Commit
•
faf1957
1
Parent(s):
b80f6f1
Add pytorch_model_0030.pth and related files
Browse files- pytorch_model_0030.pth +3 -0
- training_metrics_0030.json +1 -0
pytorch_model_0030.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ab1df10fd10f52360740f085cb9e7622202c9ee11794453717c1a593b071e7ef
|
| 3 |
+
size 94434839
|
training_metrics_0030.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"0.001": [{"training_loss": 0.056977902073413134, "training_accuracy": 21.9140625, "adversarial_training_loss": 0.05959587283432484, "adversarial_training_accuracy": 15.5078125, "validation_accuracy": 21.6, "validation_loss": 0.101984206199646, "adversarial_validation_accuracy": 18.4, "adversarial_validation_loss": 0.04692548894882202, "average_validation_accuracy": 20.0}, {"training_loss": 0.05076962560415268, "training_accuracy": 32.03125, "adversarial_training_loss": 0.05228485511615873, "adversarial_training_accuracy": 27.578125, "validation_accuracy": 29.8, "validation_loss": 0.05294065809249878, "adversarial_validation_accuracy": 18.8, "adversarial_validation_loss": 0.050311075687408446, "average_validation_accuracy": 24.3}, {"training_loss": 0.04768052995204926, "training_accuracy": 38.828125, "adversarial_training_loss": 0.04942592121660709, "adversarial_training_accuracy": 34.8828125, "validation_accuracy": 35.4, "validation_loss": 0.07038818860054016, "adversarial_validation_accuracy": 20.2, "adversarial_validation_loss": 0.05066237068176269, "average_validation_accuracy": 27.799999999999997}, {"training_loss": 0.045712198968976735, "training_accuracy": 43.4375, "adversarial_training_loss": 0.047764077037572863, "adversarial_training_accuracy": 37.8125, "validation_accuracy": 37.0, "validation_loss": 0.03915307211875915, "adversarial_validation_accuracy": 20.8, "adversarial_validation_loss": 0.054919321060180666, "average_validation_accuracy": 28.9}, {"training_loss": 0.04472395796328783, "training_accuracy": 44.8828125, "adversarial_training_loss": 0.04659718591719866, "adversarial_training_accuracy": 39.7265625, "validation_accuracy": 39.2, "validation_loss": 0.03569170904159546, "adversarial_validation_accuracy": 20.6, "adversarial_validation_loss": 0.046695172786712646, "average_validation_accuracy": 29.900000000000002}, {"training_loss": 0.042765747848898174, "training_accuracy": 46.6015625, "adversarial_training_loss": 0.044788392074406144, "adversarial_training_accuracy": 42.578125, "validation_accuracy": 38.6, "validation_loss": 0.051276481866836546, "adversarial_validation_accuracy": 19.0, "adversarial_validation_loss": 0.05444003868103027, "average_validation_accuracy": 28.8}, {"training_loss": 0.04183164974674582, "training_accuracy": 49.7265625, "adversarial_training_loss": 0.0438100884668529, "adversarial_training_accuracy": 44.9609375, "validation_accuracy": 36.8, "validation_loss": 0.10012278246879577, "adversarial_validation_accuracy": 20.8, "adversarial_validation_loss": 0.05220163440704346, "average_validation_accuracy": 28.799999999999997}, {"training_loss": 0.04064430268481374, "training_accuracy": 51.09375, "adversarial_training_loss": 0.04277029093354941, "adversarial_training_accuracy": 45.859375, "validation_accuracy": 44.4, "validation_loss": 0.03617304825782776, "adversarial_validation_accuracy": 23.0, "adversarial_validation_loss": 0.05269666814804077, "average_validation_accuracy": 33.7}, {"training_loss": 0.03980059875175357, "training_accuracy": 52.0703125, "adversarial_training_loss": 0.04175489600747824, "adversarial_training_accuracy": 47.03125, "validation_accuracy": 41.2, "validation_loss": 0.04081846523284912, "adversarial_validation_accuracy": 19.6, "adversarial_validation_loss": 0.053794636726379394, "average_validation_accuracy": 30.400000000000002}, {"training_loss": 0.03870360469445586, "training_accuracy": 53.59375, "adversarial_training_loss": 0.04061178602278233, "adversarial_training_accuracy": 49.296875, "validation_accuracy": 47.6, "validation_loss": 0.0376902801990509, "adversarial_validation_accuracy": 18.4, "adversarial_validation_loss": 0.05782725286483765, "average_validation_accuracy": 33.0}, {"training_loss": 0.03690223442390561, "training_accuracy": 58.2421875, "adversarial_training_loss": 0.03948935670778155, "adversarial_training_accuracy": 51.7578125, "validation_accuracy": 