train.log

Namespace(batch_size=32, data_dir='/data3/ganyunchong/Pointnet_Pointnet2_pytorch-master/data/modelnet40_normal_resampled', learning_rate=0.001, log_freq=1, max_epochs=200, model_path='pointnet.pdparams', num_category=40, num_point=1024, num_workers=32, verbose=1, weight_decay=0.0001)
The size of train data is 9843
The size of test data is 2468
Epoch: 0, Batch ID: 50, Loss: 2.8402469158172607, ACC: 0.179375
Epoch: 0, Batch ID: 100, Loss: 2.774017333984375, ACC: 0.265
Epoch: 0, Batch ID: 150, Loss: 2.743661880493164, ACC: 0.306875
Epoch: 0, Batch ID: 200, Loss: 1.911185622215271, ACC: 0.33125
Epoch: 0, Batch ID: 250, Loss: 1.701554536819458, ACC: 0.352375
Epoch: 0, Batch ID: 300, Loss: 1.5898488759994507, ACC: 0.37135416666666665
Test epoch: 0, acc is: 0.46636952998379255
Model saved. Best Test ACC: 0.46636952998379255
Epoch: 1, Batch ID: 50, Loss: 2.0316736698150635, ACC: 0.508125
Epoch: 1, Batch ID: 100, Loss: 1.3415848016738892, ACC: 0.5221875
Epoch: 1, Batch ID: 150, Loss: 1.7225234508514404, ACC: 0.530625
Epoch: 1, Batch ID: 200, Loss: 1.440808892250061, ACC: 0.53734375
Epoch: 1, Batch ID: 250, Loss: 1.7075694799423218, ACC: 0.54525
Epoch: 1, Batch ID: 300, Loss: 1.2708215713500977, ACC: 0.5525
Test epoch: 1, acc is: 0.6211507293354943
Model saved. Best Test ACC: 0.6211507293354943
Epoch: 2, Batch ID: 50, Loss: 1.4924370050430298, ACC: 0.58125
Epoch: 2, Batch ID: 100, Loss: 1.1256178617477417, ACC: 0.6
Epoch: 2, Batch ID: 150, Loss: 1.0033159255981445, ACC: 0.6129166666666667
Epoch: 2, Batch ID: 200, Loss: 1.295699954032898, ACC: 0.61953125
Epoch: 2, Batch ID: 250, Loss: 1.0662692785263062, ACC: 0.62375
Epoch: 2, Batch ID: 300, Loss: 1.2218037843704224, ACC: 0.6288541666666667
Test epoch: 2, acc is: 0.6385737439222042
Model saved. Best Test ACC: 0.6385737439222042
Epoch: 3, Batch ID: 50, Loss: 0.8325159549713135, ACC: 0.646875
Epoch: 3, Batch ID: 100, Loss: 0.9264526963233948, ACC: 0.6509375
Epoch: 3, Batch ID: 150, Loss: 0.7048691511154175, ACC: 0.66125
Epoch: 3, Batch ID: 200, Loss: 0.9111095666885376, ACC: 0.66046875
Epoch: 3, Batch ID: 250, Loss: 0.8080199956893921, ACC: 0.670875
Epoch: 3, Batch ID: 300, Loss: 1.011713981628418, ACC: 0.67375
Test epoch: 3, acc is: 0.7111021069692058
Model saved. Best Test ACC: 0.7111021069692058
Epoch: 4, Batch ID: 50, Loss: 1.154204249382019, ACC: 0.69875
Epoch: 4, Batch ID: 100, Loss: 0.7115010023117065, ACC: 0.7025
Epoch: 4, Batch ID: 150, Loss: 1.1008081436157227, ACC: 0.7025
Epoch: 4, Batch ID: 200, Loss: 0.9112599492073059, ACC: 0.70296875
Epoch: 4, Batch ID: 250, Loss: 1.1690700054168701, ACC: 0.703625
Epoch: 4, Batch ID: 300, Loss: 0.7544251680374146, ACC: 0.7040625
Test epoch: 4, acc is: 0.7163695299837926
Model saved. Best Test ACC: 0.7163695299837926
Epoch: 5, Batch ID: 50, Loss: 0.8395155668258667, ACC: 0.731875
Epoch: 5, Batch ID: 100, Loss: 0.535472571849823, ACC: 0.723125
Epoch: 5, Batch ID: 150, Loss: 0.7277167439460754, ACC: 0.7270833333333333
Epoch: 5, Batch ID: 200, Loss: 1.2199230194091797, ACC: 0.72
Epoch: 5, Batch ID: 250, Loss: 0.9407731890678406, ACC: 0.726625
Epoch: 5, Batch ID: 300, Loss: 0.8245400190353394, ACC: 0.726875
Test epoch: 5, acc is: 0.6762560777957861
Model not saved. Current Best Test ACC: 0.7163695299837926
Epoch: 6, Batch ID: 50, Loss: 0.9511042833328247, ACC: 0.751875
Epoch: 6, Batch ID: 100, Loss: 0.9877951145172119, ACC: 0.7490625
Epoch: 6, Batch ID: 150, Loss: 0.8588302135467529, ACC: 0.749375
Epoch: 6, Batch ID: 200, Loss: 1.2597699165344238, ACC: 0.74125
Epoch: 6, Batch ID: 250, Loss: 0.9976598620414734, ACC: 0.7395
Epoch: 6, Batch ID: 300, Loss: 0.7929673194885254, ACC: 0.7420833333333333
Test epoch: 6, acc is: 0.7423014586709886
Model saved. Best Test ACC: 0.7423014586709886
Epoch: 7, Batch ID: 50, Loss: 1.1822419166564941, ACC: 0.755625
Epoch: 7, Batch ID: 100, Loss: 0.9476222991943359, ACC: 0.74625
Epoch: 7, Batch ID: 150, Loss: 0.6904551386833191, ACC: 0.7497916666666666
Epoch: 7, Batch ID: 200, Loss: 1.0479249954223633, ACC: 0.75203125
Epoch: 7, Batch ID: 250, Loss: 0.8190978765487671, ACC: 0.754375
Epoch: 7, Batch ID: 300, Loss: 1.4532805681228638, ACC: 0.7540625
Test epoch: 7, acc is: 0.7803889789303079
Model saved. Best Test ACC: 0.7803889789303079
Epoch: 8, Batch ID: 50, Loss: 0.8184763789176941, ACC: 0.739375
Epoch: 8, Batch ID: 100, Loss: 0.9299808144569397, ACC: 0.7459375
Epoch: 8, Batch ID: 150, Loss: 0.6204817295074463, ACC: 0.7454166666666666
Epoch: 8, Batch ID: 200, Loss: 0.9521587491035461, ACC: 0.75453125
Epoch: 8, Batch ID: 250, Loss: 0.6378723978996277, ACC: 0.760125
Epoch: 8, Batch ID: 300, Loss: 0.640250027179718, ACC: 0.759375
Test epoch: 8, acc is: 0.6871961102106969
Model not saved. Current Best Test ACC: 0.7803889789303079
Epoch: 9, Batch ID: 50, Loss: 0.872687578201294, ACC: 0.773125
Epoch: 9, Batch ID: 100, Loss: 0.3724537491798401, ACC: 0.7728125
Epoch: 9, Batch ID: 150, Loss: 0.7778350710868835, ACC: 0.7683333333333333
Epoch: 9, Batch ID: 200, Loss: 1.1503833532333374, ACC: 0.77125
Epoch: 9, Batch ID: 250, Loss: 0.8986783027648926, ACC: 0.769875
Epoch: 9, Batch ID: 300, Loss: 0.9477535486221313, ACC: 0.7733333333333333
Test epoch: 9, acc is: 0.7508103727714749
Model not saved. Current Best Test ACC: 0.7803889789303079
Epoch: 10, Batch ID: 50, Loss: 0.7805296182632446, ACC: 0.7775
Epoch: 10, Batch ID: 100, Loss: 0.6952114701271057, ACC: 0.78
Epoch: 10, Batch ID: 150, Loss: 0.4932582378387451, ACC: 0.7808333333333334
Epoch: 10, Batch ID: 200, Loss: 0.5194706916809082, ACC: 0.7784375
Epoch: 10, Batch ID: 250, Loss: 0.6260057091712952, ACC: 0.777
Epoch: 10, Batch ID: 300, Loss: 0.7778470516204834, ACC: 0.7813541666666667
Test epoch: 10, acc is: 0.7706645056726094
Model not saved. Current Best Test ACC: 0.7803889789303079
Epoch: 11, Batch ID: 50, Loss: 0.6606972217559814, ACC: 0.783125
Epoch: 11, Batch ID: 100, Loss: 0.6501440405845642, ACC: 0.788125
Epoch: 11, Batch ID: 150, Loss: 0.5581497550010681, ACC: 0.79
Epoch: 11, Batch ID: 200, Loss: 0.5624719858169556, ACC: 0.78640625
Epoch: 11, Batch ID: 250, Loss: 0.3790495991706848, ACC: 0.78175
Epoch: 11, Batch ID: 300, Loss: 0.6352748870849609, ACC: 0.7813541666666667
Test epoch: 11, acc is: 0.7771474878444085
Model not saved. Current Best Test ACC: 0.7803889789303079
Epoch: 12, Batch ID: 50, Loss: 0.6231730580329895, ACC: 0.775625
Epoch: 12, Batch ID: 100, Loss: 0.6857627630233765, ACC: 0.7865625
Epoch: 12, Batch ID: 150, Loss: 0.6511361598968506, ACC: 0.785
Epoch: 12, Batch ID: 200, Loss: 0.6798786520957947, ACC: 0.7846875
Epoch: 12, Batch ID: 250, Loss: 0.5309038758277893, ACC: 0.787375
Epoch: 12, Batch ID: 300, Loss: 0.583149790763855, ACC: 0.7873958333333333
Test epoch: 12, acc is: 0.7329821717990276
Model not saved. Current Best Test ACC: 0.7803889789303079
Epoch: 13, Batch ID: 50, Loss: 0.485446959733963, ACC: 0.798125
Epoch: 13, Batch ID: 100, Loss: 1.237434983253479, ACC: 0.7903125
Epoch: 13, Batch ID: 150, Loss: 0.7008438110351562, ACC: 0.7958333333333333
Epoch: 13, Batch ID: 200, Loss: 0.8831577301025391, ACC: 0.79859375
Epoch: 13, Batch ID: 250, Loss: 0.7741332650184631, ACC: 0.797625
Epoch: 13, Batch ID: 300, Loss: 0.8554310202598572, ACC: 0.7957291666666667
Test epoch: 13, acc is: 0.7402755267423015
Model not saved. Current Best Test ACC: 0.7803889789303079
Epoch: 14, Batch ID: 50, Loss: 0.6702871918678284, ACC: 0.791875
Epoch: 14, Batch ID: 100, Loss: 1.0730793476104736, ACC: 0.7828125
Epoch: 14, Batch ID: 150, Loss: 0.573324978351593, ACC: 0.7816666666666666
Epoch: 14, Batch ID: 200, Loss: 0.6609328389167786, ACC: 0.7865625
Epoch: 14, Batch ID: 250, Loss: 0.711945652961731, ACC: 0.789125
Epoch: 14, Batch ID: 300, Loss: 0.8316931128501892, ACC: 0.7925
Test epoch: 14, acc is: 0.8030794165316045
Model saved. Best Test ACC: 0.8030794165316045
Epoch: 15, Batch ID: 50, Loss: 0.6745690703392029, ACC: 0.82375
Epoch: 15, Batch ID: 100, Loss: 0.5817537307739258, ACC: 0.8121875
Epoch: 15, Batch ID: 150, Loss: 0.4022313356399536, ACC: 0.810625
Epoch: 15, Batch ID: 200, Loss: 0.5605623126029968, ACC: 0.80296875
Epoch: 15, Batch ID: 250, Loss: 0.669845700263977, ACC: 0.8015
Epoch: 15, Batch ID: 300, Loss: 0.5925020575523376, ACC: 0.7994791666666666
Test epoch: 15, acc is: 0.7949756888168558
Model not saved. Current Best Test ACC: 0.8030794165316045
Epoch: 16, Batch ID: 50, Loss: 0.7104554772377014, ACC: 0.79875
Epoch: 16, Batch ID: 100, Loss: 0.7671060562133789, ACC: 0.8021875
Epoch: 16, Batch ID: 150, Loss: 0.584379255771637, ACC: 0.8077083333333334
Epoch: 16, Batch ID: 200, Loss: 0.5620003342628479, ACC: 0.80515625
Epoch: 16, Batch ID: 250, Loss: 0.542872428894043, ACC: 0.804125
Epoch: 16, Batch ID: 300, Loss: 0.42476606369018555, ACC: 0.8048958333333334
Test epoch: 16, acc is: 0.7941653160453809
Model not saved. Current Best Test ACC: 0.8030794165316045
Epoch: 17, Batch ID: 50, Loss: 0.39427706599235535, ACC: 0.805
Epoch: 17, Batch ID: 100, Loss: 0.6189727783203125, ACC: 0.81125
Epoch: 17, Batch ID: 150, Loss: 0.29848864674568176, ACC: 0.8070833333333334
Epoch: 17, Batch ID: 200, Loss: 0.3639927804470062, ACC: 0.80625
Epoch: 17, Batch ID: 250, Loss: 0.5826200842857361, ACC: 0.80425
Epoch: 17, Batch ID: 300, Loss: 0.29733219742774963, ACC: 0.8057291666666667
Test epoch: 17, acc is: 0.7568881685575365
Model not saved. Current Best Test ACC: 0.8030794165316045
Epoch: 18, Batch ID: 50, Loss: 0.7049233317375183, ACC: 0.815625
Epoch: 18, Batch ID: 100, Loss: 0.5525408983230591, ACC: 0.8221875
Epoch: 18, Batch ID: 150, Loss: 0.7103703618049622, ACC: 0.8172916666666666
Epoch: 18, Batch ID: 200, Loss: 0.7066474556922913, ACC: 0.814375
Epoch: 18, Batch ID: 250, Loss: 0.39051076769828796, ACC: 0.819125
Epoch: 18, Batch ID: 300, Loss: 0.8933766484260559, ACC: 0.8146875
Test epoch: 18, acc is: 0.7289303079416531
Model not saved. Current Best Test ACC: 0.8030794165316045
Epoch: 19, Batch ID: 50, Loss: 0.36703601479530334, ACC: 0.830625
Epoch: 19, Batch ID: 100, Loss: 0.5313286781311035, ACC: 0.81625
Epoch: 19, Batch ID: 150, Loss: 0.47959429025650024, ACC: 0.8147916666666667
Epoch: 19, Batch ID: 200, Loss: 0.5253089070320129, ACC: 0.80859375
Epoch: 19, Batch ID: 250, Loss: 0.3243774175643921, ACC: 0.80975
Epoch: 19, Batch ID: 300, Loss: 0.3324618935585022, ACC: 0.8127083333333334
Test epoch: 19, acc is: 0.799837925445705
Model not saved. Current Best Test ACC: 0.8030794165316045
Epoch: 20, Batch ID: 50, Loss: 0.5268674492835999, ACC: 0.840625
Epoch: 20, Batch ID: 100, Loss: 0.4558044970035553, ACC: 0.8371875
Epoch: 20, Batch ID: 150, Loss: 0.28672870993614197, ACC: 0.8327083333333334
Epoch: 20, Batch ID: 200, Loss: 0.46799376606941223, ACC: 0.83015625
Epoch: 20, Batch ID: 250, Loss: 0.36719784140586853, ACC: 0.8285
Epoch: 20, Batch ID: 300, Loss: 0.7449082136154175, ACC: 0.8277083333333334
Test epoch: 20, acc is: 0.7876823338735819
Model not saved. Current Best Test ACC: 0.8030794165316045
Epoch: 21, Batch ID: 50, Loss: 0.7323208451271057, ACC: 0.83875
Epoch: 21, Batch ID: 100, Loss: 0.3246362507343292, ACC: 0.841875
Epoch: 21, Batch ID: 150, Loss: 0.4881546199321747, ACC: 0.84125
Epoch: 21, Batch ID: 200, Loss: 0.47315606474876404, ACC: 0.83765625
Epoch: 21, Batch ID: 250, Loss: 0.45174938440322876, ACC: 0.837875
Epoch: 21, Batch ID: 300, Loss: 0.6124029159545898, ACC: 0.8367708333333334
Test epoch: 21, acc is: 0.8103727714748784
Model saved. Best Test ACC: 0.8103727714748784
Epoch: 22, Batch ID: 50, Loss: 0.33342358469963074, ACC: 0.858125
Epoch: 22, Batch ID: 100, Loss: 0.3675827980041504, ACC: 0.848125
Epoch: 22, Batch ID: 150, Loss: 0.5780384540557861, ACC: 0.843125
Epoch: 22, Batch ID: 200, Loss: 0.46796050667762756, ACC: 0.8434375
Epoch: 22, Batch ID: 250, Loss: 0.7360293865203857, ACC: 0.83875
Epoch: 22, Batch ID: 300, Loss: 0.36011195182800293, ACC: 0.8401041666666667
Test epoch: 22, acc is: 0.7876823338735819
Model not saved. Current Best Test ACC: 0.8103727714748784
Epoch: 23, Batch ID: 50, Loss: 0.445882648229599, ACC: 0.845625
Epoch: 23, Batch ID: 100, Loss: 0.3282891809940338, ACC: 0.8475
Epoch: 23, Batch ID: 150, Loss: 0.23259618878364563, ACC: 0.8483333333333334
Epoch: 23, Batch ID: 200, Loss: 0.5125830173492432, ACC: 0.84625
Epoch: 23, Batch ID: 250, Loss: 0.6156808733940125, ACC: 0.84575
Epoch: 23, Batch ID: 300, Loss: 0.44106635451316833, ACC: 0.8421875
Test epoch: 23, acc is: 0.803484602917342
Model not saved. Current Best Test ACC: 0.8103727714748784
Epoch: 24, Batch ID: 50, Loss: 0.6552702188491821, ACC: 0.8275
Epoch: 24, Batch ID: 100, Loss: 0.6049526929855347, ACC: 0.825
Epoch: 24, Batch ID: 150, Loss: 0.3914700150489807, ACC: 0.829375
Epoch: 24, Batch ID: 200, Loss: 0.32019132375717163, ACC: 0.83828125
Epoch: 24, Batch ID: 250, Loss: 0.509605348110199, ACC: 0.839875
Epoch: 24, Batch ID: 300, Loss: 0.4981918931007385, ACC: 0.8398958333333333
