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image_net_train.log
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nohup: ignoring input
--- input variables ---
model path : results/variable_0/loss_0.0452_acc_65.51%_epoch_11.pt
learning rate : 0.010000
image size : 256
batch size : 32
epochs : 100
use cuda device : cuda:0
data root path : /HDD2/image_net/ILSVRC/Data/CLS-LOC/
class name path : /HDD2/image_net/LOC_synset_mapping.txt
Train Epoch 1 | [64/732000 (0.01%)] Loss 0.0116, Accuaracy 76.56%Train Epoch 1 | [12864/732000 (1.76%)] Loss 0.0456, Accuaracy 37.61%Train Epoch 1 | [25664/732000 (3.51%)] Loss 0.0443, Accuaracy 37.99%Train Epoch 1 | [38464/732000 (5.25%)] Loss 0.0436, Accuaracy 38.51%Train Epoch 1 | [51264/732000 (7.00%)] Loss 0.0430, Accuaracy 39.20%Train Epoch 1 | [64064/732000 (8.75%)] Loss 0.0426, Accuaracy 39.68%Train Epoch 1 | [76864/732000 (10.50%)] Loss 0.0421, Accuaracy 40.21%Train Epoch 1 | [89664/732000 (12.25%)] Loss 0.0418, Accuaracy 40.59%Train Epoch 1 | [102464/732000 (14.00%)] Loss 0.0415, Accuaracy 40.86%Train Epoch 1 | [115264/732000 (15.75%)] Loss 0.0413, Accuaracy 41.06%Train Epoch 1 | [128064/732000 (17.50%)] Loss 0.0411, Accuaracy 41.36%Train Epoch 1 | [140864/732000 (19.24%)] Loss 0.0409, Accuaracy 41.59%Train Epoch 1 | [153664/732000 (20.99%)] Loss 0.0406, Accuaracy 41.86%Train Epoch 1 | [166464/732000 (22.74%)] Loss 0.0404, Accuaracy 42.10%Train Epoch 1 | [179264/732000 (24.49%)] Loss 0.0402, Accuaracy 42.34%Train Epoch 1 | [192064/732000 (26.24%)] Loss 0.0400, Accuaracy 42.63%Train Epoch 1 | [204864/732000 (27.99%)] Loss 0.0398, Accuaracy 42.87%Train Epoch 1 | [217664/732000 (29.74%)] Loss 0.0396, Accuaracy 43.10%Train Epoch 1 | [230464/732000 (31.48%)] Loss 0.0394, Accuaracy 43.32%Train Epoch 1 | [243264/732000 (33.23%)] Loss 0.0393, Accuaracy 43.50%Train Epoch 1 | [256064/732000 (34.98%)] Loss 0.0391, Accuaracy 43.71%Train Epoch 1 | [268864/732000 (36.73%)] Loss 0.0389, Accuaracy 43.93%Train Epoch 1 | [281664/732000 (38.48%)] Loss 0.0387, Accuaracy 44.16%Train Epoch 1 | [294464/732000 (40.23%)] Loss 0.0386, Accuaracy 44.37%Train Epoch 1 | [307264/732000 (41.98%)] Loss 0.0384, Accuaracy 44.56%Train Epoch 1 | [320064/732000 (43.72%)] Loss 0.0383, Accuaracy 44.72%Train Epoch 1 | [332864/732000 (45.47%)] Loss 0.0381, Accuaracy 44.89%Train Epoch 1 | [345664/732000 (47.22%)] Loss 0.0380, Accuaracy 45.06%Train Epoch 1 | [358464/732000 (48.97%)] Loss 0.0378, Accuaracy 45.23%Train Epoch 1 | [371264/732000 (50.72%)] Loss 0.0377, Accuaracy 45.42%Train Epoch 1 | [384064/732000 (52.47%)] Loss 0.0376, Accuaracy 45.59%Train Epoch 1 | [396864/732000 (54.22%)] Loss 0.0374, Accuaracy 45.73%Train Epoch 1 | [409664/732000 (55.97%)] Loss 0.0373, Accuaracy 45.90%Train Epoch 1 | [422464/732000 (57.71%)] Loss 0.0372, Accuaracy 46.08%Train Epoch 1 | [435264/732000 (59.46%)] Loss 0.0370, Accuaracy 46.24%Train Epoch 1 | [448064/732000 (61.21%)] Loss 0.0369, Accuaracy 46.40%Train Epoch 1 | [460864/732000 (62.96%)] Loss 0.0368, Accuaracy 46.56%Train Epoch 1 | [473664/732000 (64.71%)] Loss 0.0367, Accuaracy 46.72%Train Epoch 1 | [486464/732000 (66.46%)] Loss 0.0365, Accuaracy 46.88%Train Epoch 1 | [499264/732000 (68.21%)] Loss 0.0365, Accuaracy 47.00%Train Epoch 1 | [512064/732000 (69.95%)] Loss 0.0363, Accuaracy 47.12%Train Epoch 1 | [524864/732000 (71.70%)] Loss 0.0362, Accuaracy 47.26%Train Epoch 1 | [537664/732000 (73.45%)] Loss 0.0361, Accuaracy 47.40%Train Epoch 1 | [550464/732000 (75.20%)] Loss 0.0360, Accuaracy 47.52%Train Epoch 1 | [563264/732000 (76.95%)] Loss 0.0359, Accuaracy 47.67%Train Epoch 1 | [576064/732000 (78.70%)] Loss 0.0358, Accuaracy 47.79%Train Epoch 1 | [588864/732000 (80.45%)] Loss 0.0357, Accuaracy 47.91%Train Epoch 1 | [601664/732000 (82.19%)] Loss 0.0356, Accuaracy 48.02%Train Epoch 1 | [614464/732000 (83.94%)] Loss 0.0355, Accuaracy 48.13%Train Epoch 1 | [627264/732000 (85.69%)] Loss 0.0354, Accuaracy 48.24%Train Epoch 1 | [640064/732000 (87.44%)] Loss 0.0354, Accuaracy 48.36%Train Epoch 1 | [652864/732000 (89.19%)] Loss 0.0353, Accuaracy 48.48%Train Epoch 1 | [665664/732000 (90.94%)] Loss 0.0352, Accuaracy 48.59%Train Epoch 1 | [678464/732000 (92.69%)] Loss 0.0351, Accuaracy 48.69%Train Epoch 1 | [691264/732000 (94.43%)] Loss 0.0350, Accuaracy 48.81%Train Epoch 1 | [704064/732000 (96.18%)] Loss 0.0349, Accuaracy 48.93%Train Epoch 1 | [716864/732000 (97.93%)] Loss 0.0348, Accuaracy 49.02%Train Epoch 1 | [729664/732000 (99.68%)] Loss 0.0347, Accuaracy 49.12%Train Epoch 1 | Avarage Loss 0.0347, Average Accuracy 49.14%
Valid Epoch 1 | [32/50000 (0.06%)] Loss 0.0770, Accuaracy 56.25%Valid Epoch 1 | [1632/50000 (3.26%)] Loss 0.0688, Accuaracy 50.25%Valid Epoch 1 | [3232/50000 (6.46%)] Loss 0.0700, Accuaracy 49.50%Valid Epoch 1 | [4832/50000 (9.66%)] Loss 0.0705, Accuaracy 48.97%Valid Epoch 1 | [6432/50000 (12.86%)] Loss 0.0703, Accuaracy 48.99%Valid Epoch 1 | [8032/50000 (16.06%)] Loss 0.0702, Accuaracy 48.95%Valid Epoch 1 | [9632/50000 (19.26%)] Loss 0.0700, Accuaracy 48.61%Valid Epoch 1 | [11232/50000 (22.46%)] Loss 0.0700, Accuaracy 48.85%Valid Epoch 1 | [12832/50000 (25.66%)] Loss 0.0701, Accuaracy 49.06%Valid Epoch 1 | [14432/50000 (28.86%)] Loss 0.0700, Accuaracy 49.13%Valid Epoch 1 | [16032/50000 (32.06%)] Loss 0.0699, Accuaracy 49.48%Valid Epoch 1 | [17632/50000 (35.26%)] Loss 0.0700, Accuaracy 49.40%Valid Epoch 1 | [19232/50000 (38.46%)] Loss 0.0700, Accuaracy 49.42%Valid Epoch 1 | [20832/50000 (41.66%)] Loss 0.0701, Accuaracy 49.40%Valid Epoch 1 | [22432/50000 (44.86%)] Loss 0.0698, Accuaracy 49.47%Valid Epoch 1 | [24032/50000 (48.06%)] Loss 0.0700, Accuaracy 49.43%Valid Epoch 1 | [25632/50000 (51.26%)] Loss 0.0701, Accuaracy 49.41%Valid Epoch 1 | [27232/50000 (54.46%)] Loss 0.0701, Accuaracy 49.39%Valid Epoch 1 | [28832/50000 (57.66%)] Loss 0.0703, Accuaracy 49.38%Valid Epoch 1 | [30432/50000 (60.86%)] Loss 0.0704, Accuaracy 49.36%Valid Epoch 1 | [32032/50000 (64.06%)] Loss 0.0705, Accuaracy 49.31%Valid Epoch 1 | [33632/50000 (67.26%)] Loss 0.0705, Accuaracy 49.30%Valid Epoch 1 | [35232/50000 (70.46%)] Loss 0.0705, Accuaracy 49.26%Valid Epoch 1 | [36832/50000 (73.66%)] Loss 0.0704, Accuaracy 49.29%Valid Epoch 1 | [38432/50000 (76.86%)] Loss 0.0705, Accuaracy 49.24%Valid Epoch 1 | [40032/50000 (80.06%)] Loss 0.0705, Accuaracy 49.20%Valid Epoch 1 | [41632/50000 (83.26%)] Loss 0.0705, Accuaracy 49.19%Valid Epoch 1 | [43232/50000 (86.46%)] Loss 0.0705, Accuaracy 49.22%Valid Epoch 1 | [44832/50000 (89.66%)] Loss 0.0705, Accuaracy 49.25%Valid Epoch 1 | [46432/50000 (92.86%)] Loss 0.0705, Accuaracy 49.22%Valid Epoch 1 | [48032/50000 (96.06%)] Loss 0.0706, Accuaracy 49.27%Valid Epoch 1 | [49632/50000 (99.26%)] Loss 0.0706, Accuaracy 49.24%Valid Epoch 1 | Avarage Loss 0.0706, Average Accuracy 49.24%
Train Epoch 2 | [64/732000 (0.01%)] Loss 0.0279, Accuaracy 56.25%Train Epoch 2 | [12864/732000 (1.76%)] Loss 0.0282, Accuaracy 56.83%Train Epoch 2 | [25664/732000 (3.51%)] Loss 0.0280, Accuaracy 57.84%Train Epoch 2 | [38464/732000 (5.25%)] Loss 0.0279, Accuaracy 57.98%Train Epoch 2 | [51264/732000 (7.00%)] Loss 0.0279, Accuaracy 57.94%Train Epoch 2 | [64064/732000 (8.75%)] Loss 0.0278, Accuaracy 57.91%Train Epoch 2 | [76864/732000 (10.50%)] Loss 0.0278, Accuaracy 57.98%Train Epoch 2 | [89664/732000 (12.25%)] Loss 0.0279, Accuaracy 57.86%Train Epoch 2 | [102464/732000 (14.00%)] Loss 0.0279, Accuaracy 57.85%Train Epoch 2 | [115264/732000 (15.75%)] Loss 0.0278, Accuaracy 57.94%Train Epoch 2 | [128064/732000 (17.50%)] Loss 0.0278, Accuaracy 57.95%Train Epoch 2 | [140864/732000 (19.24%)] Loss 0.0278, Accuaracy 57.95%Train Epoch 2 | [153664/732000 (20.99%)] Loss 0.0278, Accuaracy 57.99%Train Epoch 2 | [166464/732000 (22.74%)] Loss 0.0278, Accuaracy 57.95%Train Epoch 2 | [179264/732000 (24.49%)] Loss 0.0278, Accuaracy 57.93%Train Epoch 2 | [192064/732000 (26.24%)] Loss 0.0278, Accuaracy 57.94%Train Epoch 2 | [204864/732000 (27.99%)] Loss 0.0277, Accuaracy 57.94%Train Epoch 2 | [217664/732000 (29.74%)] Loss 0.0277, Accuaracy 57.95%Train Epoch 2 | [230464/732000 (31.48%)] Loss 0.0277, Accuaracy 57.97%Train Epoch 2 | [243264/732000 (33.23%)] Loss 0.0277, Accuaracy 58.01%Train Epoch 2 | [256064/732000 (34.98%)] Loss 0.0277, Accuaracy 58.01%Train Epoch 2 | [268864/732000 (36.73%)] Loss 0.0276, Accuaracy 58.04%Train Epoch 2 | [281664/732000 (38.48%)] Loss 0.0276, Accuaracy 58.08%Train Epoch 2 | [294464/732000 (40.23%)] Loss 0.0276, Accuaracy 58.08%Train Epoch 2 | [307264/732000 (41.98%)] Loss 0.0276, Accuaracy 58.09%Train Epoch 2 | [320064/732000 (43.72%)] Loss 0.0275, Accuaracy 58.12%Train Epoch 2 | [332864/732000 (45.47%)] Loss 0.0275, Accuaracy 58.12%Train Epoch 2 | [345664/732000 (47.22%)] Loss 0.0275, Accuaracy 58.14%Train Epoch 2 | [358464/732000 (48.97%)] Loss 0.0275, Accuaracy 58.19%Train Epoch 2 | [371264/732000 (50.72%)] Loss 0.0274, Accuaracy 58.23%Train Epoch 2 | [384064/732000 (52.47%)] Loss 0.0274, Accuaracy 58.26%Train Epoch 2 | [396864/732000 (54.22%)] Loss 0.0274, Accuaracy 58.31%Train Epoch 2 | [409664/732000 (55.97%)] Loss 0.0274, Accuaracy 58.37%Train Epoch 2 | [422464/732000 (57.71%)] Loss 0.0273, Accuaracy 58.40%Train Epoch 2 | [435264/732000 (59.46%)] Loss 0.0273, Accuaracy 58.44%Train Epoch 2 | [448064/732000 (61.21%)] Loss 0.0273, Accuaracy 58.47%Train Epoch 2 | [460864/732000 (62.96%)] Loss 0.0273, Accuaracy 58.50%Train Epoch 2 | [473664/732000 (64.71%)] Loss 0.0272, Accuaracy 58.53%Train Epoch 2 | [486464/732000 (66.46%)] Loss 0.0272, Accuaracy 58.55%Train Epoch 2 | [499264/732000 (68.21%)] Loss 0.0272, Accuaracy 58.59%Train Epoch 2 | [512064/732000 (69.95%)] Loss 0.0271, Accuaracy 58.62%Train Epoch 2 | [524864/732000 (71.70%)] Loss 0.0271, Accuaracy 58.66%Train Epoch 2 | [537664/732000 (73.45%)] Loss 0.0271, Accuaracy 58.69%Train Epoch 2 | [550464/732000 (75.20%)] Loss 0.0271, Accuaracy 58.72%Train Epoch 2 | [563264/732000 (76.95%)] Loss 0.0271, Accuaracy 58.74%Train Epoch 2 | [576064/732000 (78.70%)] Loss 0.0270, Accuaracy 58.78%Train Epoch 2 | [588864/732000 (80.45%)] Loss 0.0270, Accuaracy 58.82%Train Epoch 2 | [601664/732000 (82.19%)] Loss 0.0270, Accuaracy 58.86%Train Epoch 2 | [614464/732000 (83.94%)] Loss 0.0270, Accuaracy 58.88%Train Epoch 2 | [627264/732000 (85.69%)] Loss 0.0269, Accuaracy 58.93%Train Epoch 2 | [640064/732000 (87.44%)] Loss 0.0269, Accuaracy 58.98%Train Epoch 2 | [652864/732000 (89.19%)] Loss 0.0269, Accuaracy 59.01%Train Epoch 2 | [665664/732000 (90.94%)] Loss 0.0269, Accuaracy 59.06%Train Epoch 2 | [678464/732000 (92.69%)] Loss 0.0268, Accuaracy 59.09%Train Epoch 2 | [691264/732000 (94.43%)] Loss 0.0268, Accuaracy 59.13%Train Epoch 2 | [704064/732000 (96.18%)] Loss 0.0268, Accuaracy 59.15%Train Epoch 2 | [716864/732000 (97.93%)] Loss 0.0268, Accuaracy 59.17%Train Epoch 2 | [729664/732000 (99.68%)] Loss 0.0268, Accuaracy 59.20%Train Epoch 2 | Avarage Loss 0.0268, Average Accuracy 59.20%
Valid Epoch 2 | [32/50000 (0.06%)] Loss 0.0701, Accuaracy 50.00%Valid Epoch 2 | [1632/50000 (3.26%)] Loss 0.0581, Accuaracy 55.58%Valid Epoch 2 | [3232/50000 (6.46%)] Loss 0.0594, Accuaracy 55.75%Valid Epoch 2 | [4832/50000 (9.66%)] Loss 0.0583, Accuaracy 56.66%Valid Epoch 2 | [6432/50000 (12.86%)] Loss 0.0578, Accuaracy 57.03%Valid Epoch 2 | [8032/50000 (16.06%)] Loss 0.0579, Accuaracy 57.10%Valid Epoch 2 | [9632/50000 (19.26%)] Loss 0.0583, Accuaracy 56.87%Valid Epoch 2 | [11232/50000 (22.46%)] Loss 0.0582, Accuaracy 56.86%Valid Epoch 2 | [12832/50000 (25.66%)] Loss 0.0582, Accuaracy 56.85%Valid Epoch 2 | [14432/50000 (28.86%)] Loss 0.0581, Accuaracy 56.83%Valid Epoch 2 | [16032/50000 (32.06%)] Loss 0.0584, Accuaracy 56.78%Valid Epoch 2 | [17632/50000 (35.26%)] Loss 0.0582, Accuaracy 56.85%Valid Epoch 2 | [19232/50000 (38.46%)] Loss 0.0583, Accuaracy 56.79%Valid Epoch 2 | [20832/50000 (41.66%)] Loss 0.0583, Accuaracy 56.84%Valid Epoch 2 | [22432/50000 (44.86%)] Loss 0.0584, Accuaracy 56.78%Valid Epoch 2 | [24032/50000 (48.06%)] Loss 0.0584, Accuaracy 56.71%Valid Epoch 2 | [25632/50000 (51.26%)] Loss 0.0583, Accuaracy 56.81%Valid Epoch 2 | [27232/50000 (54.46%)] Loss 0.0585, Accuaracy 56.74%Valid Epoch 2 | [28832/50000 (57.66%)] Loss 0.0584, Accuaracy 56.77%Valid Epoch 2 | [30432/50000 (60.86%)] Loss 0.0585, Accuaracy 56.69%Valid Epoch 2 | [32032/50000 (64.06%)] Loss 0.0584, Accuaracy 56.73%Valid Epoch 2 | [33632/50000 (67.26%)] Loss 0.0584, Accuaracy 56.64%Valid Epoch 2 | [35232/50000 (70.46%)] Loss 0.0585, Accuaracy 56.61%Valid Epoch 2 | [36832/50000 (73.66%)] Loss 0.0584, Accuaracy 56.68%Valid Epoch 2 | [38432/50000 (76.86%)] Loss 0.0583, Accuaracy 56.65%Valid Epoch 2 | [40032/50000 (80.06%)] Loss 0.0582, Accuaracy 56.68%Valid Epoch 2 | [41632/50000 (83.26%)] Loss 0.0582, Accuaracy 56.72%Valid Epoch 2 | [43232/50000 (86.46%)] Loss 0.0583, Accuaracy 56.75%Valid Epoch 2 | [44832/50000 (89.66%)] Loss 0.0583, Accuaracy 56.72%Valid Epoch 2 | [46432/50000 (92.86%)] Loss 0.0583, Accuaracy 56.79%Valid Epoch 2 | [48032/50000 (96.06%)] Loss 0.0582, Accuaracy 56.83%Valid Epoch 2 | [49632/50000 (99.26%)] Loss 0.0582, Accuaracy 56.82%Valid Epoch 2 | Avarage Loss 0.0582, Average Accuracy 56.80%
Train Epoch 3 | [64/732000 (0.01%)] Loss 0.0241, Accuaracy 62.50%Train Epoch 3 | [12864/732000 (1.76%)] Loss 0.0231, Accuaracy 63.77%Train Epoch 3 | [25664/732000 (3.51%)] Loss 0.0234, Accuaracy 63.46%Train Epoch 3 | [38464/732000 (5.25%)] Loss 0.0234, Accuaracy 63.45%Train Epoch 3 | [51264/732000 (7.00%)] Loss 0.0234, Accuaracy 63.47%Train Epoch 3 | [64064/732000 (8.75%)] Loss 0.0234, Accuaracy 63.42%Train Epoch 3 | [76864/732000 (10.50%)] Loss 0.0234, Accuaracy 63.46%Train Epoch 3 | [89664/732000 (12.25%)] Loss 0.0234, Accuaracy 63.53%Train Epoch 3 | [102464/732000 (14.00%)] Loss 0.0234, Accuaracy 63.56%Train Epoch 3 | [115264/732000 (15.75%)] Loss 0.0234, Accuaracy 63.58%Train Epoch 3 | [128064/732000 (17.50%)] Loss 0.0234, Accuaracy 63.53%Train Epoch 3 | [140864/732000 (19.24%)] Loss 0.0234, Accuaracy 63.53%Train Epoch 3 | [153664/732000 (20.99%)] Loss 0.0234, Accuaracy 63.50%Train Epoch 3 | [166464/732000 (22.74%)] Loss 0.0234, Accuaracy 63.47%Train Epoch 3 | [179264/732000 (24.49%)] Loss 0.0234, Accuaracy 63.43%Train Epoch 3 | [192064/732000 (26.24%)] Loss 0.0234, Accuaracy 63.40%Train Epoch 3 | [204864/732000 (27.99%)] Loss 0.0234, Accuaracy 63.45%Train Epoch 3 | [217664/732000 (29.74%)] Loss 0.0234, Accuaracy 63.44%Train Epoch 3 | [230464/732000 (31.48%)] Loss 0.0234, Accuaracy 63.48%Train Epoch 3 | [243264/732000 (33.23%)] Loss 0.0234, Accuaracy 63.53%Train Epoch 3 | [256064/732000 (34.98%)] Loss 0.0234, Accuaracy 63.53%Train Epoch 3 | [268864/732000 (36.73%)] Loss 0.0234, Accuaracy 63.54%Train Epoch 3 | [281664/732000 (38.48%)] Loss 0.0234, Accuaracy 63.55%Train Epoch 3 | [294464/732000 (40.23%)] Loss 0.0234, Accuaracy 63.55%Train Epoch 3 | [307264/732000 (41.98%)] Loss 0.0234, Accuaracy 63.56%Train Epoch 3 | [320064/732000 (43.72%)] Loss 0.0234, Accuaracy 63.61%Train Epoch 3 | [332864/732000 (45.47%)] Loss 0.0234, Accuaracy 63.64%Train Epoch 3 | [345664/732000 (47.22%)] Loss 0.0234, Accuaracy 63.66%Train Epoch 3 | [358464/732000 (48.97%)] Loss 0.0234, Accuaracy 63.66%Train Epoch 3 | [371264/732000 (50.72%)] Loss 0.0233, Accuaracy 63.68%Train Epoch 3 | [384064/732000 (52.47%)] Loss 0.0233, Accuaracy 63.69%Train Epoch 3 | [396864/732000 (54.22%)] Loss 0.0233, Accuaracy 63.70%Train Epoch 3 | [409664/732000 (55.97%)] Loss 0.0233, Accuaracy 63.72%Train Epoch 3 | [422464/732000 (57.71%)] Loss 0.0233, Accuaracy 63.73%Train Epoch 3 | [435264/732000 (59.46%)] Loss 0.0233, Accuaracy 63.73%Train Epoch 3 | [448064/732000 (61.21%)] Loss 0.0233, Accuaracy 63.73%Train Epoch 3 | [460864/732000 (62.96%)] Loss 0.0233, Accuaracy 63.73%Train Epoch 3 | [473664/732000 (64.71%)] Loss 0.0233, Accuaracy 63.72%Train Epoch 3 | [486464/732000 (66.46%)] Loss 0.0233, Accuaracy 63.74%Train Epoch 3 | [499264/732000 (68.21%)] Loss 0.0233, Accuaracy 63.76%Train Epoch 3 | [512064/732000 (69.95%)] Loss 0.0233, Accuaracy 63.76%Train Epoch 3 | [524864/732000 (71.70%)] Loss 0.0233, Accuaracy 63.79%Train Epoch 3 | [537664/732000 (73.45%)] Loss 0.0233, Accuaracy 63.80%Train Epoch 3 | [550464/732000 (75.20%)] Loss 0.0233, Accuaracy 63.78%Train Epoch 3 | [563264/732000 (76.95%)] Loss 0.0232, Accuaracy 63.80%Train Epoch 3 | [576064/732000 (78.70%)] Loss 0.0232, Accuaracy 63.83%Train Epoch 3 | [588864/732000 (80.45%)] Loss 0.0232, Accuaracy 63.84%Train Epoch 3 | [601664/732000 (82.19%)] Loss 0.0232, Accuaracy 63.85%Train Epoch 3 | [614464/732000 (83.94%)] Loss 0.0232, Accuaracy 63.87%Train Epoch 3 | [627264/732000 (85.69%)] Loss 0.0232, Accuaracy 63.89%Train Epoch 3 | [640064/732000 (87.44%)] Loss 0.0232, Accuaracy 63.91%Train Epoch 3 | [652864/732000 (89.19%)] Loss 0.0232, Accuaracy 63.92%Train Epoch 3 | [665664/732000 (90.94%)] Loss 0.0232, Accuaracy 63.93%Train Epoch 3 | [678464/732000 (92.69%)] Loss 0.0231, Accuaracy 63.95%Train Epoch 3 | [691264/732000 (94.43%)] Loss 0.0231, Accuaracy 63.96%Train Epoch 3 | [704064/732000 (96.18%)] Loss 0.0231, Accuaracy 63.96%Train Epoch 3 | [716864/732000 (97.93%)] Loss 0.0231, Accuaracy 63.98%Train Epoch 3 | [729664/732000 (99.68%)] Loss 0.0231, Accuaracy 63.98%Train Epoch 3 | Avarage Loss 0.0231, Average Accuracy 63.98%
Valid Epoch 3 | [32/50000 (0.06%)] Loss 0.0401, Accuaracy 71.88%Valid Epoch 3 | [1632/50000 (3.26%)] Loss 0.0539, Accuaracy 58.39%Valid Epoch 3 | [3232/50000 (6.46%)] Loss 0.0530, Accuaracy 59.90%Valid Epoch 3 | [4832/50000 (9.66%)] Loss 0.0528, Accuaracy 60.72%Valid Epoch 3 | [6432/50000 (12.86%)] Loss 0.0529, Accuaracy 60.46%Valid Epoch 3 | [8032/50000 (16.06%)] Loss 0.0526, Accuaracy 60.37%Valid Epoch 3 | [9632/50000 (19.26%)] Loss 0.0527, Accuaracy 60.22%Valid Epoch 3 | [11232/50000 (22.46%)] Loss 0.0526, Accuaracy 60.14%Valid Epoch 3 | [12832/50000 (25.66%)] Loss 0.0524, Accuaracy 60.25%Valid Epoch 3 | [14432/50000 (28.86%)] Loss 0.0525, Accuaracy 60.19%Valid Epoch 3 | [16032/50000 (32.06%)] Loss 0.0526, Accuaracy 60.23%Valid Epoch 3 | [17632/50000 (35.26%)] Loss 0.0525, Accuaracy 60.39%Valid Epoch 3 | [19232/50000 (38.46%)] Loss 0.0528, Accuaracy 60.21%Valid Epoch 3 | [20832/50000 (41.66%)] Loss 0.0526, Accuaracy 60.35%Valid Epoch 3 | [22432/50000 (44.86%)] Loss 0.0525, Accuaracy 60.40%Valid Epoch 3 | [24032/50000 (48.06%)] Loss 0.0524, Accuaracy 60.29%Valid Epoch 3 | [25632/50000 (51.26%)] Loss 0.0523, Accuaracy 60.34%Valid Epoch 3 | [27232/50000 (54.46%)] Loss 0.0522, Accuaracy 60.44%Valid Epoch 3 | [28832/50000 (57.66%)] Loss 0.0521, Accuaracy 60.44%Valid Epoch 3 | [30432/50000 (60.86%)] Loss 0.0522, Accuaracy 60.48%Valid Epoch 3 | [32032/50000 (64.06%)] Loss 0.0521, Accuaracy 60.53%Valid Epoch 3 | [33632/50000 (67.26%)] Loss 0.0522, Accuaracy 60.48%Valid Epoch 3 | [35232/50000 (70.46%)] Loss 0.0523, Accuaracy 60.39%Valid Epoch 3 | [36832/50000 (73.66%)] Loss 0.0524, Accuaracy 60.38%Valid Epoch 3 | [38432/50000 (76.86%)] Loss 0.0524, Accuaracy 60.37%Valid Epoch 3 | [40032/50000 (80.06%)] Loss 0.0524, Accuaracy 60.43%Valid Epoch 3 | [41632/50000 (83.26%)] Loss 0.0524, Accuaracy 60.42%Valid Epoch 3 | [43232/50000 (86.46%)] Loss 0.0524, Accuaracy 60.43%Valid Epoch 3 | [44832/50000 (89.66%)] Loss 0.0523, Accuaracy 60.51%Valid Epoch 3 | [46432/50000 (92.86%)] Loss 0.0523, Accuaracy 60.49%Valid Epoch 3 | [48032/50000 (96.06%)] Loss 0.0523, Accuaracy 60.48%Valid Epoch 3 | [49632/50000 (99.26%)] Loss 0.0524, Accuaracy 60.53%Valid Epoch 3 | Avarage Loss 0.0524, Average Accuracy 60.52%
Train Epoch 4 | [64/732000 (0.01%)] Loss 0.0209, Accuaracy 67.19%Train Epoch 4 | [12864/732000 (1.76%)] Loss 0.0204, Accuaracy 67.34%Train Epoch 4 | [25664/732000 (3.51%)] Loss 0.0201, Accuaracy 67.91%Train Epoch 4 | [38464/732000 (5.25%)] Loss 0.0204, Accuaracy 67.45%Train Epoch 4 | [51264/732000 (7.00%)] Loss 0.0204, Accuaracy 67.36%Train Epoch 4 | [64064/732000 (8.75%)] Loss 0.0205, Accuaracy 67.33%Train Epoch 4 | [76864/732000 (10.50%)] Loss 0.0205, Accuaracy 67.39%Train Epoch 4 | [89664/732000 (12.25%)] Loss 0.0205, Accuaracy 67.30%Train Epoch 4 | [102464/732000 (14.00%)] Loss 0.0206, Accuaracy 67.25%Train Epoch 4 | [115264/732000 (15.75%)] Loss 0.0206, Accuaracy 67.26%Train Epoch 4 | [128064/732000 (17.50%)] Loss 0.0206, Accuaracy 67.27%Train Epoch 4 | [140864/732000 (19.24%)] Loss 0.0206, Accuaracy 67.22%Train Epoch 4 | [153664/732000 (20.99%)] Loss 0.0206, Accuaracy 67.24%Train Epoch 4 | [166464/732000 (22.74%)] Loss 0.0206, Accuaracy 67.20%Train Epoch 4 | [179264/732000 (24.49%)] Loss 0.0206, Accuaracy 67.24%Train Epoch 4 | [192064/732000 (26.24%)] Loss 0.0206, Accuaracy 67.26%Train Epoch 4 | [204864/732000 (27.99%)] Loss 0.0206, Accuaracy 67.19%Train Epoch 4 | [217664/732000 (29.74%)] Loss 0.0206, Accuaracy 67.16%Train Epoch 4 | [230464/732000 (31.48%)] Loss 0.0206, Accuaracy 67.22%Train Epoch 4 | [243264/732000 (33.23%)] Loss 0.0206, Accuaracy 67.18%Train Epoch 4 | [256064/732000 (34.98%)] Loss 0.0206, Accuaracy 67.20%Train Epoch 4 | [268864/732000 (36.73%)] Loss 0.0206, Accuaracy 67.18%Train Epoch 4 | [281664/732000 (38.48%)] Loss 0.0206, Accuaracy 67.15%Train Epoch 4 | [294464/732000 (40.23%)] Loss 0.0206, Accuaracy 67.16%Train Epoch 4 | [307264/732000 (41.98%)] Loss 0.0206, Accuaracy 67.18%Train Epoch 4 | [320064/732000 (43.72%)] Loss 0.0206, Accuaracy 67.19%Train Epoch 4 | [332864/732000 (45.47%)] Loss 0.0206, Accuaracy 67.20%Train Epoch 4 | [345664/732000 (47.22%)] Loss 0.0206, Accuaracy 67.20%Train Epoch 4 | [358464/732000 (48.97%)] Loss 0.0206, Accuaracy 67.21%Train Epoch 4 | [371264/732000 (50.72%)] Loss 0.0206, Accuaracy 67.22%Train Epoch 4 | [384064/732000 (52.47%)] Loss 0.0206, Accuaracy 67.20%Train Epoch 4 | [396864/732000 (54.22%)] Loss 0.0206, Accuaracy 67.19%Train Epoch 4 | [409664/732000 (55.97%)] Loss 0.0206, Accuaracy 67.18%Train Epoch 4 | [422464/732000 (57.71%)] Loss 0.0206, Accuaracy 67.18%Train Epoch 4 | [435264/732000 (59.46%)] Loss 0.0207, Accuaracy 67.16%Train Epoch 4 | [448064/732000 (61.21%)] Loss 0.0207, Accuaracy 67.16%Train Epoch 4 | [460864/732000 (62.96%)] Loss 0.0207, Accuaracy 67.16%Train Epoch 4 | [473664/732000 (64.71%)] Loss 0.0207, Accuaracy 67.18%Train Epoch 4 | [486464/732000 (66.46%)] Loss 0.0207, Accuaracy 67.19%Train Epoch 4 | [499264/732000 (68.21%)] Loss 0.0207, Accuaracy 67.17%Train Epoch 4 | [512064/732000 (69.95%)] Loss 0.0207, Accuaracy 67.18%Train Epoch 4 | [524864/732000 (71.70%)] Loss 0.0207, Accuaracy 67.18%Train Epoch 4 | [537664/732000 (73.45%)] Loss 0.0207, Accuaracy 67.17%Train Epoch 4 | [550464/732000 (75.20%)] Loss 0.0207, Accuaracy 67.16%Train Epoch 4 | [563264/732000 (76.95%)] Loss 0.0207, Accuaracy 67.15%Train Epoch 4 | [576064/732000 (78.70%)] Loss 0.0207, Accuaracy 67.17%Train Epoch 4 | [588864/732000 (80.45%)] Loss 0.0207, Accuaracy 67.17%Train Epoch 4 | [601664/732000 (82.19%)] Loss 0.0207, Accuaracy 67.17%Train Epoch 4 | [614464/732000 (83.94%)] Loss 0.0207, Accuaracy 67.17%Train Epoch 4 | [627264/732000 (85.69%)] Loss 0.0207, Accuaracy 67.16%Train Epoch 4 | [640064/732000 (87.44%)] Loss 0.0207, Accuaracy 67.18%Train Epoch 4 | [652864/732000 (89.19%)] Loss 0.0207, Accuaracy 67.19%Train Epoch 4 | [665664/732000 (90.94%)] Loss 0.0207, Accuaracy 67.19%Train Epoch 4 | [678464/732000 (92.69%)] Loss 0.0207, Accuaracy 67.19%Train Epoch 4 | [691264/732000 (94.43%)] Loss 0.0207, Accuaracy 67.18%Train Epoch 4 | [704064/732000 (96.18%)] Loss 0.0207, Accuaracy 67.18%Train Epoch 4 | [716864/732000 (97.93%)] Loss 0.0207, Accuaracy 67.19%Train Epoch 4 | [729664/732000 (99.68%)] Loss 0.0207, Accuaracy 67.20%Train Epoch 4 | Avarage Loss 0.0207, Average Accuracy 67.20%
Valid Epoch 4 | [32/50000 (0.06%)] Loss 0.0584, Accuaracy 62.50%Valid Epoch 4 | [1632/50000 (3.26%)] Loss 0.0523, Accuaracy 61.83%Valid Epoch 4 | [3232/50000 (6.46%)] Loss 0.0527, Accuaracy 61.45%Valid Epoch 4 | [4832/50000 (9.66%)] Loss 0.0535, Accuaracy 60.60%Valid Epoch 4 | [6432/50000 (12.86%)] Loss 0.0534, Accuaracy 60.60%Valid Epoch 4 | [8032/50000 (16.06%)] Loss 0.0533, Accuaracy 60.42%Valid Epoch 4 | [9632/50000 (19.26%)] Loss 0.0533, Accuaracy 60.27%Valid Epoch 4 | [11232/50000 (22.46%)] Loss 0.0530, Accuaracy 60.37%Valid Epoch 4 | [12832/50000 (25.66%)] Loss 0.0529, Accuaracy 60.27%Valid Epoch 4 | [14432/50000 (28.86%)] Loss 0.0526, Accuaracy 60.50%Valid Epoch 4 | [16032/50000 (32.06%)] Loss 0.0524, Accuaracy 60.73%Valid Epoch 4 | [17632/50000 (35.26%)] Loss 0.0522, Accuaracy 60.88%Valid Epoch 4 | [19232/50000 (38.46%)] Loss 0.0524, Accuaracy 60.74%Valid Epoch 4 | [20832/50000 (41.66%)] Loss 0.0524, Accuaracy 60.73%Valid Epoch 4 | [22432/50000 (44.86%)] Loss 0.0524, Accuaracy 60.80%Valid Epoch 4 | [24032/50000 (48.06%)] Loss 0.0525, Accuaracy 60.84%Valid Epoch 4 | [25632/50000 (51.26%)] Loss 0.0524, Accuaracy 60.89%Valid Epoch 4 | [27232/50000 (54.46%)] Loss 0.0524, Accuaracy 60.92%Valid Epoch 4 | [28832/50000 (57.66%)] Loss 0.0523, Accuaracy 60.98%Valid Epoch 4 | [30432/50000 (60.86%)] Loss 0.0521, Accuaracy 60.99%Valid Epoch 4 | [32032/50000 (64.06%)] Loss 0.0521, Accuaracy 61.02%Valid Epoch 4 | [33632/50000 (67.26%)] Loss 0.0521, Accuaracy 61.04%Valid Epoch 4 | [35232/50000 (70.46%)] Loss 0.0521, Accuaracy 60.99%Valid Epoch 4 | [36832/50000 (73.66%)] Loss 0.0521, Accuaracy 61.04%Valid Epoch 4 | [38432/50000 (76.86%)] Loss 0.0520, Accuaracy 61.08%Valid Epoch 4 | [40032/50000 (80.06%)] Loss 0.0521, Accuaracy 61.09%Valid Epoch 4 | [41632/50000 (83.26%)] Loss 0.0522, Accuaracy 60.96%Valid Epoch 4 | [43232/50000 (86.46%)] Loss 0.0522, Accuaracy 60.94%Valid Epoch 4 | [44832/50000 (89.66%)] Loss 0.0522, Accuaracy 61.02%Valid Epoch 4 | [46432/50000 (92.86%)] Loss 0.0520, Accuaracy 61.13%Valid Epoch 4 | [48032/50000 (96.06%)] Loss 0.0519, Accuaracy 61.19%Valid Epoch 4 | [49632/50000 (99.26%)] Loss 0.0519, Accuaracy 61.20%Valid Epoch 4 | Avarage Loss 0.0519, Average Accuracy 61.21%
Train Epoch 5 | [64/732000 (0.01%)] Loss 0.0153, Accuaracy 70.31%Train Epoch 5 | [12864/732000 (1.76%)] Loss 0.0181, Accuaracy 70.73%Train Epoch 5 | [25664/732000 (3.51%)] Loss 0.0183, Accuaracy 70.51%Train Epoch 5 | [38464/732000 (5.25%)] Loss 0.0182, Accuaracy 70.62%Train Epoch 5 | [51264/732000 (7.00%)] Loss 0.0182, Accuaracy 70.51%Train Epoch 5 | [64064/732000 (8.75%)] Loss 0.0183, Accuaracy 70.33%Train Epoch 5 | [76864/732000 (10.50%)] Loss 0.0184, Accuaracy 70.29%Train Epoch 5 | [89664/732000 (12.25%)] Loss 0.0185, Accuaracy 70.30%Train Epoch 5 | [102464/732000 (14.00%)] Loss 0.0186, Accuaracy 70.14%Train Epoch 5 | [115264/732000 (15.75%)] Loss 0.0185, Accuaracy 70.18%Train Epoch 5 | [128064/732000 (17.50%)] Loss 0.0186, Accuaracy 70.11%Train Epoch 5 | [140864/732000 (19.24%)] Loss 0.0186, Accuaracy 70.03%Train Epoch 5 | [153664/732000 (20.99%)] Loss 0.0186, Accuaracy 69.98%Train Epoch 5 | [166464/732000 (22.74%)] Loss 0.0186, Accuaracy 69.95%Train Epoch 5 | [179264/732000 (24.49%)] Loss 0.0187, Accuaracy 69.95%Train Epoch 5 | [192064/732000 (26.24%)] Loss 0.0187, Accuaracy 69.93%Train Epoch 5 | [204864/732000 (27.99%)] Loss 0.0187, Accuaracy 69.87%Train Epoch 5 | [217664/732000 (29.74%)] Loss 0.0187, Accuaracy 69.83%Train Epoch 5 | [230464/732000 (31.48%)] Loss 0.0187, Accuaracy 69.81%Train Epoch 5 | [243264/732000 (33.23%)] Loss 0.0187, Accuaracy 69.82%Train Epoch 5 | [256064/732000 (34.98%)] Loss 0.0187, Accuaracy 69.82%Train Epoch 5 | [268864/732000 (36.73%)] Loss 0.0187, Accuaracy 69.80%Train Epoch 5 | [281664/732000 (38.48%)] Loss 0.0188, Accuaracy 69.78%Train Epoch 5 | [294464/732000 (40.23%)] Loss 0.0188, Accuaracy 69.79%Train Epoch 5 | [307264/732000 (41.98%)] Loss 0.0188, Accuaracy 69.79%Train Epoch 5 | [320064/732000 (43.72%)] Loss 0.0188, Accuaracy 69.75%Train Epoch 5 | [332864/732000 (45.47%)] Loss 0.0188, Accuaracy 69.75%Train Epoch 5 | [345664/732000 (47.22%)] Loss 0.0188, Accuaracy 69.76%Train Epoch 5 | [358464/732000 (48.97%)] Loss 0.0188, Accuaracy 69.73%Train Epoch 5 | [371264/732000 (50.72%)] Loss 0.0188, Accuaracy 69.71%Train Epoch 5 | [384064/732000 (52.47%)] Loss 0.0188, Accuaracy 69.69%Train Epoch 5 | [396864/732000 (54.22%)] Loss 0.0188, Accuaracy 69.69%Train Epoch 5 | [409664/732000 (55.97%)] Loss 0.0189, Accuaracy 69.69%Train Epoch 5 | [422464/732000 (57.71%)] Loss 0.0189, Accuaracy 69.69%Train Epoch 5 | [435264/732000 (59.46%)] Loss 0.0189, Accuaracy 69.68%Train Epoch 5 | [448064/732000 (61.21%)] Loss 0.0189, Accuaracy 69.68%Train Epoch 5 | [460864/732000 (62.96%)] Loss 0.0189, Accuaracy 69.68%Train Epoch 5 | [473664/732000 (64.71%)] Loss 0.0189, Accuaracy 69.67%Train Epoch 5 | [486464/732000 (66.46%)] Loss 0.0189, Accuaracy 69.66%Train Epoch 5 | [499264/732000 (68.21%)] Loss 0.0189, Accuaracy 69.68%Train Epoch 5 | [512064/732000 (69.95%)] Loss 0.0189, Accuaracy 69.66%Train Epoch 5 | [524864/732000 (71.70%)] Loss 0.0189, Accuaracy 69.65%Train Epoch 5 | [537664/732000 (73.45%)] Loss 0.0189, Accuaracy 69.63%Train Epoch 5 | [550464/732000 (75.20%)] Loss 0.0189, Accuaracy 69.62%Train Epoch 5 | [563264/732000 (76.95%)] Loss 0.0189, Accuaracy 69.61%Train Epoch 5 | [576064/732000 (78.70%)] Loss 0.0189, Accuaracy 69.61%Train Epoch 5 | [588864/732000 (80.45%)] Loss 0.0189, Accuaracy 69.60%Train Epoch 5 | [601664/732000 (82.19%)] Loss 0.0189, Accuaracy 69.60%Train Epoch 5 | [614464/732000 (83.94%)] Loss 0.0189, Accuaracy 69.60%Train Epoch 5 | [627264/732000 (85.69%)] Loss 0.0189, Accuaracy 69.58%Train Epoch 5 | [640064/732000 (87.44%)] Loss 0.0189, Accuaracy 69.57%Train Epoch 5 | [652864/732000 (89.19%)] Loss 0.0190, Accuaracy 69.57%Train Epoch 5 | [665664/732000 (90.94%)] Loss 0.0190, Accuaracy 69.56%Train Epoch 5 | [678464/732000 (92.69%)] Loss 0.0190, Accuaracy 69.55%Train Epoch 5 | [691264/732000 (94.43%)] Loss 0.0189, Accuaracy 69.56%Train Epoch 5 | [704064/732000 (96.18%)] Loss 0.0189, Accuaracy 69.57%Train Epoch 5 | [716864/732000 (97.93%)] Loss 0.0189, Accuaracy 69.57%Train Epoch 5 | [729664/732000 (99.68%)] Loss 0.0190, Accuaracy 69.56%Train Epoch 5 | Avarage Loss 0.0189, Average Accuracy 69.56%
Valid Epoch 5 | [32/50000 (0.06%)] Loss 0.0508, Accuaracy 65.62%Valid Epoch 5 | [1632/50000 (3.26%)] Loss 0.0496, Accuaracy 62.19%Valid Epoch 5 | [3232/50000 (6.46%)] Loss 0.0486, Accuaracy 62.53%Valid Epoch 5 | [4832/50000 (9.66%)] Loss 0.0481, Accuaracy 62.96%Valid Epoch 5 | [6432/50000 (12.86%)] Loss 0.0484, Accuaracy 63.14%Valid Epoch 5 | [8032/50000 (16.06%)] Loss 0.0480, Accuaracy 63.50%Valid Epoch 5 | [9632/50000 (19.26%)] Loss 0.0480, Accuaracy 63.50%Valid Epoch 5 | [11232/50000 (22.46%)] Loss 0.0480, Accuaracy 63.76%Valid Epoch 5 | [12832/50000 (25.66%)] Loss 0.0479, Accuaracy 63.86%Valid Epoch 5 | [14432/50000 (28.86%)] Loss 0.0479, Accuaracy 63.84%Valid Epoch 5 | [16032/50000 (32.06%)] Loss 0.0480, Accuaracy 63.75%Valid Epoch 5 | [17632/50000 (35.26%)] Loss 0.0479, Accuaracy 63.86%Valid Epoch 5 | [19232/50000 (38.46%)] Loss 0.0480, Accuaracy 63.90%Valid Epoch 5 | [20832/50000 (41.66%)] Loss 0.0478, Accuaracy 63.99%Valid Epoch 5 | [22432/50000 (44.86%)] Loss 0.0477, Accuaracy 64.10%Valid Epoch 5 | [24032/50000 (48.06%)] Loss 0.0476, Accuaracy 64.16%Valid Epoch 5 | [25632/50000 (51.26%)] Loss 0.0477, Accuaracy 64.08%Valid Epoch 5 | [27232/50000 (54.46%)] Loss 0.0479, Accuaracy 63.94%Valid Epoch 5 | [28832/50000 (57.66%)] Loss 0.0480, Accuaracy 63.86%Valid Epoch 5 | [30432/50000 (60.86%)] Loss 0.0479, Accuaracy 63.94%Valid Epoch 5 | [32032/50000 (64.06%)] Loss 0.0480, Accuaracy 63.90%Valid Epoch 5 | [33632/50000 (67.26%)] Loss 0.0479, Accuaracy 63.93%Valid Epoch 5 | [35232/50000 (70.46%)] Loss 0.0480, Accuaracy 63.87%Valid Epoch 5 | [36832/50000 (73.66%)] Loss 0.0480, Accuaracy 63.92%Valid Epoch 5 | [38432/50000 (76.86%)] Loss 0.0480, Accuaracy 63.88%Valid Epoch 5 | [40032/50000 (80.06%)] Loss 0.0479, Accuaracy 63.88%Valid Epoch 5 | [41632/50000 (83.26%)] Loss 0.0480, Accuaracy 63.83%Valid Epoch 5 | [43232/50000 (86.46%)] Loss 0.0480, Accuaracy 63.88%Valid Epoch 5 | [44832/50000 (89.66%)] Loss 0.0481, Accuaracy 63.77%Valid Epoch 5 | [46432/50000 (92.86%)] Loss 0.0481, Accuaracy 63.77%Valid Epoch 5 | [48032/50000 (96.06%)] Loss 0.0482, Accuaracy 63.73%Valid Epoch 5 | [49632/50000 (99.26%)] Loss 0.0482, Accuaracy 63.71%Valid Epoch 5 | Avarage Loss 0.0482, Average Accuracy 63.71%
Train Epoch 6 | [64/732000 (0.01%)] Loss 0.0135, Accuaracy 75.00%Train Epoch 6 | [12864/732000 (1.76%)] Loss 0.0166, Accuaracy 72.85%Train Epoch 6 | [25664/732000 (3.51%)] Loss 0.0166, Accuaracy 72.85%Train Epoch 6 | [38464/732000 (5.25%)] Loss 0.0167, Accuaracy 72.64%Train Epoch 6 | [51264/732000 (7.00%)] Loss 0.0167, Accuaracy 72.64%Train Epoch 6 | [64064/732000 (8.75%)] Loss 0.0168, Accuaracy 72.56%Train Epoch 6 | [76864/732000 (10.50%)] Loss 0.0169, Accuaracy 72.38%Train Epoch 6 | [89664/732000 (12.25%)] Loss 0.0169, Accuaracy 72.38%Train Epoch 6 | [102464/732000 (14.00%)] Loss 0.0169, Accuaracy 72.32%Train Epoch 6 | [115264/732000 (15.75%)] Loss 0.0169, Accuaracy 72.26%Train Epoch 6 | [128064/732000 (17.50%)] Loss 0.0169, Accuaracy 72.23%Train Epoch 6 | [140864/732000 (19.24%)] Loss 0.0169, Accuaracy 72.19%Train Epoch 6 | [153664/732000 (20.99%)] Loss 0.0170, Accuaracy 72.12%Train Epoch 6 | [166464/732000 (22.74%)] Loss 0.0170, Accuaracy 72.11%Train Epoch 6 | [179264/732000 (24.49%)] Loss 0.0170, Accuaracy 72.09%Train Epoch 6 | [192064/732000 (26.24%)] Loss 0.0170, Accuaracy 72.05%Train Epoch 6 | [204864/732000 (27.99%)] Loss 0.0170, Accuaracy 72.05%Train Epoch 6 | [217664/732000 (29.74%)] Loss 0.0170, Accuaracy 72.04%Train Epoch 6 | [230464/732000 (31.48%)] Loss 0.0171, Accuaracy 71.97%Train Epoch 6 | [243264/732000 (33.23%)] Loss 0.0171, Accuaracy 71.92%Train Epoch 6 | [256064/732000 (34.98%)] Loss 0.0171, Accuaracy 71.91%Train Epoch 6 | [268864/732000 (36.73%)] Loss 0.0171, Accuaracy 71.90%Train Epoch 6 | [281664/732000 (38.48%)] Loss 0.0172, Accuaracy 71.89%Train Epoch 6 | [294464/732000 (40.23%)] Loss 0.0172, Accuaracy 71.85%Train Epoch 6 | [307264/732000 (41.98%)] Loss 0.0172, Accuaracy 71.81%Train Epoch 6 | [320064/732000 (43.72%)] Loss 0.0172, Accuaracy 71.80%Train Epoch 6 | [332864/732000 (45.47%)] Loss 0.0172, Accuaracy 71.79%Train Epoch 6 | [345664/732000 (47.22%)] Loss 0.0173, Accuaracy 71.77%Train Epoch 6 | [358464/732000 (48.97%)] Loss 0.0173, Accuaracy 71.76%Train Epoch 6 | [371264/732000 (50.72%)] Loss 0.0173, Accuaracy 71.75%Train Epoch 6 | [384064/732000 (52.47%)] Loss 0.0173, Accuaracy 71.74%Train Epoch 6 | [396864/732000 (54.22%)] Loss 0.0173, Accuaracy 71.74%Train Epoch 6 | [409664/732000 (55.97%)] Loss 0.0173, Accuaracy 71.71%Train Epoch 6 | [422464/732000 (57.71%)] Loss 0.0173, Accuaracy 71.69%Train Epoch 6 | [435264/732000 (59.46%)] Loss 0.0173, Accuaracy 71.66%Train Epoch 6 | [448064/732000 (61.21%)] Loss 0.0174, Accuaracy 71.63%Train Epoch 6 | [460864/732000 (62.96%)] Loss 0.0174, Accuaracy 71.61%Train Epoch 6 | [473664/732000 (64.71%)] Loss 0.0174, Accuaracy 71.63%Train Epoch 6 | [486464/732000 (66.46%)] Loss 0.0174, Accuaracy 71.61%Train Epoch 6 | [499264/732000 (68.21%)] Loss 0.0174, Accuaracy 71.59%Train Epoch 6 | [512064/732000 (69.95%)] Loss 0.0174, Accuaracy 71.60%Train Epoch 6 | [524864/732000 (71.70%)] Loss 0.0174, Accuaracy 71.59%Train Epoch 6 | [537664/732000 (73.45%)] Loss 0.0174, Accuaracy 71.58%Train Epoch 6 | [550464/732000 (75.20%)] Loss 0.0174, Accuaracy 71.58%Train Epoch 6 | [563264/732000 (76.95%)] Loss 0.0174, Accuaracy 71.56%Train Epoch 6 | [576064/732000 (78.70%)] Loss 0.0174, Accuaracy 71.56%Train Epoch 6 | [588864/732000 (80.45%)] Loss 0.0174, Accuaracy 71.55%Train Epoch 6 | [601664/732000 (82.19%)] Loss 0.0174, Accuaracy 71.54%Train Epoch 6 | [614464/732000 (83.94%)] Loss 0.0175, Accuaracy 71.53%Train Epoch 6 | [627264/732000 (85.69%)] Loss 0.0175, Accuaracy 71.53%Train Epoch 6 | [640064/732000 (87.44%)] Loss 0.0175, Accuaracy 71.53%Train Epoch 6 | [652864/732000 (89.19%)] Loss 0.0175, Accuaracy 71.53%Train Epoch 6 | [665664/732000 (90.94%)] Loss 0.0175, Accuaracy 71.52%Train Epoch 6 | [678464/732000 (92.69%)] Loss 0.0175, Accuaracy 71.52%Train Epoch 6 | [691264/732000 (94.43%)] Loss 0.0175, Accuaracy 71.52%Train Epoch 6 | [704064/732000 (96.18%)] Loss 0.0175, Accuaracy 71.52%Train Epoch 6 | [716864/732000 (97.93%)] Loss 0.0175, Accuaracy 71.51%Train Epoch 6 | [729664/732000 (99.68%)] Loss 0.0175, Accuaracy 71.50%Train Epoch 6 | Avarage Loss 0.0175, Average Accuracy 71.49%
