIA GeForce GTX 1080", "physical_index": 5, "uuid": "GPU-f4aed756-228e-7522-94e7-fb543c02cc74" }, "history": { "best_epoch": 129, "best_validation_accuracy": 83.19999694824219, "curves": { "instruction_observations_for_predictor": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "maximum_used_clean_difference_relative_error": [ 7.405615320976722e-08, 8.614222934966165e-08, 9.084047292162722e-08, 9.231887077021383e-08, 9.448118731825161e-08, 9.496572062062114e-08, 9.654891641730501e-08, 9.765906838765659e-08, 9.746187856762845e-08, 9.59230561647928e-08, 9.767998676579737e-08, 9.66851985140238e-08, 9.755567731417614e-08, 9.899361685938857e-08, 9.955471114153625e-08, 9.796939792749981e-08, 9.86084671694698e-08, 1.0056041332973109e-07, 9.987267191036153e-08, 1.0042752052186188e-07, 9.950570500905087e-08, 1.0078451140316247e-07, 9.972720249606937e-08, 1.0024471919223288e-07, 1.0079839540821922e-07, 1.0266211347698118e-07, 1.0173232567467494e-07, 1.0203634559502461e-07, 1.0166514385900882e-07, 1.0143160977804655e-07, 1.0113650716903066e-07, 1.0039916986670505e-07, 1.0334970568237623e-07, 1.0204495737298203e-07, 1.0121011939645541e-07, 1.0205009459696157e-07, 1.0227125812889426e-07, 1.0382513693230067e-07, 1.0202883515830763e-07, 1.0171316944251885e-07, 1.0068046663036512e-07, 1.0334774458442553e-07, 1.0238498759918002e-07, 1.0426943930497146e-07, 1.0425691243654e-07, 1.0290967367154735e-07, 1.0426006014085942e-07, 1.0653825199824496e-07, 1.0291162766407069e-07, 1.0562879282360882e-07, 1.0392589189223145e-07, 1.0561603147607457e-07, 1.100574920087638e-07, 1.0519276827380963e-07, 1.0627588409306554e-07, 1.0365161529080069e-07, 1.082760832105123e-07, 1.0650359172359458e-07, 1.0332269084756263e-07, 1.0509510417477941e-07, 1.0664670213600402e-07, 1.100088766747831e-07, 1.0883921675031161e-07, 1.097471766797753e-07, 1.1020330248356913e-07, 1.0960067697851628e-07, 1.0842337871963537e-07, 1.0865782229529941e-07, 1.0996495802828576e-07, 1.0811500317231548e-07, 1.0793799276598293e-07, 1.1008019384917134e-07, 1.0607291756059567e-07, 1.1002479283206412e-07, 1.1052252091303671e-07, 1.0990542875788378e-07, 1.0968059882543457e-07, 1.1169309743763733e-07, 1.099952342542565e-07, 1.1356527807038219e-07, 1.1101479202579867e-07, 1.1370156727252834e-07, 1.1576774738841777e-07, 1.1451686532382155e-07, 1.1212637929247649e-07, 1.1667616206523235e-07, 1.1619557227504629e-07, 1.1415112766144375e-07, 1.1293218449281994e-07, 1.1326346083251337e-07, 1.1189468551719983e-07, 1.1355864870665755e-07, 1.1637560959343318e-07, 1.109332572468702e-07, 1.1895711082843263e-07, 1.145348207387542e-07, 1.1497650120873004e-07, 1.184519646812987e-07, 1.1465214555528291e-07, 1.1434096336415678e-07, 1.1424822332628537e-07, 1.1339499650375728e-07, 1.154504545297641e-07, 1.1701197166757993e-07, 1.1268886623838625e-07, 1.1851846437593849e-07, 1.2084686318303284e-07, 1.1442775615932987e-07, 1.2030730545120605e-07, 1.1554844547845278e-07, 1.1368899777153274e-07, 1.235928976939249e-07, 1.2037189378588664e-07, 1.182834097335217e-07, 1.1714789849293084e-07, 1.1909329344916841e-07, 1.178235891075019e-07, 1.21602710123625e-07, 1.1976604241681343e-07, 1.20997796670963e-07, 1.1748448969228775e-07, 1.1498680407839856e-07, 1.1784617726107172e-07, 1.196472965148132e-07, 1.1510633157740813e-07, 1.2078703548468184e-07, 1.1661165899568005e-07, 1.1531417243304531e-07, 1.1331293592320435e-07, 1.1862815085805778e-07 ], "neutral_observations": [ 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0 ], "post_bias_raw_bias_rms_ratio": [ 1.1546688050145804e-08, 8.738388679319087e-09, 7.869418894301816e-09, 