Test epoch: 24, acc is: 0.7779578606158833
Model not saved. Current Best Test ACC: 0.8103727714748784
Epoch: 25, Batch ID: 50, Loss: 0.8010552525520325, ACC: 0.851875
Epoch: 25, Batch ID: 100, Loss: 0.5548291802406311, ACC: 0.8471875
Epoch: 25, Batch ID: 150, Loss: 0.6760818958282471, ACC: 0.841875
Epoch: 25, Batch ID: 200, Loss: 0.5472986698150635, ACC: 0.835625
Epoch: 25, Batch ID: 250, Loss: 0.3319610357284546, ACC: 0.833
Epoch: 25, Batch ID: 300, Loss: 0.5514890551567078, ACC: 0.8348958333333333
Test epoch: 25, acc is: 0.8205024311183144
Model saved. Best Test ACC: 0.8205024311183144
Epoch: 26, Batch ID: 50, Loss: 0.278621107339859, ACC: 0.850625
Epoch: 26, Batch ID: 100, Loss: 0.33419156074523926, ACC: 0.8409375
Epoch: 26, Batch ID: 150, Loss: 0.6055437922477722, ACC: 0.8427083333333333
Epoch: 26, Batch ID: 200, Loss: 0.375883013010025, ACC: 0.8421875
Epoch: 26, Batch ID: 250, Loss: 0.43569621443748474, ACC: 0.84525
Epoch: 26, Batch ID: 300, Loss: 0.42937666177749634, ACC: 0.8444791666666667
Test epoch: 26, acc is: 0.8379254457050244
Model saved. Best Test ACC: 0.8379254457050244
Epoch: 27, Batch ID: 50, Loss: 0.5298100709915161, ACC: 0.846875
Epoch: 27, Batch ID: 100, Loss: 0.3699508309364319, ACC: 0.850625
Epoch: 27, Batch ID: 150, Loss: 0.6127532720565796, ACC: 0.8472916666666667
Epoch: 27, Batch ID: 200, Loss: 0.32269972562789917, ACC: 0.85015625
Epoch: 27, Batch ID: 250, Loss: 0.346003919839859, ACC: 0.8475
Epoch: 27, Batch ID: 300, Loss: 0.405151903629303, ACC: 0.8466666666666667
Test epoch: 27, acc is: 0.8456239870340356
Model saved. Best Test ACC: 0.8456239870340356
Epoch: 28, Batch ID: 50, Loss: 0.8342381119728088, ACC: 0.85125
Epoch: 28, Batch ID: 100, Loss: 0.4777185618877411, ACC: 0.848125
Epoch: 28, Batch ID: 150, Loss: 0.4877535104751587, ACC: 0.848125
Epoch: 28, Batch ID: 200, Loss: 0.43900394439697266, ACC: 0.84921875
Epoch: 28, Batch ID: 250, Loss: 0.4896599054336548, ACC: 0.8465
Epoch: 28, Batch ID: 300, Loss: 0.42586269974708557, ACC: 0.8473958333333333
Test epoch: 28, acc is: 0.8294165316045381
Model not saved. Current Best Test ACC: 0.8456239870340356
Epoch: 29, Batch ID: 50, Loss: 0.5098634958267212, ACC: 0.84625
Epoch: 29, Batch ID: 100, Loss: 0.6197168827056885, ACC: 0.846875
Epoch: 29, Batch ID: 150, Loss: 0.2812536954879761, ACC: 0.8477083333333333
Epoch: 29, Batch ID: 200, Loss: 0.27585700154304504, ACC: 0.8453125
Epoch: 29, Batch ID: 250, Loss: 0.3237941861152649, ACC: 0.84375
Epoch: 29, Batch ID: 300, Loss: 0.8190100789070129, ACC: 0.8460416666666667
Test epoch: 29, acc is: 0.846839546191248
Model saved. Best Test ACC: 0.846839546191248
Epoch: 30, Batch ID: 50, Loss: 0.47879666090011597, ACC: 0.8575
Epoch: 30, Batch ID: 100, Loss: 0.2943739891052246, ACC: 0.855
Epoch: 30, Batch ID: 150, Loss: 0.8147343993186951, ACC: 0.849375
Epoch: 30, Batch ID: 200, Loss: 0.4432438015937805, ACC: 0.84828125
Epoch: 30, Batch ID: 250, Loss: 0.38471534848213196, ACC: 0.84925
Epoch: 30, Batch ID: 300, Loss: 0.585472822189331, ACC: 0.849375
Test epoch: 30, acc is: 0.830226904376013
Model not saved. Current Best Test ACC: 0.846839546191248
Epoch: 31, Batch ID: 50, Loss: 0.3010440468788147, ACC: 0.86
Epoch: 31, Batch ID: 100, Loss: 0.5705758929252625, ACC: 0.85125
Epoch: 31, Batch ID: 150, Loss: 0.3998057246208191, ACC: 0.8529166666666667
Epoch: 31, Batch ID: 200, Loss: 0.45922112464904785, ACC: 0.84875
Epoch: 31, Batch ID: 250, Loss: 0.5561200976371765, ACC: 0.849875
Epoch: 31, Batch ID: 300, Loss: 0.7494505047798157, ACC: 0.8502083333333333
Test epoch: 31, acc is: 0.8233387358184765
Model not saved. Current Best Test ACC: 0.846839546191248
Epoch: 32, Batch ID: 50, Loss: 0.22009755671024323, ACC: 0.87125
Epoch: 32, Batch ID: 100, Loss: 0.4336243271827698, ACC: 0.8665625
Epoch: 32, Batch ID: 150, Loss: 0.36635783314704895, ACC: 0.8608333333333333
Epoch: 32, Batch ID: 200, Loss: 0.4320868253707886, ACC: 0.85515625
Epoch: 32, Batch ID: 250, Loss: 0.4324550926685333, ACC: 0.852625
Epoch: 32, Batch ID: 300, Loss: 0.2858693301677704, ACC: 0.8495833333333334
Test epoch: 32, acc is: 0.8387358184764991
Model not saved. Current Best Test ACC: 0.846839546191248
Epoch: 33, Batch ID: 50, Loss: 0.2569957673549652, ACC: 0.874375
Epoch: 33, Batch ID: 100, Loss: 0.16167618334293365, ACC: 0.8609375
Epoch: 33, Batch ID: 150, Loss: 0.38565593957901, ACC: 0.8539583333333334
Epoch: 33, Batch ID: 200, Loss: 0.8017969727516174, ACC: 0.85359375
Epoch: 33, Batch ID: 250, Loss: 0.6203266978263855, ACC: 0.8555
Epoch: 33, Batch ID: 300, Loss: 0.34832635521888733, ACC: 0.8541666666666666
Test epoch: 33, acc is: 0.8225283630470016
Model not saved. Current Best Test ACC: 0.846839546191248
Epoch: 34, Batch ID: 50, Loss: 0.5290646553039551, ACC: 0.849375
Epoch: 34, Batch ID: 100, Loss: 0.35467538237571716, ACC: 0.8540625
Epoch: 34, Batch ID: 150, Loss: 0.2875305712223053, ACC: 0.8564583333333333
Epoch: 34, Batch ID: 200, Loss: 0.44450828433036804, ACC: 0.85609375
Epoch: 34, Batch ID: 250, Loss: 0.5423237681388855, ACC: 0.853875
Epoch: 34, Batch ID: 300, Loss: 0.28898707032203674, ACC: 0.8554166666666667
Test epoch: 34, acc is: 0.8156401944894651
Model not saved. Current Best Test ACC: 0.846839546191248
Epoch: 35, Batch ID: 50, Loss: 0.38792458176612854, ACC: 0.860625
Epoch: 35, Batch ID: 100, Loss: 0.361510694026947, ACC: 0.858125
Epoch: 35, Batch ID: 150, Loss: 0.3932073414325714, ACC: 0.8658333333333333
Epoch: 35, Batch ID: 200, Loss: 0.5926567912101746, ACC: 0.86390625
Epoch: 35, Batch ID: 250, Loss: 0.43184009194374084, ACC: 0.862875
Epoch: 35, Batch ID: 300, Loss: 0.3347955048084259, ACC: 0.8595833333333334
Test epoch: 35, acc is: 0.7957860615883307
Model not saved. Current Best Test ACC: 0.846839546191248
Epoch: 36, Batch ID: 50, Loss: 0.35272276401519775, ACC: 0.86375
Epoch: 36, Batch ID: 100, Loss: 0.5411738157272339, ACC: 0.8665625
Epoch: 36, Batch ID: 150, Loss: 0.36645397543907166, ACC: 0.8633333333333333
Epoch: 36, Batch ID: 200, Loss: 0.32894808053970337, ACC: 0.85921875
Epoch: 36, Batch ID: 250, Loss: 0.2699560523033142, ACC: 0.86075
Epoch: 36, Batch ID: 300, Loss: 0.46038663387298584, ACC: 0.860625
Test epoch: 36, acc is: 0.8286061588330632
Model not saved. Current Best Test ACC: 0.846839546191248
Epoch: 37, Batch ID: 50, Loss: 0.4398268461227417, ACC: 0.858125
Epoch: 37, Batch ID: 100, Loss: 0.38938024640083313, ACC: 0.8628125
Epoch: 37, Batch ID: 150, Loss: 0.9510881304740906, ACC: 0.8627083333333333
Epoch: 37, Batch ID: 200, Loss: 0.23717235028743744, ACC: 0.858125
Epoch: 37, Batch ID: 250, Loss: 0.5099295377731323, ACC: 0.858
Epoch: 37, Batch ID: 300, Loss: 0.3793666362762451, ACC: 0.8551041666666667
Test epoch: 37, acc is: 0.8411669367909238
Model not saved. Current Best Test ACC: 0.846839546191248
Epoch: 38, Batch ID: 50, Loss: 0.4694872200489044, ACC: 0.850625
Epoch: 38, Batch ID: 100, Loss: 0.5253716111183167, ACC: 0.8559375
Epoch: 38, Batch ID: 150, Loss: 0.11301275342702866, ACC: 0.8591666666666666
Epoch: 38, Batch ID: 200, Loss: 0.23861531913280487, ACC: 0.86328125
Epoch: 38, Batch ID: 250, Loss: 0.461724191904068, ACC: 0.863625
Epoch: 38, Batch ID: 300, Loss: 0.465554416179657, ACC: 0.8638541666666667
Test epoch: 38, acc is: 0.836709886547812
Model not saved. Current Best Test ACC: 0.846839546191248
Epoch: 39, Batch ID: 50, Loss: 0.3138904869556427, ACC: 0.869375
Epoch: 39, Batch ID: 100, Loss: 0.3848903179168701, ACC: 0.8721875
Epoch: 39, Batch ID: 150, Loss: 0.19907815754413605, ACC: 0.8727083333333333
Epoch: 39, Batch ID: 200, Loss: 0.7884259223937988, ACC: 0.86953125
Epoch: 39, Batch ID: 250, Loss: 0.3067155182361603, ACC: 0.867
Epoch: 39, Batch ID: 300, Loss: 0.7813869118690491, ACC: 0.8646875
Test epoch: 39, acc is: 0.8286061588330632
Model not saved. Current Best Test ACC: 0.846839546191248
Epoch: 40, Batch ID: 50, Loss: 0.42236703634262085, ACC: 0.868125
Epoch: 40, Batch ID: 100, Loss: 0.46306556463241577, ACC: 0.873125
Epoch: 40, Batch ID: 150, Loss: 0.4743877947330475, ACC: 0.87375
Epoch: 40, Batch ID: 200, Loss: 0.599783182144165, ACC: 0.876875
Epoch: 40, Batch ID: 250, Loss: 0.20271582901477814, ACC: 0.87775
Epoch: 40, Batch ID: 300, Loss: 0.45864805579185486, ACC: 0.8780208333333334
Test epoch: 40, acc is: 0.8606158833063209
Model saved. Best Test ACC: 0.8606158833063209
Epoch: 41, Batch ID: 50, Loss: 0.29763174057006836, ACC: 0.88
Epoch: 41, Batch ID: 100, Loss: 0.3111988604068756, ACC: 0.87875
Epoch: 41, Batch ID: 150, Loss: 0.41232869029045105, ACC: 0.8777083333333333
Epoch: 41, Batch ID: 200, Loss: 0.2317047119140625, ACC: 0.8796875
Epoch: 41, Batch ID: 250, Loss: 0.26619112491607666, ACC: 0.876875
Epoch: 41, Batch ID: 300, Loss: 0.3197278380393982, ACC: 0.8771875
Test epoch: 41, acc is: 0.8687196110210696
Model saved. Best Test ACC: 0.8687196110210696
Epoch: 42, Batch ID: 50, Loss: 0.4661850333213806, ACC: 0.9
Epoch: 42, Batch ID: 100, Loss: 0.6457367539405823, ACC: 0.8909375
Epoch: 42, Batch ID: 150, Loss: 0.502727210521698, ACC: 0.8908333333333334
Epoch: 42, Batch ID: 200, Loss: 0.44433096051216125, ACC: 0.889375
Epoch: 42, Batch ID: 250, Loss: 0.07515599578619003, ACC: 0.886625
Epoch: 42, Batch ID: 300, Loss: 0.2527404725551605, ACC: 0.88625
Test epoch: 42, acc is: 0.8642625607779578
Model not saved. Current Best Test ACC: 0.8687196110210696
Epoch: 43, Batch ID: 50, Loss: 0.23174862563610077, ACC: 0.88125
Epoch: 43, Batch ID: 100, Loss: 0.27857834100723267, ACC: 0.8775
Epoch: 43, Batch ID: 150, Loss: 0.3598712384700775, ACC: 0.8802083333333334
Epoch: 43, Batch ID: 200, Loss: 0.3656400740146637, ACC: 0.87953125
Epoch: 43, Batch ID: 250, Loss: 0.15659920871257782, ACC: 0.878125
Epoch: 43, Batch ID: 300, Loss: 0.20067338645458221, ACC: 0.8773958333333334
Test epoch: 43, acc is: 0.8691247974068071
Model saved. Best Test ACC: 0.8691247974068071
Epoch: 44, Batch ID: 50, Loss: 0.21274620294570923, ACC: 0.889375
Epoch: 44, Batch ID: 100, Loss: 0.5452971458435059, ACC: 0.8828125
Epoch: 44, Batch ID: 150, Loss: 0.15548624098300934, ACC: 0.8858333333333334
Epoch: 44, Batch ID: 200, Loss: 0.36332374811172485, ACC: 0.88640625
Epoch: 44, Batch ID: 250, Loss: 0.2768119275569916, ACC: 0.884
Epoch: 44, Batch ID: 300, Loss: 0.4384671747684479, ACC: 0.8829166666666667
Test epoch: 44, acc is: 0.8675040518638574
Model not saved. Current Best Test ACC: 0.8691247974068071
Epoch: 45, Batch ID: 50, Loss: 0.16449888050556183, ACC: 0.891875
Epoch: 45, Batch ID: 100, Loss: 0.5929587483406067, ACC: 0.8871875
Epoch: 45, Batch ID: 150, Loss: 0.42191290855407715, ACC: 0.890625
Epoch: 45, Batch ID: 200, Loss: 0.595194935798645, ACC: 0.89109375
Epoch: 45, Batch ID: 250, Loss: 0.47822797298431396, ACC: 0.88775
Epoch: 45, Batch ID: 300, Loss: 0.5340831279754639, ACC: 0.8852083333333334
Test epoch: 45, acc is: 0.8602106969205835
Model not saved. Current Best Test ACC: 0.8691247974068071
Epoch: 46, Batch ID: 50, Loss: 0.4184298813343048, ACC: 0.88875
Epoch: 46, Batch ID: 100, Loss: 0.42579585313796997, ACC: 0.889375
Epoch: 46, Batch ID: 150, Loss: 0.3072894811630249, ACC: 0.8860416666666666
Epoch: 46, Batch ID: 200, Loss: 0.4230846166610718, ACC: 0.883125
Epoch: 46, Batch ID: 250, Loss: 0.5010010600090027, ACC: 0.8825
Epoch: 46, Batch ID: 300, Loss: 0.31849032640457153, ACC: 0.8810416666666666
Test epoch: 46, acc is: 0.8581847649918962
Model not saved. Current Best Test ACC: 0.8691247974068071
Epoch: 47, Batch ID: 50, Loss: 0.19762594997882843, ACC: 0.89
Epoch: 47, Batch ID: 100, Loss: 0.3369823098182678, ACC: 0.8784375
Epoch: 47, Batch ID: 150, Loss: 0.2724766135215759, ACC: 0.8822916666666667
Epoch: 47, Batch ID: 200, Loss: 0.23746100068092346, ACC: 0.87828125
Epoch: 47, Batch ID: 250, Loss: 0.46539241075515747, ACC: 0.878875
Epoch: 47, Batch ID: 300, Loss: 0.23079511523246765, ACC: 0.8792708333333333
Test epoch: 47, acc is: 0.8630470016207455
Model not saved. Current Best Test ACC: 0.8691247974068071
Epoch: 48, Batch ID: 50, Loss: 0.36026695370674133, ACC: 0.881875
Epoch: 48, Batch ID: 100, Loss: 0.3147609829902649, ACC: 0.8878125
Epoch: 48, Batch ID: 150, Loss: 0.4083002209663391, ACC: 0.8883333333333333
Epoch: 48, Batch ID: 200, Loss: 0.41840675473213196, ACC: 0.886875
Epoch: 48, Batch ID: 250, Loss: 0.9195507168769836, ACC: 0.88725
Epoch: 48, Batch ID: 300, Loss: 0.5347046852111816, ACC: 0.8889583333333333
Test epoch: 48, acc is: 0.846839546191248
Model not saved. Current Best Test ACC: 0.8691247974068071
Epoch: 49, Batch ID: 50, Loss: 0.45407453179359436, ACC: 0.875
Epoch: 49, Batch ID: 100, Loss: 0.3501112759113312, ACC: 0.881875
Epoch: 49, Batch ID: 150, Loss: 0.20730939507484436, ACC: 0.8860416666666666
Epoch: 49, Batch ID: 200, Loss: 0.28110986948013306, ACC: 0.8840625
Epoch: 49, Batch ID: 250, Loss: 0.742579996585846, ACC: 0.881875
Epoch: 49, Batch ID: 300, Loss: 0.19426940381526947, ACC: 0.8829166666666667