Valid Epoch 6 | [32/50000 (0.06%)] Loss 0.0514, Accuaracy 62.50%Valid Epoch 6 | [1632/50000 (3.26%)] Loss 0.0472, Accuaracy 64.52%Valid Epoch 6 | [3232/50000 (6.46%)] Loss 0.0466, Accuaracy 64.79%Valid Epoch 6 | [4832/50000 (9.66%)] Loss 0.0469, Accuaracy 64.82%Valid Epoch 6 | [6432/50000 (12.86%)] Loss 0.0466, Accuaracy 65.07%Valid Epoch 6 | [8032/50000 (16.06%)] Loss 0.0469, Accuaracy 64.59%Valid Epoch 6 | [9632/50000 (19.26%)] Loss 0.0468, Accuaracy 64.97%Valid Epoch 6 | [11232/50000 (22.46%)] Loss 0.0466, Accuaracy 65.22%Valid Epoch 6 | [12832/50000 (25.66%)] Loss 0.0471, Accuaracy 64.92%Valid Epoch 6 | [14432/50000 (28.86%)] Loss 0.0471, Accuaracy 64.93%Valid Epoch 6 | [16032/50000 (32.06%)] Loss 0.0472, Accuaracy 64.81%Valid Epoch 6 | [17632/50000 (35.26%)] Loss 0.0474, Accuaracy 64.56%Valid Epoch 6 | [19232/50000 (38.46%)] Loss 0.0474, Accuaracy 64.61%Valid Epoch 6 | [20832/50000 (41.66%)] Loss 0.0473, Accuaracy 64.54%Valid Epoch 6 | [22432/50000 (44.86%)] Loss 0.0476, Accuaracy 64.41%Valid Epoch 6 | [24032/50000 (48.06%)] Loss 0.0476, Accuaracy 64.31%Valid Epoch 6 | [25632/50000 (51.26%)] Loss 0.0477, Accuaracy 64.30%Valid Epoch 6 | [27232/50000 (54.46%)] Loss 0.0477, Accuaracy 64.34%Valid Epoch 6 | [28832/50000 (57.66%)] Loss 0.0477, Accuaracy 64.25%Valid Epoch 6 | [30432/50000 (60.86%)] Loss 0.0476, Accuaracy 64.35%Valid Epoch 6 | [32032/50000 (64.06%)] Loss 0.0476, Accuaracy 64.31%Valid Epoch 6 | [33632/50000 (67.26%)] Loss 0.0475, Accuaracy 64.22%Valid Epoch 6 | [35232/50000 (70.46%)] Loss 0.0475, Accuaracy 64.24%Valid Epoch 6 | [36832/50000 (73.66%)] Loss 0.0475, Accuaracy 64.22%Valid Epoch 6 | [38432/50000 (76.86%)] Loss 0.0476, Accuaracy 64.15%Valid Epoch 6 | [40032/50000 (80.06%)] Loss 0.0476, Accuaracy 64.20%Valid Epoch 6 | [41632/50000 (83.26%)] Loss 0.0476, Accuaracy 64.27%Valid Epoch 6 | [43232/50000 (86.46%)] Loss 0.0476, Accuaracy 64.25%Valid Epoch 6 | [44832/50000 (89.66%)] Loss 0.0476, Accuaracy 64.25%Valid Epoch 6 | [46432/50000 (92.86%)] Loss 0.0476, Accuaracy 64.25%Valid Epoch 6 | [48032/50000 (96.06%)] Loss 0.0476, Accuaracy 64.28%Valid Epoch 6 | [49632/50000 (99.26%)] Loss 0.0476, Accuaracy 64.29%Valid Epoch 6 | Avarage Loss 0.0476, Average Accuracy 64.31%
Train Epoch 7 | [64/732000 (0.01%)] Loss 0.0181, Accuaracy 75.00%Train Epoch 7 | [12864/732000 (1.76%)] Loss 0.0153, Accuaracy 74.46%Train Epoch 7 | [25664/732000 (3.51%)] Loss 0.0155, Accuaracy 74.37%Train Epoch 7 | [38464/732000 (5.25%)] Loss 0.0155, Accuaracy 74.36%Train Epoch 7 | [51264/732000 (7.00%)] Loss 0.0156, Accuaracy 74.21%Train Epoch 7 | [64064/732000 (8.75%)] Loss 0.0157, Accuaracy 74.08%Train Epoch 7 | [76864/732000 (10.50%)] Loss 0.0156, Accuaracy 74.13%Train Epoch 7 | [89664/732000 (12.25%)] Loss 0.0157, Accuaracy 74.00%Train Epoch 7 | [102464/732000 (14.00%)] Loss 0.0157, Accuaracy 74.01%Train Epoch 7 | [115264/732000 (15.75%)] Loss 0.0157, Accuaracy 73.88%Train Epoch 7 | [128064/732000 (17.50%)] Loss 0.0158, Accuaracy 73.79%Train Epoch 7 | [140864/732000 (19.24%)] Loss 0.0158, Accuaracy 73.70%Train Epoch 7 | [153664/732000 (20.99%)] Loss 0.0159, Accuaracy 73.63%Train Epoch 7 | [166464/732000 (22.74%)] Loss 0.0159, Accuaracy 73.67%Train Epoch 7 | [179264/732000 (24.49%)] Loss 0.0159, Accuaracy 73.65%Train Epoch 7 | [192064/732000 (26.24%)] Loss 0.0159, Accuaracy 73.61%Train Epoch 7 | [204864/732000 (27.99%)] Loss 0.0159, Accuaracy 73.58%Train Epoch 7 | [217664/732000 (29.74%)] Loss 0.0159, Accuaracy 73.58%Train Epoch 7 | [230464/732000 (31.48%)] Loss 0.0159, Accuaracy 73.55%Train Epoch 7 | [243264/732000 (33.23%)] Loss 0.0160, Accuaracy 73.55%Train Epoch 7 | [256064/732000 (34.98%)] Loss 0.0159, Accuaracy 73.57%Train Epoch 7 | [268864/732000 (36.73%)] Loss 0.0160, Accuaracy 73.55%Train Epoch 7 | [281664/732000 (38.48%)] Loss 0.0160, Accuaracy 73.52%Train Epoch 7 | [294464/732000 (40.23%)] Loss 0.0160, Accuaracy 73.49%Train Epoch 7 | [307264/732000 (41.98%)] Loss 0.0160, Accuaracy 73.43%Train Epoch 7 | [320064/732000 (43.72%)] Loss 0.0161, Accuaracy 73.39%Train Epoch 7 | [332864/732000 (45.47%)] Loss 0.0161, Accuaracy 73.38%Train Epoch 7 | [345664/732000 (47.22%)] Loss 0.0161, Accuaracy 73.38%Train Epoch 7 | [358464/732000 (48.97%)] Loss 0.0161, Accuaracy 73.38%Train Epoch 7 | [371264/732000 (50.72%)] Loss 0.0161, Accuaracy 73.35%Train Epoch 7 | [384064/732000 (52.47%)] Loss 0.0161, Accuaracy 73.33%Train Epoch 7 | [396864/732000 (54.22%)] Loss 0.0161, Accuaracy 73.31%Train Epoch 7 | [409664/732000 (55.97%)] Loss 0.0161, Accuaracy 73.30%Train Epoch 7 | [422464/732000 (57.71%)] Loss 0.0161, Accuaracy 73.29%Train Epoch 7 | [435264/732000 (59.46%)] Loss 0.0161, Accuaracy 73.26%Train Epoch 7 | [448064/732000 (61.21%)] Loss 0.0162, Accuaracy 73.26%Train Epoch 7 | [460864/732000 (62.96%)] Loss 0.0162, Accuaracy 73.23%Train Epoch 7 | [473664/732000 (64.71%)] Loss 0.0162, Accuaracy 73.22%Train Epoch 7 | [486464/732000 (66.46%)] Loss 0.0162, Accuaracy 73.20%Train Epoch 7 | [499264/732000 (68.21%)] Loss 0.0162, Accuaracy 73.17%Train Epoch 7 | [512064/732000 (69.95%)] Loss 0.0162, Accuaracy 73.16%Train Epoch 7 | [524864/732000 (71.70%)] Loss 0.0162, Accuaracy 73.15%Train Epoch 7 | [537664/732000 (73.45%)] Loss 0.0162, Accuaracy 73.14%Train Epoch 7 | [550464/732000 (75.20%)] Loss 0.0162, Accuaracy 73.14%Train Epoch 7 | [563264/732000 (76.95%)] Loss 0.0162, Accuaracy 73.13%Train Epoch 7 | [576064/732000 (78.70%)] Loss 0.0163, Accuaracy 73.12%Train Epoch 7 | [588864/732000 (80.45%)] Loss 0.0163, Accuaracy 73.11%Train Epoch 7 | [601664/732000 (82.19%)] Loss 0.0163, Accuaracy 73.09%Train Epoch 7 | [614464/732000 (83.94%)] Loss 0.0163, Accuaracy 73.09%Train Epoch 7 | [627264/732000 (85.69%)] Loss 0.0163, Accuaracy 73.09%Train Epoch 7 | [640064/732000 (87.44%)] Loss 0.0163, Accuaracy 73.09%Train Epoch 7 | [652864/732000 (89.19%)] Loss 0.0163, Accuaracy 73.08%Train Epoch 7 | [665664/732000 (90.94%)] Loss 0.0163, Accuaracy 73.08%Train Epoch 7 | [678464/732000 (92.69%)] Loss 0.0163, Accuaracy 73.06%Train Epoch 7 | [691264/732000 (94.43%)] Loss 0.0163, Accuaracy 73.06%Train Epoch 7 | [704064/732000 (96.18%)] Loss 0.0163, Accuaracy 73.05%Train Epoch 7 | [716864/732000 (97.93%)] Loss 0.0163, Accuaracy 73.07%Train Epoch 7 | [729664/732000 (99.68%)] Loss 0.0163, Accuaracy 73.07%Train Epoch 7 | Avarage Loss 0.0163, Average Accuracy 73.08%
Valid Epoch 7 | [32/50000 (0.06%)] Loss 0.0329, Accuaracy 78.12%Valid Epoch 7 | [1632/50000 (3.26%)] Loss 0.0456, Accuaracy 66.24%Valid Epoch 7 | [3232/50000 (6.46%)] Loss 0.0449, Accuaracy 65.35%Valid Epoch 7 | [4832/50000 (9.66%)] Loss 0.0457, Accuaracy 65.38%Valid Epoch 7 | [6432/50000 (12.86%)] Loss 0.0463, Accuaracy 65.00%Valid Epoch 7 | [8032/50000 (16.06%)] Loss 0.0460, Accuaracy 65.38%Valid Epoch 7 | [9632/50000 (19.26%)] Loss 0.0457, Accuaracy 65.72%Valid Epoch 7 | [11232/50000 (22.46%)] Loss 0.0454, Accuaracy 65.87%Valid Epoch 7 | [12832/50000 (25.66%)] Loss 0.0454, Accuaracy 65.86%Valid Epoch 7 | [14432/50000 (28.86%)] Loss 0.0454, Accuaracy 65.83%Valid Epoch 7 | [16032/50000 (32.06%)] Loss 0.0455, Accuaracy 65.89%Valid Epoch 7 | [17632/50000 (35.26%)] Loss 0.0452, Accuaracy 66.05%Valid Epoch 7 | [19232/50000 (38.46%)] Loss 0.0451, Accuaracy 66.15%Valid Epoch 7 | [20832/50000 (41.66%)] Loss 0.0453, Accuaracy 65.95%Valid Epoch 7 | [22432/50000 (44.86%)] Loss 0.0452, Accuaracy 66.08%Valid Epoch 7 | [24032/50000 (48.06%)] Loss 0.0452, Accuaracy 66.06%Valid Epoch 7 | [25632/50000 (51.26%)] Loss 0.0452, Accuaracy 66.07%Valid Epoch 7 | [27232/50000 (54.46%)] Loss 0.0452, Accuaracy 66.07%Valid Epoch 7 | [28832/50000 (57.66%)] Loss 0.0453, Accuaracy 65.92%Valid Epoch 7 | [30432/50000 (60.86%)] Loss 0.0455, Accuaracy 65.88%Valid Epoch 7 | [32032/50000 (64.06%)] Loss 0.0454, Accuaracy 65.85%Valid Epoch 7 | [33632/50000 (67.26%)] Loss 0.0454, Accuaracy 65.94%Valid Epoch 7 | [35232/50000 (70.46%)] Loss 0.0454, Accuaracy 65.97%Valid Epoch 7 | [36832/50000 (73.66%)] Loss 0.0455, Accuaracy 65.92%Valid Epoch 7 | [38432/50000 (76.86%)] Loss 0.0456, Accuaracy 65.81%Valid Epoch 7 | [40032/50000 (80.06%)] Loss 0.0456, Accuaracy 65.78%Valid Epoch 7 | [41632/50000 (83.26%)] Loss 0.0455, Accuaracy 65.81%Valid Epoch 7 | [43232/50000 (86.46%)] Loss 0.0456, Accuaracy 65.73%Valid Epoch 7 | [44832/50000 (89.66%)] Loss 0.0457, Accuaracy 65.74%Valid Epoch 7 | [46432/50000 (92.86%)] Loss 0.0456, Accuaracy 65.79%Valid Epoch 7 | [48032/50000 (96.06%)] Loss 0.0457, Accuaracy 65.82%Valid Epoch 7 | [49632/50000 (99.26%)] Loss 0.0457, Accuaracy 65.84%Valid Epoch 7 | Avarage Loss 0.0457, Average Accuracy 65.86%
Train Epoch 8 | [64/732000 (0.01%)] Loss 0.0159, Accuaracy 70.31%Train Epoch 8 | [12864/732000 (1.76%)] Loss 0.0146, Accuaracy 75.58%Train Epoch 8 | [25664/732000 (3.51%)] Loss 0.0145, Accuaracy 75.64%Train Epoch 8 | [38464/732000 (5.25%)] Loss 0.0145, Accuaracy 75.65%Train Epoch 8 | [51264/732000 (7.00%)] Loss 0.0145, Accuaracy 75.60%Train Epoch 8 | [64064/732000 (8.75%)] Loss 0.0145, Accuaracy 75.57%Train Epoch 8 | [76864/732000 (10.50%)] Loss 0.0145, Accuaracy 75.61%Train Epoch 8 | [89664/732000 (12.25%)] Loss 0.0145, Accuaracy 75.60%Train Epoch 8 | [102464/732000 (14.00%)] Loss 0.0145, Accuaracy 75.57%Train Epoch 8 | [115264/732000 (15.75%)] Loss 0.0144, Accuaracy 75.65%Train Epoch 8 | [128064/732000 (17.50%)] Loss 0.0145, Accuaracy 75.56%Train Epoch 8 | [140864/732000 (19.24%)] Loss 0.0146, Accuaracy 75.47%Train Epoch 8 | [153664/732000 (20.99%)] Loss 0.0146, Accuaracy 75.40%Train Epoch 8 | [166464/732000 (22.74%)] Loss 0.0146, Accuaracy 75.37%Train Epoch 8 | [179264/732000 (24.49%)] Loss 0.0146, Accuaracy 75.31%Train Epoch 8 | [192064/732000 (26.24%)] Loss 0.0147, Accuaracy 75.26%Train Epoch 8 | [204864/732000 (27.99%)] Loss 0.0147, Accuaracy 75.25%Train Epoch 8 | [217664/732000 (29.74%)] Loss 0.0147, Accuaracy 75.24%Train Epoch 8 | [230464/732000 (31.48%)] Loss 0.0147, Accuaracy 75.21%Train Epoch 8 | [243264/732000 (33.23%)] Loss 0.0147, Accuaracy 75.21%Train Epoch 8 | [256064/732000 (34.98%)] Loss 0.0147, Accuaracy 75.16%Train Epoch 8 | [268864/732000 (36.73%)] Loss 0.0148, Accuaracy 75.13%Train Epoch 8 | [281664/732000 (38.48%)] Loss 0.0148, Accuaracy 75.14%Train Epoch 8 | [294464/732000 (40.23%)] Loss 0.0148, Accuaracy 75.12%Train Epoch 8 | [307264/732000 (41.98%)] Loss 0.0148, Accuaracy 75.07%Train Epoch 8 | [320064/732000 (43.72%)] Loss 0.0148, Accuaracy 75.05%Train Epoch 8 | [332864/732000 (45.47%)] Loss 0.0148, Accuaracy 75.04%Train Epoch 8 | [345664/732000 (47.22%)] Loss 0.0149, Accuaracy 74.99%Train Epoch 8 | [358464/732000 (48.97%)] Loss 0.0149, Accuaracy 74.95%Train Epoch 8 | [371264/732000 (50.72%)] Loss 0.0149, Accuaracy 74.93%Train Epoch 8 | [384064/732000 (52.47%)] Loss 0.0150, Accuaracy 74.89%Train Epoch 8 | [396864/732000 (54.22%)] Loss 0.0150, Accuaracy 74.92%Train Epoch 8 | [409664/732000 (55.97%)] Loss 0.0150, Accuaracy 74.91%Train Epoch 8 | [422464/732000 (57.71%)] Loss 0.0150, Accuaracy 74.89%Train Epoch 8 | [435264/732000 (59.46%)] Loss 0.0150, Accuaracy 74.88%Train Epoch 8 | [448064/732000 (61.21%)] Loss 0.0150, Accuaracy 74.86%Train Epoch 8 | [460864/732000 (62.96%)] Loss 0.0150, Accuaracy 74.84%Train Epoch 8 | [473664/732000 (64.71%)] Loss 0.0150, Accuaracy 74.83%Train Epoch 8 | [486464/732000 (66.46%)] Loss 0.0150, Accuaracy 74.82%Train Epoch 8 | [499264/732000 (68.21%)] Loss 0.0150, Accuaracy 74.81%Train Epoch 8 | [512064/732000 (69.95%)] Loss 0.0150, Accuaracy 74.80%Train Epoch 8 | [524864/732000 (71.70%)] Loss 0.0151, Accuaracy 74.77%Train Epoch 8 | [537664/732000 (73.45%)] Loss 0.0151, Accuaracy 74.76%Train Epoch 8 | [550464/732000 (75.20%)] Loss 0.0151, Accuaracy 74.75%Train Epoch 8 | [563264/732000 (76.95%)] Loss 0.0151, Accuaracy 74.74%Train Epoch 8 | [576064/732000 (78.70%)] Loss 0.0151, Accuaracy 74.73%Train Epoch 8 | [588864/732000 (80.45%)] Loss 0.0151, Accuaracy 74.73%Train Epoch 8 | [601664/732000 (82.19%)] Loss 0.0151, Accuaracy 74.70%Train Epoch 8 | [614464/732000 (83.94%)] Loss 0.0151, Accuaracy 74.69%Train Epoch 8 | [627264/732000 (85.69%)] Loss 0.0152, Accuaracy 74.67%Train Epoch 8 | [640064/732000 (87.44%)] Loss 0.0152, Accuaracy 74.64%Train Epoch 8 | [652864/732000 (89.19%)] Loss 0.0152, Accuaracy 74.64%Train Epoch 8 | [665664/732000 (90.94%)] Loss 0.0152, Accuaracy 74.63%Train Epoch 8 | [678464/732000 (92.69%)] Loss 0.0152, Accuaracy 74.62%Train Epoch 8 | [691264/732000 (94.43%)] Loss 0.0152, Accuaracy 74.61%Train Epoch 8 | [704064/732000 (96.18%)] Loss 0.0152, Accuaracy 74.59%Train Epoch 8 | [716864/732000 (97.93%)] Loss 0.0152, Accuaracy 74.57%Train Epoch 8 | [729664/732000 (99.68%)] Loss 0.0152, Accuaracy 74.56%Train Epoch 8 | Avarage Loss 0.0152, Average Accuracy 74.56%
Valid Epoch 8 | [32/50000 (0.06%)] Loss 0.0303, Accuaracy 71.88%Valid Epoch 8 | [1632/50000 (3.26%)] Loss 0.0432, Accuaracy 65.56%Valid Epoch 8 | [3232/50000 (6.46%)] Loss 0.0450, Accuaracy 65.13%Valid Epoch 8 | [4832/50000 (9.66%)] Loss 0.0450, Accuaracy 65.60%Valid Epoch 8 | [6432/50000 (12.86%)] Loss 0.0445, Accuaracy 65.66%Valid Epoch 8 | [8032/50000 (16.06%)] Loss 0.0443, Accuaracy 65.91%Valid Epoch 8 | [9632/50000 (19.26%)] Loss 0.0439, Accuaracy 66.22%Valid Epoch 8 | [11232/50000 (22.46%)] Loss 0.0442, Accuaracy 66.32%Valid Epoch 8 | [12832/50000 (25.66%)] Loss 0.0441, Accuaracy 66.35%Valid Epoch 8 | [14432/50000 (28.86%)] Loss 0.0442, Accuaracy 66.36%Valid Epoch 8 | [16032/50000 (32.06%)] Loss 0.0443, Accuaracy 66.32%Valid Epoch 8 | [17632/50000 (35.26%)] Loss 0.0442, Accuaracy 66.36%Valid Epoch 8 | [19232/50000 (38.46%)] Loss 0.0442, Accuaracy 66.33%Valid Epoch 8 | [20832/50000 (41.66%)] Loss 0.0444, Accuaracy 66.19%Valid Epoch 8 | [22432/50000 (44.86%)] Loss 0.0445, Accuaracy 66.07%Valid Epoch 8 | [24032/50000 (48.06%)] Loss 0.0445, Accuaracy 66.08%Valid Epoch 8 | [25632/50000 (51.26%)] Loss 0.0444, Accuaracy 66.13%Valid Epoch 8 | [27232/50000 (54.46%)] Loss 0.0444, Accuaracy 66.16%Valid Epoch 8 | [28832/50000 (57.66%)] Loss 0.0445, Accuaracy 66.21%Valid Epoch 8 | [30432/50000 (60.86%)] Loss 0.0445, Accuaracy 66.17%Valid Epoch 8 | [32032/50000 (64.06%)] Loss 0.0445, Accuaracy 66.17%Valid Epoch 8 | [33632/50000 (67.26%)] Loss 0.0445, Accuaracy 66.18%Valid Epoch 8 | [35232/50000 (70.46%)] Loss 0.0445, Accuaracy 66.19%Valid Epoch 8 | [36832/50000 (73.66%)] Loss 0.0445, Accuaracy 66.12%Valid Epoch 8 | [38432/50000 (76.86%)] Loss 0.0446, Accuaracy 66.13%Valid Epoch 8 | [40032/50000 (80.06%)] Loss 0.0445, Accuaracy 66.16%Valid Epoch 8 | [41632/50000 (83.26%)] Loss 0.0446, Accuaracy 66.12%Valid Epoch 8 | [43232/50000 (86.46%)] Loss 0.0446, Accuaracy 66.12%Valid Epoch 8 | [44832/50000 (89.66%)] Loss 0.0446, Accuaracy 66.12%Valid Epoch 8 | [46432/50000 (92.86%)] Loss 0.0446, Accuaracy 66.13%Valid Epoch 8 | [48032/50000 (96.06%)] Loss 0.0447, Accuaracy 66.16%Valid Epoch 8 | [49632/50000 (99.26%)] Loss 0.0447, Accuaracy 66.16%Valid Epoch 8 | Avarage Loss 0.0447, Average Accuracy 66.15%
Train Epoch 9 | [64/732000 (0.01%)] Loss 0.0147, Accuaracy 75.00%Train Epoch 9 | [12864/732000 (1.76%)] Loss 0.0136, Accuaracy 77.55%Train Epoch 9 | [25664/732000 (3.51%)] Loss 0.0135, Accuaracy 77.32%Train Epoch 9 | [38464/732000 (5.25%)] Loss 0.0136, Accuaracy 77.11%Train Epoch 9 | [51264/732000 (7.00%)] Loss 0.0137, Accuaracy 76.93%Train Epoch 9 | [64064/732000 (8.75%)] Loss 0.0136, Accuaracy 77.01%Train Epoch 9 | [76864/732000 (10.50%)] Loss 0.0137, Accuaracy 76.81%Train Epoch 9 | [89664/732000 (12.25%)] Loss 0.0138, Accuaracy 76.72%Train Epoch 9 | [102464/732000 (14.00%)] Loss 0.0138, Accuaracy 76.73%Train Epoch 9 | [115264/732000 (15.75%)] Loss 0.0138, Accuaracy 76.72%Train Epoch 9 | [128064/732000 (17.50%)] Loss 0.0138, Accuaracy 76.76%Train Epoch 9 | [140864/732000 (19.24%)] Loss 0.0138, Accuaracy 76.75%Train Epoch 9 | [153664/732000 (20.99%)] Loss 0.0138, Accuaracy 76.70%Train Epoch 9 | [166464/732000 (22.74%)] Loss 0.0138, Accuaracy 76.66%Train Epoch 9 | [179264/732000 (24.49%)] Loss 0.0138, Accuaracy 76.62%Train Epoch 9 | [192064/732000 (26.24%)] Loss 0.0139, Accuaracy 76.58%Train Epoch 9 | [204864/732000 (27.99%)] Loss 0.0139, Accuaracy 76.55%Train Epoch 9 | [217664/732000 (29.74%)] Loss 0.0139, Accuaracy 76.53%Train Epoch 9 | [230464/732000 (31.48%)] Loss 0.0139, Accuaracy 76.55%Train Epoch 9 | [243264/732000 (33.23%)] Loss 0.0139, Accuaracy 76.56%Train Epoch 9 | [256064/732000 (34.98%)] Loss 0.0139, Accuaracy 76.53%Train Epoch 9 | [268864/732000 (36.73%)] Loss 0.0139, Accuaracy 76.51%Train Epoch 9 | [281664/732000 (38.48%)] Loss 0.0139, Accuaracy 76.49%Train Epoch 9 | [294464/732000 (40.23%)] Loss 0.0139, Accuaracy 76.48%Train Epoch 9 | [307264/732000 (41.98%)] Loss 0.0140, Accuaracy 76.45%Train Epoch 9 | [320064/732000 (43.72%)] Loss 0.0140, Accuaracy 76.44%Train Epoch 9 | [332864/732000 (45.47%)] Loss 0.0140, Accuaracy 76.39%Train Epoch 9 | [345664/732000 (47.22%)] Loss 0.0140, Accuaracy 76.38%Train Epoch 9 | [358464/732000 (48.97%)] Loss 0.0140, Accuaracy 76.37%Train Epoch 9 | [371264/732000 (50.72%)] Loss 0.0140, Accuaracy 76.34%Train Epoch 9 | [384064/732000 (52.47%)] Loss 0.0140, Accuaracy 76.32%Train Epoch 9 | [396864/732000 (54.22%)] Loss 0.0140, Accuaracy 76.30%Train Epoch 9 | [409664/732000 (55.97%)] Loss 0.0140, Accuaracy 76.28%Train Epoch 9 | [422464/732000 (57.71%)] Loss 0.0140, Accuaracy 76.28%Train Epoch 9 | [435264/732000 (59.46%)] Loss 0.0140, Accuaracy 76.25%Train Epoch 9 | [448064/732000 (61.21%)] Loss 0.0141, Accuaracy 76.21%Train Epoch 9 | [460864/732000 (62.96%)] Loss 0.0141, Accuaracy 76.20%Train Epoch 9 | [473664/732000 (64.71%)] Loss 0.0141, Accuaracy 76.18%Train Epoch 9 | [486464/732000 (66.46%)] Loss 0.0141, Accuaracy 76.16%Train Epoch 9 | [499264/732000 (68.21%)] Loss 0.0141, Accuaracy 76.15%Train Epoch 9 | [512064/732000 (69.95%)] Loss 0.0141, Accuaracy 76.14%Train Epoch 9 | [524864/732000 (71.70%)] Loss 0.0141, Accuaracy 76.13%Train Epoch 9 | [537664/732000 (73.45%)] Loss 0.0141, Accuaracy 76.11%Train Epoch 9 | [550464/732000 (75.20%)] Loss 0.0141, Accuaracy 76.10%Train Epoch 9 | [563264/732000 (76.95%)] Loss 0.0142, Accuaracy 76.08%Train Epoch 9 | [576064/732000 (78.70%)] Loss 0.0142, Accuaracy 76.07%Train Epoch 9 | [588864/732000 (80.45%)] Loss 0.0142, Accuaracy 76.07%Train Epoch 9 | [601664/732000 (82.19%)] Loss 0.0142, Accuaracy 76.05%Train Epoch 9 | [614464/732000 (83.94%)] Loss 0.0142, Accuaracy 76.03%Train Epoch 9 | [627264/732000 (85.69%)] Loss 0.0142, Accuaracy 76.02%Train Epoch 9 | [640064/732000 (87.44%)] Loss 0.0142, Accuaracy 76.00%Train Epoch 9 | [652864/732000 (89.19%)] Loss 0.0142, Accuaracy 75.99%Train Epoch 9 | [665664/732000 (90.94%)] Loss 0.0142, Accuaracy 75.97%Train Epoch 9 | [678464/732000 (92.69%)] Loss 0.0142, Accuaracy 75.94%Train Epoch 9 | [691264/732000 (94.43%)] Loss 0.0143, Accuaracy 75.94%Train Epoch 9 | [704064/732000 (96.18%)] Loss 0.0143, Accuaracy 75.93%Train Epoch 9 | [716864/732000 (97.93%)] Loss 0.0143, Accuaracy 75.91%Train Epoch 9 | [729664/732000 (99.68%)] Loss 0.0143, Accuaracy 75.90%Train Epoch 9 | Avarage Loss 0.0143, Average Accuracy 75.90%
Valid Epoch 9 | [32/50000 (0.06%)] Loss 0.0580, Accuaracy 68.75%Valid Epoch 9 | [1632/50000 (3.26%)] Loss 0.0457, Accuaracy 66.54%Valid Epoch 9 | [3232/50000 (6.46%)] Loss 0.0448, Accuaracy 66.18%Valid Epoch 9 | [4832/50000 (9.66%)] Loss 0.0452, Accuaracy 66.45%Valid Epoch 9 | [6432/50000 (12.86%)] Loss 0.0447, Accuaracy 66.70%Valid Epoch 9 | [8032/50000 (16.06%)] Loss 0.0453, Accuaracy 66.30%Valid Epoch 9 | [9632/50000 (19.26%)] Loss 0.0450, Accuaracy 66.39%Valid Epoch 9 | [11232/50000 (22.46%)] Loss 0.0446, Accuaracy 66.55%Valid Epoch 9 | [12832/50000 (25.66%)] Loss 0.0447, Accuaracy 66.58%Valid Epoch 9 | [14432/50000 (28.86%)] Loss 0.0448, Accuaracy 66.38%Valid Epoch 9 | [16032/50000 (32.06%)] Loss 0.0448, Accuaracy 66.37%Valid Epoch 9 | [17632/50000 (35.26%)] Loss 0.0453, Accuaracy 66.14%Valid Epoch 9 | [19232/50000 (38.46%)] Loss 0.0452, Accuaracy 66.16%Valid Epoch 9 | [20832/50000 (41.66%)] Loss 0.0450, Accuaracy 66.34%Valid Epoch 9 | [22432/50000 (44.86%)] Loss 0.0450, Accuaracy 66.37%Valid Epoch 9 | [24032/50000 (48.06%)] Loss 0.0450, Accuaracy 66.37%Valid Epoch 9 | [25632/50000 (51.26%)] Loss 0.0450, Accuaracy 66.27%Valid Epoch 9 | [27232/50000 (54.46%)] Loss 0.0451, Accuaracy 66.26%Valid Epoch 9 | [28832/50000 (57.66%)] Loss 0.0450, Accuaracy 66.40%Valid Epoch 9 | [30432/50000 (60.86%)] Loss 0.0450, Accuaracy 66.38%Valid Epoch 9 | [32032/50000 (64.06%)] Loss 0.0450, Accuaracy 66.34%Valid Epoch 9 | [33632/50000 (67.26%)] Loss 0.0450, Accuaracy 66.37%Valid Epoch 9 | [35232/50000 (70.46%)] Loss 0.0448, Accuaracy 66.47%Valid Epoch 9 | [36832/50000 (73.66%)] Loss 0.0447, Accuaracy 66.51%Valid Epoch 9 | [38432/50000 (76.86%)] Loss 0.0447, Accuaracy 66.49%Valid Epoch 9 | [40032/50000 (80.06%)] Loss 0.0446, Accuaracy 66.59%Valid Epoch 9 | [41632/50000 (83.26%)] Loss 0.0446, Accuaracy 66.60%Valid Epoch 9 | [43232/50000 (86.46%)] Loss 0.0447, Accuaracy 66.55%Valid Epoch 9 | [44832/50000 (89.66%)] Loss 0.0447, Accuaracy 66.51%Valid Epoch 9 | [46432/50000 (92.86%)] Loss 0.0446, Accuaracy 66.51%Valid Epoch 9 | [48032/50000 (96.06%)] Loss 0.0446, Accuaracy 66.52%Valid Epoch 9 | [49632/50000 (99.26%)] Loss 0.0445, Accuaracy 66.53%Valid Epoch 9 | Avarage Loss 0.0446, Average Accuracy 66.55%
Train Epoch 10 | [64/732000 (0.01%)] Loss 0.0105, Accuaracy 79.69%Train Epoch 10 | [12864/732000 (1.76%)] Loss 0.0119, Accuaracy 79.18%Train Epoch 10 | [25664/732000 (3.51%)] Loss 0.0125, Accuaracy 78.41%Train Epoch 10 | [38464/732000 (5.25%)] Loss 0.0125, Accuaracy 78.26%Train Epoch 10 | [51264/732000 (7.00%)] Loss 0.0125, Accuaracy 78.29%Train Epoch 10 | [64064/732000 (8.75%)] Loss 0.0125, Accuaracy 78.32%Train Epoch 10 | [76864/732000 (10.50%)] Loss 0.0126, Accuaracy 78.36%Train Epoch 10 | [89664/732000 (12.25%)] Loss 0.0126, Accuaracy 78.27%Train Epoch 10 | [102464/732000 (14.00%)] Loss 0.0127, Accuaracy 78.22%Train Epoch 10 | [115264/732000 (15.75%)] Loss 0.0127, Accuaracy 78.24%Train Epoch 10 | [128064/732000 (17.50%)] Loss 0.0127, Accuaracy 78.21%Train Epoch 10 | [140864/732000 (19.24%)] Loss 0.0127, Accuaracy 78.16%Train Epoch 10 | [153664/732000 (20.99%)] Loss 0.0127, Accuaracy 78.12%Train Epoch 10 | [166464/732000 (22.74%)] Loss 0.0128, Accuaracy 78.08%Train Epoch 10 | [179264/732000 (24.49%)] Loss 0.0128, Accuaracy 78.05%Train Epoch 10 | [192064/732000 (26.24%)] Loss 0.0128, Accuaracy 78.06%Train Epoch 10 | [204864/732000 (27.99%)] Loss 0.0128, Accuaracy 78.02%Train Epoch 10 | [217664/732000 (29.74%)] Loss 0.0128, Accuaracy 78.03%Train Epoch 10 | [230464/732000 (31.48%)] Loss 0.0128, Accuaracy 77.99%Train Epoch 10 | [243264/732000 (33.23%)] Loss 0.0129, Accuaracy 77.94%Train Epoch 10 | [256064/732000 (34.98%)] Loss 0.0129, Accuaracy 77.92%Train Epoch 10 | [268864/732000 (36.73%)] Loss 0.0129, Accuaracy 77.90%Train Epoch 10 | [281664/732000 (38.48%)] Loss 0.0129, Accuaracy 77.86%Train Epoch 10 | [294464/732000 (40.23%)] Loss 0.0129, Accuaracy 77.84%Train Epoch 10 | [307264/732000 (41.98%)] Loss 0.0129, Accuaracy 77.82%Train Epoch 10 | [320064/732000 (43.72%)] Loss 0.0130, Accuaracy 77.78%Train Epoch 10 | [332864/732000 (45.47%)] Loss 0.0130, Accuaracy 77.74%Train Epoch 10 | [345664/732000 (47.22%)] Loss 0.0130, Accuaracy 77.73%Train Epoch 10 | [358464/732000 (48.97%)] Loss 0.0130, Accuaracy 77.70%Train Epoch 10 | [371264/732000 (50.72%)] Loss 0.0130, Accuaracy 77.68%Train Epoch 10 | [384064/732000 (52.47%)] Loss 0.0131, Accuaracy 77.63%Train Epoch 10 | [396864/732000 (54.22%)] Loss 0.0131, Accuaracy 77.62%Train Epoch 10 | [409664/732000 (55.97%)] Loss 0.0131, Accuaracy 77.62%Train Epoch 10 | [422464/732000 (57.71%)] Loss 0.0131, Accuaracy 77.58%Train Epoch 10 | [435264/732000 (59.46%)] Loss 0.0131, Accuaracy 77.56%Train Epoch 10 | [448064/732000 (61.21%)] Loss 0.0131, Accuaracy 77.56%Train Epoch 10 | [460864/732000 (62.96%)] Loss 0.0131, Accuaracy 77.54%Train Epoch 10 | [473664/732000 (64.71%)] Loss 0.0132, Accuaracy 77.51%Train Epoch 10 | [486464/732000 (66.46%)] Loss 0.0132, Accuaracy 77.48%Train Epoch 10 | [499264/732000 (68.21%)] Loss 0.0132, Accuaracy 77.45%Train Epoch 10 | [512064/732000 (69.95%)] Loss 0.0132, Accuaracy 77.42%Train Epoch 10 | [524864/732000 (71.70%)] Loss 0.0132, Accuaracy 77.41%Train Epoch 10 | [537664/732000 (73.45%)] Loss 0.0132, Accuaracy 77.39%Train Epoch 10 | [550464/732000 (75.20%)] Loss 0.0132, Accuaracy 77.38%Train Epoch 10 | [563264/732000 (76.95%)] Loss 0.0132, Accuaracy 77.36%Train Epoch 10 | [576064/732000 (78.70%)] Loss 0.0133, Accuaracy 77.34%Train Epoch 10 | [588864/732000 (80.45%)] Loss 0.0133, Accuaracy 77.32%Train Epoch 10 | [601664/732000 (82.19%)] Loss 0.0133, Accuaracy 77.31%Train Epoch 10 | [614464/732000 (83.94%)] Loss 0.0133, Accuaracy 77.30%Train Epoch 10 | [627264/732000 (85.69%)] Loss 0.0133, Accuaracy 77.29%Train Epoch 10 | [640064/732000 (87.44%)] Loss 0.0133, Accuaracy 77.29%Train Epoch 10 | [652864/732000 (89.19%)] Loss 0.0133, Accuaracy 77.28%Train Epoch 10 | [665664/732000 (90.94%)] Loss 0.0133, Accuaracy 77.26%Train Epoch 10 | [678464/732000 (92.69%)] Loss 0.0133, Accuaracy 77.25%Train Epoch 10 | [691264/732000 (94.43%)] Loss 0.0133, Accuaracy 77.24%Train Epoch 10 | [704064/732000 (96.18%)] Loss 0.0133, Accuaracy 77.23%Train Epoch 10 | [716864/732000 (97.93%)] Loss 0.0134, Accuaracy 77.21%Train Epoch 10 | [729664/732000 (99.68%)] Loss 0.0134, Accuaracy 77.20%Train Epoch 10 | Avarage Loss 0.0134, Average Accuracy 77.20%
Valid Epoch 10 | [32/50000 (0.06%)] Loss 0.0271, Accuaracy 84.38%Valid Epoch 10 | [1632/50000 (3.26%)] Loss 0.0430, Accuaracy 66.61%Valid Epoch 10 | [3232/50000 (6.46%)] Loss 0.0432, Accuaracy 67.36%Valid Epoch 10 | [4832/50000 (9.66%)] Loss 0.0441, Accuaracy 67.09%Valid Epoch 10 | [6432/50000 (12.86%)] Loss 0.0440, Accuaracy 67.20%Valid Epoch 10 | [8032/50000 (16.06%)] Loss 0.0443, Accuaracy 67.08%Valid Epoch 10 | [9632/50000 (19.26%)] Loss 0.0444, Accuaracy 67.03%Valid Epoch 10 | [11232/50000 (22.46%)] Loss 0.0438, Accuaracy 67.34%Valid Epoch 10 | [12832/50000 (25.66%)] Loss 0.0440, Accuaracy 67.30%Valid Epoch 10 | [14432/50000 (28.86%)] Loss 0.0440, Accuaracy 67.34%Valid Epoch 10 | [16032/50000 (32.06%)] Loss 0.0443, Accuaracy 67.35%Valid Epoch 10 | [17632/50000 (35.26%)] Loss 0.0445, Accuaracy 67.33%Valid Epoch 10 | [19232/50000 (38.46%)] Loss 0.0445, Accuaracy 67.25%Valid Epoch 10 | [20832/50000 (41.66%)] Loss 0.0443, Accuaracy 67.32%Valid Epoch 10 | [22432/50000 (44.86%)] Loss 0.0443, Accuaracy 67.23%Valid Epoch 10 | [24032/50000 (48.06%)] Loss 0.0442, Accuaracy 67.33%Valid Epoch 10 | [25632/50000 (51.26%)] Loss 0.0443, Accuaracy 67.29%Valid Epoch 10 | [27232/50000 (54.46%)] Loss 0.0443, Accuaracy 67.31%Valid Epoch 10 | [28832/50000 (57.66%)] Loss 0.0443, Accuaracy 67.27%Valid Epoch 10 | [30432/50000 (60.86%)] Loss 0.0445, Accuaracy 67.21%Valid Epoch 10 | [32032/50000 (64.06%)] Loss 0.0446, Accuaracy 67.14%Valid Epoch 10 | [33632/50000 (67.26%)] Loss 0.0447, Accuaracy 67.03%Valid Epoch 10 | [35232/50000 (70.46%)] Loss 0.0446, Accuaracy 67.10%Valid Epoch 10 | [36832/50000 (73.66%)] Loss 0.0446, Accuaracy 67.12%Valid Epoch 10 | [38432/50000 (76.86%)] Loss 0.0447, Accuaracy 67.03%Valid Epoch 10 | [40032/50000 (80.06%)] Loss 0.0446, Accuaracy 66.98%Valid Epoch 10 | [41632/50000 (83.26%)] Loss 0.0446, Accuaracy 67.02%Valid Epoch 10 | [43232/50000 (86.46%)] Loss 0.0447, Accuaracy 67.01%Valid Epoch 10 | [44832/50000 (89.66%)] Loss 0.0446, Accuaracy 66.97%Valid Epoch 10 | [46432/50000 (92.86%)] Loss 0.0447, Accuaracy 67.01%Valid Epoch 10 | [48032/50000 (96.06%)] Loss 0.0447, Accuaracy 67.01%Valid Epoch 10 | [49632/50000 (99.26%)] Loss 0.0447, Accuaracy 66.96%Valid Epoch 10 | Avarage Loss 0.0447, Average Accuracy 66.98%
Train Epoch 11 | [64/732000 (0.01%)] Loss 0.0092, Accuaracy 78.12%Train Epoch 11 | [12864/732000 (1.76%)] Loss 0.0117, Accuaracy 79.71%Train Epoch 11 | [25664/732000 (3.51%)] Loss 0.0116, Accuaracy 79.97%Train Epoch 11 | [38464/732000 (5.25%)] Loss 0.0116, Accuaracy 79.90%Train Epoch 11 | [51264/732000 (7.00%)] Loss 0.0117, Accuaracy 79.71%Train Epoch 11 | [64064/732000 (8.75%)] Loss 0.0117, Accuaracy 79.65%Train Epoch 11 | [76864/732000 (10.50%)] Loss 0.0117, Accuaracy 79.80%Train Epoch 11 | [89664/732000 (12.25%)] Loss 0.0117, Accuaracy 79.72%Train Epoch 11 | [102464/732000 (14.00%)] Loss 0.0117, Accuaracy 79.63%Train Epoch 11 | [115264/732000 (15.75%)] Loss 0.0118, Accuaracy 79.59%Train Epoch 11 | [128064/732000 (17.50%)] Loss 0.0118, Accuaracy 79.52%Train Epoch 11 | [140864/732000 (19.24%)] Loss 0.0119, Accuaracy 79.44%Train Epoch 11 | [153664/732000 (20.99%)] Loss 0.0119, Accuaracy 79.42%Train Epoch 11 | [166464/732000 (22.74%)] Loss 0.0119, Accuaracy 79.46%Train Epoch 11 | [179264/732000 (24.49%)] Loss 0.0119, Accuaracy 79.42%Train Epoch 11 | [192064/732000 (26.24%)] Loss 0.0119, Accuaracy 79.37%Train Epoch 11 | [204864/732000 (27.99%)] Loss 0.0119, Accuaracy 79.36%Train Epoch 11 | [217664/732000 (29.74%)] Loss 0.0120, Accuaracy 79.29%Train Epoch 11 | [230464/732000 (31.48%)] Loss 0.0120, Accuaracy 79.24%Train Epoch 11 | [243264/732000 (33.23%)] Loss 0.0120, Accuaracy 79.22%Train Epoch 11 | [256064/732000 (34.98%)] Loss 0.0120, Accuaracy 79.18%Train Epoch 11 | [268864/732000 (36.73%)] Loss 0.0121, Accuaracy 79.14%Train Epoch 11 | [281664/732000 (38.48%)] Loss 0.0121, Accuaracy 79.07%Train Epoch 11 | [294464/732000 (40.23%)] Loss 0.0121, Accuaracy 79.09%Train Epoch 11 | [307264/732000 (41.98%)] Loss 0.0121, Accuaracy 79.04%Train Epoch 11 | [320064/732000 (43.72%)] Loss 0.0121, Accuaracy 79.00%Train Epoch 11 | [332864/732000 (45.47%)] Loss 0.0121, Accuaracy 78.98%Train Epoch 11 | [345664/732000 (47.22%)] Loss 0.0122, Accuaracy 78.96%Train Epoch 11 | [358464/732000 (48.97%)] Loss 0.0122, Accuaracy 78.95%Train Epoch 11 | [371264/732000 (50.72%)] Loss 0.0122, Accuaracy 78.90%Train Epoch 11 | [384064/732000 (52.47%)] Loss 0.0122, Accuaracy 78.87%Train Epoch 11 | [396864/732000 (54.22%)] Loss 0.0122, Accuaracy 78.85%Train Epoch 11 | [409664/732000 (55.97%)] Loss 0.0123, Accuaracy 78.83%Train Epoch 11 | [422464/732000 (57.71%)] Loss 0.0123, Accuaracy 78.80%Train Epoch 11 | [435264/732000 (59.46%)] Loss 0.0123, Accuaracy 78.77%Train Epoch 11 | [448064/732000 (61.21%)] Loss 0.0123, Accuaracy 78.76%Train Epoch 11 | [460864/732000 (62.96%)] Loss 0.0123, Accuaracy 78.75%Train Epoch 11 | [473664/732000 (64.71%)] Loss 0.0123, Accuaracy 78.72%Train Epoch 11 | [486464/732000 (66.46%)] Loss 0.0123, Accuaracy 78.73%Train Epoch 11 | [499264/732000 (68.21%)] Loss 0.0123, Accuaracy 78.72%Train Epoch 11 | [512064/732000 (69.95%)] Loss 0.0124, Accuaracy 78.69%Train Epoch 11 | [524864/732000 (71.70%)] Loss 0.0124, Accuaracy 78.68%Train Epoch 11 | [537664/732000 (73.45%)] Loss 0.0124, Accuaracy 78.65%Train Epoch 11 | [550464/732000 (75.20%)] Loss 0.0124, Accuaracy 78.62%Train Epoch 11 | [563264/732000 (76.95%)] Loss 0.0124, Accuaracy 78.59%Train Epoch 11 | [576064/732000 (78.70%)] Loss 0.0124, Accuaracy 78.59%Train Epoch 11 | [588864/732000 (80.45%)] Loss 0.0124, Accuaracy 78.57%Train Epoch 11 | [601664/732000 (82.19%)] Loss 0.0124, Accuaracy 78.55%Train Epoch 11 | [614464/732000 (83.94%)] Loss 0.0125, Accuaracy 78.54%Train Epoch 11 | [627264/732000 (85.69%)] Loss 0.0125, Accuaracy 78.52%Train Epoch 11 | [640064/732000 (87.44%)] Loss 0.0125, Accuaracy 78.51%Train Epoch 11 | [652864/732000 (89.19%)] Loss 0.0125, Accuaracy 78.49%Train Epoch 11 | [665664/732000 (90.94%)] Loss 0.0125, Accuaracy 78.46%Train Epoch 11 | [678464/732000 (92.69%)] Loss 0.0125, Accuaracy 78.45%Train Epoch 11 | [691264/732000 (94.43%)] Loss 0.0125, Accuaracy 78.42%Train Epoch 11 | [704064/732000 (96.18%)] Loss 0.0126, Accuaracy 78.39%Train Epoch 11 | [716864/732000 (97.93%)] Loss 0.0126, Accuaracy 78.37%Train Epoch 11 | [729664/732000 (99.68%)] Loss 0.0126, Accuaracy 78.36%Train Epoch 11 | Avarage Loss 0.0126, Average Accuracy 78.36%
Valid Epoch 11 | [32/50000 (0.06%)] Loss 0.0426, Accuaracy 71.88%Valid Epoch 11 | [1632/50000 (3.26%)] Loss 0.0421, Accuaracy 70.04%Valid Epoch 11 | [3232/50000 (6.46%)] Loss 0.0447, Accuaracy 67.70%Valid Epoch 11 | [4832/50000 (9.66%)] Loss 0.0444, Accuaracy 67.76%Valid Epoch 11 | [6432/50000 (12.86%)] Loss 0.0443, Accuaracy 67.62%Valid Epoch 11 | [8032/50000 (16.06%)] Loss 0.0439, Accuaracy 67.70%Valid Epoch 11 | [9632/50000 (19.26%)] Loss 0.0439, Accuaracy 67.81%Valid Epoch 11 | [11232/50000 (22.46%)] Loss 0.0439, Accuaracy 67.65%Valid Epoch 11 | [12832/50000 (25.66%)] Loss 0.0436, Accuaracy 67.66%Valid Epoch 11 | [14432/50000 (28.86%)] Loss 0.0437, Accuaracy 67.74%Valid Epoch 11 | [16032/50000 (32.06%)] Loss 0.0436, Accuaracy 67.76%Valid Epoch 11 | [17632/50000 (35.26%)] Loss 0.0434, Accuaracy 67.87%Valid Epoch 11 | [19232/50000 (38.46%)] Loss 0.0436, Accuaracy 67.80%Valid Epoch 11 | [20832/50000 (41.66%)] Loss 0.0433, Accuaracy 68.16%Valid Epoch 11 | [22432/50000 (44.86%)] Loss 0.0432, Accuaracy 68.07%Valid Epoch 11 | [24032/50000 (48.06%)] Loss 0.0434, Accuaracy 67.82%Valid Epoch 11 | [25632/50000 (51.26%)] Loss 0.0437, Accuaracy 67.78%Valid Epoch 11 | [27232/50000 (54.46%)] Loss 0.0438, Accuaracy 67.74%Valid Epoch 11 | [28832/50000 (57.66%)] Loss 0.0439, Accuaracy 67.62%Valid Epoch 11 | [30432/50000 (60.86%)] Loss 0.0440, Accuaracy 67.59%Valid Epoch 11 | [32032/50000 (64.06%)] Loss 0.0438, Accuaracy 67.61%Valid Epoch 11 | [33632/50000 (67.26%)] Loss 0.0439, Accuaracy 67.52%Valid Epoch 11 | [35232/50000 (70.46%)] Loss 0.0440, Accuaracy 67.42%Valid Epoch 11 | [36832/50000 (73.66%)] Loss 0.0439, Accuaracy 67.47%Valid Epoch 11 | [38432/50000 (76.86%)] Loss 0.0440, Accuaracy 67.34%Valid Epoch 11 | [40032/50000 (80.06%)] Loss 0.0439, Accuaracy 67.38%Valid Epoch 11 | [41632/50000 (83.26%)] Loss 0.0439, Accuaracy 67.36%Valid Epoch 11 | [43232/50000 (86.46%)] Loss 0.0438, Accuaracy 67.38%Valid Epoch 11 | [44832/50000 (89.66%)] Loss 0.0438, Accuaracy 67.43%Valid Epoch 11 | [46432/50000 (92.86%)] Loss 0.0437, Accuaracy 67.46%Valid Epoch 11 | [48032/50000 (96.06%)] Loss 0.0437, Accuaracy 67.46%Valid Epoch 11 | [49632/50000 (99.26%)] Loss 0.0438, Accuaracy 67.48%Valid Epoch 11 | Avarage Loss 0.0438, Average Accuracy 67.48%
Train Epoch 12 | [64/732000 (0.01%)] Loss 0.0141, Accuaracy 79.69%Train Epoch 12 | [12864/732000 (1.76%)] Loss 0.0106, Accuaracy 81.62%Train Epoch 12 | [25664/732000 (3.51%)] Loss 0.0106, Accuaracy 81.37%Train Epoch 12 | [38464/732000 (5.25%)] Loss 0.0106, Accuaracy 81.34%Train Epoch 12 | [51264/732000 (7.00%)] Loss 0.0107, Accuaracy 81.30%Train Epoch 12 | [64064/732000 (8.75%)] Loss 0.0107, Accuaracy 81.26%Train Epoch 12 | [76864/732000 (10.50%)] Loss 0.0107, Accuaracy 81.25%Train Epoch 12 | [89664/732000 (12.25%)] Loss 0.0108, Accuaracy 81.20%Train Epoch 12 | [102464/732000 (14.00%)] Loss 0.0109, Accuaracy 81.02%Train Epoch 12 | [115264/732000 (15.75%)] Loss 0.0109, Accuaracy 80.94%Train Epoch 12 | [128064/732000 (17.50%)] Loss 0.0109, Accuaracy 80.83%Train Epoch 12 | [140864/732000 (19.24%)] Loss 0.0109, Accuaracy 80.83%Train Epoch 12 | [153664/732000 (20.99%)] Loss 0.0110, Accuaracy 80.77%Train Epoch 12 | [166464/732000 (22.74%)] Loss 0.0110, Accuaracy 80.71%Train Epoch 12 | [179264/732000 (24.49%)] Loss 0.0110, Accuaracy 80.63%Train Epoch 12 | [192064/732000 (26.24%)] Loss 0.0111, Accuaracy 80.59%Train Epoch 12 | [204864/732000 (27.99%)] Loss 0.0111, Accuaracy 80.59%Train Epoch 12 | [217664/732000 (29.74%)] Loss 0.0111, Accuaracy 80.50%Train Epoch 12 | [230464/732000 (31.48%)] Loss 0.0111, Accuaracy 80.44%Train Epoch 12 | [243264/732000 (33.23%)] Loss 0.0112, Accuaracy 80.41%Train Epoch 12 | [256064/732000 (34.98%)] Loss 0.0112, Accuaracy 80.36%Train Epoch 12 | [268864/732000 (36.73%)] Loss 0.0112, Accuaracy 80.32%Train Epoch 12 | [281664/732000 (38.48%)] Loss 0.0113, Accuaracy 80.27%Train Epoch 12 | [294464/732000 (40.23%)] Loss 0.0113, Accuaracy 80.24%Train Epoch 12 | [307264/732000 (41.98%)] Loss 0.0113, Accuaracy 80.19%Train Epoch 12 | [320064/732000 (43.72%)] Loss 0.0113, Accuaracy 80.18%Train Epoch 12 | [332864/732000 (45.47%)] Loss 0.0113, Accuaracy 80.15%Train Epoch 12 | [345664/732000 (47.22%)] Loss 0.0114, Accuaracy 80.13%Train Epoch 12 | [358464/732000 (48.97%)] Loss 0.0114, Accuaracy 80.09%Train Epoch 12 | [371264/732000 (50.72%)] Loss 0.0114, Accuaracy 80.08%Train Epoch 12 | [384064/732000 (52.47%)] Loss 0.0114, Accuaracy 80.05%Train Epoch 12 | [396864/732000 (54.22%)] Loss 0.0114, Accuaracy 80.05%Train Epoch 12 | [409664/732000 (55.97%)] Loss 0.0114, Accuaracy 80.01%Train Epoch 12 | [422464/732000 (57.71%)] Loss 0.0114, Accuaracy 79.99%Train Epoch 12 | [435264/732000 (59.46%)] Loss 0.0115, Accuaracy 79.95%Train Epoch 12 | [448064/732000 (61.21%)] Loss 0.0115, Accuaracy 79.92%Train Epoch 12 | [460864/732000 (62.96%)] Loss 0.0115, Accuaracy 79.90%Train Epoch 12 | [473664/732000 (64.71%)] Loss 0.0115, Accuaracy 79.87%Train Epoch 12 | [486464/732000 (66.46%)] Loss 0.0115, Accuaracy 79.85%Train Epoch 12 | [499264/732000 (68.21%)] Loss 0.0115, Accuaracy 79.83%Train Epoch 12 | [512064/732000 (69.95%)] Loss 0.0116, Accuaracy 79.80%Train Epoch 12 | [524864/732000 (71.70%)] Loss 0.0116, Accuaracy 79.77%Train Epoch 12 | [537664/732000 (73.45%)] Loss 0.0116, Accuaracy 79.77%Train Epoch 12 | [550464/732000 (75.20%)] Loss 0.0116, Accuaracy 79.75%Train Epoch 12 | [563264/732000 (76.95%)] Loss 0.0116, Accuaracy 79.73%Train Epoch 12 | [576064/732000 (78.70%)] Loss 0.0116, Accuaracy 79.71%Train Epoch 12 | [588864/732000 (80.45%)] Loss 0.0116, Accuaracy 79.70%Train Epoch 12 | [601664/732000 (82.19%)] Loss 0.0116, Accuaracy 79.68%Train Epoch 12 | [614464/732000 (83.94%)] Loss 0.0116, Accuaracy 79.65%Train Epoch 12 | [627264/732000 (85.69%)] Loss 0.0117, Accuaracy 79.64%Train Epoch 12 | [640064/732000 (87.44%)] Loss 0.0117, Accuaracy 79.63%Train Epoch 12 | [652864/732000 (89.19%)] Loss 0.0117, Accuaracy 79.61%Train Epoch 12 | [665664/732000 (90.94%)] Loss 0.0117, Accuaracy 79.58%Train Epoch 12 | [678464/732000 (92.69%)] Loss 0.0117, Accuaracy 79.56%Train Epoch 12 | [691264/732000 (94.43%)] Loss 0.0117, Accuaracy 79.54%Train Epoch 12 | [704064/732000 (96.18%)] Loss 0.0117, Accuaracy 79.52%Train Epoch 12 | [716864/732000 (97.93%)] Loss 0.0117, Accuaracy 79.49%Train Epoch 12 | [729664/732000 (99.68%)] Loss 0.0118, Accuaracy 79.48%Train Epoch 12 | Avarage Loss 0.0118, Average Accuracy 79.48%
