Add pytorch_model_0243.pth and related files

pytorch_model_0243.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fe75ad9a4649420dee587f0db8327e32500a2ece0661dd49844d9680d7638352
+size 102549342

training_metrics_0243.json

@@ -0,0 +1 @@
+{"0.0015": [{"training_loss": 8.645286560058594, "training_accuracy": 0.0, "fgsm_loss": 0.055398620665073395, "adversarial_accuracy": 0.0, "validation_accuracy": 0.78125}, {"training_loss": 8.639686822891235, "training_accuracy": 0.390625, "fgsm_loss": 0.05487009510397911, "adversarial_accuracy": 0.0, "validation_accuracy": 0.0}, {"training_loss": 8.632371664047241, "training_accuracy": 3.90625, "fgsm_loss": 0.05379576049745083, "adversarial_accuracy": 0.390625, "validation_accuracy": 6.25}, {"training_loss": 8.623080492019653, "training_accuracy": 15.625, "fgsm_loss": 0.05248588137328625, "adversarial_accuracy": 1.171875, "validation_accuracy": 24.21875}, {"training_loss": 8.613056421279907, "training_accuracy": 23.4375, "fgsm_loss": 0.050889020785689354, "adversarial_accuracy": 4.296875, "validation_accuracy": 26.5625}, {"training_loss": 8.602347373962402, "training_accuracy": 30.078125, "fgsm_loss": 0.049135468900203705, "adversarial_accuracy": 7.03125, "validation_accuracy": 27.34375}, {"training_loss": 8.59180736541748, "training_accuracy": 32.8125, "fgsm_loss": 0.04787705838680267, "adversarial_accuracy": 7.03125, "validation_accuracy": 28.125}, {"training_loss": 8.58378791809082, "training_accuracy": 35.546875, "fgsm_loss": 0.04623612202703953, "adversarial_accuracy": 11.71875, "validation_accuracy": 25.78125}, {"training_loss": 8.580418348312378, "training_accuracy": 33.59375, "fgsm_loss": 0.04564526118338108, "adversarial_accuracy": 7.03125, "validation_accuracy": 26.5625}, {"training_loss": 8.577216148376465, "training_accuracy": 33.984375, "fgsm_loss": 0.044970011338591576, "adversarial_accuracy": 9.765625, "validation_accuracy": 27.34375}, {"training_loss": 8.573638200759888, "training_accuracy": 34.765625, "fgsm_loss": 0.04389306716620922, "adversarial_accuracy": 12.109375, "validation_accuracy": 23.4375}, {"training_loss": 8.569044828414917, "training_accuracy": 38.671875, "fgsm_loss": 0.043652139604091644, "adversarial_accuracy": 12.109375, "validation_accuracy": 28.90625}, {"training_loss": 8.56568193435669, "training_accuracy": 37.890625, "fgsm_loss": 0.043124353513121605, "adversarial_accuracy": 10.546875, "validation_accuracy": 24.21875}, {"training_loss": 8.561797857284546, "training_accuracy": 39.453125, "fgsm_loss": 0.042248060926795006, "adversarial_accuracy": 14.0625, "validation_accuracy": 24.21875}, {"training_loss": 8.559719800949097, "training_accuracy": 39.0625, "fgsm_loss": 0.0410784799605608, "adversarial_accuracy": 14.453125, "validation_accuracy": 26.5625}, {"training_loss": 8.558951377868652, "training_accuracy": 37.5, "fgsm_loss": 0.04104059934616089, "adversarial_accuracy": 14.84375, "validation_accuracy": 26.5625}, {"training_loss": 8.557900190353394, "training_accuracy": 35.546875, "fgsm_loss": 0.04182871989905834, "adversarial_accuracy": 12.5, "validation_accuracy": 26.5625}, {"training_loss": 8.556421518325806, "training_accuracy": 37.890625, "fgsm_loss": 0.0413189809769392, "adversarial_accuracy": 12.5, "validation_accuracy": 25.0}, {"training_loss": 8.555190086364746, "training_accuracy": 36.328125, "fgsm_loss": 0.041298411786556244, "adversarial_accuracy": 13.28125, "validation_accuracy": 26.5625}, {"training_loss": 8.553604125976562, "training_accuracy": 35.546875, "fgsm_loss": 