7.4190018573006e-09, 6.981943023731674e-09, 6.767278293295931e-09, 6.5153189510169796e-09, 6.368956917413016e-09, 6.276867470234038e-09, 6.096825710955045e-09, 6.044734934818052e-09, 5.802161862078492e-09, 5.823892923473295e-09, 5.767616162444256e-09, 5.7116649188060364e-09, 5.563412397435741e-09, 5.599197105965459e-09, 5.617415865799558e-09, 5.571888728184149e-09, 5.4879518707195984e-09, 5.44799094726045e-09, 5.499858790614098e-09, 5.400392133481091e-09, 5.378236078712462e-09, 5.3437521074783945e-09, 5.382482015647838e-09, 5.401940672555838e-09, 5.31778887591372e-09, 5.265398339560079e-09, 5.283603776717882e-09, 5.246164391792263e-09, 5.222110299740734e-09, 5.3252966480954456e-09, 5.238681488606289e-09, 5.130072366910099e-09, 5.152795967688917e-09, 5.135149194757105e-09, 5.224456423036372e-09, 5.113997669781156e-09, 5.046743023484623e-09, 5.046720374934921e-09, 5.124338731121725e-09, 5.02299934979078e-09, 5.0637791737528914e-09, 5.079661136164759e-09, 4.980326817616287e-09, 5.051865148431034e-09, 5.1253228328107525e-09, 4.9577426608493624e-09, 5.0358934799987765e-09, 4.969772593454991e-09, 4.976713263715737e-09, 5.167933192495866e-09, 4.944523457339756e-09, 4.915333473576311e-09, 4.925750030082554e-09, 4.9606567742443985e-09, 4.8927808471432854e-09, 4.770165151768424e-09, 4.831553379602838e-09, 4.85612883238673e-09, 4.943395914835946e-09, 4.883127679988775e-09, 4.896370864315713e-09, 4.887559690303078e-09, 4.869466163626157e-09, 4.751967264127188e-09, 4.7665591473844415e-09, 4.8335793145781736e-09, 4.727005897819936e-09, 4.713743173567764e-09, 4.753584192940252e-09, 4.614311155393125e-09, 4.695529742804183e-09, 4.687752408472079e-09, 4.661875774303326e-09, 4.6254369223674985e-09, 4.660285046753643e-09, 4.657926044870919e-09, 4.650555496255038e-09, 4.527024977107885e-09, 4.646526718943278e-09, 4.684594934190045e-09, 4.659516772420602e-09, 4.61302285259535e-09, 4.675383635799335e-09, 4.619709503828062e-09, 4.56921656066811e-09, 4.548616150401585e-09, 4.515861906639884e-09, 4.445097179228696e-09, 4.472476611283582e-09, 4.5444217278145516e-09, 4.368368777818432e-09, 4.574877809915279e-09, 4.452035184954184e-09, 4.410215748151813e-09, 4.510182005645902e-09, 4.394982155986327e-09, 4.372986861511663e-09, 4.347074256116912e-09, 4.3099959157189005e-09, 4.342674664314927e-09, 4.368074790761511e-09, 4.293372768415793e-09, 4.375359186070682e-09, 4.4027399503931974e-09, 4.304269385357884e-09, 4.405789510997238e-09, 4.29311430849566e-09, 4.2241947717513995e-09, 4.4458552395099105e-09, 4.361344618786234e-09, 4.306446310664569e-09, 4.2756473916938376e-09, 4.288605026658843e-09, 4.274551379523928e-09, 4.349602900077798e-09, 4.313385648657686e-09, 4.334014036544431e-09, 4.2787458021109614e-09, 4.207290071889247e-09, 4.277509901839949e-09, 4.3232355473321604e-09, 4.2186591997506184e-09, 4.344899107167066e-09, 4.233073003234722e-09, 4.215273907703931e-09, 4.1676977424742745e-09, 4.293065458682577e-09 ], "raw_bias_clean_difference_rms_ratio": [ 5.653283596038818, 7.7041120529174805, 8.078044891357422, 8.022562026977539, 8.015658378601074, 7.728899002075195, 7.670470714569092, 7.671237468719482, 7.463231563568115, 7.383095741271973, 7.284750461578369, 7.410208225250244, 7.358292102813721, 7.323864459991455, 7.359594345092773, 7.300378799438477, 7.320624828338623, 7.322638988494873, 7.385973930358887, 7.410856246948242, 7.375748634338379, 7.327857971191406, 7.390649795532227, 7.381201267242432, 7.479819297790527, 7.503313064575195, 7.375954627990723, 7.545370101928711, 7.512575626373291, 7.44870662689209, 7.50665807723999, 7.477698802947998, 7.51475715637207, 