Valid Epoch 12 | [32/50000 (0.06%)] Loss 0.0491, Accuaracy 56.25%Valid Epoch 12 | [1632/50000 (3.26%)] Loss 0.0453, Accuaracy 64.77%Valid Epoch 12 | [3232/50000 (6.46%)] Loss 0.0456, Accuaracy 64.98%Valid Epoch 12 | [4832/50000 (9.66%)] Loss 0.0454, Accuaracy 65.17%Valid Epoch 12 | [6432/50000 (12.86%)] Loss 0.0455, Accuaracy 65.50%Valid Epoch 12 | [8032/50000 (16.06%)] Loss 0.0456, Accuaracy 65.60%Valid Epoch 12 | [9632/50000 (19.26%)] Loss 0.0457, Accuaracy 65.54%Valid Epoch 12 | [11232/50000 (22.46%)] Loss 0.0456, Accuaracy 65.82%Valid Epoch 12 | [12832/50000 (25.66%)] Loss 0.0455, Accuaracy 65.84%Valid Epoch 12 | [14432/50000 (28.86%)] Loss 0.0456, Accuaracy 65.77%Valid Epoch 12 | [16032/50000 (32.06%)] Loss 0.0458, Accuaracy 65.77%Valid Epoch 12 | [17632/50000 (35.26%)] Loss 0.0457, Accuaracy 65.83%Valid Epoch 12 | [19232/50000 (38.46%)] Loss 0.0458, Accuaracy 65.80%Valid Epoch 12 | [20832/50000 (41.66%)] Loss 0.0459, Accuaracy 65.80%Valid Epoch 12 | [22432/50000 (44.86%)] Loss 0.0460, Accuaracy 65.82%Valid Epoch 12 | [24032/50000 (48.06%)] Loss 0.0461, Accuaracy 65.72%Valid Epoch 12 | [25632/50000 (51.26%)] Loss 0.0462, Accuaracy 65.62%Valid Epoch 12 | [27232/50000 (54.46%)] Loss 0.0463, Accuaracy 65.51%Valid Epoch 12 | [28832/50000 (57.66%)] Loss 0.0463, Accuaracy 65.56%Valid Epoch 12 | [30432/50000 (60.86%)] Loss 0.0463, Accuaracy 65.58%Valid Epoch 12 | [32032/50000 (64.06%)] Loss 0.0463, Accuaracy 65.62%Valid Epoch 12 | [33632/50000 (67.26%)] Loss 0.0464, Accuaracy 65.63%Valid Epoch 12 | [35232/50000 (70.46%)] Loss 0.0464, Accuaracy 65.63%Valid Epoch 12 | [36832/50000 (73.66%)] Loss 0.0465, Accuaracy 65.63%Valid Epoch 12 | [38432/50000 (76.86%)] Loss 0.0465, Accuaracy 65.61%Valid Epoch 12 | [40032/50000 (80.06%)] Loss 0.0466, Accuaracy 65.56%Valid Epoch 12 | [41632/50000 (83.26%)] Loss 0.0465, Accuaracy 65.63%Valid Epoch 12 | [43232/50000 (86.46%)] Loss 0.0465, Accuaracy 65.61%Valid Epoch 12 | [44832/50000 (89.66%)] Loss 0.0465, Accuaracy 65.62%Valid Epoch 12 | [46432/50000 (92.86%)] Loss 0.0466, Accuaracy 65.58%Valid Epoch 12 | [48032/50000 (96.06%)] Loss 0.0466, Accuaracy 65.64%Valid Epoch 12 | [49632/50000 (99.26%)] Loss 0.0466, Accuaracy 65.62%Valid Epoch 12 | Avarage Loss 0.0466, Average Accuracy 65.63%
Train Epoch 13 | [64/732000 (0.01%)] Loss 0.0089, Accuaracy 84.38%Train Epoch 13 | [12864/732000 (1.76%)] Loss 0.0097, Accuaracy 82.31%Train Epoch 13 | [25664/732000 (3.51%)] Loss 0.0099, Accuaracy 82.26%Train Epoch 13 | [38464/732000 (5.25%)] Loss 0.0099, Accuaracy 82.21%Train Epoch 13 | [51264/732000 (7.00%)] Loss 0.0100, Accuaracy 82.20%Train Epoch 13 | [64064/732000 (8.75%)] Loss 0.0101, Accuaracy 82.07%Train Epoch 13 | [76864/732000 (10.50%)] Loss 0.0101, Accuaracy 82.09%Train Epoch 13 | [89664/732000 (12.25%)] Loss 0.0101, Accuaracy 81.95%Train Epoch 13 | [102464/732000 (14.00%)] Loss 0.0102, Accuaracy 81.83%Train Epoch 13 | [115264/732000 (15.75%)] Loss 0.0102, Accuaracy 81.76%Train Epoch 13 | [128064/732000 (17.50%)] Loss 0.0103, Accuaracy 81.70%Train Epoch 13 | [140864/732000 (19.24%)] Loss 0.0103, Accuaracy 81.69%Train Epoch 13 | [153664/732000 (20.99%)] Loss 0.0103, Accuaracy 81.63%Train Epoch 13 | [166464/732000 (22.74%)] Loss 0.0103, Accuaracy 81.58%Train Epoch 13 | [179264/732000 (24.49%)] Loss 0.0104, Accuaracy 81.53%Train Epoch 13 | [192064/732000 (26.24%)] Loss 0.0104, Accuaracy 81.50%Train Epoch 13 | [204864/732000 (27.99%)] Loss 0.0104, Accuaracy 81.43%Train Epoch 13 | [217664/732000 (29.74%)] Loss 0.0104, Accuaracy 81.40%Train Epoch 13 | [230464/732000 (31.48%)] Loss 0.0104, Accuaracy 81.40%Train Epoch 13 | [243264/732000 (33.23%)] Loss 0.0105, Accuaracy 81.38%Train Epoch 13 | [256064/732000 (34.98%)] Loss 0.0105, Accuaracy 81.36%Train Epoch 13 | [268864/732000 (36.73%)] Loss 0.0105, Accuaracy 81.34%Train Epoch 13 | [281664/732000 (38.48%)] Loss 0.0105, Accuaracy 81.30%Train Epoch 13 | [294464/732000 (40.23%)] Loss 0.0105, Accuaracy 81.25%Train Epoch 13 | [307264/732000 (41.98%)] Loss 0.0106, Accuaracy 81.24%Train Epoch 13 | [320064/732000 (43.72%)] Loss 0.0106, Accuaracy 81.20%Train Epoch 13 | [332864/732000 (45.47%)] Loss 0.0106, Accuaracy 81.19%Train Epoch 13 | [345664/732000 (47.22%)] Loss 0.0106, Accuaracy 81.19%Train Epoch 13 | [358464/732000 (48.97%)] Loss 0.0106, Accuaracy 81.16%Train Epoch 13 | [371264/732000 (50.72%)] Loss 0.0106, Accuaracy 81.15%Train Epoch 13 | [384064/732000 (52.47%)] Loss 0.0106, Accuaracy 81.13%Train Epoch 13 | [396864/732000 (54.22%)] Loss 0.0107, Accuaracy 81.10%Train Epoch 13 | [409664/732000 (55.97%)] Loss 0.0107, Accuaracy 81.07%Train Epoch 13 | [422464/732000 (57.71%)] Loss 0.0107, Accuaracy 81.05%Train Epoch 13 | [435264/732000 (59.46%)] Loss 0.0107, Accuaracy 81.05%Train Epoch 13 | [448064/732000 (61.21%)] Loss 0.0107, Accuaracy 81.01%Train Epoch 13 | [460864/732000 (62.96%)] Loss 0.0107, Accuaracy 80.98%Train Epoch 13 | [473664/732000 (64.71%)] Loss 0.0107, Accuaracy 80.97%Train Epoch 13 | [486464/732000 (66.46%)] Loss 0.0108, Accuaracy 80.95%Train Epoch 13 | [499264/732000 (68.21%)] Loss 0.0108, Accuaracy 80.94%Train Epoch 13 | [512064/732000 (69.95%)] Loss 0.0108, Accuaracy 80.93%Train Epoch 13 | [524864/732000 (71.70%)] Loss 0.0108, Accuaracy 80.90%Train Epoch 13 | [537664/732000 (73.45%)] Loss 0.0108, Accuaracy 80.87%Train Epoch 13 | [550464/732000 (75.20%)] Loss 0.0108, Accuaracy 80.85%Train Epoch 13 | [563264/732000 (76.95%)] Loss 0.0108, Accuaracy 80.83%Train Epoch 13 | [576064/732000 (78.70%)] Loss 0.0109, Accuaracy 80.79%Train Epoch 13 | [588864/732000 (80.45%)] Loss 0.0109, Accuaracy 80.77%Train Epoch 13 | [601664/732000 (82.19%)] Loss 0.0109, Accuaracy 80.75%Train Epoch 13 | [614464/732000 (83.94%)] Loss 0.0109, Accuaracy 80.72%Train Epoch 13 | [627264/732000 (85.69%)] Loss 0.0109, Accuaracy 80.70%Train Epoch 13 | [640064/732000 (87.44%)] Loss 0.0109, Accuaracy 80.69%Train Epoch 13 | [652864/732000 (89.19%)] Loss 0.0109, Accuaracy 80.66%Train Epoch 13 | [665664/732000 (90.94%)] Loss 0.0109, Accuaracy 80.65%Train Epoch 13 | [678464/732000 (92.69%)] Loss 0.0110, Accuaracy 80.62%Train Epoch 13 | [691264/732000 (94.43%)] Loss 0.0110, Accuaracy 80.59%Train Epoch 13 | [704064/732000 (96.18%)] Loss 0.0110, Accuaracy 80.59%Train Epoch 13 | [716864/732000 (97.93%)] Loss 0.0110, Accuaracy 80.57%Train Epoch 13 | [729664/732000 (99.68%)] Loss 0.0110, Accuaracy 80.55%Train Epoch 13 | Avarage Loss 0.0110, Average Accuracy 80.54%
Valid Epoch 13 | [32/50000 (0.06%)] Loss 0.0411, Accuaracy 71.88%Valid Epoch 13 | [1632/50000 (3.26%)] Loss 0.0476, Accuaracy 65.38%Valid Epoch 13 | [3232/50000 (6.46%)] Loss 0.0440, Accuaracy 67.95%Valid Epoch 13 | [4832/50000 (9.66%)] Loss 0.0438, Accuaracy 68.44%Valid Epoch 13 | [6432/50000 (12.86%)] Loss 0.0430, Accuaracy 68.78%Valid Epoch 13 | [8032/50000 (16.06%)] Loss 0.0435, Accuaracy 68.26%Valid Epoch 13 | [9632/50000 (19.26%)] Loss 0.0437, Accuaracy 68.01%Valid Epoch 13 | [11232/50000 (22.46%)] Loss 0.0439, Accuaracy 67.97%Valid Epoch 13 | [12832/50000 (25.66%)] Loss 0.0443, Accuaracy 67.80%Valid Epoch 13 | [14432/50000 (28.86%)] Loss 0.0441, Accuaracy 67.96%Valid Epoch 13 | [16032/50000 (32.06%)] Loss 0.0441, Accuaracy 67.91%Valid Epoch 13 | [17632/50000 (35.26%)] Loss 0.0443, Accuaracy 67.73%Valid Epoch 13 | [19232/50000 (38.46%)] Loss 0.0443, Accuaracy 67.84%Valid Epoch 13 | [20832/50000 (41.66%)] Loss 0.0446, Accuaracy 67.80%Valid Epoch 13 | [22432/50000 (44.86%)] Loss 0.0445, Accuaracy 67.76%Valid Epoch 13 | [24032/50000 (48.06%)] Loss 0.0447, Accuaracy 67.68%Valid Epoch 13 | [25632/50000 (51.26%)] Loss 0.0447, Accuaracy 67.64%Valid Epoch 13 | [27232/50000 (54.46%)] Loss 0.0447, Accuaracy 67.63%Valid Epoch 13 | [28832/50000 (57.66%)] Loss 0.0449, Accuaracy 67.60%Valid Epoch 13 | [30432/50000 (60.86%)] Loss 0.0449, Accuaracy 67.59%Valid Epoch 13 | [32032/50000 (64.06%)] Loss 0.0449, Accuaracy 67.60%Valid Epoch 13 | [33632/50000 (67.26%)] Loss 0.0450, Accuaracy 67.64%Valid Epoch 13 | [35232/50000 (70.46%)] Loss 0.0449, Accuaracy 67.58%Valid Epoch 13 | [36832/50000 (73.66%)] Loss 0.0448, Accuaracy 67.62%Valid Epoch 13 | [38432/50000 (76.86%)] Loss 0.0449, Accuaracy 67.60%Valid Epoch 13 | [40032/50000 (80.06%)] Loss 0.0449, Accuaracy 67.62%Valid Epoch 13 | [41632/50000 (83.26%)] Loss 0.0448, Accuaracy 67.67%Valid Epoch 13 | [43232/50000 (86.46%)] Loss 0.0450, Accuaracy 67.60%Valid Epoch 13 | [44832/50000 (89.66%)] Loss 0.0451, Accuaracy 67.59%Valid Epoch 13 | [46432/50000 (92.86%)] Loss 0.0450, Accuaracy 67.64%Valid Epoch 13 | [48032/50000 (96.06%)] Loss 0.0451, Accuaracy 67.61%Valid Epoch 13 | [49632/50000 (99.26%)] Loss 0.0452, Accuaracy 67.60%Valid Epoch 13 | Avarage Loss 0.0452, Average Accuracy 67.62%
Train Epoch 14 | [64/732000 (0.01%)] Loss 0.0079, Accuaracy 85.94%Train Epoch 14 | [12864/732000 (1.76%)] Loss 0.0093, Accuaracy 83.82%Train Epoch 14 | [25664/732000 (3.51%)] Loss 0.0092, Accuaracy 83.71%Train Epoch 14 | [38464/732000 (5.25%)] Loss 0.0092, Accuaracy 83.47%Train Epoch 14 | [51264/732000 (7.00%)] Loss 0.0093, Accuaracy 83.40%Train Epoch 14 | [64064/732000 (8.75%)] Loss 0.0093, Accuaracy 83.27%Train Epoch 14 | [76864/732000 (10.50%)] Loss 0.0093, Accuaracy 83.33%Train Epoch 14 | [89664/732000 (12.25%)] Loss 0.0093, Accuaracy 83.25%Train Epoch 14 | [102464/732000 (14.00%)] Loss 0.0094, Accuaracy 83.17%Train Epoch 14 | [115264/732000 (15.75%)] Loss 0.0094, Accuaracy 83.10%Train Epoch 14 | [128064/732000 (17.50%)] Loss 0.0094, Accuaracy 83.03%Train Epoch 14 | [140864/732000 (19.24%)] Loss 0.0095, Accuaracy 82.94%Train Epoch 14 | [153664/732000 (20.99%)] Loss 0.0095, Accuaracy 82.91%Train Epoch 14 | [166464/732000 (22.74%)] Loss 0.0095, Accuaracy 82.85%Train Epoch 14 | [179264/732000 (24.49%)] Loss 0.0096, Accuaracy 82.81%Train Epoch 14 | [192064/732000 (26.24%)] Loss 0.0096, Accuaracy 82.76%Train Epoch 14 | [204864/732000 (27.99%)] Loss 0.0096, Accuaracy 82.72%Train Epoch 14 | [217664/732000 (29.74%)] Loss 0.0096, Accuaracy 82.68%Train Epoch 14 | [230464/732000 (31.48%)] Loss 0.0097, Accuaracy 82.63%Train Epoch 14 | [243264/732000 (33.23%)] Loss 0.0097, Accuaracy 82.55%Train Epoch 14 | [256064/732000 (34.98%)] Loss 0.0097, Accuaracy 82.52%Train Epoch 14 | [268864/732000 (36.73%)] Loss 0.0097, Accuaracy 82.50%Train Epoch 14 | [281664/732000 (38.48%)] Loss 0.0097, Accuaracy 82.50%Train Epoch 14 | [294464/732000 (40.23%)] Loss 0.0098, Accuaracy 82.47%Train Epoch 14 | [307264/732000 (41.98%)] Loss 0.0098, Accuaracy 82.47%Train Epoch 14 | [320064/732000 (43.72%)] Loss 0.0098, Accuaracy 82.45%Train Epoch 14 | [332864/732000 (45.47%)] Loss 0.0098, Accuaracy 82.43%Train Epoch 14 | [345664/732000 (47.22%)] Loss 0.0098, Accuaracy 82.37%Train Epoch 14 | [358464/732000 (48.97%)] Loss 0.0098, Accuaracy 82.34%Train Epoch 14 | [371264/732000 (50.72%)] Loss 0.0099, Accuaracy 82.31%Train Epoch 14 | [384064/732000 (52.47%)] Loss 0.0099, Accuaracy 82.28%Train Epoch 14 | [396864/732000 (54.22%)] Loss 0.0099, Accuaracy 82.26%Train Epoch 14 | [409664/732000 (55.97%)] Loss 0.0099, Accuaracy 82.22%Train Epoch 14 | [422464/732000 (57.71%)] Loss 0.0099, Accuaracy 82.21%Train Epoch 14 | [435264/732000 (59.46%)] Loss 0.0100, Accuaracy 82.18%Train Epoch 14 | [448064/732000 (61.21%)] Loss 0.0100, Accuaracy 82.15%Train Epoch 14 | [460864/732000 (62.96%)] Loss 0.0100, Accuaracy 82.12%Train Epoch 14 | [473664/732000 (64.71%)] Loss 0.0100, Accuaracy 82.08%Train Epoch 14 | [486464/732000 (66.46%)] Loss 0.0100, Accuaracy 82.05%Train Epoch 14 | [499264/732000 (68.21%)] Loss 0.0100, Accuaracy 82.02%Train Epoch 14 | [512064/732000 (69.95%)] Loss 0.0101, Accuaracy 82.00%Train Epoch 14 | [524864/732000 (71.70%)] Loss 0.0101, Accuaracy 81.97%Train Epoch 14 | [537664/732000 (73.45%)] Loss 0.0101, Accuaracy 81.95%Train Epoch 14 | [550464/732000 (75.20%)] Loss 0.0101, Accuaracy 81.92%Train Epoch 14 | [563264/732000 (76.95%)] Loss 0.0101, Accuaracy 81.91%Train Epoch 14 | [576064/732000 (78.70%)] Loss 0.0101, Accuaracy 81.89%Train Epoch 14 | [588864/732000 (80.45%)] Loss 0.0101, Accuaracy 81.87%Train Epoch 14 | [601664/732000 (82.19%)] Loss 0.0102, Accuaracy 81.86%Train Epoch 14 | [614464/732000 (83.94%)] Loss 0.0102, Accuaracy 81.83%Train Epoch 14 | [627264/732000 (85.69%)] Loss 0.0102, Accuaracy 81.80%Train Epoch 14 | [640064/732000 (87.44%)] Loss 0.0102, Accuaracy 81.78%Train Epoch 14 | [652864/732000 (89.19%)] Loss 0.0102, Accuaracy 81.76%Train Epoch 14 | [665664/732000 (90.94%)] Loss 0.0102, Accuaracy 81.74%Train Epoch 14 | [678464/732000 (92.69%)] Loss 0.0102, Accuaracy 81.72%Train Epoch 14 | [691264/732000 (94.43%)] Loss 0.0103, Accuaracy 81.69%Train Epoch 14 | [704064/732000 (96.18%)] Loss 0.0103, Accuaracy 81.67%Train Epoch 14 | [716864/732000 (97.93%)] Loss 0.0103, Accuaracy 81.64%Train Epoch 14 | [729664/732000 (99.68%)] Loss 0.0103, Accuaracy 81.63%Train Epoch 14 | Avarage Loss 0.0103, Average Accuracy 81.63%
Valid Epoch 14 | [32/50000 (0.06%)] Loss 0.0333, Accuaracy 71.88%Valid Epoch 14 | [1632/50000 (3.26%)] Loss 0.0459, Accuaracy 66.24%Valid Epoch 14 | [3232/50000 (6.46%)] Loss 0.0454, Accuaracy 66.92%Valid Epoch 14 | [4832/50000 (9.66%)] Loss 0.0453, Accuaracy 67.12%Valid Epoch 14 | [6432/50000 (12.86%)] Loss 0.0455, Accuaracy 67.26%Valid Epoch 14 | [8032/50000 (16.06%)] Loss 0.0466, Accuaracy 66.98%Valid Epoch 14 | [9632/50000 (19.26%)] Loss 0.0462, Accuaracy 67.44%Valid Epoch 14 | [11232/50000 (22.46%)] Loss 0.0459, Accuaracy 67.72%Valid Epoch 14 | [12832/50000 (25.66%)] Loss 0.0459, Accuaracy 67.50%Valid Epoch 14 | [14432/50000 (28.86%)] Loss 0.0459, Accuaracy 67.44%Valid Epoch 14 | [16032/50000 (32.06%)] Loss 0.0464, Accuaracy 67.32%Valid Epoch 14 | [17632/50000 (35.26%)] Loss 0.0465, Accuaracy 67.18%Valid Epoch 14 | [19232/50000 (38.46%)] Loss 0.0468, Accuaracy 67.09%Valid Epoch 14 | [20832/50000 (41.66%)] Loss 0.0470, Accuaracy 67.00%Valid Epoch 14 | [22432/50000 (44.86%)] Loss 0.0471, Accuaracy 67.00%Valid Epoch 14 | [24032/50000 (48.06%)] Loss 0.0471, Accuaracy 67.03%Valid Epoch 14 | [25632/50000 (51.26%)] Loss 0.0471, Accuaracy 66.99%Valid Epoch 14 | [27232/50000 (54.46%)] Loss 0.0472, Accuaracy 66.95%Valid Epoch 14 | [28832/50000 (57.66%)] Loss 0.0471, Accuaracy 67.02%Valid Epoch 14 | [30432/50000 (60.86%)] Loss 0.0472, Accuaracy 66.97%Valid Epoch 14 | [32032/50000 (64.06%)] Loss 0.0472, Accuaracy 67.03%Valid Epoch 14 | [33632/50000 (67.26%)] Loss 0.0470, Accuaracy 67.12%Valid Epoch 14 | [35232/50000 (70.46%)] Loss 0.0470, Accuaracy 67.16%Valid Epoch 14 | [36832/50000 (73.66%)] Loss 0.0469, Accuaracy 67.20%Valid Epoch 14 | [38432/50000 (76.86%)] Loss 0.0469, Accuaracy 67.23%Valid Epoch 14 | [40032/50000 (80.06%)] Loss 0.0470, Accuaracy 67.16%Valid Epoch 14 | [41632/50000 (83.26%)] Loss 0.0471, Accuaracy 67.13%Valid Epoch 14 | [43232/50000 (86.46%)] Loss 0.0471, Accuaracy 67.11%Valid Epoch 14 | [44832/50000 (89.66%)] Loss 0.0470, Accuaracy 67.17%Valid Epoch 14 | [46432/50000 (92.86%)] Loss 0.0471, Accuaracy 67.13%Valid Epoch 14 | [48032/50000 (96.06%)] Loss 0.0470, Accuaracy 67.16%Valid Epoch 14 | [49632/50000 (99.26%)] Loss 0.0471, Accuaracy 67.12%Valid Epoch 14 | Avarage Loss 0.0470, Average Accuracy 67.14%
Train Epoch 15 | [64/732000 (0.01%)] Loss 0.0086, Accuaracy 84.38%Train Epoch 15 | [12864/732000 (1.76%)] Loss 0.0085, Accuaracy 84.90%Train Epoch 15 | [25664/732000 (3.51%)] Loss 0.0086, Accuaracy 84.56%Train Epoch 15 | [38464/732000 (5.25%)] Loss 0.0087, Accuaracy 84.47%Train Epoch 15 | [51264/732000 (7.00%)] Loss 0.0087, Accuaracy 84.43%Train Epoch 15 | [64064/732000 (8.75%)] Loss 0.0087, Accuaracy 84.25%Train Epoch 15 | [76864/732000 (10.50%)] Loss 0.0088, Accuaracy 84.14%Train Epoch 15 | [89664/732000 (12.25%)] Loss 0.0088, Accuaracy 84.10%Train Epoch 15 | [102464/732000 (14.00%)] Loss 0.0088, Accuaracy 84.06%Train Epoch 15 | [115264/732000 (15.75%)] Loss 0.0088, Accuaracy 84.07%Train Epoch 15 | [128064/732000 (17.50%)] Loss 0.0088, Accuaracy 84.01%Train Epoch 15 | [140864/732000 (19.24%)] Loss 0.0089, Accuaracy 83.99%Train Epoch 15 | [153664/732000 (20.99%)] Loss 0.0089, Accuaracy 83.92%Train Epoch 15 | [166464/732000 (22.74%)] Loss 0.0089, Accuaracy 83.87%Train Epoch 15 | [179264/732000 (24.49%)] Loss 0.0089, Accuaracy 83.86%Train Epoch 15 | [192064/732000 (26.24%)] Loss 0.0090, Accuaracy 83.78%Train Epoch 15 | [204864/732000 (27.99%)] Loss 0.0090, Accuaracy 83.73%Train Epoch 15 | [217664/732000 (29.74%)] Loss 0.0090, Accuaracy 83.67%Train Epoch 15 | [230464/732000 (31.48%)] Loss 0.0091, Accuaracy 83.63%Train Epoch 15 | [243264/732000 (33.23%)] Loss 0.0090, Accuaracy 83.63%Train Epoch 15 | [256064/732000 (34.98%)] Loss 0.0091, Accuaracy 83.60%Train Epoch 15 | [268864/732000 (36.73%)] Loss 0.0091, Accuaracy 83.56%Train Epoch 15 | [281664/732000 (38.48%)] Loss 0.0091, Accuaracy 83.56%Train Epoch 15 | [294464/732000 (40.23%)] Loss 0.0091, Accuaracy 83.51%Train Epoch 15 | [307264/732000 (41.98%)] Loss 0.0091, Accuaracy 83.47%Train Epoch 15 | [320064/732000 (43.72%)] Loss 0.0092, Accuaracy 83.43%Train Epoch 15 | [332864/732000 (45.47%)] Loss 0.0092, Accuaracy 83.40%Train Epoch 15 | [345664/732000 (47.22%)] Loss 0.0092, Accuaracy 83.36%Train Epoch 15 | [358464/732000 (48.97%)] Loss 0.0092, Accuaracy 83.33%Train Epoch 15 | [371264/732000 (50.72%)] Loss 0.0092, Accuaracy 83.29%Train Epoch 15 | [384064/732000 (52.47%)] Loss 0.0093, Accuaracy 83.26%Train Epoch 15 | [396864/732000 (54.22%)] Loss 0.0093, Accuaracy 83.23%Train Epoch 15 | [409664/732000 (55.97%)] Loss 0.0093, Accuaracy 83.19%Train Epoch 15 | [422464/732000 (57.71%)] Loss 0.0093, Accuaracy 83.16%Train Epoch 15 | [435264/732000 (59.46%)] Loss 0.0093, Accuaracy 83.13%Train Epoch 15 | [448064/732000 (61.21%)] Loss 0.0093, Accuaracy 83.12%Train Epoch 15 | [460864/732000 (62.96%)] Loss 0.0093, Accuaracy 83.11%Train Epoch 15 | [473664/732000 (64.71%)] Loss 0.0094, Accuaracy 83.08%Train Epoch 15 | [486464/732000 (66.46%)] Loss 0.0094, Accuaracy 83.05%Train Epoch 15 | [499264/732000 (68.21%)] Loss 0.0094, Accuaracy 83.03%Train Epoch 15 | [512064/732000 (69.95%)] Loss 0.0094, Accuaracy 83.02%Train Epoch 15 | [524864/732000 (71.70%)] Loss 0.0094, Accuaracy 82.98%Train Epoch 15 | [537664/732000 (73.45%)] Loss 0.0094, Accuaracy 82.96%Train Epoch 15 | [550464/732000 (75.20%)] Loss 0.0094, Accuaracy 82.95%Train Epoch 15 | [563264/732000 (76.95%)] Loss 0.0094, Accuaracy 82.93%Train Epoch 15 | [576064/732000 (78.70%)] Loss 0.0095, Accuaracy 82.90%Train Epoch 15 | [588864/732000 (80.45%)] Loss 0.0095, Accuaracy 82.87%Train Epoch 15 | [601664/732000 (82.19%)] Loss 0.0095, Accuaracy 82.85%Train Epoch 15 | [614464/732000 (83.94%)] Loss 0.0095, Accuaracy 82.83%Train Epoch 15 | [627264/732000 (85.69%)] Loss 0.0095, Accuaracy 82.79%Train Epoch 15 | [640064/732000 (87.44%)] Loss 0.0095, Accuaracy 82.77%Train Epoch 15 | [652864/732000 (89.19%)] Loss 0.0096, Accuaracy 82.75%Train Epoch 15 | [665664/732000 (90.94%)] Loss 0.0096, Accuaracy 82.73%Train Epoch 15 | [678464/732000 (92.69%)] Loss 0.0096, Accuaracy 82.71%Train Epoch 15 | [691264/732000 (94.43%)] Loss 0.0096, Accuaracy 82.70%Train Epoch 15 | [704064/732000 (96.18%)] Loss 0.0096, Accuaracy 82.68%Train Epoch 15 | [716864/732000 (97.93%)] Loss 0.0096, Accuaracy 82.66%Train Epoch 15 | [729664/732000 (99.68%)] Loss 0.0096, Accuaracy 82.65%Train Epoch 15 | Avarage Loss 0.0096, Average Accuracy 82.65%
Valid Epoch 15 | [32/50000 (0.06%)] Loss 0.0444, Accuaracy 59.38%Valid Epoch 15 | [1632/50000 (3.26%)] Loss 0.0482, Accuaracy 66.79%Valid Epoch 15 | [3232/50000 (6.46%)] Loss 0.0457, Accuaracy 67.30%Valid Epoch 15 | [4832/50000 (9.66%)] Loss 0.0454, Accuaracy 67.40%Valid Epoch 15 | [6432/50000 (12.86%)] Loss 0.0455, Accuaracy 67.23%Valid Epoch 15 | [8032/50000 (16.06%)] Loss 0.0459, Accuaracy 67.26%Valid Epoch 15 | [9632/50000 (19.26%)] Loss 0.0459, Accuaracy 67.20%Valid Epoch 15 | [11232/50000 (22.46%)] Loss 0.0459, Accuaracy 67.19%Valid Epoch 15 | [12832/50000 (25.66%)] Loss 0.0456, Accuaracy 67.50%Valid Epoch 15 | [14432/50000 (28.86%)] Loss 0.0454, Accuaracy 67.59%Valid Epoch 15 | [16032/50000 (32.06%)] Loss 0.0457, Accuaracy 67.50%Valid Epoch 15 | [17632/50000 (35.26%)] Loss 0.0460, Accuaracy 67.46%Valid Epoch 15 | [19232/50000 (38.46%)] Loss 0.0459, Accuaracy 67.42%Valid Epoch 15 | [20832/50000 (41.66%)] Loss 0.0460, Accuaracy 67.31%Valid Epoch 15 | [22432/50000 (44.86%)] Loss 0.0460, Accuaracy 67.39%Valid Epoch 15 | [24032/50000 (48.06%)] Loss 0.0459, Accuaracy 67.46%Valid Epoch 15 | [25632/50000 (51.26%)] Loss 0.0459, Accuaracy 67.43%Valid Epoch 15 | [27232/50000 (54.46%)] Loss 0.0460, Accuaracy 67.39%Valid Epoch 15 | [28832/50000 (57.66%)] Loss 0.0459, Accuaracy 67.44%Valid Epoch 15 | [30432/50000 (60.86%)] Loss 0.0459, Accuaracy 67.47%Valid Epoch 15 | [32032/50000 (64.06%)] Loss 0.0458, Accuaracy 67.52%Valid Epoch 15 | [33632/50000 (67.26%)] Loss 0.0457, Accuaracy 67.56%Valid Epoch 15 | [35232/50000 (70.46%)] Loss 0.0456, Accuaracy 67.54%Valid Epoch 15 | [36832/50000 (73.66%)] Loss 0.0457, Accuaracy 67.56%Valid Epoch 15 | [38432/50000 (76.86%)] Loss 0.0456, Accuaracy 67.62%Valid Epoch 15 | [40032/50000 (80.06%)] Loss 0.0456, Accuaracy 67.62%Valid Epoch 15 | [41632/50000 (83.26%)] Loss 0.0456, Accuaracy 67.63%Valid Epoch 15 | [43232/50000 (86.46%)] Loss 0.0456, Accuaracy 67.64%Valid Epoch 15 | [44832/50000 (89.66%)] Loss 0.0456, Accuaracy 67.67%Valid Epoch 15 | [46432/50000 (92.86%)] Loss 0.0455, Accuaracy 67.71%Valid Epoch 15 | [48032/50000 (96.06%)] Loss 0.0455, Accuaracy 67.68%Valid Epoch 15 | [49632/50000 (99.26%)] Loss 0.0455, Accuaracy 67.69%Valid Epoch 15 | Avarage Loss 0.0455, Average Accuracy 67.69%
Train Epoch 16 | [64/732000 (0.01%)] Loss 0.0103, Accuaracy 81.25%Train Epoch 16 | [12864/732000 (1.76%)] Loss 0.0079, Accuaracy 85.61%Train Epoch 16 | [25664/732000 (3.51%)] Loss 0.0079, Accuaracy 85.51%Train Epoch 16 | [38464/732000 (5.25%)] Loss 0.0079, Accuaracy 85.49%Train Epoch 16 | [51264/732000 (7.00%)] Loss 0.0080, Accuaracy 85.27%Train Epoch 16 | [64064/732000 (8.75%)] Loss 0.0081, Accuaracy 85.17%Train Epoch 16 | [76864/732000 (10.50%)] Loss 0.0081, Accuaracy 85.08%Train Epoch 16 | [89664/732000 (12.25%)] Loss 0.0081, Accuaracy 85.07%Train Epoch 16 | [102464/732000 (14.00%)] Loss 0.0082, Accuaracy 84.95%Train Epoch 16 | [115264/732000 (15.75%)] Loss 0.0082, Accuaracy 84.93%Train Epoch 16 | [128064/732000 (17.50%)] Loss 0.0082, Accuaracy 84.84%Train Epoch 16 | [140864/732000 (19.24%)] Loss 0.0083, Accuaracy 84.77%Train Epoch 16 | [153664/732000 (20.99%)] Loss 0.0083, Accuaracy 84.72%Train Epoch 16 | [166464/732000 (22.74%)] Loss 0.0083, Accuaracy 84.70%Train Epoch 16 | [179264/732000 (24.49%)] Loss 0.0083, Accuaracy 84.64%Train Epoch 16 | [192064/732000 (26.24%)] Loss 0.0084, Accuaracy 84.63%Train Epoch 16 | [204864/732000 (27.99%)] Loss 0.0084, Accuaracy 84.60%Train Epoch 16 | [217664/732000 (29.74%)] Loss 0.0084, Accuaracy 84.52%Train Epoch 16 | [230464/732000 (31.48%)] Loss 0.0084, Accuaracy 84.50%Train Epoch 16 | [243264/732000 (33.23%)] Loss 0.0085, Accuaracy 84.47%Train Epoch 16 | [256064/732000 (34.98%)] Loss 0.0085, Accuaracy 84.42%Train Epoch 16 | [268864/732000 (36.73%)] Loss 0.0085, Accuaracy 84.39%Train Epoch 16 | [281664/732000 (38.48%)] Loss 0.0085, Accuaracy 84.35%Train Epoch 16 | [294464/732000 (40.23%)] Loss 0.0086, Accuaracy 84.29%Train Epoch 16 | [307264/732000 (41.98%)] Loss 0.0086, Accuaracy 84.27%Train Epoch 16 | [320064/732000 (43.72%)] Loss 0.0086, Accuaracy 84.22%Train Epoch 16 | [332864/732000 (45.47%)] Loss 0.0086, Accuaracy 84.18%Train Epoch 16 | [345664/732000 (47.22%)] Loss 0.0086, Accuaracy 84.15%Train Epoch 16 | [358464/732000 (48.97%)] Loss 0.0087, Accuaracy 84.12%Train Epoch 16 | [371264/732000 (50.72%)] Loss 0.0087, Accuaracy 84.08%Train Epoch 16 | [384064/732000 (52.47%)] Loss 0.0087, Accuaracy 84.03%Train Epoch 16 | [396864/732000 (54.22%)] Loss 0.0087, Accuaracy 84.03%Train Epoch 16 | [409664/732000 (55.97%)] Loss 0.0087, Accuaracy 84.01%Train Epoch 16 | [422464/732000 (57.71%)] Loss 0.0087, Accuaracy 83.98%Train Epoch 16 | [435264/732000 (59.46%)] Loss 0.0087, Accuaracy 83.96%Train Epoch 16 | [448064/732000 (61.21%)] Loss 0.0088, Accuaracy 83.93%Train Epoch 16 | [460864/732000 (62.96%)] Loss 0.0088, Accuaracy 83.91%Train Epoch 16 | [473664/732000 (64.71%)] Loss 0.0088, Accuaracy 83.90%Train Epoch 16 | [486464/732000 (66.46%)] Loss 0.0088, Accuaracy 83.88%Train Epoch 16 | [499264/732000 (68.21%)] Loss 0.0088, Accuaracy 83.87%Train Epoch 16 | [512064/732000 (69.95%)] Loss 0.0088, Accuaracy 83.86%Train Epoch 16 | [524864/732000 (71.70%)] Loss 0.0088, Accuaracy 83.84%Train Epoch 16 | [537664/732000 (73.45%)] Loss 0.0088, Accuaracy 83.82%Train Epoch 16 | [550464/732000 (75.20%)] Loss 0.0088, Accuaracy 83.80%Train Epoch 16 | [563264/732000 (76.95%)] Loss 0.0089, Accuaracy 83.79%Train Epoch 16 | [576064/732000 (78.70%)] Loss 0.0089, Accuaracy 83.76%Train Epoch 16 | [588864/732000 (80.45%)] Loss 0.0089, Accuaracy 83.73%Train Epoch 16 | [601664/732000 (82.19%)] Loss 0.0089, Accuaracy 83.71%Train Epoch 16 | [614464/732000 (83.94%)] Loss 0.0089, Accuaracy 83.69%Train Epoch 16 | [627264/732000 (85.69%)] Loss 0.0089, Accuaracy 83.65%Train Epoch 16 | [640064/732000 (87.44%)] Loss 0.0089, Accuaracy 83.64%Train Epoch 16 | [652864/732000 (89.19%)] Loss 0.0090, Accuaracy 83.61%Train Epoch 16 | [665664/732000 (90.94%)] Loss 0.0090, Accuaracy 83.59%Train Epoch 16 | [678464/732000 (92.69%)] Loss 0.0090, Accuaracy 83.57%Train Epoch 16 | [691264/732000 (94.43%)] Loss 0.0090, Accuaracy 83.55%Train Epoch 16 | [704064/732000 (96.18%)] Loss 0.0090, Accuaracy 83.54%Train Epoch 16 | [716864/732000 (97.93%)] Loss 0.0090, Accuaracy 83.52%Train Epoch 16 | [729664/732000 (99.68%)] Loss 0.0090, Accuaracy 83.50%Train Epoch 16 | Avarage Loss 0.0090, Average Accuracy 83.50%
Valid Epoch 16 | [32/50000 (0.06%)] Loss 0.0516, Accuaracy 62.50%Valid Epoch 16 | [1632/50000 (3.26%)] Loss 0.0498, Accuaracy 67.40%Valid Epoch 16 | [3232/50000 (6.46%)] Loss 0.0491, Accuaracy 66.96%Valid Epoch 16 | [4832/50000 (9.66%)] Loss 0.0474, Accuaracy 67.26%Valid Epoch 16 | [6432/50000 (12.86%)] Loss 0.0469, Accuaracy 67.72%Valid Epoch 16 | [8032/50000 (16.06%)] Loss 0.0476, Accuaracy 67.65%Valid Epoch 16 | [9632/50000 (19.26%)] Loss 0.0474, Accuaracy 67.43%Valid Epoch 16 | [11232/50000 (22.46%)] Loss 0.0475, Accuaracy 67.28%Valid Epoch 16 | [12832/50000 (25.66%)] Loss 0.0478, Accuaracy 67.06%Valid Epoch 16 | [14432/50000 (28.86%)] Loss 0.0473, Accuaracy 67.40%Valid Epoch 16 | [16032/50000 (32.06%)] Loss 0.0476, Accuaracy 67.35%Valid Epoch 16 | [17632/50000 (35.26%)] Loss 0.0477, Accuaracy 67.26%Valid Epoch 16 | [19232/50000 (38.46%)] Loss 0.0478, Accuaracy 67.20%Valid Epoch 16 | [20832/50000 (41.66%)] Loss 0.0478, Accuaracy 67.20%Valid Epoch 16 | [22432/50000 (44.86%)] Loss 0.0477, Accuaracy 67.20%Valid Epoch 16 | [24032/50000 (48.06%)] Loss 0.0476, Accuaracy 67.19%Valid Epoch 16 | [25632/50000 (51.26%)] Loss 0.0478, Accuaracy 67.20%Valid Epoch 16 | [27232/50000 (54.46%)] Loss 0.0479, Accuaracy 67.12%Valid Epoch 16 | [28832/50000 (57.66%)] Loss 0.0480, Accuaracy 67.07%Valid Epoch 16 | [30432/50000 (60.86%)] Loss 0.0479, Accuaracy 67.16%Valid Epoch 16 | [32032/50000 (64.06%)] Loss 0.0477, Accuaracy 67.21%Valid Epoch 16 | [33632/50000 (67.26%)] Loss 0.0476, Accuaracy 67.28%Valid Epoch 16 | [35232/50000 (70.46%)] Loss 0.0475, Accuaracy 67.29%Valid Epoch 16 | [36832/50000 (73.66%)] Loss 0.0473, Accuaracy 67.36%Valid Epoch 16 | [38432/50000 (76.86%)] Loss 0.0472, Accuaracy 67.43%Valid Epoch 16 | [40032/50000 (80.06%)] Loss 0.0473, Accuaracy 67.38%Valid Epoch 16 | [41632/50000 (83.26%)] Loss 0.0472, Accuaracy 67.43%Valid Epoch 16 | [43232/50000 (86.46%)] Loss 0.0473, Accuaracy 67.36%Valid Epoch 16 | [44832/50000 (89.66%)] Loss 0.0472, Accuaracy 67.36%Valid Epoch 16 | [46432/50000 (92.86%)] Loss 0.0472, Accuaracy 67.38%Valid Epoch 16 | [48032/50000 (96.06%)] Loss 0.0472, Accuaracy 67.41%Valid Epoch 16 | [49632/50000 (99.26%)] Loss 0.0474, Accuaracy 67.38%Valid Epoch 16 | Avarage Loss 0.0474, Average Accuracy 67.38%
Train Epoch 17 | [64/732000 (0.01%)] Loss 0.0059, Accuaracy 85.94%Train Epoch 17 | [12864/732000 (1.76%)] Loss 0.0073, Accuaracy 86.16%Train Epoch 17 | [25664/732000 (3.51%)] Loss 0.0074, Accuaracy 86.20%Train Epoch 17 | [38464/732000 (5.25%)] Loss 0.0075, Accuaracy 86.06%Train Epoch 17 | [51264/732000 (7.00%)] Loss 0.0075, Accuaracy 86.08%Train Epoch 17 | [64064/732000 (8.75%)] Loss 0.0076, Accuaracy 85.92%Train Epoch 17 | [76864/732000 (10.50%)] Loss 0.0076, Accuaracy 85.87%Train Epoch 17 | [89664/732000 (12.25%)] Loss 0.0076, Accuaracy 85.86%Train Epoch 17 | [102464/732000 (14.00%)] Loss 0.0076, Accuaracy 85.88%Train Epoch 17 | [115264/732000 (15.75%)] Loss 0.0076, Accuaracy 85.81%Train Epoch 17 | [128064/732000 (17.50%)] Loss 0.0076, Accuaracy 85.73%Train Epoch 17 | [140864/732000 (19.24%)] Loss 0.0077, Accuaracy 85.67%Train Epoch 17 | [153664/732000 (20.99%)] Loss 0.0077, Accuaracy 85.65%Train Epoch 17 | [166464/732000 (22.74%)] Loss 0.0077, Accuaracy 85.55%Train Epoch 17 | [179264/732000 (24.49%)] Loss 0.0078, Accuaracy 85.49%Train Epoch 17 | [192064/732000 (26.24%)] Loss 0.0078, Accuaracy 85.47%Train Epoch 17 | [204864/732000 (27.99%)] Loss 0.0078, Accuaracy 85.41%Train Epoch 17 | [217664/732000 (29.74%)] Loss 0.0078, Accuaracy 85.39%Train Epoch 17 | [230464/732000 (31.48%)] Loss 0.0079, Accuaracy 85.34%Train Epoch 17 | [243264/732000 (33.23%)] Loss 0.0079, Accuaracy 85.30%Train Epoch 17 | [256064/732000 (34.98%)] Loss 0.0079, Accuaracy 85.24%Train Epoch 17 | [268864/732000 (36.73%)] Loss 0.0079, Accuaracy 85.21%Train Epoch 17 | [281664/732000 (38.48%)] Loss 0.0079, Accuaracy 85.20%Train Epoch 17 | [294464/732000 (40.23%)] Loss 0.0080, Accuaracy 85.13%Train Epoch 17 | [307264/732000 (41.98%)] Loss 0.0080, Accuaracy 85.09%Train Epoch 17 | [320064/732000 (43.72%)] Loss 0.0080, Accuaracy 85.07%Train Epoch 17 | [332864/732000 (45.47%)] Loss 0.0080, Accuaracy 85.06%Train Epoch 17 | [345664/732000 (47.22%)] Loss 0.0080, Accuaracy 85.04%Train Epoch 17 | [358464/732000 (48.97%)] Loss 0.0080, Accuaracy 85.01%Train Epoch 17 | [371264/732000 (50.72%)] Loss 0.0081, Accuaracy 84.99%Train Epoch 17 | [384064/732000 (52.47%)] Loss 0.0081, Accuaracy 84.98%Train Epoch 17 | [396864/732000 (54.22%)] Loss 0.0081, Accuaracy 84.95%Train Epoch 17 | [409664/732000 (55.97%)] Loss 0.0081, Accuaracy 84.93%Train Epoch 17 | [422464/732000 (57.71%)] Loss 0.0081, Accuaracy 84.89%Train Epoch 17 | [435264/732000 (59.46%)] Loss 0.0081, Accuaracy 84.86%Train Epoch 17 | [448064/732000 (61.21%)] Loss 0.0082, Accuaracy 84.83%Train Epoch 17 | [460864/732000 (62.96%)] Loss 0.0082, Accuaracy 84.80%Train Epoch 17 | [473664/732000 (64.71%)] Loss 0.0082, Accuaracy 84.76%Train Epoch 17 | [486464/732000 (66.46%)] Loss 0.0082, Accuaracy 84.74%Train Epoch 17 | [499264/732000 (68.21%)] Loss 0.0082, Accuaracy 84.72%Train Epoch 17 | [512064/732000 (69.95%)] Loss 0.0082, Accuaracy 84.69%Train Epoch 17 | [524864/732000 (71.70%)] Loss 0.0083, Accuaracy 84.68%Train Epoch 17 | [537664/732000 (73.45%)] Loss 0.0083, Accuaracy 84.67%Train Epoch 17 | [550464/732000 (75.20%)] Loss 0.0083, Accuaracy 84.64%Train Epoch 17 | [563264/732000 (76.95%)] Loss 0.0083, Accuaracy 84.63%Train Epoch 17 | [576064/732000 (78.70%)] Loss 0.0083, Accuaracy 84.60%Train Epoch 17 | [588864/732000 (80.45%)] Loss 0.0083, Accuaracy 84.57%Train Epoch 17 | [601664/732000 (82.19%)] Loss 0.0083, Accuaracy 84.57%Train Epoch 17 | [614464/732000 (83.94%)] Loss 0.0083, Accuaracy 84.53%Train Epoch 17 | [627264/732000 (85.69%)] Loss 0.0084, Accuaracy 84.51%Train Epoch 17 | [640064/732000 (87.44%)] Loss 0.0084, Accuaracy 84.49%Train Epoch 17 | [652864/732000 (89.19%)] Loss 0.0084, Accuaracy 84.47%Train Epoch 17 | [665664/732000 (90.94%)] Loss 0.0084, Accuaracy 84.44%Train Epoch 17 | [678464/732000 (92.69%)] Loss 0.0084, Accuaracy 84.42%Train Epoch 17 | [691264/732000 (94.43%)] Loss 0.0084, Accuaracy 84.40%Train Epoch 17 | [704064/732000 (96.18%)] Loss 0.0084, Accuaracy 84.39%Train Epoch 17 | [716864/732000 (97.93%)] Loss 0.0084, Accuaracy 84.38%Train Epoch 17 | [729664/732000 (99.68%)] Loss 0.0085, Accuaracy 84.36%Train Epoch 17 | Avarage Loss 0.0085, Average Accuracy 84.36%
Valid Epoch 17 | [32/50000 (0.06%)] Loss 0.0408, Accuaracy 78.12%Valid Epoch 17 | [1632/50000 (3.26%)] Loss 0.0501, Accuaracy 66.36%Valid Epoch 17 | [3232/50000 (6.46%)] Loss 0.0479, Accuaracy 67.70%Valid Epoch 17 | [4832/50000 (9.66%)] Loss 0.0484, Accuaracy 67.51%Valid Epoch 17 | [6432/50000 (12.86%)] Loss 0.0484, Accuaracy 67.48%Valid Epoch 17 | [8032/50000 (16.06%)] Loss 0.0482, Accuaracy 67.31%Valid Epoch 17 | [9632/50000 (19.26%)] Loss 0.0485, Accuaracy 67.55%Valid Epoch 17 | [11232/50000 (22.46%)] Loss 0.0488, Accuaracy 67.43%Valid Epoch 17 | [12832/50000 (25.66%)] Loss 0.0491, Accuaracy 67.30%Valid Epoch 17 | [14432/50000 (28.86%)] Loss 0.0494, Accuaracy 67.08%Valid Epoch 17 | [16032/50000 (32.06%)] Loss 0.0492, Accuaracy 67.04%Valid Epoch 17 | [17632/50000 (35.26%)] Loss 0.0490, Accuaracy 67.13%Valid Epoch 17 | [19232/50000 (38.46%)] Loss 0.0490, Accuaracy 67.22%Valid Epoch 17 | [20832/50000 (41.66%)] Loss 0.0490, Accuaracy 67.22%Valid Epoch 17 | [22432/50000 (44.86%)] Loss 0.0490, Accuaracy 67.15%Valid Epoch 17 | [24032/50000 (48.06%)] Loss 0.0486, Accuaracy 67.27%Valid Epoch 17 | [25632/50000 (51.26%)] Loss 0.0487, Accuaracy 67.28%Valid Epoch 17 | [27232/50000 (54.46%)] Loss 0.0487, Accuaracy 67.34%Valid Epoch 17 | [28832/50000 (57.66%)] Loss 0.0487, Accuaracy 67.30%Valid Epoch 17 | [30432/50000 (60.86%)] Loss 0.0486, Accuaracy 67.28%Valid Epoch 17 | [32032/50000 (64.06%)] Loss 0.0486, Accuaracy 67.23%Valid Epoch 17 | [33632/50000 (67.26%)] Loss 0.0485, Accuaracy 67.26%Valid Epoch 17 | [35232/50000 (70.46%)] Loss 0.0486, Accuaracy 67.19%Valid Epoch 17 | [36832/50000 (73.66%)] Loss 0.0486, Accuaracy 67.14%Valid Epoch 17 | [38432/50000 (76.86%)] Loss 0.0485, Accuaracy 67.14%Valid Epoch 17 | [40032/50000 (80.06%)] Loss 0.0486, Accuaracy 67.09%Valid Epoch 17 | [41632/50000 (83.26%)] Loss 0.0485, Accuaracy 67.16%Valid Epoch 17 | [43232/50000 (86.46%)] Loss 0.0484, Accuaracy 67.28%Valid Epoch 17 | [44832/50000 (89.66%)] Loss 0.0483, Accuaracy 67.31%Valid Epoch 17 | [46432/50000 (92.86%)] Loss 0.0483, Accuaracy 67.32%Valid Epoch 17 | [48032/50000 (96.06%)] Loss 0.0483, Accuaracy 67.33%Valid Epoch 17 | [49632/50000 (99.26%)] Loss 0.0483, Accuaracy 67.34%Valid Epoch 17 | Avarage Loss 0.0483, Average Accuracy 67.34%