50.2, "validation_loss": 0.029416269063949584, "adversarial_validation_accuracy": 23.6, "adversarial_validation_loss": 0.05298705625534057, "average_validation_accuracy": 36.900000000000006}, {"training_loss": 0.03523248871788383, "training_accuracy": 60.9375, "adversarial_training_loss": 0.037683579698204996, "adversarial_training_accuracy": 54.921875, "validation_accuracy": 51.0, "validation_loss": 0.02986801552772522, "adversarial_validation_accuracy": 27.0, "adversarial_validation_loss": 0.049383700370788576, "average_validation_accuracy": 39.0}, {"training_loss": 0.0353876756504178, "training_accuracy": 60.703125, "adversarial_training_loss": 0.03833955787122249, "adversarial_training_accuracy": 53.1640625, "validation_accuracy": 51.0, "validation_loss": 0.030591888666152953, "adversarial_validation_accuracy": 27.4, "adversarial_validation_loss": 0.04926541566848755, "average_validation_accuracy": 39.2}, {"training_loss": 0.03369059017859399, "training_accuracy": 65.0390625, "adversarial_training_loss": 0.03673670571297407, "adversarial_training_accuracy": 56.6796875, "validation_accuracy": 52.4, "validation_loss": 0.03199176836013794, "adversarial_validation_accuracy": 26.8, "adversarial_validation_loss": 0.05152580308914185, "average_validation_accuracy": 39.6}, {"training_loss": 0.03405090579763055, "training_accuracy": 63.125, "adversarial_training_loss": 0.037343963608145715, "adversarial_training_accuracy": 55.15625, "validation_accuracy": 56.8, "validation_loss": 0.028113696813583375, "adversarial_validation_accuracy": 25.0, "adversarial_validation_loss": 0.049010498046875, "average_validation_accuracy": 40.9}, {"training_loss": 0.033640623558312654, "training_accuracy": 63.4375, "adversarial_training_loss": 0.036993885319679974, "adversarial_training_accuracy": 55.2734375, "validation_accuracy": 56.0, "validation_loss": 0.030053349018096923, "adversarial_validation_accuracy": 25.0, "adversarial_validation_loss": 0.04935746955871582, "average_validation_accuracy": 40.5}, {"training_loss": 0.033153156051412225, "training_accuracy": 66.0546875, "adversarial_training_loss": 0.036602112976834175, "adversarial_training_accuracy": 57.6171875, "validation_accuracy": 56.6, "validation_loss": 0.02877959442138672, "adversarial_validation_accuracy": 26.4, "adversarial_validation_loss": 0.05067966508865356, "average_validation_accuracy": 41.5}, {"training_loss": 0.03303120164200664, "training_accuracy": 65.1953125, "adversarial_training_loss": 0.03662735032849014, "adversarial_training_accuracy": 55.15625, "validation_accuracy": 57.0, "validation_loss": 0.02727047336101532, "adversarial_validation_accuracy": 26.6, "adversarial_validation_loss": 0.050639354228973386, "average_validation_accuracy": 41.8}, {"training_loss": 0.03288832195103168, "training_accuracy": 64.140625, "adversarial_training_loss": 0.03648837367072701, "adversarial_training_accuracy": 57.8125, "validation_accuracy": 54.4, "validation_loss": 0.027125735759735106, "adversarial_validation_accuracy": 28.4, "adversarial_validation_loss": 0.04739966058731079, "average_validation_accuracy": 41.4}, {"training_loss": 0.03237097421661019, "training_accuracy": 66.9921875, "adversarial_training_loss": 0.03599815554916859, "adversarial_training_accuracy": 58.125, "validation_accuracy": 55.4, "validation_loss": 0.028262902975082396, "adversarial_validation_accuracy": 28.6, "adversarial_validation_loss": 0.045730294227600096, "average_validation_accuracy": 42.0}, {"training_loss": 0.031615823647007345, "training_accuracy": 68.0859375, "adversarial_training_loss": 0.03544200328178704, "adversarial_training_accuracy": 59.4140625, "validation_accuracy": 58.6, "validation_loss": 0.024899707555770874, "adversarial_validation_accuracy": 30.4, "adversarial_validation_loss": 0.04518171548843384, "average_validation_accuracy": 44.5}, {"training_loss": 0.03140698662027717, "training_accuracy": 68.984375, "adversarial_training_loss": 0.03506389344111085, "adversarial_training_accuracy": 60.546875, "validation_accuracy": 59.2, "validation_loss": 0.025247099161148073, "adversarial_validation_accuracy": 29.2, "adversarial_validation_loss": 0.046113833427429196, "average_validation_accuracy": 44.2}, {"training_loss": 0.03132995655760169, "training_accuracy": 68.984375, "adversarial_training_loss": 