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Epoch 1, loss 31.415633018517646, train accuracy: 50.89%
Validation accuracy: 52.00%
Best Valid accuracy: 52.00%
Epoch 2, loss 31.160560572532415, train accuracy: 52.44%
Validation accuracy: 58.00%
Best Valid accuracy: 58.00%
Epoch 3, loss 30.943757830590464, train accuracy: 52.89%
Validation accuracy: 55.00%
Best Valid accuracy: 58.00%
Epoch 4, loss 30.845216288835772, train accuracy: 53.33%
Validation accuracy: 51.00%
Best Valid accuracy: 58.00%
Epoch 5, loss 30.550870611411014, train accuracy: 58.22%
Validation accuracy: 64.00%
Best Valid accuracy: 64.00%
Epoch 6, loss 30.477175884851654, train accuracy: 58.00%
Validation accuracy: 53.00%
Best Valid accuracy: 64.00%
Epoch 7, loss 30.084345293512047, train accuracy: 59.78%
Validation accuracy: 64.00%
Best Valid accuracy: 64.00%
Epoch 8, loss 29.843263303377217, train accuracy: 64.67%
Validation accuracy: 63.00%
Best Valid accuracy: 64.00%
Epoch 9, loss 29.768312486896125, train accuracy: 63.11%
Validation accuracy: 55.00%
Best Valid accuracy: 64.00%
Epoch 10, loss 29.25707217902039, train accuracy: 64.67%
Validation accuracy: 68.00%
Best Valid accuracy: 68.00%
Epoch 11, loss 28.718150610157263, train accuracy: 67.78%
Validation accuracy: 72.00%
Best Valid accuracy: 72.00%
Epoch 12, loss 28.518684845530803, train accuracy: 66.89%
Validation accuracy: 63.00%
Best Valid accuracy: 72.00%
Epoch 13, loss 28.107119609695687, train accuracy: 69.56%
Validation accuracy: 70.00%
Best Valid accuracy: 72.00%
Epoch 14, loss 27.548564550299616, train accuracy: 70.00%
Validation accuracy: 69.00%
Best Valid accuracy: 72.00%
Epoch 15, loss 26.732466251425418, train accuracy: 72.89%
Validation accuracy: 71.00%
Best Valid accuracy: 72.00%
Epoch 16, loss 25.98887456614956, train accuracy: 72.67%
Validation accuracy: 71.00%
Best Valid accuracy: 72.00%
Epoch 17, loss 25.852244478911278, train accuracy: 71.56%
Validation accuracy: 70.00%
Best Valid accuracy: 72.00%
Epoch 18, loss 24.827798290133515, train accuracy: 74.89%
Validation accuracy: 70.00%
Best Valid accuracy: 72.00%
Epoch 19, loss 24.497989517035723, train accuracy: 73.11%
Validation accuracy: 71.00%
Best Valid accuracy: 72.00%
Epoch 20, loss 23.390751786481694, train accuracy: 75.56%
Validation accuracy: 71.00%
Best Valid accuracy: 72.00%
Epoch 21, loss 22.97090371179802, train accuracy: 76.44%
Validation accuracy: 71.00%
Best Valid accuracy: 72.00%
Epoch 22, loss 22.344230312061352, train accuracy: 77.78%
Validation accuracy: 72.00%
Best Valid accuracy: 72.00%
Epoch 23, loss 22.08048866280668, train accuracy: 76.22%
Validation accuracy: 73.00%
Best Valid accuracy: 73.00%
Epoch 24, loss 21.841334746623286, train accuracy: 79.33%
Validation accuracy: 70.00%
Best Valid accuracy: 73.00%
Epoch 25, loss 20.332154174734352, train accuracy: 83.11%
Validation accuracy: 69.00%
Best Valid accuracy: 73.00%
Epoch 26, loss 20.034826559962788, train accuracy: 78.44%
Validation accuracy: 75.00%
Best Valid accuracy: 75.00%
Epoch 27, loss 19.721682724680168, train accuracy: 80.00%
Validation accuracy: 71.00%
Best Valid accuracy: 75.00%
Epoch 28, loss 18.926935684778964, train accuracy: 81.11%
Validation accuracy: 76.00%
Best Valid accuracy: 76.00%
Epoch 29, loss 18.934181956795282, train accuracy: 82.00%
Validation accuracy: 69.00%
Best Valid accuracy: 76.00%
Epoch 30, loss 18.13939799175772, train accuracy: 81.33%
Validation accuracy: 77.00%
Best Valid accuracy: 77.00%
Epoch 31, loss 18.247941808402327, train accuracy: 80.89%
Validation accuracy: 68.00%
Best Valid accuracy: 77.00%
Epoch 32, loss 17.550213616425122, train accuracy: 83.33%
Validation accuracy: 77.00%
Best Valid accuracy: 77.00%
Epoch 33, loss 16.089087764714932, train accuracy: 86.00%
Validation accuracy: 69.00%
Best Valid accuracy: 77.00%
Epoch 34, loss 16.88800311167913, train accuracy: 83.56%
Validation accuracy: 67.00%
Best Valid accuracy: 77.00%
Epoch 35, loss 17.129246315151896, train accuracy: 78.44%
Validation accuracy: 76.00%
Best Valid accuracy: 77.00%
Epoch 36, loss 15.27966407623958, train accuracy: 86.44%
Validation accuracy: 68.00%
Best Valid accuracy: 77.00%
Epoch 37, loss 15.812364448860496, train accuracy: 84.67%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 38, loss 15.982016890755423, train accuracy: 81.56%
Validation accuracy: 68.00%
Best Valid accuracy: 77.00%
Epoch 39, loss 14.152844584126166, train accuracy: 84.89%
Validation accuracy: 70.00%
Best Valid accuracy: 77.00%
Epoch 40, loss 14.53148683637601, train accuracy: 85.56%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 41, loss 14.233372405975114, train accuracy: 84.44%
Validation accuracy: 69.00%
Best Valid accuracy: 77.00%
Epoch 42, loss 14.15328565346013, train accuracy: 84.67%
Validation accuracy: 70.00%
Best Valid accuracy: 77.00%
Epoch 43, loss 13.570779079229313, train accuracy: 86.22%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 44, loss 13.752966287754266, train accuracy: 84.89%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 45, loss 12.403336728491398, train accuracy: 88.00%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 46, loss 12.99684304452792, train accuracy: 85.78%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 47, loss 13.838448274691356, train accuracy: 83.78%
Validation accuracy: 70.00%
Best Valid accuracy: 77.00%