Train Epoch 18 | [64/732000 (0.01%)] Loss 0.0078, Accuaracy 87.50%Train Epoch 18 | [12864/732000 (1.76%)] Loss 0.0068, Accuaracy 87.07%Train Epoch 18 | [25664/732000 (3.51%)] Loss 0.0069, Accuaracy 86.99%Train Epoch 18 | [38464/732000 (5.25%)] Loss 0.0069, Accuaracy 86.99%Train Epoch 18 | [51264/732000 (7.00%)] Loss 0.0069, Accuaracy 87.03%Train Epoch 18 | [64064/732000 (8.75%)] Loss 0.0069, Accuaracy 87.07%Train Epoch 18 | [76864/732000 (10.50%)] Loss 0.0070, Accuaracy 86.95%Train Epoch 18 | [89664/732000 (12.25%)] Loss 0.0071, Accuaracy 86.86%Train Epoch 18 | [102464/732000 (14.00%)] Loss 0.0071, Accuaracy 86.83%Train Epoch 18 | [115264/732000 (15.75%)] Loss 0.0071, Accuaracy 86.77%Train Epoch 18 | [128064/732000 (17.50%)] Loss 0.0071, Accuaracy 86.64%Train Epoch 18 | [140864/732000 (19.24%)] Loss 0.0072, Accuaracy 86.56%Train Epoch 18 | [153664/732000 (20.99%)] Loss 0.0072, Accuaracy 86.53%Train Epoch 18 | [166464/732000 (22.74%)] Loss 0.0072, Accuaracy 86.47%Train Epoch 18 | [179264/732000 (24.49%)] Loss 0.0072, Accuaracy 86.45%Train Epoch 18 | [192064/732000 (26.24%)] Loss 0.0072, Accuaracy 86.37%Train Epoch 18 | [204864/732000 (27.99%)] Loss 0.0073, Accuaracy 86.33%Train Epoch 18 | [217664/732000 (29.74%)] Loss 0.0073, Accuaracy 86.27%Train Epoch 18 | [230464/732000 (31.48%)] Loss 0.0073, Accuaracy 86.20%Train Epoch 18 | [243264/732000 (33.23%)] Loss 0.0074, Accuaracy 86.17%Train Epoch 18 | [256064/732000 (34.98%)] Loss 0.0074, Accuaracy 86.13%Train Epoch 18 | [268864/732000 (36.73%)] Loss 0.0074, Accuaracy 86.11%Train Epoch 18 | [281664/732000 (38.48%)] Loss 0.0074, Accuaracy 86.06%Train Epoch 18 | [294464/732000 (40.23%)] Loss 0.0074, Accuaracy 86.04%Train Epoch 18 | [307264/732000 (41.98%)] Loss 0.0074, Accuaracy 86.01%Train Epoch 18 | [320064/732000 (43.72%)] Loss 0.0075, Accuaracy 85.96%Train Epoch 18 | [332864/732000 (45.47%)] Loss 0.0075, Accuaracy 85.96%Train Epoch 18 | [345664/732000 (47.22%)] Loss 0.0075, Accuaracy 85.91%Train Epoch 18 | [358464/732000 (48.97%)] Loss 0.0075, Accuaracy 85.89%Train Epoch 18 | [371264/732000 (50.72%)] Loss 0.0075, Accuaracy 85.86%Train Epoch 18 | [384064/732000 (52.47%)] Loss 0.0075, Accuaracy 85.83%Train Epoch 18 | [396864/732000 (54.22%)] Loss 0.0076, Accuaracy 85.80%Train Epoch 18 | [409664/732000 (55.97%)] Loss 0.0076, Accuaracy 85.77%Train Epoch 18 | [422464/732000 (57.71%)] Loss 0.0076, Accuaracy 85.74%Train Epoch 18 | [435264/732000 (59.46%)] Loss 0.0076, Accuaracy 85.72%Train Epoch 18 | [448064/732000 (61.21%)] Loss 0.0076, Accuaracy 85.71%Train Epoch 18 | [460864/732000 (62.96%)] Loss 0.0076, Accuaracy 85.69%Train Epoch 18 | [473664/732000 (64.71%)] Loss 0.0076, Accuaracy 85.66%Train Epoch 18 | [486464/732000 (66.46%)] Loss 0.0077, Accuaracy 85.62%Train Epoch 18 | [499264/732000 (68.21%)] Loss 0.0077, Accuaracy 85.59%Train Epoch 18 | [512064/732000 (69.95%)] Loss 0.0077, Accuaracy 85.57%Train Epoch 18 | [524864/732000 (71.70%)] Loss 0.0077, Accuaracy 85.55%Train Epoch 18 | [537664/732000 (73.45%)] Loss 0.0077, Accuaracy 85.51%Train Epoch 18 | [550464/732000 (75.20%)] Loss 0.0077, Accuaracy 85.48%Train Epoch 18 | [563264/732000 (76.95%)] Loss 0.0077, Accuaracy 85.46%Train Epoch 18 | [576064/732000 (78.70%)] Loss 0.0078, Accuaracy 85.42%Train Epoch 18 | [588864/732000 (80.45%)] Loss 0.0078, Accuaracy 85.41%Train Epoch 18 | [601664/732000 (82.19%)] Loss 0.0078, Accuaracy 85.39%Train Epoch 18 | [614464/732000 (83.94%)] Loss 0.0078, Accuaracy 85.37%Train Epoch 18 | [627264/732000 (85.69%)] Loss 0.0078, Accuaracy 85.35%Train Epoch 18 | [640064/732000 (87.44%)] Loss 0.0078, Accuaracy 85.33%Train Epoch 18 | [652864/732000 (89.19%)] Loss 0.0078, Accuaracy 85.33%Train Epoch 18 | [665664/732000 (90.94%)] Loss 0.0078, Accuaracy 85.30%Train Epoch 18 | [678464/732000 (92.69%)] Loss 0.0079, Accuaracy 85.28%Train Epoch 18 | [691264/732000 (94.43%)] Loss 0.0079, Accuaracy 85.25%Train Epoch 18 | [704064/732000 (96.18%)] Loss 0.0079, Accuaracy 85.22%Train Epoch 18 | [716864/732000 (97.93%)] Loss 0.0079, Accuaracy 85.20%Train Epoch 18 | [729664/732000 (99.68%)] Loss 0.0079, Accuaracy 85.18%Train Epoch 18 | Avarage Loss 0.0079, Average Accuracy 85.17%
Valid Epoch 18 | [32/50000 (0.06%)] Loss 0.0277, Accuaracy 78.12%Valid Epoch 18 | [1632/50000 (3.26%)] Loss 0.0457, Accuaracy 68.44%Valid Epoch 18 | [3232/50000 (6.46%)] Loss 0.0469, Accuaracy 68.35%Valid Epoch 18 | [4832/50000 (9.66%)] Loss 0.0465, Accuaracy 68.19%Valid Epoch 18 | [6432/50000 (12.86%)] Loss 0.0485, Accuaracy 67.12%Valid Epoch 18 | [8032/50000 (16.06%)] Loss 0.0484, Accuaracy 66.98%Valid Epoch 18 | [9632/50000 (19.26%)] Loss 0.0485, Accuaracy 67.28%Valid Epoch 18 | [11232/50000 (22.46%)] Loss 0.0483, Accuaracy 67.25%Valid Epoch 18 | [12832/50000 (25.66%)] Loss 0.0481, Accuaracy 67.35%Valid Epoch 18 | [14432/50000 (28.86%)] Loss 0.0486, Accuaracy 67.16%Valid Epoch 18 | [16032/50000 (32.06%)] Loss 0.0486, Accuaracy 67.24%Valid Epoch 18 | [17632/50000 (35.26%)] Loss 0.0487, Accuaracy 67.22%Valid Epoch 18 | [19232/50000 (38.46%)] Loss 0.0489, Accuaracy 67.20%Valid Epoch 18 | [20832/50000 (41.66%)] Loss 0.0490, Accuaracy 67.09%Valid Epoch 18 | [22432/50000 (44.86%)] Loss 0.0490, Accuaracy 67.16%Valid Epoch 18 | [24032/50000 (48.06%)] Loss 0.0488, Accuaracy 67.25%Valid Epoch 18 | [25632/50000 (51.26%)] Loss 0.0486, Accuaracy 67.40%Valid Epoch 18 | [27232/50000 (54.46%)] Loss 0.0486, Accuaracy 67.32%Valid Epoch 18 | [28832/50000 (57.66%)] Loss 0.0486, Accuaracy 67.28%Valid Epoch 18 | [30432/50000 (60.86%)] Loss 0.0484, Accuaracy 67.32%Valid Epoch 18 | [32032/50000 (64.06%)] Loss 0.0484, Accuaracy 67.37%Valid Epoch 18 | [33632/50000 (67.26%)] Loss 0.0483, Accuaracy 67.40%Valid Epoch 18 | [35232/50000 (70.46%)] Loss 0.0483, Accuaracy 67.43%Valid Epoch 18 | [36832/50000 (73.66%)] Loss 0.0484, Accuaracy 67.39%Valid Epoch 18 | [38432/50000 (76.86%)] Loss 0.0485, Accuaracy 67.39%Valid Epoch 18 | [40032/50000 (80.06%)] Loss 0.0484, Accuaracy 67.46%Valid Epoch 18 | [41632/50000 (83.26%)] Loss 0.0485, Accuaracy 67.44%Valid Epoch 18 | [43232/50000 (86.46%)] Loss 0.0485, Accuaracy 67.37%Valid Epoch 18 | [44832/50000 (89.66%)] Loss 0.0485, Accuaracy 67.35%Valid Epoch 18 | [46432/50000 (92.86%)] Loss 0.0485, Accuaracy 67.33%Valid Epoch 18 | [48032/50000 (96.06%)] Loss 0.0486, Accuaracy 67.27%Valid Epoch 18 | [49632/50000 (99.26%)] Loss 0.0486, Accuaracy 67.30%Valid Epoch 18 | Avarage Loss 0.0485, Average Accuracy 67.35%
Train Epoch 19 | [64/732000 (0.01%)] Loss 0.0072, Accuaracy 90.62%Train Epoch 19 | [12864/732000 (1.76%)] Loss 0.0064, Accuaracy 87.87%Train Epoch 19 | [25664/732000 (3.51%)] Loss 0.0064, Accuaracy 87.84%Train Epoch 19 | [38464/732000 (5.25%)] Loss 0.0065, Accuaracy 87.80%Train Epoch 19 | [51264/732000 (7.00%)] Loss 0.0065, Accuaracy 87.72%Train Epoch 19 | [64064/732000 (8.75%)] Loss 0.0066, Accuaracy 87.62%Train Epoch 19 | [76864/732000 (10.50%)] Loss 0.0066, Accuaracy 87.60%Train Epoch 19 | [89664/732000 (12.25%)] Loss 0.0067, Accuaracy 87.47%Train Epoch 19 | [102464/732000 (14.00%)] Loss 0.0067, Accuaracy 87.40%Train Epoch 19 | [115264/732000 (15.75%)] Loss 0.0067, Accuaracy 87.35%Train Epoch 19 | [128064/732000 (17.50%)] Loss 0.0067, Accuaracy 87.30%Train Epoch 19 | [140864/732000 (19.24%)] Loss 0.0067, Accuaracy 87.33%Train Epoch 19 | [153664/732000 (20.99%)] Loss 0.0068, Accuaracy 87.29%Train Epoch 19 | [166464/732000 (22.74%)] Loss 0.0068, Accuaracy 87.25%Train Epoch 19 | [179264/732000 (24.49%)] Loss 0.0068, Accuaracy 87.17%Train Epoch 19 | [192064/732000 (26.24%)] Loss 0.0068, Accuaracy 87.15%Train Epoch 19 | [204864/732000 (27.99%)] Loss 0.0068, Accuaracy 87.15%Train Epoch 19 | [217664/732000 (29.74%)] Loss 0.0069, Accuaracy 87.11%Train Epoch 19 | [230464/732000 (31.48%)] Loss 0.0069, Accuaracy 87.06%Train Epoch 19 | [243264/732000 (33.23%)] Loss 0.0069, Accuaracy 87.00%Train Epoch 19 | [256064/732000 (34.98%)] Loss 0.0069, Accuaracy 86.95%Train Epoch 19 | [268864/732000 (36.73%)] Loss 0.0070, Accuaracy 86.92%Train Epoch 19 | [281664/732000 (38.48%)] Loss 0.0070, Accuaracy 86.89%Train Epoch 19 | [294464/732000 (40.23%)] Loss 0.0070, Accuaracy 86.88%Train Epoch 19 | [307264/732000 (41.98%)] Loss 0.0070, Accuaracy 86.83%Train Epoch 19 | [320064/732000 (43.72%)] Loss 0.0070, Accuaracy 86.79%Train Epoch 19 | [332864/732000 (45.47%)] Loss 0.0070, Accuaracy 86.74%Train Epoch 19 | [345664/732000 (47.22%)] Loss 0.0070, Accuaracy 86.71%Train Epoch 19 | [358464/732000 (48.97%)] Loss 0.0071, Accuaracy 86.68%Train Epoch 19 | [371264/732000 (50.72%)] Loss 0.0071, Accuaracy 86.67%Train Epoch 19 | [384064/732000 (52.47%)] Loss 0.0071, Accuaracy 86.65%Train Epoch 19 | [396864/732000 (54.22%)] Loss 0.0071, Accuaracy 86.61%Train Epoch 19 | [409664/732000 (55.97%)] Loss 0.0071, Accuaracy 86.59%Train Epoch 19 | [422464/732000 (57.71%)] Loss 0.0071, Accuaracy 86.57%Train Epoch 19 | [435264/732000 (59.46%)] Loss 0.0072, Accuaracy 86.54%Train Epoch 19 | [448064/732000 (61.21%)] Loss 0.0072, Accuaracy 86.53%Train Epoch 19 | [460864/732000 (62.96%)] Loss 0.0072, Accuaracy 86.52%Train Epoch 19 | [473664/732000 (64.71%)] Loss 0.0072, Accuaracy 86.50%Train Epoch 19 | [486464/732000 (66.46%)] Loss 0.0072, Accuaracy 86.48%Train Epoch 19 | [499264/732000 (68.21%)] Loss 0.0072, Accuaracy 86.44%Train Epoch 19 | [512064/732000 (69.95%)] Loss 0.0072, Accuaracy 86.41%Train Epoch 19 | [524864/732000 (71.70%)] Loss 0.0072, Accuaracy 86.39%Train Epoch 19 | [537664/732000 (73.45%)] Loss 0.0072, Accuaracy 86.36%Train Epoch 19 | [550464/732000 (75.20%)] Loss 0.0073, Accuaracy 86.34%Train Epoch 19 | [563264/732000 (76.95%)] Loss 0.0073, Accuaracy 86.32%Train Epoch 19 | [576064/732000 (78.70%)] Loss 0.0073, Accuaracy 86.29%Train Epoch 19 | [588864/732000 (80.45%)] Loss 0.0073, Accuaracy 86.28%Train Epoch 19 | [601664/732000 (82.19%)] Loss 0.0073, Accuaracy 86.26%Train Epoch 19 | [614464/732000 (83.94%)] Loss 0.0073, Accuaracy 86.23%Train Epoch 19 | [627264/732000 (85.69%)] Loss 0.0073, Accuaracy 86.19%Train Epoch 19 | [640064/732000 (87.44%)] Loss 0.0074, Accuaracy 86.17%Train Epoch 19 | [652864/732000 (89.19%)] Loss 0.0074, Accuaracy 86.14%Train Epoch 19 | [665664/732000 (90.94%)] Loss 0.0074, Accuaracy 86.12%Train Epoch 19 | [678464/732000 (92.69%)] Loss 0.0074, Accuaracy 86.09%Train Epoch 19 | [691264/732000 (94.43%)] Loss 0.0074, Accuaracy 86.07%Train Epoch 19 | [704064/732000 (96.18%)] Loss 0.0074, Accuaracy 86.05%Train Epoch 19 | [716864/732000 (97.93%)] Loss 0.0074, Accuaracy 86.04%Train Epoch 19 | [729664/732000 (99.68%)] Loss 0.0074, Accuaracy 86.02%Train Epoch 19 | Avarage Loss 0.0074, Average Accuracy 86.01%
/home/ksj/self_maid/res_U_net/Residual_U-net/modules/analysis/_numerical.py:8: RuntimeWarning: invalid value encountered in true_divide
probablityOriginalPredictionList.append((exp(output[[label, prediction]]) / sum(exp(output))).tolist())
Valid Epoch 19 | [32/50000 (0.06%)] Loss 0.0493, Accuaracy 59.38%Valid Epoch 19 | [1632/50000 (3.26%)] Loss 0.0493, Accuaracy 67.71%Valid Epoch 19 | [3232/50000 (6.46%)] Loss 0.0513, Accuaracy 67.33%Valid Epoch 19 | [4832/50000 (9.66%)] Loss 0.0506, Accuaracy 67.67%Valid Epoch 19 | [6432/50000 (12.86%)] Loss 0.0493, Accuaracy 67.97%Valid Epoch 19 | [8032/50000 (16.06%)] Loss 0.0490, Accuaracy 68.03%Valid Epoch 19 | [9632/50000 (19.26%)] Loss 0.0485, Accuaracy 67.83%Valid Epoch 19 | [11232/50000 (22.46%)] Loss 0.0484, Accuaracy 68.08%Valid Epoch 19 | [12832/50000 (25.66%)] Loss 0.0483, Accuaracy 68.19%Valid Epoch 19 | [14432/50000 (28.86%)] Loss 0.0483, Accuaracy 68.07%Valid Epoch 19 | [16032/50000 (32.06%)] Loss 0.0484, Accuaracy 67.91%Valid Epoch 19 | [17632/50000 (35.26%)] Loss 0.0484, Accuaracy 67.85%Valid Epoch 19 | [19232/50000 (38.46%)] Loss 0.0484, Accuaracy 67.86%Valid Epoch 19 | [20832/50000 (41.66%)] Loss 0.0483, Accuaracy 67.99%Valid Epoch 19 | [22432/50000 (44.86%)] Loss 0.0485, Accuaracy 67.88%Valid Epoch 19 | [24032/50000 (48.06%)] Loss 0.0485, Accuaracy 67.90%Valid Epoch 19 | [25632/50000 (51.26%)] Loss 0.0486, Accuaracy 67.86%Valid Epoch 19 | [27232/50000 (54.46%)] Loss 0.0487, Accuaracy 67.73%Valid Epoch 19 | [28832/50000 (57.66%)] Loss 0.0488, Accuaracy 67.69%Valid Epoch 19 | [30432/50000 (60.86%)] Loss 0.0487, Accuaracy 67.70%Valid Epoch 19 | [32032/50000 (64.06%)] Loss 0.0486, Accuaracy 67.72%Valid Epoch 19 | [33632/50000 (67.26%)] Loss 0.0487, Accuaracy 67.66%Valid Epoch 19 | [35232/50000 (70.46%)] Loss 0.0486, Accuaracy 67.70%Valid Epoch 19 | [36832/50000 (73.66%)] Loss 0.0485, Accuaracy 67.80%Valid Epoch 19 | [38432/50000 (76.86%)] Loss 0.0485, Accuaracy 67.74%Valid Epoch 19 | [40032/50000 (80.06%)] Loss 0.0484, Accuaracy 67.73%Valid Epoch 19 | [41632/50000 (83.26%)] Loss 0.0484, Accuaracy 67.73%Valid Epoch 19 | [43232/50000 (86.46%)] Loss 0.0485, Accuaracy 67.72%Valid Epoch 19 | [44832/50000 (89.66%)] Loss 0.0485, Accuaracy 67.70%Valid Epoch 19 | [46432/50000 (92.86%)] Loss 0.0484, Accuaracy 67.75%Valid Epoch 19 | [48032/50000 (96.06%)] Loss 0.0482, Accuaracy 67.83%Valid Epoch 19 | [49632/50000 (99.26%)] Loss 0.0482, Accuaracy 67.82%Valid Epoch 19 | Avarage Loss 0.0483, Average Accuracy 67.81%
Train Epoch 20 | [64/732000 (0.01%)] Loss 0.0068, Accuaracy 89.06%Train Epoch 20 | [12864/732000 (1.76%)] Loss 0.0059, Accuaracy 88.91%Train Epoch 20 | [25664/732000 (3.51%)] Loss 0.0060, Accuaracy 88.77%Train Epoch 20 | [38464/732000 (5.25%)] Loss 0.0060, Accuaracy 88.68%Train Epoch 20 | [51264/732000 (7.00%)] Loss 0.0060, Accuaracy 88.59%Train Epoch 20 | [64064/732000 (8.75%)] Loss 0.0060, Accuaracy 88.54%Train Epoch 20 | [76864/732000 (10.50%)] Loss 0.0060, Accuaracy 88.40%Train Epoch 20 | [89664/732000 (12.25%)] Loss 0.0061, Accuaracy 88.39%Train Epoch 20 | [102464/732000 (14.00%)] Loss 0.0061, Accuaracy 88.32%Train Epoch 20 | [115264/732000 (15.75%)] Loss 0.0061, Accuaracy 88.30%Train Epoch 20 | [128064/732000 (17.50%)] Loss 0.0062, Accuaracy 88.26%Train Epoch 20 | [140864/732000 (19.24%)] Loss 0.0062, Accuaracy 88.18%Train Epoch 20 | [153664/732000 (20.99%)] Loss 0.0063, Accuaracy 88.09%Train Epoch 20 | [166464/732000 (22.74%)] Loss 0.0063, Accuaracy 88.06%Train Epoch 20 | [179264/732000 (24.49%)] Loss 0.0063, Accuaracy 87.99%Train Epoch 20 | [192064/732000 (26.24%)] Loss 0.0063, Accuaracy 87.95%Train Epoch 20 | [204864/732000 (27.99%)] Loss 0.0063, Accuaracy 87.93%Train Epoch 20 | [217664/732000 (29.74%)] Loss 0.0064, Accuaracy 87.86%Train Epoch 20 | [230464/732000 (31.48%)] Loss 0.0064, Accuaracy 87.80%Train Epoch 20 | [243264/732000 (33.23%)] Loss 0.0064, Accuaracy 87.75%Train Epoch 20 | [256064/732000 (34.98%)] Loss 0.0065, Accuaracy 87.70%Train Epoch 20 | [268864/732000 (36.73%)] Loss 0.0065, Accuaracy 87.66%Train Epoch 20 | [281664/732000 (38.48%)] Loss 0.0065, Accuaracy 87.61%Train Epoch 20 | [294464/732000 (40.23%)] Loss 0.0065, Accuaracy 87.59%Train Epoch 20 | [307264/732000 (41.98%)] Loss 0.0065, Accuaracy 87.58%Train Epoch 20 | [320064/732000 (43.72%)] Loss 0.0066, Accuaracy 87.53%Train Epoch 20 | [332864/732000 (45.47%)] Loss 0.0066, Accuaracy 87.49%Train Epoch 20 | [345664/732000 (47.22%)] Loss 0.0066, Accuaracy 87.47%Train Epoch 20 | [358464/732000 (48.97%)] Loss 0.0066, Accuaracy 87.42%Train Epoch 20 | [371264/732000 (50.72%)] Loss 0.0066, Accuaracy 87.40%Train Epoch 20 | [384064/732000 (52.47%)] Loss 0.0066, Accuaracy 87.38%Train Epoch 20 | [396864/732000 (54.22%)] Loss 0.0066, Accuaracy 87.36%Train Epoch 20 | [409664/732000 (55.97%)] Loss 0.0067, Accuaracy 87.33%Train Epoch 20 | [422464/732000 (57.71%)] Loss 0.0067, Accuaracy 87.30%Train Epoch 20 | [435264/732000 (59.46%)] Loss 0.0067, Accuaracy 87.28%Train Epoch 20 | [448064/732000 (61.21%)] Loss 0.0067, Accuaracy 87.25%Train Epoch 20 | [460864/732000 (62.96%)] Loss 0.0067, Accuaracy 87.21%Train Epoch 20 | [473664/732000 (64.71%)] Loss 0.0067, Accuaracy 87.18%Train Epoch 20 | [486464/732000 (66.46%)] Loss 0.0067, Accuaracy 87.15%Train Epoch 20 | [499264/732000 (68.21%)] Loss 0.0068, Accuaracy 87.12%Train Epoch 20 | [512064/732000 (69.95%)] Loss 0.0068, Accuaracy 87.10%Train Epoch 20 | [524864/732000 (71.70%)] Loss 0.0068, Accuaracy 87.07%Train Epoch 20 | [537664/732000 (73.45%)] Loss 0.0068, Accuaracy 87.03%Train Epoch 20 | [550464/732000 (75.20%)] Loss 0.0068, Accuaracy 87.01%Train Epoch 20 | [563264/732000 (76.95%)] Loss 0.0068, Accuaracy 86.98%Train Epoch 20 | [576064/732000 (78.70%)] Loss 0.0068, Accuaracy 86.95%Train Epoch 20 | [588864/732000 (80.45%)] Loss 0.0069, Accuaracy 86.94%Train Epoch 20 | [601664/732000 (82.19%)] Loss 0.0069, Accuaracy 86.91%Train Epoch 20 | [614464/732000 (83.94%)] Loss 0.0069, Accuaracy 86.89%Train Epoch 20 | [627264/732000 (85.69%)] Loss 0.0069, Accuaracy 86.86%Train Epoch 20 | [640064/732000 (87.44%)] Loss 0.0069, Accuaracy 86.83%Train Epoch 20 | [652864/732000 (89.19%)] Loss 0.0069, Accuaracy 86.82%Train Epoch 20 | [665664/732000 (90.94%)] Loss 0.0069, Accuaracy 86.80%Train Epoch 20 | [678464/732000 (92.69%)] Loss 0.0069, Accuaracy 86.78%Train Epoch 20 | [691264/732000 (94.43%)] Loss 0.0069, Accuaracy 86.76%Train Epoch 20 | [704064/732000 (96.18%)] Loss 0.0070, Accuaracy 86.74%Train Epoch 20 | [716864/732000 (97.93%)] Loss 0.0070, Accuaracy 86.71%Train Epoch 20 | [729664/732000 (99.68%)] Loss 0.0070, Accuaracy 86.70%Train Epoch 20 | Avarage Loss 0.0070, Average Accuracy 86.69%
Valid Epoch 20 | [32/50000 (0.06%)] Loss 0.0618, Accuaracy 65.62%Valid Epoch 20 | [1632/50000 (3.26%)] Loss 0.0527, Accuaracy 66.05%Valid Epoch 20 | [3232/50000 (6.46%)] Loss 0.0501, Accuaracy 67.42%Valid Epoch 20 | [4832/50000 (9.66%)] Loss 0.0505, Accuaracy 67.49%Valid Epoch 20 | [6432/50000 (12.86%)] Loss 0.0499, Accuaracy 67.74%Valid Epoch 20 | [8032/50000 (16.06%)] Loss 0.0504, Accuaracy 67.19%Valid Epoch 20 | [9632/50000 (19.26%)] Loss 0.0499, Accuaracy 67.56%Valid Epoch 20 | [11232/50000 (22.46%)] Loss 0.0507, Accuaracy 67.34%Valid Epoch 20 | [12832/50000 (25.66%)] Loss 0.0497, Accuaracy 67.65%Valid Epoch 20 | [14432/50000 (28.86%)] Loss 0.0499, Accuaracy 67.59%Valid Epoch 20 | [16032/50000 (32.06%)] Loss 0.0498, Accuaracy 67.67%Valid Epoch 20 | [17632/50000 (35.26%)] Loss 0.0502, Accuaracy 67.57%Valid Epoch 20 | [19232/50000 (38.46%)] Loss 0.0500, Accuaracy 67.78%Valid Epoch 20 | [20832/50000 (41.66%)] Loss 0.0501, Accuaracy 67.72%Valid Epoch 20 | [22432/50000 (44.86%)] Loss 0.0506, Accuaracy 67.62%Valid Epoch 20 | [24032/50000 (48.06%)] Loss 0.0506, Accuaracy 67.71%Valid Epoch 20 | [25632/50000 (51.26%)] Loss 0.0505, Accuaracy 67.79%Valid Epoch 20 | [27232/50000 (54.46%)] Loss 0.0507, Accuaracy 67.75%Valid Epoch 20 | [28832/50000 (57.66%)] Loss 0.0506, Accuaracy 67.79%Valid Epoch 20 | [30432/50000 (60.86%)] Loss 0.0507, Accuaracy 67.72%Valid Epoch 20 | [32032/50000 (64.06%)] Loss 0.0509, Accuaracy 67.61%Valid Epoch 20 | [33632/50000 (67.26%)] Loss 0.0508, Accuaracy 67.66%Valid Epoch 20 | [35232/50000 (70.46%)] Loss 0.0507, Accuaracy 67.70%Valid Epoch 20 | [36832/50000 (73.66%)] Loss 0.0506, Accuaracy 67.70%Valid Epoch 20 | [38432/50000 (76.86%)] Loss 0.0507, Accuaracy 67.67%Valid Epoch 20 | [40032/50000 (80.06%)] Loss 0.0505, Accuaracy 67.88%Valid Epoch 20 | [41632/50000 (83.26%)] Loss 0.0505, Accuaracy 67.83%Valid Epoch 20 | [43232/50000 (86.46%)] Loss 0.0505, Accuaracy 67.82%Valid Epoch 20 | [44832/50000 (89.66%)] Loss 0.0505, Accuaracy 67.82%Valid Epoch 20 | [46432/50000 (92.86%)] Loss 0.0506, Accuaracy 67.79%Valid Epoch 20 | [48032/50000 (96.06%)] Loss 0.0505, Accuaracy 67.91%Valid Epoch 20 | [49632/50000 (99.26%)] Loss 0.0505, Accuaracy 67.92%Valid Epoch 20 | Avarage Loss 0.0505, Average Accuracy 67.90%
Train Epoch 21 | [64/732000 (0.01%)] Loss 0.0066, Accuaracy 89.06%Train Epoch 21 | [12864/732000 (1.76%)] Loss 0.0054, Accuaracy 89.68%Train Epoch 21 | [25664/732000 (3.51%)] Loss 0.0055, Accuaracy 89.26%Train Epoch 21 | [38464/732000 (5.25%)] Loss 0.0056, Accuaracy 89.14%Train Epoch 21 | [51264/732000 (7.00%)] Loss 0.0057, Accuaracy 89.09%Train Epoch 21 | [64064/732000 (8.75%)] Loss 0.0057, Accuaracy 88.99%Train Epoch 21 | [76864/732000 (10.50%)] Loss 0.0057, Accuaracy 88.91%Train Epoch 21 | [89664/732000 (12.25%)] Loss 0.0058, Accuaracy 88.89%Train Epoch 21 | [102464/732000 (14.00%)] Loss 0.0058, Accuaracy 88.83%Train Epoch 21 | [115264/732000 (15.75%)] Loss 0.0058, Accuaracy 88.78%Train Epoch 21 | [128064/732000 (17.50%)] Loss 0.0059, Accuaracy 88.73%Train Epoch 21 | [140864/732000 (19.24%)] Loss 0.0059, Accuaracy 88.67%Train Epoch 21 | [153664/732000 (20.99%)] Loss 0.0059, Accuaracy 88.66%Train Epoch 21 | [166464/732000 (22.74%)] Loss 0.0059, Accuaracy 88.61%Train Epoch 21 | [179264/732000 (24.49%)] Loss 0.0059, Accuaracy 88.56%Train Epoch 21 | [192064/732000 (26.24%)] Loss 0.0059, Accuaracy 88.54%Train Epoch 21 | [204864/732000 (27.99%)] Loss 0.0060, Accuaracy 88.51%Train Epoch 21 | [217664/732000 (29.74%)] Loss 0.0060, Accuaracy 88.47%Train Epoch 21 | [230464/732000 (31.48%)] Loss 0.0060, Accuaracy 88.43%Train Epoch 21 | [243264/732000 (33.23%)] Loss 0.0060, Accuaracy 88.39%Train Epoch 21 | [256064/732000 (34.98%)] Loss 0.0061, Accuaracy 88.36%Train Epoch 21 | [268864/732000 (36.73%)] Loss 0.0061, Accuaracy 88.31%Train Epoch 21 | [281664/732000 (38.48%)] Loss 0.0061, Accuaracy 88.27%Train Epoch 21 | [294464/732000 (40.23%)] Loss 0.0061, Accuaracy 88.26%Train Epoch 21 | [307264/732000 (41.98%)] Loss 0.0061, Accuaracy 88.23%Train Epoch 21 | [320064/732000 (43.72%)] Loss 0.0061, Accuaracy 88.19%Train Epoch 21 | [332864/732000 (45.47%)] Loss 0.0061, Accuaracy 88.17%Train Epoch 21 | [345664/732000 (47.22%)] Loss 0.0062, Accuaracy 88.13%Train Epoch 21 | [358464/732000 (48.97%)] Loss 0.0062, Accuaracy 88.10%Train Epoch 21 | [371264/732000 (50.72%)] Loss 0.0062, Accuaracy 88.08%Train Epoch 21 | [384064/732000 (52.47%)] Loss 0.0062, Accuaracy 88.06%Train Epoch 21 | [396864/732000 (54.22%)] Loss 0.0062, Accuaracy 88.04%Train Epoch 21 | [409664/732000 (55.97%)] Loss 0.0062, Accuaracy 88.00%Train Epoch 21 | [422464/732000 (57.71%)] Loss 0.0063, Accuaracy 87.97%Train Epoch 21 | [435264/732000 (59.46%)] Loss 0.0063, Accuaracy 87.95%Train Epoch 21 | [448064/732000 (61.21%)] Loss 0.0063, Accuaracy 87.94%Train Epoch 21 | [460864/732000 (62.96%)] Loss 0.0063, Accuaracy 87.92%Train Epoch 21 | [473664/732000 (64.71%)] Loss 0.0063, Accuaracy 87.90%Train Epoch 21 | [486464/732000 (66.46%)] Loss 0.0063, Accuaracy 87.88%Train Epoch 21 | [499264/732000 (68.21%)] Loss 0.0063, Accuaracy 87.85%Train Epoch 21 | [512064/732000 (69.95%)] Loss 0.0063, Accuaracy 87.82%Train Epoch 21 | [524864/732000 (71.70%)] Loss 0.0064, Accuaracy 87.80%Train Epoch 21 | [537664/732000 (73.45%)] Loss 0.0064, Accuaracy 87.79%Train Epoch 21 | [550464/732000 (75.20%)] Loss 0.0064, Accuaracy 87.76%Train Epoch 21 | [563264/732000 (76.95%)] Loss 0.0064, Accuaracy 87.74%Train Epoch 21 | [576064/732000 (78.70%)] Loss 0.0064, Accuaracy 87.71%Train Epoch 21 | [588864/732000 (80.45%)] Loss 0.0064, Accuaracy 87.70%Train Epoch 21 | [601664/732000 (82.19%)] Loss 0.0064, Accuaracy 87.68%Train Epoch 21 | [614464/732000 (83.94%)] Loss 0.0064, Accuaracy 87.67%Train Epoch 21 | [627264/732000 (85.69%)] Loss 0.0065, Accuaracy 87.65%Train Epoch 21 | [640064/732000 (87.44%)] Loss 0.0065, Accuaracy 87.63%Train Epoch 21 | [652864/732000 (89.19%)] Loss 0.0065, Accuaracy 87.60%Train Epoch 21 | [665664/732000 (90.94%)] Loss 0.0065, Accuaracy 87.59%Train Epoch 21 | [678464/732000 (92.69%)] Loss 0.0065, Accuaracy 87.57%Train Epoch 21 | [691264/732000 (94.43%)] Loss 0.0065, Accuaracy 87.55%Train Epoch 21 | [704064/732000 (96.18%)] Loss 0.0065, Accuaracy 87.53%Train Epoch 21 | [716864/732000 (97.93%)] Loss 0.0065, Accuaracy 87.51%Train Epoch 21 | [729664/732000 (99.68%)] Loss 0.0065, Accuaracy 87.49%Train Epoch 21 | Avarage Loss 0.0065, Average Accuracy 87.49%
Valid Epoch 21 | [32/50000 (0.06%)] Loss 0.0677, Accuaracy 59.38%Valid Epoch 21 | [1632/50000 (3.26%)] Loss 0.0540, Accuaracy 66.54%Valid Epoch 21 | [3232/50000 (6.46%)] Loss 0.0518, Accuaracy 67.14%Valid Epoch 21 | [4832/50000 (9.66%)] Loss 0.0519, Accuaracy 67.14%Valid Epoch 21 | [6432/50000 (12.86%)] Loss 0.0515, Accuaracy 67.02%Valid Epoch 21 | [8032/50000 (16.06%)] Loss 0.0517, Accuaracy 67.08%Valid Epoch 21 | [9632/50000 (19.26%)] Loss 0.0519, Accuaracy 66.95%Valid Epoch 21 | [11232/50000 (22.46%)] Loss 0.0517, Accuaracy 67.11%Valid Epoch 21 | [12832/50000 (25.66%)] Loss 0.0521, Accuaracy 67.11%Valid Epoch 21 | [14432/50000 (28.86%)] Loss 0.0523, Accuaracy 67.11%Valid Epoch 21 | [16032/50000 (32.06%)] Loss 0.0521, Accuaracy 67.06%Valid Epoch 21 | [17632/50000 (35.26%)] Loss 0.0524, Accuaracy 67.01%Valid Epoch 21 | [19232/50000 (38.46%)] Loss 0.0523, Accuaracy 67.04%Valid Epoch 21 | [20832/50000 (41.66%)] Loss 0.0520, Accuaracy 67.25%Valid Epoch 21 | [22432/50000 (44.86%)] Loss 0.0519, Accuaracy 67.31%Valid Epoch 21 | [24032/50000 (48.06%)] Loss 0.0522, Accuaracy 67.22%Valid Epoch 21 | [25632/50000 (51.26%)] Loss 0.0521, Accuaracy 67.24%Valid Epoch 21 | [27232/50000 (54.46%)] Loss 0.0522, Accuaracy 67.24%Valid Epoch 21 | [28832/50000 (57.66%)] Loss 0.0523, Accuaracy 67.26%Valid Epoch 21 | [30432/50000 (60.86%)] Loss 0.0523, Accuaracy 67.26%Valid Epoch 21 | [32032/50000 (64.06%)] Loss 0.0523, Accuaracy 67.34%Valid Epoch 21 | [33632/50000 (67.26%)] Loss 0.0523, Accuaracy 67.30%Valid Epoch 21 | [35232/50000 (70.46%)] Loss 0.0524, Accuaracy 67.21%Valid Epoch 21 | [36832/50000 (73.66%)] Loss 0.0524, Accuaracy 67.20%Valid Epoch 21 | [38432/50000 (76.86%)] Loss 0.0524, Accuaracy 67.18%Valid Epoch 21 | [40032/50000 (80.06%)] Loss 0.0523, Accuaracy 67.16%Valid Epoch 21 | [41632/50000 (83.26%)] Loss 0.0523, Accuaracy 67.10%Valid Epoch 21 | [43232/50000 (86.46%)] Loss 0.0521, Accuaracy 67.16%Valid Epoch 21 | [44832/50000 (89.66%)] Loss 0.0520, Accuaracy 67.21%Valid Epoch 21 | [46432/50000 (92.86%)] Loss 0.0520, Accuaracy 67.23%Valid Epoch 21 | [48032/50000 (96.06%)] Loss 0.0520, Accuaracy 67.26%Valid Epoch 21 | [49632/50000 (99.26%)] Loss 0.0521, Accuaracy 67.21%Valid Epoch 21 | Avarage Loss 0.0521, Average Accuracy 67.25%
/home/ksj/self_maid/res_U_net/Residual_U-net/modules/process/_learn.py:94: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).
figure(figsize=(15, 5))
Train Epoch 22 | [64/732000 (0.01%)] Loss 0.0052, Accuaracy 89.06%Train Epoch 22 | [12864/732000 (1.76%)] Loss 0.0050, Accuaracy 90.31%Train Epoch 22 | [25664/732000 (3.51%)] Loss 0.0051, Accuaracy 90.23%Train Epoch 22 | [38464/732000 (5.25%)] Loss 0.0051, Accuaracy 90.07%Train Epoch 22 | [51264/732000 (7.00%)] Loss 0.0052, Accuaracy 89.92%Train Epoch 22 | [64064/732000 (8.75%)] Loss 0.0053, Accuaracy 89.72%Train Epoch 22 | [76864/732000 (10.50%)] Loss 0.0053, Accuaracy 89.55%Train Epoch 22 | [89664/732000 (12.25%)] Loss 0.0053, Accuaracy 89.53%Train Epoch 22 | [102464/732000 (14.00%)] Loss 0.0054, Accuaracy 89.42%Train Epoch 22 | [115264/732000 (15.75%)] Loss 0.0055, Accuaracy 89.37%Train Epoch 22 | [128064/732000 (17.50%)] Loss 0.0055, Accuaracy 89.29%Train Epoch 22 | [140864/732000 (19.24%)] Loss 0.0055, Accuaracy 89.25%Train Epoch 22 | [153664/732000 (20.99%)] Loss 0.0055, Accuaracy 89.21%Train Epoch 22 | [166464/732000 (22.74%)] Loss 0.0056, Accuaracy 89.16%Train Epoch 22 | [179264/732000 (24.49%)] Loss 0.0056, Accuaracy 89.15%Train Epoch 22 | [192064/732000 (26.24%)] Loss 0.0056, Accuaracy 89.11%Train Epoch 22 | [204864/732000 (27.99%)] Loss 0.0056, Accuaracy 89.07%Train Epoch 22 | [217664/732000 (29.74%)] Loss 0.0057, Accuaracy 88.97%Train Epoch 22 | [230464/732000 (31.48%)] Loss 0.0057, Accuaracy 88.96%Train Epoch 22 | [243264/732000 (33.23%)] Loss 0.0057, Accuaracy 88.94%Train Epoch 22 | [256064/732000 (34.98%)] Loss 0.0057, Accuaracy 88.90%Train Epoch 22 | [268864/732000 (36.73%)] Loss 0.0057, Accuaracy 88.90%Train Epoch 22 | [281664/732000 (38.48%)] Loss 0.0057, Accuaracy 88.86%Train Epoch 22 | [294464/732000 (40.23%)] Loss 0.0057, Accuaracy 88.81%Train Epoch 22 | [307264/732000 (41.98%)] Loss 0.0058, Accuaracy 88.75%Train Epoch 22 | [320064/732000 (43.72%)] Loss 0.0058, Accuaracy 88.75%Train Epoch 22 | [332864/732000 (45.47%)] Loss 0.0058, Accuaracy 88.73%Train Epoch 22 | [345664/732000 (47.22%)] Loss 0.0058, Accuaracy 88.69%Train Epoch 22 | [358464/732000 (48.97%)] Loss 0.0058, Accuaracy 88.64%Train Epoch 22 | [371264/732000 (50.72%)] Loss 0.0059, Accuaracy 88.61%Train Epoch 22 | [384064/732000 (52.47%)] Loss 0.0059, Accuaracy 88.60%Train Epoch 22 | [396864/732000 (54.22%)] Loss 0.0059, Accuaracy 88.59%Train Epoch 22 | [409664/732000 (55.97%)] Loss 0.0059, Accuaracy 88.59%Train Epoch 22 | [422464/732000 (57.71%)] Loss 0.0059, Accuaracy 88.56%Train Epoch 22 | [435264/732000 (59.46%)] Loss 0.0059, Accuaracy 88.53%Train Epoch 22 | [448064/732000 (61.21%)] Loss 0.0059, Accuaracy 88.49%Train Epoch 22 | [460864/732000 (62.96%)] Loss 0.0059, Accuaracy 88.46%Train Epoch 22 | [473664/732000 (64.71%)] Loss 0.0060, Accuaracy 88.45%Train Epoch 22 | [486464/732000 (66.46%)] Loss 0.0060, Accuaracy 88.43%Train Epoch 22 | [499264/732000 (68.21%)] Loss 0.0060, Accuaracy 88.40%Train Epoch 22 | [512064/732000 (69.95%)] Loss 0.0060, Accuaracy 88.37%Train Epoch 22 | [524864/732000 (71.70%)] Loss 0.0060, Accuaracy 88.35%Train Epoch 22 | [537664/732000 (73.45%)] Loss 0.0060, Accuaracy 88.33%Train Epoch 22 | [550464/732000 (75.20%)] Loss 0.0060, Accuaracy 88.32%Train Epoch 22 | [563264/732000 (76.95%)] Loss 0.0060, Accuaracy 88.30%Train Epoch 22 | [576064/732000 (78.70%)] Loss 0.0060, Accuaracy 88.27%Train Epoch 22 | [588864/732000 (80.45%)] Loss 0.0061, Accuaracy 88.24%Train Epoch 22 | [601664/732000 (82.19%)] Loss 0.0061, Accuaracy 88.23%Train Epoch 22 | [614464/732000 (83.94%)] Loss 0.0061, Accuaracy 88.21%Train Epoch 22 | [627264/732000 (85.69%)] Loss 0.0061, Accuaracy 88.19%Train Epoch 22 | [640064/732000 (87.44%)] Loss 0.0061, Accuaracy 88.17%Train Epoch 22 | [652864/732000 (89.19%)] Loss 0.0061, Accuaracy 88.16%Train Epoch 22 | [665664/732000 (90.94%)] Loss 0.0061, Accuaracy 88.14%Train Epoch 22 | [678464/732000 (92.69%)] Loss 0.0061, Accuaracy 88.11%Train Epoch 22 | [691264/732000 (94.43%)] Loss 0.0061, Accuaracy 88.09%Train Epoch 22 | [704064/732000 (96.18%)] Loss 0.0062, Accuaracy 88.07%Train Epoch 22 | [716864/732000 (97.93%)] Loss 0.0062, Accuaracy 88.05%Train Epoch 22 | [729664/732000 (99.68%)] Loss 0.0062, Accuaracy 88.04%Train Epoch 22 | Avarage Loss 0.0062, Average Accuracy 88.03%
Valid Epoch 22 | [32/50000 (0.06%)] Loss 0.0315, Accuaracy 75.00%Valid Epoch 22 | [1632/50000 (3.26%)] Loss 0.0517, Accuaracy 68.57%Valid Epoch 22 | [3232/50000 (6.46%)] Loss 0.0528, Accuaracy 68.10%Valid Epoch 22 | [4832/50000 (9.66%)] Loss 0.0539, Accuaracy 67.45%Valid Epoch 22 | [6432/50000 (12.86%)] Loss 0.0535, Accuaracy 67.54%Valid Epoch 22 | [8032/50000 (16.06%)] Loss 0.0533, Accuaracy 67.23%Valid Epoch 22 | [9632/50000 (19.26%)] Loss 0.0535, Accuaracy 67.34%Valid Epoch 22 | [11232/50000 (22.46%)] Loss 0.0535, Accuaracy 67.18%Valid Epoch 22 | [12832/50000 (25.66%)] Loss 0.0531, Accuaracy 67.29%Valid Epoch 22 | [14432/50000 (28.86%)] Loss 0.0532, Accuaracy 67.20%Valid Epoch 22 | [16032/50000 (32.06%)] Loss 0.0532, Accuaracy 67.17%Valid Epoch 22 | [17632/50000 (35.26%)] Loss 0.0532, Accuaracy 67.05%Valid Epoch 22 | [19232/50000 (38.46%)] Loss 0.0531, Accuaracy 66.95%Valid Epoch 22 | [20832/50000 (41.66%)] Loss 0.0530, Accuaracy 66.99%Valid Epoch 22 | [22432/50000 (44.86%)] Loss 0.0528, Accuaracy 67.13%Valid Epoch 22 | [24032/50000 (48.06%)] Loss 0.0527, Accuaracy 67.09%Valid Epoch 22 | [25632/50000 (51.26%)] Loss 0.0530, Accuaracy 67.06%Valid Epoch 22 | [27232/50000 (54.46%)] Loss 0.0531, Accuaracy 66.99%Valid Epoch 22 | [28832/50000 (57.66%)] Loss 0.0530, Accuaracy 67.05%Valid Epoch 22 | [30432/50000 (60.86%)] Loss 0.0531, Accuaracy 66.98%Valid Epoch 22 | [32032/50000 (64.06%)] Loss 0.0532, Accuaracy 66.90%Valid Epoch 22 | [33632/50000 (67.26%)] Loss 0.0532, Accuaracy 66.93%Valid Epoch 22 | [35232/50000 (70.46%)] Loss 0.0531, Accuaracy 66.96%Valid Epoch 22 | [36832/50000 (73.66%)] Loss 0.0531, Accuaracy 66.98%Valid Epoch 22 | [38432/50000 (76.86%)] Loss 0.0532, Accuaracy 66.96%Valid Epoch 22 | [40032/50000 (80.06%)] Loss 0.0530, Accuaracy 66.99%Valid Epoch 22 | [41632/50000 (83.26%)] Loss 0.0530, Accuaracy 66.96%Valid Epoch 22 | [43232/50000 (86.46%)] Loss 0.0528, Accuaracy 66.98%Valid Epoch 22 | [44832/50000 (89.66%)] Loss 0.0528, Accuaracy 67.04%Valid Epoch 22 | [46432/50000 (92.86%)] Loss 0.0527, Accuaracy 67.10%Valid Epoch 22 | [48032/50000 (96.06%)] Loss 0.0526, Accuaracy 67.18%Valid Epoch 22 | [49632/50000 (99.26%)] Loss 0.0525, Accuaracy 67.17%Valid Epoch 22 | Avarage Loss 0.0526, Average Accuracy 67.16%
Train Epoch 23 | [64/732000 (0.01%)] Loss 0.0038, Accuaracy 92.19%Train Epoch 23 | [12864/732000 (1.76%)] Loss 0.0049, Accuaracy 90.54%Train Epoch 23 | [25664/732000 (3.51%)] Loss 0.0049, Accuaracy 90.60%Train Epoch 23 | [38464/732000 (5.25%)] Loss 0.0049, Accuaracy 90.51%Train Epoch 23 | [51264/732000 (7.00%)] Loss 0.0050, Accuaracy 90.35%Train Epoch 23 | [64064/732000 (8.75%)] Loss 0.0050, Accuaracy 90.25%Train Epoch 23 | [76864/732000 (10.50%)] Loss 0.0051, Accuaracy 90.17%Train Epoch 23 | [89664/732000 (12.25%)] Loss 0.0051, Accuaracy 90.10%Train Epoch 23 | [102464/732000 (14.00%)] Loss 0.0051, Accuaracy 90.02%Train Epoch 23 | [115264/732000 (15.75%)] Loss 0.0051, Accuaracy 89.99%Train Epoch 23 | [128064/732000 (17.50%)] Loss 0.0052, Accuaracy 89.95%Train Epoch 23 | [140864/732000 (19.24%)] Loss 0.0052, Accuaracy 89.91%Train Epoch 23 | [153664/732000 (20.99%)] Loss 0.0052, Accuaracy 89.85%Train Epoch 23 | [166464/732000 (22.74%)] Loss 0.0052, Accuaracy 89.80%Train Epoch 23 | [179264/732000 (24.49%)] Loss 0.0053, Accuaracy 89.73%Train Epoch 23 | [192064/732000 (26.24%)] Loss 0.0053, Accuaracy 89.71%Train Epoch 23 | [204864/732000 (27.99%)] Loss 0.0053, Accuaracy 89.62%Train Epoch 23 | [217664/732000 (29.74%)] Loss 0.0053, Accuaracy 89.60%Train Epoch 23 | [230464/732000 (31.48%)] Loss 0.0053, Accuaracy 89.54%Train Epoch 23 | [243264/732000 (33.23%)] Loss 0.0053, Accuaracy 89.50%Train Epoch 23 | [256064/732000 (34.98%)] Loss 0.0054, Accuaracy 89.48%Train Epoch 23 | [268864/732000 (36.73%)] Loss 0.0054, Accuaracy 89.43%Train Epoch 23 | [281664/732000 (38.48%)] Loss 0.0054, Accuaracy 89.41%Train Epoch 23 | [294464/732000 (40.23%)] Loss 0.0054, Accuaracy 89.39%Train Epoch 23 | [307264/732000 (41.98%)] Loss 0.0054, Accuaracy 89.35%Train Epoch 23 | [320064/732000 (43.72%)] Loss 0.0054, Accuaracy 89.32%Train Epoch 23 | [332864/732000 (45.47%)] Loss 0.0055, Accuaracy 89.27%Train Epoch 23 | [345664/732000 (47.22%)] Loss 0.0055, Accuaracy 89.26%Train Epoch 23 | [358464/732000 (48.97%)] Loss 0.0055, Accuaracy 89.23%Train Epoch 23 | [371264/732000 (50.72%)] Loss 0.0055, Accuaracy 89.19%Train Epoch 23 | [384064/732000 (52.47%)] Loss 0.0055, Accuaracy 89.16%Train Epoch 23 | [396864/732000 (54.22%)] Loss 0.0055, Accuaracy 89.16%Train Epoch 23 | [409664/732000 (55.97%)] Loss 0.0055, Accuaracy 89.15%Train Epoch 23 | [422464/732000 (57.71%)] Loss 0.0056, Accuaracy 89.11%Train Epoch 23 | [435264/732000 (59.46%)] Loss 0.0056, Accuaracy 89.09%Train Epoch 23 | [448064/732000 (61.21%)] Loss 0.0056, Accuaracy 89.07%Train Epoch 23 | [460864/732000 (62.96%)] Loss 0.0056, Accuaracy 89.05%Train Epoch 23 | [473664/732000 (64.71%)] Loss 0.0056, Accuaracy 89.03%Train Epoch 23 | [486464/732000 (66.46%)] Loss 0.0056, Accuaracy 88.99%Train Epoch 23 | [499264/732000 (68.21%)] Loss 0.0056, Accuaracy 88.96%Train Epoch 23 | [512064/732000 (69.95%)] Loss 0.0056, Accuaracy 88.95%Train Epoch 23 | [524864/732000 (71.70%)] Loss 0.0057, Accuaracy 88.94%Train Epoch 23 | [537664/732000 (73.45%)] Loss 0.0057, Accuaracy 88.92%Train Epoch 23 | [550464/732000 (75.20%)] Loss 0.0057, Accuaracy 88.89%Train Epoch 23 | [563264/732000 (76.95%)] Loss 0.0057, Accuaracy 88.88%Train Epoch 23 | [576064/732000 (78.70%)] Loss 0.0057, Accuaracy 88.85%Train Epoch 23 | [588864/732000 (80.45%)] Loss 0.0057, Accuaracy 88.84%Train Epoch 23 | [601664/732000 (82.19%)] Loss 0.0057, Accuaracy 88.82%Train Epoch 23 | [614464/732000 (83.94%)] Loss 0.0057, Accuaracy 88.81%Train Epoch 23 | [627264/732000 (85.69%)] Loss 0.0057, Accuaracy 88.79%Train Epoch 23 | [640064/732000 (87.44%)] Loss 0.0057, Accuaracy 88.77%Train Epoch 23 | [652864/732000 (89.19%)] Loss 0.0058, Accuaracy 88.74%Train Epoch 23 | [665664/732000 (90.94%)] Loss 0.0058, Accuaracy 88.72%Train Epoch 23 | [678464/732000 (92.69%)] Loss 0.0058, Accuaracy 88.71%Train Epoch 23 | [691264/732000 (94.43%)] Loss 0.0058, Accuaracy 88.69%Train Epoch 23 | [704064/732000 (96.18%)] Loss 0.0058, Accuaracy 88.67%Train Epoch 23 | [716864/732000 (97.93%)] Loss 0.0058, Accuaracy 88.65%Train Epoch 23 | [729664/732000 (99.68%)] Loss 0.0058, Accuaracy 88.63%Train Epoch 23 | Avarage Loss 0.0058, Average Accuracy 88.63%