7.5850043296813965, 7.63949728012085, 7.719409942626953, 7.7251996994018555, 7.675200939178467, 7.669122219085693, 7.735006332397461, 7.647367000579834, 7.719472885131836, 7.791913986206055, 7.822059631347656, 7.796066761016846, 7.857071876525879, 7.74758243560791, 7.824134349822998, 7.876728057861328, 7.869646072387695, 7.832303524017334, 7.958860874176025, 7.9116291999816895, 7.925281047821045, 7.987068176269531, 7.886240005493164, 7.979101657867432, 8.026086807250977, 7.991604804992676, 8.05604076385498, 8.118108749389648, 8.150814056396484, 8.150824546813965, 8.133886337280273, 8.230474472045898, 8.190682411193848, 8.328262329101562, 8.24886417388916, 8.178791046142578, 8.289475440979004, 8.311262130737305, 8.304606437683105, 8.336316108703613, 8.384964942932129, 8.378129005432129, 8.42064380645752, 8.395373344421387, 8.410752296447754, 8.372556686401367, 8.543325424194336, 8.590201377868652, 8.452716827392578, 8.459890365600586, 8.518949508666992, 8.425703048706055, 8.536510467529297, 8.559418678283691, 8.548542022705078, 8.492437362670898, 8.546830177307129, 8.574997901916504, 8.599225044250488, 8.570527076721191, 8.646113395690918, 8.633721351623535, 8.626992225646973, 8.734045028686523, 8.66370964050293, 8.678391456604004, 8.72479248046875, 8.717967987060547, 8.698145866394043, 8.70083999633789, 8.744443893432617, 8.668360710144043, 8.762539863586426, 8.789739608764648, 8.656681060791016, 8.785409927368164, 8.729222297668457, 8.76577377319336, 8.765355110168457, 8.789122581481934, 8.804421424865723, 8.83195972442627, 8.846914291381836, 8.81881332397461, 8.855581283569336, 8.859007835388184, 8.847957611083984, 8.800448417663574, 8.832536697387695, 8.859362602233887, 8.825654029846191, 8.808206558227539, 8.810586929321289, 8.852289199829102, 8.832140922546387, 8.819292068481445, 8.79919719696045 ], "train_accuracy": [ 38.99555587768555, 51.09111022949219, 56.891109466552734, 59.22444534301758, 62.12888717651367, 62.98666763305664, 64.07333374023438, 64.74888610839844, 65.27333068847656, 65.1866683959961, 65.74444580078125, 66.22222137451172, 66.72444152832031, 67.02222442626953, 67.54222106933594, 67.92666625976562, 68.13333129882812, 68.3022232055664, 68.40666961669922, 68.98444366455078, 68.87999725341797, 69.0199966430664, 69.54444122314453, 69.72444152832031, 69.77777862548828, 70.04000091552734, 70.38666534423828, 70.7955551147461, 70.67333221435547, 70.8155517578125, 70.62444305419922, 71.36000061035156, 71.0999984741211, 71.37555694580078, 71.12222290039062, 71.86444091796875, 71.49333190917969, 71.586669921875, 71.9022216796875, 72.31777954101562, 72.38888549804688, 72.46888732910156, 72.62889099121094, 72.83110809326172, 72.95111083984375, 72.86222076416016, 73.21111297607422, 73.42666625976562, 73.3822250366211, 73.77777862548828, 73.97333526611328, 74.17333221435547, 74.21111297607422, 74.27999877929688, 74.37333679199219, 74.05777740478516, 74.64666748046875, 74.74444580078125, 75.24222564697266, 75.37110900878906, 75.4111099243164, 75.78221893310547, 76.04000091552734, 76.16000366210938, 76.18000030517578, 76.32444763183594, 76.36000061035156, 76.77333068847656, 76.62444305419922, 77.00666809082031, 77.07111358642578, 77.23110961914062, 77.3822250366211, 77.78888702392578, 77.85111236572266, 77.92222595214844, 78.41777801513672, 78.32888793945312, 78.42888641357422, 78.86444091796875, 79.0199966430664, 78.804443359375, 79.2933349609375, 79.42888641357422, 79.12666320800781, 79.66222381591797, 79.92222595214844, 80.0977783203125, 79.87333679199219, 80.36222076416016, 80.8133316040039, 80.804443359375, 80.92666625976562, 81.0888900756836, 