0.03507277024909854, "adversarial_training_accuracy": 59.4140625, "validation_accuracy": 59.2, "validation_loss": 0.02437942922115326, "adversarial_validation_accuracy": 28.8, "adversarial_validation_loss": 0.04630298614501953, "average_validation_accuracy": 44.0}, {"training_loss": 0.03118828251026571, "training_accuracy": 67.7734375, "adversarial_training_loss": 0.03537391303107142, "adversarial_training_accuracy": 58.7890625, "validation_accuracy": 61.2, "validation_loss": 0.024962791919708252, "adversarial_validation_accuracy": 28.4, "adversarial_validation_loss": 0.04766381883621216, "average_validation_accuracy": 44.8}, {"training_loss": 0.03049146756529808, "training_accuracy": 70.3125, "adversarial_training_loss": 0.034733997844159606, "adversarial_training_accuracy": 60.859375, "validation_accuracy": 58.6, "validation_loss": 0.02566395688056946, "adversarial_validation_accuracy": 28.0, "adversarial_validation_loss": 0.0478165488243103, "average_validation_accuracy": 43.3}, {"training_loss": 0.03076659613288939, "training_accuracy": 69.453125, "adversarial_training_loss": 0.03491236697882414, "adversarial_training_accuracy": 60.2734375, "validation_accuracy": 57.8, "validation_loss": 0.025942492604255678, "adversarial_validation_accuracy": 30.6, "adversarial_validation_loss": 0.04568719482421875, "average_validation_accuracy": 44.2}, {"training_loss": 0.030513308895751833, "training_accuracy": 70.1953125, "adversarial_training_loss": 0.034627662226557734, "adversarial_training_accuracy": 60.1953125, "validation_accuracy": 57.8, "validation_loss": 0.02673593807220459, "adversarial_validation_accuracy": 32.8, "adversarial_validation_loss": 0.04589029622077942, "average_validation_accuracy": 45.3}, {"training_loss": 0.030849229265004396, "training_accuracy": 68.515625, "adversarial_training_loss": 0.034933366999030116, "adversarial_training_accuracy": 59.8046875, "validation_accuracy": 58.4, "validation_loss": 0.02584464108943939, "adversarial_validation_accuracy": 28.8, "adversarial_validation_loss": 0.04790415000915527, "average_validation_accuracy": 43.6}, {"training_loss": 0.030668758833780885, "training_accuracy": 68.7109375, "adversarial_training_loss": 0.03505203435197472, "adversarial_training_accuracy": 60.15625, "validation_accuracy": 58.0, "validation_loss": 0.025983660936355592, "adversarial_validation_accuracy": 29.8, "adversarial_validation_loss": 0.04487193894386292, "average_validation_accuracy": 43.9}, {"training_loss": 0.03058332414366305, "training_accuracy": 69.921875, "adversarial_training_loss": 0.034782759146764874, "adversarial_training_accuracy": 60.1171875, "validation_accuracy": 57.0, "validation_loss": 0.02543680810928345, "adversarial_validation_accuracy": 30.6, "adversarial_validation_loss": 0.04747390627861023, "average_validation_accuracy": 43.8}, {"training_loss": 0.03033513338305056, "training_accuracy": 70.3515625, "adversarial_training_loss": 0.03454296626150608, "adversarial_training_accuracy": 61.328125, "validation_accuracy": 59.2, "validation_loss": 0.025457257270812987, "adversarial_validation_accuracy": 29.4, "adversarial_validation_loss": 0.047302456855773924, "average_validation_accuracy": 44.3}, {"training_loss": 0.03065398302860558, "training_accuracy": 70.1171875, "adversarial_training_loss": 0.03490891009569168, "adversarial_training_accuracy": 59.921875, "validation_accuracy": 57.4, "validation_loss": 0.0256800537109375, "adversarial_validation_accuracy": 28.8, "adversarial_validation_loss": 0.04671736812591553, "average_validation_accuracy": 43.1}, {"training_loss": 0.030546001577749848, "training_accuracy": 69.4921875, "adversarial_training_loss": 0.03476760829798877, "adversarial_training_accuracy": 61.5625, "validation_accuracy": 59.6, "validation_loss": 0.024584582805633547, "adversarial_validation_accuracy": 28.8, "adversarial_validation_loss": 0.04906330728530884, "average_validation_accuracy": 44.2}, {"training_loss": 0.030368930054828526, "training_accuracy": 70.6640625, "adversarial_training_loss": 0.03461620346643031, "adversarial_training_accuracy": 60.1171875, "validation_accuracy": 58.6, "validation_loss": 0.02587313175201416, "adversarial_validation_accuracy": 28.4, "adversarial_validation_loss": 0.04832195281982422, "average_validation_accuracy": 43.5}, {"training_loss": 