Test epoch: 49, acc is: 0.8650729335494327
Model not saved. Current Best Test ACC: 0.8691247974068071
Epoch: 50, Batch ID: 50, Loss: 0.3024730980396271, ACC: 0.86875
Epoch: 50, Batch ID: 100, Loss: 0.3490965664386749, ACC: 0.8771875
Epoch: 50, Batch ID: 150, Loss: 0.2631114721298218, ACC: 0.8827083333333333
Epoch: 50, Batch ID: 200, Loss: 0.3977353572845459, ACC: 0.8821875
Epoch: 50, Batch ID: 250, Loss: 0.5526540875434875, ACC: 0.88175
Epoch: 50, Batch ID: 300, Loss: 0.3069848120212555, ACC: 0.8838541666666667
Test epoch: 50, acc is: 0.8606158833063209
Model not saved. Current Best Test ACC: 0.8691247974068071
Epoch: 51, Batch ID: 50, Loss: 0.14507633447647095, ACC: 0.893125
Epoch: 51, Batch ID: 100, Loss: 0.34876853227615356, ACC: 0.8815625
Epoch: 51, Batch ID: 150, Loss: 0.5428043603897095, ACC: 0.8835416666666667
Epoch: 51, Batch ID: 200, Loss: 0.15422990918159485, ACC: 0.88359375
Epoch: 51, Batch ID: 250, Loss: 0.20360276103019714, ACC: 0.8845
Epoch: 51, Batch ID: 300, Loss: 0.16758738458156586, ACC: 0.885625
Test epoch: 51, acc is: 0.8594003241491086
Model not saved. Current Best Test ACC: 0.8691247974068071
Epoch: 52, Batch ID: 50, Loss: 0.37506651878356934, ACC: 0.871875
Epoch: 52, Batch ID: 100, Loss: 0.533216118812561, ACC: 0.881875
Epoch: 52, Batch ID: 150, Loss: 0.2095910757780075, ACC: 0.8822916666666667
Epoch: 52, Batch ID: 200, Loss: 0.3708585798740387, ACC: 0.88578125
Epoch: 52, Batch ID: 250, Loss: 0.5065904855728149, ACC: 0.88575
Epoch: 52, Batch ID: 300, Loss: 0.43151772022247314, ACC: 0.8859375
Test epoch: 52, acc is: 0.8646677471636953
Model not saved. Current Best Test ACC: 0.8691247974068071
Epoch: 53, Batch ID: 50, Loss: 0.1466333121061325, ACC: 0.886875
Epoch: 53, Batch ID: 100, Loss: 0.6063640713691711, ACC: 0.8871875
Epoch: 53, Batch ID: 150, Loss: 0.35608965158462524, ACC: 0.8875
Epoch: 53, Batch ID: 200, Loss: 0.16814403235912323, ACC: 0.88734375
Epoch: 53, Batch ID: 250, Loss: 0.47319695353507996, ACC: 0.886625
Epoch: 53, Batch ID: 300, Loss: 0.2035338282585144, ACC: 0.8867708333333333
Test epoch: 53, acc is: 0.8606158833063209
Model not saved. Current Best Test ACC: 0.8691247974068071
Epoch: 54, Batch ID: 50, Loss: 0.10231766849756241, ACC: 0.878125
Epoch: 54, Batch ID: 100, Loss: 0.23594532907009125, ACC: 0.8940625
Epoch: 54, Batch ID: 150, Loss: 0.3577587306499481, ACC: 0.8958333333333334
Epoch: 54, Batch ID: 200, Loss: 0.32054799795150757, ACC: 0.893125
Epoch: 54, Batch ID: 250, Loss: 0.3077668249607086, ACC: 0.89125
Epoch: 54, Batch ID: 300, Loss: 0.09167882055044174, ACC: 0.8894791666666667
Test epoch: 54, acc is: 0.8581847649918962
Model not saved. Current Best Test ACC: 0.8691247974068071
Epoch: 55, Batch ID: 50, Loss: 0.34324562549591064, ACC: 0.8875
Epoch: 55, Batch ID: 100, Loss: 0.10777444392442703, ACC: 0.8853125
Epoch: 55, Batch ID: 150, Loss: 0.1722969114780426, ACC: 0.8875
Epoch: 55, Batch ID: 200, Loss: 0.4912099242210388, ACC: 0.88625
Epoch: 55, Batch ID: 250, Loss: 0.3106675148010254, ACC: 0.887625
Epoch: 55, Batch ID: 300, Loss: 0.2519095540046692, ACC: 0.8876041666666666
Test epoch: 55, acc is: 0.8606158833063209
Model not saved. Current Best Test ACC: 0.8691247974068071
Epoch: 56, Batch ID: 50, Loss: 0.42411383986473083, ACC: 0.893125
Epoch: 56, Batch ID: 100, Loss: 0.5678103566169739, ACC: 0.885
Epoch: 56, Batch ID: 150, Loss: 0.12442886829376221, ACC: 0.8864583333333333
Epoch: 56, Batch ID: 200, Loss: 0.11967374384403229, ACC: 0.88796875
Epoch: 56, Batch ID: 250, Loss: 0.25357505679130554, ACC: 0.888
Epoch: 56, Batch ID: 300, Loss: 0.40729889273643494, ACC: 0.8875
Test epoch: 56, acc is: 0.8589951377633711
Model not saved. Current Best Test ACC: 0.8691247974068071
Epoch: 57, Batch ID: 50, Loss: 0.335395872592926, ACC: 0.885
Epoch: 57, Batch ID: 100, Loss: 0.21323569118976593, ACC: 0.8884375
Epoch: 57, Batch ID: 150, Loss: 0.34653130173683167, ACC: 0.885625
Epoch: 57, Batch ID: 200, Loss: 0.27972665429115295, ACC: 0.888125
Epoch: 57, Batch ID: 250, Loss: 0.31138017773628235, ACC: 0.887125
Epoch: 57, Batch ID: 300, Loss: 0.07159841805696487, ACC: 0.8895833333333333
Test epoch: 57, acc is: 0.8634521880064829
Model not saved. Current Best Test ACC: 0.8691247974068071
Epoch: 58, Batch ID: 50, Loss: 0.11971797049045563, ACC: 0.905625
Epoch: 58, Batch ID: 100, Loss: 0.2918379008769989, ACC: 0.9028125
Epoch: 58, Batch ID: 150, Loss: 0.8175694346427917, ACC: 0.895625
Epoch: 58, Batch ID: 200, Loss: 0.19051501154899597, ACC: 0.89328125
Epoch: 58, Batch ID: 250, Loss: 0.3240894675254822, ACC: 0.893625
Epoch: 58, Batch ID: 300, Loss: 0.4314258098602295, ACC: 0.8910416666666666
Test epoch: 58, acc is: 0.8638573743922204
Model not saved. Current Best Test ACC: 0.8691247974068071
Epoch: 59, Batch ID: 50, Loss: 0.44061028957366943, ACC: 0.899375
Epoch: 59, Batch ID: 100, Loss: 0.19376583397388458, ACC: 0.898125
Epoch: 59, Batch ID: 150, Loss: 0.3874606192111969, ACC: 0.8908333333333334
Epoch: 59, Batch ID: 200, Loss: 0.5414625406265259, ACC: 0.88859375
Epoch: 59, Batch ID: 250, Loss: 0.6257147192955017, ACC: 0.8885
Epoch: 59, Batch ID: 300, Loss: 0.24666082859039307, ACC: 0.8891666666666667
Test epoch: 59, acc is: 0.8776337115072933
Model saved. Best Test ACC: 0.8776337115072933
Epoch: 60, Batch ID: 50, Loss: 0.2811565697193146, ACC: 0.901875
Epoch: 60, Batch ID: 100, Loss: 0.23122987151145935, ACC: 0.9040625
Epoch: 60, Batch ID: 150, Loss: 0.18507306277751923, ACC: 0.905625
Epoch: 60, Batch ID: 200, Loss: 0.32252252101898193, ACC: 0.905625
Epoch: 60, Batch ID: 250, Loss: 0.3351186513900757, ACC: 0.9045
Epoch: 60, Batch ID: 300, Loss: 0.11175684630870819, ACC: 0.9046875
Test epoch: 60, acc is: 0.8687196110210696
Model not saved. Current Best Test ACC: 0.8776337115072933
Epoch: 61, Batch ID: 50, Loss: 0.36430245637893677, ACC: 0.908125
Epoch: 61, Batch ID: 100, Loss: 0.15813285112380981, ACC: 0.9053125
Epoch: 61, Batch ID: 150, Loss: 0.3001246452331543, ACC: 0.9075
Epoch: 61, Batch ID: 200, Loss: 0.6243728399276733, ACC: 0.90234375
Epoch: 61, Batch ID: 250, Loss: 0.19767552614212036, ACC: 0.9045
Epoch: 61, Batch ID: 300, Loss: 0.48688897490501404, ACC: 0.9034375
Test epoch: 61, acc is: 0.8784440842787682
Model saved. Best Test ACC: 0.8784440842787682
Epoch: 62, Batch ID: 50, Loss: 0.2079724371433258, ACC: 0.915625
Epoch: 62, Batch ID: 100, Loss: 0.3852488100528717, ACC: 0.9096875
Epoch: 62, Batch ID: 150, Loss: 0.13153076171875, ACC: 0.9041666666666667
Epoch: 62, Batch ID: 200, Loss: 0.23113803565502167, ACC: 0.90484375
Epoch: 62, Batch ID: 250, Loss: 0.15380680561065674, ACC: 0.905375
Epoch: 62, Batch ID: 300, Loss: 0.09031777828931808, ACC: 0.9066666666666666
Test epoch: 62, acc is: 0.8683144246353323
Model not saved. Current Best Test ACC: 0.8784440842787682
Epoch: 63, Batch ID: 50, Loss: 0.28897738456726074, ACC: 0.924375
Epoch: 63, Batch ID: 100, Loss: 0.3289133608341217, ACC: 0.9196875
Epoch: 63, Batch ID: 150, Loss: 0.1283044070005417, ACC: 0.9133333333333333
Epoch: 63, Batch ID: 200, Loss: 0.25064972043037415, ACC: 0.90875
Epoch: 63, Batch ID: 250, Loss: 0.3172694742679596, ACC: 0.9075
Epoch: 63, Batch ID: 300, Loss: 0.41874825954437256, ACC: 0.9064583333333334
Test epoch: 63, acc is: 0.8634521880064829
Model not saved. Current Best Test ACC: 0.8784440842787682
Epoch: 64, Batch ID: 50, Loss: 0.03541053086519241, ACC: 0.913125
Epoch: 64, Batch ID: 100, Loss: 0.25369879603385925, ACC: 0.9103125
Epoch: 64, Batch ID: 150, Loss: 0.15451794862747192, ACC: 0.9045833333333333
Epoch: 64, Batch ID: 200, Loss: 0.316878080368042, ACC: 0.901875
Epoch: 64, Batch ID: 250, Loss: 0.15676899254322052, ACC: 0.90075
Epoch: 64, Batch ID: 300, Loss: 0.21604503691196442, ACC: 0.9036458333333334
Test epoch: 64, acc is: 0.8731766612641815
Model not saved. Current Best Test ACC: 0.8784440842787682
Epoch: 65, Batch ID: 50, Loss: 0.2265503853559494, ACC: 0.905625
Epoch: 65, Batch ID: 100, Loss: 0.2839798927307129, ACC: 0.9040625
Epoch: 65, Batch ID: 150, Loss: 0.2672249972820282, ACC: 0.90875
Epoch: 65, Batch ID: 200, Loss: 0.11303669214248657, ACC: 0.9103125
Epoch: 65, Batch ID: 250, Loss: 0.28147149085998535, ACC: 0.90875
Epoch: 65, Batch ID: 300, Loss: 0.15885572135448456, ACC: 0.9075
Test epoch: 65, acc is: 0.8695299837925445
Model not saved. Current Best Test ACC: 0.8784440842787682
Epoch: 66, Batch ID: 50, Loss: 0.2356301099061966, ACC: 0.914375
Epoch: 66, Batch ID: 100, Loss: 0.30561771988868713, ACC: 0.9159375
Epoch: 66, Batch ID: 150, Loss: 0.3585204482078552, ACC: 0.914375
Epoch: 66, Batch ID: 200, Loss: 0.23210807144641876, ACC: 0.91109375
Epoch: 66, Batch ID: 250, Loss: 0.33087384700775146, ACC: 0.91
Epoch: 66, Batch ID: 300, Loss: 0.21405750513076782, ACC: 0.9079166666666667
Test epoch: 66, acc is: 0.8585899513776337
Model not saved. Current Best Test ACC: 0.8784440842787682
Epoch: 67, Batch ID: 50, Loss: 0.2544817328453064, ACC: 0.899375
Epoch: 67, Batch ID: 100, Loss: 0.14700306951999664, ACC: 0.9015625
Epoch: 67, Batch ID: 150, Loss: 0.3293919861316681, ACC: 0.8997916666666667
Epoch: 67, Batch ID: 200, Loss: 0.1146489754319191, ACC: 0.90453125
Epoch: 67, Batch ID: 250, Loss: 0.24637329578399658, ACC: 0.904625
Epoch: 67, Batch ID: 300, Loss: 0.5529616475105286, ACC: 0.9071875
Test epoch: 67, acc is: 0.8845218800648298
Model saved. Best Test ACC: 0.8845218800648298
Epoch: 68, Batch ID: 50, Loss: 0.23048800230026245, ACC: 0.925625
Epoch: 68, Batch ID: 100, Loss: 0.2246370017528534, ACC: 0.924375
Epoch: 68, Batch ID: 150, Loss: 0.23691822588443756, ACC: 0.9222916666666666
Epoch: 68, Batch ID: 200, Loss: 0.251769483089447, ACC: 0.91828125
Epoch: 68, Batch ID: 250, Loss: 0.1435486227273941, ACC: 0.916375
Epoch: 68, Batch ID: 300, Loss: 0.4736591577529907, ACC: 0.9141666666666667
Test epoch: 68, acc is: 0.8776337115072933
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 69, Batch ID: 50, Loss: 0.24099786579608917, ACC: 0.909375
Epoch: 69, Batch ID: 100, Loss: 0.144841268658638, ACC: 0.909375
Epoch: 69, Batch ID: 150, Loss: 0.34778892993927, ACC: 0.910625
Epoch: 69, Batch ID: 200, Loss: 0.1991865187883377, ACC: 0.90734375
Epoch: 69, Batch ID: 250, Loss: 0.7585147023200989, ACC: 0.9085
Epoch: 69, Batch ID: 300, Loss: 0.23269958794116974, ACC: 0.9072916666666667
Test epoch: 69, acc is: 0.8792544570502431
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 70, Batch ID: 50, Loss: 0.0724196806550026, ACC: 0.93125
Epoch: 70, Batch ID: 100, Loss: 0.20356374979019165, ACC: 0.9134375
Epoch: 70, Batch ID: 150, Loss: 0.24770376086235046, ACC: 0.9104166666666667
Epoch: 70, Batch ID: 200, Loss: 0.7715240120887756, ACC: 0.91046875
Epoch: 70, Batch ID: 250, Loss: 0.10897812992334366, ACC: 0.911375
Epoch: 70, Batch ID: 300, Loss: 0.14182302355766296, ACC: 0.9088541666666666
Test epoch: 70, acc is: 0.880064829821718
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 71, Batch ID: 50, Loss: 0.2668474018573761, ACC: 0.919375
Epoch: 71, Batch ID: 100, Loss: 0.14381639659404755, ACC: 0.9165625
Epoch: 71, Batch ID: 150, Loss: 0.15029840171337128, ACC: 0.915
Epoch: 71, Batch ID: 200, Loss: 0.18967343866825104, ACC: 0.91109375
Epoch: 71, Batch ID: 250, Loss: 0.4043371081352234, ACC: 0.910375
Epoch: 71, Batch ID: 300, Loss: 0.18893279135227203, ACC: 0.9117708333333333
Test epoch: 71, acc is: 0.8626418152350082
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 72, Batch ID: 50, Loss: 0.5561711192131042, ACC: 0.90875
Epoch: 72, Batch ID: 100, Loss: 0.36838498711586, ACC: 0.91
Epoch: 72, Batch ID: 150, Loss: 0.313845157623291, ACC: 0.913125
Epoch: 72, Batch ID: 200, Loss: 0.4167514741420746, ACC: 0.9159375
Epoch: 72, Batch ID: 250, Loss: 0.3614200949668884, ACC: 0.915
Epoch: 72, Batch ID: 300, Loss: 0.159420445561409, ACC: 0.9130208333333333
Test epoch: 72, acc is: 0.8577795786061588
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 73, Batch ID: 50, Loss: 0.26712802052497864, ACC: 0.91375
Epoch: 73, Batch ID: 100, Loss: 0.09751138836145401, ACC: 0.915625
Epoch: 73, Batch ID: 150, Loss: 0.27377739548683167, ACC: 0.9147916666666667
Epoch: 73, Batch ID: 200, Loss: 0.20374204218387604, ACC: 0.9159375
Epoch: 73, Batch ID: 250, Loss: 0.13782744109630585, ACC: 0.914125
Epoch: 73, Batch ID: 300, Loss: 0.24770209193229675, ACC: 0.9115625
Test epoch: 73, acc is: 0.8719611021069692
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 74, Batch ID: 50, Loss: 0.2786562144756317, ACC: 0.91625
Epoch: 74, Batch ID: 100, Loss: 0.3904073238372803, ACC: 0.9184375
Epoch: 74, Batch ID: 150, Loss: 0.26424047350883484, ACC: 0.9166666666666666
Epoch: 74, Batch ID: 200, Loss: 0.19565625488758087, ACC: 0.91484375
Epoch: 74, Batch ID: 250, Loss: 0.23408876359462738, ACC: 0.915125
Epoch: 74, Batch ID: 300, Loss: 0.2098739743232727, ACC: 0.9130208333333333
Test epoch: 74, acc is: 0.8776337115072933