81.04666900634766, 81.23110961914062, 81.54222106933594, 81.54222106933594, 81.78221893310547, 82.12889099121094, 82.35111236572266, 82.2955551147461, 82.49555206298828, 82.49333190917969, 82.7044448852539, 82.87110900878906, 83.19999694824219, 82.96666717529297, 83.03555297851562, 83.23555755615234, 83.38888549804688, 83.36666870117188, 83.51555633544922, 83.64888763427734, 83.74444580078125, 83.8933334350586, 83.84222412109375, 83.89778137207031, 83.72222137451172, 83.695556640625, 83.58000183105469, 83.7155532836914, 83.87777709960938, 83.75777435302734, 83.64444732666016, 83.63555908203125, 83.7066650390625, 83.8066635131836, 83.94889068603516, 83.72000122070312 ], "train_loss": [ 1.6999645233154297, 1.3736752271652222, 1.2248798608779907, 1.162874460220337, 1.0893735885620117, 1.0621247291564941, 1.0292332172393799, 1.0187777280807495, 1.0076103210449219, 1.0128448009490967, 0.997495710849762, 0.9847140908241272, 0.9741368293762207, 0.9594143629074097, 0.9405304789543152, 0.932173490524292, 0.925999641418457, 0.9236860871315002, 0.9180060625076294, 0.9003586769104004, 0.902909517288208, 0.8980801701545715, 0.8825611472129822, 0.8793378472328186, 0.8729716539382935, 0.8695119023323059, 0.8665925860404968, 0.8504505753517151, 0.8547175526618958, 0.848450243473053, 0.8550570607185364, 0.8369228839874268, 0.8411409258842468, 0.8398156762123108, 0.8328233957290649, 0.8237424492835999, 0.8263987898826599, 0.8263462781906128, 0.8150817155838013, 0.8007585406303406, 0.803396463394165, 0.8060184717178345, 0.7898924946784973, 0.7880336046218872, 0.7890546321868896, 0.7829767465591431, 0.775829017162323, 0.7774108648300171, 0.7687017321586609, 0.7619604468345642, 0.7580640912055969, 0.7543692588806152, 0.7508824467658997, 0.7418185472488403, 0.7388712763786316, 0.7460146546363831, 0.7255803942680359, 0.7277068495750427, 0.7195823788642883, 0.7155432105064392, 0.7101117372512817, 0.7065384387969971, 0.7006295323371887, 0.6912498474121094, 0.6926472783088684, 0.6906432509422302, 0.6759634017944336, 0.6748855710029602, 0.6760959625244141, 0.6677953600883484, 0.663629949092865, 0.6570051908493042, 0.6518462300300598, 0.6451237201690674, 0.6362733840942383, 0.637096107006073, 0.6271558403968811, 0.6255435943603516, 0.6271497011184692, 0.6131048202514648, 0.6041305661201477, 0.6090487837791443, 0.5994855165481567, 0.5956752300262451, 0.5943506956100464, 0.584838330745697, 0.5820420980453491, 0.5739111304283142, 0.5756893754005432, 0.5652528405189514, 0.5598747730255127, 0.5554453730583191, 0.5548022985458374, 0.5463356971740723, 0.5437644720077515, 0.5407708287239075, 0.5332094430923462, 0.532047688961029, 0.5267162919044495, 0.5175989270210266, 0.5146481990814209, 0.5115882158279419, 0.5110401511192322, 0.5049670934677124, 0.5014824271202087, 0.496200829744339, 0.48899421095848083, 0.49497389793395996, 0.4892781972885132, 0.48721417784690857, 0.48340439796447754, 0.4806862473487854, 0.4807865023612976, 0.47559431195259094, 0.47077181935310364, 0.47204628586769104, 0.47275397181510925, 0.4680967330932617, 0.4717417359352112, 0.4691166877746582, 0.47363534569740295, 0.4714795649051666, 0.4708103537559509, 0.4725724756717682, 0.47290077805519104, 0.4750230014324188, 0.4706812798976898, 0.4728105366230011, 0.47144752740859985, 0.4720219373703003 ], "train_time": [ 18.755926847457886, 9.864384889602661, 9.98052453994751, 10.070132970809937, 9.948674201965332, 9.837749242782593, 9.927746057510376, 10.001814126968384, 9.93734359741211, 10.1389319896698, 10.017022371292114, 9.967081308364868, 9.983391523361206, 10.034980535507202, 10.077215909957886, 