Valid Epoch 23 | [32/50000 (0.06%)] Loss 0.0819, Accuaracy 53.12%Valid Epoch 23 | [1632/50000 (3.26%)] Loss 0.0566, Accuaracy 66.18%Valid Epoch 23 | [3232/50000 (6.46%)] Loss 0.0560, Accuaracy 67.05%Valid Epoch 23 | [4832/50000 (9.66%)] Loss 0.0558, Accuaracy 67.12%Valid Epoch 23 | [6432/50000 (12.86%)] Loss 0.0546, Accuaracy 67.35%Valid Epoch 23 | [8032/50000 (16.06%)] Loss 0.0546, Accuaracy 66.83%Valid Epoch 23 | [9632/50000 (19.26%)] Loss 0.0542, Accuaracy 66.72%Valid Epoch 23 | [11232/50000 (22.46%)] Loss 0.0539, Accuaracy 66.98%Valid Epoch 23 | [12832/50000 (25.66%)] Loss 0.0538, Accuaracy 67.02%Valid Epoch 23 | [14432/50000 (28.86%)] Loss 0.0538, Accuaracy 67.18%Valid Epoch 23 | [16032/50000 (32.06%)] Loss 0.0538, Accuaracy 67.29%Valid Epoch 23 | [17632/50000 (35.26%)] Loss 0.0541, Accuaracy 67.26%Valid Epoch 23 | [19232/50000 (38.46%)] Loss 0.0536, Accuaracy 67.38%Valid Epoch 23 | [20832/50000 (41.66%)] Loss 0.0538, Accuaracy 67.22%Valid Epoch 23 | [22432/50000 (44.86%)] Loss 0.0537, Accuaracy 67.33%Valid Epoch 23 | [24032/50000 (48.06%)] Loss 0.0536, Accuaracy 67.24%Valid Epoch 23 | [25632/50000 (51.26%)] Loss 0.0537, Accuaracy 67.28%Valid Epoch 23 | [27232/50000 (54.46%)] Loss 0.0537, Accuaracy 67.27%Valid Epoch 23 | [28832/50000 (57.66%)] Loss 0.0537, Accuaracy 67.30%Valid Epoch 23 | [30432/50000 (60.86%)] Loss 0.0538, Accuaracy 67.26%Valid Epoch 23 | [32032/50000 (64.06%)] Loss 0.0542, Accuaracy 67.09%Valid Epoch 23 | [33632/50000 (67.26%)] Loss 0.0541, Accuaracy 67.07%Valid Epoch 23 | [35232/50000 (70.46%)] Loss 0.0542, Accuaracy 67.13%Valid Epoch 23 | [36832/50000 (73.66%)] Loss 0.0542, Accuaracy 67.19%Valid Epoch 23 | [38432/50000 (76.86%)] Loss 0.0542, Accuaracy 67.24%Valid Epoch 23 | [40032/50000 (80.06%)] Loss 0.0543, Accuaracy 67.24%Valid Epoch 23 | [41632/50000 (83.26%)] Loss 0.0542, Accuaracy 67.26%Valid Epoch 23 | [43232/50000 (86.46%)] Loss 0.0541, Accuaracy 67.25%Valid Epoch 23 | [44832/50000 (89.66%)] Loss 0.0542, Accuaracy 67.23%Valid Epoch 23 | [46432/50000 (92.86%)] Loss 0.0542, Accuaracy 67.23%Valid Epoch 23 | [48032/50000 (96.06%)] Loss 0.0542, Accuaracy 67.20%Valid Epoch 23 | [49632/50000 (99.26%)] Loss 0.0541, Accuaracy 67.28%Valid Epoch 23 | Avarage Loss 0.0541, Average Accuracy 67.28%
Train Epoch 24 | [64/732000 (0.01%)] Loss 0.0043, Accuaracy 85.94%Train Epoch 24 | [12864/732000 (1.76%)] Loss 0.0049, Accuaracy 90.09%Train Epoch 24 | [25664/732000 (3.51%)] Loss 0.0048, Accuaracy 90.36%Train Epoch 24 | [38464/732000 (5.25%)] Loss 0.0048, Accuaracy 90.26%Train Epoch 24 | [51264/732000 (7.00%)] Loss 0.0048, Accuaracy 90.36%Train Epoch 24 | [64064/732000 (8.75%)] Loss 0.0048, Accuaracy 90.41%Train Epoch 24 | [76864/732000 (10.50%)] Loss 0.0048, Accuaracy 90.35%Train Epoch 24 | [89664/732000 (12.25%)] Loss 0.0048, Accuaracy 90.35%Train Epoch 24 | [102464/732000 (14.00%)] Loss 0.0049, Accuaracy 90.27%Train Epoch 24 | [115264/732000 (15.75%)] Loss 0.0049, Accuaracy 90.25%Train Epoch 24 | [128064/732000 (17.50%)] Loss 0.0049, Accuaracy 90.23%Train Epoch 24 | [140864/732000 (19.24%)] Loss 0.0049, Accuaracy 90.19%Train Epoch 24 | [153664/732000 (20.99%)] Loss 0.0050, Accuaracy 90.10%Train Epoch 24 | [166464/732000 (22.74%)] Loss 0.0050, Accuaracy 90.10%Train Epoch 24 | [179264/732000 (24.49%)] Loss 0.0050, Accuaracy 90.06%Train Epoch 24 | [192064/732000 (26.24%)] Loss 0.0050, Accuaracy 89.98%Train Epoch 24 | [204864/732000 (27.99%)] Loss 0.0050, Accuaracy 89.94%Train Epoch 24 | [217664/732000 (29.74%)] Loss 0.0050, Accuaracy 89.92%Train Epoch 24 | [230464/732000 (31.48%)] Loss 0.0051, Accuaracy 89.92%Train Epoch 24 | [243264/732000 (33.23%)] Loss 0.0051, Accuaracy 89.88%Train Epoch 24 | [256064/732000 (34.98%)] Loss 0.0051, Accuaracy 89.85%Train Epoch 24 | [268864/732000 (36.73%)] Loss 0.0051, Accuaracy 89.82%Train Epoch 24 | [281664/732000 (38.48%)] Loss 0.0051, Accuaracy 89.78%Train Epoch 24 | [294464/732000 (40.23%)] Loss 0.0051, Accuaracy 89.76%Train Epoch 24 | [307264/732000 (41.98%)] Loss 0.0052, Accuaracy 89.73%Train Epoch 24 | [320064/732000 (43.72%)] Loss 0.0052, Accuaracy 89.72%Train Epoch 24 | [332864/732000 (45.47%)] Loss 0.0052, Accuaracy 89.70%Train Epoch 24 | [345664/732000 (47.22%)] Loss 0.0052, Accuaracy 89.67%Train Epoch 24 | [358464/732000 (48.97%)] Loss 0.0052, Accuaracy 89.64%Train Epoch 24 | [371264/732000 (50.72%)] Loss 0.0052, Accuaracy 89.63%Train Epoch 24 | [384064/732000 (52.47%)] Loss 0.0052, Accuaracy 89.62%Train Epoch 24 | [396864/732000 (54.22%)] Loss 0.0052, Accuaracy 89.61%Train Epoch 24 | [409664/732000 (55.97%)] Loss 0.0052, Accuaracy 89.59%Train Epoch 24 | [422464/732000 (57.71%)] Loss 0.0053, Accuaracy 89.56%Train Epoch 24 | [435264/732000 (59.46%)] Loss 0.0053, Accuaracy 89.55%Train Epoch 24 | [448064/732000 (61.21%)] Loss 0.0053, Accuaracy 89.53%Train Epoch 24 | [460864/732000 (62.96%)] Loss 0.0053, Accuaracy 89.50%Train Epoch 24 | [473664/732000 (64.71%)] Loss 0.0053, Accuaracy 89.47%Train Epoch 24 | [486464/732000 (66.46%)] Loss 0.0053, Accuaracy 89.46%Train Epoch 24 | [499264/732000 (68.21%)] Loss 0.0053, Accuaracy 89.42%Train Epoch 24 | [512064/732000 (69.95%)] Loss 0.0054, Accuaracy 89.41%Train Epoch 24 | [524864/732000 (71.70%)] Loss 0.0054, Accuaracy 89.38%Train Epoch 24 | [537664/732000 (73.45%)] Loss 0.0054, Accuaracy 89.36%Train Epoch 24 | [550464/732000 (75.20%)] Loss 0.0054, Accuaracy 89.34%Train Epoch 24 | [563264/732000 (76.95%)] Loss 0.0054, Accuaracy 89.33%Train Epoch 24 | [576064/732000 (78.70%)] Loss 0.0054, Accuaracy 89.31%Train Epoch 24 | [588864/732000 (80.45%)] Loss 0.0054, Accuaracy 89.30%Train Epoch 24 | [601664/732000 (82.19%)] Loss 0.0054, Accuaracy 89.28%Train Epoch 24 | [614464/732000 (83.94%)] Loss 0.0054, Accuaracy 89.25%Train Epoch 24 | [627264/732000 (85.69%)] Loss 0.0054, Accuaracy 89.23%Train Epoch 24 | [640064/732000 (87.44%)] Loss 0.0054, Accuaracy 89.22%Train Epoch 24 | [652864/732000 (89.19%)] Loss 0.0055, Accuaracy 89.20%Train Epoch 24 | [665664/732000 (90.94%)] Loss 0.0055, Accuaracy 89.18%Train Epoch 24 | [678464/732000 (92.69%)] Loss 0.0055, Accuaracy 89.16%Train Epoch 24 | [691264/732000 (94.43%)] Loss 0.0055, Accuaracy 89.15%Train Epoch 24 | [704064/732000 (96.18%)] Loss 0.0055, Accuaracy 89.12%Train Epoch 24 | [716864/732000 (97.93%)] Loss 0.0055, Accuaracy 89.10%Train Epoch 24 | [729664/732000 (99.68%)] Loss 0.0055, Accuaracy 89.08%Train Epoch 24 | Avarage Loss 0.0055, Average Accuracy 89.08%
Valid Epoch 24 | [32/50000 (0.06%)] Loss 0.0696, Accuaracy 65.62%Valid Epoch 24 | [1632/50000 (3.26%)] Loss 0.0571, Accuaracy 67.34%Valid Epoch 24 | [3232/50000 (6.46%)] Loss 0.0565, Accuaracy 67.42%Valid Epoch 24 | [4832/50000 (9.66%)] Loss 0.0565, Accuaracy 67.40%Valid Epoch 24 | [6432/50000 (12.86%)] Loss 0.0557, Accuaracy 67.52%Valid Epoch 24 | [8032/50000 (16.06%)] Loss 0.0555, Accuaracy 67.23%Valid Epoch 24 | [9632/50000 (19.26%)] Loss 0.0561, Accuaracy 66.94%Valid Epoch 24 | [11232/50000 (22.46%)] Loss 0.0555, Accuaracy 67.27%Valid Epoch 24 | [12832/50000 (25.66%)] Loss 0.0553, Accuaracy 67.30%Valid Epoch 24 | [14432/50000 (28.86%)] Loss 0.0549, Accuaracy 67.37%Valid Epoch 24 | [16032/50000 (32.06%)] Loss 0.0549, Accuaracy 67.41%Valid Epoch 24 | [17632/50000 (35.26%)] Loss 0.0547, Accuaracy 67.41%Valid Epoch 24 | [19232/50000 (38.46%)] Loss 0.0544, Accuaracy 67.43%Valid Epoch 24 | [20832/50000 (41.66%)] Loss 0.0546, Accuaracy 67.33%Valid Epoch 24 | [22432/50000 (44.86%)] Loss 0.0545, Accuaracy 67.31%Valid Epoch 24 | [24032/50000 (48.06%)] Loss 0.0547, Accuaracy 67.22%Valid Epoch 24 | [25632/50000 (51.26%)] Loss 0.0547, Accuaracy 67.28%Valid Epoch 24 | [27232/50000 (54.46%)] Loss 0.0550, Accuaracy 67.16%Valid Epoch 24 | [28832/50000 (57.66%)] Loss 0.0550, Accuaracy 67.13%Valid Epoch 24 | [30432/50000 (60.86%)] Loss 0.0550, Accuaracy 67.08%Valid Epoch 24 | [32032/50000 (64.06%)] Loss 0.0550, Accuaracy 67.07%Valid Epoch 24 | [33632/50000 (67.26%)] Loss 0.0551, Accuaracy 67.09%Valid Epoch 24 | [35232/50000 (70.46%)] Loss 0.0548, Accuaracy 67.17%Valid Epoch 24 | [36832/50000 (73.66%)] Loss 0.0550, Accuaracy 67.06%Valid Epoch 24 | [38432/50000 (76.86%)] Loss 0.0550, Accuaracy 67.05%Valid Epoch 24 | [40032/50000 (80.06%)] Loss 0.0550, Accuaracy 67.03%Valid Epoch 24 | [41632/50000 (83.26%)] Loss 0.0550, Accuaracy 67.00%Valid Epoch 24 | [43232/50000 (86.46%)] Loss 0.0551, Accuaracy 66.99%Valid Epoch 24 | [44832/50000 (89.66%)] Loss 0.0550, Accuaracy 66.99%Valid Epoch 24 | [46432/50000 (92.86%)] Loss 0.0550, Accuaracy 66.97%Valid Epoch 24 | [48032/50000 (96.06%)] Loss 0.0550, Accuaracy 66.97%Valid Epoch 24 | [49632/50000 (99.26%)] Loss 0.0550, Accuaracy 66.99%Valid Epoch 24 | Avarage Loss 0.0550, Average Accuracy 66.98%
Train Epoch 25 | [64/732000 (0.01%)] Loss 0.0039, Accuaracy 92.19%Train Epoch 25 | [12864/732000 (1.76%)] Loss 0.0045, Accuaracy 91.44%Train Epoch 25 | [25664/732000 (3.51%)] Loss 0.0044, Accuaracy 91.32%Train Epoch 25 | [38464/732000 (5.25%)] Loss 0.0044, Accuaracy 91.37%Train Epoch 25 | [51264/732000 (7.00%)] Loss 0.0044, Accuaracy 91.37%Train Epoch 25 | [64064/732000 (8.75%)] Loss 0.0044, Accuaracy 91.31%Train Epoch 25 | [76864/732000 (10.50%)] Loss 0.0043, Accuaracy 91.39%Train Epoch 25 | [89664/732000 (12.25%)] Loss 0.0044, Accuaracy 91.31%Train Epoch 25 | [102464/732000 (14.00%)] Loss 0.0045, Accuaracy 91.20%Train Epoch 25 | [115264/732000 (15.75%)] Loss 0.0045, Accuaracy 91.13%Train Epoch 25 | [128064/732000 (17.50%)] Loss 0.0046, Accuaracy 91.05%Train Epoch 25 | [140864/732000 (19.24%)] Loss 0.0046, Accuaracy 90.99%Train Epoch 25 | [153664/732000 (20.99%)] Loss 0.0046, Accuaracy 90.95%Train Epoch 25 | [166464/732000 (22.74%)] Loss 0.0046, Accuaracy 90.89%Train Epoch 25 | [179264/732000 (24.49%)] Loss 0.0047, Accuaracy 90.84%Train Epoch 25 | [192064/732000 (26.24%)] Loss 0.0047, Accuaracy 90.76%Train Epoch 25 | [204864/732000 (27.99%)] Loss 0.0047, Accuaracy 90.71%Train Epoch 25 | [217664/732000 (29.74%)] Loss 0.0047, Accuaracy 90.68%Train Epoch 25 | [230464/732000 (31.48%)] Loss 0.0047, Accuaracy 90.64%Train Epoch 25 | [243264/732000 (33.23%)] Loss 0.0048, Accuaracy 90.61%Train Epoch 25 | [256064/732000 (34.98%)] Loss 0.0048, Accuaracy 90.57%Train Epoch 25 | [268864/732000 (36.73%)] Loss 0.0048, Accuaracy 90.51%Train Epoch 25 | [281664/732000 (38.48%)] Loss 0.0048, Accuaracy 90.48%Train Epoch 25 | [294464/732000 (40.23%)] Loss 0.0048, Accuaracy 90.44%Train Epoch 25 | [307264/732000 (41.98%)] Loss 0.0049, Accuaracy 90.40%Train Epoch 25 | [320064/732000 (43.72%)] Loss 0.0049, Accuaracy 90.37%Train Epoch 25 | [332864/732000 (45.47%)] Loss 0.0049, Accuaracy 90.34%Train Epoch 25 | [345664/732000 (47.22%)] Loss 0.0049, Accuaracy 90.31%Train Epoch 25 | [358464/732000 (48.97%)] Loss 0.0049, Accuaracy 90.28%Train Epoch 25 | [371264/732000 (50.72%)] Loss 0.0049, Accuaracy 90.25%Train Epoch 25 | [384064/732000 (52.47%)] Loss 0.0049, Accuaracy 90.22%Train Epoch 25 | [396864/732000 (54.22%)] Loss 0.0050, Accuaracy 90.18%Train Epoch 25 | [409664/732000 (55.97%)] Loss 0.0050, Accuaracy 90.17%Train Epoch 25 | [422464/732000 (57.71%)] Loss 0.0050, Accuaracy 90.16%Train Epoch 25 | [435264/732000 (59.46%)] Loss 0.0050, Accuaracy 90.14%Train Epoch 25 | [448064/732000 (61.21%)] Loss 0.0050, Accuaracy 90.11%Train Epoch 25 | [460864/732000 (62.96%)] Loss 0.0050, Accuaracy 90.08%Train Epoch 25 | [473664/732000 (64.71%)] Loss 0.0050, Accuaracy 90.05%Train Epoch 25 | [486464/732000 (66.46%)] Loss 0.0050, Accuaracy 90.04%Train Epoch 25 | [499264/732000 (68.21%)] Loss 0.0051, Accuaracy 90.02%Train Epoch 25 | [512064/732000 (69.95%)] Loss 0.0051, Accuaracy 89.99%Train Epoch 25 | [524864/732000 (71.70%)] Loss 0.0051, Accuaracy 89.97%Train Epoch 25 | [537664/732000 (73.45%)] Loss 0.0051, Accuaracy 89.95%Train Epoch 25 | [550464/732000 (75.20%)] Loss 0.0051, Accuaracy 89.94%Train Epoch 25 | [563264/732000 (76.95%)] Loss 0.0051, Accuaracy 89.93%Train Epoch 25 | [576064/732000 (78.70%)] Loss 0.0051, Accuaracy 89.91%Train Epoch 25 | [588864/732000 (80.45%)] Loss 0.0051, Accuaracy 89.89%Train Epoch 25 | [601664/732000 (82.19%)] Loss 0.0051, Accuaracy 89.86%Train Epoch 25 | [614464/732000 (83.94%)] Loss 0.0051, Accuaracy 89.84%Train Epoch 25 | [627264/732000 (85.69%)] Loss 0.0052, Accuaracy 89.82%Train Epoch 25 | [640064/732000 (87.44%)] Loss 0.0052, Accuaracy 89.79%Train Epoch 25 | [652864/732000 (89.19%)] Loss 0.0052, Accuaracy 89.78%Train Epoch 25 | [665664/732000 (90.94%)] Loss 0.0052, Accuaracy 89.77%Train Epoch 25 | [678464/732000 (92.69%)] Loss 0.0052, Accuaracy 89.75%Train Epoch 25 | [691264/732000 (94.43%)] Loss 0.0052, Accuaracy 89.73%Train Epoch 25 | [704064/732000 (96.18%)] Loss 0.0052, Accuaracy 89.71%Train Epoch 25 | [716864/732000 (97.93%)] Loss 0.0052, Accuaracy 89.69%Train Epoch 25 | [729664/732000 (99.68%)] Loss 0.0052, Accuaracy 89.66%Train Epoch 25 | Avarage Loss 0.0052, Average Accuracy 89.66%
Valid Epoch 25 | [32/50000 (0.06%)] Loss 0.0786, Accuaracy 65.62%Valid Epoch 25 | [1632/50000 (3.26%)] Loss 0.0605, Accuaracy 66.67%Valid Epoch 25 | [3232/50000 (6.46%)] Loss 0.0612, Accuaracy 66.09%Valid Epoch 25 | [4832/50000 (9.66%)] Loss 0.0590, Accuaracy 66.56%Valid Epoch 25 | [6432/50000 (12.86%)] Loss 0.0593, Accuaracy 66.59%Valid Epoch 25 | [8032/50000 (16.06%)] Loss 0.0588, Accuaracy 66.86%Valid Epoch 25 | [9632/50000 (19.26%)] Loss 0.0582, Accuaracy 67.06%Valid Epoch 25 | [11232/50000 (22.46%)] Loss 0.0577, Accuaracy 67.03%Valid Epoch 25 | [12832/50000 (25.66%)] Loss 0.0576, Accuaracy 66.83%Valid Epoch 25 | [14432/50000 (28.86%)] Loss 0.0577, Accuaracy 66.78%Valid Epoch 25 | [16032/50000 (32.06%)] Loss 0.0580, Accuaracy 66.81%Valid Epoch 25 | [17632/50000 (35.26%)] Loss 0.0579, Accuaracy 66.82%Valid Epoch 25 | [19232/50000 (38.46%)] Loss 0.0580, Accuaracy 66.86%Valid Epoch 25 | [20832/50000 (41.66%)] Loss 0.0579, Accuaracy 66.97%Valid Epoch 25 | [22432/50000 (44.86%)] Loss 0.0580, Accuaracy 66.96%Valid Epoch 25 | [24032/50000 (48.06%)] Loss 0.0579, Accuaracy 66.98%Valid Epoch 25 | [25632/50000 (51.26%)] Loss 0.0580, Accuaracy 66.97%Valid Epoch 25 | [27232/50000 (54.46%)] Loss 0.0579, Accuaracy 66.87%Valid Epoch 25 | [28832/50000 (57.66%)] Loss 0.0580, Accuaracy 66.93%Valid Epoch 25 | [30432/50000 (60.86%)] Loss 0.0580, Accuaracy 66.98%Valid Epoch 25 | [32032/50000 (64.06%)] Loss 0.0576, Accuaracy 67.10%Valid Epoch 25 | [33632/50000 (67.26%)] Loss 0.0579, Accuaracy 67.03%Valid Epoch 25 | [35232/50000 (70.46%)] Loss 0.0576, Accuaracy 67.09%Valid Epoch 25 | [36832/50000 (73.66%)] Loss 0.0573, Accuaracy 67.14%Valid Epoch 25 | [38432/50000 (76.86%)] Loss 0.0571, Accuaracy 67.23%Valid Epoch 25 | [40032/50000 (80.06%)] Loss 0.0572, Accuaracy 67.19%Valid Epoch 25 | [41632/50000 (83.26%)] Loss 0.0571, Accuaracy 67.21%Valid Epoch 25 | [43232/50000 (86.46%)] Loss 0.0571, Accuaracy 67.13%Valid Epoch 25 | [44832/50000 (89.66%)] Loss 0.0571, Accuaracy 67.19%Valid Epoch 25 | [46432/50000 (92.86%)] Loss 0.0570, Accuaracy 67.23%Valid Epoch 25 | [48032/50000 (96.06%)] Loss 0.0572, Accuaracy 67.20%Valid Epoch 25 | [49632/50000 (99.26%)] Loss 0.0571, Accuaracy 67.22%Valid Epoch 25 | Avarage Loss 0.0571, Average Accuracy 67.22%
Train Epoch 26 | [64/732000 (0.01%)] Loss 0.0053, Accuaracy 92.19%Train Epoch 26 | [12864/732000 (1.76%)] Loss 0.0039, Accuaracy 91.90%Train Epoch 26 | [25664/732000 (3.51%)] Loss 0.0040, Accuaracy 91.84%Train Epoch 26 | [38464/732000 (5.25%)] Loss 0.0041, Accuaracy 91.66%Train Epoch 26 | [51264/732000 (7.00%)] Loss 0.0041, Accuaracy 91.69%Train Epoch 26 | [64064/732000 (8.75%)] Loss 0.0041, Accuaracy 91.61%Train Epoch 26 | [76864/732000 (10.50%)] Loss 0.0041, Accuaracy 91.60%Train Epoch 26 | [89664/732000 (12.25%)] Loss 0.0042, Accuaracy 91.51%Train Epoch 26 | [102464/732000 (14.00%)] Loss 0.0043, Accuaracy 91.37%Train Epoch 26 | [115264/732000 (15.75%)] Loss 0.0043, Accuaracy 91.30%Train Epoch 26 | [128064/732000 (17.50%)] Loss 0.0043, Accuaracy 91.27%Train Epoch 26 | [140864/732000 (19.24%)] Loss 0.0044, Accuaracy 91.22%Train Epoch 26 | [153664/732000 (20.99%)] Loss 0.0044, Accuaracy 91.20%Train Epoch 26 | [166464/732000 (22.74%)] Loss 0.0044, Accuaracy 91.17%Train Epoch 26 | [179264/732000 (24.49%)] Loss 0.0044, Accuaracy 91.13%Train Epoch 26 | [192064/732000 (26.24%)] Loss 0.0044, Accuaracy 91.08%Train Epoch 26 | [204864/732000 (27.99%)] Loss 0.0045, Accuaracy 91.05%Train Epoch 26 | [217664/732000 (29.74%)] Loss 0.0045, Accuaracy 91.01%Train Epoch 26 | [230464/732000 (31.48%)] Loss 0.0045, Accuaracy 90.95%Train Epoch 26 | [243264/732000 (33.23%)] Loss 0.0045, Accuaracy 90.94%Train Epoch 26 | [256064/732000 (34.98%)] Loss 0.0045, Accuaracy 90.92%Train Epoch 26 | [268864/732000 (36.73%)] Loss 0.0045, Accuaracy 90.89%Train Epoch 26 | [281664/732000 (38.48%)] Loss 0.0046, Accuaracy 90.86%Train Epoch 26 | [294464/732000 (40.23%)] Loss 0.0046, Accuaracy 90.84%Train Epoch 26 | [307264/732000 (41.98%)] Loss 0.0046, Accuaracy 90.81%Train Epoch 26 | [320064/732000 (43.72%)] Loss 0.0046, Accuaracy 90.77%Train Epoch 26 | [332864/732000 (45.47%)] Loss 0.0046, Accuaracy 90.75%Train Epoch 26 | [345664/732000 (47.22%)] Loss 0.0047, Accuaracy 90.72%Train Epoch 26 | [358464/732000 (48.97%)] Loss 0.0047, Accuaracy 90.68%Train Epoch 26 | [371264/732000 (50.72%)] Loss 0.0047, Accuaracy 90.66%Train Epoch 26 | [384064/732000 (52.47%)] Loss 0.0047, Accuaracy 90.64%Train Epoch 26 | [396864/732000 (54.22%)] Loss 0.0047, Accuaracy 90.62%Train Epoch 26 | [409664/732000 (55.97%)] Loss 0.0047, Accuaracy 90.60%Train Epoch 26 | [422464/732000 (57.71%)] Loss 0.0047, Accuaracy 90.60%Train Epoch 26 | [435264/732000 (59.46%)] Loss 0.0047, Accuaracy 90.58%Train Epoch 26 | [448064/732000 (61.21%)] Loss 0.0047, Accuaracy 90.55%Train Epoch 26 | [460864/732000 (62.96%)] Loss 0.0047, Accuaracy 90.54%Train Epoch 26 | [473664/732000 (64.71%)] Loss 0.0048, Accuaracy 90.53%Train Epoch 26 | [486464/732000 (66.46%)] Loss 0.0048, Accuaracy 90.50%Train Epoch 26 | [499264/732000 (68.21%)] Loss 0.0048, Accuaracy 90.48%Train Epoch 26 | [512064/732000 (69.95%)] Loss 0.0048, Accuaracy 90.46%Train Epoch 26 | [524864/732000 (71.70%)] Loss 0.0048, Accuaracy 90.43%Train Epoch 26 | [537664/732000 (73.45%)] Loss 0.0048, Accuaracy 90.40%Train Epoch 26 | [550464/732000 (75.20%)] Loss 0.0048, Accuaracy 90.39%Train Epoch 26 | [563264/732000 (76.95%)] Loss 0.0048, Accuaracy 90.36%Train Epoch 26 | [576064/732000 (78.70%)] Loss 0.0048, Accuaracy 90.34%Train Epoch 26 | [588864/732000 (80.45%)] Loss 0.0049, Accuaracy 90.32%Train Epoch 26 | [601664/732000 (82.19%)] Loss 0.0049, Accuaracy 90.30%Train Epoch 26 | [614464/732000 (83.94%)] Loss 0.0049, Accuaracy 90.28%Train Epoch 26 | [627264/732000 (85.69%)] Loss 0.0049, Accuaracy 90.26%Train Epoch 26 | [640064/732000 (87.44%)] Loss 0.0049, Accuaracy 90.24%Train Epoch 26 | [652864/732000 (89.19%)] Loss 0.0049, Accuaracy 90.22%Train Epoch 26 | [665664/732000 (90.94%)] Loss 0.0049, Accuaracy 90.20%Train Epoch 26 | [678464/732000 (92.69%)] Loss 0.0049, Accuaracy 90.19%Train Epoch 26 | [691264/732000 (94.43%)] Loss 0.0049, Accuaracy 90.17%Train Epoch 26 | [704064/732000 (96.18%)] Loss 0.0050, Accuaracy 90.16%Train Epoch 26 | [716864/732000 (97.93%)] Loss 0.0050, Accuaracy 90.16%Train Epoch 26 | [729664/732000 (99.68%)] Loss 0.0050, Accuaracy 90.14%Train Epoch 26 | Avarage Loss 0.0050, Average Accuracy 90.13%
Valid Epoch 26 | [32/50000 (0.06%)] Loss 0.0920, Accuaracy 50.00%Valid Epoch 26 | [1632/50000 (3.26%)] Loss 0.0578, Accuaracy 66.91%Valid Epoch 26 | [3232/50000 (6.46%)] Loss 0.0583, Accuaracy 66.80%Valid Epoch 26 | [4832/50000 (9.66%)] Loss 0.0580, Accuaracy 66.76%Valid Epoch 26 | [6432/50000 (12.86%)] Loss 0.0583, Accuaracy 66.42%Valid Epoch 26 | [8032/50000 (16.06%)] Loss 0.0588, Accuaracy 66.35%Valid Epoch 26 | [9632/50000 (19.26%)] Loss 0.0590, Accuaracy 66.41%Valid Epoch 26 | [11232/50000 (22.46%)] Loss 0.0584, Accuaracy 66.52%Valid Epoch 26 | [12832/50000 (25.66%)] Loss 0.0593, Accuaracy 66.40%Valid Epoch 26 | [14432/50000 (28.86%)] Loss 0.0586, Accuaracy 66.62%Valid Epoch 26 | [16032/50000 (32.06%)] Loss 0.0584, Accuaracy 66.68%Valid Epoch 26 | [17632/50000 (35.26%)] Loss 0.0584, Accuaracy 66.69%Valid Epoch 26 | [19232/50000 (38.46%)] Loss 0.0577, Accuaracy 66.95%Valid Epoch 26 | [20832/50000 (41.66%)] Loss 0.0578, Accuaracy 66.85%Valid Epoch 26 | [22432/50000 (44.86%)] Loss 0.0579, Accuaracy 66.84%Valid Epoch 26 | [24032/50000 (48.06%)] Loss 0.0575, Accuaracy 66.95%Valid Epoch 26 | [25632/50000 (51.26%)] Loss 0.0578, Accuaracy 66.82%Valid Epoch 26 | [27232/50000 (54.46%)] Loss 0.0577, Accuaracy 66.84%Valid Epoch 26 | [28832/50000 (57.66%)] Loss 0.0577, Accuaracy 66.85%Valid Epoch 26 | [30432/50000 (60.86%)] Loss 0.0576, Accuaracy 66.89%Valid Epoch 26 | [32032/50000 (64.06%)] Loss 0.0575, Accuaracy 66.89%Valid Epoch 26 | [33632/50000 (67.26%)] Loss 0.0574, Accuaracy 66.97%Valid Epoch 26 | [35232/50000 (70.46%)] Loss 0.0574, Accuaracy 67.02%Valid Epoch 26 | [36832/50000 (73.66%)] Loss 0.0572, Accuaracy 67.05%Valid Epoch 26 | [38432/50000 (76.86%)] Loss 0.0572, Accuaracy 67.08%Valid Epoch 26 | [40032/50000 (80.06%)] Loss 0.0572, Accuaracy 67.12%Valid Epoch 26 | [41632/50000 (83.26%)] Loss 0.0573, Accuaracy 67.10%Valid Epoch 26 | [43232/50000 (86.46%)] Loss 0.0574, Accuaracy 67.05%Valid Epoch 26 | [44832/50000 (89.66%)] Loss 0.0575, Accuaracy 67.04%Valid Epoch 26 | [46432/50000 (92.86%)] Loss 0.0575, Accuaracy 67.05%Valid Epoch 26 | [48032/50000 (96.06%)] Loss 0.0575, Accuaracy 67.06%Valid Epoch 26 | [49632/50000 (99.26%)] Loss 0.0575, Accuaracy 67.13%Valid Epoch 26 | Avarage Loss 0.0575, Average Accuracy 67.12%
Train Epoch 27 | [64/732000 (0.01%)] Loss 0.0039, Accuaracy 90.62%Train Epoch 27 | [12864/732000 (1.76%)] Loss 0.0040, Accuaracy 91.95%Train Epoch 27 | [25664/732000 (3.51%)] Loss 0.0039, Accuaracy 92.12%Train Epoch 27 | [38464/732000 (5.25%)] Loss 0.0040, Accuaracy 92.05%Train Epoch 27 | [51264/732000 (7.00%)] Loss 0.0040, Accuaracy 91.95%Train Epoch 27 | [64064/732000 (8.75%)] Loss 0.0041, Accuaracy 91.85%Train Epoch 27 | [76864/732000 (10.50%)] Loss 0.0041, Accuaracy 91.86%Train Epoch 27 | [89664/732000 (12.25%)] Loss 0.0041, Accuaracy 91.71%Train Epoch 27 | [102464/732000 (14.00%)] Loss 0.0041, Accuaracy 91.67%Train Epoch 27 | [115264/732000 (15.75%)] Loss 0.0042, Accuaracy 91.59%Train Epoch 27 | [128064/732000 (17.50%)] Loss 0.0042, Accuaracy 91.57%Train Epoch 27 | [140864/732000 (19.24%)] Loss 0.0042, Accuaracy 91.54%Train Epoch 27 | [153664/732000 (20.99%)] Loss 0.0042, Accuaracy 91.52%Train Epoch 27 | [166464/732000 (22.74%)] Loss 0.0043, Accuaracy 91.47%Train Epoch 27 | [179264/732000 (24.49%)] Loss 0.0043, Accuaracy 91.40%Train Epoch 27 | [192064/732000 (26.24%)] Loss 0.0043, Accuaracy 91.36%Train Epoch 27 | [204864/732000 (27.99%)] Loss 0.0043, Accuaracy 91.33%Train Epoch 27 | [217664/732000 (29.74%)] Loss 0.0043, Accuaracy 91.31%Train Epoch 27 | [230464/732000 (31.48%)] Loss 0.0043, Accuaracy 91.30%Train Epoch 27 | [243264/732000 (33.23%)] Loss 0.0043, Accuaracy 91.30%Train Epoch 27 | [256064/732000 (34.98%)] Loss 0.0043, Accuaracy 91.29%Train Epoch 27 | [268864/732000 (36.73%)] Loss 0.0044, Accuaracy 91.26%Train Epoch 27 | [281664/732000 (38.48%)] Loss 0.0044, Accuaracy 91.23%Train Epoch 27 | [294464/732000 (40.23%)] Loss 0.0044, Accuaracy 91.21%Train Epoch 27 | [307264/732000 (41.98%)] Loss 0.0044, Accuaracy 91.18%Train Epoch 27 | [320064/732000 (43.72%)] Loss 0.0044, Accuaracy 91.16%Train Epoch 27 | [332864/732000 (45.47%)] Loss 0.0044, Accuaracy 91.15%Train Epoch 27 | [345664/732000 (47.22%)] Loss 0.0044, Accuaracy 91.12%Train Epoch 27 | [358464/732000 (48.97%)] Loss 0.0044, Accuaracy 91.10%Train Epoch 27 | [371264/732000 (50.72%)] Loss 0.0045, Accuaracy 91.07%Train Epoch 27 | [384064/732000 (52.47%)] Loss 0.0045, Accuaracy 91.06%Train Epoch 27 | [396864/732000 (54.22%)] Loss 0.0045, Accuaracy 91.01%Train Epoch 27 | [409664/732000 (55.97%)] Loss 0.0045, Accuaracy 90.98%Train Epoch 27 | [422464/732000 (57.71%)] Loss 0.0045, Accuaracy 90.97%Train Epoch 27 | [435264/732000 (59.46%)] Loss 0.0045, Accuaracy 90.95%Train Epoch 27 | [448064/732000 (61.21%)] Loss 0.0045, Accuaracy 90.92%Train Epoch 27 | [460864/732000 (62.96%)] Loss 0.0046, Accuaracy 90.89%Train Epoch 27 | [473664/732000 (64.71%)] Loss 0.0046, Accuaracy 90.86%Train Epoch 27 | [486464/732000 (66.46%)] Loss 0.0046, Accuaracy 90.85%Train Epoch 27 | [499264/732000 (68.21%)] Loss 0.0046, Accuaracy 90.85%Train Epoch 27 | [512064/732000 (69.95%)] Loss 0.0046, Accuaracy 90.83%Train Epoch 27 | [524864/732000 (71.70%)] Loss 0.0046, Accuaracy 90.82%Train Epoch 27 | [537664/732000 (73.45%)] Loss 0.0046, Accuaracy 90.80%Train Epoch 27 | [550464/732000 (75.20%)] Loss 0.0046, Accuaracy 90.78%Train Epoch 27 | [563264/732000 (76.95%)] Loss 0.0046, Accuaracy 90.75%Train Epoch 27 | [576064/732000 (78.70%)] Loss 0.0046, Accuaracy 90.71%Train Epoch 27 | [588864/732000 (80.45%)] Loss 0.0047, Accuaracy 90.69%Train Epoch 27 | [601664/732000 (82.19%)] Loss 0.0047, Accuaracy 90.68%Train Epoch 27 | [614464/732000 (83.94%)] Loss 0.0047, Accuaracy 90.65%Train Epoch 27 | [627264/732000 (85.69%)] Loss 0.0047, Accuaracy 90.63%Train Epoch 27 | [640064/732000 (87.44%)] Loss 0.0047, Accuaracy 90.60%Train Epoch 27 | [652864/732000 (89.19%)] Loss 0.0047, Accuaracy 90.59%Train Epoch 27 | [665664/732000 (90.94%)] Loss 0.0047, Accuaracy 90.58%Train Epoch 27 | [678464/732000 (92.69%)] Loss 0.0047, Accuaracy 90.56%Train Epoch 27 | [691264/732000 (94.43%)] Loss 0.0047, Accuaracy 90.54%Train Epoch 27 | [704064/732000 (96.18%)] Loss 0.0047, Accuaracy 90.54%Train Epoch 27 | [716864/732000 (97.93%)] Loss 0.0047, Accuaracy 90.52%Train Epoch 27 | [729664/732000 (99.68%)] Loss 0.0048, Accuaracy 90.50%Train Epoch 27 | Avarage Loss 0.0048, Average Accuracy 90.50%
Valid Epoch 27 | [32/50000 (0.06%)] Loss 0.0616, Accuaracy 68.75%Valid Epoch 27 | [1632/50000 (3.26%)] Loss 0.0567, Accuaracy 67.34%Valid Epoch 27 | [3232/50000 (6.46%)] Loss 0.0573, Accuaracy 66.37%Valid Epoch 27 | [4832/50000 (9.66%)] Loss 0.0572, Accuaracy 66.78%Valid Epoch 27 | [6432/50000 (12.86%)] Loss 0.0571, Accuaracy 66.85%Valid Epoch 27 | [8032/50000 (16.06%)] Loss 0.0573, Accuaracy 66.65%Valid Epoch 27 | [9632/50000 (19.26%)] Loss 0.0572, Accuaracy 66.95%Valid Epoch 27 | [11232/50000 (22.46%)] Loss 0.0579, Accuaracy 66.85%Valid Epoch 27 | [12832/50000 (25.66%)] Loss 0.0576, Accuaracy 66.96%Valid Epoch 27 | [14432/50000 (28.86%)] Loss 0.0580, Accuaracy 66.92%Valid Epoch 27 | [16032/50000 (32.06%)] Loss 0.0582, Accuaracy 66.91%Valid Epoch 27 | [17632/50000 (35.26%)] Loss 0.0579, Accuaracy 67.08%Valid Epoch 27 | [19232/50000 (38.46%)] Loss 0.0580, Accuaracy 67.02%Valid Epoch 27 | [20832/50000 (41.66%)] Loss 0.0577, Accuaracy 67.09%Valid Epoch 27 | [22432/50000 (44.86%)] Loss 0.0577, Accuaracy 67.14%Valid Epoch 27 | [24032/50000 (48.06%)] Loss 0.0578, Accuaracy 67.09%Valid Epoch 27 | [25632/50000 (51.26%)] Loss 0.0578, Accuaracy 67.12%Valid Epoch 27 | [27232/50000 (54.46%)] Loss 0.0577, Accuaracy 67.12%Valid Epoch 27 | [28832/50000 (57.66%)] Loss 0.0579, Accuaracy 67.09%Valid Epoch 27 | [30432/50000 (60.86%)] Loss 0.0579, Accuaracy 67.05%Valid Epoch 27 | [32032/50000 (64.06%)] Loss 0.0583, Accuaracy 66.98%Valid Epoch 27 | [33632/50000 (67.26%)] Loss 0.0582, Accuaracy 66.99%Valid Epoch 27 | [35232/50000 (70.46%)] Loss 0.0583, Accuaracy 66.95%Valid Epoch 27 | [36832/50000 (73.66%)] Loss 0.0585, Accuaracy 66.95%Valid Epoch 27 | [38432/50000 (76.86%)] Loss 0.0588, Accuaracy 66.83%Valid Epoch 27 | [40032/50000 (80.06%)] Loss 0.0590, Accuaracy 66.82%Valid Epoch 27 | [41632/50000 (83.26%)] Loss 0.0588, Accuaracy 66.94%Valid Epoch 27 | [43232/50000 (86.46%)] Loss 0.0587, Accuaracy 66.95%Valid Epoch 27 | [44832/50000 (89.66%)] Loss 0.0587, Accuaracy 66.99%Valid Epoch 27 | [46432/50000 (92.86%)] Loss 0.0588, Accuaracy 66.93%Valid Epoch 27 | [48032/50000 (96.06%)] Loss 0.0589, Accuaracy 66.86%Valid Epoch 27 | [49632/50000 (99.26%)] Loss 0.0588, Accuaracy 66.88%Valid Epoch 27 | Avarage Loss 0.0588, Average Accuracy 66.88%
Train Epoch 28 | [64/732000 (0.01%)] Loss 0.0034, Accuaracy 95.31%Train Epoch 28 | [12864/732000 (1.76%)] Loss 0.0039, Accuaracy 92.40%Train Epoch 28 | [25664/732000 (3.51%)] Loss 0.0037, Accuaracy 92.66%Train Epoch 28 | [38464/732000 (5.25%)] Loss 0.0038, Accuaracy 92.48%Train Epoch 28 | [51264/732000 (7.00%)] Loss 0.0038, Accuaracy 92.36%Train Epoch 28 | [64064/732000 (8.75%)] Loss 0.0039, Accuaracy 92.27%Train Epoch 28 | [76864/732000 (10.50%)] Loss 0.0039, Accuaracy 92.16%Train Epoch 28 | [89664/732000 (12.25%)] Loss 0.0040, Accuaracy 92.12%Train Epoch 28 | [102464/732000 (14.00%)] Loss 0.0039, Accuaracy 92.15%Train Epoch 28 | [115264/732000 (15.75%)] Loss 0.0040, Accuaracy 92.06%Train Epoch 28 | [128064/732000 (17.50%)] Loss 0.0040, Accuaracy 92.01%Train Epoch 28 | [140864/732000 (19.24%)] Loss 0.0040, Accuaracy 91.95%Train Epoch 28 | [153664/732000 (20.99%)] Loss 0.0041, Accuaracy 91.89%Train Epoch 28 | [166464/732000 (22.74%)] Loss 0.0041, Accuaracy 91.90%Train Epoch 28 | [179264/732000 (24.49%)] Loss 0.0041, Accuaracy 91.85%Train Epoch 28 | [192064/732000 (26.24%)] Loss 0.0041, Accuaracy 91.81%Train Epoch 28 | [204864/732000 (27.99%)] Loss 0.0041, Accuaracy 91.75%Train Epoch 28 | [217664/732000 (29.74%)] Loss 0.0042, Accuaracy 91.71%Train Epoch 28 | [230464/732000 (31.48%)] Loss 0.0042, Accuaracy 91.69%Train Epoch 28 | [243264/732000 (33.23%)] Loss 0.0042, Accuaracy 91.66%Train Epoch 28 | [256064/732000 (34.98%)] Loss 0.0042, Accuaracy 91.62%Train Epoch 28 | [268864/732000 (36.73%)] Loss 0.0042, Accuaracy 91.58%Train Epoch 28 | [281664/732000 (38.48%)] Loss 0.0042, Accuaracy 91.54%Train Epoch 28 | [294464/732000 (40.23%)] Loss 0.0042, Accuaracy 91.51%Train Epoch 28 | [307264/732000 (41.98%)] Loss 0.0042, Accuaracy 91.49%Train Epoch 28 | [320064/732000 (43.72%)] Loss 0.0043, Accuaracy 91.46%Train Epoch 28 | [332864/732000 (45.47%)] Loss 0.0043, Accuaracy 91.44%Train Epoch 28 | [345664/732000 (47.22%)] Loss 0.0043, Accuaracy 91.42%Train Epoch 28 | [358464/732000 (48.97%)] Loss 0.0043, Accuaracy 91.40%Train Epoch 28 | [371264/732000 (50.72%)] Loss 0.0043, Accuaracy 91.37%Train Epoch 28 | [384064/732000 (52.47%)] Loss 0.0043, Accuaracy 91.36%Train Epoch 28 | [396864/732000 (54.22%)] Loss 0.0043, Accuaracy 91.34%Train Epoch 28 | [409664/732000 (55.97%)] Loss 0.0043, Accuaracy 91.32%Train Epoch 28 | [422464/732000 (57.71%)] Loss 0.0043, Accuaracy 91.30%Train Epoch 28 | [435264/732000 (59.46%)] Loss 0.0043, Accuaracy 91.29%Train Epoch 28 | [448064/732000 (61.21%)] Loss 0.0043, Accuaracy 91.28%Train Epoch 28 | [460864/732000 (62.96%)] Loss 0.0044, Accuaracy 91.27%Train Epoch 28 | [473664/732000 (64.71%)] Loss 0.0044, Accuaracy 91.25%Train Epoch 28 | [486464/732000 (66.46%)] Loss 0.0044, Accuaracy 91.23%Train Epoch 28 | [499264/732000 (68.21%)] Loss 0.0044, Accuaracy 91.23%Train Epoch 28 | [512064/732000 (69.95%)] Loss 0.0044, Accuaracy 91.21%Train Epoch 28 | [524864/732000 (71.70%)] Loss 0.0044, Accuaracy 91.19%Train Epoch 28 | [537664/732000 (73.45%)] Loss 0.0044, Accuaracy 91.15%Train Epoch 28 | [550464/732000 (75.20%)] Loss 0.0044, Accuaracy 91.13%Train Epoch 28 | [563264/732000 (76.95%)] Loss 0.0044, Accuaracy 91.10%Train Epoch 28 | [576064/732000 (78.70%)] Loss 0.0044, Accuaracy 91.08%Train Epoch 28 | [588864/732000 (80.45%)] Loss 0.0045, Accuaracy 91.07%Train Epoch 28 | [601664/732000 (82.19%)] Loss 0.0045, Accuaracy 91.05%Train Epoch 28 | [614464/732000 (83.94%)] Loss 0.0045, Accuaracy 91.05%Train Epoch 28 | [627264/732000 (85.69%)] Loss 0.0045, Accuaracy 91.02%Train Epoch 28 | [640064/732000 (87.44%)] Loss 0.0045, Accuaracy 91.00%Train Epoch 28 | [652864/732000 (89.19%)] Loss 0.0045, Accuaracy 90.98%Train Epoch 28 | [665664/732000 (90.94%)] Loss 0.0045, Accuaracy 90.97%Train Epoch 28 | [678464/732000 (92.69%)] Loss 0.0045, Accuaracy 90.95%Train Epoch 28 | [691264/732000 (94.43%)] Loss 0.0045, Accuaracy 90.93%Train Epoch 28 | [704064/732000 (96.18%)] Loss 0.0045, Accuaracy 90.92%Train Epoch 28 | [716864/732000 (97.93%)] Loss 0.0045, Accuaracy 90.90%Train Epoch 28 | [729664/732000 (99.68%)] Loss 0.0045, Accuaracy 90.89%Train Epoch 28 | Avarage Loss 0.0045, Average Accuracy 90.88%
Valid Epoch 28 | [32/50000 (0.06%)] Loss 0.0860, Accuaracy 56.25%Valid Epoch 28 | [1632/50000 (3.26%)] Loss 0.0571, Accuaracy 68.08%Valid Epoch 28 | [3232/50000 (6.46%)] Loss 0.0590, Accuaracy 67.48%Valid Epoch 28 | [4832/50000 (9.66%)] Loss 0.0613, Accuaracy 66.93%Valid Epoch 28 | [6432/50000 (12.86%)] Loss 0.0610, Accuaracy 66.87%Valid Epoch 28 | [8032/50000 (16.06%)] Loss 0.0614, Accuaracy 66.52%Valid Epoch 28 | [9632/50000 (19.26%)] Loss 0.0612, Accuaracy 66.60%Valid Epoch 28 | [11232/50000 (22.46%)] Loss 0.0610, Accuaracy 66.67%Valid Epoch 28 | [12832/50000 (25.66%)] Loss 0.0610, Accuaracy 66.75%Valid Epoch 28 | [14432/50000 (28.86%)] Loss 0.0608, Accuaracy 66.71%Valid Epoch 28 | [16032/50000 (32.06%)] Loss 0.0609, Accuaracy 66.59%Valid Epoch 28 | [17632/50000 (35.26%)] Loss 0.0608, Accuaracy 66.65%Valid Epoch 28 | [19232/50000 (38.46%)] Loss 0.0607, Accuaracy 66.55%Valid Epoch 28 | [20832/50000 (41.66%)] Loss 0.0606, Accuaracy 66.62%Valid Epoch 28 | [22432/50000 (44.86%)] Loss 0.0606, Accuaracy 66.61%Valid Epoch 28 | [24032/50000 (48.06%)] Loss 0.0607, Accuaracy 66.63%Valid Epoch 28 | [25632/50000 (51.26%)] Loss 0.0603, Accuaracy 66.62%Valid Epoch 28 | [27232/50000 (54.46%)] Loss 0.0604, Accuaracy 66.65%Valid Epoch 28 | [28832/50000 (57.66%)] Loss 0.0607, Accuaracy 66.54%Valid Epoch 28 | [30432/50000 (60.86%)] Loss 0.0608, Accuaracy 66.55%Valid Epoch 28 | [32032/50000 (64.06%)] Loss 0.0605, Accuaracy 66.58%Valid Epoch 28 | [33632/50000 (67.26%)] Loss 0.0601, Accuaracy 66.64%Valid Epoch 28 | [35232/50000 (70.46%)] Loss 0.0599, Accuaracy 66.68%Valid Epoch 28 | [36832/50000 (73.66%)] Loss 0.0600, Accuaracy 66.63%Valid Epoch 28 | [38432/50000 (76.86%)] Loss 0.0600, Accuaracy 66.64%Valid Epoch 28 | [40032/50000 (80.06%)] Loss 0.0600, Accuaracy 66.69%Valid Epoch 28 | [41632/50000 (83.26%)] Loss 0.0601, Accuaracy 66.62%Valid Epoch 28 | [43232/50000 (86.46%)] Loss 0.0602, Accuaracy 66.56%Valid Epoch 28 | [44832/50000 (89.66%)] Loss 0.0604, Accuaracy 66.58%Valid Epoch 28 | [46432/50000 (92.86%)] Loss 0.0603, Accuaracy 66.63%Valid Epoch 28 | [48032/50000 (96.06%)] Loss 0.0604, Accuaracy 66.60%Valid Epoch 28 | [49632/50000 (99.26%)] Loss 0.0603, Accuaracy 66.60%Valid Epoch 28 | Avarage Loss 0.0603, Average Accuracy 66.58%
Train Epoch 29 | [64/732000 (0.01%)] Loss 0.0049, Accuaracy 93.75%Train Epoch 29 | [12864/732000 (1.76%)] Loss 0.0037, Accuaracy 92.53%Train Epoch 29 | [25664/732000 (3.51%)] Loss 0.0037, Accuaracy 92.59%Train Epoch 29 | [38464/732000 (5.25%)] Loss 0.0037, Accuaracy 92.55%Train Epoch 29 | [51264/732000 (7.00%)] Loss 0.0036, Accuaracy 92.64%Train Epoch 29 | [64064/732000 (8.75%)] Loss 0.0037, Accuaracy 92.64%Train Epoch 29 | [76864/732000 (10.50%)] Loss 0.0037, Accuaracy 92.55%Train Epoch 29 | [89664/732000 (12.25%)] Loss 0.0037, Accuaracy 92.50%Train Epoch 29 | [102464/732000 (14.00%)] Loss 0.0037, Accuaracy 92.49%Train Epoch 29 | [115264/732000 (15.75%)] Loss 0.0038, Accuaracy 92.47%Train Epoch 29 | [128064/732000 (17.50%)] Loss 0.0038, Accuaracy 92.42%Train Epoch 29 | [140864/732000 (19.24%)] Loss 0.0038, Accuaracy 92.39%Train Epoch 29 | [153664/732000 (20.99%)] Loss 0.0038, Accuaracy 92.34%Train Epoch 29 | [166464/732000 (22.74%)] Loss 0.0038, Accuaracy 92.30%Train Epoch 29 | [179264/732000 (24.49%)] Loss 0.0039, Accuaracy 92.27%Train Epoch 29 | [192064/732000 (26.24%)] Loss 0.0039, Accuaracy 92.23%Train Epoch 29 | [204864/732000 (27.99%)] Loss 0.0039, Accuaracy 92.19%Train Epoch 29 | [217664/732000 (29.74%)] Loss 0.0039, Accuaracy 92.12%Train Epoch 29 | [230464/732000 (31.48%)] Loss 0.0039, Accuaracy 92.08%Train Epoch 29 | [243264/732000 (33.23%)] Loss 0.0040, Accuaracy 92.05%Train Epoch 29 | [256064/732000 (34.98%)] Loss 0.0040, Accuaracy 92.03%Train Epoch 29 | [268864/732000 (36.73%)] Loss 0.0040, Accuaracy 92.02%Train Epoch 29 | [281664/732000 (38.48%)] Loss 0.0040, Accuaracy 91.99%Train Epoch 29 | [294464/732000 (40.23%)] Loss 0.0040, Accuaracy 91.96%Train Epoch 29 | [307264/732000 (41.98%)] Loss 0.0040, Accuaracy 91.92%Train Epoch 29 | [320064/732000 (43.72%)] Loss 0.0040, Accuaracy 91.90%Train Epoch 29 | [332864/732000 (45.47%)] Loss 0.0040, Accuaracy 91.87%Train Epoch 29 | [345664/732000 (47.22%)] Loss 0.0041, Accuaracy 91.85%Train Epoch 29 | [358464/732000 (48.97%)] Loss 0.0041, Accuaracy 91.83%Train Epoch 29 | [371264/732000 (50.72%)] Loss 0.0041, Accuaracy 91.81%Train Epoch 29 | [384064/732000 (52.47%)] Loss 0.0041, Accuaracy 91.78%Train Epoch 29 | [396864/732000 (54.22%)] Loss 0.0041, Accuaracy 91.75%Train Epoch 29 | [409664/732000 (55.97%)] Loss 0.0041, Accuaracy 91.73%Train Epoch 29 | [422464/732000 (57.71%)] Loss 0.0041, Accuaracy 91.70%Train Epoch 29 | [435264/732000 (59.46%)] Loss 0.0041, Accuaracy 91.69%Train Epoch 29 | [448064/732000 (61.21%)] Loss 0.0041, Accuaracy 91.65%Train Epoch 29 | [460864/732000 (62.96%)] Loss 0.0041, Accuaracy 91.64%Train Epoch 29 | [473664/732000 (64.71%)] Loss 0.0042, Accuaracy 91.63%Train Epoch 29 | [486464/732000 (66.46%)] Loss 0.0042, Accuaracy 91.62%Train Epoch 29 | [499264/732000 (68.21%)] Loss 0.0042, Accuaracy 91.60%Train Epoch 29 | [512064/732000 (69.95%)] Loss 0.0042, Accuaracy 91.57%Train Epoch 29 | [524864/732000 (71.70%)] Loss 0.0042, Accuaracy 91.56%Train Epoch 29 | [537664/732000 (73.45%)] Loss 0.0042, Accuaracy 91.55%Train Epoch 29 | [550464/732000 (75.20%)] Loss 0.0042, Accuaracy 91.52%Train Epoch 29 | [563264/732000 (76.95%)] Loss 0.0042, Accuaracy 91.51%Train Epoch 29 | [576064/732000 (78.70%)] Loss 0.0042, Accuaracy 91.49%Train Epoch 29 | [588864/732000 (80.45%)] Loss 0.0042, Accuaracy 91.47%Train Epoch 29 | [601664/732000 (82.19%)] Loss 0.0042, Accuaracy 91.46%Train Epoch 29 | [614464/732000 (83.94%)] Loss 0.0043, Accuaracy 91.44%Train Epoch 29 | [627264/732000 (85.69%)] Loss 0.0043, Accuaracy 91.42%Train Epoch 29 | [640064/732000 (87.44%)] Loss 0.0043, Accuaracy 91.40%Train Epoch 29 | [652864/732000 (89.19%)] Loss 0.0043, Accuaracy 91.39%Train Epoch 29 | [665664/732000 (90.94%)] Loss 0.0043, Accuaracy 91.37%Train Epoch 29 | [678464/732000 (92.69%)] Loss 0.0043, Accuaracy 91.36%Train Epoch 29 | [691264/732000 (94.43%)] Loss 0.0043, Accuaracy 91.33%Train Epoch 29 | [704064/732000 (96.18%)] Loss 0.0043, Accuaracy 91.31%Train Epoch 29 | [716864/732000 (97.93%)] Loss 0.0043, Accuaracy 91.29%Train Epoch 29 | [729664/732000 (99.68%)] Loss 0.0043, Accuaracy 91.28%Train Epoch 29 | Avarage Loss 0.0043, Average Accuracy 91.28%