Epoch 48, loss 11.710146540505407, train accuracy: 87.33%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 49, loss 11.994207795291267, train accuracy: 86.67%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 50, loss 11.142144540897002, train accuracy: 88.22%
Validation accuracy: 70.00%
Best Valid accuracy: 77.00%
Epoch 51, loss 11.751216547049866, train accuracy: 88.22%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 52, loss 12.016624611036992, train accuracy: 84.22%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 53, loss 12.229272705074672, train accuracy: 88.22%
Validation accuracy: 69.00%
Best Valid accuracy: 77.00%
Epoch 54, loss 11.3118238082593, train accuracy: 88.00%
Validation accuracy: 68.00%
Best Valid accuracy: 77.00%
Epoch 55, loss 12.037490326465797, train accuracy: 84.22%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 56, loss 12.132336035944903, train accuracy: 85.11%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 57, loss 11.046809025596586, train accuracy: 87.56%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 58, loss 12.349818826156476, train accuracy: 83.56%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 59, loss 11.031079874774786, train accuracy: 85.78%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 60, loss 10.598869950514766, train accuracy: 87.33%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 61, loss 10.564483873146708, train accuracy: 86.00%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 62, loss 10.60443678872224, train accuracy: 88.00%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 63, loss 10.636398945125023, train accuracy: 86.44%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 64, loss 12.61793891258632, train accuracy: 83.78%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 65, loss 11.571027566196948, train accuracy: 85.78%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 66, loss 10.397279787930312, train accuracy: 86.44%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 67, loss 9.764183948643327, train accuracy: 86.89%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 68, loss 11.07498805101846, train accuracy: 85.56%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 69, loss 10.630132027784297, train accuracy: 85.11%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 70, loss 9.021413460891075, train accuracy: 90.44%
Validation accuracy: 68.00%
Best Valid accuracy: 77.00%
Epoch 71, loss 9.329313805855394, train accuracy: 88.00%
Validation accuracy: 69.00%
Best Valid accuracy: 77.00%
Epoch 72, loss 9.109894090159244, train accuracy: 87.33%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 73, loss 10.332820044280314, train accuracy: 86.00%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 74, loss 9.40948064817351, train accuracy: 87.33%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 75, loss 9.272781550618452, train accuracy: 88.89%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 76, loss 9.111881571660122, train accuracy: 88.22%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 77, loss 10.427779660422683, train accuracy: 84.00%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 78, loss 10.291691436959987, train accuracy: 85.11%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 79, loss 9.75969210471731, train accuracy: 86.00%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 80, loss 8.958788014107684, train accuracy: 88.44%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 81, loss 9.53249285531655, train accuracy: 86.22%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 82, loss 9.252256200624647, train accuracy: 86.89%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 83, loss 9.84472493073287, train accuracy: 84.00%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 84, loss 9.047695505570923, train accuracy: 87.33%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 85, loss 9.254647936803874, train accuracy: 88.00%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 86, loss 9.8063903461796, train accuracy: 85.78%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 87, loss 9.633414041508045, train accuracy: 86.22%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 88, loss 9.581337641445367, train accuracy: 86.44%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 89, loss 9.076210331545134, train accuracy: 86.44%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 90, loss 9.077393968876994, train accuracy: 88.22%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 91, loss 9.114615644932067, train accuracy: 86.89%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 92, loss 8.445020853648133, train accuracy: 87.33%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 93, loss 9.084951524668268, train accuracy: 87.11%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 94, loss 8.237766119679097, train accuracy: 88.44%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 95, loss 8.953424449241817, train accuracy: 87.56%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 96, loss 8.685484574839606, train accuracy: 88.00%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 97, loss 8.987944763918527, train accuracy: 87.11%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 98, loss 9.39077638080181, train accuracy: 85.11%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 99, loss 9.279413331095471, train accuracy: 