0.04051630198955536, "adversarial_accuracy": 11.328125, "validation_accuracy": 23.4375}], "0.0055": [{"training_loss": 8.552398204803467, "training_accuracy": 37.5, "fgsm_loss": 0.04017414525151253, "adversarial_accuracy": 14.0625, "validation_accuracy": 27.34375}, {"training_loss": 8.551984786987305, "training_accuracy": 39.453125, "fgsm_loss": 0.04045049473643303, "adversarial_accuracy": 13.671875, "validation_accuracy": 25.78125}, {"training_loss": 8.552302837371826, "training_accuracy": 37.109375, "fgsm_loss": 0.040346939116716385, "adversarial_accuracy": 16.015625, "validation_accuracy": 24.21875}, {"training_loss": 8.550875425338745, "training_accuracy": 37.890625, "fgsm_loss": 0.039403628557920456, "adversarial_accuracy": 14.84375, "validation_accuracy": 25.0}, {"training_loss": 8.550951957702637, "training_accuracy": 38.28125, "fgsm_loss": 0.03993046469986439, "adversarial_accuracy": 14.84375, "validation_accuracy": 26.5625}, {"training_loss": 8.550845623016357, "training_accuracy": 39.84375, "fgsm_loss": 0.039651354774832726, "adversarial_accuracy": 13.28125, "validation_accuracy": 27.34375}, {"training_loss": 8.550911664962769, "training_accuracy": 36.71875, "fgsm_loss": 0.040261391550302505, "adversarial_accuracy": 14.453125, "validation_accuracy": 25.78125}, {"training_loss": 8.55051589012146, "training_accuracy": 37.109375, "fgsm_loss": 0.04001694731414318, "adversarial_accuracy": 13.28125, "validation_accuracy": 23.4375}, {"training_loss": 8.550004243850708, "training_accuracy": 40.625, "fgsm_loss": 0.03939657844603062, "adversarial_accuracy": 15.625, "validation_accuracy": 23.4375}, {"training_loss": 8.549264192581177, "training_accuracy": 39.84375, "fgsm_loss": 0.03930556774139404, "adversarial_accuracy": 14.453125, "validation_accuracy": 26.5625}, {"training_loss": 8.550055027008057, "training_accuracy": 38.28125, "fgsm_loss": 0.03911802917718887, "adversarial_accuracy": 13.671875, "validation_accuracy": 25.78125}], "0.0091": [{"training_loss": 8.549567461013794, "training_accuracy": 36.71875, "fgsm_loss": 0.038488080725073814, "adversarial_accuracy": 17.96875, "validation_accuracy": 23.4375}, {"training_loss": 8.550482749938965, "training_accuracy": 37.5, "fgsm_loss": 0.038448065519332886, "adversarial_accuracy": 14.84375, "validation_accuracy": 25.78125}, {"training_loss": 8.549254655838013, "training_accuracy": 37.5, "fgsm_loss": 0.0383240208029747, "adversarial_accuracy": 15.625, "validation_accuracy": 27.34375}, {"training_loss": 8.54982304573059, "training_accuracy": 35.9375, "fgsm_loss": 0.03870485536754131, "adversarial_accuracy": 15.625, "validation_accuracy": 25.78125}, {"training_loss": 8.548426628112793, "training_accuracy": 38.28125, "fgsm_loss": 0.03911823779344559, "adversarial_accuracy": 14.453125, "validation_accuracy": 25.0}, {"training_loss": 8.548217058181763, "training_accuracy": 37.890625, "fgsm_loss": 0.03929787501692772, "adversarial_accuracy": 14.453125, "validation_accuracy": 25.0}, {"training_loss": 8.54908561706543, "training_accuracy": 41.015625, "fgsm_loss": 0.03939889185130596, "adversarial_accuracy": 14.453125, "validation_accuracy": 27.34375}, {"training_loss": 8.549126863479614, "training_accuracy": 39.84375, "fgsm_loss": 0.03931143879890442, "adversarial_accuracy": 14.453125, "validation_accuracy": 26.5625}, {"training_loss": 8.548505783081055, "training_accuracy": 37.5, "fgsm_loss": 0.038916194811463356, "adversarial_accuracy": 16.796875, "validation_accuracy": 25.78125}], "0.0123": [{"training_loss": 