Training... Epoch 1, CIFAR-10 Batch 1: Train Loss= 797.618103, Train Accuracy= 0.08911, Valid. Loss= 777.494690, Valid. Accuracy= 0.09980 Epoch 1, CIFAR-10 Batch 2: Train Loss= 297.722198, Train Accuracy= 0.10025, Valid. Loss= 298.530151, Valid. Accuracy= 0.10500 Epoch 1, CIFAR-10 Batch 3: Train Loss= 102.274399, Train Accuracy= 0.10891, Valid. Loss= 105.925232, Valid. Accuracy= 0.11600 Epoch 1, CIFAR-10 Batch 4: Train Loss= 53.450619, Train Accuracy= 0.18441, Valid. Loss= 55.472488, Valid. Accuracy= 0.17440 Epoch 1, CIFAR-10 Batch 5: Train Loss= 43.139832, Train Accuracy= 0.12748, Valid. Loss= 46.512478, Valid. Accuracy= 0.12880 Epoch 2, CIFAR-10 Batch 1: Train Loss= 39.622417, Train Accuracy= 0.15099, Valid. Loss= 41.059917, Valid. Accuracy= 0.15760 Epoch 2, CIFAR-10 Batch 2: Train Loss= 17.509586, Train Accuracy= 0.20668, Valid. Loss= 15.854387, Valid. Accuracy= 0.21820 Epoch 2, CIFAR-10 Batch 3: Train Loss= 21.675989, Train Accuracy= 0.12252, Valid. Loss= 22.242954, Valid. Accuracy= 0.11400 Epoch 2, CIFAR-10 Batch 4: Train Loss= 16.669382, Train Accuracy= 0.21535, Valid. Loss= 17.882963, Valid. Accuracy= 0.18900 Epoch 2, CIFAR-10 Batch 5: Train Loss= 10.030835, Train Accuracy= 0.26114, Valid. Loss= 10.008531, Valid. Accuracy= 0.24040 Epoch 3, CIFAR-10 Batch 1: Train Loss= 10.519970, Train Accuracy= 0.28218, Valid. Loss= 10.549345, Valid. Accuracy= 0.26580 Epoch 3, CIFAR-10 Batch 2: Train Loss= 7.356185, Train Accuracy= 0.31436, Valid. Loss= 7.493704, Valid. Accuracy= 0.28800 Epoch 3, CIFAR-10 Batch 3: Train Loss= 5.138994, Train Accuracy= 0.28713, Valid. Loss= 5.601656, Valid. Accuracy= 0.28340 Epoch 3, CIFAR-10 Batch 4: Train Loss= 4.403112, Train Accuracy= 0.35149, Valid. Loss= 4.933570, Valid. Accuracy= 0.30700 Epoch 3, CIFAR-10 Batch 5: Train Loss= 4.764561, Train Accuracy= 0.27723, Valid. Loss= 5.013811, Valid. Accuracy= 0.26040 Epoch 4, CIFAR-10 Batch 1: Train Loss= 4.277888, Train Accuracy= 0.33663, Valid. Loss= 4.292491, Valid. Accuracy= 0.32560 Epoch 4, CIFAR-10 Batch 2: Train Loss= 5.136495, Train Accuracy= 0.26609, Valid. Loss= 5.600295, Valid. Accuracy= 0.25500 Epoch 4, CIFAR-10 Batch 3: Train Loss= 3.058942, Train Accuracy= 0.39604, Valid. Loss= 3.375294, Valid. Accuracy= 0.37940 Epoch 4, CIFAR-10 Batch 4: Train Loss= 2.634943, Train Accuracy= 0.39728, Valid. Loss= 3.016961, Valid. Accuracy= 0.37720 Epoch 4, CIFAR-10 Batch 5: Train Loss= 2.896517, Train Accuracy= 0.38366, Valid. Loss= 3.149011, Valid. Accuracy= 0.36540 Epoch 5, CIFAR-10 Batch 1: Train Loss= 2.795953, Train Accuracy= 0.41708, Valid. Loss= 3.010880, Valid. Accuracy= 0.38240 Epoch 5, CIFAR-10 Batch 2: Train Loss= 3.769721, Train Accuracy= 0.34901, Valid. Loss= 4.143838, Valid. Accuracy= 0.31540 Epoch 5, CIFAR-10 Batch 3: Train Loss= 2.846910, Train Accuracy= 0.40842, Valid. Loss= 2.944858, Valid. Accuracy= 0.39080 Epoch 5, CIFAR-10 Batch 4: Train Loss= 3.247142, Train Accuracy= 0.37129, Valid. Loss= 3.664811, Valid. Accuracy= 0.36040 Epoch 5, CIFAR-10 Batch 5: Train Loss= 3.000286, Train Accuracy= 0.43069, Valid. Loss= 3.357390, Valid. Accuracy= 0.37920 Epoch 6, CIFAR-10 Batch 1: Train Loss= 2.444125, Train Accuracy= 0.41708, Valid. Loss= 2.687463, Valid. Accuracy= 0.38900 Epoch 6, CIFAR-10 Batch 2: Train Loss= 3.164910, Train Accuracy= 0.32797, Valid. Loss= 3.527505, Valid. Accuracy= 0.31040 Epoch 6, CIFAR-10 Batch 3: Train Loss= 2.701680, Train Accuracy= 0.43317, Valid. Loss= 2.978439, Valid. Accuracy= 0.39220 Epoch 6, CIFAR-10 Batch 4: Train Loss= 5.833222, Train Accuracy= 0.32673, Valid. Loss= 6.533686, Valid. Accuracy= 0.29880 Epoch 6, CIFAR-10 Batch 5: Train Loss= 5.553256, Train Accuracy= 0.32673, Valid. Loss= 5.610217, Valid. Accuracy= 0.32160 Epoch 7, CIFAR-10 Batch 1: Train Loss= 4.926213, Train Accuracy= 0.29827, Valid. Loss= 5.238353, Valid. Accuracy= 0.30000 Epoch 7, CIFAR-10 Batch 2: Train Loss= 7.099638, Train Accuracy= 0.34406, Valid. Loss= 7.764174, Valid. Accuracy= 0.30700 Epoch 7, CIFAR-10 Batch 3: Train Loss= 9.538348, Train Accuracy= 0.26856, Valid. Loss= 10.559420, Valid. Accuracy= 0.23220 Epoch 7, CIFAR-10 Batch 4: Train Loss= 21.336922, Train Accuracy= 0.10644, Valid. Loss= 22.529211, Valid. Accuracy= 0.10980 Epoch 7, CIFAR-10 Batch 5: Train Loss= 17.462498, Train Accuracy= 0.19802, Valid. Loss= 18.331039, Valid. Accuracy= 0.19720 Epoch 8, CIFAR-10 Batch 1: Train Loss= 28.457493, Train Accuracy= 0.13985, Valid. Loss= 29.137182, Valid. Accuracy= 0.13780 Epoch 8, CIFAR-10 Batch 2: Train Loss= 14.447687, Train Accuracy= 0.20792, Valid. Loss= 15.908054, Valid. Accuracy= 0.17500 Epoch 8, CIFAR-10 Batch 3: Train Loss= 11.582486, Train Accuracy= 0.30941, Valid. Loss= 11.952975, Valid. Accuracy= 0.30480 Epoch 8, CIFAR-10 Batch 4: Train Loss= 6.458823, Train Accuracy= 0.29827, Valid. Loss= 7.374287, Valid. Accuracy= 0.27620 Epoch 8, CIFAR-10 Batch 5: Train Loss= 4.885123, Train Accuracy= 0.37624, Valid. Loss= 5.544967, Valid. Accuracy= 0.33720 Epoch 9, CIFAR-10 Batch 1: Train Loss= 4.625412, Train Accuracy= 0.37871, Valid. Loss= 5.097175, Valid. Accuracy= 0.34660 Epoch 9, CIFAR-10 Batch 2: Train Loss= 2.602719, Train Accuracy= 0.45916, Valid. Loss= 3.086390, Valid. Accuracy= 0.40540 Epoch 9, CIFAR-10 Batch 3: Train Loss= 3.102105, Train Accuracy= 0.40223, Valid. Loss= 3.156970, Valid. Accuracy= 0.39320 Epoch 9, CIFAR-10 Batch 4: Train Loss= 2.065530, Train Accuracy= 0.48144, Valid. Loss= 2.467036, Valid. Accuracy= 0.44620 Epoch 9, CIFAR-10 Batch 5: Train Loss= 2.002532, Train Accuracy= 0.52351, Valid. Loss= 2.377597, Valid. Accuracy= 0.44940 Epoch 10, CIFAR-10 Batch 1: Train Loss= 2.010796, Train Accuracy= 0.48886, Valid. Loss= 2.382024, Valid. Accuracy= 0.45040 Epoch 10, CIFAR-10 Batch 2: Train Loss= 2.022105, Train Accuracy= 0.49876, Valid. Loss= 2.461269, Valid. Accuracy= 0.44040 Epoch 10, CIFAR-10 Batch 3: Train Loss= 1.942735, Train Accuracy= 0.48886, Valid. Loss= 2.221148, Valid. Accuracy= 0.45080 Epoch 10, CIFAR-10 Batch 4: Train Loss= 1.622046, Train Accuracy= 0.51361, Valid. Loss= 2.017735, Valid. Accuracy= 0.47440 Epoch 10, CIFAR-10 Batch 5: Train Loss= 1.656201, Train Accuracy= 0.56064, Valid. Loss= 2.122761, Valid. Accuracy= 0.45740 Epoch 11, CIFAR-10 Batch 1: Train Loss= 1.648952, Train Accuracy= 0.53589, Valid. Loss= 2.004609, Valid. Accuracy= 0.46960 Epoch 11, CIFAR-10 Batch 2: Train Loss= 1.535105, Train Accuracy= 0.53713, Valid. Loss= 1.945435, Valid. Accuracy= 0.47260 Epoch 11, CIFAR-10 Batch 3: Train Loss= 1.580632, Train Accuracy= 0.53094, Valid. Loss= 1.873043, Valid. Accuracy= 0.46960 Epoch 11, CIFAR-10 Batch 4: Train Loss= 1.437899, Train Accuracy= 0.55074, Valid. Loss= 1.833489, Valid. Accuracy= 0.47420 Epoch 11, CIFAR-10 Batch 5: Train Loss= 1.445994, Train Accuracy= 0.54579, Valid. Loss= 1.882253, Valid. Accuracy= 0.46340 Epoch 12, CIFAR-10 Batch 1: Train Loss= 1.453206, Train Accuracy= 0.56064, Valid. Loss= 1.798182, Valid. Accuracy= 0.47680 Epoch 12, CIFAR-10 Batch 2: Train Loss= 1.531672, Train Accuracy= 0.53465, Valid. Loss= 1.933085, Valid. Accuracy= 0.46020 Epoch 12, CIFAR-10 Batch 3: Train Loss= 1.509645, Train Accuracy= 0.54455, Valid. Loss= 1.819081, Valid. Accuracy= 0.46540 Epoch 12, CIFAR-10 Batch 4: Train Loss= 1.563239, Train Accuracy= 0.53342, Valid. Loss= 1.967203, Valid. Accuracy= 0.45140 Epoch 12, CIFAR-10 Batch 5: Train Loss= 1.382874, Train Accuracy= 0.57302, Valid. Loss= 1.843693, Valid. Accuracy= 0.47240 Epoch 13, CIFAR-10 Batch 1: Train Loss= 1.705418, Train Accuracy= 0.52970, Valid. Loss= 2.099634, Valid. Accuracy= 0.43980 Epoch 13, CIFAR-10 Batch 2: Train Loss= 1.872861, Train Accuracy= 0.48639, Valid. Loss= 2.256771, Valid. Accuracy= 0.42660 Epoch 13, CIFAR-10 Batch 3: Train Loss= 1.707541, Train Accuracy= 0.49505, Valid. Loss= 2.102050, Valid. Accuracy= 0.42860 Epoch 13, CIFAR-10 Batch 4: Train Loss= 1.312906, Train Accuracy= 0.58663, Valid. Loss= 1.730575, Valid. Accuracy= 0.47660 Epoch 13, CIFAR-10 Batch 5: Train Loss= 1.318440, Train Accuracy= 0.60272, Valid. Loss= 1.769336, Valid. Accuracy= 0.47300 Epoch 14, CIFAR-10 Batch 1: Train Loss= 1.399620, Train Accuracy= 0.56559, Valid. Loss= 1.753907, Valid. Accuracy= 0.47600 Epoch 14, CIFAR-10 Batch 2: Train Loss= 2.436454, Train Accuracy= 0.42450, Valid. Loss= 2.873365, Valid. Accuracy= 0.38540 Epoch 14, CIFAR-10 Batch 3: Train Loss= 1.691983, Train Accuracy= 0.51856, Valid. Loss= 2.037887, Valid. Accuracy= 0.43780 Epoch 14, CIFAR-10 Batch 4: Train Loss= 1.707238, Train Accuracy= 0.49010, Valid. Loss= 2.163826, Valid. Accuracy= 0.40780 Epoch 14, CIFAR-10 Batch 5: Train Loss= 2.145376, Train Accuracy= 0.42822, Valid. Loss= 2.649022, Valid. Accuracy= 0.38320 Epoch 15, CIFAR-10 Batch 1: Train Loss= 2.178600, Train Accuracy= 0.39109, Valid. Loss= 2.511256, Valid. Accuracy= 0.34120 Epoch 15, CIFAR-10 Batch 2: Train Loss= 2.687990, Train Accuracy= 0.35396, Valid. Loss= 3.085702, Valid. Accuracy= 0.32040 Epoch 15, CIFAR-10 Batch 3: Train Loss= 3.415462, Train Accuracy= 0.29084, Valid. Loss= 3.964151, Valid. Accuracy= 0.26420 Epoch 15, CIFAR-10 Batch 4: Train Loss= 2.399950, Train Accuracy= 0.42079, Valid. Loss= 2.889130, Valid. Accuracy= 0.36200 Epoch 15, CIFAR-10 Batch 5: Train Loss= 2.270132, Train Accuracy= 0.44183, Valid. Loss= 2.647523, Valid. Accuracy= 0.37100 Epoch 16, CIFAR-10 Batch 1: Train Loss= 2.286089, Train Accuracy= 0.42946, Valid. Loss= 2.728005, Valid. Accuracy= 0.36480 Epoch 16, CIFAR-10 Batch 2: Train Loss= 1.631469, Train Accuracy= 0.51856, Valid. Loss= 2.168523, Valid. Accuracy= 0.42020 Epoch 16, CIFAR-10 Batch 3: Train Loss= 1.436244, Train Accuracy= 0.54455, Valid. Loss= 1.790296, Valid. Accuracy= 0.47500 Epoch 16, CIFAR-10 Batch 4: Train Loss= 1.365206, Train Accuracy= 0.55693, Valid. Loss= 1.802029, Valid. Accuracy= 0.45120 Epoch 16, CIFAR-10 Batch 5: Train Loss= 1.215550, Train Accuracy= 0.60891, Valid. Loss= 1.664338, Valid. Accuracy= 0.48780 Epoch 17, CIFAR-10 Batch 1: Train Loss= 1.249432, Train Accuracy= 0.58663, Valid. Loss= 1.649026, Valid. Accuracy= 0.48660 Epoch 17, CIFAR-10 Batch 2: Train Loss= 1.279361, Train Accuracy= 0.57302, Valid. Loss= 1.716672, Valid. Accuracy= 0.47820 Epoch 17, CIFAR-10 Batch 3: Train Loss= 1.538930, Train Accuracy= 0.52475, Valid. Loss= 1.944736, Valid. Accuracy= 0.44920 Epoch 17, CIFAR-10 Batch 4: Train Loss= 1.218624, Train Accuracy= 0.60644, Valid. Loss= 1.636614, Valid. Accuracy= 0.48140 Epoch 17, CIFAR-10 Batch 5: Train Loss= 1.274911, Train Accuracy= 0.58540, Valid. Loss= 1.736858, Valid. Accuracy= 0.48420 Epoch 18, CIFAR-10 Batch 1: Train Loss= 1.316650, Train Accuracy= 0.58787, Valid. Loss= 1.713533, Valid. Accuracy= 0.47680 Epoch 18, CIFAR-10 Batch 2: Train Loss= 1.891983, Train Accuracy= 0.48144, Valid. Loss= 2.313515, Valid. Accuracy= 0.40820 Epoch 18, CIFAR-10 Batch 3: Train Loss= 1.267474, Train Accuracy= 0.57178, Valid. Loss= 1.640217, Valid. Accuracy= 0.46960 Epoch 18, CIFAR-10 Batch 4: Train Loss= 1.202411, Train Accuracy= 0.58911, Valid. Loss= 1.609220, Valid. Accuracy= 0.47220 Epoch 18, CIFAR-10 Batch 5: Train Loss= 1.302108, Train Accuracy= 0.56931, Valid. Loss= 1.796559, Valid. Accuracy= 0.46700 Epoch 19, CIFAR-10 Batch 1: Train Loss= 1.587488, Train Accuracy= 0.51733, Valid. Loss= 2.052768, Valid. Accuracy= 0.42760 Epoch 19, CIFAR-10 Batch 2: Train Loss= 1.668427, Train Accuracy= 0.49876, Valid. Loss= 2.116509, Valid. Accuracy= 0.41260 Epoch 19, CIFAR-10 Batch 3: Train Loss= 2.338442, Train Accuracy= 0.43317, Valid. Loss= 2.792706, Valid. Accuracy= 0.38180 Epoch 19, CIFAR-10 Batch 4: Train Loss= 2.430403, Train Accuracy= 0.43317, Valid. Loss= 2.873099, Valid. Accuracy= 0.36840 Epoch 19, CIFAR-10 Batch 5: Train Loss= 3.185690, Train Accuracy= 0.36262, Valid. Loss= 3.766532, Valid. Accuracy= 0.33800 Epoch 20, CIFAR-10 Batch 1: Train Loss= 2.327452, Train Accuracy= 0.44307, Valid. Loss= 2.780212, Valid. Accuracy= 0.39480 Epoch 20, CIFAR-10 Batch 2: Train Loss= 2.135830, Train Accuracy= 0.41213, Valid. Loss= 2.571311, Valid. Accuracy= 0.36640 Epoch 20, CIFAR-10 Batch 3: Train Loss= 2.188724, Train Accuracy= 0.48144, Valid. Loss= 2.474130, Valid. Accuracy= 0.42740 Epoch 20, CIFAR-10 Batch 4: Train Loss= 1.979332, Train Accuracy= 0.46040, Valid. Loss= 2.524662, Valid. Accuracy= 0.38760 Epoch 20, CIFAR-10 Batch 5: Train Loss= 1.607077, Train Accuracy= 0.49381, Valid. Loss= 2.103537, Valid. Accuracy= 0.42380 Epoch 21, CIFAR-10 Batch 1: Train Loss= 1.811563, Train Accuracy= 0.47401, Valid. Loss= 2.307096, Valid. Accuracy= 0.37600 Epoch 21, CIFAR-10 Batch 2: Train Loss= 1.303359, Train Accuracy= 0.55322, Valid. Loss= 1.766685, Valid. Accuracy= 0.44780 Epoch 21, CIFAR-10 Batch 3: Train Loss= 1.580216, Train Accuracy= 0.48144, Valid. Loss= 2.032662, Valid. Accuracy= 0.41180 Epoch 21, CIFAR-10 Batch 4: Train Loss= 1.168411, Train Accuracy= 0.59282, Valid. Loss= 1.614627, Valid. Accuracy= 0.48460 Epoch 21, CIFAR-10 Batch 5: Train Loss= 1.240228, Train Accuracy= 0.57054, Valid. Loss= 1.690263, Valid. Accuracy= 0.46580 Epoch 22, CIFAR-10 Batch 1: Train Loss= 1.454017, Train Accuracy= 0.53589, Valid. Loss= 1.863854, Valid. Accuracy= 0.44020 Epoch 22, CIFAR-10 Batch 2: Train Loss= 1.358632, Train Accuracy= 0.54827, Valid. Loss= 1.813103, Valid. Accuracy= 0.43440 Epoch 22, CIFAR-10 Batch 3: Train Loss= 1.204675, Train Accuracy= 0.59901, Valid. Loss= 1.605949, Valid. Accuracy= 0.47760 Epoch 22, CIFAR-10 Batch 4: Train Loss= 1.083243, Train Accuracy= 0.63861, Valid. Loss= 1.490386, Valid. Accuracy= 0.50340 Epoch 22, CIFAR-10 Batch 5: Train Loss= 1.124601, Train Accuracy= 0.62129, Valid. Loss= 1.643894, Valid. Accuracy= 0.46680 Epoch 23, CIFAR-10 Batch 1: Train Loss= 1.122327, Train Accuracy= 0.63614, Valid. Loss= 1.514030, Valid. Accuracy= 0.49660 Epoch 23, CIFAR-10 Batch 2: Train Loss= 1.058289, Train Accuracy= 0.65347, Valid. Loss= 1.481384, Valid. Accuracy= 0.50920 Epoch 23, CIFAR-10 Batch 3: Train Loss= 1.263692, Train Accuracy= 0.54084, Valid. Loss= 1.677431, Valid. Accuracy= 0.46480 Epoch 23, CIFAR-10 Batch 4: Train Loss= 1.387106, Train Accuracy= 0.56064, Valid. Loss= 1.845906, Valid. Accuracy= 0.44460 Epoch 23, CIFAR-10 Batch 5: Train Loss= 1.213048, Train Accuracy= 0.59530, Valid. Loss= 1.645258, Valid. Accuracy= 0.47680 Epoch 24, CIFAR-10 Batch 1: Train Loss= 1.385911, Train Accuracy= 0.55693, Valid. Loss= 1.853487, Valid. Accuracy= 0.44500 Epoch 24, CIFAR-10 Batch 2: Train Loss= 1.080798, Train Accuracy= 0.61634, Valid. Loss= 1.516055, Valid. Accuracy= 0.49220 Epoch 24, CIFAR-10 Batch 3: Train Loss= 1.106337, Train Accuracy= 0.62252, Valid. Loss= 1.520964, Valid. Accuracy= 0.49740 Epoch 24, CIFAR-10 Batch 4: Train Loss= 0.984275, Train Accuracy= 0.66460, Valid. Loss= 1.402459, Valid. Accuracy= 0.52360 Epoch 24, CIFAR-10 Batch 5: Train Loss= 0.970953, Train Accuracy= 0.67574, Valid. Loss= 1.438328, Valid. Accuracy= 0.51580 Epoch 25, CIFAR-10 Batch 1: Train Loss= 1.253818, Train Accuracy= 0.59158, Valid. Loss= 1.686013, Valid. Accuracy= 0.46860 Epoch 25, CIFAR-10 Batch 2: Train Loss= 1.144330, Train Accuracy= 0.62129, Valid. Loss= 1.559894, Valid. Accuracy= 0.48580 Epoch 25, CIFAR-10 Batch 3: Train Loss= 1.090610, Train Accuracy= 0.61881, Valid. Loss= 1.488615, Valid. Accuracy= 0.49840 Epoch 25, CIFAR-10 Batch 4: Train Loss= 0.983664, Train Accuracy= 0.67327, Valid. Loss= 1.403611, Valid. Accuracy= 0.52300 Epoch 25, CIFAR-10 Batch 5: Train Loss= 1.106142, Train Accuracy= 0.60149, Valid. Loss= 1.596151, Valid. Accuracy= 0.47560 Epoch 26, CIFAR-10 Batch 1: Train Loss= 1.378285, Train Accuracy= 0.56188, Valid. Loss= 1.805417, Valid. Accuracy= 0.45340 Epoch 26, CIFAR-10 Batch 2: Train Loss= 1.074831, Train Accuracy= 0.62871, Valid. Loss= 1.458683, Valid. Accuracy= 0.50240 Epoch 26, CIFAR-10 Batch 3: Train Loss= 1.199136, Train Accuracy= 0.60272, Valid. Loss= 1.549572, Valid. Accuracy= 0.49380 Epoch 26, CIFAR-10 Batch 4: Train Loss= 1.066744, Train Accuracy= 0.64480, Valid. Loss= 1.489611, Valid. Accuracy= 0.49600 Epoch 26, CIFAR-10 Batch 5: Train Loss= 1.085050, Train Accuracy= 0.63738, Valid. Loss= 1.567988, Valid. Accuracy= 0.49240 Epoch 