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 75, Batch ID: 50, Loss: 0.17278936505317688, ACC: 0.919375
Epoch: 75, Batch ID: 100, Loss: 0.2501007318496704, ACC: 0.916875
Epoch: 75, Batch ID: 150, Loss: 0.5315821170806885, ACC: 0.9129166666666667
Epoch: 75, Batch ID: 200, Loss: 0.24094648659229279, ACC: 0.91484375
Epoch: 75, Batch ID: 250, Loss: 0.31917864084243774, ACC: 0.912375
Epoch: 75, Batch ID: 300, Loss: 0.15657185018062592, ACC: 0.9115625
Test epoch: 75, acc is: 0.8675040518638574
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 76, Batch ID: 50, Loss: 0.44443008303642273, ACC: 0.918125
Epoch: 76, Batch ID: 100, Loss: 0.03747347742319107, ACC: 0.9184375
Epoch: 76, Batch ID: 150, Loss: 0.23484481871128082, ACC: 0.9135416666666667
Epoch: 76, Batch ID: 200, Loss: 0.25166818499565125, ACC: 0.91484375
Epoch: 76, Batch ID: 250, Loss: 0.24745754897594452, ACC: 0.91125
Epoch: 76, Batch ID: 300, Loss: 0.38028472661972046, ACC: 0.908125
Test epoch: 76, acc is: 0.8691247974068071
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 77, Batch ID: 50, Loss: 0.34300172328948975, ACC: 0.906875
Epoch: 77, Batch ID: 100, Loss: 0.19661781191825867, ACC: 0.915
Epoch: 77, Batch ID: 150, Loss: 0.17872487008571625, ACC: 0.918125
Epoch: 77, Batch ID: 200, Loss: 0.31495416164398193, ACC: 0.91546875
Epoch: 77, Batch ID: 250, Loss: 0.27824291586875916, ACC: 0.9155
Epoch: 77, Batch ID: 300, Loss: 0.2063504010438919, ACC: 0.9139583333333333
Test epoch: 77, acc is: 0.86709886547812
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 78, Batch ID: 50, Loss: 0.1032668873667717, ACC: 0.9
Epoch: 78, Batch ID: 100, Loss: 0.13713490962982178, ACC: 0.9090625
Epoch: 78, Batch ID: 150, Loss: 0.4409617483615875, ACC: 0.9075
Epoch: 78, Batch ID: 200, Loss: 0.19022390246391296, ACC: 0.90703125
Epoch: 78, Batch ID: 250, Loss: 0.540111243724823, ACC: 0.907875
Epoch: 78, Batch ID: 300, Loss: 0.11269911378622055, ACC: 0.9091666666666667
Test epoch: 78, acc is: 0.8658833063209076
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 79, Batch ID: 50, Loss: 0.2252657115459442, ACC: 0.911875
Epoch: 79, Batch ID: 100, Loss: 0.44186219573020935, ACC: 0.9071875
Epoch: 79, Batch ID: 150, Loss: 0.22447015345096588, ACC: 0.9089583333333333
Epoch: 79, Batch ID: 200, Loss: 0.39700043201446533, ACC: 0.91359375
Epoch: 79, Batch ID: 250, Loss: 0.5146377682685852, ACC: 0.91275
Epoch: 79, Batch ID: 300, Loss: 0.1798062026500702, ACC: 0.91125
Test epoch: 79, acc is: 0.8512965964343598
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 80, Batch ID: 50, Loss: 0.33411404490470886, ACC: 0.921875
Epoch: 80, Batch ID: 100, Loss: 0.29712867736816406, ACC: 0.916875
Epoch: 80, Batch ID: 150, Loss: 0.18608948588371277, ACC: 0.9227083333333334
Epoch: 80, Batch ID: 200, Loss: 0.2881132960319519, ACC: 0.92171875
Epoch: 80, Batch ID: 250, Loss: 0.23298853635787964, ACC: 0.922
Epoch: 80, Batch ID: 300, Loss: 0.19787882268428802, ACC: 0.9213541666666667
Test epoch: 80, acc is: 0.8796596434359806
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 81, Batch ID: 50, Loss: 0.38468387722969055, ACC: 0.9375
Epoch: 81, Batch ID: 100, Loss: 0.17736561596393585, ACC: 0.9246875
Epoch: 81, Batch ID: 150, Loss: 0.11906098574399948, ACC: 0.9260416666666667
Epoch: 81, Batch ID: 200, Loss: 0.1760788857936859, ACC: 0.92515625
Epoch: 81, Batch ID: 250, Loss: 0.22427667677402496, ACC: 0.924375
Epoch: 81, Batch ID: 300, Loss: 0.3137751817703247, ACC: 0.9247916666666667
Test epoch: 81, acc is: 0.8837115072933549
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 82, Batch ID: 50, Loss: 0.16410547494888306, ACC: 0.930625
Epoch: 82, Batch ID: 100, Loss: 0.26990416646003723, ACC: 0.925
Epoch: 82, Batch ID: 150, Loss: 0.14221306145191193, ACC: 0.9264583333333334
Epoch: 82, Batch ID: 200, Loss: 0.0500497929751873, ACC: 0.92640625
Epoch: 82, Batch ID: 250, Loss: 0.3814312815666199, ACC: 0.925375
Epoch: 82, Batch ID: 300, Loss: 0.3129136860370636, ACC: 0.923125
Test epoch: 82, acc is: 0.8784440842787682
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 83, Batch ID: 50, Loss: 0.0628012865781784, ACC: 0.943125
Epoch: 83, Batch ID: 100, Loss: 0.11410702764987946, ACC: 0.93375
Epoch: 83, Batch ID: 150, Loss: 0.19333775341510773, ACC: 0.9279166666666666
Epoch: 83, Batch ID: 200, Loss: 0.38836386799812317, ACC: 0.9275
Epoch: 83, Batch ID: 250, Loss: 0.13605722784996033, ACC: 0.92625
Epoch: 83, Batch ID: 300, Loss: 0.19768965244293213, ACC: 0.9269791666666667
Test epoch: 83, acc is: 0.88290113452188
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 84, Batch ID: 50, Loss: 0.14008916914463043, ACC: 0.929375
Epoch: 84, Batch ID: 100, Loss: 0.12791016697883606, ACC: 0.92625
Epoch: 84, Batch ID: 150, Loss: 0.20739540457725525, ACC: 0.92875
Epoch: 84, Batch ID: 200, Loss: 0.1625336855649948, ACC: 0.92671875
Epoch: 84, Batch ID: 250, Loss: 0.07489632815122604, ACC: 0.9255
Epoch: 84, Batch ID: 300, Loss: 0.49660077691078186, ACC: 0.9246875
Test epoch: 84, acc is: 0.8739870340356564
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 85, Batch ID: 50, Loss: 0.08349592983722687, ACC: 0.925
Epoch: 85, Batch ID: 100, Loss: 0.22417591512203217, ACC: 0.9209375
Epoch: 85, Batch ID: 150, Loss: 0.11207153648138046, ACC: 0.9227083333333334
Epoch: 85, Batch ID: 200, Loss: 0.10511532425880432, ACC: 0.9228125
Epoch: 85, Batch ID: 250, Loss: 0.27047136425971985, ACC: 0.922875
Epoch: 85, Batch ID: 300, Loss: 0.09137637913227081, ACC: 0.9230208333333333
Test epoch: 85, acc is: 0.8776337115072933
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 86, Batch ID: 50, Loss: 0.2815607190132141, ACC: 0.919375
Epoch: 86, Batch ID: 100, Loss: 0.3191000521183014, ACC: 0.91875
Epoch: 86, Batch ID: 150, Loss: 0.3517884910106659, ACC: 0.9222916666666666
Epoch: 86, Batch ID: 200, Loss: 0.1329631209373474, ACC: 0.9221875
Epoch: 86, Batch ID: 250, Loss: 0.05309930071234703, ACC: 0.922
Epoch: 86, Batch ID: 300, Loss: 0.08209060877561569, ACC: 0.9227083333333334
Test epoch: 86, acc is: 0.869935170178282
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 87, Batch ID: 50, Loss: 0.20382431149482727, ACC: 0.93
Epoch: 87, Batch ID: 100, Loss: 0.12985840439796448, ACC: 0.9228125
Epoch: 87, Batch ID: 150, Loss: 0.14973808825016022, ACC: 0.9247916666666667
Epoch: 87, Batch ID: 200, Loss: 0.0789605975151062, ACC: 0.92671875
Epoch: 87, Batch ID: 250, Loss: 0.11840101331472397, ACC: 0.92525
Epoch: 87, Batch ID: 300, Loss: 0.3729170858860016, ACC: 0.9238541666666666
Test epoch: 87, acc is: 0.876418152350081
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 88, Batch ID: 50, Loss: 0.20163151621818542, ACC: 0.92875
Epoch: 88, Batch ID: 100, Loss: 0.06302011758089066, ACC: 0.923125
Epoch: 88, Batch ID: 150, Loss: 0.19202664494514465, ACC: 0.9279166666666666
Epoch: 88, Batch ID: 200, Loss: 0.30280372500419617, ACC: 0.9246875
Epoch: 88, Batch ID: 250, Loss: 0.32952362298965454, ACC: 0.922875
Epoch: 88, Batch ID: 300, Loss: 0.29220014810562134, ACC: 0.9241666666666667
Test epoch: 88, acc is: 0.8816855753646677
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 89, Batch ID: 50, Loss: 0.11525536328554153, ACC: 0.935
Epoch: 89, Batch ID: 100, Loss: 0.16335579752922058, ACC: 0.93125
Epoch: 89, Batch ID: 150, Loss: 0.09544846415519714, ACC: 0.935
Epoch: 89, Batch ID: 200, Loss: 0.1257050633430481, ACC: 0.9321875
Epoch: 89, Batch ID: 250, Loss: 0.12088152766227722, ACC: 0.930375
Epoch: 89, Batch ID: 300, Loss: 0.30892717838287354, ACC: 0.93
Test epoch: 89, acc is: 0.8707455429497569
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 90, Batch ID: 50, Loss: 0.4111819267272949, ACC: 0.92125
Epoch: 90, Batch ID: 100, Loss: 0.12774915993213654, ACC: 0.923125
Epoch: 90, Batch ID: 150, Loss: 0.15468554198741913, ACC: 0.9277083333333334
Epoch: 90, Batch ID: 200, Loss: 0.3882065415382385, ACC: 0.926875
Epoch: 90, Batch ID: 250, Loss: 0.1079312339425087, ACC: 0.927
Epoch: 90, Batch ID: 300, Loss: 0.23458009958267212, ACC: 0.925625
Test epoch: 90, acc is: 0.8727714748784441
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 91, Batch ID: 50, Loss: 0.33210739493370056, ACC: 0.93125
Epoch: 91, Batch ID: 100, Loss: 0.3125184178352356, ACC: 0.931875
Epoch: 91, Batch ID: 150, Loss: 0.20948804914951324, ACC: 0.928125
Epoch: 91, Batch ID: 200, Loss: 0.16820819675922394, ACC: 0.9296875
Epoch: 91, Batch ID: 250, Loss: 0.19301271438598633, ACC: 0.927125
Epoch: 91, Batch ID: 300, Loss: 0.4218082129955292, ACC: 0.9267708333333333
Test epoch: 91, acc is: 0.8804700162074555
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 92, Batch ID: 50, Loss: 0.43461671471595764, ACC: 0.92625
Epoch: 92, Batch ID: 100, Loss: 0.22665318846702576, ACC: 0.9253125
Epoch: 92, Batch ID: 150, Loss: 0.06492413580417633, ACC: 0.9254166666666667
Epoch: 92, Batch ID: 200, Loss: 0.34344878792762756, ACC: 0.925625
Epoch: 92, Batch ID: 250, Loss: 0.11129415780305862, ACC: 0.928125
Epoch: 92, Batch ID: 300, Loss: 0.29807087779045105, ACC: 0.924375
Test epoch: 92, acc is: 0.8792544570502431
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 93, Batch ID: 50, Loss: 0.2186962366104126, ACC: 0.925625
Epoch: 93, Batch ID: 100, Loss: 0.2089644819498062, ACC: 0.9215625
Epoch: 93, Batch ID: 150, Loss: 0.2595788240432739, ACC: 0.9245833333333333
Epoch: 93, Batch ID: 200, Loss: 0.23331348598003387, ACC: 0.9253125
Epoch: 93, Batch ID: 250, Loss: 0.23966021835803986, ACC: 0.925125
Epoch: 93, Batch ID: 300, Loss: 0.14773216843605042, ACC: 0.924375
Test epoch: 93, acc is: 0.8792544570502431
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 94, Batch ID: 50, Loss: 0.18605124950408936, ACC: 0.925625
Epoch: 94, Batch ID: 100, Loss: 0.1459510326385498, ACC: 0.9221875
Epoch: 94, Batch ID: 150, Loss: 0.20283159613609314, ACC: 0.9272916666666666
Epoch: 94, Batch ID: 200, Loss: 0.34274759888648987, ACC: 0.92796875
Epoch: 94, Batch ID: 250, Loss: 0.2743118405342102, ACC: 0.927
Epoch: 94, Batch ID: 300, Loss: 0.17206381261348724, ACC: 0.9270833333333334
Test epoch: 94, acc is: 0.88290113452188
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 95, Batch ID: 50, Loss: 0.23364019393920898, ACC: 0.93625
Epoch: 95, Batch ID: 100, Loss: 0.1780504286289215, ACC: 0.93125
Epoch: 95, Batch ID: 150, Loss: 0.23763947188854218, ACC: 0.9291666666666667
Epoch: 95, Batch ID: 200, Loss: 0.10816161334514618, ACC: 0.93046875
Epoch: 95, Batch ID: 250, Loss: 0.11763525754213333, ACC: 0.931625
Epoch: 95, Batch ID: 300, Loss: 0.026109179481863976, ACC: 0.9317708333333333
Test epoch: 95, acc is: 0.8804700162074555
Model not saved. Current Best Test ACC: 0.8845218800648298
Epoch: 96, Batch ID: 50, Loss: 0.3706350028514862, ACC: 0.926875
Epoch: 96, Batch ID: 100, Loss: 0.1165296882390976, ACC: 0.9278125
Epoch: 96, Batch ID: 150, Loss: 0.6435742378234863, ACC: 0.926875
Epoch: 96, Batch ID: 200, Loss: 0.1899602711200714, ACC: 0.92875
Epoch: 96, Batch ID: 250, Loss: 0.3415895104408264, ACC: 0.928125
Epoch: 96, Batch ID: 300, Loss: 0.40421977639198303, ACC: 0.9265625
Test epoch: 96, acc is: 0.8857374392220422
Model saved. Best Test ACC: 0.8857374392220422
Epoch: 97, Batch ID: 50, Loss: 0.17231574654579163, ACC: 0.9325
Epoch: 97, Batch ID: 100, Loss: 0.38173046708106995, ACC: 0.9296875
Epoch: 97, Batch ID: 150, Loss: 0.34861257672309875, ACC: 0.9291666666666667
Epoch: 97, Batch ID: 200, Loss: 0.32120081782341003, ACC: 0.92859375
Epoch: 97, Batch ID: 250, Loss: 0.3960145115852356, ACC: 0.928125
Epoch: 97, Batch ID: 300, Loss: 0.26395663619041443, ACC: 0.9273958333333333
Test epoch: 97, acc is: 0.88290113452188
Model not saved. Current Best Test ACC: 0.8857374392220422
Epoch: 98, Batch ID: 50, Loss: 0.166647270321846, ACC: 0.9325
Epoch: 98, Batch ID: 100, Loss: 0.25137731432914734, ACC: 0.9278125
Epoch: 98, Batch ID: 150, Loss: 0.09729916602373123, ACC: 0.9285416666666667
Epoch: 98, Batch ID: 200, Loss: 0.08504205197095871, ACC: 0.92484375
Epoch: 98, Batch ID: 250, Loss: 0.10788681358098984, ACC: 0.925
Epoch: 98, Batch ID: 300, Loss: 0.1111607700586319, ACC: 0.92625
Test epoch: 98, acc is: 0.8820907617504052
Model not saved. Current Best Test ACC: 0.8857374392220422
Epoch: 99, Batch ID: 50, Loss: 0.3010474741458893, ACC: 0.935625
Epoch: 99, Batch ID: 100, Loss: 0.23690903186798096, ACC: 0.9371875
Epoch: 99, Batch ID: 150, Loss: 0.15575645864009857, ACC: 0.93625
Epoch: 99, Batch ID: 200, Loss: 0.11917886883020401, ACC: 0.93421875
Epoch: 99, Batch ID: 250, Loss: 0.19969838857650757, ACC: 0.932375
Epoch: 99, Batch ID: 300, Loss: 0.1431073248386383, ACC: 0.9304166666666667
Test epoch: 99, acc is: 0.8812803889789304
Model not saved. Current Best Test ACC: 0.8857374392220422
Epoch: 100, Batch ID: 50, Loss: 0.14386583864688873, ACC: 0.93125
Epoch: 100, Batch ID: 100, Loss: 0.07356619834899902, ACC: 0.9340625
Epoch: 100, Batch ID: 150, Loss: 0.2199455350637436, ACC: 0.9358333333333333