0.030804890021681786, "training_accuracy": 69.609375, "adversarial_training_loss": 0.03520589377731085, "adversarial_training_accuracy": 60.3125, "validation_accuracy": 57.8, "validation_loss": 0.02681535315513611, "adversarial_validation_accuracy": 29.6, "adversarial_validation_loss": 0.04554364347457886, "average_validation_accuracy": 43.7}, {"training_loss": 0.03086148351430893, "training_accuracy": 68.828125, "adversarial_training_loss": 0.035145082091912624, "adversarial_training_accuracy": 59.0625, "validation_accuracy": 58.2, "validation_loss": 0.024541922211647034, "adversarial_validation_accuracy": 29.4, "adversarial_validation_loss": 0.04709885716438293, "average_validation_accuracy": 43.8}, {"training_loss": 0.030396317038685082, "training_accuracy": 71.2109375, "adversarial_training_loss": 0.0350756345782429, "adversarial_training_accuracy": 59.4140625, "validation_accuracy": 56.4, "validation_loss": 0.02615999662876129, "adversarial_validation_accuracy": 30.8, "adversarial_validation_loss": 0.04614936184883118, "average_validation_accuracy": 43.6}, {"training_loss": 0.030400497373193502, "training_accuracy": 70.6640625, "adversarial_training_loss": 0.03452731193974614, "adversarial_training_accuracy": 61.09375, "validation_accuracy": 56.4, "validation_loss": 0.027894670724868776, "adversarial_validation_accuracy": 30.4, "adversarial_validation_loss": 0.045281099557876583, "average_validation_accuracy": 43.4}, {"training_loss": 0.030064523639157414, "training_accuracy": 70.625, "adversarial_training_loss": 0.03432756876572966, "adversarial_training_accuracy": 60.5078125, "validation_accuracy": 60.0, "validation_loss": 0.02409514355659485, "adversarial_validation_accuracy": 29.0, "adversarial_validation_loss": 0.04806642770767212, "average_validation_accuracy": 44.5}, {"training_loss": 0.030304132448509335, "training_accuracy": 71.09375, "adversarial_training_loss": 0.03426044499501586, "adversarial_training_accuracy": 61.1328125, "validation_accuracy": 62.2, "validation_loss": 0.024373202204704285, "adversarial_validation_accuracy": 29.8, "adversarial_validation_loss": 0.047333396673202514, "average_validation_accuracy": 46.0}, {"training_loss": 0.030190720641985535, "training_accuracy": 70.703125, "adversarial_training_loss": 0.034209660906344655, "adversarial_training_accuracy": 61.71875, "validation_accuracy": 61.6, "validation_loss": 0.02643117880821228, "adversarial_validation_accuracy": 27.0, "adversarial_validation_loss": 0.04802562999725342, "average_validation_accuracy": 44.3}, {"training_loss": 0.03062945492565632, "training_accuracy": 69.8828125, "adversarial_training_loss": 0.0351802768651396, "adversarial_training_accuracy": 59.53125, "validation_accuracy": 58.2, "validation_loss": 0.034497479677200314, "adversarial_validation_accuracy": 29.2, "adversarial_validation_loss": 0.047421028137207034, "average_validation_accuracy": 43.7}, {"training_loss": 0.030348281282931565, "training_accuracy": 69.8046875, "adversarial_training_loss": 0.03455100301653147, "adversarial_training_accuracy": 60.0, "validation_accuracy": 57.4, "validation_loss": 0.029719167470932006, "adversarial_validation_accuracy": 30.0, "adversarial_validation_loss": 0.045956359386444094, "average_validation_accuracy": 43.7}, {"training_loss": 0.029739936674013735, "training_accuracy": 71.5234375, "adversarial_training_loss": 0.03394538103602827, "adversarial_training_accuracy": 61.5234375, "validation_accuracy": 59.6, "validation_loss": 0.02710889184474945, "adversarial_validation_accuracy": 31.2, "adversarial_validation_loss": 0.04639065027236938, "average_validation_accuracy": 45.4}, {"training_loss": 0.03067913921549916, "training_accuracy": 69.4140625, "adversarial_training_loss": 0.03481639353558421, "adversarial_training_accuracy": 60.1953125, "validation_accuracy": 57.2, "validation_loss": 0.026138299465179444, "adversarial_validation_accuracy": 31.8, "adversarial_validation_loss": 0.04810139036178589, "average_validation_accuracy": 44.5}, {"training_loss": 0.03095637448132038, "training_accuracy": 69.765625, "adversarial_training_loss": 0.03479670723900199, "adversarial_training_accuracy": 60.7421875, "validation_accuracy": 58.4, "validation_loss": 0.025005433559417724, "adversarial_validation_accuracy": 28.8, "adversarial_validation_loss": 