8.549350261688232, "training_accuracy": 35.9375, "fgsm_loss": 0.03852141462266445, "adversarial_accuracy": 16.796875, "validation_accuracy": 23.4375}, {"training_loss": 8.548147201538086, "training_accuracy": 39.453125, "fgsm_loss": 0.03889825567603111, "adversarial_accuracy": 14.0625, "validation_accuracy": 25.0}, {"training_loss": 8.549495935440063, "training_accuracy": 35.9375, "fgsm_loss": 0.03868068568408489, "adversarial_accuracy": 16.015625, "validation_accuracy": 26.5625}, {"training_loss": 8.549510955810547, "training_accuracy": 35.15625, "fgsm_loss": 0.038924334570765495, "adversarial_accuracy": 16.796875, "validation_accuracy": 25.0}, {"training_loss": 8.548744678497314, "training_accuracy": 39.453125, "fgsm_loss": 0.03832666762173176, "adversarial_accuracy": 19.53125, "validation_accuracy": 27.34375}, {"training_loss": 8.549726963043213, "training_accuracy": 39.453125, "fgsm_loss": 0.03870515897870064, "adversarial_accuracy": 15.234375, "validation_accuracy": 25.78125}, {"training_loss": 8.548423051834106, "training_accuracy": 39.0625, "fgsm_loss": 0.03843369334936142, "adversarial_accuracy": 18.75, "validation_accuracy": 25.78125}, {"training_loss": 8.549109935760498, "training_accuracy": 40.234375, "fgsm_loss": 0.038847541436553, "adversarial_accuracy": 14.453125, "validation_accuracy": 25.0}, {"training_loss": 8.5496084690094, "training_accuracy": 37.109375, "fgsm_loss": 0.03815128840506077, "adversarial_accuracy": 15.625, "validation_accuracy": 29.6875}, {"training_loss": 8.548850297927856, "training_accuracy": 37.5, "fgsm_loss": 0.039562392979860306, "adversarial_accuracy": 11.328125, "validation_accuracy": 21.875}, {"training_loss": 8.54889726638794, "training_accuracy": 37.5, "fgsm_loss": 0.03884866088628769, "adversarial_accuracy": 16.40625, "validation_accuracy": 24.21875}], "0.0153": [{"training_loss": 8.5484619140625, "training_accuracy": 36.71875, "fgsm_loss": 0.03871438466012478, "adversarial_accuracy": 17.1875, "validation_accuracy": 23.4375}, {"training_loss": 8.548094272613525, "training_accuracy": 39.0625, "fgsm_loss": 0.038441555574536324, "adversarial_accuracy": 17.1875, "validation_accuracy": 26.5625}, {"training_loss": 8.54930067062378, "training_accuracy": 39.84375, "fgsm_loss": 0.03867892362177372, "adversarial_accuracy": 15.234375, "validation_accuracy": 22.65625}, {"training_loss": 8.549001693725586, "training_accuracy": 38.28125, "fgsm_loss": 0.03791612945497036, "adversarial_accuracy": 17.96875, "validation_accuracy": 26.5625}, {"training_loss": 8.549453735351562, "training_accuracy": 38.28125, "fgsm_loss": 0.03816919960081577, "adversarial_accuracy": 18.359375, "validation_accuracy": 24.21875}, {"training_loss": 8.549528360366821, "training_accuracy": 36.328125, "fgsm_loss": 0.03839766047894955, "adversarial_accuracy": 18.359375, "validation_accuracy": 25.78125}, {"training_loss": 8.549142122268677, "training_accuracy": 36.71875, "fgsm_loss": 0.03858412615954876, "adversarial_accuracy": 14.0625, "validation_accuracy": 26.5625}, {"training_loss": 8.54894757270813, "training_accuracy": 40.234375, "fgsm_loss": 0.038015181198716164, "adversarial_accuracy": 17.578125, "validation_accuracy": 27.34375}, {"training_loss": 8.549429893493652, "training_accuracy": 37.890625, "fgsm_loss": 0.0379821453243494, "adversarial_accuracy": 14.84375, "validation_accuracy": 25.0}, {"training_loss": 8.54951786994934, "training_accuracy": 39.84375, "fgsm_loss": 0.03846340253949165, "adversarial_accuracy": 15.234375, "validation_accuracy": 