10.05683708190918, 10.022114038467407, 10.087248802185059, 10.097890853881836, 9.967721939086914, 10.176225423812866, 9.99332308769226, 10.048591375350952, 9.96475338935852, 10.005385160446167, 10.040153741836548, 10.049476146697998, 9.950893878936768, 10.03746247291565, 10.10502576828003, 10.045244455337524, 10.020796298980713, 9.960679292678833, 9.928351163864136, 9.973706722259521, 9.939688444137573, 10.002355813980103, 10.061483383178711, 10.004997730255127, 9.940978527069092, 10.009881258010864, 9.982934713363647, 9.9253089427948, 10.051011562347412, 10.033569574356079, 9.967345952987671, 9.976145505905151, 10.023208379745483, 10.017979621887207, 10.049238920211792, 10.01444935798645, 10.046590089797974, 10.026606321334839, 9.927813291549683, 9.97467041015625, 10.074855327606201, 9.936826705932617, 10.100759267807007, 10.374047994613647, 10.067174196243286, 10.045907974243164, 10.030536890029907, 10.082224130630493, 10.000292778015137, 9.982065916061401, 10.059160470962524, 10.059629678726196, 10.090331792831421, 10.059850931167603, 10.153104305267334, 10.176772356033325, 10.020405292510986, 10.028961420059204, 10.044919490814209, 10.049513578414917, 10.00260591506958, 10.038864850997925, 10.110201597213745, 10.066373825073242, 9.953986644744873, 9.947025775909424, 10.062995433807373, 10.131871938705444, 10.092266082763672, 10.031134843826294, 10.06428575515747, 10.001691818237305, 9.98896050453186, 10.024917364120483, 10.14868450164795, 10.048189878463745, 9.992653846740723, 10.073096513748169, 10.0389084815979, 9.968766689300537, 9.942549228668213, 9.99854564666748, 9.970921516418457, 10.204229354858398, 10.03166389465332, 10.08107042312622, 10.07288670539856, 9.965380191802979, 10.05851697921753, 9.97146487236023, 10.076583623886108, 10.139770746231079, 10.143117189407349, 10.01796841621399, 10.007502317428589, 9.986648321151733, 10.08750295639038, 10.073030948638916, 10.034095525741577, 9.990341663360596, 9.983097553253174, 9.953125238418579, 10.048712730407715, 10.160290241241455, 10.03778886795044, 10.007333993911743, 10.11544680595398, 10.182418823242188, 10.230251789093018, 10.192116260528564, 10.04626750946045, 10.120067834854126, 10.001025676727295, 10.005712270736694, 9.940893650054932 ], "used_clean_difference_rms_ratio": [ 6.35539691984377e-08, 6.698688537198905e-08, 6.338837721386881e-08, 5.928848167968681e-08, 5.5672277454732466e-08, 5.2123091620615014e-08, 4.977322376475968e-08, 4.865699310130367e-08, 4.654621577060425e-08, 4.478228987636612e-08, 4.392143182485597e-08, 4.28020783260763e-08, 4.2608562011992035e-08, 4.2016019108359615e-08, 4.179365831191717e-08, 4.0414708024627544e-08, 4.076122195328935e-08, 4.0894047259598665e-08, 4.07861833195966e-08, 4.0506169085574584e-08, 3.992133557062516e-08, 4.007011256135229e-08, 3.9793160766521396e-08, 3.950873406211031e-08, 3.9765474468822504e-08, 4.011951659776969e-08, 3.966028927493426e-08, 3.990304264789302e-08, 3.940228410215241e-08, 3.9093464465622674e-08, 3.915490864869753e-08, 3.8791533540916134e-08, 3.981384466555937e-08, 3.944683157897089e-08, 3.902023237856156e-08, 3.9582722877185006e-08, 3.945679694083992e-08, 3.990407648757355e-08, 3.904167300561312e-08, 3.882525234644163e-08, 3.82397331577522e-08, 3.92782553149118e-08, 3.892159483598334e-08, 3.939454984447366e-08, 3.942674453583095e-08, 3.889023147962689e-08, 3.892976607744458e-08, 3.985902807812636e-08, 3.8817596248463815e-08, 3.935307901770102e-08, 3.865465814101299e-08, 3.9277185948094484e-08, 4.064064640374454e-08, 3.894271927151749e-08, 3.9065501056256835e-08, 3.85935550184513e-08, 3.938415460424949e-08, 