Valid Epoch 29 | [32/50000 (0.06%)] Loss 0.0507, Accuaracy 68.75%Valid Epoch 29 | [1632/50000 (3.26%)] Loss 0.0596, Accuaracy 68.44%Valid Epoch 29 | [3232/50000 (6.46%)] Loss 0.0622, Accuaracy 67.05%Valid Epoch 29 | [4832/50000 (9.66%)] Loss 0.0625, Accuaracy 67.07%Valid Epoch 29 | [6432/50000 (12.86%)] Loss 0.0612, Accuaracy 67.30%Valid Epoch 29 | [8032/50000 (16.06%)] Loss 0.0613, Accuaracy 67.23%Valid Epoch 29 | [9632/50000 (19.26%)] Loss 0.0611, Accuaracy 67.04%Valid Epoch 29 | [11232/50000 (22.46%)] Loss 0.0612, Accuaracy 66.83%Valid Epoch 29 | [12832/50000 (25.66%)] Loss 0.0605, Accuaracy 67.03%Valid Epoch 29 | [14432/50000 (28.86%)] Loss 0.0605, Accuaracy 67.03%Valid Epoch 29 | [16032/50000 (32.06%)] Loss 0.0602, Accuaracy 67.06%Valid Epoch 29 | [17632/50000 (35.26%)] Loss 0.0606, Accuaracy 66.94%Valid Epoch 29 | [19232/50000 (38.46%)] Loss 0.0606, Accuaracy 66.99%Valid Epoch 29 | [20832/50000 (41.66%)] Loss 0.0607, Accuaracy 66.95%Valid Epoch 29 | [22432/50000 (44.86%)] Loss 0.0607, Accuaracy 66.87%Valid Epoch 29 | [24032/50000 (48.06%)] Loss 0.0602, Accuaracy 66.96%Valid Epoch 29 | [25632/50000 (51.26%)] Loss 0.0602, Accuaracy 66.94%Valid Epoch 29 | [27232/50000 (54.46%)] Loss 0.0603, Accuaracy 66.84%Valid Epoch 29 | [28832/50000 (57.66%)] Loss 0.0602, Accuaracy 66.90%Valid Epoch 29 | [30432/50000 (60.86%)] Loss 0.0602, Accuaracy 66.92%Valid Epoch 29 | [32032/50000 (64.06%)] Loss 0.0599, Accuaracy 66.91%Valid Epoch 29 | [33632/50000 (67.26%)] Loss 0.0600, Accuaracy 66.97%Valid Epoch 29 | [35232/50000 (70.46%)] Loss 0.0600, Accuaracy 67.01%Valid Epoch 29 | [36832/50000 (73.66%)] Loss 0.0598, Accuaracy 67.12%Valid Epoch 29 | [38432/50000 (76.86%)] Loss 0.0599, Accuaracy 67.11%Valid Epoch 29 | [40032/50000 (80.06%)] Loss 0.0601, Accuaracy 67.15%Valid Epoch 29 | [41632/50000 (83.26%)] Loss 0.0600, Accuaracy 67.10%Valid Epoch 29 | [43232/50000 (86.46%)] Loss 0.0600, Accuaracy 67.15%Valid Epoch 29 | [44832/50000 (89.66%)] Loss 0.0600, Accuaracy 67.08%Valid Epoch 29 | [46432/50000 (92.86%)] Loss 0.0601, Accuaracy 66.99%Valid Epoch 29 | [48032/50000 (96.06%)] Loss 0.0601, Accuaracy 67.00%Valid Epoch 29 | [49632/50000 (99.26%)] Loss 0.0601, Accuaracy 66.99%Valid Epoch 29 | Avarage Loss 0.0600, Average Accuracy 67.03%
Train Epoch 30 | [64/732000 (0.01%)] Loss 0.0051, Accuaracy 92.19%Train Epoch 30 | [12864/732000 (1.76%)] Loss 0.0034, Accuaracy 92.96%Train Epoch 30 | [25664/732000 (3.51%)] Loss 0.0035, Accuaracy 92.85%Train Epoch 30 | [38464/732000 (5.25%)] Loss 0.0035, Accuaracy 92.78%Train Epoch 30 | [51264/732000 (7.00%)] Loss 0.0035, Accuaracy 92.82%Train Epoch 30 | [64064/732000 (8.75%)] Loss 0.0035, Accuaracy 92.85%Train Epoch 30 | [76864/732000 (10.50%)] Loss 0.0035, Accuaracy 92.80%Train Epoch 30 | [89664/732000 (12.25%)] Loss 0.0035, Accuaracy 92.83%Train Epoch 30 | [102464/732000 (14.00%)] Loss 0.0036, Accuaracy 92.79%Train Epoch 30 | [115264/732000 (15.75%)] Loss 0.0036, Accuaracy 92.73%Train Epoch 30 | [128064/732000 (17.50%)] Loss 0.0036, Accuaracy 92.66%Train Epoch 30 | [140864/732000 (19.24%)] Loss 0.0036, Accuaracy 92.66%Train Epoch 30 | [153664/732000 (20.99%)] Loss 0.0036, Accuaracy 92.63%Train Epoch 30 | [166464/732000 (22.74%)] Loss 0.0037, Accuaracy 92.57%Train Epoch 30 | [179264/732000 (24.49%)] Loss 0.0037, Accuaracy 92.54%Train Epoch 30 | [192064/732000 (26.24%)] Loss 0.0037, Accuaracy 92.51%Train Epoch 30 | [204864/732000 (27.99%)] Loss 0.0037, Accuaracy 92.44%Train Epoch 30 | [217664/732000 (29.74%)] Loss 0.0038, Accuaracy 92.43%Train Epoch 30 | [230464/732000 (31.48%)] Loss 0.0038, Accuaracy 92.40%Train Epoch 30 | [243264/732000 (33.23%)] Loss 0.0038, Accuaracy 92.38%Train Epoch 30 | [256064/732000 (34.98%)] Loss 0.0038, Accuaracy 92.33%Train Epoch 30 | [268864/732000 (36.73%)] Loss 0.0038, Accuaracy 92.29%Train Epoch 30 | [281664/732000 (38.48%)] Loss 0.0038, Accuaracy 92.27%Train Epoch 30 | [294464/732000 (40.23%)] Loss 0.0038, Accuaracy 92.24%Train Epoch 30 | [307264/732000 (41.98%)] Loss 0.0039, Accuaracy 92.20%Train Epoch 30 | [320064/732000 (43.72%)] Loss 0.0039, Accuaracy 92.16%Train Epoch 30 | [332864/732000 (45.47%)] Loss 0.0039, Accuaracy 92.13%Train Epoch 30 | [345664/732000 (47.22%)] Loss 0.0039, Accuaracy 92.13%Train Epoch 30 | [358464/732000 (48.97%)] Loss 0.0039, Accuaracy 92.10%Train Epoch 30 | [371264/732000 (50.72%)] Loss 0.0039, Accuaracy 92.07%Train Epoch 30 | [384064/732000 (52.47%)] Loss 0.0039, Accuaracy 92.05%Train Epoch 30 | [396864/732000 (54.22%)] Loss 0.0039, Accuaracy 92.04%Train Epoch 30 | [409664/732000 (55.97%)] Loss 0.0039, Accuaracy 92.00%Train Epoch 30 | [422464/732000 (57.71%)] Loss 0.0040, Accuaracy 91.97%Train Epoch 30 | [435264/732000 (59.46%)] Loss 0.0040, Accuaracy 91.95%Train Epoch 30 | [448064/732000 (61.21%)] Loss 0.0040, Accuaracy 91.93%Train Epoch 30 | [460864/732000 (62.96%)] Loss 0.0040, Accuaracy 91.90%Train Epoch 30 | [473664/732000 (64.71%)] Loss 0.0040, Accuaracy 91.87%Train Epoch 30 | [486464/732000 (66.46%)] Loss 0.0040, Accuaracy 91.84%Train Epoch 30 | [499264/732000 (68.21%)] Loss 0.0040, Accuaracy 91.83%Train Epoch 30 | [512064/732000 (69.95%)] Loss 0.0040, Accuaracy 91.81%Train Epoch 30 | [524864/732000 (71.70%)] Loss 0.0040, Accuaracy 91.80%Train Epoch 30 | [537664/732000 (73.45%)] Loss 0.0040, Accuaracy 91.78%Train Epoch 30 | [550464/732000 (75.20%)] Loss 0.0041, Accuaracy 91.77%Train Epoch 30 | [563264/732000 (76.95%)] Loss 0.0041, Accuaracy 91.74%Train Epoch 30 | [576064/732000 (78.70%)] Loss 0.0041, Accuaracy 91.72%Train Epoch 30 | [588864/732000 (80.45%)] Loss 0.0041, Accuaracy 91.72%Train Epoch 30 | [601664/732000 (82.19%)] Loss 0.0041, Accuaracy 91.70%Train Epoch 30 | [614464/732000 (83.94%)] Loss 0.0041, Accuaracy 91.69%Train Epoch 30 | [627264/732000 (85.69%)] Loss 0.0041, Accuaracy 91.68%Train Epoch 30 | [640064/732000 (87.44%)] Loss 0.0041, Accuaracy 91.67%Train Epoch 30 | [652864/732000 (89.19%)] Loss 0.0041, Accuaracy 91.65%Train Epoch 30 | [665664/732000 (90.94%)] Loss 0.0041, Accuaracy 91.64%Train Epoch 30 | [678464/732000 (92.69%)] Loss 0.0041, Accuaracy 91.62%Train Epoch 30 | [691264/732000 (94.43%)] Loss 0.0042, Accuaracy 91.60%Train Epoch 30 | [704064/732000 (96.18%)] Loss 0.0042, Accuaracy 91.58%Train Epoch 30 | [716864/732000 (97.93%)] Loss 0.0042, Accuaracy 91.56%Train Epoch 30 | [729664/732000 (99.68%)] Loss 0.0042, Accuaracy 91.56%Train Epoch 30 | Avarage Loss 0.0042, Average Accuracy 91.56%
Valid Epoch 30 | [32/50000 (0.06%)] Loss 0.1208, Accuaracy 46.88%Valid Epoch 30 | [1632/50000 (3.26%)] Loss 0.0610, Accuaracy 68.87%Valid Epoch 30 | [3232/50000 (6.46%)] Loss 0.0616, Accuaracy 67.08%Valid Epoch 30 | [4832/50000 (9.66%)] Loss 0.0610, Accuaracy 67.20%Valid Epoch 30 | [6432/50000 (12.86%)] Loss 0.0635, Accuaracy 66.85%Valid Epoch 30 | [8032/50000 (16.06%)] Loss 0.0638, Accuaracy 66.61%Valid Epoch 30 | [9632/50000 (19.26%)] Loss 0.0635, Accuaracy 66.62%Valid Epoch 30 | [11232/50000 (22.46%)] Loss 0.0628, Accuaracy 66.61%Valid Epoch 30 | [12832/50000 (25.66%)] Loss 0.0626, Accuaracy 66.44%Valid Epoch 30 | [14432/50000 (28.86%)] Loss 0.0627, Accuaracy 66.38%Valid Epoch 30 | [16032/50000 (32.06%)] Loss 0.0631, Accuaracy 66.14%Valid Epoch 30 | [17632/50000 (35.26%)] Loss 0.0631, Accuaracy 66.34%Valid Epoch 30 | [19232/50000 (38.46%)] Loss 0.0627, Accuaracy 66.46%Valid Epoch 30 | [20832/50000 (41.66%)] Loss 0.0629, Accuaracy 66.43%Valid Epoch 30 | [22432/50000 (44.86%)] Loss 0.0629, Accuaracy 66.41%Valid Epoch 30 | [24032/50000 (48.06%)] Loss 0.0627, Accuaracy 66.49%Valid Epoch 30 | [25632/50000 (51.26%)] Loss 0.0622, Accuaracy 66.67%Valid Epoch 30 | [27232/50000 (54.46%)] Loss 0.0621, Accuaracy 66.75%Valid Epoch 30 | [28832/50000 (57.66%)] Loss 0.0621, Accuaracy 66.76%Valid Epoch 30 | [30432/50000 (60.86%)] Loss 0.0618, Accuaracy 66.86%Valid Epoch 30 | [32032/50000 (64.06%)] Loss 0.0621, Accuaracy 66.82%Valid Epoch 30 | [33632/50000 (67.26%)] Loss 0.0616, Accuaracy 66.91%Valid Epoch 30 | [35232/50000 (70.46%)] Loss 0.0618, Accuaracy 66.75%Valid Epoch 30 | [36832/50000 (73.66%)] Loss 0.0619, Accuaracy 66.74%Valid Epoch 30 | [38432/50000 (76.86%)] Loss 0.0619, Accuaracy 66.70%Valid Epoch 30 | [40032/50000 (80.06%)] Loss 0.0618, Accuaracy 66.70%Valid Epoch 30 | [41632/50000 (83.26%)] Loss 0.0621, Accuaracy 66.58%Valid Epoch 30 | [43232/50000 (86.46%)] Loss 0.0622, Accuaracy 66.51%Valid Epoch 30 | [44832/50000 (89.66%)] Loss 0.0622, Accuaracy 66.54%Valid Epoch 30 | [46432/50000 (92.86%)] Loss 0.0620, Accuaracy 66.57%Valid Epoch 30 | [48032/50000 (96.06%)] Loss 0.0620, Accuaracy 66.58%Valid Epoch 30 | [49632/50000 (99.26%)] Loss 0.0622, Accuaracy 66.56%Valid Epoch 30 | Avarage Loss 0.0622, Average Accuracy 66.55%
Train Epoch 31 | [64/732000 (0.01%)] Loss 0.0041, Accuaracy 90.62%Train Epoch 31 | [12864/732000 (1.76%)] Loss 0.0031, Accuaracy 93.49%Train Epoch 31 | [25664/732000 (3.51%)] Loss 0.0032, Accuaracy 93.31%Train Epoch 31 | [38464/732000 (5.25%)] Loss 0.0033, Accuaracy 93.18%Train Epoch 31 | [51264/732000 (7.00%)] Loss 0.0033, Accuaracy 93.13%Train Epoch 31 | [64064/732000 (8.75%)] Loss 0.0034, Accuaracy 93.06%Train Epoch 31 | [76864/732000 (10.50%)] Loss 0.0034, Accuaracy 93.06%Train Epoch 31 | [89664/732000 (12.25%)] Loss 0.0034, Accuaracy 92.99%Train Epoch 31 | [102464/732000 (14.00%)] Loss 0.0035, Accuaracy 92.92%Train Epoch 31 | [115264/732000 (15.75%)] Loss 0.0035, Accuaracy 92.92%Train Epoch 31 | [128064/732000 (17.50%)] Loss 0.0035, Accuaracy 92.88%Train Epoch 31 | [140864/732000 (19.24%)] Loss 0.0035, Accuaracy 92.86%Train Epoch 31 | [153664/732000 (20.99%)] Loss 0.0036, Accuaracy 92.79%Train Epoch 31 | [166464/732000 (22.74%)] Loss 0.0036, Accuaracy 92.76%Train Epoch 31 | [179264/732000 (24.49%)] Loss 0.0036, Accuaracy 92.73%Train Epoch 31 | [192064/732000 (26.24%)] Loss 0.0036, Accuaracy 92.67%Train Epoch 31 | [204864/732000 (27.99%)] Loss 0.0036, Accuaracy 92.64%Train Epoch 31 | [217664/732000 (29.74%)] Loss 0.0036, Accuaracy 92.61%Train Epoch 31 | [230464/732000 (31.48%)] Loss 0.0037, Accuaracy 92.54%Train Epoch 31 | [243264/732000 (33.23%)] Loss 0.0037, Accuaracy 92.48%Train Epoch 31 | [256064/732000 (34.98%)] Loss 0.0037, Accuaracy 92.45%Train Epoch 31 | [268864/732000 (36.73%)] Loss 0.0037, Accuaracy 92.42%Train Epoch 31 | [281664/732000 (38.48%)] Loss 0.0037, Accuaracy 92.43%Train Epoch 31 | [294464/732000 (40.23%)] Loss 0.0037, Accuaracy 92.41%Train Epoch 31 | [307264/732000 (41.98%)] Loss 0.0037, Accuaracy 92.40%Train Epoch 31 | [320064/732000 (43.72%)] Loss 0.0037, Accuaracy 92.36%Train Epoch 31 | [332864/732000 (45.47%)] Loss 0.0038, Accuaracy 92.34%Train Epoch 31 | [345664/732000 (47.22%)] Loss 0.0038, Accuaracy 92.32%Train Epoch 31 | [358464/732000 (48.97%)] Loss 0.0038, Accuaracy 92.28%Train Epoch 31 | [371264/732000 (50.72%)] Loss 0.0038, Accuaracy 92.25%Train Epoch 31 | [384064/732000 (52.47%)] Loss 0.0038, Accuaracy 92.23%Train Epoch 31 | [396864/732000 (54.22%)] Loss 0.0038, Accuaracy 92.22%Train Epoch 31 | [409664/732000 (55.97%)] Loss 0.0038, Accuaracy 92.21%Train Epoch 31 | [422464/732000 (57.71%)] Loss 0.0038, Accuaracy 92.20%Train Epoch 31 | [435264/732000 (59.46%)] Loss 0.0038, Accuaracy 92.19%Train Epoch 31 | [448064/732000 (61.21%)] Loss 0.0038, Accuaracy 92.19%Train Epoch 31 | [460864/732000 (62.96%)] Loss 0.0039, Accuaracy 92.17%Train Epoch 31 | [473664/732000 (64.71%)] Loss 0.0039, Accuaracy 92.15%Train Epoch 31 | [486464/732000 (66.46%)] Loss 0.0039, Accuaracy 92.12%Train Epoch 31 | [499264/732000 (68.21%)] Loss 0.0039, Accuaracy 92.10%Train Epoch 31 | [512064/732000 (69.95%)] Loss 0.0039, Accuaracy 92.08%Train Epoch 31 | [524864/732000 (71.70%)] Loss 0.0039, Accuaracy 92.06%Train Epoch 31 | [537664/732000 (73.45%)] Loss 0.0039, Accuaracy 92.03%Train Epoch 31 | [550464/732000 (75.20%)] Loss 0.0039, Accuaracy 92.02%Train Epoch 31 | [563264/732000 (76.95%)] Loss 0.0039, Accuaracy 92.01%Train Epoch 31 | [576064/732000 (78.70%)] Loss 0.0039, Accuaracy 91.99%Train Epoch 31 | [588864/732000 (80.45%)] Loss 0.0039, Accuaracy 91.98%Train Epoch 31 | [601664/732000 (82.19%)] Loss 0.0040, Accuaracy 91.96%Train Epoch 31 | [614464/732000 (83.94%)] Loss 0.0040, Accuaracy 91.95%Train Epoch 31 | [627264/732000 (85.69%)] Loss 0.0040, Accuaracy 91.93%Train Epoch 31 | [640064/732000 (87.44%)] Loss 0.0040, Accuaracy 91.91%Train Epoch 31 | [652864/732000 (89.19%)] Loss 0.0040, Accuaracy 91.89%Train Epoch 31 | [665664/732000 (90.94%)] Loss 0.0040, Accuaracy 91.89%Train Epoch 31 | [678464/732000 (92.69%)] Loss 0.0040, Accuaracy 91.88%Train Epoch 31 | [691264/732000 (94.43%)] Loss 0.0040, Accuaracy 91.87%Train Epoch 31 | [704064/732000 (96.18%)] Loss 0.0040, Accuaracy 91.85%Train Epoch 31 | [716864/732000 (97.93%)] Loss 0.0040, Accuaracy 91.83%Train Epoch 31 | [729664/732000 (99.68%)] Loss 0.0040, Accuaracy 91.82%Train Epoch 31 | Avarage Loss 0.0040, Average Accuracy 91.82%
Valid Epoch 31 | [32/50000 (0.06%)] Loss 0.0399, Accuaracy 62.50%Valid Epoch 31 | [1632/50000 (3.26%)] Loss 0.0597, Accuaracy 67.28%Valid Epoch 31 | [3232/50000 (6.46%)] Loss 0.0621, Accuaracy 67.98%Valid Epoch 31 | [4832/50000 (9.66%)] Loss 0.0625, Accuaracy 67.26%Valid Epoch 31 | [6432/50000 (12.86%)] Loss 0.0633, Accuaracy 66.99%Valid Epoch 31 | [8032/50000 (16.06%)] Loss 0.0625, Accuaracy 67.14%Valid Epoch 31 | [9632/50000 (19.26%)] Loss 0.0627, Accuaracy 67.29%Valid Epoch 31 | [11232/50000 (22.46%)] Loss 0.0625, Accuaracy 67.06%Valid Epoch 31 | [12832/50000 (25.66%)] Loss 0.0626, Accuaracy 67.18%Valid Epoch 31 | [14432/50000 (28.86%)] Loss 0.0630, Accuaracy 66.92%Valid Epoch 31 | [16032/50000 (32.06%)] Loss 0.0635, Accuaracy 66.60%Valid Epoch 31 | [17632/50000 (35.26%)] Loss 0.0631, Accuaracy 66.63%Valid Epoch 31 | [19232/50000 (38.46%)] Loss 0.0628, Accuaracy 66.64%Valid Epoch 31 | [20832/50000 (41.66%)] Loss 0.0622, Accuaracy 66.81%Valid Epoch 31 | [22432/50000 (44.86%)] Loss 0.0618, Accuaracy 66.99%Valid Epoch 31 | [24032/50000 (48.06%)] Loss 0.0615, Accuaracy 67.13%Valid Epoch 31 | [25632/50000 (51.26%)] Loss 0.0617, Accuaracy 67.21%Valid Epoch 31 | [27232/50000 (54.46%)] Loss 0.0618, Accuaracy 67.21%Valid Epoch 31 | [28832/50000 (57.66%)] Loss 0.0616, Accuaracy 67.32%Valid Epoch 31 | [30432/50000 (60.86%)] Loss 0.0618, Accuaracy 67.30%Valid Epoch 31 | [32032/50000 (64.06%)] Loss 0.0618, Accuaracy 67.28%Valid Epoch 31 | [33632/50000 (67.26%)] Loss 0.0619, Accuaracy 67.19%Valid Epoch 31 | [35232/50000 (70.46%)] Loss 0.0621, Accuaracy 67.13%Valid Epoch 31 | [36832/50000 (73.66%)] Loss 0.0620, Accuaracy 67.22%Valid Epoch 31 | [38432/50000 (76.86%)] Loss 0.0618, Accuaracy 67.30%Valid Epoch 31 | [40032/50000 (80.06%)] Loss 0.0618, Accuaracy 67.37%Valid Epoch 31 | [41632/50000 (83.26%)] Loss 0.0617, Accuaracy 67.39%Valid Epoch 31 | [43232/50000 (86.46%)] Loss 0.0619, Accuaracy 67.33%Valid Epoch 31 | [44832/50000 (89.66%)] Loss 0.0620, Accuaracy 67.30%Valid Epoch 31 | [46432/50000 (92.86%)] Loss 0.0620, Accuaracy 67.29%Valid Epoch 31 | [48032/50000 (96.06%)] Loss 0.0620, Accuaracy 67.28%Valid Epoch 31 | [49632/50000 (99.26%)] Loss 0.0621, Accuaracy 67.28%Valid Epoch 31 | Avarage Loss 0.0621, Average Accuracy 67.28%
Train Epoch 32 | [64/732000 (0.01%)] Loss 0.0035, Accuaracy 93.75%Train Epoch 32 | [12864/732000 (1.76%)] Loss 0.0033, Accuaracy 93.25%Train Epoch 32 | [25664/732000 (3.51%)] Loss 0.0032, Accuaracy 93.40%Train Epoch 32 | [38464/732000 (5.25%)] Loss 0.0032, Accuaracy 93.45%Train Epoch 32 | [51264/732000 (7.00%)] Loss 0.0032, Accuaracy 93.49%Train Epoch 32 | [64064/732000 (8.75%)] Loss 0.0033, Accuaracy 93.36%Train Epoch 32 | [76864/732000 (10.50%)] Loss 0.0032, Accuaracy 93.40%Train Epoch 32 | [89664/732000 (12.25%)] Loss 0.0032, Accuaracy 93.39%Train Epoch 32 | [102464/732000 (14.00%)] Loss 0.0033, Accuaracy 93.36%Train Epoch 32 | [115264/732000 (15.75%)] Loss 0.0033, Accuaracy 93.33%Train Epoch 32 | [128064/732000 (17.50%)] Loss 0.0033, Accuaracy 93.33%Train Epoch 32 | [140864/732000 (19.24%)] Loss 0.0033, Accuaracy 93.25%Train Epoch 32 | [153664/732000 (20.99%)] Loss 0.0033, Accuaracy 93.21%Train Epoch 32 | [166464/732000 (22.74%)] Loss 0.0033, Accuaracy 93.16%Train Epoch 32 | [179264/732000 (24.49%)] Loss 0.0034, Accuaracy 93.13%Train Epoch 32 | [192064/732000 (26.24%)] Loss 0.0034, Accuaracy 93.12%Train Epoch 32 | [204864/732000 (27.99%)] Loss 0.0034, Accuaracy 93.05%Train Epoch 32 | [217664/732000 (29.74%)] Loss 0.0034, Accuaracy 93.01%Train Epoch 32 | [230464/732000 (31.48%)] Loss 0.0035, Accuaracy 92.97%Train Epoch 32 | [243264/732000 (33.23%)] Loss 0.0035, Accuaracy 92.94%Train Epoch 32 | [256064/732000 (34.98%)] Loss 0.0035, Accuaracy 92.91%Train Epoch 32 | [268864/732000 (36.73%)] Loss 0.0035, Accuaracy 92.89%Train Epoch 32 | [281664/732000 (38.48%)] Loss 0.0035, Accuaracy 92.85%Train Epoch 32 | [294464/732000 (40.23%)] Loss 0.0035, Accuaracy 92.85%Train Epoch 32 | [307264/732000 (41.98%)] Loss 0.0035, Accuaracy 92.83%Train Epoch 32 | [320064/732000 (43.72%)] Loss 0.0035, Accuaracy 92.79%Train Epoch 32 | [332864/732000 (45.47%)] Loss 0.0036, Accuaracy 92.77%Train Epoch 32 | [345664/732000 (47.22%)] Loss 0.0036, Accuaracy 92.74%Train Epoch 32 | [358464/732000 (48.97%)] Loss 0.0036, Accuaracy 92.72%Train Epoch 32 | [371264/732000 (50.72%)] Loss 0.0036, Accuaracy 92.71%Train Epoch 32 | [384064/732000 (52.47%)] Loss 0.0036, Accuaracy 92.68%Train Epoch 32 | [396864/732000 (54.22%)] Loss 0.0036, Accuaracy 92.65%Train Epoch 32 | [409664/732000 (55.97%)] Loss 0.0036, Accuaracy 92.64%Train Epoch 32 | [422464/732000 (57.71%)] Loss 0.0036, Accuaracy 92.62%Train Epoch 32 | [435264/732000 (59.46%)] Loss 0.0036, Accuaracy 92.61%Train Epoch 32 | [448064/732000 (61.21%)] Loss 0.0037, Accuaracy 92.57%Train Epoch 32 | [460864/732000 (62.96%)] Loss 0.0037, Accuaracy 92.55%Train Epoch 32 | [473664/732000 (64.71%)] Loss 0.0037, Accuaracy 92.55%Train Epoch 32 | [486464/732000 (66.46%)] Loss 0.0037, Accuaracy 92.52%Train Epoch 32 | [499264/732000 (68.21%)] Loss 0.0037, Accuaracy 92.49%Train Epoch 32 | [512064/732000 (69.95%)] Loss 0.0037, Accuaracy 92.48%Train Epoch 32 | [524864/732000 (71.70%)] Loss 0.0037, Accuaracy 92.47%Train Epoch 32 | [537664/732000 (73.45%)] Loss 0.0037, Accuaracy 92.44%Train Epoch 32 | [550464/732000 (75.20%)] Loss 0.0037, Accuaracy 92.42%Train Epoch 32 | [563264/732000 (76.95%)] Loss 0.0037, Accuaracy 92.41%Train Epoch 32 | [576064/732000 (78.70%)] Loss 0.0037, Accuaracy 92.39%Train Epoch 32 | [588864/732000 (80.45%)] Loss 0.0038, Accuaracy 92.38%Train Epoch 32 | [601664/732000 (82.19%)] Loss 0.0038, Accuaracy 92.36%Train Epoch 32 | [614464/732000 (83.94%)] Loss 0.0038, Accuaracy 92.35%Train Epoch 32 | [627264/732000 (85.69%)] Loss 0.0038, Accuaracy 92.33%Train Epoch 32 | [640064/732000 (87.44%)] Loss 0.0038, Accuaracy 92.32%Train Epoch 32 | [652864/732000 (89.19%)] Loss 0.0038, Accuaracy 92.31%Train Epoch 32 | [665664/732000 (90.94%)] Loss 0.0038, Accuaracy 92.29%Train Epoch 32 | [678464/732000 (92.69%)] Loss 0.0038, Accuaracy 92.27%Train Epoch 32 | [691264/732000 (94.43%)] Loss 0.0038, Accuaracy 92.25%Train Epoch 32 | [704064/732000 (96.18%)] Loss 0.0038, Accuaracy 92.23%Train Epoch 32 | [716864/732000 (97.93%)] Loss 0.0038, Accuaracy 92.21%Train Epoch 32 | [729664/732000 (99.68%)] Loss 0.0038, Accuaracy 92.20%Train Epoch 32 | Avarage Loss 0.0038, Average Accuracy 92.20%
Valid Epoch 32 | [32/50000 (0.06%)] Loss 0.0827, Accuaracy 59.38%Valid Epoch 32 | [1632/50000 (3.26%)] Loss 0.0653, Accuaracy 65.44%Valid Epoch 32 | [3232/50000 (6.46%)] Loss 0.0636, Accuaracy 67.02%Valid Epoch 32 | [4832/50000 (9.66%)] Loss 0.0648, Accuaracy 67.40%Valid Epoch 32 | [6432/50000 (12.86%)] Loss 0.0647, Accuaracy 67.37%Valid Epoch 32 | [8032/50000 (16.06%)] Loss 0.0644, Accuaracy 67.36%Valid Epoch 32 | [9632/50000 (19.26%)] Loss 0.0647, Accuaracy 67.15%Valid Epoch 32 | [11232/50000 (22.46%)] Loss 0.0645, Accuaracy 67.06%Valid Epoch 32 | [12832/50000 (25.66%)] Loss 0.0651, Accuaracy 66.90%Valid Epoch 32 | [14432/50000 (28.86%)] Loss 0.0653, Accuaracy 66.89%Valid Epoch 32 | [16032/50000 (32.06%)] Loss 0.0654, Accuaracy 67.05%Valid Epoch 32 | [17632/50000 (35.26%)] Loss 0.0654, Accuaracy 67.06%Valid Epoch 32 | [19232/50000 (38.46%)] Loss 0.0659, Accuaracy 67.08%Valid Epoch 32 | [20832/50000 (41.66%)] Loss 0.0656, Accuaracy 67.21%Valid Epoch 32 | [22432/50000 (44.86%)] Loss 0.0658, Accuaracy 67.18%Valid Epoch 32 | [24032/50000 (48.06%)] Loss 0.0653, Accuaracy 67.27%Valid Epoch 32 | [25632/50000 (51.26%)] Loss 0.0657, Accuaracy 67.06%Valid Epoch 32 | [27232/50000 (54.46%)] Loss 0.0659, Accuaracy 67.05%Valid Epoch 32 | [28832/50000 (57.66%)] Loss 0.0658, Accuaracy 67.12%Valid Epoch 32 | [30432/50000 (60.86%)] Loss 0.0657, Accuaracy 67.10%Valid Epoch 32 | [32032/50000 (64.06%)] Loss 0.0657, Accuaracy 67.12%Valid Epoch 32 | [33632/50000 (67.26%)] Loss 0.0659, Accuaracy 67.12%Valid Epoch 32 | [35232/50000 (70.46%)] Loss 0.0658, Accuaracy 67.16%Valid Epoch 32 | [36832/50000 (73.66%)] Loss 0.0658, Accuaracy 67.17%Valid Epoch 32 | [38432/50000 (76.86%)] Loss 0.0659, Accuaracy 67.14%Valid Epoch 32 | [40032/50000 (80.06%)] Loss 0.0659, Accuaracy 67.11%Valid Epoch 32 | [41632/50000 (83.26%)] Loss 0.0656, Accuaracy 67.11%Valid Epoch 32 | [43232/50000 (86.46%)] Loss 0.0656, Accuaracy 67.14%Valid Epoch 32 | [44832/50000 (89.66%)] Loss 0.0656, Accuaracy 67.13%Valid Epoch 32 | [46432/50000 (92.86%)] Loss 0.0655, Accuaracy 67.12%Valid Epoch 32 | [48032/50000 (96.06%)] Loss 0.0656, Accuaracy 67.04%Valid Epoch 32 | [49632/50000 (99.26%)] Loss 0.0656, Accuaracy 67.06%Valid Epoch 32 | Avarage Loss 0.0656, Average Accuracy 67.05%
Train Epoch 33 | [64/732000 (0.01%)] Loss 0.0046, Accuaracy 92.19%Train Epoch 33 | [12864/732000 (1.76%)] Loss 0.0032, Accuaracy 93.41%Train Epoch 33 | [25664/732000 (3.51%)] Loss 0.0031, Accuaracy 93.67%Train Epoch 33 | [38464/732000 (5.25%)] Loss 0.0031, Accuaracy 93.68%Train Epoch 33 | [51264/732000 (7.00%)] Loss 0.0031, Accuaracy 93.66%Train Epoch 33 | [64064/732000 (8.75%)] Loss 0.0032, Accuaracy 93.59%Train Epoch 33 | [76864/732000 (10.50%)] Loss 0.0032, Accuaracy 93.56%Train Epoch 33 | [89664/732000 (12.25%)] Loss 0.0032, Accuaracy 93.52%Train Epoch 33 | [102464/732000 (14.00%)] Loss 0.0032, Accuaracy 93.47%Train Epoch 33 | [115264/732000 (15.75%)] Loss 0.0032, Accuaracy 93.45%Train Epoch 33 | [128064/732000 (17.50%)] Loss 0.0032, Accuaracy 93.40%Train Epoch 33 | [140864/732000 (19.24%)] Loss 0.0033, Accuaracy 93.33%Train Epoch 33 | [153664/732000 (20.99%)] Loss 0.0033, Accuaracy 93.26%Train Epoch 33 | [166464/732000 (22.74%)] Loss 0.0033, Accuaracy 93.22%Train Epoch 33 | [179264/732000 (24.49%)] Loss 0.0033, Accuaracy 93.19%Train Epoch 33 | [192064/732000 (26.24%)] Loss 0.0033, Accuaracy 93.18%Train Epoch 33 | [204864/732000 (27.99%)] Loss 0.0034, Accuaracy 93.15%Train Epoch 33 | [217664/732000 (29.74%)] Loss 0.0034, Accuaracy 93.11%Train Epoch 33 | [230464/732000 (31.48%)] Loss 0.0034, Accuaracy 93.08%Train Epoch 33 | [243264/732000 (33.23%)] Loss 0.0034, Accuaracy 93.05%Train Epoch 33 | [256064/732000 (34.98%)] Loss 0.0034, Accuaracy 93.03%Train Epoch 33 | [268864/732000 (36.73%)] Loss 0.0034, Accuaracy 93.02%Train Epoch 33 | [281664/732000 (38.48%)] Loss 0.0034, Accuaracy 93.02%Train Epoch 33 | [294464/732000 (40.23%)] Loss 0.0034, Accuaracy 92.99%Train Epoch 33 | [307264/732000 (41.98%)] Loss 0.0034, Accuaracy 92.97%Train Epoch 33 | [320064/732000 (43.72%)] Loss 0.0034, Accuaracy 92.96%Train Epoch 33 | [332864/732000 (45.47%)] Loss 0.0034, Accuaracy 92.96%Train Epoch 33 | [345664/732000 (47.22%)] Loss 0.0035, Accuaracy 92.95%Train Epoch 33 | [358464/732000 (48.97%)] Loss 0.0035, Accuaracy 92.92%Train Epoch 33 | [371264/732000 (50.72%)] Loss 0.0035, Accuaracy 92.88%Train Epoch 33 | [384064/732000 (52.47%)] Loss 0.0035, Accuaracy 92.88%Train Epoch 33 | [396864/732000 (54.22%)] Loss 0.0035, Accuaracy 92.85%Train Epoch 33 | [409664/732000 (55.97%)] Loss 0.0035, Accuaracy 92.83%Train Epoch 33 | [422464/732000 (57.71%)] Loss 0.0035, Accuaracy 92.81%Train Epoch 33 | [435264/732000 (59.46%)] Loss 0.0035, Accuaracy 92.80%Train Epoch 33 | [448064/732000 (61.21%)] Loss 0.0036, Accuaracy 92.79%Train Epoch 33 | [460864/732000 (62.96%)] Loss 0.0036, Accuaracy 92.76%Train Epoch 33 | [473664/732000 (64.71%)] Loss 0.0036, Accuaracy 92.74%Train Epoch 33 | [486464/732000 (66.46%)] Loss 0.0036, Accuaracy 92.73%Train Epoch 33 | [499264/732000 (68.21%)] Loss 0.0036, Accuaracy 92.72%Train Epoch 33 | [512064/732000 (69.95%)] Loss 0.0036, Accuaracy 92.70%Train Epoch 33 | [524864/732000 (71.70%)] Loss 0.0036, Accuaracy 92.69%Train Epoch 33 | [537664/732000 (73.45%)] Loss 0.0036, Accuaracy 92.67%Train Epoch 33 | [550464/732000 (75.20%)] Loss 0.0036, Accuaracy 92.66%Train Epoch 33 | [563264/732000 (76.95%)] Loss 0.0036, Accuaracy 92.64%Train Epoch 33 | [576064/732000 (78.70%)] Loss 0.0036, Accuaracy 92.63%Train Epoch 33 | [588864/732000 (80.45%)] Loss 0.0036, Accuaracy 92.61%Train Epoch 33 | [601664/732000 (82.19%)] Loss 0.0036, Accuaracy 92.59%Train Epoch 33 | [614464/732000 (83.94%)] Loss 0.0037, Accuaracy 92.57%Train Epoch 33 | [627264/732000 (85.69%)] Loss 0.0037, Accuaracy 92.56%Train Epoch 33 | [640064/732000 (87.44%)] Loss 0.0037, Accuaracy 92.54%Train Epoch 33 | [652864/732000 (89.19%)] Loss 0.0037, Accuaracy 92.52%Train Epoch 33 | [665664/732000 (90.94%)] Loss 0.0037, Accuaracy 92.51%Train Epoch 33 | [678464/732000 (92.69%)] Loss 0.0037, Accuaracy 92.49%Train Epoch 33 | [691264/732000 (94.43%)] Loss 0.0037, Accuaracy 92.48%Train Epoch 33 | [704064/732000 (96.18%)] Loss 0.0037, Accuaracy 92.47%Train Epoch 33 | [716864/732000 (97.93%)] Loss 0.0037, Accuaracy 92.46%Train Epoch 33 | [729664/732000 (99.68%)] Loss 0.0037, Accuaracy 92.44%Train Epoch 33 | Avarage Loss 0.0037, Average Accuracy 92.44%
Valid Epoch 33 | [32/50000 (0.06%)] Loss 0.0508, Accuaracy 71.88%Valid Epoch 33 | [1632/50000 (3.26%)] Loss 0.0679, Accuaracy 67.03%Valid Epoch 33 | [3232/50000 (6.46%)] Loss 0.0680, Accuaracy 66.71%Valid Epoch 33 | [4832/50000 (9.66%)] Loss 0.0677, Accuaracy 66.45%Valid Epoch 33 | [6432/50000 (12.86%)] Loss 0.0665, Accuaracy 66.40%Valid Epoch 33 | [8032/50000 (16.06%)] Loss 0.0671, Accuaracy 66.27%Valid Epoch 33 | [9632/50000 (19.26%)] Loss 0.0660, Accuaracy 66.51%Valid Epoch 33 | [11232/50000 (22.46%)] Loss 0.0652, Accuaracy 66.77%Valid Epoch 33 | [12832/50000 (25.66%)] Loss 0.0648, Accuaracy 66.84%Valid Epoch 33 | [14432/50000 (28.86%)] Loss 0.0654, Accuaracy 66.67%Valid Epoch 33 | [16032/50000 (32.06%)] Loss 0.0657, Accuaracy 66.68%Valid Epoch 33 | [17632/50000 (35.26%)] Loss 0.0654, Accuaracy 66.69%Valid Epoch 33 | [19232/50000 (38.46%)] Loss 0.0652, Accuaracy 66.70%Valid Epoch 33 | [20832/50000 (41.66%)] Loss 0.0649, Accuaracy 66.91%Valid Epoch 33 | [22432/50000 (44.86%)] Loss 0.0653, Accuaracy 66.88%Valid Epoch 33 | [24032/50000 (48.06%)] Loss 0.0650, Accuaracy 66.99%Valid Epoch 33 | [25632/50000 (51.26%)] Loss 0.0649, Accuaracy 66.99%Valid Epoch 33 | [27232/50000 (54.46%)] Loss 0.0649, Accuaracy 66.99%Valid Epoch 33 | [28832/50000 (57.66%)] Loss 0.0649, Accuaracy 66.97%Valid Epoch 33 | [30432/50000 (60.86%)] Loss 0.0652, Accuaracy 66.84%Valid Epoch 33 | [32032/50000 (64.06%)] Loss 0.0653, Accuaracy 66.81%Valid Epoch 33 | [33632/50000 (67.26%)] Loss 0.0650, Accuaracy 66.91%Valid Epoch 33 | [35232/50000 (70.46%)] Loss 0.0652, Accuaracy 66.86%Valid Epoch 33 | [36832/50000 (73.66%)] Loss 0.0650, Accuaracy 66.89%Valid Epoch 33 | [38432/50000 (76.86%)] Loss 0.0650, Accuaracy 66.93%Valid Epoch 33 | [40032/50000 (80.06%)] Loss 0.0651, Accuaracy 66.89%Valid Epoch 33 | [41632/50000 (83.26%)] Loss 0.0650, Accuaracy 66.88%Valid Epoch 33 | [43232/50000 (86.46%)] Loss 0.0651, Accuaracy 66.86%Valid Epoch 33 | [44832/50000 (89.66%)] Loss 0.0650, Accuaracy 66.91%Valid Epoch 33 | [46432/50000 (92.86%)] Loss 0.0650, Accuaracy 66.91%Valid Epoch 33 | [48032/50000 (96.06%)] Loss 0.0650, Accuaracy 66.88%Valid Epoch 33 | [49632/50000 (99.26%)] Loss 0.0650, Accuaracy 66.89%Valid Epoch 33 | Avarage Loss 0.0651, Average Accuracy 66.87%
Train Epoch 34 | [64/732000 (0.01%)] Loss 0.0031, Accuaracy 95.31%Train Epoch 34 | [12864/732000 (1.76%)] Loss 0.0030, Accuaracy 93.98%Train Epoch 34 | [25664/732000 (3.51%)] Loss 0.0030, Accuaracy 93.96%Train Epoch 34 | [38464/732000 (5.25%)] Loss 0.0030, Accuaracy 93.96%Train Epoch 34 | [51264/732000 (7.00%)] Loss 0.0030, Accuaracy 93.93%Train Epoch 34 | [64064/732000 (8.75%)] Loss 0.0030, Accuaracy 93.82%Train Epoch 34 | [76864/732000 (10.50%)] Loss 0.0030, Accuaracy 93.79%Train Epoch 34 | [89664/732000 (12.25%)] Loss 0.0031, Accuaracy 93.76%Train Epoch 34 | [102464/732000 (14.00%)] Loss 0.0031, Accuaracy 93.73%Train Epoch 34 | [115264/732000 (15.75%)] Loss 0.0031, Accuaracy 93.75%Train Epoch 34 | [128064/732000 (17.50%)] Loss 0.0031, Accuaracy 93.66%Train Epoch 34 | [140864/732000 (19.24%)] Loss 0.0031, Accuaracy 93.60%Train Epoch 34 | [153664/732000 (20.99%)] Loss 0.0032, Accuaracy 93.57%Train Epoch 34 | [166464/732000 (22.74%)] Loss 0.0032, Accuaracy 93.53%Train Epoch 34 | [179264/732000 (24.49%)] Loss 0.0032, Accuaracy 93.49%Train Epoch 34 | [192064/732000 (26.24%)] Loss 0.0032, Accuaracy 93.47%Train Epoch 34 | [204864/732000 (27.99%)] Loss 0.0032, Accuaracy 93.43%Train Epoch 34 | [217664/732000 (29.74%)] Loss 0.0032, Accuaracy 93.40%Train Epoch 34 | [230464/732000 (31.48%)] Loss 0.0032, Accuaracy 93.39%Train Epoch 34 | [243264/732000 (33.23%)] Loss 0.0033, Accuaracy 93.35%Train Epoch 34 | [256064/732000 (34.98%)] Loss 0.0033, Accuaracy 93.34%Train Epoch 34 | [268864/732000 (36.73%)] Loss 0.0033, Accuaracy 93.30%Train Epoch 34 | [281664/732000 (38.48%)] Loss 0.0033, Accuaracy 93.29%Train Epoch 34 | [294464/732000 (40.23%)] Loss 0.0033, Accuaracy 93.26%Train Epoch 34 | [307264/732000 (41.98%)] Loss 0.0033, Accuaracy 93.23%Train Epoch 34 | [320064/732000 (43.72%)] Loss 0.0033, Accuaracy 93.21%Train Epoch 34 | [332864/732000 (45.47%)] Loss 0.0034, Accuaracy 93.17%Train Epoch 34 | [345664/732000 (47.22%)] Loss 0.0034, Accuaracy 93.16%Train Epoch 34 | [358464/732000 (48.97%)] Loss 0.0034, Accuaracy 93.15%Train Epoch 34 | [371264/732000 (50.72%)] Loss 0.0034, Accuaracy 93.14%Train Epoch 34 | [384064/732000 (52.47%)] Loss 0.0034, Accuaracy 93.12%Train Epoch 34 | [396864/732000 (54.22%)] Loss 0.0034, Accuaracy 93.10%Train Epoch 34 | [409664/732000 (55.97%)] Loss 0.0034, Accuaracy 93.08%Train Epoch 34 | [422464/732000 (57.71%)] Loss 0.0034, Accuaracy 93.07%Train Epoch 34 | [435264/732000 (59.46%)] Loss 0.0034, Accuaracy 93.05%Train Epoch 34 | [448064/732000 (61.21%)] Loss 0.0034, Accuaracy 93.03%Train Epoch 34 | [460864/732000 (62.96%)] Loss 0.0034, Accuaracy 93.01%Train Epoch 34 | [473664/732000 (64.71%)] Loss 0.0034, Accuaracy 92.99%Train Epoch 34 | [486464/732000 (66.46%)] Loss 0.0034, Accuaracy 92.98%Train Epoch 34 | [499264/732000 (68.21%)] Loss 0.0035, Accuaracy 92.96%Train Epoch 34 | [512064/732000 (69.95%)] Loss 0.0035, Accuaracy 92.94%Train Epoch 34 | [524864/732000 (71.70%)] Loss 0.0035, Accuaracy 92.92%Train Epoch 34 | [537664/732000 (73.45%)] Loss 0.0035, Accuaracy 92.91%Train Epoch 34 | [550464/732000 (75.20%)] Loss 0.0035, Accuaracy 92.90%Train Epoch 34 | [563264/732000 (76.95%)] Loss 0.0035, Accuaracy 92.89%Train Epoch 34 | [576064/732000 (78.70%)] Loss 0.0035, Accuaracy 92.87%Train Epoch 34 | [588864/732000 (80.45%)] Loss 0.0035, Accuaracy 92.86%Train Epoch 34 | [601664/732000 (82.19%)] Loss 0.0035, Accuaracy 92.85%Train Epoch 34 | [614464/732000 (83.94%)] Loss 0.0035, Accuaracy 92.83%Train Epoch 34 | [627264/732000 (85.69%)] Loss 0.0035, Accuaracy 92.82%Train Epoch 34 | [640064/732000 (87.44%)] Loss 0.0035, Accuaracy 92.81%Train Epoch 34 | [652864/732000 (89.19%)] Loss 0.0035, Accuaracy 92.79%Train Epoch 34 | [665664/732000 (90.94%)] Loss 0.0036, Accuaracy 92.77%Train Epoch 34 | [678464/732000 (92.69%)] Loss 0.0036, Accuaracy 92.76%Train Epoch 34 | [691264/732000 (94.43%)] Loss 0.0036, Accuaracy 92.74%Train Epoch 34 | [704064/732000 (96.18%)] Loss 0.0036, Accuaracy 92.73%Train Epoch 34 | [716864/732000 (97.93%)] Loss 0.0036, Accuaracy 92.70%Train Epoch 34 | [729664/732000 (99.68%)] Loss 0.0036, Accuaracy 92.69%Train Epoch 34 | Avarage Loss 0.0036, Average Accuracy 92.68%
Valid Epoch 34 | [32/50000 (0.06%)] Loss 0.0441, Accuaracy 68.75%Valid Epoch 34 | [1632/50000 (3.26%)] Loss 0.0610, Accuaracy 67.10%Valid Epoch 34 | [3232/50000 (6.46%)] Loss 0.0604, Accuaracy 67.82%Valid Epoch 34 | [4832/50000 (9.66%)] Loss 0.0619, Accuaracy 67.07%Valid Epoch 34 | [6432/50000 (12.86%)] Loss 0.0623, Accuaracy 67.38%Valid Epoch 34 | [8032/50000 (16.06%)] Loss 0.0630, Accuaracy 67.36%Valid Epoch 34 | [9632/50000 (19.26%)] Loss 0.0637, Accuaracy 67.18%Valid Epoch 34 | [11232/50000 (22.46%)] Loss 0.0637, Accuaracy 67.15%Valid Epoch 34 | [12832/50000 (25.66%)] Loss 0.0634, Accuaracy 67.21%Valid Epoch 34 | [14432/50000 (28.86%)] Loss 0.0634, Accuaracy 67.18%Valid Epoch 34 | [16032/50000 (32.06%)] Loss 0.0630, Accuaracy 67.10%Valid Epoch 34 | [17632/50000 (35.26%)] Loss 0.0629, Accuaracy 67.22%Valid Epoch 34 | [19232/50000 (38.46%)] Loss 0.0631, Accuaracy 67.10%Valid Epoch 34 | [20832/50000 (41.66%)] Loss 0.0629, Accuaracy 67.16%Valid Epoch 34 | [22432/50000 (44.86%)] Loss 0.0627, Accuaracy 67.23%Valid Epoch 34 | [24032/50000 (48.06%)] Loss 0.0631, Accuaracy 67.07%Valid Epoch 34 | [25632/50000 (51.26%)] Loss 0.0628, Accuaracy 67.13%Valid Epoch 34 | [27232/50000 (54.46%)] Loss 0.0628, Accuaracy 67.19%Valid Epoch 34 | [28832/50000 (57.66%)] Loss 0.0630, Accuaracy 67.08%Valid Epoch 34 | [30432/50000 (60.86%)] Loss 0.0630, Accuaracy 67.08%Valid Epoch 34 | [32032/50000 (64.06%)] Loss 0.0630, Accuaracy 67.15%Valid Epoch 34 | [33632/50000 (67.26%)] Loss 0.0631, Accuaracy 67.11%Valid Epoch 34 | [35232/50000 (70.46%)] Loss 0.0631, Accuaracy 67.12%Valid Epoch 34 | [36832/50000 (73.66%)] Loss 0.0632, Accuaracy 67.15%Valid Epoch 34 | [38432/50000 (76.86%)] Loss 0.0632, Accuaracy 67.07%Valid Epoch 34 | [40032/50000 (80.06%)] Loss 0.0634, Accuaracy 66.94%Valid Epoch 34 | [41632/50000 (83.26%)] Loss 0.0634, Accuaracy 66.95%Valid Epoch 34 | [43232/50000 (86.46%)] Loss 0.0634, Accuaracy 66.92%Valid Epoch 34 | [44832/50000 (89.66%)] Loss 0.0636, Accuaracy 66.89%Valid Epoch 34 | [46432/50000 (92.86%)] Loss 0.0638, Accuaracy 66.81%Valid Epoch 34 | [48032/50000 (96.06%)] Loss 0.0638, Accuaracy 66.80%Valid Epoch 34 | [49632/50000 (99.26%)] Loss 0.0638, Accuaracy 66.81%Valid Epoch 34 | Avarage Loss 0.0638, Average Accuracy 66.81%