Epoch: 100, Batch ID: 200, Loss: 0.1990363746881485, ACC: 0.93546875
Epoch: 100, Batch ID: 250, Loss: 0.26496198773384094, ACC: 0.935125
Epoch: 100, Batch ID: 300, Loss: 0.23176509141921997, ACC: 0.9346875
Test epoch: 100, acc is: 0.8796596434359806
Model not saved. Current Best Test ACC: 0.8857374392220422
Epoch: 101, Batch ID: 50, Loss: 0.0932033583521843, ACC: 0.944375
Epoch: 101, Batch ID: 100, Loss: 0.16384556889533997, ACC: 0.93875
Epoch: 101, Batch ID: 150, Loss: 0.23359808325767517, ACC: 0.9352083333333333
Epoch: 101, Batch ID: 200, Loss: 0.33826202154159546, ACC: 0.93515625
Epoch: 101, Batch ID: 250, Loss: 0.2636370360851288, ACC: 0.937625
Epoch: 101, Batch ID: 300, Loss: 0.06676069647073746, ACC: 0.9351041666666666
Test epoch: 101, acc is: 0.8869529983792545
Model saved. Best Test ACC: 0.8869529983792545
Epoch: 102, Batch ID: 50, Loss: 0.16857826709747314, ACC: 0.93625
Epoch: 102, Batch ID: 100, Loss: 0.07408946007490158, ACC: 0.9353125
Epoch: 102, Batch ID: 150, Loss: 0.19282810389995575, ACC: 0.93625
Epoch: 102, Batch ID: 200, Loss: 0.38723114132881165, ACC: 0.9353125
Epoch: 102, Batch ID: 250, Loss: 0.12268222868442535, ACC: 0.932875
Epoch: 102, Batch ID: 300, Loss: 0.17564034461975098, ACC: 0.9323958333333333
Test epoch: 102, acc is: 0.8837115072933549
Model not saved. Current Best Test ACC: 0.8869529983792545
Epoch: 103, Batch ID: 50, Loss: 0.22484853863716125, ACC: 0.93875
Epoch: 103, Batch ID: 100, Loss: 0.32483983039855957, ACC: 0.9359375
Epoch: 103, Batch ID: 150, Loss: 0.1195114329457283, ACC: 0.938125
Epoch: 103, Batch ID: 200, Loss: 0.2042149156332016, ACC: 0.94015625
Epoch: 103, Batch ID: 250, Loss: 0.13654184341430664, ACC: 0.939
Epoch: 103, Batch ID: 300, Loss: 0.42704516649246216, ACC: 0.9389583333333333
Test epoch: 103, acc is: 0.8808752025931929
Model not saved. Current Best Test ACC: 0.8869529983792545
Epoch: 104, Batch ID: 50, Loss: 0.35180121660232544, ACC: 0.938125
Epoch: 104, Batch ID: 100, Loss: 0.19779808819293976, ACC: 0.9378125
Epoch: 104, Batch ID: 150, Loss: 0.18061520159244537, ACC: 0.939375
Epoch: 104, Batch ID: 200, Loss: 0.2855031192302704, ACC: 0.93796875
Epoch: 104, Batch ID: 250, Loss: 0.10794697701931, ACC: 0.936125
Epoch: 104, Batch ID: 300, Loss: 0.12587063014507294, ACC: 0.9346875
Test epoch: 104, acc is: 0.8873581847649918
Model saved. Best Test ACC: 0.8873581847649918
Epoch: 105, Batch ID: 50, Loss: 0.054926831275224686, ACC: 0.94375
Epoch: 105, Batch ID: 100, Loss: 0.16186782717704773, ACC: 0.943125
Epoch: 105, Batch ID: 150, Loss: 0.27945974469184875, ACC: 0.9379166666666666
Epoch: 105, Batch ID: 200, Loss: 0.15388764441013336, ACC: 0.9375
Epoch: 105, Batch ID: 250, Loss: 0.3612818717956543, ACC: 0.93725
Epoch: 105, Batch ID: 300, Loss: 0.24786297976970673, ACC: 0.9355208333333334
Test epoch: 105, acc is: 0.8752025931928687
Model not saved. Current Best Test ACC: 0.8873581847649918
Epoch: 106, Batch ID: 50, Loss: 0.19546687602996826, ACC: 0.9425
Epoch: 106, Batch ID: 100, Loss: 0.22492152452468872, ACC: 0.9346875
Epoch: 106, Batch ID: 150, Loss: 0.048617083579301834, ACC: 0.93125
Epoch: 106, Batch ID: 200, Loss: 0.12558254599571228, ACC: 0.9303125
Epoch: 106, Batch ID: 250, Loss: 0.11230497807264328, ACC: 0.93075
Epoch: 106, Batch ID: 300, Loss: 0.29704955220222473, ACC: 0.9315625
Test epoch: 106, acc is: 0.8816855753646677
Model not saved. Current Best Test ACC: 0.8873581847649918
Epoch: 107, Batch ID: 50, Loss: 0.2705318331718445, ACC: 0.9475
Epoch: 107, Batch ID: 100, Loss: 0.3239401578903198, ACC: 0.9371875
Epoch: 107, Batch ID: 150, Loss: 0.1933981478214264, ACC: 0.94
Epoch: 107, Batch ID: 200, Loss: 0.11447729170322418, ACC: 0.940625
Epoch: 107, Batch ID: 250, Loss: 0.1684151291847229, ACC: 0.939125
Epoch: 107, Batch ID: 300, Loss: 0.10895528644323349, ACC: 0.9380208333333333
Test epoch: 107, acc is: 0.8820907617504052
Model not saved. Current Best Test ACC: 0.8873581847649918
Epoch: 108, Batch ID: 50, Loss: 0.19692768156528473, ACC: 0.948125
Epoch: 108, Batch ID: 100, Loss: 0.2480262964963913, ACC: 0.945625
Epoch: 108, Batch ID: 150, Loss: 0.0714886263012886, ACC: 0.9439583333333333
Epoch: 108, Batch ID: 200, Loss: 0.12339659035205841, ACC: 0.94234375
Epoch: 108, Batch ID: 250, Loss: 0.23003393411636353, ACC: 0.93975
Epoch: 108, Batch ID: 300, Loss: 0.07491778582334518, ACC: 0.9391666666666667
Test epoch: 108, acc is: 0.8792544570502431
Model not saved. Current Best Test ACC: 0.8873581847649918
Epoch: 109, Batch ID: 50, Loss: 0.1755259931087494, ACC: 0.931875
Epoch: 109, Batch ID: 100, Loss: 0.06685452163219452, ACC: 0.935625
Epoch: 109, Batch ID: 150, Loss: 0.2595018744468689, ACC: 0.938125
Epoch: 109, Batch ID: 200, Loss: 0.17371013760566711, ACC: 0.93890625
Epoch: 109, Batch ID: 250, Loss: 0.03864462673664093, ACC: 0.93875
Epoch: 109, Batch ID: 300, Loss: 0.13947826623916626, ACC: 0.939375
Test epoch: 109, acc is: 0.8837115072933549
Model not saved. Current Best Test ACC: 0.8873581847649918
Epoch: 110, Batch ID: 50, Loss: 0.21312116086483002, ACC: 0.945
Epoch: 110, Batch ID: 100, Loss: 0.1184733435511589, ACC: 0.94125
Epoch: 110, Batch ID: 150, Loss: 0.24901756644248962, ACC: 0.93875
Epoch: 110, Batch ID: 200, Loss: 0.1612103134393692, ACC: 0.93953125
Epoch: 110, Batch ID: 250, Loss: 0.2836930751800537, ACC: 0.938625
Epoch: 110, Batch ID: 300, Loss: 0.08384069800376892, ACC: 0.939375
Test epoch: 110, acc is: 0.8849270664505673
Model not saved. Current Best Test ACC: 0.8873581847649918
Epoch: 111, Batch ID: 50, Loss: 0.09762709587812424, ACC: 0.94375
Epoch: 111, Batch ID: 100, Loss: 0.08063477277755737, ACC: 0.9425
Epoch: 111, Batch ID: 150, Loss: 0.128533735871315, ACC: 0.939375
Epoch: 111, Batch ID: 200, Loss: 0.20577731728553772, ACC: 0.93671875
Epoch: 111, Batch ID: 250, Loss: 0.15653888881206512, ACC: 0.935125
Epoch: 111, Batch ID: 300, Loss: 0.13192789256572723, ACC: 0.9351041666666666
Test epoch: 111, acc is: 0.8845218800648298
Model not saved. Current Best Test ACC: 0.8873581847649918
Epoch: 112, Batch ID: 50, Loss: 0.07850074768066406, ACC: 0.9425
Epoch: 112, Batch ID: 100, Loss: 0.08456145226955414, ACC: 0.9409375
Epoch: 112, Batch ID: 150, Loss: 0.17880959808826447, ACC: 0.9404166666666667
Epoch: 112, Batch ID: 200, Loss: 0.18137802183628082, ACC: 0.9396875
Epoch: 112, Batch ID: 250, Loss: 0.352516770362854, ACC: 0.936375
Epoch: 112, Batch ID: 300, Loss: 0.13007000088691711, ACC: 0.9370833333333334
Test epoch: 112, acc is: 0.88290113452188
Model not saved. Current Best Test ACC: 0.8873581847649918
Epoch: 113, Batch ID: 50, Loss: 0.16193105280399323, ACC: 0.939375
Epoch: 113, Batch ID: 100, Loss: 0.23500363528728485, ACC: 0.9390625
Epoch: 113, Batch ID: 150, Loss: 0.2377747744321823, ACC: 0.939375
Epoch: 113, Batch ID: 200, Loss: 0.1410084217786789, ACC: 0.93765625
Epoch: 113, Batch ID: 250, Loss: 0.2572128474712372, ACC: 0.937
Epoch: 113, Batch ID: 300, Loss: 0.21238011121749878, ACC: 0.9377083333333334
Test epoch: 113, acc is: 0.8845218800648298
Model not saved. Current Best Test ACC: 0.8873581847649918
Epoch: 114, Batch ID: 50, Loss: 0.27931374311447144, ACC: 0.938125
Epoch: 114, Batch ID: 100, Loss: 0.11672557890415192, ACC: 0.94
Epoch: 114, Batch ID: 150, Loss: 0.40411895513534546, ACC: 0.9408333333333333
Epoch: 114, Batch ID: 200, Loss: 0.07993842661380768, ACC: 0.9428125
Epoch: 114, Batch ID: 250, Loss: 0.2232210487127304, ACC: 0.939625
Epoch: 114, Batch ID: 300, Loss: 0.06166474148631096, ACC: 0.9395833333333333
Test epoch: 114, acc is: 0.8808752025931929
Model not saved. Current Best Test ACC: 0.8873581847649918
Epoch: 115, Batch ID: 50, Loss: 0.02433071658015251, ACC: 0.9375
Epoch: 115, Batch ID: 100, Loss: 0.05398038029670715, ACC: 0.9371875
Epoch: 115, Batch ID: 150, Loss: 0.18662257492542267, ACC: 0.9358333333333333
Epoch: 115, Batch ID: 200, Loss: 0.1258665770292282, ACC: 0.93609375
Epoch: 115, Batch ID: 250, Loss: 0.04876674711704254, ACC: 0.93525
Epoch: 115, Batch ID: 300, Loss: 0.051585808396339417, ACC: 0.9366666666666666
Test epoch: 115, acc is: 0.8841166936790924
Model not saved. Current Best Test ACC: 0.8873581847649918
Epoch: 116, Batch ID: 50, Loss: 0.13746999204158783, ACC: 0.941875
Epoch: 116, Batch ID: 100, Loss: 0.2132285088300705, ACC: 0.945
Epoch: 116, Batch ID: 150, Loss: 0.203536719083786, ACC: 0.93875
Epoch: 116, Batch ID: 200, Loss: 0.1940412074327469, ACC: 0.94015625
Epoch: 116, Batch ID: 250, Loss: 0.08241430670022964, ACC: 0.941
Epoch: 116, Batch ID: 300, Loss: 0.1080346554517746, ACC: 0.9397916666666667
Test epoch: 116, acc is: 0.8845218800648298
Model not saved. Current Best Test ACC: 0.8873581847649918
Epoch: 117, Batch ID: 50, Loss: 0.09083791822195053, ACC: 0.94375
Epoch: 117, Batch ID: 100, Loss: 0.12191477417945862, ACC: 0.9409375
Epoch: 117, Batch ID: 150, Loss: 0.14496809244155884, ACC: 0.9408333333333333
Epoch: 117, Batch ID: 200, Loss: 0.26689612865448, ACC: 0.93890625
Epoch: 117, Batch ID: 250, Loss: 0.1822645664215088, ACC: 0.93825
Epoch: 117, Batch ID: 300, Loss: 0.10620605945587158, ACC: 0.9397916666666667
Test epoch: 117, acc is: 0.8873581847649918
Model not saved. Current Best Test ACC: 0.8873581847649918
Epoch: 118, Batch ID: 50, Loss: 0.14817313849925995, ACC: 0.94375
Epoch: 118, Batch ID: 100, Loss: 0.15172019600868225, ACC: 0.9440625
Epoch: 118, Batch ID: 150, Loss: 0.2753661274909973, ACC: 0.9397916666666667
Epoch: 118, Batch ID: 200, Loss: 0.09212096780538559, ACC: 0.93828125
Epoch: 118, Batch ID: 250, Loss: 0.20627903938293457, ACC: 0.938
Epoch: 118, Batch ID: 300, Loss: 0.17187975347042084, ACC: 0.93875
Test epoch: 118, acc is: 0.8905996758508914
Model saved. Best Test ACC: 0.8905996758508914
Epoch: 119, Batch ID: 50, Loss: 0.18429867923259735, ACC: 0.941875
Epoch: 119, Batch ID: 100, Loss: 0.12524031102657318, ACC: 0.940625
Epoch: 119, Batch ID: 150, Loss: 0.05957700312137604, ACC: 0.9447916666666667
Epoch: 119, Batch ID: 200, Loss: 0.10962019115686417, ACC: 0.94453125
Epoch: 119, Batch ID: 250, Loss: 0.20524857938289642, ACC: 0.943625
Epoch: 119, Batch ID: 300, Loss: 0.08644597977399826, ACC: 0.9429166666666666
Test epoch: 119, acc is: 0.8914100486223663
Model saved. Best Test ACC: 0.8914100486223663
Epoch: 120, Batch ID: 50, Loss: 0.16018494963645935, ACC: 0.944375
Epoch: 120, Batch ID: 100, Loss: 0.32823535799980164, ACC: 0.9421875
Epoch: 120, Batch ID: 150, Loss: 0.2911667823791504, ACC: 0.9402083333333333
Epoch: 120, Batch ID: 200, Loss: 0.14978381991386414, ACC: 0.94140625
Epoch: 120, Batch ID: 250, Loss: 0.13412809371948242, ACC: 0.94
Epoch: 120, Batch ID: 300, Loss: 0.20889055728912354, ACC: 0.9404166666666667
Test epoch: 120, acc is: 0.8877633711507293
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 121, Batch ID: 50, Loss: 0.045611314475536346, ACC: 0.949375
Epoch: 121, Batch ID: 100, Loss: 0.3354671895503998, ACC: 0.948125
Epoch: 121, Batch ID: 150, Loss: 0.17667345702648163, ACC: 0.9491666666666667
Epoch: 121, Batch ID: 200, Loss: 0.26666703820228577, ACC: 0.94609375
Epoch: 121, Batch ID: 250, Loss: 0.12458498030900955, ACC: 0.945875
Epoch: 121, Batch ID: 300, Loss: 0.1449713259935379, ACC: 0.9447916666666667
Test epoch: 121, acc is: 0.8861426256077796
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 122, Batch ID: 50, Loss: 0.08287153393030167, ACC: 0.950625
Epoch: 122, Batch ID: 100, Loss: 0.10167012363672256, ACC: 0.945
Epoch: 122, Batch ID: 150, Loss: 0.07124999165534973, ACC: 0.9427083333333334
Epoch: 122, Batch ID: 200, Loss: 0.18064597249031067, ACC: 0.943125
Epoch: 122, Batch ID: 250, Loss: 0.07983028888702393, ACC: 0.94375
Epoch: 122, Batch ID: 300, Loss: 0.027096472680568695, ACC: 0.9438541666666667
Test epoch: 122, acc is: 0.8837115072933549
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 123, Batch ID: 50, Loss: 0.026254253461956978, ACC: 0.9525
Epoch: 123, Batch ID: 100, Loss: 0.17045064270496368, ACC: 0.9475
Epoch: 123, Batch ID: 150, Loss: 0.10186605155467987, ACC: 0.9416666666666667
Epoch: 123, Batch ID: 200, Loss: 0.1281440407037735, ACC: 0.94359375
Epoch: 123, Batch ID: 250, Loss: 0.2634909451007843, ACC: 0.946375
Epoch: 123, Batch ID: 300, Loss: 0.16217836737632751, ACC: 0.9464583333333333
Test epoch: 123, acc is: 0.8905996758508914
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 124, Batch ID: 50, Loss: 0.034290045499801636, ACC: 0.9475
Epoch: 124, Batch ID: 100, Loss: 0.1255033165216446, ACC: 0.940625
Epoch: 124, Batch ID: 150, Loss: 0.09722839295864105, ACC: 0.945
Epoch: 124, Batch ID: 200, Loss: 0.04052595794200897, ACC: 0.94609375
Epoch: 124, Batch ID: 250, Loss: 0.09793588519096375, ACC: 0.94575
Epoch: 124, Batch ID: 300, Loss: 0.23206286132335663, ACC: 0.9466666666666667
Test epoch: 124, acc is: 0.8869529983792545
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 125, Batch ID: 50, Loss: 0.09111045300960541, ACC: 0.946875