0.048680116653442386, "average_validation_accuracy": 43.6}, {"training_loss": 0.03041467908769846, "training_accuracy": 69.609375, "adversarial_training_loss": 0.034745183493942025, "adversarial_training_accuracy": 59.921875, "validation_accuracy": 58.8, "validation_loss": 0.025276320338249208, "adversarial_validation_accuracy": 31.8, "adversarial_validation_loss": 0.04518566417694092, "average_validation_accuracy": 45.3}, {"training_loss": 0.029996791295707224, "training_accuracy": 71.09375, "adversarial_training_loss": 0.034225251991301775, "adversarial_training_accuracy": 60.4296875, "validation_accuracy": 57.0, "validation_loss": 0.02669791066646576, "adversarial_validation_accuracy": 29.0, "adversarial_validation_loss": 0.04726907205581665, "average_validation_accuracy": 43.0}, {"training_loss": 0.030384662747383117, "training_accuracy": 69.9609375, "adversarial_training_loss": 0.03468718864023686, "adversarial_training_accuracy": 60.2734375, "validation_accuracy": 59.2, "validation_loss": 0.02477676224708557, "adversarial_validation_accuracy": 32.2, "adversarial_validation_loss": 0.04593613719940186, "average_validation_accuracy": 45.7}, {"training_loss": 0.03042257050983608, "training_accuracy": 70.234375, "adversarial_training_loss": 0.03492443230934441, "adversarial_training_accuracy": 59.0234375, "validation_accuracy": 58.8, "validation_loss": 0.02526540422439575, "adversarial_validation_accuracy": 27.6, "adversarial_validation_loss": 0.049475280284881594, "average_validation_accuracy": 43.2}, {"training_loss": 0.030773696163669227, "training_accuracy": 68.5546875, "adversarial_training_loss": 0.034979700855910775, "adversarial_training_accuracy": 59.9609375, "validation_accuracy": 58.6, "validation_loss": 0.02782396340370178, "adversarial_validation_accuracy": 31.2, "adversarial_validation_loss": 0.046110493421554564, "average_validation_accuracy": 44.9}, {"training_loss": 0.030359156150370836, "training_accuracy": 70.3125, "adversarial_training_loss": 0.03478079717606306, "adversarial_training_accuracy": 60.546875, "validation_accuracy": 57.0, "validation_loss": 0.026469682931900024, "adversarial_validation_accuracy": 31.4, "adversarial_validation_loss": 0.04577262306213379, "average_validation_accuracy": 44.2}, {"training_loss": 0.030485878139734267, "training_accuracy": 69.609375, "adversarial_training_loss": 0.03469496550969779, "adversarial_training_accuracy": 60.46875, "validation_accuracy": 57.6, "validation_loss": 0.02583769452571869, "adversarial_validation_accuracy": 27.2, "adversarial_validation_loss": 0.050310062408447265, "average_validation_accuracy": 42.4}, {"training_loss": 0.030310593359172345, "training_accuracy": 71.875, "adversarial_training_loss": 0.0342725504655391, "adversarial_training_accuracy": 61.25, "validation_accuracy": 58.8, "validation_loss": 0.025366504192352295, "adversarial_validation_accuracy": 28.0, "adversarial_validation_loss": 0.0485806655883789, "average_validation_accuracy": 43.4}], "0.003": [{"training_loss": 0.02995308581739664, "training_accuracy": 70.7421875, "adversarial_training_loss": 0.03758770152926445, "adversarial_training_accuracy": 53.6328125, "validation_accuracy": 57.8, "validation_loss": 0.025479157328605652, "adversarial_validation_accuracy": 29.8, "adversarial_validation_loss": 0.046241463661193846, "average_validation_accuracy": 43.8}, {"training_loss": 0.030416792491450906, "training_accuracy": 70.2734375, "adversarial_training_loss": 0.038006645161658525, "adversarial_training_accuracy": 53.125, "validation_accuracy": 60.8, "validation_loss": 0.025158469676971437, "adversarial_validation_accuracy": 29.2, "adversarial_validation_loss": 0.04658116841316223, "average_validation_accuracy": 45.0}, {"training_loss": 0.030610711453482507, "training_accuracy": 68.7890625, "adversarial_training_loss": 0.03828649492934346, "adversarial_training_accuracy": 52.7734375, "validation_accuracy": 59.6, "validation_loss": 0.02474594235420227, "adversarial_validation_accuracy": 29.8, "adversarial_validation_loss": 0.04698957586288452, "average_validation_accuracy": 44.7}, {"training_loss": 0.03036374328657985, "training_accuracy": 70.4296875, "adversarial_training_loss": 0.03796882936730981, "adversarial_training_accuracy": 52.9296875, "validation_accuracy": 59.2, "validation_loss": 