27, CIFAR-10 Batch 1: Train Loss= 1.047379, Train Accuracy= 0.64109, Valid. Loss= 1.476170, Valid. Accuracy= 0.49820 Epoch 27, CIFAR-10 Batch 2: Train Loss= 1.133100, Train Accuracy= 0.61510, Valid. Loss= 1.574810, Valid. Accuracy= 0.48700 Epoch 27, CIFAR-10 Batch 3: Train Loss= 1.193405, Train Accuracy= 0.55693, Valid. Loss= 1.647368, Valid. Accuracy= 0.46520 Epoch 27, CIFAR-10 Batch 4: Train Loss= 2.210585, Train Accuracy= 0.42574, Valid. Loss= 2.789997, Valid. Accuracy= 0.34640 Epoch 27, CIFAR-10 Batch 5: Train Loss= 1.759083, Train Accuracy= 0.46782, Valid. Loss= 2.226717, Valid. Accuracy= 0.38140 Epoch 28, CIFAR-10 Batch 1: Train Loss= 1.968408, Train Accuracy= 0.46287, Valid. Loss= 2.502794, Valid. Accuracy= 0.37160 Epoch 28, CIFAR-10 Batch 2: Train Loss= 3.613268, Train Accuracy= 0.23639, Valid. Loss= 4.441041, Valid. Accuracy= 0.18140 Epoch 28, CIFAR-10 Batch 3: Train Loss= 4.159284, Train Accuracy= 0.31436, Valid. Loss= 4.664374, Valid. Accuracy= 0.28560 Epoch 28, CIFAR-10 Batch 4: Train Loss= 3.769127, Train Accuracy= 0.33416, Valid. Loss= 4.416398, Valid. Accuracy= 0.28640 Epoch 28, CIFAR-10 Batch 5: Train Loss= 2.850163, Train Accuracy= 0.38861, Valid. Loss= 3.485916, Valid. Accuracy= 0.34260 Epoch 29, CIFAR-10 Batch 1: Train Loss= 2.088421, Train Accuracy= 0.47401, Valid. Loss= 2.611513, Valid. Accuracy= 0.38880 Epoch 29, CIFAR-10 Batch 2: Train Loss= 1.951387, Train Accuracy= 0.44554, Valid. Loss= 2.535588, Valid. Accuracy= 0.37460 Epoch 29, CIFAR-10 Batch 3: Train Loss= 1.702770, Train Accuracy= 0.47030, Valid. Loss= 2.158831, Valid. Accuracy= 0.40020 Epoch 29, CIFAR-10 Batch 4: Train Loss= 1.441133, Train Accuracy= 0.55817, Valid. Loss= 1.981143, Valid. Accuracy= 0.44540 Epoch 29, CIFAR-10 Batch 5: Train Loss= 1.211145, Train Accuracy= 0.60891, Valid. Loss= 1.738219, Valid. Accuracy= 0.46740 Epoch 30, CIFAR-10 Batch 1: Train Loss= 1.171000, Train Accuracy= 0.59035, Valid. Loss= 1.598536, Valid. Accuracy= 0.48740 Epoch 30, CIFAR-10 Batch 2: Train Loss= 1.049550, Train Accuracy= 0.65965, Valid. Loss= 1.479692, Valid. Accuracy= 0.51040 Epoch 30, CIFAR-10 Batch 3: Train Loss= 1.040368, Train Accuracy= 0.62748, Valid. Loss= 1.470374, Valid. Accuracy= 0.50580 Epoch 30, CIFAR-10 Batch 4: Train Loss= 0.983066, Train Accuracy= 0.65594, Valid. Loss= 1.444848, Valid. Accuracy= 0.50900 Epoch 30, CIFAR-10 Batch 5: Train Loss= 0.956330, Train Accuracy= 0.67203, Valid. Loss= 1.463434, Valid. Accuracy= 0.50400 Epoch 31, CIFAR-10 Batch 1: Train Loss= 0.979332, Train Accuracy= 0.69059, Valid. Loss= 1.400579, Valid. Accuracy= 0.52220 Epoch 31, CIFAR-10 Batch 2: Train Loss= 0.976615, Train Accuracy= 0.67822, Valid. Loss= 1.418517, Valid. Accuracy= 0.51740 Epoch 31, CIFAR-10 Batch 3: Train Loss= 0.979602, Train Accuracy= 0.65347, Valid. Loss= 1.413730, Valid. Accuracy= 0.51300 Epoch 31, CIFAR-10 Batch 4: Train Loss= 0.942847, Train Accuracy= 0.69307, Valid. Loss= 1.388665, Valid. Accuracy= 0.52980 Epoch 31, CIFAR-10 Batch 5: Train Loss= 0.948840, Train Accuracy= 0.68564, Valid. Loss= 1.440425, Valid. Accuracy= 0.50280 Epoch 32, CIFAR-10 Batch 1: Train Loss= 0.967835, Train Accuracy= 0.69307, Valid. Loss= 1.375866, Valid. Accuracy= 0.52140 Epoch 32, CIFAR-10 Batch 2: Train Loss= 0.960893, Train Accuracy= 0.69431, Valid. Loss= 1.386115, Valid. Accuracy= 0.51980 Epoch 32, CIFAR-10 Batch 3: Train Loss= 0.948861, Train Accuracy= 0.67946, Valid. Loss= 1.359761, Valid. Accuracy= 0.53380 Epoch 32, CIFAR-10 Batch 4: Train Loss= 0.952062, Train Accuracy= 0.69183, Valid. Loss= 1.391706, Valid. Accuracy= 0.51900 Epoch 32, CIFAR-10 Batch 5: Train Loss= 0.944782, Train Accuracy= 0.68069, Valid. Loss= 1.435063, Valid. Accuracy= 0.50500 Epoch 33, CIFAR-10 Batch 1: Train Loss= 0.968632, Train Accuracy= 0.69802, Valid. Loss= 1.382903, Valid. Accuracy= 0.51780 Epoch 33, CIFAR-10 Batch 2: Train Loss= 0.943212, Train Accuracy= 0.68069, Valid. Loss= 1.373767, Valid. Accuracy= 0.52680 Epoch 33, CIFAR-10 Batch 3: Train Loss= 0.947551, Train Accuracy= 0.69183, Valid. Loss= 1.380108, Valid. Accuracy= 0.52680 Epoch 33, CIFAR-10 Batch 4: Train Loss= 0.939269, Train Accuracy= 0.70792, Valid. Loss= 1.379069, Valid. Accuracy= 0.52400 Epoch 33, CIFAR-10 Batch 5: Train Loss= 0.991530, Train Accuracy= 0.65594, Valid. Loss= 1.488487, Valid. Accuracy= 0.48500 Epoch 34, CIFAR-10 Batch 1: Train Loss= 0.956537, Train Accuracy= 0.70916, Valid. Loss= 1.370402, Valid. Accuracy= 0.51960 Epoch 34, CIFAR-10 Batch 2: Train Loss= 0.927690, Train Accuracy= 0.71163, Valid. Loss= 1.349580, Valid. Accuracy= 0.53660 Epoch 34, CIFAR-10 Batch 3: Train Loss= 0.946095, Train Accuracy= 0.68936, Valid. Loss= 1.381243, Valid. Accuracy= 0.52460 Epoch 34, CIFAR-10 Batch 4: Train Loss= 0.928319, Train Accuracy= 0.70668, Valid. Loss= 1.362855, Valid. Accuracy= 0.52980 Epoch 34, CIFAR-10 Batch 5: Train Loss= 0.953899, Train Accuracy= 0.68812, Valid. Loss= 1.431149, Valid. Accuracy= 0.51060 Epoch 35, CIFAR-10 Batch 1: Train Loss= 0.976334, Train Accuracy= 0.69431, Valid. Loss= 1.405794, Valid. Accuracy= 0.51720 Epoch 35, CIFAR-10 Batch 2: Train Loss= 0.989343, Train Accuracy= 0.66089, Valid. Loss= 1.412458, Valid. Accuracy= 0.50920 Epoch 35, CIFAR-10 Batch 3: Train Loss= 0.944186, Train Accuracy= 0.68193, Valid. Loss= 1.371435, Valid. Accuracy= 0.52960 Epoch 35, CIFAR-10 Batch 4: Train Loss= 0.930125, Train Accuracy= 0.70050, Valid. Loss= 1.375517, Valid. Accuracy= 0.52480 Epoch 35, CIFAR-10 Batch 5: Train Loss= 0.949104, Train Accuracy= 0.67450, Valid. Loss= 1.425847, Valid. Accuracy= 0.50440 Epoch 36, CIFAR-10 Batch 1: Train Loss= 0.967118, Train Accuracy= 0.70297, Valid. Loss= 1.396362, Valid. Accuracy= 0.51660 Epoch 36, CIFAR-10 Batch 2: Train Loss= 0.946934, Train Accuracy= 0.69431, Valid. Loss= 1.387392, Valid. Accuracy= 0.51340 Epoch 36, CIFAR-10 Batch 3: Train Loss= 0.923872, Train Accuracy= 0.70792, Valid. Loss= 1.362903, Valid. Accuracy= 0.52500 Epoch 36, CIFAR-10 Batch 4: Train Loss= 0.921440, Train Accuracy= 0.72401, Valid. Loss= 1.368205, Valid. Accuracy= 0.52500 Epoch 36, CIFAR-10 Batch 5: Train Loss= 0.892113, Train Accuracy= 0.73144, Valid. Loss= 1.356536, Valid. Accuracy= 0.52820 Epoch 37, CIFAR-10 Batch 1: Train Loss= 0.980535, Train Accuracy= 0.67450, Valid. Loss= 1.406538, Valid. Accuracy= 0.50980 Epoch 37, CIFAR-10 Batch 2: Train Loss= 0.930130, Train Accuracy= 0.70916, Valid. Loss= 1.375300, Valid. Accuracy= 0.52620 Epoch 37, CIFAR-10 Batch 3: Train Loss= 0.923262, Train Accuracy= 0.69802, Valid. Loss= 1.363264, Valid. Accuracy= 0.52840 Epoch 37, CIFAR-10 Batch 4: Train Loss= 0.929918, Train Accuracy= 0.70050, Valid. Loss= 1.374280, Valid. Accuracy= 0.51800 Epoch 37, CIFAR-10 Batch 5: Train Loss= 0.910889, Train Accuracy= 0.71163, Valid. Loss= 1.377206, Valid. Accuracy= 0.52700 Epoch 38, CIFAR-10 Batch 1: Train Loss= 0.984847, Train Accuracy= 0.67450, Valid. Loss= 1.415532, Valid. Accuracy= 0.50620 Epoch 38, CIFAR-10 Batch 2: Train Loss= 0.948025, Train Accuracy= 0.68812, Valid. Loss= 1.394263, Valid. Accuracy= 0.51640 Epoch 38, CIFAR-10 Batch 3: Train Loss= 0.941035, Train Accuracy= 0.68936, Valid. Loss= 1.385119, Valid. Accuracy= 0.52420 Epoch 38, CIFAR-10 Batch 4: Train Loss= 0.912272, Train Accuracy= 0.71535, Valid. Loss= 1.358207, Valid. Accuracy= 0.52820 Epoch 38, CIFAR-10 Batch 5: Train Loss= 0.904641, Train Accuracy= 0.72401, Valid. Loss= 1.377400, Valid. Accuracy= 0.52860 Epoch 39, CIFAR-10 Batch 1: Train Loss= 1.019772, Train Accuracy= 0.65347, Valid. Loss= 1.452729, Valid. Accuracy= 0.49560 Epoch 39, CIFAR-10 Batch 2: Train Loss= 0.912968, Train Accuracy= 0.71658, Valid. Loss= 1.365493, Valid. Accuracy= 0.53040 Epoch 39, CIFAR-10 Batch 3: Train Loss= 0.927249, Train Accuracy= 0.70668, Valid. Loss= 1.374424, Valid. Accuracy= 0.52940 Epoch 39, CIFAR-10 Batch 4: Train Loss= 0.914566, Train Accuracy= 0.72277, Valid. Loss= 1.365390, Valid. Accuracy= 0.52940 Epoch 39, CIFAR-10 Batch 5: Train Loss= 0.922722, Train Accuracy= 0.69307, Valid. Loss= 1.397573, Valid. Accuracy= 0.50920 Epoch 40, CIFAR-10 Batch 1: Train Loss= 0.944487, Train Accuracy= 0.70297, Valid. Loss= 1.357905, Valid. Accuracy= 0.53120 Epoch 40, CIFAR-10 Batch 2: Train Loss= 0.902523, Train Accuracy= 0.74010, Valid. Loss= 1.336267, Valid. Accuracy= 0.54140 Epoch 40, CIFAR-10 Batch 3: Train Loss= 0.955353, Train Accuracy= 0.68193, Valid. Loss= 1.415199, Valid. Accuracy= 0.50980 Epoch 40, CIFAR-10 Batch 4: Train Loss= 0.900293, Train Accuracy= 0.73515, Valid. Loss= 1.348350, Valid. Accuracy= 0.53560 Epoch 40, CIFAR-10 Batch 5: Train Loss= 0.926302, Train Accuracy= 0.69926, Valid. Loss= 1.407701, Valid. Accuracy= 0.51160 Epoch 41, CIFAR-10 Batch 1: Train Loss= 0.957706, Train Accuracy= 0.69059, Valid. Loss= 1.385220, Valid. Accuracy= 0.52220 Epoch 41, CIFAR-10 Batch 2: Train Loss= 0.893365, Train Accuracy= 0.72772, Valid. Loss= 1.334534, Valid. Accuracy= 0.54520 Epoch 41, CIFAR-10 Batch 3: Train Loss= 0.938890, Train Accuracy= 0.68688, Valid. Loss= 1.397117, Valid. Accuracy= 0.51640 Epoch 41, CIFAR-10 Batch 4: Train Loss= 0.931937, Train Accuracy= 0.72153, Valid. Loss= 1.389135, Valid. Accuracy= 0.53020 Epoch 41, CIFAR-10 Batch 5: Train Loss= 0.904064, Train Accuracy= 0.71658, Valid. Loss= 1.376416, Valid. Accuracy= 0.52200 Epoch 42, CIFAR-10 Batch 1: Train Loss= 0.956717, Train Accuracy= 0.68936, Valid. Loss= 1.389639, Valid. Accuracy= 0.51780 Epoch 42, CIFAR-10 Batch 2: Train Loss= 0.906901, Train Accuracy= 0.71782, Valid. Loss= 1.358211, Valid. Accuracy= 0.53260 Epoch 42, CIFAR-10 Batch 3: Train Loss= 0.908220, Train Accuracy= 0.71535, Valid. Loss= 1.346933, Valid. Accuracy= 0.53060 Epoch 42, CIFAR-10 Batch 4: Train Loss= 0.900916, Train Accuracy= 0.72525, Valid. Loss= 1.350339, Valid. Accuracy= 0.52280 Epoch 42, CIFAR-10 Batch 5: Train Loss= 0.899606, Train Accuracy= 0.73020, Valid. Loss= 1.372701, Valid. Accuracy= 0.52280 Epoch 43, CIFAR-10 Batch 1: Train Loss= 0.946072, Train Accuracy= 0.70050, Valid. Loss= 1.377257, Valid. Accuracy= 0.52000 Epoch 43, CIFAR-10 Batch 2: Train Loss= 0.881818, Train Accuracy= 0.73762, Valid. Loss= 1.326447, Valid. Accuracy= 0.54640 Epoch 43, CIFAR-10 Batch 3: Train Loss= 0.904321, Train Accuracy= 0.71040, Valid. Loss= 1.360779, Valid. Accuracy= 0.53000 Epoch 43, CIFAR-10 Batch 4: Train Loss= 0.884880, Train Accuracy= 0.74134, Valid. Loss= 1.332127, Valid. Accuracy= 0.53980 Epoch 43, CIFAR-10 Batch 5: Train Loss= 0.900276, Train Accuracy= 0.71782, Valid. Loss= 1.367901, Valid. Accuracy= 0.52040 Epoch 44, CIFAR-10 Batch 1: Train Loss= 0.921216, Train Accuracy= 0.72153, Valid. Loss= 1.349631, Valid. Accuracy= 0.53000 Epoch 44, CIFAR-10 Batch 2: Train Loss= 0.898956, Train Accuracy= 0.70916, Valid. Loss= 1.350169, Valid. Accuracy= 0.52980 Epoch 44, CIFAR-10 Batch 3: Train Loss= 0.918416, Train Accuracy= 0.70545, Valid. Loss= 1.383766, Valid. Accuracy= 0.52180 Epoch 44, CIFAR-10 Batch 4: Train Loss= 0.935666, Train Accuracy= 0.68441, Valid. Loss= 1.388689, Valid. Accuracy= 0.50640 Epoch 44, CIFAR-10 Batch 5: Train Loss= 0.894812, Train Accuracy= 0.72401, Valid. Loss= 1.357254, Valid. Accuracy= 0.52220 Epoch 45, CIFAR-10 Batch 1: Train Loss= 1.011058, Train Accuracy= 0.66708, Valid. Loss= 1.439765, Valid. Accuracy= 0.50420 Epoch 45, CIFAR-10 Batch 2: Train Loss= 0.886455, Train Accuracy= 0.71535, Valid. Loss= 1.327726, Valid. Accuracy= 0.54360 Epoch 45, CIFAR-10 Batch 3: Train Loss= 0.896378, Train Accuracy= 0.71287, Valid. Loss= 1.347810, Valid. Accuracy= 0.53400 Epoch 45, CIFAR-10 Batch 4: Train Loss= 0.908070, Train Accuracy= 0.71782, Valid. Loss= 1.359712, Valid. Accuracy= 0.52480 Epoch 45, CIFAR-10 Batch 5: Train Loss= 0.885439, Train Accuracy= 0.72277, Valid. Loss= 1.361696, Valid. Accuracy= 0.53540 Epoch 46, CIFAR-10 Batch 1: Train Loss= 0.906727, Train Accuracy= 0.73391, Valid. Loss= 1.329592, Valid. Accuracy= 0.53760 Epoch 46, CIFAR-10 Batch 2: Train Loss= 0.910828, Train Accuracy= 0.69431, Valid. Loss= 1.352603, Valid. Accuracy= 0.53120 Epoch 46, CIFAR-10 Batch 3: Train Loss= 0.933208, Train Accuracy= 0.69183, Valid. Loss= 1.407465, Valid. Accuracy= 0.51660 Epoch 46, CIFAR-10 Batch 4: Train Loss= 0.910122, Train Accuracy= 0.72277, Valid. Loss= 1.364723, Valid. Accuracy= 0.52980 Epoch 46, CIFAR-10 Batch 5: Train Loss= 0.879867, Train Accuracy= 0.73144, Valid. Loss= 1.347442, Valid. Accuracy= 0.53120 Epoch 47, CIFAR-10 Batch 1: Train Loss= 0.908308, Train Accuracy= 0.72277, Valid. Loss= 1.341392, Valid. Accuracy= 0.53560 Epoch 47, CIFAR-10 Batch 2: Train Loss= 0.894555, Train Accuracy= 0.70421, Valid. Loss= 1.339165, Valid. Accuracy= 0.53920 Epoch 47, CIFAR-10 Batch 3: Train Loss= 0.881152, Train Accuracy= 0.72896, Valid. Loss= 1.333455, Valid. Accuracy= 0.54460 Epoch 47, CIFAR-10 Batch 4: Train Loss= 0.882108, Train Accuracy= 0.72896, Valid. Loss= 1.326619, Valid. Accuracy= 0.53400 Epoch 47, CIFAR-10 Batch 5: Train Loss= 0.873806, Train Accuracy= 0.73020, Valid. Loss= 1.356447, Valid. Accuracy= 0.52460 Epoch 48, CIFAR-10 Batch 1: Train Loss= 0.904575, Train Accuracy= 0.73267, Valid. Loss= 1.329881, Valid. Accuracy= 0.53720 Epoch 48, CIFAR-10 Batch 2: Train Loss= 0.892480, Train Accuracy= 0.71535, Valid. Loss= 1.334683, Valid. Accuracy= 0.53680 Epoch 48, CIFAR-10 Batch 3: Train Loss= 0.881364, Train Accuracy= 0.71782, Valid. Loss= 1.339965, Valid. Accuracy= 0.53640 Epoch 48, CIFAR-10 Batch 4: Train Loss= 0.878607, Train Accuracy= 0.72896, Valid. Loss= 1.330304, Valid. Accuracy= 0.54260 Epoch 48, CIFAR-10 Batch 5: Train Loss= 0.860980, Train Accuracy= 0.73639, Valid. Loss= 1.330839, Valid. Accuracy= 0.53980 Epoch 49, CIFAR-10 Batch 1: Train Loss= 0.940795, Train Accuracy= 0.69059, Valid. Loss= 1.372051, Valid. Accuracy= 0.51600 Epoch 49, CIFAR-10 Batch 2: Train Loss= 0.877442, Train Accuracy= 0.71287, Valid. Loss= 1.334664, Valid. Accuracy= 0.53680 Epoch 49, CIFAR-10 Batch 3: Train Loss= 0.897401, Train Accuracy= 0.71163, Valid. Loss= 1.353894, Valid. Accuracy= 0.53420 Epoch 49, CIFAR-10 Batch 4: Train Loss= 0.904926, Train Accuracy= 0.69431, Valid. Loss= 1.360910, Valid. Accuracy= 0.52020 Epoch 49, CIFAR-10 Batch 5: Train Loss= 0.866730, Train Accuracy= 0.73267, Valid. Loss= 1.343123, Valid. Accuracy= 0.53700 Epoch 50, CIFAR-10 Batch 1: Train Loss= 0.926921, Train Accuracy= 0.70916, Valid. Loss= 1.374983, Valid. Accuracy= 0.52380 Epoch 50, CIFAR-10 Batch 2: Train Loss= 0.894969, Train Accuracy= 0.70545, Valid. Loss= 1.347310, Valid. Accuracy= 0.53180 Epoch 50, CIFAR-10 Batch 3: Train Loss= 0.877247, Train Accuracy= 0.72525, Valid. Loss= 1.343957, Valid. Accuracy= 0.53420 Epoch 50, CIFAR-10 Batch 4: Train Loss= 0.884517, Train Accuracy= 0.72772, Valid. Loss= 1.338285, Valid. Accuracy= 0.53120 Epoch 50, CIFAR-10 Batch 5: Train Loss= 0.854667, Train Accuracy= 0.74876, Valid. Loss= 1.319936, Valid. Accuracy= 0.54400 Epoch 51, CIFAR-10 Batch 1: Train Loss= 0.939165, Train Accuracy= 0.70297, Valid. Loss= 1.368465, Valid. Accuracy= 0.52460 Epoch 51, CIFAR-10 Batch 2: Train Loss= 0.862855, Train Accuracy= 0.71782, Valid. Loss= 1.320423, Valid. Accuracy= 0.54140 Epoch 51, CIFAR-10 Batch 3: Train Loss= 0.890877, Train Accuracy= 0.72401, Valid. Loss= 1.340878, Valid. Accuracy= 0.53060 Epoch 51, CIFAR-10 Batch 4: Train Loss= 0.903831, Train Accuracy= 0.71040, Valid. Loss= 1.367483, Valid. Accuracy= 0.52560 Epoch 51, CIFAR-10 Batch 5: Train Loss= 0.842770, Train Accuracy= 0.75619, Valid. Loss= 1.312164, Valid. Accuracy= 0.54600 Epoch 52, CIFAR-10 Batch 1: Train Loss= 0.907112, Train Accuracy= 0.70545, Valid. Loss= 1.343791, Valid. Accuracy= 0.53440 Epoch 52, CIFAR-10 Batch 2: Train Loss= 0.858535, Train Accuracy= 0.73639, Valid. Loss= 1.324431, Valid. Accuracy= 0.54720 Epoch 52, CIFAR-10 Batch 3: Train Loss= 0.875642, Train Accuracy= 0.72153, Valid. Loss= 1.343502, Valid. Accuracy= 0.53060 Epoch 52, CIFAR-10 Batch 4: Train Loss= 0.872295, Train Accuracy= 0.74010, Valid. Loss= 1.333852, Valid. Accuracy= 0.54240 Epoch 52, CIFAR-10 Batch 5: Train Loss= 0.835516, Train Accuracy= 0.76733, Valid. Loss= 1.303969, Valid. Accuracy= 0.54860 Epoch 53, CIFAR-10 