Epoch: 125, Batch ID: 100, Loss: 0.21376319229602814, ACC: 0.9459375
Epoch: 125, Batch ID: 150, Loss: 0.11559915542602539, ACC: 0.94625
Epoch: 125, Batch ID: 200, Loss: 0.10225394368171692, ACC: 0.9459375
Epoch: 125, Batch ID: 250, Loss: 0.09919820725917816, ACC: 0.94375
Epoch: 125, Batch ID: 300, Loss: 0.15892940759658813, ACC: 0.944375
Test epoch: 125, acc is: 0.8914100486223663
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 126, Batch ID: 50, Loss: 0.20152349770069122, ACC: 0.94875
Epoch: 126, Batch ID: 100, Loss: 0.15341399610042572, ACC: 0.9503125
Epoch: 126, Batch ID: 150, Loss: 0.07397027313709259, ACC: 0.9485416666666666
Epoch: 126, Batch ID: 200, Loss: 0.1842423379421234, ACC: 0.94984375
Epoch: 126, Batch ID: 250, Loss: 0.10883626341819763, ACC: 0.948375
Epoch: 126, Batch ID: 300, Loss: 0.11795397102832794, ACC: 0.948125
Test epoch: 126, acc is: 0.88290113452188
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 127, Batch ID: 50, Loss: 0.10798411816358566, ACC: 0.953125
Epoch: 127, Batch ID: 100, Loss: 0.23906300961971283, ACC: 0.951875
Epoch: 127, Batch ID: 150, Loss: 0.07321896404027939, ACC: 0.9508333333333333
Epoch: 127, Batch ID: 200, Loss: 0.16906048357486725, ACC: 0.9471875
Epoch: 127, Batch ID: 250, Loss: 0.03682257980108261, ACC: 0.947125
Epoch: 127, Batch ID: 300, Loss: 0.25525596737861633, ACC: 0.9469791666666667
Test epoch: 127, acc is: 0.8808752025931929
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 128, Batch ID: 50, Loss: 0.0907507985830307, ACC: 0.944375
Epoch: 128, Batch ID: 100, Loss: 0.09379411488771439, ACC: 0.9478125
Epoch: 128, Batch ID: 150, Loss: 0.20957039296627045, ACC: 0.9491666666666667
Epoch: 128, Batch ID: 200, Loss: 0.23577801883220673, ACC: 0.94953125
Epoch: 128, Batch ID: 250, Loss: 0.1841135174036026, ACC: 0.949875
Epoch: 128, Batch ID: 300, Loss: 0.2629208564758301, ACC: 0.94875
Test epoch: 128, acc is: 0.8877633711507293
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 129, Batch ID: 50, Loss: 0.09730806201696396, ACC: 0.95
Epoch: 129, Batch ID: 100, Loss: 0.2647416591644287, ACC: 0.948125
Epoch: 129, Batch ID: 150, Loss: 0.3477005064487457, ACC: 0.9491666666666667
Epoch: 129, Batch ID: 200, Loss: 0.19379311800003052, ACC: 0.9478125
Epoch: 129, Batch ID: 250, Loss: 0.24734117090702057, ACC: 0.9485
Epoch: 129, Batch ID: 300, Loss: 0.06134021654725075, ACC: 0.9480208333333333
Test epoch: 129, acc is: 0.8861426256077796
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 130, Batch ID: 50, Loss: 0.11876964569091797, ACC: 0.950625
Epoch: 130, Batch ID: 100, Loss: 0.24254748225212097, ACC: 0.950625
Epoch: 130, Batch ID: 150, Loss: 0.12889684736728668, ACC: 0.9479166666666666
Epoch: 130, Batch ID: 200, Loss: 0.07872059941291809, ACC: 0.9484375
Epoch: 130, Batch ID: 250, Loss: 0.21372660994529724, ACC: 0.947625
Epoch: 130, Batch ID: 300, Loss: 0.2663482427597046, ACC: 0.9470833333333334
Test epoch: 130, acc is: 0.8853322528363047
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 131, Batch ID: 50, Loss: 0.07828719913959503, ACC: 0.938125
Epoch: 131, Batch ID: 100, Loss: 0.060574665665626526, ACC: 0.9425
Epoch: 131, Batch ID: 150, Loss: 0.0687791183590889, ACC: 0.9475
Epoch: 131, Batch ID: 200, Loss: 0.1619173139333725, ACC: 0.9496875
Epoch: 131, Batch ID: 250, Loss: 0.27816885709762573, ACC: 0.95
Epoch: 131, Batch ID: 300, Loss: 0.25739407539367676, ACC: 0.9491666666666667
Test epoch: 131, acc is: 0.8861426256077796
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 132, Batch ID: 50, Loss: 0.2380416840314865, ACC: 0.94875
Epoch: 132, Batch ID: 100, Loss: 0.09181976318359375, ACC: 0.9509375
Epoch: 132, Batch ID: 150, Loss: 0.05049822852015495, ACC: 0.9485416666666666
Epoch: 132, Batch ID: 200, Loss: 0.13998834788799286, ACC: 0.95015625
Epoch: 132, Batch ID: 250, Loss: 0.44151484966278076, ACC: 0.948875
Epoch: 132, Batch ID: 300, Loss: 0.2634665369987488, ACC: 0.9464583333333333
Test epoch: 132, acc is: 0.8796596434359806
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 133, Batch ID: 50, Loss: 0.13151684403419495, ACC: 0.94
Epoch: 133, Batch ID: 100, Loss: 0.1082228571176529, ACC: 0.9434375
Epoch: 133, Batch ID: 150, Loss: 0.11362826079130173, ACC: 0.9460416666666667
Epoch: 133, Batch ID: 200, Loss: 0.09841684252023697, ACC: 0.944375
Epoch: 133, Batch ID: 250, Loss: 0.09445700794458389, ACC: 0.946625
Epoch: 133, Batch ID: 300, Loss: 0.1482507884502411, ACC: 0.9465625
Test epoch: 133, acc is: 0.8772285251215559
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 134, Batch ID: 50, Loss: 0.07234582304954529, ACC: 0.94125
Epoch: 134, Batch ID: 100, Loss: 0.0823613703250885, ACC: 0.94125
Epoch: 134, Batch ID: 150, Loss: 0.19186678528785706, ACC: 0.9454166666666667
Epoch: 134, Batch ID: 200, Loss: 0.14844557642936707, ACC: 0.945
Epoch: 134, Batch ID: 250, Loss: 0.3000439703464508, ACC: 0.94425
Epoch: 134, Batch ID: 300, Loss: 0.17442552745342255, ACC: 0.9457291666666666
Test epoch: 134, acc is: 0.8857374392220422
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 135, Batch ID: 50, Loss: 0.09353320300579071, ACC: 0.950625
Epoch: 135, Batch ID: 100, Loss: 0.22758153080940247, ACC: 0.9484375
Epoch: 135, Batch ID: 150, Loss: 0.16521455347537994, ACC: 0.949375
Epoch: 135, Batch ID: 200, Loss: 0.23710253834724426, ACC: 0.95
Epoch: 135, Batch ID: 250, Loss: 0.22134524583816528, ACC: 0.94875
Epoch: 135, Batch ID: 300, Loss: 0.058444295078516006, ACC: 0.9494791666666667
Test epoch: 135, acc is: 0.8857374392220422
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 136, Batch ID: 50, Loss: 0.13269764184951782, ACC: 0.95375
Epoch: 136, Batch ID: 100, Loss: 0.099637970328331, ACC: 0.955
Epoch: 136, Batch ID: 150, Loss: 0.19269275665283203, ACC: 0.95
Epoch: 136, Batch ID: 200, Loss: 0.07781406491994858, ACC: 0.94796875
Epoch: 136, Batch ID: 250, Loss: 0.08189164102077484, ACC: 0.948625
Epoch: 136, Batch ID: 300, Loss: 0.11326123774051666, ACC: 0.9482291666666667
Test epoch: 136, acc is: 0.8869529983792545
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 137, Batch ID: 50, Loss: 0.16721980273723602, ACC: 0.94
Epoch: 137, Batch ID: 100, Loss: 0.15653613209724426, ACC: 0.94625
Epoch: 137, Batch ID: 150, Loss: 0.036983709782361984, ACC: 0.9497916666666667
Epoch: 137, Batch ID: 200, Loss: 0.1548251360654831, ACC: 0.94921875
Epoch: 137, Batch ID: 250, Loss: 0.11061505228281021, ACC: 0.948375
Epoch: 137, Batch ID: 300, Loss: 0.09833274036645889, ACC: 0.9475
Test epoch: 137, acc is: 0.8837115072933549
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 138, Batch ID: 50, Loss: 0.18745625019073486, ACC: 0.95375
Epoch: 138, Batch ID: 100, Loss: 0.05633310228586197, ACC: 0.9515625
Epoch: 138, Batch ID: 150, Loss: 0.35098087787628174, ACC: 0.9514583333333333
Epoch: 138, Batch ID: 200, Loss: 0.1330237090587616, ACC: 0.95328125
Epoch: 138, Batch ID: 250, Loss: 0.47944003343582153, ACC: 0.952
Epoch: 138, Batch ID: 300, Loss: 0.1736074984073639, ACC: 0.9522916666666666
Test epoch: 138, acc is: 0.8833063209076175
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 139, Batch ID: 50, Loss: 0.16087639331817627, ACC: 0.953125
Epoch: 139, Batch ID: 100, Loss: 0.21162502467632294, ACC: 0.9484375
Epoch: 139, Batch ID: 150, Loss: 0.17355559766292572, ACC: 0.9495833333333333
Epoch: 139, Batch ID: 200, Loss: 0.21977365016937256, ACC: 0.94875
Epoch: 139, Batch ID: 250, Loss: 0.030237017199397087, ACC: 0.946875
Epoch: 139, Batch ID: 300, Loss: 0.1193753257393837, ACC: 0.9471875
Test epoch: 139, acc is: 0.8861426256077796
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 140, Batch ID: 50, Loss: 0.040130410343408585, ACC: 0.943125
Epoch: 140, Batch ID: 100, Loss: 0.0810815617442131, ACC: 0.9440625
Epoch: 140, Batch ID: 150, Loss: 0.12391762435436249, ACC: 0.9447916666666667
Epoch: 140, Batch ID: 200, Loss: 0.07343789935112, ACC: 0.944375
Epoch: 140, Batch ID: 250, Loss: 0.14275088906288147, ACC: 0.945125
Epoch: 140, Batch ID: 300, Loss: 0.06322724372148514, ACC: 0.9476041666666667
Test epoch: 140, acc is: 0.8873581847649918
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 141, Batch ID: 50, Loss: 0.044456224888563156, ACC: 0.955625
Epoch: 141, Batch ID: 100, Loss: 0.21341976523399353, ACC: 0.9571875
Epoch: 141, Batch ID: 150, Loss: 0.05144596844911575, ACC: 0.9554166666666667
Epoch: 141, Batch ID: 200, Loss: 0.16820988059043884, ACC: 0.9540625
Epoch: 141, Batch ID: 250, Loss: 0.08516314625740051, ACC: 0.954375
Epoch: 141, Batch ID: 300, Loss: 0.21979787945747375, ACC: 0.9540625
Test epoch: 141, acc is: 0.8910048622366289
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 142, Batch ID: 50, Loss: 0.2261786162853241, ACC: 0.94875
Epoch: 142, Batch ID: 100, Loss: 0.19559022784233093, ACC: 0.9484375
Epoch: 142, Batch ID: 150, Loss: 0.1251293271780014, ACC: 0.950625
Epoch: 142, Batch ID: 200, Loss: 0.11332111805677414, ACC: 0.95265625
Epoch: 142, Batch ID: 250, Loss: 0.09426721185445786, ACC: 0.95375
Epoch: 142, Batch ID: 300, Loss: 0.20325545966625214, ACC: 0.9523958333333333
Test epoch: 142, acc is: 0.8760129659643436
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 143, Batch ID: 50, Loss: 0.06583109498023987, ACC: 0.96
Epoch: 143, Batch ID: 100, Loss: 0.08907358348369598, ACC: 0.9553125
Epoch: 143, Batch ID: 150, Loss: 0.022730199620127678, ACC: 0.9527083333333334
Epoch: 143, Batch ID: 200, Loss: 0.029798317700624466, ACC: 0.95140625
Epoch: 143, Batch ID: 250, Loss: 0.12873221933841705, ACC: 0.950625
Epoch: 143, Batch ID: 300, Loss: 0.06253758072853088, ACC: 0.9522916666666666
Test epoch: 143, acc is: 0.8881685575364667
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 144, Batch ID: 50, Loss: 0.23066222667694092, ACC: 0.961875
Epoch: 144, Batch ID: 100, Loss: 0.1617993712425232, ACC: 0.95875
Epoch: 144, Batch ID: 150, Loss: 0.029456328600645065, ACC: 0.9560416666666667
Epoch: 144, Batch ID: 200, Loss: 0.1413094401359558, ACC: 0.95703125
Epoch: 144, Batch ID: 250, Loss: 0.04555821046233177, ACC: 0.95625
Epoch: 144, Batch ID: 300, Loss: 0.13133056461811066, ACC: 0.9555208333333334
Test epoch: 144, acc is: 0.88290113452188
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 145, Batch ID: 50, Loss: 0.0897960364818573, ACC: 0.955625
Epoch: 145, Batch ID: 100, Loss: 0.21281249821186066, ACC: 0.95375
Epoch: 145, Batch ID: 150, Loss: 0.0708058699965477, ACC: 0.9552083333333333
Epoch: 145, Batch ID: 200, Loss: 0.24590782821178436, ACC: 0.9546875
Epoch: 145, Batch ID: 250, Loss: 0.15996071696281433, ACC: 0.952625
Epoch: 145, Batch ID: 300, Loss: 0.08109209686517715, ACC: 0.9528125
Test epoch: 145, acc is: 0.8841166936790924
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 146, Batch ID: 50, Loss: 0.15948249399662018, ACC: 0.945625
Epoch: 146, Batch ID: 100, Loss: 0.3250911831855774, ACC: 0.95
Epoch: 146, Batch ID: 150, Loss: 0.3403242528438568, ACC: 0.9510416666666667
Epoch: 146, Batch ID: 200, Loss: 0.15549317002296448, ACC: 0.9503125
Epoch: 146, Batch ID: 250, Loss: 0.1514955461025238, ACC: 0.95275
Epoch: 146, Batch ID: 300, Loss: 0.13883860409259796, ACC: 0.9521875
Test epoch: 146, acc is: 0.8845218800648298
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 147, Batch ID: 50, Loss: 0.061777494847774506, ACC: 0.951875
Epoch: 147, Batch ID: 100, Loss: 0.1773180365562439, ACC: 0.951875
Epoch: 147, Batch ID: 150, Loss: 0.02846325933933258, ACC: 0.9527083333333334
Epoch: 147, Batch ID: 200, Loss: 0.09931673854589462, ACC: 0.95375
Epoch: 147, Batch ID: 250, Loss: 0.12132968008518219, ACC: 0.954
Epoch: 147, Batch ID: 300, Loss: 0.25183966755867004, ACC: 0.9517708333333333
Test epoch: 147, acc is: 0.8820907617504052
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 148, Batch ID: 50, Loss: 0.1754603534936905, ACC: 0.95625
Epoch: 148, Batch ID: 100, Loss: 0.09758245199918747, ACC: 0.95
Epoch: 148, Batch ID: 150, Loss: 0.023619472980499268, ACC: 0.9541666666666667
Epoch: 148, Batch ID: 200, Loss: 0.13016377389431, ACC: 0.9553125
Epoch: 148, Batch ID: 250, Loss: 0.07273528724908829, ACC: 0.954625
Epoch: 148, Batch ID: 300, Loss: 0.06228874623775482, ACC: 0.9539583333333334
Test epoch: 148, acc is: 0.890194489465154
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 149, Batch ID: 50, Loss: 0.03457062691450119, ACC: 0.9525
Epoch: 149, Batch ID: 100, Loss: 0.029565323144197464, ACC: 0.9584375
Epoch: 149, Batch ID: 150, Loss: 0.2498287558555603, ACC: 0.959375
Epoch: 149, Batch ID: 200, Loss: 0.08355401456356049, ACC: 0.956875
Epoch: 149, Batch ID: 250, Loss: 0.14829127490520477, ACC: 0.9565
Epoch: 149, Batch ID: 300, Loss: 0.19829289615154266, ACC: 0.9563541666666666
Test epoch: 149, acc is: 0.8881685575364667
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 150, Batch ID: 50, Loss: 0.14208345115184784, ACC: 0.95