0.025747007131576537, "adversarial_validation_accuracy": 30.6, "adversarial_validation_loss": 0.047593881845474244, "average_validation_accuracy": 44.900000000000006}, {"training_loss": 0.03044495638459921, "training_accuracy": 69.609375, "adversarial_training_loss": 0.03791698683053255, "adversarial_training_accuracy": 53.6328125, "validation_accuracy": 59.6, "validation_loss": 0.02408468759059906, "adversarial_validation_accuracy": 28.6, "adversarial_validation_loss": 0.048909284114837644, "average_validation_accuracy": 44.1}, {"training_loss": 0.030417918413877486, "training_accuracy": 70.1953125, "adversarial_training_loss": 0.038142918795347217, "adversarial_training_accuracy": 52.9296875, "validation_accuracy": 59.6, "validation_loss": 0.02537150537967682, "adversarial_validation_accuracy": 28.2, "adversarial_validation_loss": 0.04824469232559204, "average_validation_accuracy": 43.9}, {"training_loss": 0.030620729085057974, "training_accuracy": 69.53125, "adversarial_training_loss": 0.03813559226691723, "adversarial_training_accuracy": 52.890625, "validation_accuracy": 58.2, "validation_loss": 0.025121610164642334, "adversarial_validation_accuracy": 29.0, "adversarial_validation_loss": 0.04801285839080811, "average_validation_accuracy": 43.6}, {"training_loss": 0.030909375008195638, "training_accuracy": 68.59375, "adversarial_training_loss": 0.038323540799319745, "adversarial_training_accuracy": 52.7734375, "validation_accuracy": 61.0, "validation_loss": 0.030314565300941468, "adversarial_validation_accuracy": 26.2, "adversarial_validation_loss": 0.0527696647644043, "average_validation_accuracy": 43.6}, {"training_loss": 0.03011327967979014, "training_accuracy": 71.2109375, "adversarial_training_loss": 0.03771119629964233, "adversarial_training_accuracy": 52.6953125, "validation_accuracy": 61.2, "validation_loss": 0.024972890377044678, "adversarial_validation_accuracy": 28.6, "adversarial_validation_loss": 0.04656333255767822, "average_validation_accuracy": 44.900000000000006}, {"training_loss": 0.030513892835006117, "training_accuracy": 68.59375, "adversarial_training_loss": 0.0379607692360878, "adversarial_training_accuracy": 51.9921875, "validation_accuracy": 59.8, "validation_loss": 0.025698731422424317, "adversarial_validation_accuracy": 27.2, "adversarial_validation_loss": 0.04886384677886963, "average_validation_accuracy": 43.5}, {"training_loss": 0.0303024600725621, "training_accuracy": 71.0546875, "adversarial_training_loss": 0.03780851727351546, "adversarial_training_accuracy": 53.59375, "validation_accuracy": 58.8, "validation_loss": 0.026911837339401244, "adversarial_validation_accuracy": 30.2, "adversarial_validation_loss": 0.049711249351501466, "average_validation_accuracy": 44.5}, {"training_loss": 0.03063079188577831, "training_accuracy": 69.53125, "adversarial_training_loss": 0.03825581260025501, "adversarial_training_accuracy": 52.578125, "validation_accuracy": 57.6, "validation_loss": 0.02678876483440399, "adversarial_validation_accuracy": 28.6, "adversarial_validation_loss": 0.0492567982673645, "average_validation_accuracy": 43.1}, {"training_loss": 0.030748548079282047, "training_accuracy": 69.609375, "adversarial_training_loss": 0.0381859228014946, "adversarial_training_accuracy": 52.6953125, "validation_accuracy": 61.2, "validation_loss": 0.025379979491233825, "adversarial_validation_accuracy": 29.6, "adversarial_validation_loss": 0.049118033409118654, "average_validation_accuracy": 45.400000000000006}, {"training_loss": 0.03045752481557429, "training_accuracy": 68.7109375, "adversarial_training_loss": 0.037737211864441636, "adversarial_training_accuracy": 52.109375, "validation_accuracy": 56.6, "validation_loss": 0.025417702674865723, "adversarial_validation_accuracy": 31.6, "adversarial_validation_loss": 0.047134125709533695, "average_validation_accuracy": 44.1}, {"training_loss": 0.030500038992613554, "training_accuracy": 69.921875, "adversarial_training_loss": 0.03796534752473235, "adversarial_training_accuracy": 52.5, "validation_accuracy": 59.8, "validation_loss": 0.02398888397216797, "adversarial_validation_accuracy": 26.4, "adversarial_validation_loss": 0.050885090827941896, "average_validation_accuracy": 43.099999999999994}, {"training_loss": 0.03026241692714393, "training_accuracy": 