Batch 1: Train Loss= 0.921588, Train Accuracy= 0.70545, Valid. Loss= 1.359797, Valid. Accuracy= 0.52680 Epoch 53, CIFAR-10 Batch 2: Train Loss= 0.873776, Train Accuracy= 0.73020, Valid. Loss= 1.342429, Valid. Accuracy= 0.53700 Epoch 53, CIFAR-10 Batch 3: Train Loss= 0.890985, Train Accuracy= 0.73762, Valid. Loss= 1.385989, Valid. Accuracy= 0.51940 Epoch 53, CIFAR-10 Batch 4: Train Loss= 0.883333, Train Accuracy= 0.73639, Valid. Loss= 1.348826, Valid. Accuracy= 0.53060 Epoch 53, CIFAR-10 Batch 5: Train Loss= 0.844632, Train Accuracy= 0.74505, Valid. Loss= 1.318192, Valid. Accuracy= 0.53780 Epoch 54, CIFAR-10 Batch 1: Train Loss= 0.941125, Train Accuracy= 0.70545, Valid. Loss= 1.385022, Valid. Accuracy= 0.52480 Epoch 54, CIFAR-10 Batch 2: Train Loss= 0.860296, Train Accuracy= 0.74505, Valid. Loss= 1.321086, Valid. Accuracy= 0.54220 Epoch 54, CIFAR-10 Batch 3: Train Loss= 0.864447, Train Accuracy= 0.72772, Valid. Loss= 1.338505, Valid. Accuracy= 0.53540 Epoch 54, CIFAR-10 Batch 4: Train Loss= 0.872863, Train Accuracy= 0.73020, Valid. Loss= 1.336649, Valid. Accuracy= 0.53440 Epoch 54, CIFAR-10 Batch 5: Train Loss= 0.845490, Train Accuracy= 0.75990, Valid. Loss= 1.321150, Valid. Accuracy= 0.54300 Epoch 55, CIFAR-10 Batch 1: Train Loss= 0.873434, Train Accuracy= 0.74505, Valid. Loss= 1.307415, Valid. Accuracy= 0.54560 Epoch 55, CIFAR-10 Batch 2: Train Loss= 0.863250, Train Accuracy= 0.71287, Valid. Loss= 1.325508, Valid. Accuracy= 0.54360 Epoch 55, CIFAR-10 Batch 3: Train Loss= 0.893565, Train Accuracy= 0.70668, Valid. Loss= 1.356420, Valid. Accuracy= 0.52860 Epoch 55, CIFAR-10 Batch 4: Train Loss= 0.905427, Train Accuracy= 0.70545, Valid. Loss= 1.376031, Valid. Accuracy= 0.52000 Epoch 55, CIFAR-10 Batch 5: Train Loss= 0.846120, Train Accuracy= 0.74257, Valid. Loss= 1.325220, Valid. Accuracy= 0.53300 Epoch 56, CIFAR-10 Batch 1: Train Loss= 0.887902, Train Accuracy= 0.73020, Valid. Loss= 1.326414, Valid. Accuracy= 0.53840 Epoch 56, CIFAR-10 Batch 2: Train Loss= 0.852081, Train Accuracy= 0.72772, Valid. Loss= 1.324359, Valid. Accuracy= 0.53740 Epoch 56, CIFAR-10 Batch 3: Train Loss= 0.910982, Train Accuracy= 0.69431, Valid. Loss= 1.395097, Valid. Accuracy= 0.51600 Epoch 56, CIFAR-10 Batch 4: Train Loss= 0.887480, Train Accuracy= 0.72153, Valid. Loss= 1.359580, Valid. Accuracy= 0.52580 Epoch 56, CIFAR-10 Batch 5: Train Loss= 0.844425, Train Accuracy= 0.73639, Valid. Loss= 1.326899, Valid. Accuracy= 0.53760 Epoch 57, CIFAR-10 Batch 1: Train Loss= 0.952359, Train Accuracy= 0.68564, Valid. Loss= 1.406231, Valid. Accuracy= 0.51440 Epoch 57, CIFAR-10 Batch 2: Train Loss= 0.890362, Train Accuracy= 0.69926, Valid. Loss= 1.367285, Valid. Accuracy= 0.52980 Epoch 57, CIFAR-10 Batch 3: Train Loss= 0.908117, Train Accuracy= 0.69431, Valid. Loss= 1.391902, Valid. Accuracy= 0.51000 Epoch 57, CIFAR-10 Batch 4: Train Loss= 0.897896, Train Accuracy= 0.71782, Valid. Loss= 1.375018, Valid. Accuracy= 0.52000 Epoch 57, CIFAR-10 Batch 5: Train Loss= 0.818196, Train Accuracy= 0.76361, Valid. Loss= 1.309165, Valid. Accuracy= 0.54500 Epoch 58, CIFAR-10 Batch 1: Train Loss= 0.921040, Train Accuracy= 0.69802, Valid. Loss= 1.373049, Valid. Accuracy= 0.52060 Epoch 58, CIFAR-10 Batch 2: Train Loss= 0.877825, Train Accuracy= 0.70916, Valid. Loss= 1.368938, Valid. Accuracy= 0.52760 Epoch 58, CIFAR-10 Batch 3: Train Loss= 0.855968, Train Accuracy= 0.72525, Valid. Loss= 1.326488, Valid. Accuracy= 0.53640 Epoch 58, CIFAR-10 Batch 4: Train Loss= 0.842158, Train Accuracy= 0.74505, Valid. Loss= 1.308579, Valid. Accuracy= 0.54340 Epoch 58, CIFAR-10 Batch 5: Train Loss= 0.877937, Train Accuracy= 0.70792, Valid. Loss= 1.413344, Valid. Accuracy= 0.50540 Epoch 59, CIFAR-10 Batch 1: Train Loss= 0.884831, Train Accuracy= 0.72525, Valid. Loss= 1.341812, Valid. Accuracy= 0.53320 Epoch 59, CIFAR-10 Batch 2: Train Loss= 0.855190, Train Accuracy= 0.72277, Valid. Loss= 1.343178, Valid. Accuracy= 0.53260 Epoch 59, CIFAR-10 Batch 3: Train Loss= 0.834421, Train Accuracy= 0.76114, Valid. Loss= 1.329522, Valid. Accuracy= 0.53720 Epoch 59, CIFAR-10 Batch 4: Train Loss= 0.875270, Train Accuracy= 0.72153, Valid. Loss= 1.348322, Valid. Accuracy= 0.53320 Epoch 59, CIFAR-10 Batch 5: Train Loss= 0.904377, Train Accuracy= 0.69307, Valid. Loss= 1.432356, Valid. Accuracy= 0.50000 Epoch 60, CIFAR-10 Batch 1: Train Loss= 0.857560, Train Accuracy= 0.74505, Valid. Loss= 1.303565, Valid. Accuracy= 0.54940 Epoch 60, CIFAR-10 Batch 2: Train Loss= 0.848400, Train Accuracy= 0.74381, Valid. Loss= 1.316542, Valid. Accuracy= 0.54440 Epoch 60, CIFAR-10 Batch 3: Train Loss= 0.851213, Train Accuracy= 0.74876, Valid. Loss= 1.347196, Valid. Accuracy= 0.53340 Epoch 60, CIFAR-10 Batch 4: Train Loss= 0.865831, Train Accuracy= 0.74257, Valid. Loss= 1.343626, Valid. Accuracy= 0.53320 Epoch 60, CIFAR-10 Batch 5: Train Loss= 0.871597, Train Accuracy= 0.71040, Valid. Loss= 1.385670, Valid. Accuracy= 0.51640 Epoch 61, CIFAR-10 Batch 1: Train Loss= 0.869375, Train Accuracy= 0.73639, Valid. Loss= 1.330862, Valid. Accuracy= 0.54060 Epoch 61, CIFAR-10 Batch 2: Train Loss= 0.853658, Train Accuracy= 0.73515, Valid. Loss= 1.328708, Valid. Accuracy= 0.53720 Epoch 61, CIFAR-10 Batch 3: Train Loss= 0.857388, Train Accuracy= 0.73762, Valid. Loss= 1.355090, Valid. Accuracy= 0.53100 Epoch 61, CIFAR-10 Batch 4: Train Loss= 0.842058, Train Accuracy= 0.75371, Valid. Loss= 1.324479, Valid. Accuracy= 0.53680 Epoch 61, CIFAR-10 Batch 5: Train Loss= 0.893144, Train Accuracy= 0.68812, Valid. Loss= 1.414288, Valid. Accuracy= 0.49860 Epoch 62, CIFAR-10 Batch 1: Train Loss= 0.857783, Train Accuracy= 0.74629, Valid. Loss= 1.313800, Valid. Accuracy= 0.54380 Epoch 62, CIFAR-10 Batch 2: Train Loss= 0.859405, Train Accuracy= 0.72153, Valid. Loss= 1.330216, Valid. Accuracy= 0.53300 Epoch 62, CIFAR-10 Batch 3: Train Loss= 0.838726, Train Accuracy= 0.74257, Valid. Loss= 1.326303, Valid. Accuracy= 0.54120 Epoch 62, CIFAR-10 Batch 4: Train Loss= 0.840711, Train Accuracy= 0.75743, Valid. Loss= 1.323875, Valid. Accuracy= 0.54100 Epoch 62, CIFAR-10 Batch 5: Train Loss= 0.829810, Train Accuracy= 0.74134, Valid. Loss= 1.336439, Valid. Accuracy= 0.53460 Epoch 63, CIFAR-10 Batch 1: Train Loss= 0.851051, Train Accuracy= 0.75124, Valid. Loss= 1.308045, Valid. Accuracy= 0.54000 Epoch 63, CIFAR-10 Batch 2: Train Loss= 0.826896, Train Accuracy= 0.74629, Valid. Loss= 1.313704, Valid. Accuracy= 0.55160 Epoch 63, CIFAR-10 Batch 3: Train Loss= 0.849555, Train Accuracy= 0.72525, Valid. Loss= 1.358070, Valid. Accuracy= 0.52540 Epoch 63, CIFAR-10 Batch 4: Train Loss= 0.829351, Train Accuracy= 0.76980, Valid. Loss= 1.311125, Valid. Accuracy= 0.54640 Epoch 63, CIFAR-10 Batch 5: Train Loss= 0.851344, Train Accuracy= 0.72772, Valid. Loss= 1.366861, Valid. Accuracy= 0.52380 Epoch 64, CIFAR-10 Batch 1: Train Loss= 0.861049, Train Accuracy= 0.74876, Valid. Loss= 1.330609, Valid. Accuracy= 0.53620 Epoch 64, CIFAR-10 Batch 2: Train Loss= 0.824018, Train Accuracy= 0.75124, Valid. Loss= 1.303159, Valid. Accuracy= 0.54400 Epoch 64, CIFAR-10 Batch 3: Train Loss= 0.848832, Train Accuracy= 0.73515, Valid. Loss= 1.347976, Valid. Accuracy= 0.53320 Epoch 64, CIFAR-10 Batch 4: Train Loss= 0.843199, Train Accuracy= 0.75248, Valid. Loss= 1.330929, Valid. Accuracy= 0.54100 Epoch 64, CIFAR-10 Batch 5: Train Loss= 0.876980, Train Accuracy= 0.71658, Valid. Loss= 1.391111, Valid. Accuracy= 0.50500 Epoch 65, CIFAR-10 Batch 1: Train Loss= 0.866202, Train Accuracy= 0.74010, Valid. Loss= 1.332136, Valid. Accuracy= 0.53660 Epoch 65, CIFAR-10 Batch 2: Train Loss= 0.826246, Train Accuracy= 0.74876, Valid. Loss= 1.303423, Valid. Accuracy= 0.54660 Epoch 65, CIFAR-10 Batch 3: Train Loss= 0.914436, Train Accuracy= 0.67698, Valid. Loss= 1.432762, Valid. Accuracy= 0.49960 Epoch 65, CIFAR-10 Batch 4: Train Loss= 0.866210, Train Accuracy= 0.72277, Valid. Loss= 1.354264, Valid. Accuracy= 0.53400 Epoch 65, CIFAR-10 Batch 5: Train Loss= 0.858281, Train Accuracy= 0.72030, Valid. Loss= 1.369529, Valid. Accuracy= 0.52680 Epoch 66, CIFAR-10 Batch 1: Train Loss= 0.884826, Train Accuracy= 0.71163, Valid. Loss= 1.362389, Valid. Accuracy= 0.52700 Epoch 66, CIFAR-10 Batch 2: Train Loss= 0.820926, Train Accuracy= 0.75866, Valid. Loss= 1.307565, Valid. Accuracy= 0.54200 Epoch 66, CIFAR-10 Batch 3: Train Loss= 0.866672, Train Accuracy= 0.71782, Valid. Loss= 1.376202, Valid. Accuracy= 0.52080 Epoch 66, CIFAR-10 Batch 4: Train Loss= 0.842647, Train Accuracy= 0.74010, Valid. Loss= 1.345474, Valid. Accuracy= 0.53400 Epoch 66, CIFAR-10 Batch 5: Train Loss= 0.832432, Train Accuracy= 0.74629, Valid. Loss= 1.350161, Valid. Accuracy= 0.52460 Epoch 67, CIFAR-10 Batch 1: Train Loss= 0.862152, Train Accuracy= 0.75495, Valid. Loss= 1.341428, Valid. Accuracy= 0.53300 Epoch 67, CIFAR-10 Batch 2: Train Loss= 0.808972, Train Accuracy= 0.76238, Valid. Loss= 1.297528, Valid. Accuracy= 0.54940 Epoch 67, CIFAR-10 Batch 3: Train Loss= 0.826160, Train Accuracy= 0.75248, Valid. Loss= 1.322403, Valid. Accuracy= 0.54180 Epoch 67, CIFAR-10 Batch 4: Train Loss= 0.835851, Train Accuracy= 0.75124, Valid. Loss= 1.336615, Valid. Accuracy= 0.53580 Epoch 67, CIFAR-10 Batch 5: Train Loss= 0.817791, Train Accuracy= 0.76114, Valid. Loss= 1.319518, Valid. Accuracy= 0.54080 Epoch 68, CIFAR-10 Batch 1: Train Loss= 0.870299, Train Accuracy= 0.74381, Valid. Loss= 1.341144, Valid. Accuracy= 0.52960 Epoch 68, CIFAR-10 Batch 2: Train Loss= 0.828412, Train Accuracy= 0.76733, Valid. Loss= 1.327067, Valid. Accuracy= 0.53960 Epoch 68, CIFAR-10 Batch 3: Train Loss= 0.809305, Train Accuracy= 0.76114, Valid. Loss= 1.300342, Valid. Accuracy= 0.54740 Epoch 68, CIFAR-10 Batch 4: Train Loss= 0.844161, Train Accuracy= 0.74505, Valid. Loss= 1.351894, Valid. Accuracy= 0.53140 Epoch 68, CIFAR-10 Batch 5: Train Loss= 0.809462, Train Accuracy= 0.76609, Valid. Loss= 1.319453, Valid. Accuracy= 0.54300 Epoch 69, CIFAR-10 Batch 1: Train Loss= 0.869315, Train Accuracy= 0.72772, Valid. Loss= 1.345669, Valid. Accuracy= 0.53820 Epoch 69, CIFAR-10 Batch 2: Train Loss= 0.828839, Train Accuracy= 0.75124, Valid. Loss= 1.337871, Valid. Accuracy= 0.53440 Epoch 69, CIFAR-10 Batch 3: Train Loss= 0.829024, Train Accuracy= 0.73391, Valid. Loss= 1.335163, Valid. Accuracy= 0.53380 Epoch 69, CIFAR-10 Batch 4: Train Loss= 0.830955, Train Accuracy= 0.75866, Valid. Loss= 1.329716, Valid. Accuracy= 0.54140 Epoch 69, CIFAR-10 Batch 5: Train Loss= 0.799029, Train Accuracy= 0.80074, Valid. Loss= 1.301000, Valid. Accuracy= 0.54820 Epoch 70, CIFAR-10 Batch 1: Train Loss= 0.850398, Train Accuracy= 0.75248, Valid. Loss= 1.322583, Valid. Accuracy= 0.54020 Epoch 70, CIFAR-10 Batch 2: Train Loss= 0.816997, Train Accuracy= 0.75619, Valid. Loss= 1.315581, Valid. Accuracy= 0.53800 Epoch 70, CIFAR-10 Batch 3: Train Loss= 0.824162, Train Accuracy= 0.75495, Valid. Loss= 1.323654, Valid. Accuracy= 0.54440 Epoch 70, CIFAR-10 Batch 4: Train Loss= 0.835675, Train Accuracy= 0.75124, Valid. Loss= 1.340488, Valid. Accuracy= 0.53340 Epoch 70, CIFAR-10 Batch 5: Train Loss= 0.801620, Train Accuracy= 0.76114, Valid. Loss= 1.310438, Valid. Accuracy= 0.54520 Epoch 71, CIFAR-10 Batch 1: Train Loss= 0.847391, Train Accuracy= 0.75248, Valid. Loss= 1.314595, Valid. Accuracy= 0.54700 Epoch 71, CIFAR-10 Batch 2: Train Loss= 0.824658, Train Accuracy= 0.75248, Valid. Loss= 1.336365, Valid. Accuracy= 0.53800 Epoch 71, CIFAR-10 Batch 3: Train Loss= 0.802898, Train Accuracy= 0.76485, Valid. Loss= 1.302307, Valid. Accuracy= 0.55000 Epoch 71, CIFAR-10 Batch 4: Train Loss= 0.840118, Train Accuracy= 0.73762, Valid. Loss= 1.353438, Valid. Accuracy= 0.52660 Epoch 71, CIFAR-10 Batch 5: Train Loss= 0.807555, Train Accuracy= 0.77104, Valid. Loss= 1.318509, Valid. Accuracy= 0.53820 Epoch 72, CIFAR-10 Batch 1: Train Loss= 0.859693, Train Accuracy= 0.73515, Valid. Loss= 1.325388, Valid. Accuracy= 0.53320 Epoch 72, CIFAR-10 Batch 2: Train Loss= 0.814795, Train Accuracy= 0.76361, Valid. Loss= 1.325076, Valid. Accuracy= 0.54440 Epoch 72, CIFAR-10 Batch 3: Train Loss= 0.833724, Train Accuracy= 0.74505, Valid. Loss= 1.348018, Valid. Accuracy= 0.52800 Epoch 72, CIFAR-10 Batch 4: Train Loss= 0.841829, Train Accuracy= 0.73639, Valid. Loss= 1.352554, Valid. Accuracy= 0.53080 Epoch 72, CIFAR-10 Batch 5: Train Loss= 0.817578, Train Accuracy= 0.76361, Valid. Loss= 1.337542, Valid. Accuracy= 0.53280 Epoch 73, CIFAR-10 Batch 1: Train Loss= 0.852270, Train Accuracy= 0.74505, Valid. Loss= 1.314989, Valid. Accuracy= 0.53980 Epoch 73, CIFAR-10 Batch 2: Train Loss= 0.816236, Train Accuracy= 0.75495, Valid. Loss= 1.321264, Valid. Accuracy= 0.54580 Epoch 73, CIFAR-10 Batch 3: Train Loss= 0.838420, Train Accuracy= 0.74134, Valid. Loss= 1.373042, Valid. Accuracy= 0.52680 Epoch 73, CIFAR-10 Batch 4: Train Loss= 0.869891, Train Accuracy= 0.71411, Valid. Loss= 1.393070, Valid. Accuracy= 0.51900 Epoch 73, CIFAR-10 Batch 5: Train Loss= 0.824019, Train Accuracy= 0.74752, Valid. Loss= 1.341809, Valid. Accuracy= 0.53000 Epoch 74, CIFAR-10 Batch 1: Train Loss= 0.850861, Train Accuracy= 0.74381, Valid. Loss= 1.315391, Valid. Accuracy= 0.54600 Epoch 74, CIFAR-10 Batch 2: Train Loss= 0.821008, Train Accuracy= 0.75000, Valid. Loss= 1.340774, Valid. Accuracy= 0.53460 Epoch 74, CIFAR-10 Batch 3: Train Loss= 0.823595, Train Accuracy= 0.75371, Valid. Loss= 1.347520, Valid. Accuracy= 0.53260 Epoch 74, CIFAR-10 Batch 4: Train Loss= 0.843096, Train Accuracy= 0.74505, Valid. Loss= 1.364568, Valid. Accuracy= 0.53320 Epoch 74, CIFAR-10 Batch 5: Train Loss= 0.810984, Train Accuracy= 0.77228, Valid. Loss= 1.321801, Valid. Accuracy= 0.54020 Epoch 75, CIFAR-10 Batch 1: Train Loss= 0.847631, Train Accuracy= 0.74381, Valid. Loss= 1.310681, Valid. Accuracy= 0.54500 Epoch 75, CIFAR-10 Batch 2: Train Loss= 0.812783, Train Accuracy= 0.74505, Valid. Loss= 1.330154, Valid. Accuracy= 0.52880 Epoch 75, CIFAR-10 Batch 3: Train Loss= 0.783954, Train Accuracy= 0.78589, Valid. Loss= 1.284547, Valid. Accuracy= 0.55720 Epoch 75, CIFAR-10 Batch 4: Train Loss= 0.790251, Train Accuracy= 0.77351, Valid. Loss= 1.296764, Valid. Accuracy= 0.54980 Epoch 75, CIFAR-10 Batch 5: Train Loss= 0.776710, Train Accuracy= 0.79703, Valid. Loss= 1.284820, Valid. Accuracy= 0.55580 Epoch 76, CIFAR-10 Batch 1: Train Loss= 0.811378, Train Accuracy= 0.76114, Valid. Loss= 1.269544, Valid. Accuracy= 0.55700 Epoch 76, CIFAR-10 Batch 2: Train Loss= 0.786453, Train Accuracy= 0.77970, Valid. Loss= 1.299840, Valid. Accuracy= 0.55320 Epoch 76, CIFAR-10 Batch 3: Train Loss= 0.791928, Train Accuracy= 0.78342, Valid. Loss= 1.296299, Valid. Accuracy= 0.54960 Epoch 76, CIFAR-10 Batch 4: Train Loss= 0.784907, Train Accuracy= 0.77723, Valid. Loss= 1.287293, Valid. Accuracy= 0.55060 Epoch 76, CIFAR-10 Batch 5: Train Loss= 0.773117, Train Accuracy= 0.79332, Valid. Loss= 1.287258, Valid. Accuracy= 0.54920 Epoch 77, CIFAR-10 Batch 1: Train Loss= 0.818763, Train Accuracy= 0.75990, Valid. Loss= 1.277924, Valid. Accuracy= 0.56080 Epoch 77, CIFAR-10 Batch 2: Train Loss= 0.784752, Train Accuracy= 0.76856, Valid. Loss= 1.303257, Valid. Accuracy= 0.55100 Epoch 77, CIFAR-10 Batch 3: Train Loss= 0.814081, Train Accuracy= 0.75866, Valid. Loss= 1.330250, Valid. Accuracy= 0.53680 Epoch 77, CIFAR-10 Batch 4: Train Loss= 0.807993, Train Accuracy= 0.76361, Valid. Loss= 1.318596, Valid. Accuracy= 0.53820 Epoch 77, CIFAR-10 Batch 5: Train Loss= 0.761720, Train Accuracy= 0.80322, Valid. Loss= 1.271582, Valid. Accuracy= 0.56060 Epoch 78, CIFAR-10 Batch 1: Train Loss= 0.812509, Train Accuracy= 0.77228, Valid. Loss= 1.284044, Valid. Accuracy= 0.55840 Epoch 78, CIFAR-10 Batch 2: Train Loss= 0.783100, Train Accuracy= 0.76980, Valid. Loss= 1.291254, Valid. Accuracy= 0.55640 Epoch 78, CIFAR-10 Batch 3: Train Loss= 0.786712, Train Accuracy= 0.77599, Valid. Loss= 1.293221, Valid. Accuracy= 0.55600 Epoch 78, CIFAR-10 Batch 4: Train Loss= 0.796770, Train Accuracy= 0.77475, Valid. Loss= 1.299460, Valid. Accuracy= 0.55060 Epoch 78, CIFAR-10 Batch 5: Train Loss= 0.760795, Train Accuracy= 0.80322, Valid. Loss= 1.279928, Valid. Accuracy= 0.55700 Epoch 79, CIFAR-10 Batch 