3.910487933467266e-08, 3.791851455048345e-08, 3.871527809451436e-08, 3.926958669353553e-08, 4.009335086152532e-08, 3.961644878813786e-08, 3.961967820487189e-08, 4.002716025297559e-08, 3.974475148993406e-08, 3.9388226014125394e-08, 3.911017998348143e-08, 3.933530479116598e-08, 3.8924721224020686e-08, 3.892311539743787e-08, 3.918925273183049e-08, 3.8255794976294055e-08, 3.91169550084669e-08, 3.908667167706881e-08, 3.910530210760044e-08, 3.866768949478683e-08, 3.897258338270149e-08, 3.8838265936647076e-08, 3.9450949174124617e-08, 3.857227781622896e-08, 3.9109451677177276e-08, 3.943473458889457e-08, 3.9414402408510796e-08, 3.871767617624755e-08, 3.963218020430759e-08, 3.923750924172964e-08, 3.8737361762741784e-08, 3.845542906333321e-08, 3.836658279965377e-08, 3.7956208842615524e-08, 3.821552851945853e-08, 3.871054232718052e-08, 3.7547263076476156e-08, 3.929618586084871e-08, 3.816002092094095e-08, 3.823431526939203e-08, 3.889789823574574e-08, 3.795542369289251e-08, 3.792715830286397e-08, 3.767033618373716e-08, 3.7285349918647626e-08, 3.7570401900666184e-08, 3.799004133497874e-08, 3.7005520425736904e-08, 3.811548054954983e-08, 3.842433926593003e-08, 3.708468199192794e-08, 3.835259931861401e-08, 3.7183312429078796e-08, 3.6873476716436926e-08, 3.879373267068331e-08, 3.813402571495317e-08, 3.766871259358595e-08, 3.7453581569479866e-08, 3.772753132125217e-08, 3.746358245848569e-08, 3.830237105262313e-08, 3.792911584810099e-08, 3.814738036567178e-08, 3.7417919429572066e-08, 3.693951100558479e-08, 3.7695716770258514e-08, 3.795227598857309e-08, 3.692986183523317e-08, 3.807532067412467e-08, 3.7224008764269456e-08, 3.704897721945599e-08, 3.6516251356033536e-08, 3.755337729671737e-08 ], "val_accuracy": [ 53.52000045776367, 59.0, 64.83999633789062, 65.63999938964844, 65.19999694824219, 68.62000274658203, 69.22000122070312, 69.31999969482422, 68.45999908447266, 72.05999755859375, 70.33999633789062, 67.12000274658203, 69.66000366210938, 70.0199966430664, 72.30000305175781, 72.95999908447266, 71.37999725341797, 71.5999984741211, 74.22000122070312, 70.9000015258789, 71.91999816894531, 71.73999786376953, 72.73999786376953, 72.30000305175781, 73.31999969482422, 73.0, 71.68000030517578, 74.5199966430664, 74.4800033569336, 74.22000122070312, 71.63999938964844, 71.18000030517578, 74.91999816894531, 73.73999786376953, 74.76000213623047, 74.23999786376953, 74.94000244140625, 75.54000091552734, 76.0, 75.54000091552734, 75.30000305175781, 74.45999908447266, 76.55999755859375, 76.18000030517578, 74.12000274658203, 76.0, 76.12000274658203, 75.58000183105469, 75.33999633789062, 77.08000183105469, 75.86000061035156, 76.55999755859375, 77.37999725341797, 77.37999725341797, 77.4000015258789, 77.26000213623047, 76.80000305175781, 74.72000122070312, 77.45999908447266, 76.63999938964844, 77.77999877929688, 77.95999908447266, 77.83999633789062, 77.5999984741211, 77.66000366210938, 77.0199966430664, 79.05999755859375, 78.41999816894531, 76.80000305175781, 78.69999694824219, 77.72000122070312, 78.55999755859375, 78.58000183105469, 79.23999786376953, 79.44000244140625, 79.12000274658203, 79.94000244140625, 79.18000030517578, 79.37999725341797, 79.9000015258789, 80.72000122070312, 79.87999725341797, 81.26000213623047, 80.72000122070312, 79.73999786376953, 80.80000305175781, 80.41999816894531, 80.87999725341797, 81.5199966430664, 81.08000183105469, 81.0, 81.0, 81.87999725341797, 81.5199966430664, 81.27999877929688, 81.08000183105469, 81.36000061035156, 82.0999984741211, 82.0199966430664, 81.80000305175781, 82.30000305175781, 82.36000061035156, 81.95999908447266, 82.23999786376953, 