86.00%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 100, loss 9.18605360276952, train accuracy: 87.11%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 101, loss 8.475635734036995, train accuracy: 87.56%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 102, loss 9.535946072911399, train accuracy: 85.56%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 103, loss 9.530856721406792, train accuracy: 85.11%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 104, loss 8.412397908696443, train accuracy: 87.78%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 105, loss 9.271069686914233, train accuracy: 86.44%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 106, loss 8.730514124716455, train accuracy: 86.67%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 107, loss 8.545254003240588, train accuracy: 87.11%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 108, loss 8.499006154399323, train accuracy: 86.89%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 109, loss 8.89337920981098, train accuracy: 86.67%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 110, loss 8.742703798024253, train accuracy: 88.00%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 111, loss 7.524967709300261, train accuracy: 87.78%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 112, loss 8.856182787393626, train accuracy: 86.67%
Validation accuracy: 70.00%
Best Valid accuracy: 77.00%
Epoch 113, loss 8.519897891575878, train accuracy: 88.00%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 114, loss 8.92581129860587, train accuracy: 87.11%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 115, loss 8.191581979417894, train accuracy: 88.44%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 116, loss 8.283246887909181, train accuracy: 86.22%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 117, loss 9.534121636097657, train accuracy: 87.56%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 118, loss 7.7850179457704245, train accuracy: 89.33%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 119, loss 9.246500829145045, train accuracy: 88.00%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 120, loss 8.26750801840195, train accuracy: 89.56%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 121, loss 8.083123117355488, train accuracy: 90.22%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 122, loss 8.202371818077062, train accuracy: 86.67%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 123, loss 9.63834003560618, train accuracy: 84.67%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 124, loss 8.453796213773968, train accuracy: 87.56%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 125, loss 10.094212256917446, train accuracy: 85.56%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 126, loss 8.257525684562836, train accuracy: 88.89%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 127, loss 7.542035813373079, train accuracy: 86.22%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 128, loss 8.478798555558187, train accuracy: 86.67%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 129, loss 8.115083154242546, train accuracy: 87.33%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 130, loss 8.793413527028276, train accuracy: 85.11%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 131, loss 8.717465658519847, train accuracy: 87.11%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 132, loss 8.624172163859946, train accuracy: 86.67%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 133, loss 9.580259410304189, train accuracy: 86.00%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 134, loss 7.7995057829741015, train accuracy: 88.67%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 135, loss 8.659871855622539, train accuracy: 86.22%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 136, loss 7.4685658360767135, train accuracy: 88.44%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 137, loss 8.53707638059484, train accuracy: 85.33%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 138, loss 8.646227797431242, train accuracy: 86.67%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 139, loss 8.030562905251859, train accuracy: 87.33%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 140, loss 8.913968250768155, train accuracy: 88.00%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 141, loss 10.254406571989763, train accuracy: 83.56%
Validation accuracy: 75.00%
Best Valid accuracy: 77.00%
Epoch 142, loss 8.97566616386209, train accuracy: 84.67%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 143, loss 7.971002878238753, train accuracy: 86.22%
Validation accuracy: 75.00%
Best Valid accuracy: 77.00%
Epoch 144, loss 9.278409065141616, train accuracy: 86.89%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 145, loss 8.23516492135599, train accuracy: 87.78%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 146, loss 9.285988264714693, train accuracy: 85.11%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 147, loss 9.205204534928333, train accuracy: 85.11%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 148, loss 8.889969180439321, train accuracy: 85.33%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 149, loss 8.563518765736232, train accuracy: 88.00%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 150, loss 7.8936444988382926, train accuracy: 89.11%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 151, loss 9.233161330093544, train accuracy: 84.22%