1: Train Loss= 0.812269, Train Accuracy= 0.76856, Valid. Loss= 1.274747, Valid. Accuracy= 0.56040 Epoch 79, CIFAR-10 Batch 2: Train Loss= 0.768616, Train Accuracy= 0.77475, Valid. Loss= 1.278131, Valid. Accuracy= 0.56220 Epoch 79, CIFAR-10 Batch 3: Train Loss= 0.786795, Train Accuracy= 0.76980, Valid. Loss= 1.294213, Valid. Accuracy= 0.54940 Epoch 79, CIFAR-10 Batch 4: Train Loss= 0.793936, Train Accuracy= 0.77723, Valid. Loss= 1.294533, Valid. Accuracy= 0.55240 Epoch 79, CIFAR-10 Batch 5: Train Loss= 0.764499, Train Accuracy= 0.79950, Valid. Loss= 1.283607, Valid. Accuracy= 0.55420 Epoch 80, CIFAR-10 Batch 1: Train Loss= 0.810340, Train Accuracy= 0.76361, Valid. Loss= 1.276115, Valid. Accuracy= 0.55900 Epoch 80, CIFAR-10 Batch 2: Train Loss= 0.769823, Train Accuracy= 0.78713, Valid. Loss= 1.283007, Valid. Accuracy= 0.55960 Epoch 80, CIFAR-10 Batch 3: Train Loss= 0.790054, Train Accuracy= 0.76114, Valid. Loss= 1.297306, Valid. Accuracy= 0.55200 Epoch 80, CIFAR-10 Batch 4: Train Loss= 0.799645, Train Accuracy= 0.77104, Valid. Loss= 1.308616, Valid. Accuracy= 0.54640 Epoch 80, CIFAR-10 Batch 5: Train Loss= 0.769705, Train Accuracy= 0.78837, Valid. Loss= 1.276667, Valid. Accuracy= 0.55640 Epoch 81, CIFAR-10 Batch 1: Train Loss= 0.821392, Train Accuracy= 0.75248, Valid. Loss= 1.288467, Valid. Accuracy= 0.55280 Epoch 81, CIFAR-10 Batch 2: Train Loss= 0.776271, Train Accuracy= 0.77599, Valid. Loss= 1.285128, Valid. Accuracy= 0.55500 Epoch 81, CIFAR-10 Batch 3: Train Loss= 0.792677, Train Accuracy= 0.77970, Valid. Loss= 1.300170, Valid. Accuracy= 0.54800 Epoch 81, CIFAR-10 Batch 4: Train Loss= 0.798777, Train Accuracy= 0.78094, Valid. Loss= 1.313462, Valid. Accuracy= 0.54280 Epoch 81, CIFAR-10 Batch 5: Train Loss= 0.761410, Train Accuracy= 0.80198, Valid. Loss= 1.272004, Valid. Accuracy= 0.55900 Epoch 82, CIFAR-10 Batch 1: Train Loss= 0.816349, Train Accuracy= 0.76980, Valid. Loss= 1.288040, Valid. Accuracy= 0.55160 Epoch 82, CIFAR-10 Batch 2: Train Loss= 0.773477, Train Accuracy= 0.78094, Valid. Loss= 1.295196, Valid. Accuracy= 0.55220 Epoch 82, CIFAR-10 Batch 3: Train Loss= 0.786920, Train Accuracy= 0.76733, Valid. Loss= 1.294945, Valid. Accuracy= 0.55200 Epoch 82, CIFAR-10 Batch 4: Train Loss= 0.807625, Train Accuracy= 0.77599, Valid. Loss= 1.328153, Valid. Accuracy= 0.54200 Epoch 82, CIFAR-10 Batch 5: Train Loss= 0.790520, Train Accuracy= 0.77351, Valid. Loss= 1.301932, Valid. Accuracy= 0.54260 Epoch 83, CIFAR-10 Batch 1: Train Loss= 0.818263, Train Accuracy= 0.76609, Valid. Loss= 1.275419, Valid. Accuracy= 0.55520 Epoch 83, CIFAR-10 Batch 2: Train Loss= 0.787848, Train Accuracy= 0.75866, Valid. Loss= 1.301173, Valid. Accuracy= 0.54540 Epoch 83, CIFAR-10 Batch 3: Train Loss= 0.785918, Train Accuracy= 0.76980, Valid. Loss= 1.304891, Valid. Accuracy= 0.54180 Epoch 83, CIFAR-10 Batch 4: Train Loss= 0.785270, Train Accuracy= 0.79950, Valid. Loss= 1.300736, Valid. Accuracy= 0.55000 Epoch 83, CIFAR-10 Batch 5: Train Loss= 0.770165, Train Accuracy= 0.80322, Valid. Loss= 1.283886, Valid. Accuracy= 0.55200 Epoch 84, CIFAR-10 Batch 1: Train Loss= 0.811129, Train Accuracy= 0.76485, Valid. Loss= 1.276561, Valid. Accuracy= 0.55460 Epoch 84, CIFAR-10 Batch 2: Train Loss= 0.783724, Train Accuracy= 0.78094, Valid. Loss= 1.328599, Valid. Accuracy= 0.53800 Epoch 84, CIFAR-10 Batch 3: Train Loss= 0.789191, Train Accuracy= 0.76980, Valid. Loss= 1.321870, Valid. Accuracy= 0.54120 Epoch 84, CIFAR-10 Batch 4: Train Loss= 0.774744, Train Accuracy= 0.78342, Valid. Loss= 1.289685, Valid. Accuracy= 0.55040 Epoch 84, CIFAR-10 Batch 5: Train Loss= 0.757717, Train Accuracy= 0.81064, Valid. Loss= 1.274685, Valid. Accuracy= 0.55920 Epoch 85, CIFAR-10 Batch 1: Train Loss= 0.798595, Train Accuracy= 0.76856, Valid. Loss= 1.270988, Valid. Accuracy= 0.55600 Epoch 85, CIFAR-10 Batch 2: Train Loss= 0.766360, Train Accuracy= 0.77970, Valid. Loss= 1.285987, Valid. Accuracy= 0.55460 Epoch 85, CIFAR-10 Batch 3: Train Loss= 0.781386, Train Accuracy= 0.77228, Valid. Loss= 1.301489, Valid. Accuracy= 0.54560 Epoch 85, CIFAR-10 Batch 4: Train Loss= 0.774926, Train Accuracy= 0.78837, Valid. Loss= 1.290943, Valid. Accuracy= 0.54700 Epoch 85, CIFAR-10 Batch 5: Train Loss= 0.759199, Train Accuracy= 0.81064, Valid. Loss= 1.274230, Valid. Accuracy= 0.55800 Epoch 86, CIFAR-10 Batch 1: Train Loss= 0.805777, Train Accuracy= 0.76485, Valid. Loss= 1.278180, Valid. Accuracy= 0.54900 Epoch 86, CIFAR-10 Batch 2: Train Loss= 0.770524, Train Accuracy= 0.77475, Valid. Loss= 1.291365, Valid. Accuracy= 0.55100 Epoch 86, CIFAR-10 Batch 3: Train Loss= 0.805722, Train Accuracy= 0.76238, Valid. Loss= 1.336717, Valid. Accuracy= 0.53780 Epoch 86, CIFAR-10 Batch 4: Train Loss= 0.797473, Train Accuracy= 0.76856, Valid. Loss= 1.315726, Valid. Accuracy= 0.54360 Epoch 86, CIFAR-10 Batch 5: Train Loss= 0.765533, Train Accuracy= 0.80322, Valid. Loss= 1.282899, Valid. Accuracy= 0.55080 Epoch 87, CIFAR-10 Batch 1: Train Loss= 0.818375, Train Accuracy= 0.75866, Valid. Loss= 1.286936, Valid. Accuracy= 0.54800 Epoch 87, CIFAR-10 Batch 2: Train Loss= 0.777394, Train Accuracy= 0.76980, Valid. Loss= 1.288901, Valid. Accuracy= 0.54780 Epoch 87, CIFAR-10 Batch 3: Train Loss= 0.812627, Train Accuracy= 0.75495, Valid. Loss= 1.360435, Valid. Accuracy= 0.52900 Epoch 87, CIFAR-10 Batch 4: Train Loss= 0.796690, Train Accuracy= 0.76238, Valid. Loss= 1.320004, Valid. Accuracy= 0.53520 Epoch 87, CIFAR-10 Batch 5: Train Loss= 0.761491, Train Accuracy= 0.80074, Valid. Loss= 1.284027, Valid. Accuracy= 0.55160 Epoch 88, CIFAR-10 Batch 1: Train Loss= 0.814196, Train Accuracy= 0.75619, Valid. Loss= 1.293039, Valid. Accuracy= 0.54780 Epoch 88, CIFAR-10 Batch 2: Train Loss= 0.778924, Train Accuracy= 0.76733, Valid. Loss= 1.300725, Valid. Accuracy= 0.54240 Epoch 88, CIFAR-10 Batch 3: Train Loss= 0.788951, Train Accuracy= 0.75990, Valid. Loss= 1.324973, Valid. Accuracy= 0.53580 Epoch 88, CIFAR-10 Batch 4: Train Loss= 0.803649, Train Accuracy= 0.77351, Valid. Loss= 1.326527, Valid. Accuracy= 0.54100 Epoch 88, CIFAR-10 Batch 5: Train Loss= 0.765773, Train Accuracy= 0.79579, Valid. Loss= 1.287388, Valid. Accuracy= 0.55180 Epoch 89, CIFAR-10 Batch 1: Train Loss= 0.822613, Train Accuracy= 0.74505, Valid. Loss= 1.292457, Valid. Accuracy= 0.54660 Epoch 89, CIFAR-10 Batch 2: Train Loss= 0.788265, Train Accuracy= 0.75248, Valid. Loss= 1.308111, Valid. Accuracy= 0.54460 Epoch 89, CIFAR-10 Batch 3: Train Loss= 0.794201, Train Accuracy= 0.75495, Valid. Loss= 1.336512, Valid. Accuracy= 0.53600 Epoch 89, CIFAR-10 Batch 4: Train Loss= 0.817264, Train Accuracy= 0.75743, Valid. Loss= 1.349358, Valid. Accuracy= 0.53000 Epoch 89, CIFAR-10 Batch 5: Train Loss= 0.779543, Train Accuracy= 0.78465, Valid. Loss= 1.317656, Valid. Accuracy= 0.53620 Epoch 90, CIFAR-10 Batch 1: Train Loss= 0.817325, Train Accuracy= 0.76238, Valid. Loss= 1.294462, Valid. Accuracy= 0.54680 Epoch 90, CIFAR-10 Batch 2: Train Loss= 0.780786, Train Accuracy= 0.76609, Valid. Loss= 1.298266, Valid. Accuracy= 0.55300 Epoch 90, CIFAR-10 Batch 3: Train Loss= 0.832166, Train Accuracy= 0.72030, Valid. Loss= 1.386723, Valid. Accuracy= 0.51700 Epoch 90, CIFAR-10 Batch 4: Train Loss= 0.799294, Train Accuracy= 0.77847, Valid. Loss= 1.330572, Valid. Accuracy= 0.53600 Epoch 90, CIFAR-10 Batch 5: Train Loss= 0.778054, Train Accuracy= 0.79208, Valid. Loss= 1.319710, Valid. Accuracy= 0.54080 Epoch 91, CIFAR-10 Batch 1: Train Loss= 0.784701, Train Accuracy= 0.77970, Valid. Loss= 1.260992, Valid. Accuracy= 0.55900 Epoch 91, CIFAR-10 Batch 2: Train Loss= 0.760354, Train Accuracy= 0.77228, Valid. Loss= 1.277664, Valid. Accuracy= 0.55920 Epoch 91, CIFAR-10 Batch 3: Train Loss= 0.777466, Train Accuracy= 0.76733, Valid. Loss= 1.315633, Valid. Accuracy= 0.54160 Epoch 91, CIFAR-10 Batch 4: Train Loss= 0.768766, Train Accuracy= 0.77970, Valid. Loss= 1.291269, Valid. Accuracy= 0.55080 Epoch 91, CIFAR-10 Batch 5: Train Loss= 0.753764, Train Accuracy= 0.80941, Valid. Loss= 1.280869, Valid. Accuracy= 0.55200 Epoch 92, CIFAR-10 Batch 1: Train Loss= 0.790733, Train Accuracy= 0.77475, Valid. Loss= 1.265059, Valid. Accuracy= 0.55720 Epoch 92, CIFAR-10 Batch 2: Train Loss= 0.741850, Train Accuracy= 0.79208, Valid. Loss= 1.257465, Valid. Accuracy= 0.56480 Epoch 92, CIFAR-10 Batch 3: Train Loss= 0.767741, Train Accuracy= 0.77847, Valid. Loss= 1.295983, Valid. Accuracy= 0.54900 Epoch 92, CIFAR-10 Batch 4: Train Loss= 0.768993, Train Accuracy= 0.78094, Valid. Loss= 1.296958, Valid. Accuracy= 0.54420 Epoch 92, CIFAR-10 Batch 5: Train Loss= 0.748323, Train Accuracy= 0.80817, Valid. Loss= 1.279075, Valid. Accuracy= 0.55080 Epoch 93, CIFAR-10 Batch 1: Train Loss= 0.769697, Train Accuracy= 0.78465, Valid. Loss= 1.241752, Valid. Accuracy= 0.56560 Epoch 93, CIFAR-10 Batch 2: Train Loss= 0.737158, Train Accuracy= 0.78465, Valid. Loss= 1.251106, Valid. Accuracy= 0.56460 Epoch 93, CIFAR-10 Batch 3: Train Loss= 0.758029, Train Accuracy= 0.78960, Valid. Loss= 1.284947, Valid. Accuracy= 0.54820 Epoch 93, CIFAR-10 Batch 4: Train Loss= 0.754799, Train Accuracy= 0.78837, Valid. Loss= 1.274514, Valid. Accuracy= 0.55400 Epoch 93, CIFAR-10 Batch 5: Train Loss= 0.740988, Train Accuracy= 0.81683, Valid. Loss= 1.274626, Valid. Accuracy= 0.55320 Epoch 94, CIFAR-10 Batch 1: Train Loss= 0.765901, Train Accuracy= 0.79332, Valid. Loss= 1.239366, Valid. Accuracy= 0.57020 Epoch 94, CIFAR-10 Batch 2: Train Loss= 0.734423, Train Accuracy= 0.79208, Valid. Loss= 1.240478, Valid. Accuracy= 0.56760 Epoch 94, CIFAR-10 Batch 3: Train Loss= 0.745435, Train Accuracy= 0.79455, Valid. Loss= 1.259155, Valid. Accuracy= 0.55980 Epoch 94, CIFAR-10 Batch 4: Train Loss= 0.747695, Train Accuracy= 0.79455, Valid. Loss= 1.265035, Valid. Accuracy= 0.55420 Epoch 94, CIFAR-10 Batch 5: Train Loss= 0.727143, Train Accuracy= 0.81312, Valid. Loss= 1.248713, Valid. Accuracy= 0.56020 Epoch 95, CIFAR-10 Batch 1: Train Loss= 0.769592, Train Accuracy= 0.78342, Valid. Loss= 1.241689, Valid. Accuracy= 0.56540 Epoch 95, CIFAR-10 Batch 2: Train Loss= 0.734531, Train Accuracy= 0.79703, Valid. Loss= 1.245897, Valid. Accuracy= 0.56800 Epoch 95, CIFAR-10 Batch 3: Train Loss= 0.754789, Train Accuracy= 0.78713, Valid. Loss= 1.278143, Valid. Accuracy= 0.55560 Epoch 95, CIFAR-10 Batch 4: Train Loss= 0.765816, Train Accuracy= 0.78094, Valid. Loss= 1.282104, Valid. Accuracy= 0.54280 Epoch 95, CIFAR-10 Batch 5: Train Loss= 0.725273, Train Accuracy= 0.81312, Valid. Loss= 1.260027, Valid. Accuracy= 0.55820 Epoch 96, CIFAR-10 Batch 1: Train Loss= 0.766221, Train Accuracy= 0.79332, Valid. Loss= 1.244825, Valid. Accuracy= 0.56780 Epoch 96, CIFAR-10 Batch 2: Train Loss= 0.729144, Train Accuracy= 0.78960, Valid. Loss= 1.249105, Valid. Accuracy= 0.56780 Epoch 96, CIFAR-10 Batch 3: Train Loss= 0.752618, Train Accuracy= 0.77351, Valid. Loss= 1.290559, Valid. Accuracy= 0.55080 Epoch 96, CIFAR-10 Batch 4: Train Loss= 0.753748, Train Accuracy= 0.77599, Valid. Loss= 1.280341, Valid. Accuracy= 0.54560 Epoch 96, CIFAR-10 Batch 5: Train Loss= 0.724934, Train Accuracy= 0.82550, Valid. Loss= 1.253119, Valid. Accuracy= 0.56520 Epoch 97, CIFAR-10 Batch 1: Train Loss= 0.758600, Train Accuracy= 0.78589, Valid. Loss= 1.236612, Valid. Accuracy= 0.57080 Epoch 97, CIFAR-10 Batch 2: Train Loss= 0.733496, Train Accuracy= 0.79332, Valid. Loss= 1.247389, Valid. Accuracy= 0.56100 Epoch 97, CIFAR-10 Batch 3: Train Loss= 0.752629, Train Accuracy= 0.76609, Valid. Loss= 1.285604, Valid. Accuracy= 0.54560 Epoch 97, CIFAR-10 Batch 4: Train Loss= 0.747964, Train Accuracy= 0.79208, Valid. Loss= 1.272707, Valid. Accuracy= 0.54920 Epoch 97, CIFAR-10 Batch 5: Train Loss= 0.733534, Train Accuracy= 0.80322, Valid. Loss= 1.276093, Valid. Accuracy= 0.55140 Epoch 98, CIFAR-10 Batch 1: Train Loss= 0.760865, Train Accuracy= 0.79579, Valid. Loss= 1.243016, Valid. Accuracy= 0.56540 Epoch 98, CIFAR-10 Batch 2: Train Loss= 0.726845, Train Accuracy= 0.78713, Valid. Loss= 1.244755, Valid. Accuracy= 0.56640 Epoch 98, CIFAR-10 Batch 3: Train Loss= 0.744403, Train Accuracy= 0.77723, Valid. Loss= 1.273161, Valid. Accuracy= 0.55180 Epoch 98, CIFAR-10 Batch 4: Train Loss= 0.737631, Train Accuracy= 0.79332, Valid. Loss= 1.263591, Valid. Accuracy= 0.55600 Epoch 98, CIFAR-10 Batch 5: Train Loss= 0.709002, Train Accuracy= 0.81807, Valid. Loss= 1.242676, Valid. Accuracy= 0.56880 Epoch 99, CIFAR-10 Batch 1: Train Loss= 0.755939, Train Accuracy= 0.79579, Valid. Loss= 1.232527, Valid. Accuracy= 0.57300 Epoch 99, CIFAR-10 Batch 2: Train Loss= 0.726909, Train Accuracy= 0.79332, Valid. Loss= 1.245951, Valid. Accuracy= 0.57200 Epoch 99, CIFAR-10 Batch 3: Train Loss= 0.752971, Train Accuracy= 0.78094, Valid. Loss= 1.287223, Valid. Accuracy= 0.54680 Epoch 99, CIFAR-10 Batch 4: Train Loss= 0.766994, Train Accuracy= 0.77475, Valid. Loss= 1.302392, Valid. Accuracy= 0.53540 Epoch 99, CIFAR-10 Batch 5: Train Loss= 0.714931, Train Accuracy= 0.81807, Valid. Loss= 1.261837, Valid. Accuracy= 0.55920 Epoch 100, CIFAR-10 Batch 1: Train Loss= 0.771324, Train Accuracy= 0.78094, Valid. Loss= 1.255116, Valid. Accuracy= 0.56380 Epoch 100, CIFAR-10 Batch 2: Train Loss= 0.730360, Train Accuracy= 0.78713, Valid. Loss= 1.258323, Valid. Accuracy= 0.56400 Epoch 100, CIFAR-10 Batch 3: Train Loss= 0.730669, Train Accuracy= 0.78342, Valid. Loss= 1.255499, Valid. Accuracy= 0.56220 Epoch 100, CIFAR-10 Batch 4: Train Loss= 0.744848, Train Accuracy= 0.78218, Valid. Loss= 1.276287, Valid. Accuracy= 0.55060 Epoch 100, CIFAR-10 Batch 5: Train Loss= 0.719874, Train Accuracy= 0.79827, Valid. Loss= 1.264595, Valid. Accuracy= 0.55480 Epoch 101, CIFAR-10 Batch 1: Train Loss= 0.750534, Train Accuracy= 0.80074, Valid. Loss= 1.233284, Valid. Accuracy= 0.57100 Epoch 101, CIFAR-10 Batch 2: Train Loss= 0.724188, Train Accuracy= 0.79455, Valid. Loss= 1.241758, Valid. Accuracy= 0.57020 Epoch 101, CIFAR-10 Batch 3: Train Loss= 0.732109, Train Accuracy= 0.78960, Valid. Loss= 1.254994, Valid. Accuracy= 0.56000 Epoch 101, CIFAR-10 Batch 4: Train Loss= 0.734230, Train Accuracy= 0.79703, Valid. Loss= 1.262604, Valid. Accuracy= 0.55400 Epoch 101, CIFAR-10 Batch 5: Train Loss= 0.701760, Train Accuracy= 0.82302, Valid. Loss= 1.238788, Valid. Accuracy= 0.56420 Epoch 102, CIFAR-10 Batch 1: Train Loss= 0.752776, Train Accuracy= 0.79332, Valid. Loss= 1.235446, Valid. Accuracy= 0.56920 Epoch 102, CIFAR-10 Batch 2: Train Loss= 0.719304, Train Accuracy= 0.78960, Valid. Loss= 1.234704, Valid. Accuracy= 0.57060 Epoch 102, CIFAR-10 Batch 3: Train Loss= 0.730207, Train Accuracy= 0.79084, Valid. Loss= 1.254120, Valid. Accuracy= 0.55960 Epoch 102, CIFAR-10 Batch 4: Train Loss= 0.746165, Train Accuracy= 0.78960, Valid. Loss= 1.277112, Valid. Accuracy= 0.55080 Epoch 102, CIFAR-10 Batch 5: Train Loss= 0.708055, Train Accuracy= 0.81683, Valid. Loss= 1.255154, Valid. Accuracy= 0.56060 Epoch 103, CIFAR-10 Batch 1: Train Loss= 0.765233, Train Accuracy= 0.78960, Valid. Loss= 1.255284, Valid. Accuracy= 0.56220 Epoch 103, CIFAR-10 Batch 2: Train Loss= 0.728882, Train Accuracy= 0.79579, Valid. Loss= 1.253953, Valid. Accuracy= 0.56160 Epoch 103, CIFAR-10 Batch 3: Train Loss= 0.742451, Train Accuracy= 0.78094, Valid. Loss= 1.275468, Valid. Accuracy= 0.55240 Epoch 103, CIFAR-10 Batch 4: Train Loss= 0.752616, Train Accuracy= 0.77599, Valid. Loss= 1.283566, Valid. Accuracy= 0.54560 Epoch 103, CIFAR-10 Batch 5: Train Loss= 0.709405, Train Accuracy= 0.81436, Valid. Loss= 1.263385, Valid. Accuracy= 0.55460 Epoch 104, CIFAR-10 Batch 1: Train Loss= 0.754428, Train Accuracy= 0.80322, Valid. Loss= 1.247078, Valid. Accuracy= 0.56080 Epoch 104, CIFAR-10 Batch 2: Train Loss= 0.734149, Train Accuracy= 0.77599, Valid. Loss= 1.275517, Valid. Accuracy= 0.55800 Epoch 104, CIFAR-10 Batch 3: Train Loss= 0.739871, Train Accuracy= 0.78218, Valid. Loss= 1.272631, Valid. Accuracy= 0.55440 Epoch 104, CIFAR-10 Batch 4: Train Loss= 0.724697, Train Accuracy= 0.79208, Valid. Loss= 1.253462, Valid. Accuracy= 0.56160 Epoch 104, CIFAR-10 Batch 5: Train Loss= 0.713278, Train Accuracy= 0.81807, Valid. Loss= 1.275754, Valid. Accuracy= 0.55760 Epoch 