82.18000030517578, 82.45999908447266, 82.72000122070312, 82.91999816894531, 82.69999694824219, 82.69999694824219, 82.83999633789062, 83.04000091552734, 82.72000122070312, 83.04000091552734, 82.95999908447266, 83.0199966430664, 82.9800033569336, 83.16000366210938, 83.12000274658203, 83.13999938964844, 83.18000030517578, 83.0999984741211, 83.13999938964844, 83.16000366210938, 83.16000366210938, 83.13999938964844, 83.18000030517578, 83.16000366210938, 83.19999694824219, 83.16000366210938 ], "val_loss": [ 1.3192089796066284, 1.1511688232421875, 1.0039281845092773, 1.0021240711212158, 1.0058989524841309, 0.914376974105835, 0.8985520005226135, 0.8888351917266846, 0.9122334122657776, 0.8125603199005127, 0.8560444712638855, 0.9528972506523132, 0.8944923877716064, 0.8659999370574951, 0.8035585284233093, 0.7888801693916321, 0.8298242688179016, 0.8252143859863281, 0.7537100315093994, 0.8396438360214233, 0.8174207806587219, 0.8106228709220886, 0.8002029657363892, 0.8474892377853394, 0.7822431921958923, 0.7725020051002502, 0.8443525433540344, 0.7679422497749329, 0.7448662519454956, 0.7791827321052551, 0.8450884222984314, 0.8575275540351868, 0.7542397379875183, 0.7508121728897095, 0.7569466233253479, 0.7676061987876892, 0.7187513113021851, 0.7149717211723328, 0.7056260108947754, 0.712809681892395, 0.7353671789169312, 0.7533767819404602, 0.6909841299057007, 0.6863695383071899, 0.755138635635376, 0.7104868292808533, 0.7051101922988892, 0.7145578265190125, 0.735846757888794, 0.6573564410209656, 0.7086622714996338, 0.6741777658462524, 0.6523796916007996, 0.6722962260246277, 0.6622825860977173, 0.6953430771827698, 0.6759446859359741, 0.7282851338386536, 0.6649014353752136, 0.7137865424156189, 0.6447399854660034, 0.648898184299469, 0.6433685421943665, 0.6587786078453064, 0.6660674810409546, 0.6518160104751587, 0.5987439155578613, 0.6297531723976135, 0.6789839267730713, 0.613527238368988, 0.6561173796653748, 0.6297181844711304, 0.6259797215461731, 0.5996910929679871, 0.6093112230300903, 0.6082572340965271, 0.5745543241500854, 0.5905570387840271, 0.6005703210830688, 0.5823150873184204, 0.5704694986343384, 0.5904384255409241, 0.5494836568832397, 0.5582793951034546, 0.5712771415710449, 0.5619387030601501, 0.5715951919555664, 0.5506675839424133, 0.5455982685089111, 0.5527905821800232, 0.5387815237045288, 0.546493411064148, 0.5403245687484741, 0.5254535675048828, 0.5445420145988464, 0.5377877950668335, 0.5468614101409912, 0.5230612754821777, 0.5393974781036377, 0.5279380679130554, 0.5143417716026306, 0.5084179043769836, 0.5098900198936462, 0.516704797744751, 0.5144721269607544, 0.4987099766731262, 0.4981895089149475, 0.500246524810791, 0.5000381469726562, 0.4971832036972046, 0.49488604068756104, 0.49415647983551025, 0.4910169541835785, 0.4896705150604248, 0.49046626687049866, 0.4904150068759918, 0.4892400801181793, 0.48940780758857727, 0.4886103570461273, 0.48843106627464294, 0.48831427097320557, 0.48827052116394043, 0.4883691668510437, 0.48834019899368286, 0.488256573677063, 0.4883716106414795, 0.48830315470695496, 0.48841163516044617, 0.4884410500526428, 0.48837441205978394 ], "val_time": [ 0.8196043968200684, 0.21775197982788086, 0.20036053657531738, 0.19877982139587402, 0.1883385181427002, 0.1975691318511963, 0.20847392082214355, 0.17066121101379395, 0.21568894386291504, 0.1826796531677246, 0.20821762084960938, 0.1779017448425293, 0.2065730094909668, 0.195021390914917, 0.20227932929992676, 0.21502089500427246, 0.20008063316345215, 0.21313834190368652, 0.22243833541870117, 0.2324531078338623, 0.21166372299194336, 0.1958627700805664, 0.16657567024230957, 0.20955991744995117, 