Validation accuracy: 76.00%
Best Valid accuracy: 77.00%
Epoch 152, loss 9.369980724466116, train accuracy: 87.11%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 153, loss 7.605042452856236, train accuracy: 87.33%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 154, loss 7.9942615939411725, train accuracy: 88.22%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 155, loss 7.6494706581345575, train accuracy: 90.00%
Validation accuracy: 70.00%
Best Valid accuracy: 77.00%
Epoch 156, loss 8.594696533764576, train accuracy: 87.78%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 157, loss 8.973214821158267, train accuracy: 84.67%
Validation accuracy: 76.00%
Best Valid accuracy: 77.00%
Epoch 158, loss 9.272045970595972, train accuracy: 85.11%
Validation accuracy: 75.00%
Best Valid accuracy: 77.00%
Epoch 159, loss 8.887913205139013, train accuracy: 86.89%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 160, loss 7.758801434306113, train accuracy: 90.22%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 161, loss 8.508265591337867, train accuracy: 87.11%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 162, loss 7.531227678102373, train accuracy: 90.44%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 163, loss 7.971271519316368, train accuracy: 87.33%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 164, loss 8.161795857326332, train accuracy: 87.78%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 165, loss 7.895379955680934, train accuracy: 86.89%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 166, loss 9.356542071374893, train accuracy: 84.89%
Validation accuracy: 75.00%
Best Valid accuracy: 77.00%
Epoch 167, loss 8.503189383698716, train accuracy: 85.78%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 168, loss 8.27538931287691, train accuracy: 86.00%
Validation accuracy: 75.00%
Best Valid accuracy: 77.00%
Epoch 169, loss 9.514815459081856, train accuracy: 86.00%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 170, loss 9.004502373941271, train accuracy: 85.78%
Validation accuracy: 75.00%
Best Valid accuracy: 77.00%
Epoch 171, loss 8.194827408872545, train accuracy: 88.22%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 172, loss 8.065835794966574, train accuracy: 86.67%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 173, loss 8.52386589099945, train accuracy: 88.89%
Validation accuracy: 75.00%
Best Valid accuracy: 77.00%
Epoch 174, loss 8.349542412165968, train accuracy: 86.44%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 175, loss 8.912894059361472, train accuracy: 86.22%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 176, loss 8.325676460645965, train accuracy: 88.44%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 177, loss 7.671880290621266, train accuracy: 86.67%
Validation accuracy: 75.00%
Best Valid accuracy: 77.00%
Epoch 178, loss 9.013230111393325, train accuracy: 86.00%
Validation accuracy: 75.00%
Best Valid accuracy: 77.00%
Epoch 179, loss 8.560041953889469, train accuracy: 86.44%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 180, loss 9.12166576409797, train accuracy: 86.22%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 181, loss 8.204701405352685, train accuracy: 85.56%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 182, loss 8.541632116037576, train accuracy: 86.44%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 183, loss 8.934937721598518, train accuracy: 86.44%
Validation accuracy: 75.00%
Best Valid accuracy: 77.00%
Epoch 184, loss 8.693799793746415, train accuracy: 86.89%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 185, loss 8.014812956843215, train accuracy: 87.11%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 186, loss 8.084152186792211, train accuracy: 87.11%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 187, loss 7.593448249565443, train accuracy: 88.22%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 188, loss 8.48320302633086, train accuracy: 86.67%
Validation accuracy: 75.00%
Best Valid accuracy: 77.00%
Epoch 189, loss 7.987265160019145, train accuracy: 86.00%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 190, loss 8.896288855837502, train accuracy: 87.11%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 191, loss 7.3835997586045305, train accuracy: 86.89%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 192, loss 8.444145474967307, train accuracy: 86.44%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 193, loss 7.971038216993672, train accuracy: 86.00%
Validation accuracy: 76.00%
Best Valid accuracy: 77.00%
Epoch 194, loss 7.557995220712076, train accuracy: 87.11%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 195, loss 8.033017225626516, train accuracy: 86.67%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 196, loss 7.7018535859679105, train accuracy: 86.89%
Validation accuracy: 76.00%
Best Valid accuracy: 77.00%
Epoch 197, loss 8.594125318999088, train accuracy: 86.00%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 198, loss 6.951863437813071, train accuracy: 88.44%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 199, loss 7.406750313713048, train accuracy: 89.78%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 200, loss 8.912105758695422, train accuracy: 85.56%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 201, loss 8.446297719976533, train accuracy: 87.56%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 202, loss 7.609089120768583, train accuracy: 87.56%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 203, loss 8.116652125281167, train accuracy: 88.44%