105, CIFAR-10 Batch 1: Train Loss= 0.758207, Train Accuracy= 0.79827, Valid. Loss= 1.253595, Valid. Accuracy= 0.56100 Epoch 105, CIFAR-10 Batch 2: Train Loss= 0.729418, Train Accuracy= 0.78218, Valid. Loss= 1.259756, Valid. Accuracy= 0.56460 Epoch 105, CIFAR-10 Batch 3: Train Loss= 0.732505, Train Accuracy= 0.79084, Valid. Loss= 1.253870, Valid. Accuracy= 0.55740 Epoch 105, CIFAR-10 Batch 4: Train Loss= 0.720263, Train Accuracy= 0.80074, Valid. Loss= 1.249255, Valid. Accuracy= 0.56180 Epoch 105, CIFAR-10 Batch 5: Train Loss= 0.700710, Train Accuracy= 0.81931, Valid. Loss= 1.260922, Valid. Accuracy= 0.56240 Epoch 106, CIFAR-10 Batch 1: Train Loss= 0.756948, Train Accuracy= 0.79950, Valid. Loss= 1.258545, Valid. Accuracy= 0.56000 Epoch 106, CIFAR-10 Batch 2: Train Loss= 0.721094, Train Accuracy= 0.79332, Valid. Loss= 1.259572, Valid. Accuracy= 0.55920 Epoch 106, CIFAR-10 Batch 3: Train Loss= 0.730861, Train Accuracy= 0.78837, Valid. Loss= 1.255948, Valid. Accuracy= 0.55860 Epoch 106, CIFAR-10 Batch 4: Train Loss= 0.730681, Train Accuracy= 0.78837, Valid. Loss= 1.265561, Valid. Accuracy= 0.54560 Epoch 106, CIFAR-10 Batch 5: Train Loss= 0.724571, Train Accuracy= 0.79827, Valid. Loss= 1.290053, Valid. Accuracy= 0.54140 Epoch 107, CIFAR-10 Batch 1: Train Loss= 0.767754, Train Accuracy= 0.79332, Valid. Loss= 1.271114, Valid. Accuracy= 0.55460 Epoch 107, CIFAR-10 Batch 2: Train Loss= 0.725139, Train Accuracy= 0.79827, Valid. Loss= 1.267190, Valid. Accuracy= 0.56000 Epoch 107, CIFAR-10 Batch 3: Train Loss= 0.743801, Train Accuracy= 0.76980, Valid. Loss= 1.277025, Valid. Accuracy= 0.55220 Epoch 107, CIFAR-10 Batch 4: Train Loss= 0.729508, Train Accuracy= 0.79455, Valid. Loss= 1.264493, Valid. Accuracy= 0.55300 Epoch 107, CIFAR-10 Batch 5: Train Loss= 0.708233, Train Accuracy= 0.81064, Valid. Loss= 1.268763, Valid. Accuracy= 0.55360 Epoch 108, CIFAR-10 Batch 1: Train Loss= 0.757894, Train Accuracy= 0.79332, Valid. Loss= 1.259239, Valid. Accuracy= 0.56100 Epoch 108, CIFAR-10 Batch 2: Train Loss= 0.725721, Train Accuracy= 0.79455, Valid. Loss= 1.258718, Valid. Accuracy= 0.55800 Epoch 108, CIFAR-10 Batch 3: Train Loss= 0.745968, Train Accuracy= 0.76980, Valid. Loss= 1.278239, Valid. Accuracy= 0.54900 Epoch 108, CIFAR-10 Batch 4: Train Loss= 0.727474, Train Accuracy= 0.80322, Valid. Loss= 1.264247, Valid. Accuracy= 0.55160 Epoch 108, CIFAR-10 Batch 5: Train Loss= 0.698599, Train Accuracy= 0.82178, Valid. Loss= 1.252803, Valid. Accuracy= 0.56580 Epoch 109, CIFAR-10 Batch 1: Train Loss= 0.760968, Train Accuracy= 0.79455, Valid. Loss= 1.268448, Valid. Accuracy= 0.55740 Epoch 109, CIFAR-10 Batch 2: Train Loss= 0.732037, Train Accuracy= 0.78713, Valid. Loss= 1.274413, Valid. Accuracy= 0.55100 Epoch 109, CIFAR-10 Batch 3: Train Loss= 0.746145, Train Accuracy= 0.77847, Valid. Loss= 1.277662, Valid. Accuracy= 0.54480 Epoch 109, CIFAR-10 Batch 4: Train Loss= 0.732034, Train Accuracy= 0.79208, Valid. Loss= 1.269295, Valid. Accuracy= 0.54540 Epoch 109, CIFAR-10 Batch 5: Train Loss= 0.707502, Train Accuracy= 0.81683, Valid. Loss= 1.275185, Valid. Accuracy= 0.55120 Epoch 110, CIFAR-10 Batch 1: Train Loss= 0.756366, Train Accuracy= 0.78960, Valid. Loss= 1.267365, Valid. Accuracy= 0.55740 Epoch 110, CIFAR-10 Batch 2: Train Loss= 0.759656, Train Accuracy= 0.77351, Valid. Loss= 1.303844, Valid. Accuracy= 0.54420 Epoch 110, CIFAR-10 Batch 3: Train Loss= 0.729987, Train Accuracy= 0.78589, Valid. Loss= 1.261486, Valid. Accuracy= 0.55380 Epoch 110, CIFAR-10 Batch 4: Train Loss= 0.718742, Train Accuracy= 0.78342, Valid. Loss= 1.258761, Valid. Accuracy= 0.55160 Epoch 110, CIFAR-10 Batch 5: Train Loss= 0.679432, Train Accuracy= 0.83540, Valid. Loss= 1.234365, Valid. Accuracy= 0.56660 Epoch 111, CIFAR-10 Batch 1: Train Loss= 0.726044, Train Accuracy= 0.81436, Valid. Loss= 1.230678, Valid. Accuracy= 0.57320 Epoch 111, CIFAR-10 Batch 2: Train Loss= 0.703680, Train Accuracy= 0.79950, Valid. Loss= 1.239075, Valid. Accuracy= 0.56980 Epoch 111, CIFAR-10 Batch 3: Train Loss= 0.713651, Train Accuracy= 0.79703, Valid. Loss= 1.242004, Valid. Accuracy= 0.56180 Epoch 111, CIFAR-10 Batch 4: Train Loss= 0.699666, Train Accuracy= 0.80198, Valid. Loss= 1.236397, Valid. Accuracy= 0.56020 Epoch 111, CIFAR-10 Batch 5: Train Loss= 0.673894, Train Accuracy= 0.83787, Valid. Loss= 1.222186, Valid. Accuracy= 0.57280 Epoch 112, CIFAR-10 Batch 1: Train Loss= 0.742031, Train Accuracy= 0.78837, Valid. Loss= 1.248466, Valid. Accuracy= 0.56440 Epoch 112, CIFAR-10 Batch 2: Train Loss= 0.708513, Train Accuracy= 0.79579, Valid. Loss= 1.247016, Valid. Accuracy= 0.56980 Epoch 112, CIFAR-10 Batch 3: Train Loss= 0.720028, Train Accuracy= 0.78960, Valid. Loss= 1.254870, Valid. Accuracy= 0.55180 Epoch 112, CIFAR-10 Batch 4: Train Loss= 0.703025, Train Accuracy= 0.80074, Valid. Loss= 1.244318, Valid. Accuracy= 0.56140 Epoch 112, CIFAR-10 Batch 5: Train Loss= 0.672861, Train Accuracy= 0.83540, Valid. Loss= 1.230247, Valid. Accuracy= 0.57060 Epoch 113, CIFAR-10 Batch 1: Train Loss= 0.737594, Train Accuracy= 0.78837, Valid. Loss= 1.241158, Valid. Accuracy= 0.56980 Epoch 113, CIFAR-10 Batch 2: Train Loss= 0.700321, Train Accuracy= 0.80569, Valid. Loss= 1.239802, Valid. Accuracy= 0.57300 Epoch 113, CIFAR-10 Batch 3: Train Loss= 0.712227, Train Accuracy= 0.79455, Valid. Loss= 1.243671, Valid. Accuracy= 0.56300 Epoch 113, CIFAR-10 Batch 4: Train Loss= 0.705185, Train Accuracy= 0.79950, Valid. Loss= 1.249540, Valid. Accuracy= 0.56120 Epoch 113, CIFAR-10 Batch 5: Train Loss= 0.677448, Train Accuracy= 0.83416, Valid. Loss= 1.233499, Valid. Accuracy= 0.57340 Epoch 114, CIFAR-10 Batch 1: Train Loss= 0.734151, Train Accuracy= 0.79827, Valid. Loss= 1.241715, Valid. Accuracy= 0.56600 Epoch 114, CIFAR-10 Batch 2: Train Loss= 0.711379, Train Accuracy= 0.79084, Valid. Loss= 1.253081, Valid. Accuracy= 0.56480 Epoch 114, CIFAR-10 Batch 3: Train Loss= 0.717867, Train Accuracy= 0.78960, Valid. Loss= 1.242831, Valid. Accuracy= 0.56680 Epoch 114, CIFAR-10 Batch 4: Train Loss= 0.704852, Train Accuracy= 0.80569, Valid. Loss= 1.246929, Valid. Accuracy= 0.56340 Epoch 114, CIFAR-10 Batch 5: Train Loss= 0.667250, Train Accuracy= 0.83416, Valid. Loss= 1.224275, Valid. Accuracy= 0.57100 Epoch 115, CIFAR-10 Batch 1: Train Loss= 0.730507, Train Accuracy= 0.78837, Valid. Loss= 1.240990, Valid. Accuracy= 0.56820 Epoch 115, CIFAR-10 Batch 2: Train Loss= 0.695220, Train Accuracy= 0.79332, Valid. Loss= 1.223297, Valid. Accuracy= 0.57500 Epoch 115, CIFAR-10 Batch 3: Train Loss= 0.720637, Train Accuracy= 0.78589, Valid. Loss= 1.259594, Valid. Accuracy= 0.55800 Epoch 115, CIFAR-10 Batch 4: Train Loss= 0.702384, Train Accuracy= 0.80198, Valid. Loss= 1.246583, Valid. Accuracy= 0.56180 Epoch 115, CIFAR-10 Batch 5: Train Loss= 0.665610, Train Accuracy= 0.83787, Valid. Loss= 1.225744, Valid. Accuracy= 0.57080 Epoch 116, CIFAR-10 Batch 1: Train Loss= 0.738247, Train Accuracy= 0.79208, Valid. Loss= 1.249282, Valid. Accuracy= 0.56560 Epoch 116, CIFAR-10 Batch 2: Train Loss= 0.699481, Train Accuracy= 0.80569, Valid. Loss= 1.234947, Valid. Accuracy= 0.56840 Epoch 116, CIFAR-10 Batch 3: Train Loss= 0.706002, Train Accuracy= 0.81064, Valid. Loss= 1.242522, Valid. Accuracy= 0.56280 Epoch 116, CIFAR-10 Batch 4: Train Loss= 0.695103, Train Accuracy= 0.80817, Valid. Loss= 1.240901, Valid. Accuracy= 0.56040 Epoch 116, CIFAR-10 Batch 5: Train Loss= 0.661998, Train Accuracy= 0.83787, Valid. Loss= 1.210048, Valid. Accuracy= 0.57920 Epoch 117, CIFAR-10 Batch 1: Train Loss= 0.729969, Train Accuracy= 0.79332, Valid. Loss= 1.241788, Valid. Accuracy= 0.56400 Epoch 117, CIFAR-10 Batch 2: Train Loss= 0.692423, Train Accuracy= 0.79827, Valid. Loss= 1.222285, Valid. Accuracy= 0.57680 Epoch 117, CIFAR-10 Batch 3: Train Loss= 0.711048, Train Accuracy= 0.79208, Valid. Loss= 1.245873, Valid. Accuracy= 0.56280 Epoch 117, CIFAR-10 Batch 4: Train Loss= 0.698486, Train Accuracy= 0.81312, Valid. Loss= 1.246673, Valid. Accuracy= 0.55920 Epoch 117, CIFAR-10 Batch 5: Train Loss= 0.664144, Train Accuracy= 0.83045, Valid. Loss= 1.213157, Valid. Accuracy= 0.57260 Epoch 118, CIFAR-10 Batch 1: Train Loss= 0.740020, Train Accuracy= 0.78713, Valid. Loss= 1.256110, Valid. Accuracy= 0.55960 Epoch 118, CIFAR-10 Batch 2: Train Loss= 0.705293, Train Accuracy= 0.78960, Valid. Loss= 1.225366, Valid. Accuracy= 0.57000 Epoch 118, CIFAR-10 Batch 3: Train Loss= 0.716213, Train Accuracy= 0.79455, Valid. Loss= 1.243322, Valid. Accuracy= 0.56460 Epoch 118, CIFAR-10 Batch 4: Train Loss= 0.705894, Train Accuracy= 0.79579, Valid. Loss= 1.256603, Valid. Accuracy= 0.55680 Epoch 118, CIFAR-10 Batch 5: Train Loss= 0.669828, Train Accuracy= 0.83416, Valid. Loss= 1.220694, Valid. Accuracy= 0.57380 Epoch 119, CIFAR-10 Batch 1: Train Loss= 0.734846, Train Accuracy= 0.78218, Valid. Loss= 1.243045, Valid. Accuracy= 0.56460 Epoch 119, CIFAR-10 Batch 2: Train Loss= 0.695801, Train Accuracy= 0.80198, Valid. Loss= 1.219716, Valid. Accuracy= 0.57140 Epoch 119, CIFAR-10 Batch 3: Train Loss= 0.726841, Train Accuracy= 0.79455, Valid. Loss= 1.262269, Valid. Accuracy= 0.55960 Epoch 119, CIFAR-10 Batch 4: Train Loss= 0.691795, Train Accuracy= 0.81436, Valid. Loss= 1.238113, Valid. Accuracy= 0.56840 Epoch 119, CIFAR-10 Batch 5: Train Loss= 0.676063, Train Accuracy= 0.83045, Valid. Loss= 1.237638, Valid. Accuracy= 0.57240 Epoch 120, CIFAR-10 Batch 1: Train Loss= 0.728728, Train Accuracy= 0.78342, Valid. Loss= 1.234184, Valid. Accuracy= 0.56780 Epoch 120, CIFAR-10 Batch 2: Train Loss= 0.695005, Train Accuracy= 0.78342, Valid. Loss= 1.213177, Valid. Accuracy= 0.57040 Epoch 120, CIFAR-10 Batch 3: Train Loss= 0.718643, Train Accuracy= 0.79208, Valid. Loss= 1.252423, Valid. Accuracy= 0.56340 Epoch 120, CIFAR-10 Batch 4: Train Loss= 0.690058, Train Accuracy= 0.81188, Valid. Loss= 1.237682, Valid. Accuracy= 0.57440 Epoch 120, CIFAR-10 Batch 5: Train Loss= 0.670449, Train Accuracy= 0.81807, Valid. Loss= 1.239676, Valid. Accuracy= 0.56880 Epoch 121, CIFAR-10 Batch 1: Train Loss= 0.712386, Train Accuracy= 0.80446, Valid. Loss= 1.217603, Valid. Accuracy= 0.57300 Epoch 121, CIFAR-10 Batch 2: Train Loss= 0.698202, Train Accuracy= 0.78837, Valid. Loss= 1.210936, Valid. Accuracy= 0.57160 Epoch 121, CIFAR-10 Batch 3: Train Loss= 0.712125, Train Accuracy= 0.79950, Valid. Loss= 1.250145, Valid. Accuracy= 0.56100 Epoch 121, CIFAR-10 Batch 4: Train Loss= 0.679996, Train Accuracy= 0.81188, Valid. Loss= 1.217666, Valid. Accuracy= 0.58200 Epoch 121, CIFAR-10 Batch 5: Train Loss= 0.678640, Train Accuracy= 0.81931, Valid. Loss= 1.241163, Valid. Accuracy= 0.57020 Epoch 122, CIFAR-10 Batch 1: Train Loss= 0.710043, Train Accuracy= 0.80569, Valid. Loss= 1.207901, Valid. Accuracy= 0.57500 Epoch 122, CIFAR-10 Batch 2: Train Loss= 0.695934, Train Accuracy= 0.80569, Valid. Loss= 1.218623, Valid. Accuracy= 0.57120 Epoch 122, CIFAR-10 Batch 3: Train Loss= 0.709724, Train Accuracy= 0.79084, Valid. Loss= 1.241932, Valid. Accuracy= 0.56220 Epoch 122, CIFAR-10 Batch 4: Train Loss= 0.676011, Train Accuracy= 0.82054, Valid. Loss= 1.213077, Valid. Accuracy= 0.57720 Epoch 122, CIFAR-10 Batch 5: Train Loss= 0.667943, Train Accuracy= 0.83416, Valid. Loss= 1.237884, Valid. Accuracy= 0.57460 Epoch 123, CIFAR-10 Batch 1: Train Loss= 0.709048, Train Accuracy= 0.80322, Valid. Loss= 1.212242, Valid. Accuracy= 0.57340 Epoch 123, CIFAR-10 Batch 2: Train Loss= 0.691953, Train Accuracy= 0.79579, Valid. Loss= 1.214513, Valid. Accuracy= 0.57640 Epoch 123, CIFAR-10 Batch 3: Train Loss= 0.702381, Train Accuracy= 0.80074, Valid. Loss= 1.228683, Valid. Accuracy= 0.56840 Epoch 123, CIFAR-10 Batch 4: Train Loss= 0.673826, Train Accuracy= 0.81559, Valid. Loss= 1.217206, Valid. Accuracy= 0.57840 Epoch 123, CIFAR-10 Batch 5: Train Loss= 0.666342, Train Accuracy= 0.82054, Valid. Loss= 1.241999, Valid. Accuracy= 0.56820 Epoch 124, CIFAR-10 Batch 1: Train Loss= 0.696505, Train Accuracy= 0.80322, Valid. Loss= 1.199814, Valid. Accuracy= 0.57940 Epoch 124, CIFAR-10 Batch 2: Train Loss= 0.689175, Train Accuracy= 0.79455, Valid. Loss= 1.215494, Valid. Accuracy= 0.56820 Epoch 124, CIFAR-10 Batch 3: Train Loss= 0.690844, Train Accuracy= 0.81683, Valid. Loss= 1.233980, Valid. Accuracy= 0.56880 Epoch 124, CIFAR-10 Batch 4: Train Loss= 0.681445, Train Accuracy= 0.82302, Valid. Loss= 1.236030, Valid. Accuracy= 0.57360 Epoch 124, CIFAR-10 Batch 5: Train Loss= 0.656693, Train Accuracy= 0.83540, Valid. Loss= 1.218742, Valid. Accuracy= 0.57660 Epoch 125, CIFAR-10 Batch 1: Train Loss= 0.700134, Train Accuracy= 0.79950, Valid. Loss= 1.211876, Valid. Accuracy= 0.57020 Epoch 125, CIFAR-10 Batch 2: Train Loss= 0.687495, Train Accuracy= 0.79084, Valid. Loss= 1.210572, Valid. Accuracy= 0.56980 Epoch 125, CIFAR-10 Batch 3: Train Loss= 0.682500, Train Accuracy= 0.81807, Valid. Loss= 1.222445, Valid. Accuracy= 0.57080 Epoch 125, CIFAR-10 Batch 4: Train Loss= 0.686629, Train Accuracy= 0.81188, Valid. Loss= 1.245906, Valid. Accuracy= 0.56760 Epoch 125, CIFAR-10 Batch 5: Train Loss= 0.655509, Train Accuracy= 0.82921, Valid. Loss= 1.222725, Valid. Accuracy= 0.57280 Epoch 126, CIFAR-10 Batch 1: Train Loss= 0.709095, Train Accuracy= 0.79950, Valid. Loss= 1.219537, Valid. Accuracy= 0.57060 Epoch 126, CIFAR-10 Batch 2: Train Loss= 0.682374, Train Accuracy= 0.80693, Valid. Loss= 1.200531, Valid. Accuracy= 0.57220 Epoch 126, CIFAR-10 Batch 3: Train Loss= 0.673202, Train Accuracy= 0.81683, Valid. Loss= 1.206045, Valid. Accuracy= 0.57720 Epoch 126, CIFAR-10 Batch 4: Train Loss= 0.687393, Train Accuracy= 0.81559, Valid. Loss= 1.238704, Valid. Accuracy= 0.57260 Epoch 126, CIFAR-10 Batch 5: Train Loss= 0.647919, Train Accuracy= 0.83787, Valid. Loss= 1.210784, Valid. Accuracy= 0.57820 Epoch 127, CIFAR-10 Batch 1: Train Loss= 0.704276, Train Accuracy= 0.79579, Valid. Loss= 1.215136, Valid. Accuracy= 0.56680 Epoch 127, CIFAR-10 Batch 2: Train Loss= 0.687372, Train Accuracy= 0.79950, Valid. Loss= 1.205531, Valid. Accuracy= 0.57900 Epoch 127, CIFAR-10 Batch 3: Train Loss= 0.677011, Train Accuracy= 0.81312, Valid. Loss= 1.213483, Valid. Accuracy= 0.57500 Epoch 127, CIFAR-10 Batch 4: Train Loss= 0.685130, Train Accuracy= 0.82302, Valid. Loss= 1.236400, Valid. Accuracy= 0.57060 Epoch 127, CIFAR-10 Batch 5: Train Loss= 0.644155, Train Accuracy= 0.83292, Valid. Loss= 1.210234, Valid. Accuracy= 0.58140 Epoch 128, CIFAR-10 Batch 1: Train Loss= 0.702848, Train Accuracy= 0.80074, Valid. Loss= 1.212484, Valid. Accuracy= 0.57680 Epoch 128, CIFAR-10 Batch 2: Train Loss= 0.687410, Train Accuracy= 0.79827, Valid. Loss= 1.209442, Valid. Accuracy= 0.57840 Epoch 128, CIFAR-10 Batch 3: Train Loss= 0.678784, Train Accuracy= 0.81312, Valid. Loss= 1.212607, Valid. Accuracy= 0.57400 Epoch 128, CIFAR-10 Batch 4: Train Loss= 0.682111, Train Accuracy= 0.81683, Valid. Loss= 1.234322, Valid. Accuracy= 0.57380 Epoch 128, CIFAR-10 Batch 5: Train Loss= 0.640993, Train Accuracy= 0.83416, Valid. Loss= 1.207492, Valid. Accuracy= 0.58040 Epoch 129, CIFAR-10 Batch 1: Train Loss= 0.708052, Train Accuracy= 0.80074, Valid. Loss= 1.222954, Valid. Accuracy= 0.56700 Epoch 129, CIFAR-10 Batch 2: Train Loss= 0.683638, Train Accuracy= 0.80322, Valid. Loss= 1.203303, Valid. Accuracy= 0.57360 Epoch 129, CIFAR-10 Batch 3: Train Loss= 0.684030, Train Accuracy= 0.80941, Valid. Loss= 1.227536, Valid. Accuracy= 0.56800 Epoch 129, CIFAR-10 Batch 4: Train Loss= 0.670218, Train Accuracy= 0.81807, Valid. Loss= 1.219174, Valid. Accuracy= 0.57960 Epoch 129, CIFAR-10 Batch 5: Train Loss= 0.630860, Train Accuracy= 0.84406, Valid. Loss= 1.193102, Valid. Accuracy= 0.58460 Epoch 130, CIFAR-10 Batch 1: Train Loss= 0.709384, Train Accuracy= 0.78342, Valid. Loss= 1.227884, Valid. Accuracy= 0.56880 Epoch 130, CIFAR-10 Batch 2: Train Loss= 0.674808, Train Accuracy= 0.80322, Valid. Loss= 1.199328, Valid. Accuracy= 0.57960 Epoch 130, CIFAR-10 Batch 3: Train Loss= 0.683177, Train Accuracy= 0.81683, Valid. Loss= 1.234824, Valid. Accuracy= 0.57340 Epoch 130, CIFAR-10 Batch 4: Train Loss= 0.672492, Train Accuracy= 0.81807, Valid. Loss= 1.225415, Valid. Accuracy= 0.57640 Epoch 