Train Epoch 35 | [64/732000 (0.01%)] Loss 0.0014, Accuaracy 95.31%Train Epoch 35 | [12864/732000 (1.76%)] Loss 0.0027, Accuaracy 94.53%Train Epoch 35 | [25664/732000 (3.51%)] Loss 0.0027, Accuaracy 94.49%Train Epoch 35 | [38464/732000 (5.25%)] Loss 0.0027, Accuaracy 94.39%Train Epoch 35 | [51264/732000 (7.00%)] Loss 0.0028, Accuaracy 94.37%Train Epoch 35 | [64064/732000 (8.75%)] Loss 0.0028, Accuaracy 94.21%Train Epoch 35 | [76864/732000 (10.50%)] Loss 0.0029, Accuaracy 94.13%Train Epoch 35 | [89664/732000 (12.25%)] Loss 0.0029, Accuaracy 94.10%Train Epoch 35 | [102464/732000 (14.00%)] Loss 0.0029, Accuaracy 94.06%Train Epoch 35 | [115264/732000 (15.75%)] Loss 0.0029, Accuaracy 94.07%Train Epoch 35 | [128064/732000 (17.50%)] Loss 0.0030, Accuaracy 93.99%Train Epoch 35 | [140864/732000 (19.24%)] Loss 0.0030, Accuaracy 93.85%Train Epoch 35 | [153664/732000 (20.99%)] Loss 0.0030, Accuaracy 93.79%Train Epoch 35 | [166464/732000 (22.74%)] Loss 0.0030, Accuaracy 93.76%Train Epoch 35 | [179264/732000 (24.49%)] Loss 0.0031, Accuaracy 93.73%Train Epoch 35 | [192064/732000 (26.24%)] Loss 0.0031, Accuaracy 93.68%Train Epoch 35 | [204864/732000 (27.99%)] Loss 0.0031, Accuaracy 93.62%Train Epoch 35 | [217664/732000 (29.74%)] Loss 0.0031, Accuaracy 93.58%Train Epoch 35 | [230464/732000 (31.48%)] Loss 0.0031, Accuaracy 93.57%Train Epoch 35 | [243264/732000 (33.23%)] Loss 0.0031, Accuaracy 93.57%Train Epoch 35 | [256064/732000 (34.98%)] Loss 0.0031, Accuaracy 93.56%Train Epoch 35 | [268864/732000 (36.73%)] Loss 0.0032, Accuaracy 93.54%Train Epoch 35 | [281664/732000 (38.48%)] Loss 0.0032, Accuaracy 93.54%Train Epoch 35 | [294464/732000 (40.23%)] Loss 0.0032, Accuaracy 93.52%Train Epoch 35 | [307264/732000 (41.98%)] Loss 0.0032, Accuaracy 93.48%Train Epoch 35 | [320064/732000 (43.72%)] Loss 0.0032, Accuaracy 93.46%Train Epoch 35 | [332864/732000 (45.47%)] Loss 0.0032, Accuaracy 93.45%Train Epoch 35 | [345664/732000 (47.22%)] Loss 0.0032, Accuaracy 93.43%Train Epoch 35 | [358464/732000 (48.97%)] Loss 0.0032, Accuaracy 93.41%Train Epoch 35 | [371264/732000 (50.72%)] Loss 0.0032, Accuaracy 93.37%Train Epoch 35 | [384064/732000 (52.47%)] Loss 0.0032, Accuaracy 93.36%Train Epoch 35 | [396864/732000 (54.22%)] Loss 0.0033, Accuaracy 93.32%Train Epoch 35 | [409664/732000 (55.97%)] Loss 0.0033, Accuaracy 93.30%Train Epoch 35 | [422464/732000 (57.71%)] Loss 0.0033, Accuaracy 93.30%Train Epoch 35 | [435264/732000 (59.46%)] Loss 0.0033, Accuaracy 93.28%Train Epoch 35 | [448064/732000 (61.21%)] Loss 0.0033, Accuaracy 93.27%Train Epoch 35 | [460864/732000 (62.96%)] Loss 0.0033, Accuaracy 93.24%Train Epoch 35 | [473664/732000 (64.71%)] Loss 0.0033, Accuaracy 93.23%Train Epoch 35 | [486464/732000 (66.46%)] Loss 0.0033, Accuaracy 93.22%Train Epoch 35 | [499264/732000 (68.21%)] Loss 0.0033, Accuaracy 93.21%Train Epoch 35 | [512064/732000 (69.95%)] Loss 0.0033, Accuaracy 93.19%Train Epoch 35 | [524864/732000 (71.70%)] Loss 0.0033, Accuaracy 93.17%Train Epoch 35 | [537664/732000 (73.45%)] Loss 0.0034, Accuaracy 93.15%Train Epoch 35 | [550464/732000 (75.20%)] Loss 0.0034, Accuaracy 93.14%Train Epoch 35 | [563264/732000 (76.95%)] Loss 0.0034, Accuaracy 93.12%Train Epoch 35 | [576064/732000 (78.70%)] Loss 0.0034, Accuaracy 93.11%Train Epoch 35 | [588864/732000 (80.45%)] Loss 0.0034, Accuaracy 93.09%Train Epoch 35 | [601664/732000 (82.19%)] Loss 0.0034, Accuaracy 93.08%Train Epoch 35 | [614464/732000 (83.94%)] Loss 0.0034, Accuaracy 93.06%Train Epoch 35 | [627264/732000 (85.69%)] Loss 0.0034, Accuaracy 93.05%Train Epoch 35 | [640064/732000 (87.44%)] Loss 0.0034, Accuaracy 93.04%Train Epoch 35 | [652864/732000 (89.19%)] Loss 0.0034, Accuaracy 93.01%Train Epoch 35 | [665664/732000 (90.94%)] Loss 0.0034, Accuaracy 93.00%Train Epoch 35 | [678464/732000 (92.69%)] Loss 0.0034, Accuaracy 92.98%Train Epoch 35 | [691264/732000 (94.43%)] Loss 0.0034, Accuaracy 92.98%Train Epoch 35 | [704064/732000 (96.18%)] Loss 0.0034, Accuaracy 92.97%Train Epoch 35 | [716864/732000 (97.93%)] Loss 0.0035, Accuaracy 92.96%Train Epoch 35 | [729664/732000 (99.68%)] Loss 0.0035, Accuaracy 92.94%Train Epoch 35 | Avarage Loss 0.0035, Average Accuracy 92.94%
Valid Epoch 35 | [32/50000 (0.06%)] Loss 0.0553, Accuaracy 68.75%Valid Epoch 35 | [1632/50000 (3.26%)] Loss 0.0669, Accuaracy 65.56%Valid Epoch 35 | [3232/50000 (6.46%)] Loss 0.0681, Accuaracy 65.41%Valid Epoch 35 | [4832/50000 (9.66%)] Loss 0.0688, Accuaracy 65.58%Valid Epoch 35 | [6432/50000 (12.86%)] Loss 0.0667, Accuaracy 66.57%Valid Epoch 35 | [8032/50000 (16.06%)] Loss 0.0674, Accuaracy 66.31%Valid Epoch 35 | [9632/50000 (19.26%)] Loss 0.0675, Accuaracy 66.38%Valid Epoch 35 | [11232/50000 (22.46%)] Loss 0.0671, Accuaracy 66.54%Valid Epoch 35 | [12832/50000 (25.66%)] Loss 0.0672, Accuaracy 66.45%Valid Epoch 35 | [14432/50000 (28.86%)] Loss 0.0674, Accuaracy 66.38%Valid Epoch 35 | [16032/50000 (32.06%)] Loss 0.0676, Accuaracy 66.42%Valid Epoch 35 | [17632/50000 (35.26%)] Loss 0.0675, Accuaracy 66.44%Valid Epoch 35 | [19232/50000 (38.46%)] Loss 0.0673, Accuaracy 66.56%Valid Epoch 35 | [20832/50000 (41.66%)] Loss 0.0672, Accuaracy 66.55%Valid Epoch 35 | [22432/50000 (44.86%)] Loss 0.0675, Accuaracy 66.44%Valid Epoch 35 | [24032/50000 (48.06%)] Loss 0.0678, Accuaracy 66.41%Valid Epoch 35 | [25632/50000 (51.26%)] Loss 0.0678, Accuaracy 66.43%Valid Epoch 35 | [27232/50000 (54.46%)] Loss 0.0680, Accuaracy 66.39%Valid Epoch 35 | [28832/50000 (57.66%)] Loss 0.0682, Accuaracy 66.27%Valid Epoch 35 | [30432/50000 (60.86%)] Loss 0.0678, Accuaracy 66.42%Valid Epoch 35 | [32032/50000 (64.06%)] Loss 0.0677, Accuaracy 66.47%Valid Epoch 35 | [33632/50000 (67.26%)] Loss 0.0676, Accuaracy 66.49%Valid Epoch 35 | [35232/50000 (70.46%)] Loss 0.0674, Accuaracy 66.53%Valid Epoch 35 | [36832/50000 (73.66%)] Loss 0.0674, Accuaracy 66.56%Valid Epoch 35 | [38432/50000 (76.86%)] Loss 0.0674, Accuaracy 66.53%Valid Epoch 35 | [40032/50000 (80.06%)] Loss 0.0673, Accuaracy 66.50%Valid Epoch 35 | [41632/50000 (83.26%)] Loss 0.0673, Accuaracy 66.49%Valid Epoch 35 | [43232/50000 (86.46%)] Loss 0.0670, Accuaracy 66.60%Valid Epoch 35 | [44832/50000 (89.66%)] Loss 0.0670, Accuaracy 66.62%Valid Epoch 35 | [46432/50000 (92.86%)] Loss 0.0669, Accuaracy 66.64%Valid Epoch 35 | [48032/50000 (96.06%)] Loss 0.0671, Accuaracy 66.59%Valid Epoch 35 | [49632/50000 (99.26%)] Loss 0.0671, Accuaracy 66.57%Valid Epoch 35 | Avarage Loss 0.0672, Average Accuracy 66.56%
Train Epoch 36 | [64/732000 (0.01%)] Loss 0.0023, Accuaracy 98.44%Train Epoch 36 | [12864/732000 (1.76%)] Loss 0.0027, Accuaracy 94.34%Train Epoch 36 | [25664/732000 (3.51%)] Loss 0.0028, Accuaracy 94.29%Train Epoch 36 | [38464/732000 (5.25%)] Loss 0.0028, Accuaracy 94.38%Train Epoch 36 | [51264/732000 (7.00%)] Loss 0.0028, Accuaracy 94.35%Train Epoch 36 | [64064/732000 (8.75%)] Loss 0.0028, Accuaracy 94.35%Train Epoch 36 | [76864/732000 (10.50%)] Loss 0.0028, Accuaracy 94.35%Train Epoch 36 | [89664/732000 (12.25%)] Loss 0.0028, Accuaracy 94.32%Train Epoch 36 | [102464/732000 (14.00%)] Loss 0.0028, Accuaracy 94.27%Train Epoch 36 | [115264/732000 (15.75%)] Loss 0.0028, Accuaracy 94.21%Train Epoch 36 | [128064/732000 (17.50%)] Loss 0.0029, Accuaracy 94.17%Train Epoch 36 | [140864/732000 (19.24%)] Loss 0.0029, Accuaracy 94.11%Train Epoch 36 | [153664/732000 (20.99%)] Loss 0.0029, Accuaracy 94.05%Train Epoch 36 | [166464/732000 (22.74%)] Loss 0.0030, Accuaracy 93.99%Train Epoch 36 | [179264/732000 (24.49%)] Loss 0.0030, Accuaracy 93.95%Train Epoch 36 | [192064/732000 (26.24%)] Loss 0.0030, Accuaracy 93.92%Train Epoch 36 | [204864/732000 (27.99%)] Loss 0.0030, Accuaracy 93.92%Train Epoch 36 | [217664/732000 (29.74%)] Loss 0.0030, Accuaracy 93.89%Train Epoch 36 | [230464/732000 (31.48%)] Loss 0.0030, Accuaracy 93.87%Train Epoch 36 | [243264/732000 (33.23%)] Loss 0.0030, Accuaracy 93.83%Train Epoch 36 | [256064/732000 (34.98%)] Loss 0.0030, Accuaracy 93.81%Train Epoch 36 | [268864/732000 (36.73%)] Loss 0.0030, Accuaracy 93.80%Train Epoch 36 | [281664/732000 (38.48%)] Loss 0.0031, Accuaracy 93.79%Train Epoch 36 | [294464/732000 (40.23%)] Loss 0.0031, Accuaracy 93.75%Train Epoch 36 | [307264/732000 (41.98%)] Loss 0.0031, Accuaracy 93.73%Train Epoch 36 | [320064/732000 (43.72%)] Loss 0.0031, Accuaracy 93.69%Train Epoch 36 | [332864/732000 (45.47%)] Loss 0.0031, Accuaracy 93.68%Train Epoch 36 | [345664/732000 (47.22%)] Loss 0.0031, Accuaracy 93.65%Train Epoch 36 | [358464/732000 (48.97%)] Loss 0.0031, Accuaracy 93.65%Train Epoch 36 | [371264/732000 (50.72%)] Loss 0.0031, Accuaracy 93.63%Train Epoch 36 | [384064/732000 (52.47%)] Loss 0.0031, Accuaracy 93.61%Train Epoch 36 | [396864/732000 (54.22%)] Loss 0.0032, Accuaracy 93.58%Train Epoch 36 | [409664/732000 (55.97%)] Loss 0.0032, Accuaracy 93.57%Train Epoch 36 | [422464/732000 (57.71%)] Loss 0.0032, Accuaracy 93.55%Train Epoch 36 | [435264/732000 (59.46%)] Loss 0.0032, Accuaracy 93.53%Train Epoch 36 | [448064/732000 (61.21%)] Loss 0.0032, Accuaracy 93.51%Train Epoch 36 | [460864/732000 (62.96%)] Loss 0.0032, Accuaracy 93.49%Train Epoch 36 | [473664/732000 (64.71%)] Loss 0.0032, Accuaracy 93.47%Train Epoch 36 | [486464/732000 (66.46%)] Loss 0.0032, Accuaracy 93.46%Train Epoch 36 | [499264/732000 (68.21%)] Loss 0.0032, Accuaracy 93.44%Train Epoch 36 | [512064/732000 (69.95%)] Loss 0.0032, Accuaracy 93.43%Train Epoch 36 | [524864/732000 (71.70%)] Loss 0.0032, Accuaracy 93.40%Train Epoch 36 | [537664/732000 (73.45%)] Loss 0.0032, Accuaracy 93.39%Train Epoch 36 | [550464/732000 (75.20%)] Loss 0.0032, Accuaracy 93.38%Train Epoch 36 | [563264/732000 (76.95%)] Loss 0.0033, Accuaracy 93.37%Train Epoch 36 | [576064/732000 (78.70%)] Loss 0.0033, Accuaracy 93.36%Train Epoch 36 | [588864/732000 (80.45%)] Loss 0.0033, Accuaracy 93.36%Train Epoch 36 | [601664/732000 (82.19%)] Loss 0.0033, Accuaracy 93.33%Train Epoch 36 | [614464/732000 (83.94%)] Loss 0.0033, Accuaracy 93.33%Train Epoch 36 | [627264/732000 (85.69%)] Loss 0.0033, Accuaracy 93.32%Train Epoch 36 | [640064/732000 (87.44%)] Loss 0.0033, Accuaracy 93.31%Train Epoch 36 | [652864/732000 (89.19%)] Loss 0.0033, Accuaracy 93.29%Train Epoch 36 | [665664/732000 (90.94%)] Loss 0.0033, Accuaracy 93.27%Train Epoch 36 | [678464/732000 (92.69%)] Loss 0.0033, Accuaracy 93.26%Train Epoch 36 | [691264/732000 (94.43%)] Loss 0.0033, Accuaracy 93.24%Train Epoch 36 | [704064/732000 (96.18%)] Loss 0.0033, Accuaracy 93.23%Train Epoch 36 | [716864/732000 (97.93%)] Loss 0.0033, Accuaracy 93.21%Train Epoch 36 | [729664/732000 (99.68%)] Loss 0.0033, Accuaracy 93.19%Train Epoch 36 | Avarage Loss 0.0034, Average Accuracy 93.19%
Valid Epoch 36 | [32/50000 (0.06%)] Loss 0.0812, Accuaracy 65.62%Valid Epoch 36 | [1632/50000 (3.26%)] Loss 0.0676, Accuaracy 66.85%Valid Epoch 36 | [3232/50000 (6.46%)] Loss 0.0674, Accuaracy 67.08%Valid Epoch 36 | [4832/50000 (9.66%)] Loss 0.0680, Accuaracy 67.20%Valid Epoch 36 | [6432/50000 (12.86%)] Loss 0.0671, Accuaracy 67.24%Valid Epoch 36 | [8032/50000 (16.06%)] Loss 0.0671, Accuaracy 67.13%Valid Epoch 36 | [9632/50000 (19.26%)] Loss 0.0668, Accuaracy 67.01%Valid Epoch 36 | [11232/50000 (22.46%)] Loss 0.0666, Accuaracy 66.99%Valid Epoch 36 | [12832/50000 (25.66%)] Loss 0.0662, Accuaracy 67.00%Valid Epoch 36 | [14432/50000 (28.86%)] Loss 0.0662, Accuaracy 66.91%Valid Epoch 36 | [16032/50000 (32.06%)] Loss 0.0659, Accuaracy 66.90%Valid Epoch 36 | [17632/50000 (35.26%)] Loss 0.0662, Accuaracy 66.94%Valid Epoch 36 | [19232/50000 (38.46%)] Loss 0.0666, Accuaracy 66.89%Valid Epoch 36 | [20832/50000 (41.66%)] Loss 0.0665, Accuaracy 67.01%Valid Epoch 36 | [22432/50000 (44.86%)] Loss 0.0665, Accuaracy 67.07%Valid Epoch 36 | [24032/50000 (48.06%)] Loss 0.0662, Accuaracy 67.24%Valid Epoch 36 | [25632/50000 (51.26%)] Loss 0.0665, Accuaracy 67.15%Valid Epoch 36 | [27232/50000 (54.46%)] Loss 0.0665, Accuaracy 67.09%Valid Epoch 36 | [28832/50000 (57.66%)] Loss 0.0665, Accuaracy 67.03%Valid Epoch 36 | [30432/50000 (60.86%)] Loss 0.0665, Accuaracy 66.97%Valid Epoch 36 | [32032/50000 (64.06%)] Loss 0.0664, Accuaracy 67.03%Valid Epoch 36 | [33632/50000 (67.26%)] Loss 0.0666, Accuaracy 66.98%Valid Epoch 36 | [35232/50000 (70.46%)] Loss 0.0666, Accuaracy 66.95%Valid Epoch 36 | [36832/50000 (73.66%)] Loss 0.0665, Accuaracy 66.98%Valid Epoch 36 | [38432/50000 (76.86%)] Loss 0.0666, Accuaracy 66.99%Valid Epoch 36 | [40032/50000 (80.06%)] Loss 0.0666, Accuaracy 66.97%Valid Epoch 36 | [41632/50000 (83.26%)] Loss 0.0663, Accuaracy 67.05%Valid Epoch 36 | [43232/50000 (86.46%)] Loss 0.0662, Accuaracy 67.06%Valid Epoch 36 | [44832/50000 (89.66%)] Loss 0.0662, Accuaracy 67.14%Valid Epoch 36 | [46432/50000 (92.86%)] Loss 0.0661, Accuaracy 67.11%Valid Epoch 36 | [48032/50000 (96.06%)] Loss 0.0661, Accuaracy 67.10%Valid Epoch 36 | [49632/50000 (99.26%)] Loss 0.0662, Accuaracy 67.07%Valid Epoch 36 | Avarage Loss 0.0663, Average Accuracy 67.05%
Train Epoch 37 | [64/732000 (0.01%)] Loss 0.0021, Accuaracy 96.88%Train Epoch 37 | [12864/732000 (1.76%)] Loss 0.0027, Accuaracy 94.47%Train Epoch 37 | [25664/732000 (3.51%)] Loss 0.0026, Accuaracy 94.67%Train Epoch 37 | [38464/732000 (5.25%)] Loss 0.0026, Accuaracy 94.69%Train Epoch 37 | [51264/732000 (7.00%)] Loss 0.0026, Accuaracy 94.70%Train Epoch 37 | [64064/732000 (8.75%)] Loss 0.0027, Accuaracy 94.67%Train Epoch 37 | [76864/732000 (10.50%)] Loss 0.0027, Accuaracy 94.59%Train Epoch 37 | [89664/732000 (12.25%)] Loss 0.0027, Accuaracy 94.49%Train Epoch 37 | [102464/732000 (14.00%)] Loss 0.0027, Accuaracy 94.45%Train Epoch 37 | [115264/732000 (15.75%)] Loss 0.0028, Accuaracy 94.39%Train Epoch 37 | [128064/732000 (17.50%)] Loss 0.0028, Accuaracy 94.32%Train Epoch 37 | [140864/732000 (19.24%)] Loss 0.0028, Accuaracy 94.29%Train Epoch 37 | [153664/732000 (20.99%)] Loss 0.0028, Accuaracy 94.29%Train Epoch 37 | [166464/732000 (22.74%)] Loss 0.0028, Accuaracy 94.26%Train Epoch 37 | [179264/732000 (24.49%)] Loss 0.0028, Accuaracy 94.23%Train Epoch 37 | [192064/732000 (26.24%)] Loss 0.0029, Accuaracy 94.19%Train Epoch 37 | [204864/732000 (27.99%)] Loss 0.0029, Accuaracy 94.15%Train Epoch 37 | [217664/732000 (29.74%)] Loss 0.0029, Accuaracy 94.11%Train Epoch 37 | [230464/732000 (31.48%)] Loss 0.0029, Accuaracy 94.09%Train Epoch 37 | [243264/732000 (33.23%)] Loss 0.0029, Accuaracy 94.06%Train Epoch 37 | [256064/732000 (34.98%)] Loss 0.0029, Accuaracy 94.06%Train Epoch 37 | [268864/732000 (36.73%)] Loss 0.0029, Accuaracy 94.02%Train Epoch 37 | [281664/732000 (38.48%)] Loss 0.0030, Accuaracy 94.00%Train Epoch 37 | [294464/732000 (40.23%)] Loss 0.0030, Accuaracy 93.97%Train Epoch 37 | [307264/732000 (41.98%)] Loss 0.0030, Accuaracy 93.94%Train Epoch 37 | [320064/732000 (43.72%)] Loss 0.0030, Accuaracy 93.91%Train Epoch 37 | [332864/732000 (45.47%)] Loss 0.0030, Accuaracy 93.88%Train Epoch 37 | [345664/732000 (47.22%)] Loss 0.0030, Accuaracy 93.86%Train Epoch 37 | [358464/732000 (48.97%)] Loss 0.0030, Accuaracy 93.84%Train Epoch 37 | [371264/732000 (50.72%)] Loss 0.0030, Accuaracy 93.82%Train Epoch 37 | [384064/732000 (52.47%)] Loss 0.0030, Accuaracy 93.80%Train Epoch 37 | [396864/732000 (54.22%)] Loss 0.0031, Accuaracy 93.79%Train Epoch 37 | [409664/732000 (55.97%)] Loss 0.0031, Accuaracy 93.77%Train Epoch 37 | [422464/732000 (57.71%)] Loss 0.0031, Accuaracy 93.74%Train Epoch 37 | [435264/732000 (59.46%)] Loss 0.0031, Accuaracy 93.71%Train Epoch 37 | [448064/732000 (61.21%)] Loss 0.0031, Accuaracy 93.70%Train Epoch 37 | [460864/732000 (62.96%)] Loss 0.0031, Accuaracy 93.67%Train Epoch 37 | [473664/732000 (64.71%)] Loss 0.0031, Accuaracy 93.66%Train Epoch 37 | [486464/732000 (66.46%)] Loss 0.0031, Accuaracy 93.65%Train Epoch 37 | [499264/732000 (68.21%)] Loss 0.0031, Accuaracy 93.63%Train Epoch 37 | [512064/732000 (69.95%)] Loss 0.0031, Accuaracy 93.61%Train Epoch 37 | [524864/732000 (71.70%)] Loss 0.0031, Accuaracy 93.60%Train Epoch 37 | [537664/732000 (73.45%)] Loss 0.0031, Accuaracy 93.59%Train Epoch 37 | [550464/732000 (75.20%)] Loss 0.0032, Accuaracy 93.57%Train Epoch 37 | [563264/732000 (76.95%)] Loss 0.0032, Accuaracy 93.56%Train Epoch 37 | [576064/732000 (78.70%)] Loss 0.0032, Accuaracy 93.53%Train Epoch 37 | [588864/732000 (80.45%)] Loss 0.0032, Accuaracy 93.52%Train Epoch 37 | [601664/732000 (82.19%)] Loss 0.0032, Accuaracy 93.51%Train Epoch 37 | [614464/732000 (83.94%)] Loss 0.0032, Accuaracy 93.49%Train Epoch 37 | [627264/732000 (85.69%)] Loss 0.0032, Accuaracy 93.47%Train Epoch 37 | [640064/732000 (87.44%)] Loss 0.0032, Accuaracy 93.46%Train Epoch 37 | [652864/732000 (89.19%)] Loss 0.0032, Accuaracy 93.45%Train Epoch 37 | [665664/732000 (90.94%)] Loss 0.0032, Accuaracy 93.45%Train Epoch 37 | [678464/732000 (92.69%)] Loss 0.0032, Accuaracy 93.44%Train Epoch 37 | [691264/732000 (94.43%)] Loss 0.0032, Accuaracy 93.42%Train Epoch 37 | [704064/732000 (96.18%)] Loss 0.0032, Accuaracy 93.41%Train Epoch 37 | [716864/732000 (97.93%)] Loss 0.0032, Accuaracy 93.40%Train Epoch 37 | [729664/732000 (99.68%)] Loss 0.0032, Accuaracy 93.38%Train Epoch 37 | Avarage Loss 0.0032, Average Accuracy 93.38%
Valid Epoch 37 | [32/50000 (0.06%)] Loss 0.1163, Accuaracy 56.25%Valid Epoch 37 | [1632/50000 (3.26%)] Loss 0.0713, Accuaracy 66.42%Valid Epoch 37 | [3232/50000 (6.46%)] Loss 0.0711, Accuaracy 66.12%Valid Epoch 37 | [4832/50000 (9.66%)] Loss 0.0701, Accuaracy 66.35%Valid Epoch 37 | [6432/50000 (12.86%)] Loss 0.0682, Accuaracy 66.64%Valid Epoch 37 | [8032/50000 (16.06%)] Loss 0.0687, Accuaracy 66.37%Valid Epoch 37 | [9632/50000 (19.26%)] Loss 0.0685, Accuaracy 66.45%Valid Epoch 37 | [11232/50000 (22.46%)] Loss 0.0689, Accuaracy 66.48%Valid Epoch 37 | [12832/50000 (25.66%)] Loss 0.0688, Accuaracy 66.42%Valid Epoch 37 | [14432/50000 (28.86%)] Loss 0.0685, Accuaracy 66.69%Valid Epoch 37 | [16032/50000 (32.06%)] Loss 0.0687, Accuaracy 66.60%Valid Epoch 37 | [17632/50000 (35.26%)] Loss 0.0685, Accuaracy 66.65%Valid Epoch 37 | [19232/50000 (38.46%)] Loss 0.0683, Accuaracy 66.74%Valid Epoch 37 | [20832/50000 (41.66%)] Loss 0.0685, Accuaracy 66.57%Valid Epoch 37 | [22432/50000 (44.86%)] Loss 0.0684, Accuaracy 66.62%Valid Epoch 37 | [24032/50000 (48.06%)] Loss 0.0683, Accuaracy 66.63%Valid Epoch 37 | [25632/50000 (51.26%)] Loss 0.0683, Accuaracy 66.61%Valid Epoch 37 | [27232/50000 (54.46%)] Loss 0.0685, Accuaracy 66.62%Valid Epoch 37 | [28832/50000 (57.66%)] Loss 0.0685, Accuaracy 66.61%Valid Epoch 37 | [30432/50000 (60.86%)] Loss 0.0684, Accuaracy 66.60%Valid Epoch 37 | [32032/50000 (64.06%)] Loss 0.0682, Accuaracy 66.65%Valid Epoch 37 | [33632/50000 (67.26%)] Loss 0.0684, Accuaracy 66.59%Valid Epoch 37 | [35232/50000 (70.46%)] Loss 0.0684, Accuaracy 66.54%Valid Epoch 37 | [36832/50000 (73.66%)] Loss 0.0685, Accuaracy 66.55%Valid Epoch 37 | [38432/50000 (76.86%)] Loss 0.0684, Accuaracy 66.59%Valid Epoch 37 | [40032/50000 (80.06%)] Loss 0.0681, Accuaracy 66.65%Valid Epoch 37 | [41632/50000 (83.26%)] Loss 0.0684, Accuaracy 66.55%Valid Epoch 37 | [43232/50000 (86.46%)] Loss 0.0684, Accuaracy 66.62%Valid Epoch 37 | [44832/50000 (89.66%)] Loss 0.0683, Accuaracy 66.68%Valid Epoch 37 | [46432/50000 (92.86%)] Loss 0.0682, Accuaracy 66.67%Valid Epoch 37 | [48032/50000 (96.06%)] Loss 0.0683, Accuaracy 66.58%Valid Epoch 37 | [49632/50000 (99.26%)] Loss 0.0684, Accuaracy 66.62%Valid Epoch 37 | Avarage Loss 0.0685, Average Accuracy 66.61%
Train Epoch 38 | [64/732000 (0.01%)] Loss 0.0053, Accuaracy 93.75%Train Epoch 38 | [12864/732000 (1.76%)] Loss 0.0027, Accuaracy 94.50%Train Epoch 38 | [25664/732000 (3.51%)] Loss 0.0026, Accuaracy 94.73%Train Epoch 38 | [38464/732000 (5.25%)] Loss 0.0026, Accuaracy 94.81%Train Epoch 38 | [51264/732000 (7.00%)] Loss 0.0025, Accuaracy 94.85%Train Epoch 38 | [64064/732000 (8.75%)] Loss 0.0025, Accuaracy 94.83%Train Epoch 38 | [76864/732000 (10.50%)] Loss 0.0026, Accuaracy 94.79%Train Epoch 38 | [89664/732000 (12.25%)] Loss 0.0026, Accuaracy 94.64%Train Epoch 38 | [102464/732000 (14.00%)] Loss 0.0027, Accuaracy 94.57%Train Epoch 38 | [115264/732000 (15.75%)] Loss 0.0027, Accuaracy 94.45%Train Epoch 38 | [128064/732000 (17.50%)] Loss 0.0028, Accuaracy 94.37%Train Epoch 38 | [140864/732000 (19.24%)] Loss 0.0028, Accuaracy 94.33%Train Epoch 38 | [153664/732000 (20.99%)] Loss 0.0028, Accuaracy 94.31%Train Epoch 38 | [166464/732000 (22.74%)] Loss 0.0028, Accuaracy 94.26%Train Epoch 38 | [179264/732000 (24.49%)] Loss 0.0028, Accuaracy 94.19%Train Epoch 38 | [192064/732000 (26.24%)] Loss 0.0028, Accuaracy 94.17%Train Epoch 38 | [204864/732000 (27.99%)] Loss 0.0029, Accuaracy 94.14%Train Epoch 38 | [217664/732000 (29.74%)] Loss 0.0029, Accuaracy 94.12%Train Epoch 38 | [230464/732000 (31.48%)] Loss 0.0029, Accuaracy 94.11%Train Epoch 38 | [243264/732000 (33.23%)] Loss 0.0029, Accuaracy 94.09%Train Epoch 38 | [256064/732000 (34.98%)] Loss 0.0029, Accuaracy 94.07%Train Epoch 38 | [268864/732000 (36.73%)] Loss 0.0029, Accuaracy 94.07%Train Epoch 38 | [281664/732000 (38.48%)] Loss 0.0029, Accuaracy 94.04%Train Epoch 38 | [294464/732000 (40.23%)] Loss 0.0029, Accuaracy 94.01%Train Epoch 38 | [307264/732000 (41.98%)] Loss 0.0029, Accuaracy 93.99%Train Epoch 38 | [320064/732000 (43.72%)] Loss 0.0029, Accuaracy 93.97%Train Epoch 38 | [332864/732000 (45.47%)] Loss 0.0029, Accuaracy 93.97%Train Epoch 38 | [345664/732000 (47.22%)] Loss 0.0030, Accuaracy 93.93%Train Epoch 38 | [358464/732000 (48.97%)] Loss 0.0030, Accuaracy 93.91%Train Epoch 38 | [371264/732000 (50.72%)] Loss 0.0030, Accuaracy 93.90%Train Epoch 38 | [384064/732000 (52.47%)] Loss 0.0030, Accuaracy 93.89%Train Epoch 38 | [396864/732000 (54.22%)] Loss 0.0030, Accuaracy 93.87%Train Epoch 38 | [409664/732000 (55.97%)] Loss 0.0030, Accuaracy 93.85%Train Epoch 38 | [422464/732000 (57.71%)] Loss 0.0030, Accuaracy 93.84%Train Epoch 38 | [435264/732000 (59.46%)] Loss 0.0030, Accuaracy 93.82%Train Epoch 38 | [448064/732000 (61.21%)] Loss 0.0030, Accuaracy 93.81%Train Epoch 38 | [460864/732000 (62.96%)] Loss 0.0030, Accuaracy 93.79%Train Epoch 38 | [473664/732000 (64.71%)] Loss 0.0030, Accuaracy 93.78%Train Epoch 38 | [486464/732000 (66.46%)] Loss 0.0030, Accuaracy 93.76%Train Epoch 38 | [499264/732000 (68.21%)] Loss 0.0031, Accuaracy 93.74%Train Epoch 38 | [512064/732000 (69.95%)] Loss 0.0031, Accuaracy 93.73%Train Epoch 38 | [524864/732000 (71.70%)] Loss 0.0031, Accuaracy 93.72%Train Epoch 38 | [537664/732000 (73.45%)] Loss 0.0031, Accuaracy 93.71%Train Epoch 38 | [550464/732000 (75.20%)] Loss 0.0031, Accuaracy 93.70%Train Epoch 38 | [563264/732000 (76.95%)] Loss 0.0031, Accuaracy 93.68%Train Epoch 38 | [576064/732000 (78.70%)] Loss 0.0031, Accuaracy 93.66%Train Epoch 38 | [588864/732000 (80.45%)] Loss 0.0031, Accuaracy 93.64%Train Epoch 38 | [601664/732000 (82.19%)] Loss 0.0031, Accuaracy 93.62%Train Epoch 38 | [614464/732000 (83.94%)] Loss 0.0031, Accuaracy 93.61%Train Epoch 38 | [627264/732000 (85.69%)] Loss 0.0031, Accuaracy 93.60%Train Epoch 38 | [640064/732000 (87.44%)] Loss 0.0031, Accuaracy 93.59%Train Epoch 38 | [652864/732000 (89.19%)] Loss 0.0031, Accuaracy 93.58%Train Epoch 38 | [665664/732000 (90.94%)] Loss 0.0031, Accuaracy 93.56%Train Epoch 38 | [678464/732000 (92.69%)] Loss 0.0031, Accuaracy 93.55%Train Epoch 38 | [691264/732000 (94.43%)] Loss 0.0032, Accuaracy 93.54%Train Epoch 38 | [704064/732000 (96.18%)] Loss 0.0032, Accuaracy 93.54%Train Epoch 38 | [716864/732000 (97.93%)] Loss 0.0032, Accuaracy 93.53%Train Epoch 38 | [729664/732000 (99.68%)] Loss 0.0032, Accuaracy 93.51%Train Epoch 38 | Avarage Loss 0.0032, Average Accuracy 93.51%
Valid Epoch 38 | [32/50000 (0.06%)] Loss 0.0905, Accuaracy 62.50%Valid Epoch 38 | [1632/50000 (3.26%)] Loss 0.0669, Accuaracy 66.67%Valid Epoch 38 | [3232/50000 (6.46%)] Loss 0.0665, Accuaracy 66.74%Valid Epoch 38 | [4832/50000 (9.66%)] Loss 0.0667, Accuaracy 67.34%Valid Epoch 38 | [6432/50000 (12.86%)] Loss 0.0664, Accuaracy 67.23%Valid Epoch 38 | [8032/50000 (16.06%)] Loss 0.0666, Accuaracy 67.42%Valid Epoch 38 | [9632/50000 (19.26%)] Loss 0.0664, Accuaracy 67.59%Valid Epoch 38 | [11232/50000 (22.46%)] Loss 0.0672, Accuaracy 67.53%Valid Epoch 38 | [12832/50000 (25.66%)] Loss 0.0682, Accuaracy 67.36%Valid Epoch 38 | [14432/50000 (28.86%)] Loss 0.0685, Accuaracy 67.29%Valid Epoch 38 | [16032/50000 (32.06%)] Loss 0.0677, Accuaracy 67.30%Valid Epoch 38 | [17632/50000 (35.26%)] Loss 0.0680, Accuaracy 67.13%Valid Epoch 38 | [19232/50000 (38.46%)] Loss 0.0685, Accuaracy 66.99%Valid Epoch 38 | [20832/50000 (41.66%)] Loss 0.0686, Accuaracy 66.98%Valid Epoch 38 | [22432/50000 (44.86%)] Loss 0.0687, Accuaracy 67.00%Valid Epoch 38 | [24032/50000 (48.06%)] Loss 0.0687, Accuaracy 66.94%Valid Epoch 38 | [25632/50000 (51.26%)] Loss 0.0688, Accuaracy 66.92%Valid Epoch 38 | [27232/50000 (54.46%)] Loss 0.0686, Accuaracy 67.07%Valid Epoch 38 | [28832/50000 (57.66%)] Loss 0.0688, Accuaracy 67.04%Valid Epoch 38 | [30432/50000 (60.86%)] Loss 0.0687, Accuaracy 67.05%Valid Epoch 38 | [32032/50000 (64.06%)] Loss 0.0689, Accuaracy 67.04%Valid Epoch 38 | [33632/50000 (67.26%)] Loss 0.0691, Accuaracy 67.01%Valid Epoch 38 | [35232/50000 (70.46%)] Loss 0.0686, Accuaracy 67.13%Valid Epoch 38 | [36832/50000 (73.66%)] Loss 0.0685, Accuaracy 67.07%Valid Epoch 38 | [38432/50000 (76.86%)] Loss 0.0684, Accuaracy 67.09%Valid Epoch 38 | [40032/50000 (80.06%)] Loss 0.0686, Accuaracy 67.06%Valid Epoch 38 | [41632/50000 (83.26%)] Loss 0.0686, Accuaracy 67.06%Valid Epoch 38 | [43232/50000 (86.46%)] Loss 0.0685, Accuaracy 67.08%Valid Epoch 38 | [44832/50000 (89.66%)] Loss 0.0686, Accuaracy 67.09%Valid Epoch 38 | [46432/50000 (92.86%)] Loss 0.0688, Accuaracy 67.07%Valid Epoch 38 | [48032/50000 (96.06%)] Loss 0.0688, Accuaracy 67.08%Valid Epoch 38 | [49632/50000 (99.26%)] Loss 0.0688, Accuaracy 67.06%Valid Epoch 38 | Avarage Loss 0.0688, Average Accuracy 67.08%
Train Epoch 39 | [64/732000 (0.01%)] Loss 0.0036, Accuaracy 90.62%Train Epoch 39 | [12864/732000 (1.76%)] Loss 0.0026, Accuaracy 94.38%Train Epoch 39 | [25664/732000 (3.51%)] Loss 0.0025, Accuaracy 94.89%Train Epoch 39 | [38464/732000 (5.25%)] Loss 0.0025, Accuaracy 94.85%Train Epoch 39 | [51264/732000 (7.00%)] Loss 0.0025, Accuaracy 94.79%Train Epoch 39 | [64064/732000 (8.75%)] Loss 0.0025, Accuaracy 94.74%Train Epoch 39 | [76864/732000 (10.50%)] Loss 0.0025, Accuaracy 94.73%Train Epoch 39 | [89664/732000 (12.25%)] Loss 0.0026, Accuaracy 94.68%Train Epoch 39 | [102464/732000 (14.00%)] Loss 0.0026, Accuaracy 94.64%Train Epoch 39 | [115264/732000 (15.75%)] Loss 0.0026, Accuaracy 94.59%Train Epoch 39 | [128064/732000 (17.50%)] Loss 0.0026, Accuaracy 94.58%Train Epoch 39 | [140864/732000 (19.24%)] Loss 0.0027, Accuaracy 94.52%Train Epoch 39 | [153664/732000 (20.99%)] Loss 0.0027, Accuaracy 94.46%Train Epoch 39 | [166464/732000 (22.74%)] Loss 0.0027, Accuaracy 94.42%Train Epoch 39 | [179264/732000 (24.49%)] Loss 0.0027, Accuaracy 94.37%Train Epoch 39 | [192064/732000 (26.24%)] Loss 0.0027, Accuaracy 94.35%Train Epoch 39 | [204864/732000 (27.99%)] Loss 0.0028, Accuaracy 94.31%Train Epoch 39 | [217664/732000 (29.74%)] Loss 0.0028, Accuaracy 94.29%Train Epoch 39 | [230464/732000 (31.48%)] Loss 0.0028, Accuaracy 94.26%Train Epoch 39 | [243264/732000 (33.23%)] Loss 0.0028, Accuaracy 94.22%Train Epoch 39 | [256064/732000 (34.98%)] Loss 0.0028, Accuaracy 94.20%Train Epoch 39 | [268864/732000 (36.73%)] Loss 0.0028, Accuaracy 94.17%Train Epoch 39 | [281664/732000 (38.48%)] Loss 0.0028, Accuaracy 94.14%Train Epoch 39 | [294464/732000 (40.23%)] Loss 0.0028, Accuaracy 94.14%Train Epoch 39 | [307264/732000 (41.98%)] Loss 0.0029, Accuaracy 94.11%Train Epoch 39 | [320064/732000 (43.72%)] Loss 0.0029, Accuaracy 94.09%Train Epoch 39 | [332864/732000 (45.47%)] Loss 0.0029, Accuaracy 94.08%Train Epoch 39 | [345664/732000 (47.22%)] Loss 0.0029, Accuaracy 94.06%Train Epoch 39 | [358464/732000 (48.97%)] Loss 0.0029, Accuaracy 94.06%Train Epoch 39 | [371264/732000 (50.72%)] Loss 0.0029, Accuaracy 94.03%Train Epoch 39 | [384064/732000 (52.47%)] Loss 0.0029, Accuaracy 94.02%Train Epoch 39 | [396864/732000 (54.22%)] Loss 0.0029, Accuaracy 94.01%Train Epoch 39 | [409664/732000 (55.97%)] Loss 0.0029, Accuaracy 93.99%Train Epoch 39 | [422464/732000 (57.71%)] Loss 0.0029, Accuaracy 93.98%Train Epoch 39 | [435264/732000 (59.46%)] Loss 0.0029, Accuaracy 93.96%Train Epoch 39 | [448064/732000 (61.21%)] Loss 0.0029, Accuaracy 93.95%Train Epoch 39 | [460864/732000 (62.96%)] Loss 0.0030, Accuaracy 93.93%Train Epoch 39 | [473664/732000 (64.71%)] Loss 0.0030, Accuaracy 93.92%Train Epoch 39 | [486464/732000 (66.46%)] Loss 0.0030, Accuaracy 93.93%Train Epoch 39 | [499264/732000 (68.21%)] Loss 0.0030, Accuaracy 93.91%Train Epoch 39 | [512064/732000 (69.95%)] Loss 0.0030, Accuaracy 93.89%Train Epoch 39 | [524864/732000 (71.70%)] Loss 0.0030, Accuaracy 93.88%Train Epoch 39 | [537664/732000 (73.45%)] Loss 0.0030, Accuaracy 93.86%Train Epoch 39 | [550464/732000 (75.20%)] Loss 0.0030, Accuaracy 93.84%Train Epoch 39 | [563264/732000 (76.95%)] Loss 0.0030, Accuaracy 93.82%Train Epoch 39 | [576064/732000 (78.70%)] Loss 0.0030, Accuaracy 93.81%Train Epoch 39 | [588864/732000 (80.45%)] Loss 0.0030, Accuaracy 93.79%Train Epoch 39 | [601664/732000 (82.19%)] Loss 0.0030, Accuaracy 93.78%Train Epoch 39 | [614464/732000 (83.94%)] Loss 0.0030, Accuaracy 93.78%Train Epoch 39 | [627264/732000 (85.69%)] Loss 0.0030, Accuaracy 93.76%Train Epoch 39 | [640064/732000 (87.44%)] Loss 0.0030, Accuaracy 93.74%Train Epoch 39 | [652864/732000 (89.19%)] Loss 0.0031, Accuaracy 93.73%Train Epoch 39 | [665664/732000 (90.94%)] Loss 0.0031, Accuaracy 93.73%Train Epoch 39 | [678464/732000 (92.69%)] Loss 0.0031, Accuaracy 93.71%Train Epoch 39 | [691264/732000 (94.43%)] Loss 0.0031, Accuaracy 93.69%Train Epoch 39 | [704064/732000 (96.18%)] Loss 0.0031, Accuaracy 93.69%Train Epoch 39 | [716864/732000 (97.93%)] Loss 0.0031, Accuaracy 93.67%Train Epoch 39 | [729664/732000 (99.68%)] Loss 0.0031, Accuaracy 93.66%Train Epoch 39 | Avarage Loss 0.0031, Average Accuracy 93.65%
Valid Epoch 39 | [32/50000 (0.06%)] Loss 0.0458, Accuaracy 75.00%Valid Epoch 39 | [1632/50000 (3.26%)] Loss 0.0676, Accuaracy 66.85%Valid Epoch 39 | [3232/50000 (6.46%)] Loss 0.0672, Accuaracy 67.08%Valid Epoch 39 | [4832/50000 (9.66%)] Loss 0.0686, Accuaracy 67.24%Valid Epoch 39 | [6432/50000 (12.86%)] Loss 0.0695, Accuaracy 66.99%Valid Epoch 39 | [8032/50000 (16.06%)] Loss 0.0701, Accuaracy 66.87%Valid Epoch 39 | [9632/50000 (19.26%)] Loss 0.0706, Accuaracy 66.84%Valid Epoch 39 | [11232/50000 (22.46%)] Loss 0.0700, Accuaracy 67.00%Valid Epoch 39 | [12832/50000 (25.66%)] Loss 0.0701, Accuaracy 67.06%Valid Epoch 39 | [14432/50000 (28.86%)] Loss 0.0706, Accuaracy 66.91%Valid Epoch 39 | [16032/50000 (32.06%)] Loss 0.0702, Accuaracy 67.07%Valid Epoch 39 | [17632/50000 (35.26%)] Loss 0.0696, Accuaracy 67.08%Valid Epoch 39 | [19232/50000 (38.46%)] Loss 0.0700, Accuaracy 67.05%Valid Epoch 39 | [20832/50000 (41.66%)] Loss 0.0700, Accuaracy 67.00%Valid Epoch 39 | [22432/50000 (44.86%)] Loss 0.0699, Accuaracy 66.89%Valid Epoch 39 | [24032/50000 (48.06%)] Loss 0.0700, Accuaracy 66.86%Valid Epoch 39 | [25632/50000 (51.26%)] Loss 0.0697, Accuaracy 66.87%Valid Epoch 39 | [27232/50000 (54.46%)] Loss 0.0696, Accuaracy 66.80%Valid Epoch 39 | [28832/50000 (57.66%)] Loss 0.0694, Accuaracy 66.85%Valid Epoch 39 | [30432/50000 (60.86%)] Loss 0.0692, Accuaracy 66.93%Valid Epoch 39 | [32032/50000 (64.06%)] Loss 0.0690, Accuaracy 66.89%Valid Epoch 39 | [33632/50000 (67.26%)] Loss 0.0692, Accuaracy 66.89%Valid Epoch 39 | [35232/50000 (70.46%)] Loss 0.0696, Accuaracy 66.84%Valid Epoch 39 | [36832/50000 (73.66%)] Loss 0.0694, Accuaracy 66.83%Valid Epoch 39 | [38432/50000 (76.86%)] Loss 0.0695, Accuaracy 66.84%Valid Epoch 39 | [40032/50000 (80.06%)] Loss 0.0692, Accuaracy 66.91%Valid Epoch 39 | [41632/50000 (83.26%)] Loss 0.0691, Accuaracy 66.91%Valid Epoch 39 | [43232/50000 (86.46%)] Loss 0.0691, Accuaracy 66.90%Valid Epoch 39 | [44832/50000 (89.66%)] Loss 0.0693, Accuaracy 66.82%Valid Epoch 39 | [46432/50000 (92.86%)] Loss 0.0692, Accuaracy 66.82%Valid Epoch 39 | [48032/50000 (96.06%)] Loss 0.0690, Accuaracy 66.79%Valid Epoch 39 | [49632/50000 (99.26%)] Loss 0.0689, Accuaracy 66.79%Valid Epoch 39 | Avarage Loss 0.0689, Average Accuracy 66.78%
Train Epoch 40 | [64/732000 (0.01%)] Loss 0.0022, Accuaracy 93.75%Train Epoch 40 | [12864/732000 (1.76%)] Loss 0.0024, Accuaracy 95.11%Train Epoch 40 | [25664/732000 (3.51%)] Loss 0.0024, Accuaracy 95.14%Train Epoch 40 | [38464/732000 (5.25%)] Loss 0.0024, Accuaracy 95.10%Train Epoch 40 | [51264/732000 (7.00%)] Loss 0.0024, Accuaracy 95.01%Train Epoch 40 | [64064/732000 (8.75%)] Loss 0.0024, Accuaracy 94.98%Train Epoch 40 | [76864/732000 (10.50%)] Loss 0.0025, Accuaracy 94.93%Train Epoch 40 | [89664/732000 (12.25%)] Loss 0.0025, Accuaracy 94.86%Train Epoch 40 | [102464/732000 (14.00%)] Loss 0.0025, Accuaracy 94.79%Train Epoch 40 | [115264/732000 (15.75%)] Loss 0.0025, Accuaracy 94.79%Train Epoch 40 | [128064/732000 (17.50%)] Loss 0.0026, Accuaracy 94.79%Train Epoch 40 | [140864/732000 (19.24%)] Loss 0.0026, Accuaracy 94.74%Train Epoch 40 | [153664/732000 (20.99%)] Loss 0.0026, Accuaracy 94.72%Train Epoch 40 | [166464/732000 (22.74%)] Loss 0.0026, Accuaracy 94.70%Train Epoch 40 | [179264/732000 (24.49%)] Loss 0.0026, Accuaracy 94.67%Train Epoch 40 | [192064/732000 (26.24%)] Loss 0.0026, Accuaracy 94.63%Train Epoch 40 | [204864/732000 (27.99%)] Loss 0.0027, Accuaracy 94.58%Train Epoch 40 | [217664/732000 (29.74%)] Loss 0.0027, Accuaracy 94.55%Train Epoch 40 | [230464/732000 (31.48%)] Loss 0.0027, Accuaracy 94.51%Train Epoch 40 | [243264/732000 (33.23%)] Loss 0.0027, Accuaracy 94.48%Train Epoch 40 | [256064/732000 (34.98%)] Loss 0.0027, Accuaracy 94.44%Train Epoch 40 | [268864/732000 (36.73%)] Loss 0.0027, Accuaracy 94.42%Train Epoch 40 | [281664/732000 (38.48%)] Loss 0.0027, Accuaracy 94.40%Train Epoch 40 | [294464/732000 (40.23%)] Loss 0.0027, Accuaracy 94.39%Train Epoch 40 | [307264/732000 (41.98%)] Loss 0.0027, Accuaracy 94.36%Train Epoch 40 | [320064/732000 (43.72%)] Loss 0.0027, Accuaracy 94.36%Train Epoch 40 | [332864/732000 (45.47%)] Loss 0.0028, Accuaracy 94.34%Train Epoch 40 | [345664/732000 (47.22%)] Loss 0.0028, Accuaracy 94.32%Train Epoch 40 | [358464/732000 (48.97%)] Loss 0.0028, Accuaracy 94.30%Train Epoch 40 | [371264/732000 (50.72%)] Loss 0.0028, Accuaracy 94.29%Train Epoch 40 | [384064/732000 (52.47%)] Loss 0.0028, Accuaracy 94.27%Train Epoch 40 | [396864/732000 (54.22%)] Loss 0.0028, Accuaracy 94.24%Train Epoch 40 | [409664/732000 (55.97%)] Loss 0.0028, Accuaracy 94.23%Train Epoch 40 | [422464/732000 (57.71%)] Loss 0.0028, Accuaracy 94.21%Train Epoch 40 | [435264/732000 (59.46%)] Loss 0.0028, Accuaracy 94.20%Train Epoch 40 | [448064/732000 (61.21%)] Loss 0.0028, Accuaracy 94.18%Train Epoch 40 | [460864/732000 (62.96%)] Loss 0.0028, Accuaracy 94.17%Train Epoch 40 | [473664/732000 (64.71%)] Loss 0.0028, Accuaracy 94.17%Train Epoch 40 | [486464/732000 (66.46%)] Loss 0.0029, Accuaracy 94.14%Train Epoch 40 | [499264/732000 (68.21%)] Loss 0.0029, Accuaracy 94.12%Train Epoch 40 | [512064/732000 (69.95%)] Loss 0.0029, Accuaracy 94.12%Train Epoch 40 | [524864/732000 (71.70%)] Loss 0.0029, Accuaracy 94.12%Train Epoch 40 | [537664/732000 (73.45%)] Loss 0.0029, Accuaracy 94.11%Train Epoch 40 | [550464/732000 (75.20%)] Loss 0.0029, Accuaracy 94.09%Train Epoch 40 | [563264/732000 (76.95%)] Loss 0.0029, Accuaracy 94.07%Train Epoch 40 | [576064/732000 (78.70%)] Loss 0.0029, Accuaracy 94.06%Train Epoch 40 | [588864/732000 (80.45%)] Loss 0.0029, Accuaracy 94.05%Train Epoch 40 | [601664/732000 (82.19%)] Loss 0.0029, Accuaracy 94.03%Train Epoch 40 | [614464/732000 (83.94%)] Loss 0.0029, Accuaracy 94.01%Train Epoch 40 | [627264/732000 (85.69%)] Loss 0.0029, Accuaracy 94.01%Train Epoch 40 | [640064/732000 (87.44%)] Loss 0.0029, Accuaracy 93.99%Train Epoch 40 | [652864/732000 (89.19%)] Loss 0.0029, Accuaracy 93.98%Train Epoch 40 | [665664/732000 (90.94%)] Loss 0.0029, Accuaracy 93.96%Train Epoch 40 | [678464/732000 (92.69%)] Loss 0.0029, Accuaracy 93.96%Train Epoch 40 | [691264/732000 (94.43%)] Loss 0.0029, Accuaracy 93.95%Train Epoch 40 | [704064/732000 (96.18%)] Loss 0.0029, Accuaracy 93.94%Train Epoch 40 | [716864/732000 (97.93%)] Loss 0.0030, Accuaracy 93.93%Train Epoch 40 | [729664/732000 (99.68%)] Loss 0.0030, Accuaracy 93.91%Train Epoch 40 | Avarage Loss 0.0030, Average Accuracy 93.91%
Valid Epoch 40 | [32/50000 (0.06%)] Loss 0.1046, Accuaracy 43.75%Valid Epoch 40 | [1632/50000 (3.26%)] Loss 0.0700, Accuaracy 67.03%Valid Epoch 40 | [3232/50000 (6.46%)] Loss 0.0712, Accuaracy 66.12%Valid Epoch 40 | [4832/50000 (9.66%)] Loss 0.0711, Accuaracy 66.33%Valid Epoch 40 | [6432/50000 (12.86%)] Loss 0.0721, Accuaracy 65.80%Valid Epoch 40 | [8032/50000 (16.06%)] Loss 0.0714, Accuaracy 66.16%Valid Epoch 40 | [9632/50000 (19.26%)] Loss 0.0708, Accuaracy 66.38%Valid Epoch 40 | [11232/50000 (22.46%)] Loss 0.0710, Accuaracy 66.39%Valid Epoch 40 | [12832/50000 (25.66%)] Loss 0.0709, Accuaracy 66.46%Valid Epoch 40 | [14432/50000 (28.86%)] Loss 0.0702, Accuaracy 66.67%Valid Epoch 40 | [16032/50000 (32.06%)] Loss 0.0702, Accuaracy 66.67%Valid Epoch 40 | [17632/50000 (35.26%)] Loss 0.0699, Accuaracy 66.79%Valid Epoch 40 | [19232/50000 (38.46%)] Loss 0.0702, Accuaracy 66.65%Valid Epoch 40 | [20832/50000 (41.66%)] Loss 0.0701, Accuaracy 66.76%Valid Epoch 40 | [22432/50000 (44.86%)] Loss 0.0701, Accuaracy 66.78%Valid Epoch 40 | [24032/50000 (48.06%)] Loss 0.0706, Accuaracy 66.69%Valid Epoch 40 | [25632/50000 (51.26%)] Loss 0.0706, Accuaracy 66.64%Valid Epoch 40 | [27232/50000 (54.46%)] Loss 0.0705, Accuaracy 66.64%Valid Epoch 40 | [28832/50000 (57.66%)] Loss 0.0706, Accuaracy 66.61%Valid Epoch 40 | [30432/50000 (60.86%)] Loss 0.0705, Accuaracy 66.69%Valid Epoch 40 | [32032/50000 (64.06%)] Loss 0.0706, Accuaracy 66.72%Valid Epoch 40 | [33632/50000 (67.26%)] Loss 0.0707, Accuaracy 66.70%Valid Epoch 40 | [35232/50000 (70.46%)] Loss 0.0708, Accuaracy 66.62%Valid Epoch 40 | [36832/50000 (73.66%)] Loss 0.0707, Accuaracy 66.63%Valid Epoch 40 | [38432/50000 (76.86%)] Loss 0.0709, Accuaracy 66.57%Valid Epoch 40 | [40032/50000 (80.06%)] Loss 0.0708, Accuaracy 66.55%Valid Epoch 40 | [41632/50000 (83.26%)] Loss 0.0705, Accuaracy 66.63%Valid Epoch 40 | [43232/50000 (86.46%)] Loss 0.0704, Accuaracy 66.68%Valid Epoch 40 | [44832/50000 (89.66%)] Loss 0.0704, Accuaracy 66.70%Valid Epoch 40 | [46432/50000 (92.86%)] Loss 0.0704, Accuaracy 66.73%Valid Epoch 40 | [48032/50000 (96.06%)] Loss 0.0703, Accuaracy 66.71%Valid Epoch 40 | [49632/50000 (99.26%)] Loss 0.0705, Accuaracy 66.66%Valid Epoch 40 | Avarage Loss 0.0705, Average Accuracy 66.67%