Epoch: 150, Batch ID: 100, Loss: 0.20742037892341614, ACC: 0.945
Epoch: 150, Batch ID: 150, Loss: 0.22198043763637543, ACC: 0.9475
Epoch: 150, Batch ID: 200, Loss: 0.14319495856761932, ACC: 0.95046875
Epoch: 150, Batch ID: 250, Loss: 0.07529107481241226, ACC: 0.950375
Epoch: 150, Batch ID: 300, Loss: 0.032364681363105774, ACC: 0.9515625
Test epoch: 150, acc is: 0.8905996758508914
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 151, Batch ID: 50, Loss: 0.08089866489171982, ACC: 0.958125
Epoch: 151, Batch ID: 100, Loss: 0.2230282425880432, ACC: 0.95875
Epoch: 151, Batch ID: 150, Loss: 0.1786046326160431, ACC: 0.9564583333333333
Epoch: 151, Batch ID: 200, Loss: 0.2060362845659256, ACC: 0.9559375
Epoch: 151, Batch ID: 250, Loss: 0.04265856370329857, ACC: 0.9555
Epoch: 151, Batch ID: 300, Loss: 0.07546664774417877, ACC: 0.9552083333333333
Test epoch: 151, acc is: 0.8849270664505673
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 152, Batch ID: 50, Loss: 0.1983136236667633, ACC: 0.949375
Epoch: 152, Batch ID: 100, Loss: 0.14976811408996582, ACC: 0.953125
Epoch: 152, Batch ID: 150, Loss: 0.03899511694908142, ACC: 0.9520833333333333
Epoch: 152, Batch ID: 200, Loss: 0.06432711333036423, ACC: 0.950625
Epoch: 152, Batch ID: 250, Loss: 0.28715845942497253, ACC: 0.95175
Epoch: 152, Batch ID: 300, Loss: 0.05246543511748314, ACC: 0.9525
Test epoch: 152, acc is: 0.8857374392220422
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 153, Batch ID: 50, Loss: 0.05173395946621895, ACC: 0.951875
Epoch: 153, Batch ID: 100, Loss: 0.024171222001314163, ACC: 0.949375
Epoch: 153, Batch ID: 150, Loss: 0.10763265937566757, ACC: 0.9504166666666667
Epoch: 153, Batch ID: 200, Loss: 0.12772364914417267, ACC: 0.95390625
Epoch: 153, Batch ID: 250, Loss: 0.12884889543056488, ACC: 0.955
Epoch: 153, Batch ID: 300, Loss: 0.16716153919696808, ACC: 0.9545833333333333
Test epoch: 153, acc is: 0.8833063209076175
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 154, Batch ID: 50, Loss: 0.08914263546466827, ACC: 0.961875
Epoch: 154, Batch ID: 100, Loss: 0.22013232111930847, ACC: 0.9603125
Epoch: 154, Batch ID: 150, Loss: 0.07826616615056992, ACC: 0.9575
Epoch: 154, Batch ID: 200, Loss: 0.1319991648197174, ACC: 0.9578125
Epoch: 154, Batch ID: 250, Loss: 0.05550937354564667, ACC: 0.956125
Epoch: 154, Batch ID: 300, Loss: 0.08958346396684647, ACC: 0.9557291666666666
Test epoch: 154, acc is: 0.8885737439222042
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 155, Batch ID: 50, Loss: 0.07615810632705688, ACC: 0.9625
Epoch: 155, Batch ID: 100, Loss: 0.17757092416286469, ACC: 0.96
Epoch: 155, Batch ID: 150, Loss: 0.12765133380889893, ACC: 0.9545833333333333
Epoch: 155, Batch ID: 200, Loss: 0.3548277020454407, ACC: 0.95453125
Epoch: 155, Batch ID: 250, Loss: 0.11009866744279861, ACC: 0.954375
Epoch: 155, Batch ID: 300, Loss: 0.04235490411520004, ACC: 0.9552083333333333
Test epoch: 155, acc is: 0.8893841166936791
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 156, Batch ID: 50, Loss: 0.06982637941837311, ACC: 0.954375
Epoch: 156, Batch ID: 100, Loss: 0.0872054323554039, ACC: 0.953125
Epoch: 156, Batch ID: 150, Loss: 0.06824566423892975, ACC: 0.9545833333333333
Epoch: 156, Batch ID: 200, Loss: 0.07084009051322937, ACC: 0.95453125
Epoch: 156, Batch ID: 250, Loss: 0.2508270740509033, ACC: 0.955
Epoch: 156, Batch ID: 300, Loss: 0.08146002143621445, ACC: 0.953125
Test epoch: 156, acc is: 0.8877633711507293
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 157, Batch ID: 50, Loss: 0.31564223766326904, ACC: 0.958125
Epoch: 157, Batch ID: 100, Loss: 0.09596043080091476, ACC: 0.9625
Epoch: 157, Batch ID: 150, Loss: 0.15022559463977814, ACC: 0.960625
Epoch: 157, Batch ID: 200, Loss: 0.08270575851202011, ACC: 0.958125
Epoch: 157, Batch ID: 250, Loss: 0.11285125464200974, ACC: 0.95775
Epoch: 157, Batch ID: 300, Loss: 0.2242414653301239, ACC: 0.9572916666666667
Test epoch: 157, acc is: 0.8808752025931929
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 158, Batch ID: 50, Loss: 0.09785451740026474, ACC: 0.95375
Epoch: 158, Batch ID: 100, Loss: 0.09991124272346497, ACC: 0.9553125
Epoch: 158, Batch ID: 150, Loss: 0.08425763994455338, ACC: 0.9566666666666667
Epoch: 158, Batch ID: 200, Loss: 0.024656428024172783, ACC: 0.95765625
Epoch: 158, Batch ID: 250, Loss: 0.15379062294960022, ACC: 0.955625
Epoch: 158, Batch ID: 300, Loss: 0.09765144437551498, ACC: 0.9561458333333334
Test epoch: 158, acc is: 0.8893841166936791
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 159, Batch ID: 50, Loss: 0.07769428938627243, ACC: 0.943125
Epoch: 159, Batch ID: 100, Loss: 0.07192333787679672, ACC: 0.9496875
Epoch: 159, Batch ID: 150, Loss: 0.047647733241319656, ACC: 0.9510416666666667
Epoch: 159, Batch ID: 200, Loss: 0.029077811166644096, ACC: 0.9509375
Epoch: 159, Batch ID: 250, Loss: 0.0873667448759079, ACC: 0.9525
Epoch: 159, Batch ID: 300, Loss: 0.24799291789531708, ACC: 0.9528125
Test epoch: 159, acc is: 0.8833063209076175
Model not saved. Current Best Test ACC: 0.8914100486223663
Epoch: 160, Batch ID: 50, Loss: 0.21271227300167084, ACC: 0.9525
Epoch: 160, Batch ID: 100, Loss: 0.03472685068845749, ACC: 0.95625
Epoch: 160, Batch ID: 150, Loss: 0.06315649300813675, ACC: 0.9535416666666666
Epoch: 160, Batch ID: 200, Loss: 0.032457709312438965, ACC: 0.95734375
Epoch: 160, Batch ID: 250, Loss: 0.2048308253288269, ACC: 0.956375
Epoch: 160, Batch ID: 300, Loss: 0.06250231713056564, ACC: 0.9578125
Test epoch: 160, acc is: 0.8926256077795786
Model saved. Best Test ACC: 0.8926256077795786
Epoch: 161, Batch ID: 50, Loss: 0.1803525984287262, ACC: 0.954375
Epoch: 161, Batch ID: 100, Loss: 0.051233284175395966, ACC: 0.9584375
Epoch: 161, Batch ID: 150, Loss: 0.16409198939800262, ACC: 0.9579166666666666
Epoch: 161, Batch ID: 200, Loss: 0.052411772310733795, ACC: 0.9571875
Epoch: 161, Batch ID: 250, Loss: 0.11095278710126877, ACC: 0.958125
Epoch: 161, Batch ID: 300, Loss: 0.13103310763835907, ACC: 0.9565625
Test epoch: 161, acc is: 0.8881685575364667
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 162, Batch ID: 50, Loss: 0.12507444620132446, ACC: 0.956875
Epoch: 162, Batch ID: 100, Loss: 0.12500371038913727, ACC: 0.958125
Epoch: 162, Batch ID: 150, Loss: 0.10125158727169037, ACC: 0.95625
Epoch: 162, Batch ID: 200, Loss: 0.06593377888202667, ACC: 0.9584375
Epoch: 162, Batch ID: 250, Loss: 0.3024897277355194, ACC: 0.956375
Epoch: 162, Batch ID: 300, Loss: 0.029421253129839897, ACC: 0.9561458333333334
Test epoch: 162, acc is: 0.8869529983792545
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 163, Batch ID: 50, Loss: 0.24569888412952423, ACC: 0.9675
Epoch: 163, Batch ID: 100, Loss: 0.2197505235671997, ACC: 0.9621875
Epoch: 163, Batch ID: 150, Loss: 0.24153196811676025, ACC: 0.9595833333333333
Epoch: 163, Batch ID: 200, Loss: 0.04869170859456062, ACC: 0.95984375
Epoch: 163, Batch ID: 250, Loss: 0.19599676132202148, ACC: 0.9595
Epoch: 163, Batch ID: 300, Loss: 0.18486489355564117, ACC: 0.9597916666666667
Test epoch: 163, acc is: 0.8914100486223663
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 164, Batch ID: 50, Loss: 0.18095608055591583, ACC: 0.958125
Epoch: 164, Batch ID: 100, Loss: 0.2132856249809265, ACC: 0.96125
Epoch: 164, Batch ID: 150, Loss: 0.07985946536064148, ACC: 0.96125
Epoch: 164, Batch ID: 200, Loss: 0.1329709142446518, ACC: 0.95984375
Epoch: 164, Batch ID: 250, Loss: 0.4053199589252472, ACC: 0.960875
Epoch: 164, Batch ID: 300, Loss: 0.14085985720157623, ACC: 0.960625
Test epoch: 164, acc is: 0.8885737439222042
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 165, Batch ID: 50, Loss: 0.09491254389286041, ACC: 0.95375
Epoch: 165, Batch ID: 100, Loss: 0.06983615458011627, ACC: 0.9559375
Epoch: 165, Batch ID: 150, Loss: 0.012100594118237495, ACC: 0.9572916666666667
Epoch: 165, Batch ID: 200, Loss: 0.04639975726604462, ACC: 0.95828125
Epoch: 165, Batch ID: 250, Loss: 0.2548811435699463, ACC: 0.95875
Epoch: 165, Batch ID: 300, Loss: 0.11933743208646774, ACC: 0.958125
Test epoch: 165, acc is: 0.8837115072933549
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 166, Batch ID: 50, Loss: 0.1866258680820465, ACC: 0.964375
Epoch: 166, Batch ID: 100, Loss: 0.28887224197387695, ACC: 0.96
Epoch: 166, Batch ID: 150, Loss: 0.28319910168647766, ACC: 0.9591666666666666
Epoch: 166, Batch ID: 200, Loss: 0.021488957107067108, ACC: 0.96
Epoch: 166, Batch ID: 250, Loss: 0.20303252339363098, ACC: 0.957125
Epoch: 166, Batch ID: 300, Loss: 0.12192733585834503, ACC: 0.9584375
Test epoch: 166, acc is: 0.8853322528363047
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 167, Batch ID: 50, Loss: 0.052390389144420624, ACC: 0.97
Epoch: 167, Batch ID: 100, Loss: 0.08329547196626663, ACC: 0.9640625
Epoch: 167, Batch ID: 150, Loss: 0.07968065142631531, ACC: 0.9641666666666666
Epoch: 167, Batch ID: 200, Loss: 0.15879777073860168, ACC: 0.965
Epoch: 167, Batch ID: 250, Loss: 0.20487098395824432, ACC: 0.96375
Epoch: 167, Batch ID: 300, Loss: 0.15839985013008118, ACC: 0.9627083333333334
Test epoch: 167, acc is: 0.88290113452188
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 168, Batch ID: 50, Loss: 0.1235709935426712, ACC: 0.954375
Epoch: 168, Batch ID: 100, Loss: 0.05092769116163254, ACC: 0.95625
Epoch: 168, Batch ID: 150, Loss: 0.2473120540380478, ACC: 0.9552083333333333
Epoch: 168, Batch ID: 200, Loss: 0.09999631345272064, ACC: 0.95453125
Epoch: 168, Batch ID: 250, Loss: 0.0387011282145977, ACC: 0.956125
Epoch: 168, Batch ID: 300, Loss: 0.05909349396824837, ACC: 0.9569791666666667
Test epoch: 168, acc is: 0.8845218800648298
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 169, Batch ID: 50, Loss: 0.24883301556110382, ACC: 0.96
Epoch: 169, Batch ID: 100, Loss: 0.1755169779062271, ACC: 0.959375
Epoch: 169, Batch ID: 150, Loss: 0.09901358187198639, ACC: 0.96
Epoch: 169, Batch ID: 200, Loss: 0.2443370819091797, ACC: 0.960625
Epoch: 169, Batch ID: 250, Loss: 0.1403045356273651, ACC: 0.961
Epoch: 169, Batch ID: 300, Loss: 0.12441283464431763, ACC: 0.9621875
Test epoch: 169, acc is: 0.8869529983792545
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 170, Batch ID: 50, Loss: 0.13120748102664948, ACC: 0.955625
Epoch: 170, Batch ID: 100, Loss: 0.13141484558582306, ACC: 0.9571875
Epoch: 170, Batch ID: 150, Loss: 0.07801181077957153, ACC: 0.95875
Epoch: 170, Batch ID: 200, Loss: 0.05341258645057678, ACC: 0.96171875
Epoch: 170, Batch ID: 250, Loss: 0.10508455336093903, ACC: 0.961625
Epoch: 170, Batch ID: 300, Loss: 0.10275550931692123, ACC: 0.9616666666666667
Test epoch: 170, acc is: 0.8873581847649918
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 171, Batch ID: 50, Loss: 0.1167675256729126, ACC: 0.95625
Epoch: 171, Batch ID: 100, Loss: 0.13051140308380127, ACC: 0.960625
Epoch: 171, Batch ID: 150, Loss: 0.04168393090367317, ACC: 0.9577083333333334
Epoch: 171, Batch ID: 200, Loss: 0.14346756041049957, ACC: 0.9571875
Epoch: 171, Batch ID: 250, Loss: 0.2517390251159668, ACC: 0.9575
Epoch: 171, Batch ID: 300, Loss: 0.04207694157958031, ACC: 0.9573958333333333
Test epoch: 171, acc is: 0.8918152350081038
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 172, Batch ID: 50, Loss: 0.22979269921779633, ACC: 0.9625
Epoch: 172, Batch ID: 100, Loss: 0.08776817470788956, ACC: 0.9615625
Epoch: 172, Batch ID: 150, Loss: 0.07414622604846954, ACC: 0.9604166666666667
Epoch: 172, Batch ID: 200, Loss: 0.02979554980993271, ACC: 0.95828125
Epoch: 172, Batch ID: 250, Loss: 0.10326597094535828, ACC: 0.958125
Epoch: 172, Batch ID: 300, Loss: 0.22031813859939575, ACC: 0.9583333333333334
Test epoch: 172, acc is: 0.88290113452188
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 173, Batch ID: 50, Loss: 0.11086881905794144, ACC: 0.95875
Epoch: 173, Batch ID: 100, Loss: 0.1299915760755539, ACC: 0.96375
Epoch: 173, Batch ID: 150, Loss: 0.04780329763889313, ACC: 0.963125
Epoch: 173, Batch ID: 200, Loss: 0.08323627710342407, ACC: 0.96484375
Epoch: 173, Batch ID: 250, Loss: 0.24899961054325104, ACC: 0.9635
Epoch: 173, Batch ID: 300, Loss: 0.09989679604768753, ACC: 0.9625
Test epoch: 173, acc is: 0.8841166936790924
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 174, Batch ID: 50, Loss: 0.048981923609972, ACC: 0.959375
Epoch: 174, Batch ID: 100, Loss: 0.052600160241127014, ACC: 0.95875
Epoch: 174, Batch ID: 150, Loss: 0.03334870934486389, ACC: 0.9604166666666667
Epoch: 174, Batch ID: 200, Loss: 0.038782790303230286, ACC: 0.95984375
Epoch: 174, Batch ID: 250, Loss: 0.03839351609349251, ACC: 0.961
Epoch: 174, Batch ID: 300, Loss: 0.09253529459238052, ACC: 0.9604166666666667
Test epoch: 174, acc is: 0.8845218800648298
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 175, Batch ID: 50, Loss: 0.08688753098249435, ACC: 0.959375
Epoch: 175, Batch ID: 100, Loss: 0.12987138330936432, ACC: 0.9609375