25.78125}, {"training_loss": 8.54859185218811, "training_accuracy": 37.890625, "fgsm_loss": 0.03699965216219425, "adversarial_accuracy": 18.75, "validation_accuracy": 28.125}, {"training_loss": 8.549625158309937, "training_accuracy": 38.28125, "fgsm_loss": 0.038347166031599045, "adversarial_accuracy": 14.0625, "validation_accuracy": 25.0}, {"training_loss": 8.548745393753052, "training_accuracy": 39.0625, "fgsm_loss": 0.038233984261751175, "adversarial_accuracy": 15.234375, "validation_accuracy": 25.78125}, {"training_loss": 8.548927545547485, "training_accuracy": 39.453125, "fgsm_loss": 0.0381642822176218, "adversarial_accuracy": 17.96875, "validation_accuracy": 25.0}, {"training_loss": 8.548420190811157, "training_accuracy": 39.84375, "fgsm_loss": 0.038327520713210106, "adversarial_accuracy": 14.84375, "validation_accuracy": 26.5625}, {"training_loss": 8.54905652999878, "training_accuracy": 37.890625, "fgsm_loss": 0.03823133930563927, "adversarial_accuracy": 16.796875, "validation_accuracy": 27.34375}, {"training_loss": 8.54929804801941, "training_accuracy": 38.28125, "fgsm_loss": 0.03828619793057442, "adversarial_accuracy": 15.625, "validation_accuracy": 23.4375}], "0.0179": [{"training_loss": 8.548943281173706, "training_accuracy": 39.453125, "fgsm_loss": 0.037798432633280754, "adversarial_accuracy": 14.84375, "validation_accuracy": 26.5625}, {"training_loss": 8.549139976501465, "training_accuracy": 39.0625, "fgsm_loss": 0.038600556552410126, "adversarial_accuracy": 16.40625, "validation_accuracy": 25.78125}, {"training_loss": 8.549377918243408, "training_accuracy": 37.5, "fgsm_loss": 0.037353718653321266, "adversarial_accuracy": 17.578125, "validation_accuracy": 26.5625}, {"training_loss": 8.548717021942139, "training_accuracy": 39.0625, "fgsm_loss": 0.0378518495708704, "adversarial_accuracy": 17.1875, "validation_accuracy": 25.78125}, {"training_loss": 8.54860520362854, "training_accuracy": 37.890625, "fgsm_loss": 0.03821309097111225, "adversarial_accuracy": 16.40625, "validation_accuracy": 23.4375}, {"training_loss": 8.548413276672363, "training_accuracy": 37.5, "fgsm_loss": 0.03858022391796112, "adversarial_accuracy": 16.796875, "validation_accuracy": 25.78125}, {"training_loss": 8.54876446723938, "training_accuracy": 39.0625, "fgsm_loss": 0.037588391453027725, "adversarial_accuracy": 19.140625, "validation_accuracy": 25.78125}, {"training_loss": 8.548803091049194, "training_accuracy": 36.71875, "fgsm_loss": 0.037780435755848885, "adversarial_accuracy": 19.921875, "validation_accuracy": 25.78125}, {"training_loss": 8.548506021499634, "training_accuracy": 39.84375, "fgsm_loss": 0.03830679878592491, "adversarial_accuracy": 17.96875, "validation_accuracy": 26.5625}, {"training_loss": 8.5487539768219, "training_accuracy": 39.0625, "fgsm_loss": 0.03940141946077347, "adversarial_accuracy": 11.71875, "validation_accuracy": 25.78125}, {"training_loss": 8.548618078231812, "training_accuracy": 41.015625, "fgsm_loss": 0.03828438185155392, "adversarial_accuracy": 16.015625, "validation_accuracy": 24.21875}, {"training_loss": 8.55020785331726, "training_accuracy": 35.546875, "fgsm_loss": 0.038387252017855644, "adversarial_accuracy": 15.625, "validation_accuracy": 25.0}, {"training_loss": 8.548717975616455, "training_accuracy": 39.0625, "fgsm_loss": 0.037422457709908485, "adversarial_accuracy": 16.40625, "validation_accuracy": 24.21875}, {"training_loss": 8.549768686294556, "training_accuracy": 35.546875, "fgsm_loss": 0.03910771943628788, "adversarial_accuracy": 