71.015625, "adversarial_training_loss": 0.037968650460243225, "adversarial_training_accuracy": 53.125, "validation_accuracy": 58.6, "validation_loss": 0.025590617656707764, "adversarial_validation_accuracy": 28.8, "adversarial_validation_loss": 0.04869203472137451, "average_validation_accuracy": 43.7}, {"training_loss": 0.030503224302083253, "training_accuracy": 70.390625, "adversarial_training_loss": 0.03819250892847777, "adversarial_training_accuracy": 53.046875, "validation_accuracy": 58.4, "validation_loss": 0.025560962796211242, "adversarial_validation_accuracy": 30.8, "adversarial_validation_loss": 0.04662260246276855, "average_validation_accuracy": 44.6}, {"training_loss": 0.03067624676041305, "training_accuracy": 69.8046875, "adversarial_training_loss": 0.03843199303373694, "adversarial_training_accuracy": 54.1796875, "validation_accuracy": 57.8, "validation_loss": 0.0243188419342041, "adversarial_validation_accuracy": 27.8, "adversarial_validation_loss": 0.04753505039215088, "average_validation_accuracy": 42.8}, {"training_loss": 0.030459633050486445, "training_accuracy": 70.15625, "adversarial_training_loss": 0.037854019179940225, "adversarial_training_accuracy": 54.140625, "validation_accuracy": 60.2, "validation_loss": 0.026673935890197755, "adversarial_validation_accuracy": 28.6, "adversarial_validation_loss": 0.04733078622817993, "average_validation_accuracy": 44.400000000000006}, {"training_loss": 0.030715650413185358, "training_accuracy": 69.3359375, "adversarial_training_loss": 0.0379527504555881, "adversarial_training_accuracy": 53.9453125, "validation_accuracy": 58.6, "validation_loss": 0.02578035306930542, "adversarial_validation_accuracy": 28.4, "adversarial_validation_loss": 0.0467927029132843, "average_validation_accuracy": 43.5}, {"training_loss": 0.030277907801792025, "training_accuracy": 70.546875, "adversarial_training_loss": 0.03787183994427323, "adversarial_training_accuracy": 53.5546875, "validation_accuracy": 56.8, "validation_loss": 0.026134873628616332, "adversarial_validation_accuracy": 29.4, "adversarial_validation_loss": 0.046914360523223876, "average_validation_accuracy": 43.099999999999994}, {"training_loss": 0.030495369341224432, "training_accuracy": 69.6875, "adversarial_training_loss": 0.03811780773103237, "adversarial_training_accuracy": 52.7734375, "validation_accuracy": 62.8, "validation_loss": 0.02419505500793457, "adversarial_validation_accuracy": 28.4, "adversarial_validation_loss": 0.04818950271606445, "average_validation_accuracy": 45.599999999999994}, {"training_loss": 0.030579084157943727, "training_accuracy": 70.1171875, "adversarial_training_loss": 0.037814703024923804, "adversarial_training_accuracy": 53.515625, "validation_accuracy": 58.4, "validation_loss": 0.029019556760787962, "adversarial_validation_accuracy": 31.6, "adversarial_validation_loss": 0.04480142664909363, "average_validation_accuracy": 45.0}, {"training_loss": 0.030371025670319796, "training_accuracy": 70.078125, "adversarial_training_loss": 0.03752478705719113, "adversarial_training_accuracy": 53.203125, "validation_accuracy": 58.8, "validation_loss": 0.02504695522785187, "adversarial_validation_accuracy": 34.6, "adversarial_validation_loss": 0.04381487131118775, "average_validation_accuracy": 46.7}, {"training_loss": 0.030178458802402018, "training_accuracy": 71.2109375, "adversarial_training_loss": 0.03834350863471627, "adversarial_training_accuracy": 51.640625, "validation_accuracy": 59.6, "validation_loss": 0.025480118036270143, "adversarial_validation_accuracy": 26.4, "adversarial_validation_loss": 0.052254393577575685, "average_validation_accuracy": 43.0}, {"training_loss": 0.030668599298223853, "training_accuracy": 69.296875, "adversarial_training_loss": 0.03816755870357156, "adversarial_training_accuracy": 52.8515625, "validation_accuracy": 59.2, "validation_loss": 0.024601253271102904, "adversarial_validation_accuracy": 29.0, "adversarial_validation_loss": 0.04801828503608704, "average_validation_accuracy": 44.1}, {"training_loss": 0.03024984700605273, "training_accuracy": 70.6640625, "adversarial_training_loss": 0.038117109797894955, "adversarial_training_accuracy": 52.96875, "validation_accuracy": 60.0, "validation_loss": 0.025623693943023683, "adversarial_validation_accuracy": 31.4, "adversarial_validation_loss": 