Epoch: 175, Batch ID: 150, Loss: 0.08122764527797699, ACC: 0.9616666666666667
Epoch: 175, Batch ID: 200, Loss: 0.18883715569972992, ACC: 0.96078125
Epoch: 175, Batch ID: 250, Loss: 0.03684321418404579, ACC: 0.961
Epoch: 175, Batch ID: 300, Loss: 0.07149883359670639, ACC: 0.9610416666666667
Test epoch: 175, acc is: 0.8861426256077796
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 176, Batch ID: 50, Loss: 0.09824304282665253, ACC: 0.968125
Epoch: 176, Batch ID: 100, Loss: 0.04454965889453888, ACC: 0.9621875
Epoch: 176, Batch ID: 150, Loss: 0.10239532589912415, ACC: 0.9639583333333334
Epoch: 176, Batch ID: 200, Loss: 0.16867157816886902, ACC: 0.96234375
Epoch: 176, Batch ID: 250, Loss: 0.0798364132642746, ACC: 0.961875
Epoch: 176, Batch ID: 300, Loss: 0.19881950318813324, ACC: 0.9608333333333333
Test epoch: 176, acc is: 0.8845218800648298
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 177, Batch ID: 50, Loss: 0.13786891102790833, ACC: 0.9575
Epoch: 177, Batch ID: 100, Loss: 0.1323278546333313, ACC: 0.9603125
Epoch: 177, Batch ID: 150, Loss: 0.07594487071037292, ACC: 0.9604166666666667
Epoch: 177, Batch ID: 200, Loss: 0.060211069881916046, ACC: 0.95890625
Epoch: 177, Batch ID: 250, Loss: 0.09039466828107834, ACC: 0.9605
Epoch: 177, Batch ID: 300, Loss: 0.10303955525159836, ACC: 0.9583333333333334
Test epoch: 177, acc is: 0.8812803889789304
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 178, Batch ID: 50, Loss: 0.04434073716402054, ACC: 0.9675
Epoch: 178, Batch ID: 100, Loss: 0.08820588141679764, ACC: 0.9646875
Epoch: 178, Batch ID: 150, Loss: 0.043376337736845016, ACC: 0.9629166666666666
Epoch: 178, Batch ID: 200, Loss: 0.05974477156996727, ACC: 0.96234375
Epoch: 178, Batch ID: 250, Loss: 0.11706100404262543, ACC: 0.961125
Epoch: 178, Batch ID: 300, Loss: 0.1173006147146225, ACC: 0.9611458333333334
Test epoch: 178, acc is: 0.8881685575364667
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 179, Batch ID: 50, Loss: 0.023438449949026108, ACC: 0.963125
Epoch: 179, Batch ID: 100, Loss: 0.31807833909988403, ACC: 0.96375
Epoch: 179, Batch ID: 150, Loss: 0.05657090246677399, ACC: 0.9629166666666666
Epoch: 179, Batch ID: 200, Loss: 0.14848363399505615, ACC: 0.960625
Epoch: 179, Batch ID: 250, Loss: 0.09187104552984238, ACC: 0.959875
Epoch: 179, Batch ID: 300, Loss: 0.1231609657406807, ACC: 0.9597916666666667
Test epoch: 179, acc is: 0.8893841166936791
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 180, Batch ID: 50, Loss: 0.04984172061085701, ACC: 0.954375
Epoch: 180, Batch ID: 100, Loss: 0.016745874658226967, ACC: 0.96125
Epoch: 180, Batch ID: 150, Loss: 0.07396632432937622, ACC: 0.96125
Epoch: 180, Batch ID: 200, Loss: 0.06105048209428787, ACC: 0.96109375
Epoch: 180, Batch ID: 250, Loss: 0.060882557183504105, ACC: 0.960875
Epoch: 180, Batch ID: 300, Loss: 0.03133188188076019, ACC: 0.9611458333333334
Test epoch: 180, acc is: 0.8897893030794165
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 181, Batch ID: 50, Loss: 0.06443154066801071, ACC: 0.965
Epoch: 181, Batch ID: 100, Loss: 0.0561218224465847, ACC: 0.9684375
Epoch: 181, Batch ID: 150, Loss: 0.127660870552063, ACC: 0.9652083333333333
Epoch: 181, Batch ID: 200, Loss: 0.09313765168190002, ACC: 0.9646875
Epoch: 181, Batch ID: 250, Loss: 0.06923935562372208, ACC: 0.96425
Epoch: 181, Batch ID: 300, Loss: 0.1398325115442276, ACC: 0.9636458333333333
Test epoch: 181, acc is: 0.8873581847649918
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 182, Batch ID: 50, Loss: 0.0029766785446554422, ACC: 0.96625
Epoch: 182, Batch ID: 100, Loss: 0.3101397454738617, ACC: 0.9625
Epoch: 182, Batch ID: 150, Loss: 0.0562116764485836, ACC: 0.9604166666666667
Epoch: 182, Batch ID: 200, Loss: 0.06439949572086334, ACC: 0.96109375
Epoch: 182, Batch ID: 250, Loss: 0.07293231785297394, ACC: 0.959875
Epoch: 182, Batch ID: 300, Loss: 0.08945093303918839, ACC: 0.9609375
Test epoch: 182, acc is: 0.8861426256077796
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 183, Batch ID: 50, Loss: 0.13371585309505463, ACC: 0.96875
Epoch: 183, Batch ID: 100, Loss: 0.07963602244853973, ACC: 0.9653125
Epoch: 183, Batch ID: 150, Loss: 0.04915999621152878, ACC: 0.96125
Epoch: 183, Batch ID: 200, Loss: 0.0647503212094307, ACC: 0.96203125
Epoch: 183, Batch ID: 250, Loss: 0.04440908879041672, ACC: 0.96275
Epoch: 183, Batch ID: 300, Loss: 0.1281084418296814, ACC: 0.9615625
Test epoch: 183, acc is: 0.8877633711507293
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 184, Batch ID: 50, Loss: 0.09444598108530045, ACC: 0.97125
Epoch: 184, Batch ID: 100, Loss: 0.16952410340309143, ACC: 0.965
Epoch: 184, Batch ID: 150, Loss: 0.05343177169561386, ACC: 0.9647916666666667
Epoch: 184, Batch ID: 200, Loss: 0.08033192902803421, ACC: 0.96546875
Epoch: 184, Batch ID: 250, Loss: 0.18517301976680756, ACC: 0.965
Epoch: 184, Batch ID: 300, Loss: 0.3013615906238556, ACC: 0.9630208333333333
Test epoch: 184, acc is: 0.8877633711507293
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 185, Batch ID: 50, Loss: 0.07965481281280518, ACC: 0.961875
Epoch: 185, Batch ID: 100, Loss: 0.063442163169384, ACC: 0.963125
Epoch: 185, Batch ID: 150, Loss: 0.052108656615018845, ACC: 0.9629166666666666
Epoch: 185, Batch ID: 200, Loss: 0.11811136454343796, ACC: 0.96390625
Epoch: 185, Batch ID: 250, Loss: 0.1356605440378189, ACC: 0.962375
Epoch: 185, Batch ID: 300, Loss: 0.15303495526313782, ACC: 0.9619791666666667
Test epoch: 185, acc is: 0.8873581847649918
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 186, Batch ID: 50, Loss: 0.06991671770811081, ACC: 0.965
Epoch: 186, Batch ID: 100, Loss: 0.0846339613199234, ACC: 0.9646875
Epoch: 186, Batch ID: 150, Loss: 0.041211895644664764, ACC: 0.960625
Epoch: 186, Batch ID: 200, Loss: 0.07204660028219223, ACC: 0.96234375
Epoch: 186, Batch ID: 250, Loss: 0.09077779948711395, ACC: 0.9625
Epoch: 186, Batch ID: 300, Loss: 0.05853809416294098, ACC: 0.96125
Test epoch: 186, acc is: 0.8841166936790924
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 187, Batch ID: 50, Loss: 0.13828369975090027, ACC: 0.969375
Epoch: 187, Batch ID: 100, Loss: 0.03021666407585144, ACC: 0.968125
Epoch: 187, Batch ID: 150, Loss: 0.033074330538511276, ACC: 0.9666666666666667
Epoch: 187, Batch ID: 200, Loss: 0.07267709821462631, ACC: 0.96421875
Epoch: 187, Batch ID: 250, Loss: 0.02430315688252449, ACC: 0.96475
Epoch: 187, Batch ID: 300, Loss: 0.17683443427085876, ACC: 0.9635416666666666
Test epoch: 187, acc is: 0.8897893030794165
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 188, Batch ID: 50, Loss: 0.03970782458782196, ACC: 0.964375
Epoch: 188, Batch ID: 100, Loss: 0.08386591821908951, ACC: 0.9615625
Epoch: 188, Batch ID: 150, Loss: 0.08943089097738266, ACC: 0.9629166666666666
Epoch: 188, Batch ID: 200, Loss: 0.07972238957881927, ACC: 0.96140625
Epoch: 188, Batch ID: 250, Loss: 0.17114683985710144, ACC: 0.960875
Epoch: 188, Batch ID: 300, Loss: 0.048783645033836365, ACC: 0.9620833333333333
Test epoch: 188, acc is: 0.8889789303079416
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 189, Batch ID: 50, Loss: 0.10422714799642563, ACC: 0.965
Epoch: 189, Batch ID: 100, Loss: 0.04001102223992348, ACC: 0.9634375
Epoch: 189, Batch ID: 150, Loss: 0.1214573010802269, ACC: 0.9654166666666667
Epoch: 189, Batch ID: 200, Loss: 0.20037537813186646, ACC: 0.96234375
Epoch: 189, Batch ID: 250, Loss: 0.023743154481053352, ACC: 0.961375
Epoch: 189, Batch ID: 300, Loss: 0.1423260122537613, ACC: 0.96125
Test epoch: 189, acc is: 0.8869529983792545
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 190, Batch ID: 50, Loss: 0.14501947164535522, ACC: 0.971875
Epoch: 190, Batch ID: 100, Loss: 0.03719137981534004, ACC: 0.9678125
Epoch: 190, Batch ID: 150, Loss: 0.16926711797714233, ACC: 0.96625
Epoch: 190, Batch ID: 200, Loss: 0.1523594856262207, ACC: 0.96515625
Epoch: 190, Batch ID: 250, Loss: 0.09575767815113068, ACC: 0.965125
Epoch: 190, Batch ID: 300, Loss: 0.18512555956840515, ACC: 0.9635416666666666
Test epoch: 190, acc is: 0.8885737439222042
Model not saved. Current Best Test ACC: 0.8926256077795786
Epoch: 191, Batch ID: 50, Loss: 0.09373460710048676, ACC: 0.964375
Epoch: 191, Batch ID: 100, Loss: 0.03761880099773407, ACC: 0.968125
Epoch: 191, Batch ID: 150, Loss: 0.28633415699005127, ACC: 0.9627083333333334
Epoch: 191, Batch ID: 200, Loss: 0.06146302446722984, ACC: 0.9628125
Epoch: 191, Batch ID: 250, Loss: 0.22981058061122894, ACC: 0.961
Epoch: 191, Batch ID: 300, Loss: 0.10060317069292068, ACC: 0.9621875
Test epoch: 191, acc is: 0.893030794165316
Model saved. Best Test ACC: 0.893030794165316
Epoch: 192, Batch ID: 50, Loss: 0.06579959392547607, ACC: 0.966875
Epoch: 192, Batch ID: 100, Loss: 0.14387914538383484, ACC: 0.964375
Epoch: 192, Batch ID: 150, Loss: 0.10076434165239334, ACC: 0.9647916666666667
Epoch: 192, Batch ID: 200, Loss: 0.03460973501205444, ACC: 0.96421875
Epoch: 192, Batch ID: 250, Loss: 0.24803805351257324, ACC: 0.961625
Epoch: 192, Batch ID: 300, Loss: 0.1671091914176941, ACC: 0.9598958333333333
Test epoch: 192, acc is: 0.8873581847649918
Model not saved. Current Best Test ACC: 0.893030794165316
Epoch: 193, Batch ID: 50, Loss: 0.13677407801151276, ACC: 0.9575
Epoch: 193, Batch ID: 100, Loss: 0.07823825627565384, ACC: 0.9584375
Epoch: 193, Batch ID: 150, Loss: 0.08550433814525604, ACC: 0.961875
Epoch: 193, Batch ID: 200, Loss: 0.11558584868907928, ACC: 0.9609375
Epoch: 193, Batch ID: 250, Loss: 0.214366152882576, ACC: 0.960375
Epoch: 193, Batch ID: 300, Loss: 0.024561814963817596, ACC: 0.9602083333333333
Test epoch: 193, acc is: 0.8910048622366289
Model not saved. Current Best Test ACC: 0.893030794165316
Epoch: 194, Batch ID: 50, Loss: 0.041640933603048325, ACC: 0.9625
Epoch: 194, Batch ID: 100, Loss: 0.05271369591355324, ACC: 0.9640625
Epoch: 194, Batch ID: 150, Loss: 0.04050969332456589, ACC: 0.9658333333333333
Epoch: 194, Batch ID: 200, Loss: 0.06658758968114853, ACC: 0.9659375
Epoch: 194, Batch ID: 250, Loss: 0.08399161696434021, ACC: 0.965875
Epoch: 194, Batch ID: 300, Loss: 0.12676091492176056, ACC: 0.9636458333333333
Test epoch: 194, acc is: 0.8841166936790924
Model not saved. Current Best Test ACC: 0.893030794165316
Epoch: 195, Batch ID: 50, Loss: 0.2134995013475418, ACC: 0.959375
Epoch: 195, Batch ID: 100, Loss: 0.05350514501333237, ACC: 0.9625
Epoch: 195, Batch ID: 150, Loss: 0.04202684387564659, ACC: 0.9633333333333334
Epoch: 195, Batch ID: 200, Loss: 0.030990200117230415, ACC: 0.9634375
Epoch: 195, Batch ID: 250, Loss: 0.046039365231990814, ACC: 0.962625
Epoch: 195, Batch ID: 300, Loss: 0.012922033667564392, ACC: 0.9626041666666667
Test epoch: 195, acc is: 0.8877633711507293
Model not saved. Current Best Test ACC: 0.893030794165316
Epoch: 196, Batch ID: 50, Loss: 0.14324094355106354, ACC: 0.97
Epoch: 196, Batch ID: 100, Loss: 0.022588472813367844, ACC: 0.966875
Epoch: 196, Batch ID: 150, Loss: 0.15459807217121124, ACC: 0.9658333333333333
Epoch: 196, Batch ID: 200, Loss: 0.16445939242839813, ACC: 0.96390625
Epoch: 196, Batch ID: 250, Loss: 0.13126835227012634, ACC: 0.964125
Epoch: 196, Batch ID: 300, Loss: 0.09113138169050217, ACC: 0.9633333333333334
Test epoch: 196, acc is: 0.8865478119935171
Model not saved. Current Best Test ACC: 0.893030794165316
Epoch: 197, Batch ID: 50, Loss: 0.09803362190723419, ACC: 0.96875
Epoch: 197, Batch ID: 100, Loss: 0.07433842867612839, ACC: 0.9678125
Epoch: 197, Batch ID: 150, Loss: 0.14440280199050903, ACC: 0.965625
Epoch: 197, Batch ID: 200, Loss: 0.1784026324748993, ACC: 0.9634375
Epoch: 197, Batch ID: 250, Loss: 0.024953089654445648, ACC: 0.96275
Epoch: 197, Batch ID: 300, Loss: 0.13107386231422424, ACC: 0.9634375
Test epoch: 197, acc is: 0.8897893030794165
Model not saved. Current Best Test ACC: 0.893030794165316
Epoch: 198, Batch ID: 50, Loss: 0.07159209996461868, ACC: 0.96
Epoch: 198, Batch ID: 100, Loss: 0.15522335469722748, ACC: 0.96
Epoch: 198, Batch ID: 150, Loss: 0.06442821770906448, ACC: 0.9616666666666667
Epoch: 198, Batch ID: 200, Loss: 0.14371052384376526, ACC: 0.9615625
Epoch: 198, Batch ID: 250, Loss: 0.19314709305763245, ACC: 0.96075
Epoch: 198, Batch ID: 300, Loss: 0.06528878211975098, ACC: 0.9620833333333333
Test epoch: 198, acc is: 0.8881685575364667
Model not saved. Current Best Test ACC: 0.893030794165316
Epoch: 199, Batch ID: 50, Loss: 0.13465705513954163, ACC: 0.96875
Epoch: 199, Batch ID: 100, Loss: 0.0624486580491066, ACC: 0.96625
Epoch: 199, Batch ID: 150, Loss: 0.12202297896146774, ACC: 0.964375
Epoch: 199, Batch ID: 200, Loss: 0.05208727344870567, ACC: 0.96484375
Epoch: 199, Batch ID: 250, Loss: 0.10349246114492416, ACC: 0.964875
Epoch: 199, Batch ID: 300, Loss: 0.04443221539258957, ACC: 0.9640625
Test epoch: 199, acc is: 0.8873581847649918
Model not saved. Current Best Test ACC: 0.893030794165316