0.21152400970458984, 0.20783019065856934, 0.21483755111694336, 0.1824946403503418, 0.19404339790344238, 0.22264480590820312, 0.2041466236114502, 0.17808866500854492, 0.17815637588500977, 0.17263364791870117, 0.17826437950134277, 0.18660449981689453, 0.17704057693481445, 0.1888265609741211, 0.19944453239440918, 0.2018439769744873, 0.1803591251373291, 0.181687593460083, 0.20761609077453613, 0.20367813110351562, 0.20650100708007812, 0.183427095413208, 0.20476627349853516, 0.2096550464630127, 0.2179861068725586, 0.173203706741333, 0.20823168754577637, 0.18616318702697754, 0.1813046932220459, 0.22150182723999023, 0.19355440139770508, 0.19208908081054688, 0.16997122764587402, 0.1879286766052246, 0.1916370391845703, 0.21810054779052734, 0.1642599105834961, 0.21371245384216309, 0.21904778480529785, 0.18297958374023438, 0.20473861694335938, 0.19341492652893066, 0.21549606323242188, 0.1893312931060791, 0.22130846977233887, 0.18331551551818848, 0.20153427124023438, 0.20251798629760742, 0.19557738304138184, 0.20047807693481445, 0.20968151092529297, 0.2131791114807129, 0.21486759185791016, 0.19528675079345703, 0.1744391918182373, 0.18184614181518555, 0.20931315422058105, 0.20582795143127441, 0.18326687812805176, 0.21988987922668457, 0.2266230583190918, 0.2187178134918213, 0.21272039413452148, 0.20278167724609375, 0.20455026626586914, 0.20546984672546387, 0.16733670234680176, 0.1786341667175293, 0.21154022216796875, 0.21045279502868652, 0.18851137161254883, 0.20837092399597168, 0.21549415588378906, 0.22066521644592285, 0.213118314743042, 0.21953415870666504, 0.20988678932189941, 0.17824101448059082, 0.2116718292236328, 0.18417811393737793, 0.18041324615478516, 0.1668701171875, 0.19713163375854492, 0.20669913291931152, 0.20551753044128418, 0.20084881782531738, 0.20189547538757324, 0.19747114181518555, 0.19037818908691406, 0.19603872299194336, 0.1990206241607666, 0.17864394187927246, 0.20802998542785645, 0.19191718101501465, 0.2028825283050537, 0.1767120361328125, 0.21014881134033203, 0.19242358207702637, 0.20423150062561035, 0.20434331893920898, 0.18835830688476562, 0.19820356369018555, 0.20724225044250488, 0.21353840827941895, 0.18641018867492676, 0.18412351608276367 ] }, "dp_bias_initialization": { "bias_kind": "activity", "bias_ratio_target": 4.0, "calibration_examples": 64, "instruction_observations_for_predictor": 0, "realized_bias_difference_rms_ratio": [ 4.0, 4.000000476837158, 4.000000476837158 ] }, "epochs_completed": 130, "final_validation_accuracy": 83.16000366210938, "finite": true, "test_accuracy": NaN }, "kind": "activity", "output": "/home/yurenh2/sdil_c1_locked/results/contrastive_bias/c1/dp-bias-c1-s1993-oracle.json", "ratio": 4.0, "registry_sha256": "7e4562faf25bca213ccfdaa23a0f4328667d04234ead2d106bfd87577bcd2146", "return_code": 0, "rule": "oracle", "seed": 1993, "source": { "author_commit": "79169abac635715e2167f1bb8a089f239d06c431", "author_upstream": "7b2595b34421e1483a721dbfdeff8cdabda3a1ff", "sdil_commit": "65c0386e8a46f6e6d308b9351653418c7532eb26", "tracked_files": { "CONTRASTIVE_BIAS_CONFIRMATION.md": "754f04c96ded2fceb9d2b575d9b82a245b46e18a541b5b6f280231ac899e5220", "experiments/analyze_contrastive_bias_c1.py": "6f8b46bbd0876297c42c3ac0b15eb517bceff6a856772bfbc31fd2676a49379e", "experiments/contrastive_bias_c1.py": "6184ddefb48fb8252db5d4440b721f279335a2873a510329150a0cb745b3ae5c", "external/dualprop_patches/0020-experiment-add-neuron-specific-bias-to-Dual-Prop.patch": "7ae57542682482dc17f7073ed32c16876e60826431b2d4fbaa391d68332c38f0" } }, "stage": "contrastive_bias_c1", "status": "completed", "timeout_seconds": 3600 }