130, CIFAR-10 Batch 5: Train Loss= 0.630376, Train Accuracy= 0.83663, Valid. Loss= 1.192762, Valid. Accuracy= 0.58180 Epoch 131, CIFAR-10 Batch 1: Train Loss= 0.702053, Train Accuracy= 0.80198, Valid. Loss= 1.217755, Valid. Accuracy= 0.57040 Epoch 131, CIFAR-10 Batch 2: Train Loss= 0.662322, Train Accuracy= 0.81807, Valid. Loss= 1.193618, Valid. Accuracy= 0.58140 Epoch 131, CIFAR-10 Batch 3: Train Loss= 0.674701, Train Accuracy= 0.82426, Valid. Loss= 1.217489, Valid. Accuracy= 0.57380 Epoch 131, CIFAR-10 Batch 4: Train Loss= 0.657659, Train Accuracy= 0.81436, Valid. Loss= 1.206104, Valid. Accuracy= 0.57960 Epoch 131, CIFAR-10 Batch 5: Train Loss= 0.628091, Train Accuracy= 0.83663, Valid. Loss= 1.190359, Valid. Accuracy= 0.58380 Epoch 132, CIFAR-10 Batch 1: Train Loss= 0.692216, Train Accuracy= 0.79950, Valid. Loss= 1.209259, Valid. Accuracy= 0.56940 Epoch 132, CIFAR-10 Batch 2: Train Loss= 0.657204, Train Accuracy= 0.81188, Valid. Loss= 1.186565, Valid. Accuracy= 0.58160 Epoch 132, CIFAR-10 Batch 3: Train Loss= 0.664267, Train Accuracy= 0.82302, Valid. Loss= 1.210178, Valid. Accuracy= 0.57940 Epoch 132, CIFAR-10 Batch 4: Train Loss= 0.649971, Train Accuracy= 0.82054, Valid. Loss= 1.202304, Valid. Accuracy= 0.58420 Epoch 132, CIFAR-10 Batch 5: Train Loss= 0.627257, Train Accuracy= 0.84158, Valid. Loss= 1.200810, Valid. Accuracy= 0.58040 Epoch 133, CIFAR-10 Batch 1: Train Loss= 0.680421, Train Accuracy= 0.80569, Valid. Loss= 1.198787, Valid. Accuracy= 0.57560 Epoch 133, CIFAR-10 Batch 2: Train Loss= 0.659678, Train Accuracy= 0.81683, Valid. Loss= 1.189811, Valid. Accuracy= 0.57800 Epoch 133, CIFAR-10 Batch 3: Train Loss= 0.657998, Train Accuracy= 0.81683, Valid. Loss= 1.206539, Valid. Accuracy= 0.58020 Epoch 133, CIFAR-10 Batch 4: Train Loss= 0.644629, Train Accuracy= 0.82797, Valid. Loss= 1.202165, Valid. Accuracy= 0.58320 Epoch 133, CIFAR-10 Batch 5: Train Loss= 0.633396, Train Accuracy= 0.82797, Valid. Loss= 1.211490, Valid. Accuracy= 0.57920 Epoch 134, CIFAR-10 Batch 1: Train Loss= 0.691721, Train Accuracy= 0.80074, Valid. Loss= 1.209010, Valid. Accuracy= 0.57600 Epoch 134, CIFAR-10 Batch 2: Train Loss= 0.660366, Train Accuracy= 0.81188, Valid. Loss= 1.195481, Valid. Accuracy= 0.58220 Epoch 134, CIFAR-10 Batch 3: Train Loss= 0.680351, Train Accuracy= 0.81064, Valid. Loss= 1.236411, Valid. Accuracy= 0.56920 Epoch 134, CIFAR-10 Batch 4: Train Loss= 0.651397, Train Accuracy= 0.82921, Valid. Loss= 1.216416, Valid. Accuracy= 0.57980 Epoch 134, CIFAR-10 Batch 5: Train Loss= 0.634896, Train Accuracy= 0.82426, Valid. Loss= 1.224252, Valid. Accuracy= 0.56940 Epoch 135, CIFAR-10 Batch 1: Train Loss= 0.681571, Train Accuracy= 0.81312, Valid. Loss= 1.205616, Valid. Accuracy= 0.57780 Epoch 135, CIFAR-10 Batch 2: Train Loss= 0.651097, Train Accuracy= 0.81807, Valid. Loss= 1.184313, Valid. Accuracy= 0.58360 Epoch 135, CIFAR-10 Batch 3: Train Loss= 0.653845, Train Accuracy= 0.81683, Valid. Loss= 1.206662, Valid. Accuracy= 0.57800 Epoch 135, CIFAR-10 Batch 4: Train Loss= 0.634917, Train Accuracy= 0.82673, Valid. Loss= 1.190304, Valid. Accuracy= 0.58720 Epoch 135, CIFAR-10 Batch 5: Train Loss= 0.613685, Train Accuracy= 0.82921, Valid. Loss= 1.190315, Valid. Accuracy= 0.58720 Epoch 136, CIFAR-10 Batch 1: Train Loss= 0.672109, Train Accuracy= 0.81436, Valid. Loss= 1.194385, Valid. Accuracy= 0.58080 Epoch 136, CIFAR-10 Batch 2: Train Loss= 0.645628, Train Accuracy= 0.82673, Valid. Loss= 1.178179, Valid. Accuracy= 0.58540 Epoch 136, CIFAR-10 Batch 3: Train Loss= 0.654229, Train Accuracy= 0.81188, Valid. Loss= 1.198615, Valid. Accuracy= 0.57820 Epoch 136, CIFAR-10 Batch 4: Train Loss= 0.639435, Train Accuracy= 0.82797, Valid. Loss= 1.198465, Valid. Accuracy= 0.58760 Epoch 136, CIFAR-10 Batch 5: Train Loss= 0.628929, Train Accuracy= 0.82550, Valid. Loss= 1.220149, Valid. Accuracy= 0.57320 Epoch 137, CIFAR-10 Batch 1: Train Loss= 0.673726, Train Accuracy= 0.81807, Valid. Loss= 1.195614, Valid. Accuracy= 0.57780 Epoch 137, CIFAR-10 Batch 2: Train Loss= 0.646689, Train Accuracy= 0.82797, Valid. Loss= 1.185328, Valid. Accuracy= 0.58000 Epoch 137, CIFAR-10 Batch 3: Train Loss= 0.659797, Train Accuracy= 0.82673, Valid. Loss= 1.218992, Valid. Accuracy= 0.57520 Epoch 137, CIFAR-10 Batch 4: Train Loss= 0.651877, Train Accuracy= 0.82550, Valid. Loss= 1.214120, Valid. Accuracy= 0.57960 Epoch 137, CIFAR-10 Batch 5: Train Loss= 0.618402, Train Accuracy= 0.83787, Valid. Loss= 1.199452, Valid. Accuracy= 0.58220 Epoch 138, CIFAR-10 Batch 1: Train Loss= 0.677394, Train Accuracy= 0.81559, Valid. Loss= 1.198480, Valid. Accuracy= 0.57340 Epoch 138, CIFAR-10 Batch 2: Train Loss= 0.648229, Train Accuracy= 0.81931, Valid. Loss= 1.184945, Valid. Accuracy= 0.58160 Epoch 138, CIFAR-10 Batch 3: Train Loss= 0.650785, Train Accuracy= 0.82550, Valid. Loss= 1.209765, Valid. Accuracy= 0.57920 Epoch 138, CIFAR-10 Batch 4: Train Loss= 0.635458, Train Accuracy= 0.83045, Valid. Loss= 1.198949, Valid. Accuracy= 0.58120 Epoch 138, CIFAR-10 Batch 5: Train Loss= 0.613058, Train Accuracy= 0.84282, Valid. Loss= 1.203108, Valid. Accuracy= 0.57620 Epoch 139, CIFAR-10 Batch 1: Train Loss= 0.668127, Train Accuracy= 0.81312, Valid. Loss= 1.188994, Valid. Accuracy= 0.57620 Epoch 139, CIFAR-10 Batch 2: Train Loss= 0.640065, Train Accuracy= 0.82054, Valid. Loss= 1.186651, Valid. Accuracy= 0.58240 Epoch 139, CIFAR-10 Batch 3: Train Loss= 0.651040, Train Accuracy= 0.82673, Valid. Loss= 1.219230, Valid. Accuracy= 0.57580 Epoch 139, CIFAR-10 Batch 4: Train Loss= 0.628622, Train Accuracy= 0.82921, Valid. Loss= 1.189233, Valid. Accuracy= 0.59160 Epoch 139, CIFAR-10 Batch 5: Train Loss= 0.608489, Train Accuracy= 0.84035, Valid. Loss= 1.199126, Valid. Accuracy= 0.58200 Epoch 140, CIFAR-10 Batch 1: Train Loss= 0.662598, Train Accuracy= 0.82178, Valid. Loss= 1.191864, Valid. Accuracy= 0.57940 Epoch 140, CIFAR-10 Batch 2: Train Loss= 0.633426, Train Accuracy= 0.82178, Valid. Loss= 1.175895, Valid. Accuracy= 0.58900 Epoch 140, CIFAR-10 Batch 3: Train Loss= 0.636788, Train Accuracy= 0.82921, Valid. Loss= 1.199008, Valid. Accuracy= 0.58160 Epoch 140, CIFAR-10 Batch 4: Train Loss= 0.629187, Train Accuracy= 0.83292, Valid. Loss= 1.191835, Valid. Accuracy= 0.58580 Epoch 140, CIFAR-10 Batch 5: Train Loss= 0.605566, Train Accuracy= 0.84158, Valid. Loss= 1.191119, Valid. Accuracy= 0.58220 Epoch 141, CIFAR-10 Batch 1: Train Loss= 0.656519, Train Accuracy= 0.82673, Valid. Loss= 1.182067, Valid. Accuracy= 0.58340 Epoch 141, CIFAR-10 Batch 2: Train Loss= 0.636023, Train Accuracy= 0.83292, Valid. Loss= 1.184084, Valid. Accuracy= 0.58400 Epoch 141, CIFAR-10 Batch 3: Train Loss= 0.633059, Train Accuracy= 0.82797, Valid. Loss= 1.193098, Valid. Accuracy= 0.58420 Epoch 141, CIFAR-10 Batch 4: Train Loss= 0.620289, Train Accuracy= 0.83787, Valid. Loss= 1.185549, Valid. Accuracy= 0.58840 Epoch 141, CIFAR-10 Batch 5: Train Loss= 0.609348, Train Accuracy= 0.84282, Valid. Loss= 1.194368, Valid. Accuracy= 0.57980 Epoch 142, CIFAR-10 Batch 1: Train Loss= 0.653494, Train Accuracy= 0.82673, Valid. Loss= 1.179531, Valid. Accuracy= 0.58280 Epoch 142, CIFAR-10 Batch 2: Train Loss= 0.628389, Train Accuracy= 0.83045, Valid. Loss= 1.174807, Valid. Accuracy= 0.58640 Epoch 142, CIFAR-10 Batch 3: Train Loss= 0.627260, Train Accuracy= 0.82921, Valid. Loss= 1.191656, Valid. Accuracy= 0.57780 Epoch 142, CIFAR-10 Batch 4: Train Loss= 0.617035, Train Accuracy= 0.83416, Valid. Loss= 1.187602, Valid. Accuracy= 0.58760 Epoch 142, CIFAR-10 Batch 5: Train Loss= 0.594648, Train Accuracy= 0.85149, Valid. Loss= 1.177781, Valid. Accuracy= 0.58720 Epoch 143, CIFAR-10 Batch 1: Train Loss= 0.659653, Train Accuracy= 0.81807, Valid. Loss= 1.187397, Valid. Accuracy= 0.57540 Epoch 143, CIFAR-10 Batch 2: Train Loss= 0.630006, Train Accuracy= 0.81931, Valid. Loss= 1.173741, Valid. Accuracy= 0.58840 Epoch 143, CIFAR-10 Batch 3: Train Loss= 0.620033, Train Accuracy= 0.82797, Valid. Loss= 1.186138, Valid. Accuracy= 0.58160 Epoch 143, CIFAR-10 Batch 4: Train Loss= 0.606578, Train Accuracy= 0.84653, Valid. Loss= 1.174989, Valid. Accuracy= 0.58880 Epoch 143, CIFAR-10 Batch 5: Train Loss= 0.596420, Train Accuracy= 0.84653, Valid. Loss= 1.183288, Valid. Accuracy= 0.58460 Epoch 144, CIFAR-10 Batch 1: Train Loss= 0.657000, Train Accuracy= 0.81188, Valid. Loss= 1.188529, Valid. Accuracy= 0.58440 Epoch 144, CIFAR-10 Batch 2: Train Loss= 0.633973, Train Accuracy= 0.81807, Valid. Loss= 1.176215, Valid. Accuracy= 0.58680 Epoch 144, CIFAR-10 Batch 3: Train Loss= 0.624828, Train Accuracy= 0.83416, Valid. Loss= 1.182099, Valid. Accuracy= 0.58600 Epoch 144, CIFAR-10 Batch 4: Train Loss= 0.609104, Train Accuracy= 0.84035, Valid. Loss= 1.179770, Valid. Accuracy= 0.59100 Epoch 144, CIFAR-10 Batch 5: Train Loss= 0.592331, Train Accuracy= 0.85272, Valid. Loss= 1.181554, Valid. Accuracy= 0.58840 Epoch 145, CIFAR-10 Batch 1: Train Loss= 0.655341, Train Accuracy= 0.81931, Valid. Loss= 1.190387, Valid. Accuracy= 0.58480 Epoch 145, CIFAR-10 Batch 2: Train Loss= 0.620167, Train Accuracy= 0.84035, Valid. Loss= 1.168766, Valid. Accuracy= 0.58680 Epoch 145, CIFAR-10 Batch 3: Train Loss= 0.618523, Train Accuracy= 0.83416, Valid. Loss= 1.193455, Valid. Accuracy= 0.57960 Epoch 145, CIFAR-10 Batch 4: Train Loss= 0.608615, Train Accuracy= 0.83787, Valid. Loss= 1.181439, Valid. Accuracy= 0.58860 Epoch 145, CIFAR-10 Batch 5: Train Loss= 0.598303, Train Accuracy= 0.84035, Valid. Loss= 1.191417, Valid. Accuracy= 0.58260 Epoch 146, CIFAR-10 Batch 1: Train Loss= 0.651263, Train Accuracy= 0.81559, Valid. Loss= 1.182799, Valid. Accuracy= 0.58840 Epoch 146, CIFAR-10 Batch 2: Train Loss= 0.623063, Train Accuracy= 0.83292, Valid. Loss= 1.171392, Valid. Accuracy= 0.58960 Epoch 146, CIFAR-10 Batch 3: Train Loss= 0.618226, Train Accuracy= 0.82921, Valid. Loss= 1.187955, Valid. Accuracy= 0.58160 Epoch 146, CIFAR-10 Batch 4: Train Loss= 0.606557, Train Accuracy= 0.83416, Valid. Loss= 1.181826, Valid. Accuracy= 0.59040 Epoch 146, CIFAR-10 Batch 5: Train Loss= 0.600800, Train Accuracy= 0.83787, Valid. Loss= 1.200634, Valid. Accuracy= 0.57980 Epoch 147, CIFAR-10 Batch 1: Train Loss= 0.652940, Train Accuracy= 0.82302, Valid. Loss= 1.189588, Valid. Accuracy= 0.58080 Epoch 147, CIFAR-10 Batch 2: Train Loss= 0.609308, Train Accuracy= 0.83292, Valid. Loss= 1.165733, Valid. Accuracy= 0.58980 Epoch 147, CIFAR-10 Batch 3: Train Loss= 0.616483, Train Accuracy= 0.82797, Valid. Loss= 1.193715, Valid. Accuracy= 0.58160 Epoch 147, CIFAR-10 Batch 4: Train Loss= 0.600880, Train Accuracy= 0.84158, Valid. Loss= 1.182529, Valid. Accuracy= 0.59060 Epoch 147, CIFAR-10 Batch 5: Train Loss= 0.592803, Train Accuracy= 0.85891, Valid. Loss= 1.195920, Valid. Accuracy= 0.58300 Epoch 148, CIFAR-10 Batch 1: Train Loss= 0.647429, Train Accuracy= 0.80941, Valid. Loss= 1.183252, Valid. Accuracy= 0.58200 Epoch 148, CIFAR-10 Batch 2: Train Loss= 0.611063, Train Accuracy= 0.83416, Valid. Loss= 1.165723, Valid. Accuracy= 0.59440 Epoch 148, CIFAR-10 Batch 3: Train Loss= 0.622320, Train Accuracy= 0.83168, Valid. Loss= 1.205367, Valid. Accuracy= 0.57940 Epoch 148, CIFAR-10 Batch 4: Train Loss= 0.603989, Train Accuracy= 0.83168, Valid. Loss= 1.188978, Valid. Accuracy= 0.58460 Epoch 148, CIFAR-10 Batch 5: Train Loss= 0.581674, Train Accuracy= 0.85396, Valid. Loss= 1.177464, Valid. Accuracy= 0.58840 Epoch 149, CIFAR-10 Batch 1: Train Loss= 0.638982, Train Accuracy= 0.82426, Valid. Loss= 1.177734, Valid. Accuracy= 0.58740 Epoch 149, CIFAR-10 Batch 2: Train Loss= 0.607170, Train Accuracy= 0.84530, Valid. Loss= 1.168159, Valid. Accuracy= 0.59400 Epoch 149, CIFAR-10 Batch 3: Train Loss= 0.604126, Train Accuracy= 0.83168, Valid. Loss= 1.182962, Valid. Accuracy= 0.58360 Epoch 149, CIFAR-10 Batch 4: Train Loss= 0.590873, Train Accuracy= 0.84901, Valid. Loss= 1.177327, Valid. Accuracy= 0.58620 Epoch 149, CIFAR-10 Batch 5: Train Loss= 0.582715, Train Accuracy= 0.86015, Valid. Loss= 1.185879, Valid. Accuracy= 0.58980 Epoch 150, CIFAR-10 Batch 1: Train Loss= 0.636297, Train Accuracy= 0.82549, Valid. Loss= 1.172699, Valid. Accuracy= 0.59140 Epoch 150, CIFAR-10 Batch 2: Train Loss= 0.604942, Train Accuracy= 0.83540, Valid. Loss= 1.167170, Valid. Accuracy= 0.59140 Epoch 150, CIFAR-10 Batch 3: Train Loss= 0.607090, Train Accuracy= 0.81807, Valid. Loss= 1.190581, Valid. Accuracy= 0.58380 Epoch 150, CIFAR-10 Batch 4: Train Loss= 0.587716, Train Accuracy= 0.84282, Valid. Loss= 1.172219, Valid. Accuracy= 0.58920 Epoch 150, CIFAR-10 Batch 5: Train Loss= 0.581477, Train Accuracy= 0.86015, Valid. Loss= 1.180073, Valid. Accuracy= 0.59140 Epoch 151, CIFAR-10 Batch 1: Train Loss= 0.639092, Train Accuracy= 0.82426, Valid. Loss= 1.178239, Valid. Accuracy= 0.58320 Epoch 151, CIFAR-10 Batch 2: Train Loss= 0.602504, Train Accuracy= 0.84653, Valid. Loss= 1.161729, Valid. Accuracy= 0.58920 Epoch 151, CIFAR-10 Batch 3: Train Loss= 0.607041, Train Accuracy= 0.83911, Valid. Loss= 1.190197, Valid. Accuracy= 0.58240 Epoch 151, CIFAR-10 Batch 4: Train Loss= 0.591612, Train Accuracy= 0.84406, Valid. Loss= 1.185457, Valid. Accuracy= 0.58720 Epoch 151, CIFAR-10 Batch 5: Train Loss= 0.588509, Train Accuracy= 0.85149, Valid. Loss= 1.198661, Valid. Accuracy= 0.57980 Epoch 152, CIFAR-10 Batch 1: Train Loss= 0.631718, Train Accuracy= 0.83292, Valid. Loss= 1.175495, Valid. Accuracy= 0.58820 Epoch 152, CIFAR-10 Batch 2: Train Loss= 0.597100, Train Accuracy= 0.84653, Valid. Loss= 1.167632, Valid. Accuracy= 0.59180 Epoch 152, CIFAR-10 Batch 3: Train Loss= 0.614931, Train Accuracy= 0.82550, Valid. Loss= 1.207072, Valid. Accuracy= 0.57320 Epoch 152, CIFAR-10 Batch 4: Train Loss= 0.584202, Train Accuracy= 0.84653, Valid. Loss= 1.178078, Valid. Accuracy= 0.58480 Epoch 152, CIFAR-10 Batch 5: Train Loss= 0.581150, Train Accuracy= 0.85272, Valid. Loss= 1.196383, Valid. Accuracy= 0.58340 Epoch 153, CIFAR-10 Batch 1: Train Loss= 0.630035, Train Accuracy= 0.82797, Valid. Loss= 1.169717, Valid. Accuracy= 0.58800 Epoch 153, CIFAR-10 Batch 2: Train Loss= 0.600632, Train Accuracy= 0.84158, Valid. Loss= 1.162628, Valid. Accuracy= 0.59440 Epoch 153, CIFAR-10 Batch 3: Train Loss= 0.590294, Train Accuracy= 0.84901, Valid. Loss= 1.162622, Valid. Accuracy= 0.59040 Epoch 153, CIFAR-10 Batch 4: Train Loss= 0.572788, Train Accuracy= 0.84777, Valid. Loss= 1.161036, Valid. Accuracy= 0.59100 Epoch 153, CIFAR-10 Batch 5: Train Loss= 0.579916, Train Accuracy= 0.84777, Valid. Loss= 1.186072, Valid. Accuracy= 0.58640 Epoch 154, CIFAR-10 Batch 1: Train Loss= 0.635955, Train Accuracy= 0.81188, Valid. Loss= 1.187301, Valid. Accuracy= 0.58460 Epoch 154, CIFAR-10 Batch 2: Train Loss= 0.599468, Train Accuracy= 0.83416, Valid. Loss= 1.170736, Valid. Accuracy= 0.59220 Epoch 154, CIFAR-10 Batch 3: Train Loss= 0.595308, Train Accuracy= 0.84158, Valid. Loss= 1.177216, Valid. Accuracy= 0.58580 Epoch 154, CIFAR-10 Batch 4: Train Loss= 0.573056, Train Accuracy= 0.85644, Valid. Loss= 1.163611, Valid. Accuracy= 0.58980 Epoch 154, CIFAR-10 Batch 5: Train Loss= 0.566011, Train Accuracy= 0.86881, Valid. Loss= 1.178274, Valid. Accuracy= 0.58840 Epoch 155, CIFAR-10 Batch 1: Train Loss= 0.622997, Train Accuracy= 0.83045, Valid. Loss= 1.172015, Valid. Accuracy= 0.58740 Epoch 155, CIFAR-10 Batch 2: Train Loss= 0.589189, Train Accuracy= 0.84653, Valid. Loss= 1.157305, Valid. Accuracy= 0.59300 Epoch 155, CIFAR-10 Batch 3: Train Loss= 0.590968, Train Accuracy= 0.83787, Valid. Loss= 1.181709, Valid. Accuracy= 0.58220 Epoch 155, CIFAR-10 Batch 4: Train Loss= 0.571885, Train Accuracy= 0.84653, Valid. Loss= 1.164916, Valid. Accuracy= 0.58840 Epoch 155, CIFAR-10 Batch 5: Train Loss= 0.569759, Train Accuracy= 0.85767, Valid. Loss= 1.184726, Valid. Accuracy= 0.58520 Epoch 156, CIFAR-10 Batch 1: Train Loss= 0.628276, Train Accuracy= 0.81807, Valid. Loss= 1.176868, Valid. Accuracy= 0.58440 Epoch 156, CIFAR-10 Batch 2: Train Loss= 0.587252, Train Accuracy= 0.85149, Valid. Loss= 1.154380, Valid. Accuracy= 0.59600 Epoch 156, CIFAR-10 Batch 3: Train Loss= 0.585253, Train Accuracy= 0.84530, Valid. Loss= 1.172279, Valid. Accuracy= 0.58440 Epoch 156, CIFAR-10 