14.0625, "validation_accuracy": 25.78125}], "0.0202": [{"training_loss": 8.548580169677734, "training_accuracy": 38.671875, "fgsm_loss": 0.038203611969947815, "adversarial_accuracy": 14.0625, "validation_accuracy": 25.78125}, {"training_loss": 8.54976201057434, "training_accuracy": 35.9375, "fgsm_loss": 0.0379500649869442, "adversarial_accuracy": 19.140625, "validation_accuracy": 27.34375}, {"training_loss": 8.54966425895691, "training_accuracy": 35.15625, "fgsm_loss": 0.038763560354709625, "adversarial_accuracy": 14.453125, "validation_accuracy": 24.21875}, {"training_loss": 8.548929452896118, "training_accuracy": 37.5, "fgsm_loss": 0.038326896727085114, "adversarial_accuracy": 16.015625, "validation_accuracy": 27.34375}, {"training_loss": 8.55031681060791, "training_accuracy": 35.546875, "fgsm_loss": 0.03791971504688263, "adversarial_accuracy": 16.796875, "validation_accuracy": 23.4375}, {"training_loss": 8.54941701889038, "training_accuracy": 37.890625, "fgsm_loss": 0.038120465353131294, "adversarial_accuracy": 19.140625, "validation_accuracy": 25.0}, {"training_loss": 8.549250602722168, "training_accuracy": 37.109375, "fgsm_loss": 0.0377926304936409, "adversarial_accuracy": 18.75, "validation_accuracy": 25.0}, {"training_loss": 8.549122095108032, "training_accuracy": 39.0625, "fgsm_loss": 0.03849986381828785, "adversarial_accuracy": 17.1875, "validation_accuracy": 22.65625}], "0.0224": [{"training_loss": 8.549108743667603, "training_accuracy": 36.328125, "fgsm_loss": 0.03800445236265659, "adversarial_accuracy": 17.96875, "validation_accuracy": 25.0}, {"training_loss": 8.548412799835205, "training_accuracy": 38.671875, "fgsm_loss": 0.03850771673023701, "adversarial_accuracy": 17.96875, "validation_accuracy": 25.78125}, {"training_loss": 8.548988103866577, "training_accuracy": 37.890625, "fgsm_loss": 0.03768453001976013, "adversarial_accuracy": 17.578125, "validation_accuracy": 25.0}, {"training_loss": 8.548724174499512, "training_accuracy": 38.671875, "fgsm_loss": 0.0379775557667017, "adversarial_accuracy": 16.40625, "validation_accuracy": 28.125}, {"training_loss": 8.548630952835083, "training_accuracy": 39.453125, "fgsm_loss": 0.03788815811276436, "adversarial_accuracy": 17.578125, "validation_accuracy": 25.78125}, {"training_loss": 8.549185037612915, "training_accuracy": 37.109375, "fgsm_loss": 0.03779497556388378, "adversarial_accuracy": 17.1875, "validation_accuracy": 26.5625}, {"training_loss": 8.548823356628418, "training_accuracy": 39.84375, "fgsm_loss": 0.03861553221940994, "adversarial_accuracy": 14.453125, "validation_accuracy": 27.34375}, {"training_loss": 8.548923969268799, "training_accuracy": 38.28125, "fgsm_loss": 0.038635240867733955, "adversarial_accuracy": 14.453125, "validation_accuracy": 25.0}, {"training_loss": 8.549045085906982, "training_accuracy": 36.328125, "fgsm_loss": 0.037962913513183594, "adversarial_accuracy": 17.1875, "validation_accuracy": 27.34375}, {"training_loss": 8.549665927886963, "training_accuracy": 36.71875, "fgsm_loss": 0.03770391829311848, "adversarial_accuracy": 18.75, "validation_accuracy": 24.21875}, {"training_loss": 8.54923152923584, "training_accuracy": 37.109375, "fgsm_loss": 0.03761083260178566, "adversarial_accuracy": 19.140625, "validation_accuracy": 22.65625}, {"training_loss": 8.548691272735596, "training_accuracy": 38.28125, "fgsm_loss": 0.03768279030919075, "adversarial_accuracy": 17.1875, "validation_accuracy": 24.21875}, {"training_loss": 8.548730611801147, "training_accuracy": 