0.047862456798553464, "average_validation_accuracy": 45.7}, {"training_loss": 0.03045604284852743, "training_accuracy": 70.5078125, "adversarial_training_loss": 0.03814357211813331, "adversarial_training_accuracy": 53.4765625, "validation_accuracy": 59.8, "validation_loss": 0.024838467359542846, "adversarial_validation_accuracy": 29.6, "adversarial_validation_loss": 0.04675663375854492, "average_validation_accuracy": 44.7}, {"training_loss": 0.03046725210733712, "training_accuracy": 69.296875, "adversarial_training_loss": 0.03811947498470545, "adversarial_training_accuracy": 53.0859375, "validation_accuracy": 61.2, "validation_loss": 0.026196056723594666, "adversarial_validation_accuracy": 28.4, "adversarial_validation_loss": 0.048164348602294925, "average_validation_accuracy": 44.8}, {"training_loss": 0.03042631489224732, "training_accuracy": 70.0390625, "adversarial_training_loss": 0.03754227720201016, "adversarial_training_accuracy": 53.7890625, "validation_accuracy": 62.8, "validation_loss": 0.024693557739257813, "adversarial_validation_accuracy": 26.8, "adversarial_validation_loss": 0.05080261278152466, "average_validation_accuracy": 44.8}, {"training_loss": 0.030496341362595557, "training_accuracy": 69.8046875, "adversarial_training_loss": 0.0379559158347547, "adversarial_training_accuracy": 53.359375, "validation_accuracy": 56.6, "validation_loss": 0.027332600355148316, "adversarial_validation_accuracy": 29.6, "adversarial_validation_loss": 0.045938796758651736, "average_validation_accuracy": 43.1}, {"training_loss": 0.030324026150628923, "training_accuracy": 69.921875, "adversarial_training_loss": 0.03821449037641287, "adversarial_training_accuracy": 53.984375, "validation_accuracy": 59.6, "validation_loss": 0.024448033571243286, "adversarial_validation_accuracy": 30.8, "adversarial_validation_loss": 0.04684409761428833, "average_validation_accuracy": 45.2}, {"training_loss": 0.03068817765451968, "training_accuracy": 70.0, "adversarial_training_loss": 0.03793061664327979, "adversarial_training_accuracy": 53.59375, "validation_accuracy": 59.8, "validation_loss": 0.025775461912155153, "adversarial_validation_accuracy": 29.0, "adversarial_validation_loss": 0.04717616081237793, "average_validation_accuracy": 44.4}, {"training_loss": 0.030535463290289045, "training_accuracy": 70.078125, "adversarial_training_loss": 0.03829111866652966, "adversarial_training_accuracy": 52.6171875, "validation_accuracy": 58.8, "validation_loss": 0.0324791796207428, "adversarial_validation_accuracy": 28.8, "adversarial_validation_loss": 0.049190814971923826, "average_validation_accuracy": 43.8}, {"training_loss": 0.030539828771725296, "training_accuracy": 70.859375, "adversarial_training_loss": 0.03822510847821832, "adversarial_training_accuracy": 53.8671875, "validation_accuracy": 59.6, "validation_loss": 0.026581061244010926, "adversarial_validation_accuracy": 32.6, "adversarial_validation_loss": 0.04808727598190308, "average_validation_accuracy": 46.1}, {"training_loss": 0.03024794990196824, "training_accuracy": 70.2734375, "adversarial_training_loss": 0.0378819378092885, "adversarial_training_accuracy": 53.4375, "validation_accuracy": 63.2, "validation_loss": 0.023688841819763183, "adversarial_validation_accuracy": 29.6, "adversarial_validation_loss": 0.046870138645172116, "average_validation_accuracy": 46.400000000000006}, {"training_loss": 0.030727669037878512, "training_accuracy": 69.7265625, "adversarial_training_loss": 0.038105960842221974, "adversarial_training_accuracy": 52.03125, "validation_accuracy": 56.4, "validation_loss": 0.025834036350250243, "adversarial_validation_accuracy": 28.0, "adversarial_validation_loss": 0.04992062711715698, "average_validation_accuracy": 42.2}, {"training_loss": 0.030165248084813356, "training_accuracy": 70.1953125, "adversarial_training_loss": 0.037690119631588456, "adversarial_training_accuracy": 54.296875, "validation_accuracy": 58.0, "validation_loss": 0.026097394227981567, "adversarial_validation_accuracy": 26.4, "adversarial_validation_loss": 0.04923928689956665, "average_validation_accuracy": 42.2}], "0.0048": [], "0.0064": [], "0.0079": [], "0.0092": [], "0.0104": [], "0.0114": [], "0.0124": [], "0.0134": [], "0.0144": [], "0.0154": [], "0.0164": [], "0.0174": [], "0.0184": [], "0.0194": [], "0.0204": []}
|