Validation accuracy: 70.00%
Best Valid accuracy: 77.00%
Epoch 204, loss 7.38927605862389, train accuracy: 89.11%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 205, loss 7.846356719811857, train accuracy: 86.89%
Validation accuracy: 75.00%
Best Valid accuracy: 77.00%
Epoch 206, loss 8.064111369560019, train accuracy: 87.78%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 207, loss 7.3512443452003895, train accuracy: 86.89%
Validation accuracy: 70.00%
Best Valid accuracy: 77.00%
Epoch 208, loss 8.617669856928325, train accuracy: 86.44%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 209, loss 8.15415067200684, train accuracy: 88.44%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 210, loss 8.151080958257282, train accuracy: 87.11%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 211, loss 7.995817762334108, train accuracy: 90.00%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 212, loss 7.280305770728129, train accuracy: 88.22%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 213, loss 7.839165043512612, train accuracy: 89.33%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 214, loss 8.399209193693942, train accuracy: 88.44%
Validation accuracy: 70.00%
Best Valid accuracy: 77.00%
Epoch 215, loss 9.012255865743132, train accuracy: 85.78%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 216, loss 7.572911881310821, train accuracy: 85.33%
Validation accuracy: 75.00%
Best Valid accuracy: 77.00%
Epoch 217, loss 8.207760050793194, train accuracy: 87.11%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 218, loss 7.638448387577711, train accuracy: 88.67%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 219, loss 7.305137617234874, train accuracy: 88.00%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 220, loss 8.061646179238016, train accuracy: 88.44%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 221, loss 8.05398247804564, train accuracy: 86.44%
Validation accuracy: 76.00%
Best Valid accuracy: 77.00%
Epoch 222, loss 8.111299300116286, train accuracy: 88.00%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 223, loss 8.01797941742918, train accuracy: 87.78%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 224, loss 8.039943535448996, train accuracy: 86.67%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 225, loss 8.518817130634813, train accuracy: 86.44%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 226, loss 8.654370932159662, train accuracy: 86.67%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 227, loss 8.632841495163419, train accuracy: 86.89%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 228, loss 7.827040823674921, train accuracy: 86.22%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 229, loss 7.873385907239163, train accuracy: 88.67%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 230, loss 9.345593165828738, train accuracy: 85.33%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 231, loss 8.321221169388384, train accuracy: 87.56%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 232, loss 8.58730538952204, train accuracy: 86.67%
Validation accuracy: 71.00%
Best Valid accuracy: 77.00%
Epoch 233, loss 8.250095817188408, train accuracy: 86.22%
Validation accuracy: 73.00%
Best Valid accuracy: 77.00%
Epoch 234, loss 8.041406695147995, train accuracy: 88.67%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 235, loss 8.832825540184244, train accuracy: 86.89%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 236, loss 8.914472218438473, train accuracy: 85.78%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 237, loss 8.282635527804517, train accuracy: 85.56%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 238, loss 7.760561592353825, train accuracy: 88.22%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 239, loss 6.506885443134221, train accuracy: 90.44%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 240, loss 7.8618623708496305, train accuracy: 86.22%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 241, loss 8.517456539786256, train accuracy: 87.11%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 242, loss 7.882059207261012, train accuracy: 85.56%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 243, loss 8.230104736539188, train accuracy: 87.56%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 244, loss 6.2881417265647155, train accuracy: 89.33%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 245, loss 8.378922905951045, train accuracy: 87.11%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 246, loss 7.182127336072283, train accuracy: 89.11%
Validation accuracy: 72.00%
Best Valid accuracy: 77.00%
Epoch 247, loss 8.968805133611706, train accuracy: 83.11%
Validation accuracy: 76.00%
Best Valid accuracy: 77.00%
Epoch 248, loss 7.879468252805532, train accuracy: 89.56%
Validation accuracy: 70.00%
Best Valid accuracy: 77.00%
Epoch 249, loss 7.85138737749383, train accuracy: 86.89%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%
Epoch 250, loss 8.543725861801445, train accuracy: 86.22%
Validation accuracy: 74.00%
Best Valid accuracy: 77.00%