39.453125, "fgsm_loss": 0.03789875656366348, "adversarial_accuracy": 17.1875, "validation_accuracy": 25.78125}, {"training_loss": 8.548804521560669, "training_accuracy": 35.546875, "fgsm_loss": 0.03820062428712845, "adversarial_accuracy": 16.40625, "validation_accuracy": 25.78125}, {"training_loss": 8.54836654663086, "training_accuracy": 37.109375, "fgsm_loss": 0.037997081875801086, "adversarial_accuracy": 19.140625, "validation_accuracy": 25.78125}, {"training_loss": 8.54884386062622, "training_accuracy": 37.890625, "fgsm_loss": 0.0373220294713974, "adversarial_accuracy": 18.75, "validation_accuracy": 25.78125}, {"training_loss": 8.547945261001587, "training_accuracy": 37.109375, "fgsm_loss": 0.03794584423303604, "adversarial_accuracy": 17.96875, "validation_accuracy": 25.0}, {"training_loss": 8.549173355102539, "training_accuracy": 39.0625, "fgsm_loss": 0.03806419111788273, "adversarial_accuracy": 16.796875, "validation_accuracy": 27.34375}, {"training_loss": 8.549323558807373, "training_accuracy": 38.28125, "fgsm_loss": 0.03738979250192642, "adversarial_accuracy": 18.359375, "validation_accuracy": 22.65625}, {"training_loss": 8.548826694488525, "training_accuracy": 39.453125, "fgsm_loss": 0.037857841700315475, "adversarial_accuracy": 17.96875, "validation_accuracy": 26.5625}], "0.0243": [{"training_loss": 8.549619197845459, "training_accuracy": 36.328125, "fgsm_loss": 0.038273828104138374, "adversarial_accuracy": 14.84375, "validation_accuracy": 26.5625}, {"training_loss": 8.548714399337769, "training_accuracy": 39.0625, "fgsm_loss": 0.03704660199582577, "adversarial_accuracy": 19.140625, "validation_accuracy": 24.21875}, {"training_loss": 8.549392223358154, "training_accuracy": 38.28125, "fgsm_loss": 0.038357654586434364, "adversarial_accuracy": 15.625, "validation_accuracy": 24.21875}, {"training_loss": 8.549712657928467, "training_accuracy": 37.890625, "fgsm_loss": 0.03814757615327835, "adversarial_accuracy": 14.453125, "validation_accuracy": 24.21875}, {"training_loss": 8.549239873886108, "training_accuracy": 37.109375, "fgsm_loss": 0.0371804554015398, "adversarial_accuracy": 18.75, "validation_accuracy": 24.21875}, {"training_loss": 8.548691749572754, "training_accuracy": 36.71875, "fgsm_loss": 0.03812042437493801, "adversarial_accuracy": 15.625, "validation_accuracy": 25.0}, {"training_loss": 8.548645973205566, "training_accuracy": 38.28125, "fgsm_loss": 0.038165101781487465, "adversarial_accuracy": 18.75, "validation_accuracy": 25.78125}, {"training_loss": 8.54939603805542, "training_accuracy": 39.453125, "fgsm_loss": 0.03737067058682442, "adversarial_accuracy": 16.796875, "validation_accuracy": 24.21875}, {"training_loss": 8.548666000366211, "training_accuracy": 39.453125, "fgsm_loss": 0.03842250257730484, "adversarial_accuracy": 15.625, "validation_accuracy": 25.78125}, {"training_loss": 8.549611568450928, "training_accuracy": 35.9375, "fgsm_loss": 0.038384633138775826, "adversarial_accuracy": 16.796875, "validation_accuracy": 24.21875}, {"training_loss": 8.549121379852295, "training_accuracy": 37.890625, "fgsm_loss": 0.03821522183716297, "adversarial_accuracy": 18.359375, "validation_accuracy": 24.21875}, {"training_loss": 8.54874873161316, "training_accuracy": 38.28125, "fgsm_loss": 0.037897178903222084, "adversarial_accuracy": 16.796875, "validation_accuracy": 26.5625}, {"training_loss": 8.549165725708008, "training_accuracy": 36.328125, "fgsm_loss": 0.03793352097272873, "adversarial_accuracy": 17.1875, "validation_accuracy": 22.65625}]}