Batch 4: Train Loss= 0.565582, Train Accuracy= 0.86139, Valid. Loss= 1.163912, Valid. Accuracy= 0.59340 Epoch 156, CIFAR-10 Batch 5: Train Loss= 0.565529, Train Accuracy= 0.86015, Valid. Loss= 1.181811, Valid. Accuracy= 0.58520 Epoch 157, CIFAR-10 Batch 1: Train Loss= 0.610069, Train Accuracy= 0.84406, Valid. Loss= 1.162662, Valid. Accuracy= 0.59240 Epoch 157, CIFAR-10 Batch 2: Train Loss= 0.581645, Train Accuracy= 0.85520, Valid. Loss= 1.151089, Valid. Accuracy= 0.59240 Epoch 157, CIFAR-10 Batch 3: Train Loss= 0.585424, Train Accuracy= 0.83663, Valid. Loss= 1.176585, Valid. Accuracy= 0.58480 Epoch 157, CIFAR-10 Batch 4: Train Loss= 0.562679, Train Accuracy= 0.86139, Valid. Loss= 1.160864, Valid. Accuracy= 0.59200 Epoch 157, CIFAR-10 Batch 5: Train Loss= 0.556399, Train Accuracy= 0.87005, Valid. Loss= 1.173821, Valid. Accuracy= 0.59220 Epoch 158, CIFAR-10 Batch 1: Train Loss= 0.611108, Train Accuracy= 0.83663, Valid. Loss= 1.164911, Valid. Accuracy= 0.58960 Epoch 158, CIFAR-10 Batch 2: Train Loss= 0.581213, Train Accuracy= 0.85396, Valid. Loss= 1.158636, Valid. Accuracy= 0.59300 Epoch 158, CIFAR-10 Batch 3: Train Loss= 0.594559, Train Accuracy= 0.84282, Valid. Loss= 1.195142, Valid. Accuracy= 0.58060 Epoch 158, CIFAR-10 Batch 4: Train Loss= 0.564375, Train Accuracy= 0.87129, Valid. Loss= 1.169476, Valid. Accuracy= 0.59380 Epoch 158, CIFAR-10 Batch 5: Train Loss= 0.554262, Train Accuracy= 0.87871, Valid. Loss= 1.177750, Valid. Accuracy= 0.58300 Epoch 159, CIFAR-10 Batch 1: Train Loss= 0.612619, Train Accuracy= 0.83416, Valid. Loss= 1.165659, Valid. Accuracy= 0.59220 Epoch 159, CIFAR-10 Batch 2: Train Loss= 0.585291, Train Accuracy= 0.84406, Valid. Loss= 1.159223, Valid. Accuracy= 0.59460 Epoch 159, CIFAR-10 Batch 3: Train Loss= 0.586326, Train Accuracy= 0.83911, Valid. Loss= 1.179550, Valid. Accuracy= 0.58280 Epoch 159, CIFAR-10 Batch 4: Train Loss= 0.559020, Train Accuracy= 0.87129, Valid. Loss= 1.156933, Valid. Accuracy= 0.59800 Epoch 159, CIFAR-10 Batch 5: Train Loss= 0.559927, Train Accuracy= 0.86139, Valid. Loss= 1.180408, Valid. Accuracy= 0.58560 Epoch 160, CIFAR-10 Batch 1: Train Loss= 0.616661, Train Accuracy= 0.82550, Valid. Loss= 1.173543, Valid. Accuracy= 0.58900 Epoch 160, CIFAR-10 Batch 2: Train Loss= 0.576242, Train Accuracy= 0.84653, Valid. Loss= 1.147216, Valid. Accuracy= 0.60060 Epoch 160, CIFAR-10 Batch 3: Train Loss= 0.584219, Train Accuracy= 0.83911, Valid. Loss= 1.178996, Valid. Accuracy= 0.58880 Epoch 160, CIFAR-10 Batch 4: Train Loss= 0.555483, Train Accuracy= 0.86510, Valid. Loss= 1.154419, Valid. Accuracy= 0.59360 Epoch 160, CIFAR-10 Batch 5: Train Loss= 0.557477, Train Accuracy= 0.86757, Valid. Loss= 1.182423, Valid. Accuracy= 0.58500 Epoch 161, CIFAR-10 Batch 1: Train Loss= 0.607331, Train Accuracy= 0.83168, Valid. Loss= 1.172541, Valid. Accuracy= 0.59020 Epoch 161, CIFAR-10 Batch 2: Train Loss= 0.572132, Train Accuracy= 0.84406, Valid. Loss= 1.153100, Valid. Accuracy= 0.59560 Epoch 161, CIFAR-10 Batch 3: Train Loss= 0.583855, Train Accuracy= 0.83416, Valid. Loss= 1.184096, Valid. Accuracy= 0.58640 Epoch 161, CIFAR-10 Batch 4: Train Loss= 0.561966, Train Accuracy= 0.87005, Valid. Loss= 1.160613, Valid. Accuracy= 0.59500 Epoch 161, CIFAR-10 Batch 5: Train Loss= 0.564212, Train Accuracy= 0.86015, Valid. Loss= 1.198287, Valid. Accuracy= 0.57900 Epoch 162, CIFAR-10 Batch 1: Train Loss= 0.592872, Train Accuracy= 0.83787, Valid. Loss= 1.153303, Valid. Accuracy= 0.59500 Epoch 162, CIFAR-10 Batch 2: Train Loss= 0.574534, Train Accuracy= 0.83663, Valid. Loss= 1.158370, Valid. Accuracy= 0.59360 Epoch 162, CIFAR-10 Batch 3: Train Loss= 0.572454, Train Accuracy= 0.84158, Valid. Loss= 1.171488, Valid. Accuracy= 0.59360 Epoch 162, CIFAR-10 Batch 4: Train Loss= 0.561842, Train Accuracy= 0.86015, Valid. Loss= 1.163363, Valid. Accuracy= 0.59260 Epoch 162, CIFAR-10 Batch 5: Train Loss= 0.545810, Train Accuracy= 0.87129, Valid. Loss= 1.170950, Valid. Accuracy= 0.59320 Epoch 163, CIFAR-10 Batch 1: Train Loss= 0.591246, Train Accuracy= 0.83787, Valid. Loss= 1.158822, Valid. Accuracy= 0.59480 Epoch 163, CIFAR-10 Batch 2: Train Loss= 0.571448, Train Accuracy= 0.83911, Valid. Loss= 1.163480, Valid. Accuracy= 0.59320 Epoch 163, CIFAR-10 Batch 3: Train Loss= 0.565297, Train Accuracy= 0.84901, Valid. Loss= 1.167615, Valid. Accuracy= 0.59080 Epoch 163, CIFAR-10 Batch 4: Train Loss= 0.573135, Train Accuracy= 0.84653, Valid. Loss= 1.181899, Valid. Accuracy= 0.58240 Epoch 163, CIFAR-10 Batch 5: Train Loss= 0.551495, Train Accuracy= 0.87005, Valid. Loss= 1.186880, Valid. Accuracy= 0.58800 Epoch 164, CIFAR-10 Batch 1: Train Loss= 0.582028, Train Accuracy= 0.85644, Valid. Loss= 1.145422, Valid. Accuracy= 0.59940 Epoch 164, CIFAR-10 Batch 2: Train Loss= 0.575464, Train Accuracy= 0.84282, Valid. Loss= 1.172458, Valid. Accuracy= 0.59060 Epoch 164, CIFAR-10 Batch 3: Train Loss= 0.564498, Train Accuracy= 0.85396, Valid. Loss= 1.168241, Valid. Accuracy= 0.58920 Epoch 164, CIFAR-10 Batch 4: Train Loss= 0.559033, Train Accuracy= 0.86510, Valid. Loss= 1.173315, Valid. Accuracy= 0.58780 Epoch 164, CIFAR-10 Batch 5: Train Loss= 0.545591, Train Accuracy= 0.87376, Valid. Loss= 1.177232, Valid. Accuracy= 0.59060 Epoch 165, CIFAR-10 Batch 1: Train Loss= 0.592534, Train Accuracy= 0.83168, Valid. Loss= 1.162419, Valid. Accuracy= 0.59480 Epoch 165, CIFAR-10 Batch 2: Train Loss= 0.574830, Train Accuracy= 0.84035, Valid. Loss= 1.173584, Valid. Accuracy= 0.58820 Epoch 165, CIFAR-10 Batch 3: Train Loss= 0.560037, Train Accuracy= 0.85149, Valid. Loss= 1.157832, Valid. Accuracy= 0.59460 Epoch 165, CIFAR-10 Batch 4: Train Loss= 0.563791, Train Accuracy= 0.86386, Valid. Loss= 1.178645, Valid. Accuracy= 0.58200 Epoch 165, CIFAR-10 Batch 5: Train Loss= 0.539454, Train Accuracy= 0.86262, Valid. Loss= 1.167160, Valid. Accuracy= 0.58880 Epoch 166, CIFAR-10 Batch 1: Train Loss= 0.579285, Train Accuracy= 0.84777, Valid. Loss= 1.149519, Valid. Accuracy= 0.59380 Epoch 166, CIFAR-10 Batch 2: Train Loss= 0.560020, Train Accuracy= 0.85644, Valid. Loss= 1.149220, Valid. Accuracy= 0.59860 Epoch 166, CIFAR-10 Batch 3: Train Loss= 0.555174, Train Accuracy= 0.85644, Valid. Loss= 1.157551, Valid. Accuracy= 0.59180 Epoch 166, CIFAR-10 Batch 4: Train Loss= 0.558202, Train Accuracy= 0.86757, Valid. Loss= 1.167902, Valid. Accuracy= 0.59100 Epoch 166, CIFAR-10 Batch 5: Train Loss= 0.528934, Train Accuracy= 0.87624, Valid. Loss= 1.152843, Valid. Accuracy= 0.59220 Epoch 167, CIFAR-10 Batch 1: Train Loss= 0.583858, Train Accuracy= 0.84035, Valid. Loss= 1.153067, Valid. Accuracy= 0.59660 Epoch 167, CIFAR-10 Batch 2: Train Loss= 0.562399, Train Accuracy= 0.84282, Valid. Loss= 1.152915, Valid. Accuracy= 0.59940 Epoch 167, CIFAR-10 Batch 3: Train Loss= 0.556342, Train Accuracy= 0.86386, Valid. Loss= 1.158242, Valid. Accuracy= 0.59060 Epoch 167, CIFAR-10 Batch 4: Train Loss= 0.560716, Train Accuracy= 0.85644, Valid. Loss= 1.176564, Valid. Accuracy= 0.58260 Epoch 167, CIFAR-10 Batch 5: Train Loss= 0.539423, Train Accuracy= 0.86510, Valid. Loss= 1.170783, Valid. Accuracy= 0.58960 Epoch 168, CIFAR-10 Batch 1: Train Loss= 0.572551, Train Accuracy= 0.85644, Valid. Loss= 1.147930, Valid. Accuracy= 0.59440 Epoch 168, CIFAR-10 Batch 2: Train Loss= 0.556975, Train Accuracy= 0.85891, Valid. Loss= 1.152684, Valid. Accuracy= 0.59520 Epoch 168, CIFAR-10 Batch 3: Train Loss= 0.558252, Train Accuracy= 0.85891, Valid. Loss= 1.175203, Valid. Accuracy= 0.58300 Epoch 168, CIFAR-10 Batch 4: Train Loss= 0.545059, Train Accuracy= 0.86634, Valid. Loss= 1.160913, Valid. Accuracy= 0.59420 Epoch 168, CIFAR-10 Batch 5: Train Loss= 0.528250, Train Accuracy= 0.87500, Valid. Loss= 1.157932, Valid. Accuracy= 0.59300 Epoch 169, CIFAR-10 Batch 1: Train Loss= 0.570154, Train Accuracy= 0.85644, Valid. Loss= 1.148600, Valid. Accuracy= 0.59540 Epoch 169, CIFAR-10 Batch 2: Train Loss= 0.552826, Train Accuracy= 0.85396, Valid. Loss= 1.146726, Valid. Accuracy= 0.60240 Epoch 169, CIFAR-10 Batch 3: Train Loss= 0.549990, Train Accuracy= 0.85149, Valid. Loss= 1.164208, Valid. Accuracy= 0.58740 Epoch 169, CIFAR-10 Batch 4: Train Loss= 0.535993, Train Accuracy= 0.87252, Valid. Loss= 1.152482, Valid. Accuracy= 0.59580 Epoch 169, CIFAR-10 Batch 5: Train Loss= 0.529035, Train Accuracy= 0.87129, Valid. Loss= 1.165070, Valid. Accuracy= 0.59000 Epoch 170, CIFAR-10 Batch 1: Train Loss= 0.574537, Train Accuracy= 0.85520, Valid. Loss= 1.151177, Valid. Accuracy= 0.59840 Epoch 170, CIFAR-10 Batch 2: Train Loss= 0.548348, Train Accuracy= 0.86634, Valid. Loss= 1.145133, Valid. Accuracy= 0.59920 Epoch 170, CIFAR-10 Batch 3: Train Loss= 0.552427, Train Accuracy= 0.85272, Valid. Loss= 1.165379, Valid. Accuracy= 0.59040 Epoch 170, CIFAR-10 Batch 4: Train Loss= 0.541781, Train Accuracy= 0.87500, Valid. Loss= 1.150429, Valid. Accuracy= 0.59760 Epoch 170, CIFAR-10 Batch 5: Train Loss= 0.518228, Train Accuracy= 0.87748, Valid. Loss= 1.158956, Valid. Accuracy= 0.59780 Epoch 171, CIFAR-10 Batch 1: Train Loss= 0.566836, Train Accuracy= 0.85891, Valid. Loss= 1.149276, Valid. Accuracy= 0.59700 Epoch 171, CIFAR-10 Batch 2: Train Loss= 0.539127, Train Accuracy= 0.86015, Valid. Loss= 1.138762, Valid. Accuracy= 0.60400 Epoch 171, CIFAR-10 Batch 3: Train Loss= 0.541322, Train Accuracy= 0.85644, Valid. Loss= 1.154528, Valid. Accuracy= 0.59420 Epoch 171, CIFAR-10 Batch 4: Train Loss= 0.534045, Train Accuracy= 0.87252, Valid. Loss= 1.154413, Valid. Accuracy= 0.59760 Epoch 171, CIFAR-10 Batch 5: Train Loss= 0.524980, Train Accuracy= 0.86881, Valid. Loss= 1.178532, Valid. Accuracy= 0.58900 Epoch 172, CIFAR-10 Batch 1: Train Loss= 0.560957, Train Accuracy= 0.86139, Valid. Loss= 1.140694, Valid. Accuracy= 0.60300 Epoch 172, CIFAR-10 Batch 2: Train Loss= 0.539145, Train Accuracy= 0.86015, Valid. Loss= 1.148582, Valid. Accuracy= 0.59880 Epoch 172, CIFAR-10 Batch 3: Train Loss= 0.537316, Train Accuracy= 0.87005, Valid. Loss= 1.153036, Valid. Accuracy= 0.59540 Epoch 172, CIFAR-10 Batch 4: Train Loss= 0.530874, Train Accuracy= 0.87005, Valid. Loss= 1.152618, Valid. Accuracy= 0.59460 Epoch 172, CIFAR-10 Batch 5: Train Loss= 0.514576, Train Accuracy= 0.87376, Valid. Loss= 1.160395, Valid. Accuracy= 0.59160 Epoch 173, CIFAR-10 Batch 1: Train Loss= 0.558338, Train Accuracy= 0.85767, Valid. Loss= 1.138880, Valid. Accuracy= 0.60120 Epoch 173, CIFAR-10 Batch 2: Train Loss= 0.535628, Train Accuracy= 0.87624, Valid. Loss= 1.147912, Valid. Accuracy= 0.59640 Epoch 173, CIFAR-10 Batch 3: Train Loss= 0.530770, Train Accuracy= 0.87129, Valid. Loss= 1.155643, Valid. Accuracy= 0.59400 Epoch 173, CIFAR-10 Batch 4: Train Loss= 0.519560, Train Accuracy= 0.88366, Valid. Loss= 1.155596, Valid. Accuracy= 0.59440 Epoch 173, CIFAR-10 Batch 5: Train Loss= 0.506759, Train Accuracy= 0.88119, Valid. Loss= 1.160345, Valid. Accuracy= 0.59540 Epoch 174, CIFAR-10 Batch 1: Train Loss= 0.552945, Train Accuracy= 0.86139, Valid. Loss= 1.147550, Valid. Accuracy= 0.59880 Epoch 174, CIFAR-10 Batch 2: Train Loss= 0.533160, Train Accuracy= 0.85767, Valid. Loss= 1.136740, Valid. Accuracy= 0.60300 Epoch 174, CIFAR-10 Batch 3: Train Loss= 0.528227, Train Accuracy= 0.86510, Valid. Loss= 1.151875, Valid. Accuracy= 0.59560 Epoch 174, CIFAR-10 Batch 4: Train Loss= 0.526489, Train Accuracy= 0.87005, Valid. Loss= 1.163981, Valid. Accuracy= 0.59220 Epoch 174, CIFAR-10 Batch 5: Train Loss= 0.503767, Train Accuracy= 0.88243, Valid. Loss= 1.149778, Valid. Accuracy= 0.59640 Epoch 175, CIFAR-10 Batch 1: Train Loss= 0.553025, Train Accuracy= 0.85149, Valid. Loss= 1.144903, Valid. Accuracy= 0.60020 Epoch 175, CIFAR-10 Batch 2: Train Loss= 0.538707, Train Accuracy= 0.85767, Valid. Loss= 1.148860, Valid. Accuracy= 0.59440 Epoch 175, CIFAR-10 Batch 3: Train Loss= 0.531684, Train Accuracy= 0.87376, Valid. Loss= 1.161561, Valid. Accuracy= 0.59640 Epoch 175, CIFAR-10 Batch 4: Train Loss= 0.512060, Train Accuracy= 0.88614, Valid. Loss= 1.144413, Valid. Accuracy= 0.60000 Epoch 175, CIFAR-10 Batch 5: Train Loss= 0.503714, Train Accuracy= 0.88366, Valid. Loss= 1.163236, Valid. Accuracy= 0.59160 Epoch 176, CIFAR-10 Batch 1: Train Loss= 0.548975, Train Accuracy= 0.86015, Valid. Loss= 1.145602, Valid. Accuracy= 0.59740 Epoch 176, CIFAR-10 Batch 2: Train Loss= 0.526533, Train Accuracy= 0.86262, Valid. Loss= 1.142751, Valid. Accuracy= 0.60100 Epoch 176, CIFAR-10 Batch 3: Train Loss= 0.525568, Train Accuracy= 0.87129, Valid. Loss= 1.165775, Valid. Accuracy= 0.59000 Epoch 176, CIFAR-10 Batch 4: Train Loss= 0.520265, Train Accuracy= 0.87748, Valid. Loss= 1.164253, Valid. Accuracy= 0.58960 Epoch 176, CIFAR-10 Batch 5: Train Loss= 0.495685, Train Accuracy= 0.88861, Valid. Loss= 1.154589, Valid. Accuracy= 0.59700 Epoch 177, CIFAR-10 Batch 1: Train Loss= 0.537818, Train Accuracy= 0.86139, Valid. Loss= 1.141442, Valid. Accuracy= 0.60300 Epoch 177, CIFAR-10 Batch 2: Train Loss= 0.532527, Train Accuracy= 0.85272, Valid. Loss= 1.154411, Valid. Accuracy= 0.60100 Epoch 177, CIFAR-10 Batch 3: Train Loss= 0.508855, Train Accuracy= 0.87129, Valid. Loss= 1.140834, Valid. Accuracy= 0.60360 Epoch 177, CIFAR-10 Batch 4: Train Loss= 0.509629, Train Accuracy= 0.87995, Valid. Loss= 1.158295, Valid. Accuracy= 0.59160 Epoch 177, CIFAR-10 Batch 5: Train Loss= 0.502306, Train Accuracy= 0.87748, Valid. Loss= 1.170020, Valid. Accuracy= 0.58940 Epoch 178, CIFAR-10 Batch 1: Train Loss= 0.535678, Train Accuracy= 0.86881, Valid. Loss= 1.141188, Valid. Accuracy= 0.59920 Epoch 178, CIFAR-10 Batch 2: Train Loss= 0.521169, Train Accuracy= 0.86386, Valid. Loss= 1.141096, Valid. Accuracy= 0.60120 Epoch 178, CIFAR-10 Batch 3: Train Loss= 0.519435, Train Accuracy= 0.87252, Valid. Loss= 1.162739, Valid. Accuracy= 0.58900 Epoch 178, CIFAR-10 Batch 4: Train Loss= 0.506297, Train Accuracy= 0.88738, Valid. Loss= 1.158249, Valid. Accuracy= 0.59580 Epoch 178, CIFAR-10 Batch 5: Train Loss= 0.487958, Train Accuracy= 0.88738, Valid. Loss= 1.155113, Valid. Accuracy= 0.59360 Epoch 179, CIFAR-10 Batch 1: Train Loss= 0.531865, Train Accuracy= 0.86510, Valid. Loss= 1.138237, Valid. Accuracy= 0.60040 Epoch 179, CIFAR-10 Batch 2: Train Loss= 0.520427, Train Accuracy= 0.86757, Valid. Loss= 1.140956, Valid. Accuracy= 0.60280 Epoch 179, CIFAR-10 Batch 3: Train Loss= 0.506680, Train Accuracy= 0.87871, Valid. Loss= 1.139554, Valid. Accuracy= 0.59900 Epoch 179, CIFAR-10 Batch 4: Train Loss= 0.498873, Train Accuracy= 0.88119, Valid. Loss= 1.139966, Valid. Accuracy= 0.59560 Epoch 179, CIFAR-10 Batch 5: Train Loss= 0.495767, Train Accuracy= 0.88490, Valid. Loss= 1.166536, Valid. Accuracy= 0.59040 Epoch 180, CIFAR-10 Batch 1: Train Loss= 0.540302, Train Accuracy= 0.86510, Valid. Loss= 1.146147, Valid. Accuracy= 0.59620 Epoch 180, CIFAR-10 Batch 2: Train Loss= 0.517430, Train Accuracy= 0.87129, Valid. Loss= 1.139688, Valid. Accuracy= 0.60180 Epoch 180, CIFAR-10 Batch 3: Train Loss= 0.500499, Train Accuracy= 0.87871, Valid. Loss= 1.139697, Valid. Accuracy= 0.59780 Epoch 180, CIFAR-10 Batch 4: Train Loss= 0.514016, Train Accuracy= 0.85767, Valid. Loss= 1.159909, Valid. Accuracy= 0.59320 Epoch 180, CIFAR-10 Batch 5: Train Loss= 0.479143, Train Accuracy= 0.89109, Valid. Loss= 1.147234, Valid. Accuracy= 0.59700 Epoch 181, CIFAR-10 Batch 1: Train Loss= 0.538315, Train Accuracy= 0.86139, Valid. Loss= 1.157270, Valid. Accuracy= 0.59680 Epoch 181, CIFAR-10 Batch 2: Train Loss= 0.523162, Train Accuracy= 0.86015, Valid. Loss= 1.153820, Valid. Accuracy= 0.59680 Epoch 181, CIFAR-10 Batch 3: Train Loss= 0.501028, Train Accuracy= 0.86881, Valid. Loss= 1.144650, Valid. Accuracy= 0.59460 Epoch 181, CIFAR-10 Batch 4: Train Loss= 0.503039, Train Accuracy= 0.87995, Valid. Loss= 1.156635, Valid. Accuracy= 0.59260 Epoch 181, CIFAR-10 Batch 5: Train Loss= 0.477328, Train Accuracy= 0.89480, Valid. Loss= 1.152280, Valid. Accuracy= 0.59900 Epoch 182, CIFAR-10 Batch 1: Train Loss= 0.525773, Train Accuracy= 0.86881, Valid. Loss= 1.143594, Valid. Accuracy= 0.59960 Epoch 182, CIFAR-10 Batch 2: Train Loss= 0.505430, Train Accuracy= 0.87624, Valid. Loss= 1.141257, Valid. Accuracy= 0.60280 Epoch 182, CIFAR-10 Batch 3: Train Loss= 0.497110, Train Accuracy= 0.87500, Valid. Loss= 1.138402, Valid. Accuracy= 0.60020 Epoch 182, CIFAR-10 Batch 4: Train Loss= 0.496366, Train Accuracy= 0.87871, Valid. Loss= 1.155045, Valid. Accuracy= 0.59120 Epoch 182, CIFAR-10 Batch 5: Train Loss= 0.483000, Train Accuracy= 0.89233, Valid. Loss= 1.166495, Valid. Accuracy= 0.59240 Epoch 183, CIFAR-10 Batch 1: Train Loss= 0.517115, Train Accuracy= 0.87005, Valid. Loss= 1.137033, Valid. Accuracy= 0.59960 Epoch 183, CIFAR-10 Batch 2: Train Loss= 0.516052, Train Accuracy= 0.86757, Valid. Loss= 1.148406, Valid. Accuracy= 0.60300 Epoch 183, CIFAR-10 Batch 3: Train Loss= 0.490936, Train Accuracy= 0.87871, Valid. Loss= 1.132406, Valid. Accuracy= 0.60300 Epoch 183, CIFAR-10 Batch 4: Train Loss= 0.493865, Train Accuracy= 0.88985, Valid. Loss= 1.154877, Valid. Accuracy= 0.59760 Epoch 183, CIFAR-10 Batch 5: Train Loss= 0.480713, Train Accuracy= 0.88490, Valid. Loss= 1.165929, Valid. Accuracy= 0.59140 Epoch 184, CIFAR-10 Batch 1: Train Loss= 0.521320, Train Accuracy= 0.86015, Valid. Loss= 1.144157, Valid. Accuracy= 0.60100 Epoch 184, CIFAR-10 Batch 2: Train Loss= 0.509560, Train Accuracy= 0.86262, Valid. Loss= 1.148973, Valid. Accuracy= 0.60320 Epoch 184, CIFAR-10 Batch 3: Train Loss= 0.483608, Train Accuracy= 0.89109, Valid. Loss= 1.138252, Valid. Accuracy= 0.60060 Epoch 184, CIFAR-10 Batch 4: Train Loss= 0.495224, Train Accuracy= 0.87748, Valid. Loss= 1.165902, Valid. Accuracy= 0.59320 Epoch 184, CIFAR-10 Batch 5: Train Loss= 0.479592, Train Accuracy= 0.88861, Valid. Loss= 1.159490, Valid. Accuracy= 0.58960 Epoch 185, CIFAR-10 Batch 1: Train Loss= 0.524904, Train Accuracy= 0.85767, Valid. Loss= 1.150451, Valid. Accuracy= 0.59960 Epoch 185, CIFAR-10 Batch 2: Train Loss= 0.506042, Train Accuracy= 0.86262, Valid. Loss= 1.139918, Valid. Accuracy= 0.60200 Epoch 185, CIFAR-10 Batch 3: Train Loss= 0.488786, Train Accuracy= 0.88119, Valid. Loss= 1.148163, Valid. Accuracy= 0.59380 Epoch 185, CIFAR-10 Batch 4: Train Loss= 0.484701, Train Accuracy= 0.89728, Valid. Loss= 1.151191, Valid. Accuracy= 0.59540 Epoch 185, CIFAR-10 Batch 5: Train Loss= 0.471924, Train Accuracy= 0.89728, Valid. Loss= 1.151785, Valid. Accuracy= 0.59580 Epoch 186, CIFAR-10 Batch 1: Train Loss= 0.515040, Train Accuracy= 0.87005, Valid. Loss= 1.144426, Valid. Accuracy= 0.59980 Epoch 186, CIFAR-10 Batch 2: Train Loss= 0.496794, Train Accuracy= 0.87995, Valid. Loss= 1.137270, Valid. Accuracy= 0.59840 Epoch 186, CIFAR-10 Batch 3: Train Loss= 0.490161, Train Accuracy= 0.87252, Valid. Loss= 1.160907, Valid. Accuracy= 0.58800 Epoch 186, CIFAR-10 Batch 4: Train Loss= 0.477938, Train Accuracy= 0.89480, Valid. Loss= 1.157985, Valid. Accuracy= 0.59260 Epoch 186, CIFAR-10 Batch 5: Train Loss= 0.472017, Train Accuracy= 0.90347, Valid. Loss= 1.146977, Valid. Accuracy= 0.59180 Epoch 187, CIFAR-10 Batch 1: Train Loss= 0.515041, Train Accuracy= 0.87129, Valid. Loss= 1.141103, Valid. Accuracy= 0.59880 Epoch 187, CIFAR-10 Batch 2: Train Loss= 0.494536, Train Accuracy= 0.87376, Valid. Loss= 1.135178, Valid. Accuracy= 0.60360 Epoch 187, CIFAR-10 Batch 3: Train Loss= 0.473323, Train Accuracy= 0.88738, Valid. Loss= 1.137830, Valid. Accuracy= 0.60000 Epoch 187, CIFAR-10 Batch 4: Train Loss= 0.472913, Train Accuracy= 0.88861, Valid. Loss= 1.143452, Valid. Accuracy= 0.59900 Epoch 187, CIFAR-10 Batch 5: Train Loss= 0.458869, Train Accuracy= 0.90099, Valid. Loss= 1.136864, Valid. Accuracy= 0.59940 Epoch 188, CIFAR-10 Batch 1: Train Loss= 0.512688, Train Accuracy= 0.86262, Valid. Loss= 1.148238, Valid. Accuracy= 0.59660 Epoch 188, CIFAR-10 Batch 2: Train Loss= 0.493288, Train Accuracy= 0.87252, Valid. Loss= 1.142165, Valid. Accuracy= 0.60040 Epoch 188, CIFAR-10 Batch 3: Train Loss= 0.472181, Train Accuracy= 0.89109, Valid. Loss= 1.134142, Valid. Accuracy= 0.59840 Epoch 188, CIFAR-10 Batch 4: Train Loss= 0.475979, Train Accuracy= 0.88861, Valid. Loss= 1.147426, Valid. Accuracy= 0.59540 Epoch 188, CIFAR-10 Batch 5: Train Loss= 0.456432, Train Accuracy= 0.90099, Valid. Loss= 1.145644, Valid. Accuracy= 0.59580 Epoch 189, CIFAR-10 Batch 1: Train Loss= 0.506358, Train Accuracy= 0.86881, Valid. Loss= 1.139225, Valid. Accuracy= 0.60000 Epoch 189, CIFAR-10 Batch 2: Train Loss= 0.479566, Train Accuracy= 0.89109, Valid. Loss= 1.132415, Valid. Accuracy= 0.59960 Epoch 189, CIFAR-10 Batch 3: Train Loss= 0.473956, Train Accuracy= 0.88490, Valid. Loss= 1.140758, Valid. Accuracy= 0.59320 Epoch 189, CIFAR-10 Batch 4: Train Loss= 0.468653, Train Accuracy= 0.88738, Valid. Loss= 1.147911, Valid. Accuracy= 0.59380 Epoch 189, CIFAR-10 Batch 5: Train Loss= 0.449143, Train Accuracy= 0.90718, Valid. Loss= 1.137132, Valid. Accuracy= 0.59920 Epoch 190, CIFAR-10 Batch 1: Train Loss= 0.508384, Train Accuracy= 0.86262, Valid. Loss= 1.157902, Valid. Accuracy= 0.59800 Epoch 190, CIFAR-10 Batch 2: Train Loss= 0.487408, Train Accuracy= 0.87500, Valid. Loss= 1.142619, Valid. Accuracy= 0.60060 Epoch 190, CIFAR-10 Batch 3: Train Loss= 0.472862, Train Accuracy= 0.88614, Valid. Loss= 1.147479, Valid. Accuracy= 0.59360 Epoch 190, CIFAR-10 Batch 4: Train Loss= 0.490419, Train Accuracy= 0.87995, Valid. Loss= 1.175515, Valid. Accuracy= 0.57880 Epoch 190, CIFAR-10 Batch 5: Train Loss= 0.456469, Train Accuracy= 0.89109, Valid. Loss= 1.160607, Valid. Accuracy= 0.59120 Epoch 191, CIFAR-10 Batch 1: Train Loss= 0.506690, Train Accuracy= 0.86510, Valid. Loss= 1.153846, Valid. Accuracy= 0.60160 Epoch 191, CIFAR-10 Batch 2: Train Loss= 0.479792, Train Accuracy= 0.88738, Valid. Loss= 1.137750, Valid. Accuracy= 0.60480 Epoch 191, CIFAR-10 Batch 3: Train Loss= 0.467259, Train Accuracy= 0.89356, Valid. Loss= 1.141072, Valid. Accuracy= 0.59600 Epoch 191, CIFAR-10 Batch 4: Train Loss= 0.465927, Train Accuracy= 0.89233, Valid. Loss= 1.153285, Valid. Accuracy= 0.59600 Epoch 191, CIFAR-10 Batch 5: Train Loss= 0.445977, Train Accuracy= 0.90842, Valid. Loss= 1.134290, Valid. Accuracy= 0.60420 Epoch 192, CIFAR-10 Batch 1: Train Loss= 0.514478, Train Accuracy= 0.86015, Valid. Loss= 1.165649, Valid. Accuracy= 0.59400 Epoch 192, CIFAR-10 Batch 2: Train Loss= 0.473222, Train Accuracy= 0.89233, Valid. Loss= 1.135352, Valid. Accuracy= 0.60280 Epoch 192, CIFAR-10 Batch 3: Train Loss= 0.467430, Train Accuracy= 0.89233, Valid. Loss= 1.154480, Valid. Accuracy= 0.59520 Epoch 192, CIFAR-10 Batch 4: Train Loss= 0.456439, Train Accuracy= 0.90099, Valid. Loss= 1.140828, Valid. Accuracy= 0.59960 Epoch 192, CIFAR-10 Batch 5: Train Loss= 0.443188, Train Accuracy= 0.90842, Valid. Loss= 1.141027, Valid. Accuracy= 0.60200 Epoch 193, CIFAR-10 Batch 1: Train Loss= 0.487412, Train Accuracy= 0.86386, Valid. Loss= 1.142338, Valid. Accuracy= 0.59920 Epoch 193, CIFAR-10 Batch 2: Train Loss= 0.469942, Train Accuracy= 0.89604, Valid. Loss= 1.134653, Valid. Accuracy= 0.60140 Epoch 193, CIFAR-10 Batch 3: Train Loss= 0.457903, Train Accuracy= 0.88985, Valid. Loss= 1.144765, Valid. Accuracy= 0.59580 Epoch 193, CIFAR-10 Batch 4: Train Loss= 0.440527, Train Accuracy= 0.90594, Valid. Loss= 1.129492, Valid. Accuracy= 0.60180 Epoch 193, CIFAR-10 Batch 5: Train Loss= 0.437104, Train Accuracy= 0.90594, Valid. Loss= 1.135719, Valid. Accuracy= 0.60080 Epoch 194, CIFAR-10 Batch 1: Train Loss= 0.485326, Train Accuracy= 0.88119, Valid. Loss= 1.138908, Valid. Accuracy= 0.59980 Epoch 194, CIFAR-10 Batch 2: Train Loss= 0.466638, Train Accuracy= 0.90223, Valid. Loss= 1.123284, Valid. Accuracy= 0.59940 Epoch 194, CIFAR-10 Batch 3: Train Loss= 0.460818, Train Accuracy= 0.88490, Valid. Loss= 1.137493, Valid. Accuracy= 0.59880 Epoch 194, CIFAR-10 Batch 4: Train Loss= 0.450203, Train Accuracy= 0.90223, Valid. Loss= 1.142801, Valid. Accuracy= 0.60120 Epoch 194, CIFAR-10 Batch 5: Train Loss= 0.433085, Train Accuracy= 0.90965, Valid. Loss= 1.132262, Valid. Accuracy= 0.60100 Epoch 195, CIFAR-10 Batch 1: Train Loss= 0.478093, Train Accuracy= 0.88243, Valid. Loss= 1.141530, Valid. Accuracy= 0.60040 Epoch 195, CIFAR-10 Batch 2: Train Loss= 0.462568, Train Accuracy= 0.89233, Valid. Loss= 1.127642, Valid. Accuracy= 0.60500 Epoch 195, CIFAR-10 Batch 3: Train Loss= 0.456040, Train Accuracy= 0.89233, Valid. Loss= 1.151552, Valid. Accuracy= 0.58980 Epoch 195, CIFAR-10 Batch 4: Train Loss= 0.441461, Train Accuracy= 0.90470, Valid. Loss= 1.133134, Valid. Accuracy= 0.60000 Epoch 195, CIFAR-10 Batch 5: Train Loss= 0.432379, Train Accuracy= 0.91832, Valid. Loss= 1.139158, Valid. Accuracy= 0.60020 Epoch 196, CIFAR-10 Batch 1: Train Loss= 0.473229, Train Accuracy= 0.88490, Valid. Loss= 1.132377, Valid. Accuracy= 0.60600 Epoch 196, CIFAR-10 Batch 2: Train Loss= 0.459227, Train Accuracy= 0.89233, Valid. Loss= 1.127164, Valid. Accuracy= 0.60460 Epoch 196, CIFAR-10 Batch 3: Train Loss= 0.458576, Train Accuracy= 0.88243, Valid. Loss= 1.152185, Valid. Accuracy= 0.58900 Epoch 196, CIFAR-10 Batch 4: Train Loss= 0.430641, Train Accuracy= 0.91213, Valid. Loss= 1.128145, Valid. Accuracy= 0.60560 Epoch 196, CIFAR-10 Batch 5: Train Loss= 0.424912, Train Accuracy= 0.91584, Valid. Loss= 1.134032, Valid. Accuracy= 0.60040 Epoch 197, CIFAR-10 Batch 1: Train Loss= 0.477357, Train Accuracy= 0.88119, Valid. Loss= 1.146674, Valid. Accuracy= 0.59920 Epoch 197, CIFAR-10 Batch 2: Train Loss= 0.446277, Train Accuracy= 0.90470, Valid. Loss= 1.117543, Valid. Accuracy= 0.60660 Epoch 197, CIFAR-10 Batch 3: Train Loss= 0.457766, Train Accuracy= 0.88738, Valid. Loss= 1.154463, Valid. Accuracy= 0.58960 Epoch 197, CIFAR-10 Batch 4: Train Loss= 0.431764, Train Accuracy= 0.90842, Valid. Loss= 1.137254, Valid. Accuracy= 0.60240 Epoch 197, CIFAR-10 Batch 5: Train Loss= 0.419596, Train Accuracy= 0.91708, Valid. Loss= 1.131847, Valid. Accuracy= 0.60380 Epoch 198, CIFAR-10 Batch 1: Train Loss= 0.476593, Train Accuracy= 0.86881, Valid. Loss= 1.148968, Valid. Accuracy= 0.60060 Epoch 198, CIFAR-10 Batch 2: Train Loss= 0.441680, Train Accuracy= 0.89975, Valid. Loss= 1.124672, Valid. Accuracy= 0.60980 Epoch 198, CIFAR-10 Batch 3: Train Loss= 0.437765, Train Accuracy= 0.89604, Valid. Loss= 1.142985, Valid. Accuracy= 0.59200 Epoch 198, CIFAR-10 Batch 4: Train Loss= 0.420718, Train Accuracy= 0.91089, Valid. Loss= 1.124922, Valid. Accuracy= 0.60080 Epoch 198, CIFAR-10 Batch 5: Train Loss= 0.411336, Train Accuracy= 0.91832, Valid. Loss= 1.122196, Valid. Accuracy= 0.60380 Epoch 199, CIFAR-10 Batch 1: Train Loss= 0.458868, Train Accuracy= 0.87995, Valid. Loss= 1.136271, Valid. Accuracy= 0.60100 Epoch 199, CIFAR-10 Batch 2: Train Loss= 0.441026, Train Accuracy= 0.89604, Valid. Loss= 1.131505, Valid. Accuracy= 0.60680 Epoch 199, CIFAR-10 Batch 3: Train Loss= 0.439357, Train Accuracy= 0.89851, Valid. Loss= 1.137063, Valid. Accuracy= 0.59660 Epoch 199, CIFAR-10 Batch 4: Train Loss= 0.420671, Train Accuracy= 0.91337, Valid. Loss= 1.130399, Valid. Accuracy= 0.59980 Epoch 199, CIFAR-10 Batch 5: Train Loss= 0.402824, Train Accuracy= 0.92203, Valid. Loss= 1.120873, Valid. Accuracy= 0.60400 Epoch 200, CIFAR-10 Batch 1: Train Loss= 0.452088, Train Accuracy= 0.89233, Valid. Loss= 1.131673, Valid. Accuracy= 0.60460 Epoch 200, CIFAR-10 Batch 2: Train Loss= 0.441774, Train Accuracy= 0.89728, Valid. Loss= 1.122370, Valid. Accuracy= 0.60240 Epoch 200, CIFAR-10 Batch 3: Train Loss= 0.435223, Train Accuracy= 0.89975, Valid. Loss= 1.130895, Valid. Accuracy= 0.59960 Epoch 200, CIFAR-10 Batch 4: Train Loss= 0.414590, Train Accuracy= 0.91584, Valid. Loss= 1.121442, Valid. Accuracy= 0.60500 Epoch 200, CIFAR-10 Batch 5: Train Loss= 0.409589, Train Accuracy= 0.91584, Valid. Loss= 1.131098, Valid. Accuracy= 0.60000 Epoch 201, CIFAR-10 Batch 1: Train Loss= 0.455933, Train Accuracy= 0.88243, Valid. Loss= 1.141347, Valid. Accuracy= 0.60240 Epoch 201, CIFAR-10 Batch 2: Train Loss= 0.450431, Train Accuracy= 0.88861, Valid. Loss= 1.140013, Valid. Accuracy= 0.60340 Epoch 201, CIFAR-10 Batch 3: Train Loss= 0.441214, Train Accuracy= 0.89480, Valid. Loss= 1.145847, Valid. Accuracy= 0.59680 Epoch 201, CIFAR-10 Batch 4: Train Loss= 0.416831, Train Accuracy= 0.91213, Valid. Loss= 1.137310, Valid. Accuracy= 0.60460 Epoch 201, CIFAR-10 Batch 5: Train Loss= 0.405153, Train Accuracy= 0.92327, Valid. Loss= 1.133817, Valid. Accuracy= 0.60160 Epoch 202, CIFAR-10 Batch 1: Train Loss= 0.443015, Train Accuracy= 0.89233, Valid. Loss= 1.132892, Valid. Accuracy= 0.60540 Epoch 202, CIFAR-10 Batch 2: Train Loss= 0.429493, Train Accuracy= 0.90594, Valid. Loss= 1.121510, Valid. Accuracy= 0.60660 Epoch 202, CIFAR-10 Batch 3: Train Loss= 0.425709, Train Accuracy= 0.90223, Valid. Loss= 1.141835, Valid. Accuracy= 0.59300 Epoch 202, CIFAR-10 Batch 4: Train Loss= 0.407598, Train Accuracy= 0.91460, Valid. Loss= 1.124835, Valid. Accuracy= 0.60520 Epoch 202, CIFAR-10 Batch 5: Train Loss= 0.394671, Train Accuracy= 0.92203, Valid. Loss= 1.124628, Valid. Accuracy= 0.60420 Epoch 203, CIFAR-10 Batch 1: Train Loss= 0.442754, Train Accuracy= 0.88861, Valid. Loss= 1.141435, Valid. Accuracy= 0.60340 Epoch 203, CIFAR-10 Batch 2: Train Loss= 0.443645, Train Accuracy= 0.88861, Valid. Loss= 1.146579, Valid. Accuracy= 0.59940 Epoch 203, CIFAR-10 Batch 3: Train Loss= 0.420067, Train Accuracy= 0.91089, Valid. Loss= 1.131809, Valid. Accuracy= 0.59840 Epoch 203, CIFAR-10 Batch 4: Train Loss= 0.403521, Train Accuracy= 0.92327, Valid. Loss= 1.130541, Valid. Accuracy= 0.60100 Epoch 203, CIFAR-10 Batch 5: Train Loss= 0.398804, Train Accuracy= 0.92327, Valid. Loss= 1.143052, Valid. Accuracy= 0.59840 Epoch 204, CIFAR-10 Batch 1: Train Loss= 0.429631, Train Accuracy= 0.89604, Valid. Loss= 1.126793, Valid. Accuracy= 0.61020 Epoch 204, CIFAR-10 Batch 2: Train Loss= 0.419732, Train Accuracy= 0.91460, Valid. Loss= 1.119454, Valid. Accuracy= 0.61200 Epoch 204, CIFAR-10 Batch 3: Train Loss= 0.416482, Train Accuracy= 0.90718, Valid. Loss= 1.136060, Valid. Accuracy= 0.59420 Epoch 204, CIFAR-10 Batch 4: Train Loss= 0.395690, Train Accuracy= 0.93441, Valid. Loss= 1.119854, Valid. Accuracy= 0.60340 Epoch 204, CIFAR-10 Batch 5: Train Loss= 0.392668, Train Accuracy= 0.92450, Valid. Loss= 1.127295, Valid. Accuracy= 0.60460 Epoch 205, CIFAR-10 Batch 1: Train Loss= 0.434237, Train Accuracy= 0.89851, Valid. Loss= 1.131256, Valid. Accuracy= 0.60740 Epoch 205, CIFAR-10 Batch 2: Train Loss= 0.421297, Train Accuracy= 0.91089, Valid. Loss= 1.124939, Valid. Accuracy= 0.60800 Epoch 205, CIFAR-10 Batch 3: Train Loss= 0.416517, Train Accuracy= 0.90223, Valid. Loss= 1.139097, Valid. Accuracy= 0.59880 Epoch 205, CIFAR-10 Batch 4: Train Loss= 0.398285, Train Accuracy= 0.92203, Valid. Loss= 1.133283, Valid. Accuracy= 0.60420 Epoch 205, CIFAR-10 Batch 5: Train Loss= 0.389578, Train Accuracy= 0.92698, Valid. Loss= 1.138538, Valid. Accuracy= 0.60060 Epoch 206, CIFAR-10 Batch 1: Train Loss= 0.426596, Train Accuracy= 0.89851, Valid. Loss= 1.127232, Valid. Accuracy= 0.60720 Epoch 206, CIFAR-10 Batch 2: Train Loss= 0.412372, Train Accuracy= 0.91089, Valid. Loss= 1.125776, Valid. Accuracy= 0.60060 Epoch 206, CIFAR-10 Batch 3: Train Loss= 0.407556, Train Accuracy= 0.91708, Valid. Loss= 1.135621, Valid. Accuracy= 0.59700 Epoch 206, CIFAR-10 Batch 4: Train Loss= 0.392407, Train Accuracy= 0.93441, Valid. Loss= 1.126310, Valid. Accuracy= 0.59960 Epoch 206, CIFAR-10 Batch 5: Train Loss= 0.384979, Train Accuracy= 0.93441, Valid. Loss= 1.128056, Valid. Accuracy= 0.60060 Epoch 207, CIFAR-10 Batch 1: Train Loss= 0.419265, Train Accuracy= 0.90718, Valid. Loss= 1.120025, Valid. Accuracy= 0.61420 Epoch 207, CIFAR-10 Batch 2: Train Loss= 0.410597, Train Accuracy= 0.91213, Valid. Loss= 1.110677, Valid. Accuracy= 0.61280 Epoch 207, CIFAR-10 Batch 3: Train Loss= 0.398339, Train Accuracy= 0.91460, Valid. Loss= 1.125193, Valid. Accuracy= 0.60100 Epoch 207, CIFAR-10 Batch 4: Train Loss= 0.386852, Train Accuracy= 0.93317, Valid. Loss= 1.127144, Valid. Accuracy= 0.60540 Epoch 207, CIFAR-10 Batch 5: Train Loss= 0.379256, Train Accuracy= 0.93069, Valid. Loss= 1.126775, Valid. Accuracy= 0.60680 Epoch 208, CIFAR-10 Batch 1: Train Loss= 0.412373, Train Accuracy= 0.89975, Valid. Loss= 1.130529, Valid. Accuracy= 0.60960 Epoch 208, CIFAR-10 Batch