Train Epoch 41 | [64/732000 (0.01%)] Loss 0.0014, Accuaracy 98.44%Train Epoch 41 | [12864/732000 (1.76%)] Loss 0.0025, Accuaracy 95.18%Train Epoch 41 | [25664/732000 (3.51%)] Loss 0.0024, Accuaracy 95.14%Train Epoch 41 | [38464/732000 (5.25%)] Loss 0.0024, Accuaracy 95.23%Train Epoch 41 | [51264/732000 (7.00%)] Loss 0.0024, Accuaracy 95.21%Train Epoch 41 | [64064/732000 (8.75%)] Loss 0.0024, Accuaracy 95.14%Train Epoch 41 | [76864/732000 (10.50%)] Loss 0.0025, Accuaracy 94.99%Train Epoch 41 | [89664/732000 (12.25%)] Loss 0.0025, Accuaracy 94.95%Train Epoch 41 | [102464/732000 (14.00%)] Loss 0.0025, Accuaracy 94.87%Train Epoch 41 | [115264/732000 (15.75%)] Loss 0.0025, Accuaracy 94.83%Train Epoch 41 | [128064/732000 (17.50%)] Loss 0.0025, Accuaracy 94.74%Train Epoch 41 | [140864/732000 (19.24%)] Loss 0.0026, Accuaracy 94.70%Train Epoch 41 | [153664/732000 (20.99%)] Loss 0.0026, Accuaracy 94.67%Train Epoch 41 | [166464/732000 (22.74%)] Loss 0.0026, Accuaracy 94.63%Train Epoch 41 | [179264/732000 (24.49%)] Loss 0.0026, Accuaracy 94.60%Train Epoch 41 | [192064/732000 (26.24%)] Loss 0.0026, Accuaracy 94.59%Train Epoch 41 | [204864/732000 (27.99%)] Loss 0.0026, Accuaracy 94.57%Train Epoch 41 | [217664/732000 (29.74%)] Loss 0.0027, Accuaracy 94.54%Train Epoch 41 | [230464/732000 (31.48%)] Loss 0.0027, Accuaracy 94.52%Train Epoch 41 | [243264/732000 (33.23%)] Loss 0.0027, Accuaracy 94.50%Train Epoch 41 | [256064/732000 (34.98%)] Loss 0.0027, Accuaracy 94.49%Train Epoch 41 | [268864/732000 (36.73%)] Loss 0.0027, Accuaracy 94.47%Train Epoch 41 | [281664/732000 (38.48%)] Loss 0.0027, Accuaracy 94.45%Train Epoch 41 | [294464/732000 (40.23%)] Loss 0.0027, Accuaracy 94.43%Train Epoch 41 | [307264/732000 (41.98%)] Loss 0.0027, Accuaracy 94.41%Train Epoch 41 | [320064/732000 (43.72%)] Loss 0.0027, Accuaracy 94.39%Train Epoch 41 | [332864/732000 (45.47%)] Loss 0.0028, Accuaracy 94.36%Train Epoch 41 | [345664/732000 (47.22%)] Loss 0.0028, Accuaracy 94.35%Train Epoch 41 | [358464/732000 (48.97%)] Loss 0.0028, Accuaracy 94.36%Train Epoch 41 | [371264/732000 (50.72%)] Loss 0.0028, Accuaracy 94.34%Train Epoch 41 | [384064/732000 (52.47%)] Loss 0.0028, Accuaracy 94.33%Train Epoch 41 | [396864/732000 (54.22%)] Loss 0.0028, Accuaracy 94.32%Train Epoch 41 | [409664/732000 (55.97%)] Loss 0.0028, Accuaracy 94.29%Train Epoch 41 | [422464/732000 (57.71%)] Loss 0.0028, Accuaracy 94.27%Train Epoch 41 | [435264/732000 (59.46%)] Loss 0.0028, Accuaracy 94.26%Train Epoch 41 | [448064/732000 (61.21%)] Loss 0.0028, Accuaracy 94.25%Train Epoch 41 | [460864/732000 (62.96%)] Loss 0.0028, Accuaracy 94.24%Train Epoch 41 | [473664/732000 (64.71%)] Loss 0.0028, Accuaracy 94.23%Train Epoch 41 | [486464/732000 (66.46%)] Loss 0.0028, Accuaracy 94.21%Train Epoch 41 | [499264/732000 (68.21%)] Loss 0.0028, Accuaracy 94.21%Train Epoch 41 | [512064/732000 (69.95%)] Loss 0.0028, Accuaracy 94.20%Train Epoch 41 | [524864/732000 (71.70%)] Loss 0.0028, Accuaracy 94.20%Train Epoch 41 | [537664/732000 (73.45%)] Loss 0.0028, Accuaracy 94.19%Train Epoch 41 | [550464/732000 (75.20%)] Loss 0.0028, Accuaracy 94.18%Train Epoch 41 | [563264/732000 (76.95%)] Loss 0.0028, Accuaracy 94.18%Train Epoch 41 | [576064/732000 (78.70%)] Loss 0.0029, Accuaracy 94.17%Train Epoch 41 | [588864/732000 (80.45%)] Loss 0.0029, Accuaracy 94.16%Train Epoch 41 | [601664/732000 (82.19%)] Loss 0.0029, Accuaracy 94.15%Train Epoch 41 | [614464/732000 (83.94%)] Loss 0.0029, Accuaracy 94.13%Train Epoch 41 | [627264/732000 (85.69%)] Loss 0.0029, Accuaracy 94.12%Train Epoch 41 | [640064/732000 (87.44%)] Loss 0.0029, Accuaracy 94.11%Train Epoch 41 | [652864/732000 (89.19%)] Loss 0.0029, Accuaracy 94.10%Train Epoch 41 | [665664/732000 (90.94%)] Loss 0.0029, Accuaracy 94.10%Train Epoch 41 | [678464/732000 (92.69%)] Loss 0.0029, Accuaracy 94.09%Train Epoch 41 | [691264/732000 (94.43%)] Loss 0.0029, Accuaracy 94.08%Train Epoch 41 | [704064/732000 (96.18%)] Loss 0.0029, Accuaracy 94.07%Train Epoch 41 | [716864/732000 (97.93%)] Loss 0.0029, Accuaracy 94.05%Train Epoch 41 | [729664/732000 (99.68%)] Loss 0.0029, Accuaracy 94.04%Train Epoch 41 | Avarage Loss 0.0029, Average Accuracy 94.04%
Valid Epoch 41 | [32/50000 (0.06%)] Loss 0.1061, Accuaracy 53.12%Valid Epoch 41 | [1632/50000 (3.26%)] Loss 0.0715, Accuaracy 65.87%Valid Epoch 41 | [3232/50000 (6.46%)] Loss 0.0702, Accuaracy 66.52%Valid Epoch 41 | [4832/50000 (9.66%)] Loss 0.0704, Accuaracy 66.64%Valid Epoch 41 | [6432/50000 (12.86%)] Loss 0.0707, Accuaracy 66.42%Valid Epoch 41 | [8032/50000 (16.06%)] Loss 0.0709, Accuaracy 66.35%Valid Epoch 41 | [9632/50000 (19.26%)] Loss 0.0714, Accuaracy 66.39%Valid Epoch 41 | [11232/50000 (22.46%)] Loss 0.0715, Accuaracy 66.39%Valid Epoch 41 | [12832/50000 (25.66%)] Loss 0.0721, Accuaracy 66.30%Valid Epoch 41 | [14432/50000 (28.86%)] Loss 0.0721, Accuaracy 66.38%Valid Epoch 41 | [16032/50000 (32.06%)] Loss 0.0724, Accuaracy 66.22%Valid Epoch 41 | [17632/50000 (35.26%)] Loss 0.0725, Accuaracy 66.27%Valid Epoch 41 | [19232/50000 (38.46%)] Loss 0.0725, Accuaracy 66.21%Valid Epoch 41 | [20832/50000 (41.66%)] Loss 0.0726, Accuaracy 66.22%Valid Epoch 41 | [22432/50000 (44.86%)] Loss 0.0723, Accuaracy 66.31%Valid Epoch 41 | [24032/50000 (48.06%)] Loss 0.0720, Accuaracy 66.43%Valid Epoch 41 | [25632/50000 (51.26%)] Loss 0.0716, Accuaracy 66.55%Valid Epoch 41 | [27232/50000 (54.46%)] Loss 0.0717, Accuaracy 66.55%Valid Epoch 41 | [28832/50000 (57.66%)] Loss 0.0713, Accuaracy 66.59%Valid Epoch 41 | [30432/50000 (60.86%)] Loss 0.0712, Accuaracy 66.53%Valid Epoch 41 | [32032/50000 (64.06%)] Loss 0.0712, Accuaracy 66.54%Valid Epoch 41 | [33632/50000 (67.26%)] Loss 0.0712, Accuaracy 66.56%Valid Epoch 41 | [35232/50000 (70.46%)] Loss 0.0711, Accuaracy 66.56%Valid Epoch 41 | [36832/50000 (73.66%)] Loss 0.0709, Accuaracy 66.60%Valid Epoch 41 | [38432/50000 (76.86%)] Loss 0.0712, Accuaracy 66.64%Valid Epoch 41 | [40032/50000 (80.06%)] Loss 0.0712, Accuaracy 66.60%Valid Epoch 41 | [41632/50000 (83.26%)] Loss 0.0710, Accuaracy 66.65%Valid Epoch 41 | [43232/50000 (86.46%)] Loss 0.0709, Accuaracy 66.63%Valid Epoch 41 | [44832/50000 (89.66%)] Loss 0.0708, Accuaracy 66.65%Valid Epoch 41 | [46432/50000 (92.86%)] Loss 0.0707, Accuaracy 66.68%Valid Epoch 41 | [48032/50000 (96.06%)] Loss 0.0707, Accuaracy 66.70%Valid Epoch 41 | [49632/50000 (99.26%)] Loss 0.0707, Accuaracy 66.64%Valid Epoch 41 | Avarage Loss 0.0707, Average Accuracy 66.66%
Train Epoch 42 | [64/732000 (0.01%)] Loss 0.0033, Accuaracy 93.75%Train Epoch 42 | [12864/732000 (1.76%)] Loss 0.0022, Accuaracy 95.34%Train Epoch 42 | [25664/732000 (3.51%)] Loss 0.0022, Accuaracy 95.42%Train Epoch 42 | [38464/732000 (5.25%)] Loss 0.0022, Accuaracy 95.28%Train Epoch 42 | [51264/732000 (7.00%)] Loss 0.0023, Accuaracy 95.29%Train Epoch 42 | [64064/732000 (8.75%)] Loss 0.0023, Accuaracy 95.26%Train Epoch 42 | [76864/732000 (10.50%)] Loss 0.0024, Accuaracy 95.15%Train Epoch 42 | [89664/732000 (12.25%)] Loss 0.0024, Accuaracy 95.12%Train Epoch 42 | [102464/732000 (14.00%)] Loss 0.0025, Accuaracy 95.01%Train Epoch 42 | [115264/732000 (15.75%)] Loss 0.0025, Accuaracy 94.97%Train Epoch 42 | [128064/732000 (17.50%)] Loss 0.0025, Accuaracy 94.98%Train Epoch 42 | [140864/732000 (19.24%)] Loss 0.0025, Accuaracy 94.97%Train Epoch 42 | [153664/732000 (20.99%)] Loss 0.0025, Accuaracy 94.94%Train Epoch 42 | [166464/732000 (22.74%)] Loss 0.0025, Accuaracy 94.92%Train Epoch 42 | [179264/732000 (24.49%)] Loss 0.0025, Accuaracy 94.88%Train Epoch 42 | [192064/732000 (26.24%)] Loss 0.0025, Accuaracy 94.86%Train Epoch 42 | [204864/732000 (27.99%)] Loss 0.0026, Accuaracy 94.84%Train Epoch 42 | [217664/732000 (29.74%)] Loss 0.0026, Accuaracy 94.79%Train Epoch 42 | [230464/732000 (31.48%)] Loss 0.0026, Accuaracy 94.79%Train Epoch 42 | [243264/732000 (33.23%)] Loss 0.0026, Accuaracy 94.77%Train Epoch 42 | [256064/732000 (34.98%)] Loss 0.0026, Accuaracy 94.74%Train Epoch 42 | [268864/732000 (36.73%)] Loss 0.0026, Accuaracy 94.71%Train Epoch 42 | [281664/732000 (38.48%)] Loss 0.0026, Accuaracy 94.70%Train Epoch 42 | [294464/732000 (40.23%)] Loss 0.0026, Accuaracy 94.68%Train Epoch 42 | [307264/732000 (41.98%)] Loss 0.0026, Accuaracy 94.66%Train Epoch 42 | [320064/732000 (43.72%)] Loss 0.0026, Accuaracy 94.66%Train Epoch 42 | [332864/732000 (45.47%)] Loss 0.0026, Accuaracy 94.65%Train Epoch 42 | [345664/732000 (47.22%)] Loss 0.0026, Accuaracy 94.63%Train Epoch 42 | [358464/732000 (48.97%)] Loss 0.0027, Accuaracy 94.61%Train Epoch 42 | [371264/732000 (50.72%)] Loss 0.0027, Accuaracy 94.57%Train Epoch 42 | [384064/732000 (52.47%)] Loss 0.0027, Accuaracy 94.55%Train Epoch 42 | [396864/732000 (54.22%)] Loss 0.0027, Accuaracy 94.52%Train Epoch 42 | [409664/732000 (55.97%)] Loss 0.0027, Accuaracy 94.51%Train Epoch 42 | [422464/732000 (57.71%)] Loss 0.0027, Accuaracy 94.49%Train Epoch 42 | [435264/732000 (59.46%)] Loss 0.0027, Accuaracy 94.49%Train Epoch 42 | [448064/732000 (61.21%)] Loss 0.0027, Accuaracy 94.46%Train Epoch 42 | [460864/732000 (62.96%)] Loss 0.0027, Accuaracy 94.45%Train Epoch 42 | [473664/732000 (64.71%)] Loss 0.0027, Accuaracy 94.44%Train Epoch 42 | [486464/732000 (66.46%)] Loss 0.0027, Accuaracy 94.42%Train Epoch 42 | [499264/732000 (68.21%)] Loss 0.0027, Accuaracy 94.40%Train Epoch 42 | [512064/732000 (69.95%)] Loss 0.0028, Accuaracy 94.39%Train Epoch 42 | [524864/732000 (71.70%)] Loss 0.0028, Accuaracy 94.37%Train Epoch 42 | [537664/732000 (73.45%)] Loss 0.0028, Accuaracy 94.34%Train Epoch 42 | [550464/732000 (75.20%)] Loss 0.0028, Accuaracy 94.33%Train Epoch 42 | [563264/732000 (76.95%)] Loss 0.0028, Accuaracy 94.32%Train Epoch 42 | [576064/732000 (78.70%)] Loss 0.0028, Accuaracy 94.30%Train Epoch 42 | [588864/732000 (80.45%)] Loss 0.0028, Accuaracy 94.28%Train Epoch 42 | [601664/732000 (82.19%)] Loss 0.0028, Accuaracy 94.28%Train Epoch 42 | [614464/732000 (83.94%)] Loss 0.0028, Accuaracy 94.26%Train Epoch 42 | [627264/732000 (85.69%)] Loss 0.0028, Accuaracy 94.25%Train Epoch 42 | [640064/732000 (87.44%)] Loss 0.0028, Accuaracy 94.23%Train Epoch 42 | [652864/732000 (89.19%)] Loss 0.0028, Accuaracy 94.23%Train Epoch 42 | [665664/732000 (90.94%)] Loss 0.0028, Accuaracy 94.20%Train Epoch 42 | [678464/732000 (92.69%)] Loss 0.0028, Accuaracy 94.19%Train Epoch 42 | [691264/732000 (94.43%)] Loss 0.0029, Accuaracy 94.18%Train Epoch 42 | [704064/732000 (96.18%)] Loss 0.0029, Accuaracy 94.16%Train Epoch 42 | [716864/732000 (97.93%)] Loss 0.0029, Accuaracy 94.15%Train Epoch 42 | [729664/732000 (99.68%)] Loss 0.0029, Accuaracy 94.15%Train Epoch 42 | Avarage Loss 0.0029, Average Accuracy 94.15%
Valid Epoch 42 | [32/50000 (0.06%)] Loss 0.0874, Accuaracy 56.25%Valid Epoch 42 | [1632/50000 (3.26%)] Loss 0.0769, Accuaracy 65.69%Valid Epoch 42 | [3232/50000 (6.46%)] Loss 0.0748, Accuaracy 66.58%Valid Epoch 42 | [4832/50000 (9.66%)] Loss 0.0754, Accuaracy 66.37%Valid Epoch 42 | [6432/50000 (12.86%)] Loss 0.0742, Accuaracy 66.43%Valid Epoch 42 | [8032/50000 (16.06%)] Loss 0.0743, Accuaracy 66.37%Valid Epoch 42 | [9632/50000 (19.26%)] Loss 0.0739, Accuaracy 66.61%Valid Epoch 42 | [11232/50000 (22.46%)] Loss 0.0745, Accuaracy 66.25%Valid Epoch 42 | [12832/50000 (25.66%)] Loss 0.0739, Accuaracy 66.36%Valid Epoch 42 | [14432/50000 (28.86%)] Loss 0.0737, Accuaracy 66.43%Valid Epoch 42 | [16032/50000 (32.06%)] Loss 0.0735, Accuaracy 66.48%Valid Epoch 42 | [17632/50000 (35.26%)] Loss 0.0735, Accuaracy 66.39%Valid Epoch 42 | [19232/50000 (38.46%)] Loss 0.0736, Accuaracy 66.42%Valid Epoch 42 | [20832/50000 (41.66%)] Loss 0.0736, Accuaracy 66.27%Valid Epoch 42 | [22432/50000 (44.86%)] Loss 0.0733, Accuaracy 66.36%Valid Epoch 42 | [24032/50000 (48.06%)] Loss 0.0734, Accuaracy 66.33%Valid Epoch 42 | [25632/50000 (51.26%)] Loss 0.0735, Accuaracy 66.32%Valid Epoch 42 | [27232/50000 (54.46%)] Loss 0.0731, Accuaracy 66.47%Valid Epoch 42 | [28832/50000 (57.66%)] Loss 0.0728, Accuaracy 66.56%Valid Epoch 42 | [30432/50000 (60.86%)] Loss 0.0727, Accuaracy 66.68%Valid Epoch 42 | [32032/50000 (64.06%)] Loss 0.0727, Accuaracy 66.67%Valid Epoch 42 | [33632/50000 (67.26%)] Loss 0.0726, Accuaracy 66.71%Valid Epoch 42 | [35232/50000 (70.46%)] Loss 0.0725, Accuaracy 66.70%Valid Epoch 42 | [36832/50000 (73.66%)] Loss 0.0722, Accuaracy 66.79%Valid Epoch 42 | [38432/50000 (76.86%)] Loss 0.0722, Accuaracy 66.81%Valid Epoch 42 | [40032/50000 (80.06%)] Loss 0.0721, Accuaracy 66.92%Valid Epoch 42 | [41632/50000 (83.26%)] Loss 0.0719, Accuaracy 66.91%Valid Epoch 42 | [43232/50000 (86.46%)] Loss 0.0719, Accuaracy 66.89%Valid Epoch 42 | [44832/50000 (89.66%)] Loss 0.0719, Accuaracy 66.88%Valid Epoch 42 | [46432/50000 (92.86%)] Loss 0.0718, Accuaracy 66.91%Valid Epoch 42 | [48032/50000 (96.06%)] Loss 0.0717, Accuaracy 66.93%Valid Epoch 42 | [49632/50000 (99.26%)] Loss 0.0717, Accuaracy 66.94%Valid Epoch 42 | Avarage Loss 0.0718, Average Accuracy 66.95%
Train Epoch 43 | [64/732000 (0.01%)] Loss 0.0021, Accuaracy 95.31%Train Epoch 43 | [12864/732000 (1.76%)] Loss 0.0022, Accuaracy 95.48%Train Epoch 43 | [25664/732000 (3.51%)] Loss 0.0022, Accuaracy 95.62%Train Epoch 43 | [38464/732000 (5.25%)] Loss 0.0022, Accuaracy 95.57%Train Epoch 43 | [51264/732000 (7.00%)] Loss 0.0023, Accuaracy 95.43%Train Epoch 43 | [64064/732000 (8.75%)] Loss 0.0023, Accuaracy 95.35%Train Epoch 43 | [76864/732000 (10.50%)] Loss 0.0023, Accuaracy 95.36%Train Epoch 43 | [89664/732000 (12.25%)] Loss 0.0023, Accuaracy 95.33%Train Epoch 43 | [102464/732000 (14.00%)] Loss 0.0023, Accuaracy 95.32%Train Epoch 43 | [115264/732000 (15.75%)] Loss 0.0023, Accuaracy 95.30%Train Epoch 43 | [128064/732000 (17.50%)] Loss 0.0023, Accuaracy 95.29%Train Epoch 43 | [140864/732000 (19.24%)] Loss 0.0024, Accuaracy 95.24%Train Epoch 43 | [153664/732000 (20.99%)] Loss 0.0024, Accuaracy 95.19%Train Epoch 43 | [166464/732000 (22.74%)] Loss 0.0024, Accuaracy 95.14%Train Epoch 43 | [179264/732000 (24.49%)] Loss 0.0024, Accuaracy 95.11%Train Epoch 43 | [192064/732000 (26.24%)] Loss 0.0024, Accuaracy 95.09%Train Epoch 43 | [204864/732000 (27.99%)] Loss 0.0024, Accuaracy 95.06%Train Epoch 43 | [217664/732000 (29.74%)] Loss 0.0025, Accuaracy 95.02%Train Epoch 43 | [230464/732000 (31.48%)] Loss 0.0025, Accuaracy 94.97%Train Epoch 43 | [243264/732000 (33.23%)] Loss 0.0025, Accuaracy 94.96%Train Epoch 43 | [256064/732000 (34.98%)] Loss 0.0025, Accuaracy 94.93%Train Epoch 43 | [268864/732000 (36.73%)] Loss 0.0025, Accuaracy 94.89%Train Epoch 43 | [281664/732000 (38.48%)] Loss 0.0025, Accuaracy 94.88%Train Epoch 43 | [294464/732000 (40.23%)] Loss 0.0025, Accuaracy 94.86%Train Epoch 43 | [307264/732000 (41.98%)] Loss 0.0025, Accuaracy 94.84%Train Epoch 43 | [320064/732000 (43.72%)] Loss 0.0025, Accuaracy 94.82%Train Epoch 43 | [332864/732000 (45.47%)] Loss 0.0026, Accuaracy 94.78%Train Epoch 43 | [345664/732000 (47.22%)] Loss 0.0026, Accuaracy 94.78%Train Epoch 43 | [358464/732000 (48.97%)] Loss 0.0026, Accuaracy 94.75%Train Epoch 43 | [371264/732000 (50.72%)] Loss 0.0026, Accuaracy 94.72%Train Epoch 43 | [384064/732000 (52.47%)] Loss 0.0026, Accuaracy 94.71%Train Epoch 43 | [396864/732000 (54.22%)] Loss 0.0026, Accuaracy 94.69%Train Epoch 43 | [409664/732000 (55.97%)] Loss 0.0026, Accuaracy 94.68%Train Epoch 43 | [422464/732000 (57.71%)] Loss 0.0026, Accuaracy 94.67%Train Epoch 43 | [435264/732000 (59.46%)] Loss 0.0026, Accuaracy 94.66%Train Epoch 43 | [448064/732000 (61.21%)] Loss 0.0026, Accuaracy 94.65%Train Epoch 43 | [460864/732000 (62.96%)] Loss 0.0026, Accuaracy 94.64%Train Epoch 43 | [473664/732000 (64.71%)] Loss 0.0026, Accuaracy 94.62%Train Epoch 43 | [486464/732000 (66.46%)] Loss 0.0027, Accuaracy 94.60%Train Epoch 43 | [499264/732000 (68.21%)] Loss 0.0027, Accuaracy 94.59%Train Epoch 43 | [512064/732000 (69.95%)] Loss 0.0027, Accuaracy 94.58%Train Epoch 43 | [524864/732000 (71.70%)] Loss 0.0027, Accuaracy 94.57%Train Epoch 43 | [537664/732000 (73.45%)] Loss 0.0027, Accuaracy 94.55%Train Epoch 43 | [550464/732000 (75.20%)] Loss 0.0027, Accuaracy 94.54%Train Epoch 43 | [563264/732000 (76.95%)] Loss 0.0027, Accuaracy 94.53%Train Epoch 43 | [576064/732000 (78.70%)] Loss 0.0027, Accuaracy 94.51%Train Epoch 43 | [588864/732000 (80.45%)] Loss 0.0027, Accuaracy 94.50%Train Epoch 43 | [601664/732000 (82.19%)] Loss 0.0027, Accuaracy 94.49%Train Epoch 43 | [614464/732000 (83.94%)] Loss 0.0027, Accuaracy 94.49%Train Epoch 43 | [627264/732000 (85.69%)] Loss 0.0027, Accuaracy 94.48%Train Epoch 43 | [640064/732000 (87.44%)] Loss 0.0027, Accuaracy 94.46%Train Epoch 43 | [652864/732000 (89.19%)] Loss 0.0027, Accuaracy 94.45%Train Epoch 43 | [665664/732000 (90.94%)] Loss 0.0027, Accuaracy 94.45%Train Epoch 43 | [678464/732000 (92.69%)] Loss 0.0027, Accuaracy 94.44%Train Epoch 43 | [691264/732000 (94.43%)] Loss 0.0027, Accuaracy 94.42%Train Epoch 43 | [704064/732000 (96.18%)] Loss 0.0027, Accuaracy 94.41%Train Epoch 43 | [716864/732000 (97.93%)] Loss 0.0028, Accuaracy 94.39%Train Epoch 43 | [729664/732000 (99.68%)] Loss 0.0028, Accuaracy 94.38%Train Epoch 43 | Avarage Loss 0.0028, Average Accuracy 94.38%
Valid Epoch 43 | [32/50000 (0.06%)] Loss 0.0635, Accuaracy 68.75%Valid Epoch 43 | [1632/50000 (3.26%)] Loss 0.0768, Accuaracy 66.79%Valid Epoch 43 | [3232/50000 (6.46%)] Loss 0.0719, Accuaracy 67.91%Valid Epoch 43 | [4832/50000 (9.66%)] Loss 0.0730, Accuaracy 67.47%Valid Epoch 43 | [6432/50000 (12.86%)] Loss 0.0723, Accuaracy 67.34%Valid Epoch 43 | [8032/50000 (16.06%)] Loss 0.0731, Accuaracy 67.11%Valid Epoch 43 | [9632/50000 (19.26%)] Loss 0.0735, Accuaracy 67.14%Valid Epoch 43 | [11232/50000 (22.46%)] Loss 0.0738, Accuaracy 66.96%Valid Epoch 43 | [12832/50000 (25.66%)] Loss 0.0745, Accuaracy 66.75%Valid Epoch 43 | [14432/50000 (28.86%)] Loss 0.0742, Accuaracy 66.73%Valid Epoch 43 | [16032/50000 (32.06%)] Loss 0.0740, Accuaracy 66.77%Valid Epoch 43 | [17632/50000 (35.26%)] Loss 0.0747, Accuaracy 66.62%Valid Epoch 43 | [19232/50000 (38.46%)] Loss 0.0740, Accuaracy 66.81%Valid Epoch 43 | [20832/50000 (41.66%)] Loss 0.0743, Accuaracy 66.75%Valid Epoch 43 | [22432/50000 (44.86%)] Loss 0.0745, Accuaracy 66.62%Valid Epoch 43 | [24032/50000 (48.06%)] Loss 0.0746, Accuaracy 66.52%Valid Epoch 43 | [25632/50000 (51.26%)] Loss 0.0746, Accuaracy 66.63%Valid Epoch 43 | [27232/50000 (54.46%)] Loss 0.0746, Accuaracy 66.56%Valid Epoch 43 | [28832/50000 (57.66%)] Loss 0.0745, Accuaracy 66.54%Valid Epoch 43 | [30432/50000 (60.86%)] Loss 0.0742, Accuaracy 66.55%Valid Epoch 43 | [32032/50000 (64.06%)] Loss 0.0739, Accuaracy 66.62%Valid Epoch 43 | [33632/50000 (67.26%)] Loss 0.0737, Accuaracy 66.61%Valid Epoch 43 | [35232/50000 (70.46%)] Loss 0.0741, Accuaracy 66.51%Valid Epoch 43 | [36832/50000 (73.66%)] Loss 0.0741, Accuaracy 66.49%Valid Epoch 43 | [38432/50000 (76.86%)] Loss 0.0740, Accuaracy 66.52%Valid Epoch 43 | [40032/50000 (80.06%)] Loss 0.0738, Accuaracy 66.61%Valid Epoch 43 | [41632/50000 (83.26%)] Loss 0.0739, Accuaracy 66.55%Valid Epoch 43 | [43232/50000 (86.46%)] Loss 0.0739, Accuaracy 66.54%Valid Epoch 43 | [44832/50000 (89.66%)] Loss 0.0739, Accuaracy 66.46%Valid Epoch 43 | [46432/50000 (92.86%)] Loss 0.0741, Accuaracy 66.37%Valid Epoch 43 | [48032/50000 (96.06%)] Loss 0.0739, Accuaracy 66.46%Valid Epoch 43 | [49632/50000 (99.26%)] Loss 0.0736, Accuaracy 66.57%Valid Epoch 43 | Avarage Loss 0.0737, Average Accuracy 66.57%
Train Epoch 44 | [64/732000 (0.01%)] Loss 0.0009, Accuaracy 98.44%Train Epoch 44 | [12864/732000 (1.76%)] Loss 0.0023, Accuaracy 95.34%Train Epoch 44 | [25664/732000 (3.51%)] Loss 0.0023, Accuaracy 95.37%Train Epoch 44 | [38464/732000 (5.25%)] Loss 0.0023, Accuaracy 95.38%Train Epoch 44 | [51264/732000 (7.00%)] Loss 0.0023, Accuaracy 95.37%Train Epoch 44 | [64064/732000 (8.75%)] Loss 0.0023, Accuaracy 95.37%Train Epoch 44 | [76864/732000 (10.50%)] Loss 0.0023, Accuaracy 95.29%Train Epoch 44 | [89664/732000 (12.25%)] Loss 0.0024, Accuaracy 95.20%Train Epoch 44 | [102464/732000 (14.00%)] Loss 0.0024, Accuaracy 95.19%Train Epoch 44 | [115264/732000 (15.75%)] Loss 0.0024, Accuaracy 95.20%Train Epoch 44 | [128064/732000 (17.50%)] Loss 0.0024, Accuaracy 95.13%Train Epoch 44 | [140864/732000 (19.24%)] Loss 0.0024, Accuaracy 95.07%Train Epoch 44 | [153664/732000 (20.99%)] Loss 0.0024, Accuaracy 95.09%Train Epoch 44 | [166464/732000 (22.74%)] Loss 0.0024, Accuaracy 95.06%Train Epoch 44 | [179264/732000 (24.49%)] Loss 0.0024, Accuaracy 95.05%Train Epoch 44 | [192064/732000 (26.24%)] Loss 0.0024, Accuaracy 95.00%Train Epoch 44 | [204864/732000 (27.99%)] Loss 0.0025, Accuaracy 94.99%Train Epoch 44 | [217664/732000 (29.74%)] Loss 0.0025, Accuaracy 94.98%Train Epoch 44 | [230464/732000 (31.48%)] Loss 0.0025, Accuaracy 94.96%Train Epoch 44 | [243264/732000 (33.23%)] Loss 0.0025, Accuaracy 94.94%Train Epoch 44 | [256064/732000 (34.98%)] Loss 0.0025, Accuaracy 94.93%Train Epoch 44 | [268864/732000 (36.73%)] Loss 0.0025, Accuaracy 94.90%Train Epoch 44 | [281664/732000 (38.48%)] Loss 0.0025, Accuaracy 94.91%Train Epoch 44 | [294464/732000 (40.23%)] Loss 0.0025, Accuaracy 94.88%Train Epoch 44 | [307264/732000 (41.98%)] Loss 0.0025, Accuaracy 94.84%Train Epoch 44 | [320064/732000 (43.72%)] Loss 0.0025, Accuaracy 94.82%Train Epoch 44 | [332864/732000 (45.47%)] Loss 0.0025, Accuaracy 94.81%Train Epoch 44 | [345664/732000 (47.22%)] Loss 0.0025, Accuaracy 94.80%Train Epoch 44 | [358464/732000 (48.97%)] Loss 0.0025, Accuaracy 94.80%Train Epoch 44 | [371264/732000 (50.72%)] Loss 0.0025, Accuaracy 94.78%Train Epoch 44 | [384064/732000 (52.47%)] Loss 0.0025, Accuaracy 94.77%Train Epoch 44 | [396864/732000 (54.22%)] Loss 0.0025, Accuaracy 94.76%Train Epoch 44 | [409664/732000 (55.97%)] Loss 0.0026, Accuaracy 94.74%Train Epoch 44 | [422464/732000 (57.71%)] Loss 0.0026, Accuaracy 94.73%Train Epoch 44 | [435264/732000 (59.46%)] Loss 0.0026, Accuaracy 94.71%Train Epoch 44 | [448064/732000 (61.21%)] Loss 0.0026, Accuaracy 94.70%Train Epoch 44 | [460864/732000 (62.96%)] Loss 0.0026, Accuaracy 94.68%Train Epoch 44 | [473664/732000 (64.71%)] Loss 0.0026, Accuaracy 94.68%Train Epoch 44 | [486464/732000 (66.46%)] Loss 0.0026, Accuaracy 94.68%Train Epoch 44 | [499264/732000 (68.21%)] Loss 0.0026, Accuaracy 94.65%Train Epoch 44 | [512064/732000 (69.95%)] Loss 0.0026, Accuaracy 94.64%Train Epoch 44 | [524864/732000 (71.70%)] Loss 0.0026, Accuaracy 94.62%Train Epoch 44 | [537664/732000 (73.45%)] Loss 0.0026, Accuaracy 94.61%Train Epoch 44 | [550464/732000 (75.20%)] Loss 0.0026, Accuaracy 94.59%Train Epoch 44 | [563264/732000 (76.95%)] Loss 0.0026, Accuaracy 94.59%Train Epoch 44 | [576064/732000 (78.70%)] Loss 0.0026, Accuaracy 94.58%Train Epoch 44 | [588864/732000 (80.45%)] Loss 0.0026, Accuaracy 94.57%Train Epoch 44 | [601664/732000 (82.19%)] Loss 0.0027, Accuaracy 94.56%Train Epoch 44 | [614464/732000 (83.94%)] Loss 0.0027, Accuaracy 94.53%Train Epoch 44 | [627264/732000 (85.69%)] Loss 0.0027, Accuaracy 94.53%Train Epoch 44 | [640064/732000 (87.44%)] Loss 0.0027, Accuaracy 94.51%Train Epoch 44 | [652864/732000 (89.19%)] Loss 0.0027, Accuaracy 94.50%Train Epoch 44 | [665664/732000 (90.94%)] Loss 0.0027, Accuaracy 94.48%Train Epoch 44 | [678464/732000 (92.69%)] Loss 0.0027, Accuaracy 94.47%Train Epoch 44 | [691264/732000 (94.43%)] Loss 0.0027, Accuaracy 94.46%Train Epoch 44 | [704064/732000 (96.18%)] Loss 0.0027, Accuaracy 94.46%Train Epoch 44 | [716864/732000 (97.93%)] Loss 0.0027, Accuaracy 94.45%Train Epoch 44 | [729664/732000 (99.68%)] Loss 0.0027, Accuaracy 94.43%Train Epoch 44 | Avarage Loss 0.0027, Average Accuracy 94.43%
Valid Epoch 44 | [32/50000 (0.06%)] Loss 0.0866, Accuaracy 46.88%Valid Epoch 44 | [1632/50000 (3.26%)] Loss 0.0755, Accuaracy 65.20%Valid Epoch 44 | [3232/50000 (6.46%)] Loss 0.0730, Accuaracy 66.55%Valid Epoch 44 | [4832/50000 (9.66%)] Loss 0.0755, Accuaracy 65.81%Valid Epoch 44 | [6432/50000 (12.86%)] Loss 0.0729, Accuaracy 66.57%Valid Epoch 44 | [8032/50000 (16.06%)] Loss 0.0725, Accuaracy 66.62%Valid Epoch 44 | [9632/50000 (19.26%)] Loss 0.0728, Accuaracy 66.74%Valid Epoch 44 | [11232/50000 (22.46%)] Loss 0.0737, Accuaracy 66.58%Valid Epoch 44 | [12832/50000 (25.66%)] Loss 0.0735, Accuaracy 66.58%Valid Epoch 44 | [14432/50000 (28.86%)] Loss 0.0739, Accuaracy 66.47%Valid Epoch 44 | [16032/50000 (32.06%)] Loss 0.0738, Accuaracy 66.52%Valid Epoch 44 | [17632/50000 (35.26%)] Loss 0.0735, Accuaracy 66.73%Valid Epoch 44 | [19232/50000 (38.46%)] Loss 0.0734, Accuaracy 66.79%Valid Epoch 44 | [20832/50000 (41.66%)] Loss 0.0731, Accuaracy 66.95%Valid Epoch 44 | [22432/50000 (44.86%)] Loss 0.0729, Accuaracy 67.01%Valid Epoch 44 | [24032/50000 (48.06%)] Loss 0.0724, Accuaracy 67.21%Valid Epoch 44 | [25632/50000 (51.26%)] Loss 0.0725, Accuaracy 67.24%Valid Epoch 44 | [27232/50000 (54.46%)] Loss 0.0730, Accuaracy 67.13%Valid Epoch 44 | [28832/50000 (57.66%)] Loss 0.0728, Accuaracy 67.12%Valid Epoch 44 | [30432/50000 (60.86%)] Loss 0.0727, Accuaracy 67.04%Valid Epoch 44 | [32032/50000 (64.06%)] Loss 0.0726, Accuaracy 67.07%Valid Epoch 44 | [33632/50000 (67.26%)] Loss 0.0729, Accuaracy 66.97%Valid Epoch 44 | [35232/50000 (70.46%)] Loss 0.0727, Accuaracy 66.96%Valid Epoch 44 | [36832/50000 (73.66%)] Loss 0.0725, Accuaracy 67.00%Valid Epoch 44 | [38432/50000 (76.86%)] Loss 0.0722, Accuaracy 67.08%Valid Epoch 44 | [40032/50000 (80.06%)] Loss 0.0723, Accuaracy 67.07%Valid Epoch 44 | [41632/50000 (83.26%)] Loss 0.0724, Accuaracy 67.04%Valid Epoch 44 | [43232/50000 (86.46%)] Loss 0.0725, Accuaracy 66.97%Valid Epoch 44 | [44832/50000 (89.66%)] Loss 0.0725, Accuaracy 66.97%Valid Epoch 44 | [46432/50000 (92.86%)] Loss 0.0726, Accuaracy 66.93%Valid Epoch 44 | [48032/50000 (96.06%)] Loss 0.0727, Accuaracy 66.85%Valid Epoch 44 | [49632/50000 (99.26%)] Loss 0.0729, Accuaracy 66.78%Valid Epoch 44 | Avarage Loss 0.0730, Average Accuracy 66.77%
Train Epoch 45 | [64/732000 (0.01%)] Loss 0.0010, Accuaracy 96.88%Train Epoch 45 | [12864/732000 (1.76%)] Loss 0.0020, Accuaracy 95.90%Train Epoch 45 | [25664/732000 (3.51%)] Loss 0.0021, Accuaracy 95.87%Train Epoch 45 | [38464/732000 (5.25%)] Loss 0.0022, Accuaracy 95.73%Train Epoch 45 | [51264/732000 (7.00%)] Loss 0.0022, Accuaracy 95.63%Train Epoch 45 | [64064/732000 (8.75%)] Loss 0.0022, Accuaracy 95.60%Train Epoch 45 | [76864/732000 (10.50%)] Loss 0.0022, Accuaracy 95.59%Train Epoch 45 | [89664/732000 (12.25%)] Loss 0.0022, Accuaracy 95.52%Train Epoch 45 | [102464/732000 (14.00%)] Loss 0.0022, Accuaracy 95.40%Train Epoch 45 | [115264/732000 (15.75%)] Loss 0.0023, Accuaracy 95.38%Train Epoch 45 | [128064/732000 (17.50%)] Loss 0.0023, Accuaracy 95.34%Train Epoch 45 | [140864/732000 (19.24%)] Loss 0.0023, Accuaracy 95.32%Train Epoch 45 | [153664/732000 (20.99%)] Loss 0.0023, Accuaracy 95.31%Train Epoch 45 | [166464/732000 (22.74%)] Loss 0.0023, Accuaracy 95.28%Train Epoch 45 | [179264/732000 (24.49%)] Loss 0.0023, Accuaracy 95.25%Train Epoch 45 | [192064/732000 (26.24%)] Loss 0.0024, Accuaracy 95.20%Train Epoch 45 | [204864/732000 (27.99%)] Loss 0.0024, Accuaracy 95.16%Train Epoch 45 | [217664/732000 (29.74%)] Loss 0.0024, Accuaracy 95.13%Train Epoch 45 | [230464/732000 (31.48%)] Loss 0.0024, Accuaracy 95.12%Train Epoch 45 | [243264/732000 (33.23%)] Loss 0.0024, Accuaracy 95.09%Train Epoch 45 | [256064/732000 (34.98%)] Loss 0.0024, Accuaracy 95.08%Train Epoch 45 | [268864/732000 (36.73%)] Loss 0.0024, Accuaracy 95.04%Train Epoch 45 | [281664/732000 (38.48%)] Loss 0.0024, Accuaracy 95.04%Train Epoch 45 | [294464/732000 (40.23%)] Loss 0.0024, Accuaracy 95.02%Train Epoch 45 | [307264/732000 (41.98%)] Loss 0.0024, Accuaracy 95.00%Train Epoch 45 | [320064/732000 (43.72%)] Loss 0.0025, Accuaracy 94.99%Train Epoch 45 | [332864/732000 (45.47%)] Loss 0.0025, Accuaracy 94.98%Train Epoch 45 | [345664/732000 (47.22%)] Loss 0.0025, Accuaracy 94.95%Train Epoch 45 | [358464/732000 (48.97%)] Loss 0.0025, Accuaracy 94.94%Train Epoch 45 | [371264/732000 (50.72%)] Loss 0.0025, Accuaracy 94.93%Train Epoch 45 | [384064/732000 (52.47%)] Loss 0.0025, Accuaracy 94.91%Train Epoch 45 | [396864/732000 (54.22%)] Loss 0.0025, Accuaracy 94.90%Train Epoch 45 | [409664/732000 (55.97%)] Loss 0.0025, Accuaracy 94.87%Train Epoch 45 | [422464/732000 (57.71%)] Loss 0.0025, Accuaracy 94.85%Train Epoch 45 | [435264/732000 (59.46%)] Loss 0.0025, Accuaracy 94.84%Train Epoch 45 | [448064/732000 (61.21%)] Loss 0.0025, Accuaracy 94.84%Train Epoch 45 | [460864/732000 (62.96%)] Loss 0.0025, Accuaracy 94.82%Train Epoch 45 | [473664/732000 (64.71%)] Loss 0.0025, Accuaracy 94.82%Train Epoch 45 | [486464/732000 (66.46%)] Loss 0.0025, Accuaracy 94.80%Train Epoch 45 | [499264/732000 (68.21%)] Loss 0.0026, Accuaracy 94.78%Train Epoch 45 | [512064/732000 (69.95%)] Loss 0.0026, Accuaracy 94.77%Train Epoch 45 | [524864/732000 (71.70%)] Loss 0.0026, Accuaracy 94.75%Train Epoch 45 | [537664/732000 (73.45%)] Loss 0.0026, Accuaracy 94.73%Train Epoch 45 | [550464/732000 (75.20%)] Loss 0.0026, Accuaracy 94.72%Train Epoch 45 | [563264/732000 (76.95%)] Loss 0.0026, Accuaracy 94.71%Train Epoch 45 | [576064/732000 (78.70%)] Loss 0.0026, Accuaracy 94.71%Train Epoch 45 | [588864/732000 (80.45%)] Loss 0.0026, Accuaracy 94.70%Train Epoch 45 | [601664/732000 (82.19%)] Loss 0.0026, Accuaracy 94.68%Train Epoch 45 | [614464/732000 (83.94%)] Loss 0.0026, Accuaracy 94.67%Train Epoch 45 | [627264/732000 (85.69%)] Loss 0.0026, Accuaracy 94.67%Train Epoch 45 | [640064/732000 (87.44%)] Loss 0.0026, Accuaracy 94.66%Train Epoch 45 | [652864/732000 (89.19%)] Loss 0.0026, Accuaracy 94.65%Train Epoch 45 | [665664/732000 (90.94%)] Loss 0.0026, Accuaracy 94.65%Train Epoch 45 | [678464/732000 (92.69%)] Loss 0.0026, Accuaracy 94.64%Train Epoch 45 | [691264/732000 (94.43%)] Loss 0.0026, Accuaracy 94.62%Train Epoch 45 | [704064/732000 (96.18%)] Loss 0.0026, Accuaracy 94.61%Train Epoch 45 | [716864/732000 (97.93%)] Loss 0.0026, Accuaracy 94.60%Train Epoch 45 | [729664/732000 (99.68%)] Loss 0.0026, Accuaracy 94.59%Train Epoch 45 | Avarage Loss 0.0026, Average Accuracy 94.59%
Valid Epoch 45 | [32/50000 (0.06%)] Loss 0.0651, Accuaracy 65.62%Valid Epoch 45 | [1632/50000 (3.26%)] Loss 0.0733, Accuaracy 66.73%Valid Epoch 45 | [3232/50000 (6.46%)] Loss 0.0738, Accuaracy 66.62%Valid Epoch 45 | [4832/50000 (9.66%)] Loss 0.0762, Accuaracy 66.10%Valid Epoch 45 | [6432/50000 (12.86%)] Loss 0.0750, Accuaracy 66.01%Valid Epoch 45 | [8032/50000 (16.06%)] Loss 0.0737, Accuaracy 66.36%Valid Epoch 45 | [9632/50000 (19.26%)] Loss 0.0741, Accuaracy 66.10%Valid Epoch 45 | [11232/50000 (22.46%)] Loss 0.0743, Accuaracy 66.16%Valid Epoch 45 | [12832/50000 (25.66%)] Loss 0.0743, Accuaracy 66.12%Valid Epoch 45 | [14432/50000 (28.86%)] Loss 0.0739, Accuaracy 66.34%Valid Epoch 45 | [16032/50000 (32.06%)] Loss 0.0739, Accuaracy 66.35%Valid Epoch 45 | [17632/50000 (35.26%)] Loss 0.0740, Accuaracy 66.55%Valid Epoch 45 | [19232/50000 (38.46%)] Loss 0.0741, Accuaracy 66.47%Valid Epoch 45 | [20832/50000 (41.66%)] Loss 0.0741, Accuaracy 66.45%Valid Epoch 45 | [22432/50000 (44.86%)] Loss 0.0740, Accuaracy 66.42%Valid Epoch 45 | [24032/50000 (48.06%)] Loss 0.0735, Accuaracy 66.52%Valid Epoch 45 | [25632/50000 (51.26%)] Loss 0.0733, Accuaracy 66.57%Valid Epoch 45 | [27232/50000 (54.46%)] Loss 0.0732, Accuaracy 66.56%Valid Epoch 45 | [28832/50000 (57.66%)] Loss 0.0732, Accuaracy 66.51%Valid Epoch 45 | [30432/50000 (60.86%)] Loss 0.0730, Accuaracy 66.59%Valid Epoch 45 | [32032/50000 (64.06%)] Loss 0.0729, Accuaracy 66.59%Valid Epoch 45 | [33632/50000 (67.26%)] Loss 0.0728, Accuaracy 66.63%Valid Epoch 45 | [35232/50000 (70.46%)] Loss 0.0727, Accuaracy 66.66%Valid Epoch 45 | [36832/50000 (73.66%)] Loss 0.0727, Accuaracy 66.73%Valid Epoch 45 | [38432/50000 (76.86%)] Loss 0.0727, Accuaracy 66.67%Valid Epoch 45 | [40032/50000 (80.06%)] Loss 0.0728, Accuaracy 66.68%Valid Epoch 45 | [41632/50000 (83.26%)] Loss 0.0728, Accuaracy 66.68%Valid Epoch 45 | [43232/50000 (86.46%)] Loss 0.0727, Accuaracy 66.69%Valid Epoch 45 | [44832/50000 (89.66%)] Loss 0.0726, Accuaracy 66.78%Valid Epoch 45 | [46432/50000 (92.86%)] Loss 0.0728, Accuaracy 66.77%Valid Epoch 45 | [48032/50000 (96.06%)] Loss 0.0727, Accuaracy 66.77%Valid Epoch 45 | [49632/50000 (99.26%)] Loss 0.0728, Accuaracy 66.75%Valid Epoch 45 | Avarage Loss 0.0727, Average Accuracy 66.75%
Train Epoch 46 | [64/732000 (0.01%)] Loss 0.0031, Accuaracy 96.88%Train Epoch 46 | [12864/732000 (1.76%)] Loss 0.0020, Accuaracy 95.93%Train Epoch 46 | [25664/732000 (3.51%)] Loss 0.0020, Accuaracy 95.85%Train Epoch 46 | [38464/732000 (5.25%)] Loss 0.0020, Accuaracy 95.82%Train Epoch 46 | [51264/732000 (7.00%)] Loss 0.0021, Accuaracy 95.77%Train Epoch 46 | [64064/732000 (8.75%)] Loss 0.0021, Accuaracy 95.66%Train Epoch 46 | [76864/732000 (10.50%)] Loss 0.0021, Accuaracy 95.65%Train Epoch 46 | [89664/732000 (12.25%)] Loss 0.0021, Accuaracy 95.68%Train Epoch 46 | [102464/732000 (14.00%)] Loss 0.0022, Accuaracy 95.62%Train Epoch 46 | [115264/732000 (15.75%)] Loss 0.0022, Accuaracy 95.57%Train Epoch 46 | [128064/732000 (17.50%)] Loss 0.0022, Accuaracy 95.52%Train Epoch 46 | [140864/732000 (19.24%)] Loss 0.0022, Accuaracy 95.51%Train Epoch 46 | [153664/732000 (20.99%)] Loss 0.0022, Accuaracy 95.48%Train Epoch 46 | [166464/732000 (22.74%)] Loss 0.0022, Accuaracy 95.45%Train Epoch 46 | [179264/732000 (24.49%)] Loss 0.0022, Accuaracy 95.41%Train Epoch 46 | [192064/732000 (26.24%)] Loss 0.0023, Accuaracy 95.37%Train Epoch 46 | [204864/732000 (27.99%)] Loss 0.0023, Accuaracy 95.35%Train Epoch 46 | [217664/732000 (29.74%)] Loss 0.0023, Accuaracy 95.32%Train Epoch 46 | [230464/732000 (31.48%)] Loss 0.0023, Accuaracy 95.30%Train Epoch 46 | [243264/732000 (33.23%)] Loss 0.0023, Accuaracy 95.28%Train Epoch 46 | [256064/732000 (34.98%)] Loss 0.0023, Accuaracy 95.23%Train Epoch 46 | [268864/732000 (36.73%)] Loss 0.0024, Accuaracy 95.20%Train Epoch 46 | [281664/732000 (38.48%)] Loss 0.0024, Accuaracy 95.17%Train Epoch 46 | [294464/732000 (40.23%)] Loss 0.0024, Accuaracy 95.15%Train Epoch 46 | [307264/732000 (41.98%)] Loss 0.0024, Accuaracy 95.11%Train Epoch 46 | [320064/732000 (43.72%)] Loss 0.0024, Accuaracy 95.08%Train Epoch 46 | [332864/732000 (45.47%)] Loss 0.0024, Accuaracy 95.07%Train Epoch 46 | [345664/732000 (47.22%)] Loss 0.0024, Accuaracy 95.07%Train Epoch 46 | [358464/732000 (48.97%)] Loss 0.0024, Accuaracy 95.07%Train Epoch 46 | [371264/732000 (50.72%)] Loss 0.0024, Accuaracy 95.04%Train Epoch 46 | [384064/732000 (52.47%)] Loss 0.0024, Accuaracy 95.04%Train Epoch 46 | [396864/732000 (54.22%)] Loss 0.0024, Accuaracy 95.03%Train Epoch 46 | [409664/732000 (55.97%)] Loss 0.0024, Accuaracy 95.02%Train Epoch 46 | [422464/732000 (57.71%)] Loss 0.0024, Accuaracy 95.01%Train Epoch 46 | [435264/732000 (59.46%)] Loss 0.0025, Accuaracy 95.00%Train Epoch 46 | [448064/732000 (61.21%)] Loss 0.0025, Accuaracy 94.98%Train Epoch 46 | [460864/732000 (62.96%)] Loss 0.0025, Accuaracy 94.97%Train Epoch 46 | [473664/732000 (64.71%)] Loss 0.0025, Accuaracy 94.95%Train Epoch 46 | [486464/732000 (66.46%)] Loss 0.0025, Accuaracy 94.93%Train Epoch 46 | [499264/732000 (68.21%)] Loss 0.0025, Accuaracy 94.91%Train Epoch 46 | [512064/732000 (69.95%)] Loss 0.0025, Accuaracy 94.90%Train Epoch 46 | [524864/732000 (71.70%)] Loss 0.0025, Accuaracy 94.90%Train Epoch 46 | [537664/732000 (73.45%)] Loss 0.0025, Accuaracy 94.88%Train Epoch 46 | [550464/732000 (75.20%)] Loss 0.0025, Accuaracy 94.87%Train Epoch 46 | [563264/732000 (76.95%)] Loss 0.0025, Accuaracy 94.86%Train Epoch 46 | [576064/732000 (78.70%)] Loss 0.0025, Accuaracy 94.84%Train Epoch 46 | [588864/732000 (80.45%)] Loss 0.0025, Accuaracy 94.83%Train Epoch 46 | [601664/732000 (82.19%)] Loss 0.0025, Accuaracy 94.81%Train Epoch 46 | [614464/732000 (83.94%)] Loss 0.0025, Accuaracy 94.80%Train Epoch 46 | [627264/732000 (85.69%)] Loss 0.0025, Accuaracy 94.79%Train Epoch 46 | [640064/732000 (87.44%)] Loss 0.0026, Accuaracy 94.79%Train Epoch 46 | [652864/732000 (89.19%)] Loss 0.0026, Accuaracy 94.78%Train Epoch 46 | [665664/732000 (90.94%)] Loss 0.0026, Accuaracy 94.77%Train Epoch 46 | [678464/732000 (92.69%)] Loss 0.0026, Accuaracy 94.76%Train Epoch 46 | [691264/732000 (94.43%)] Loss 0.0026, Accuaracy 94.75%Train Epoch 46 | [704064/732000 (96.18%)] Loss 0.0026, Accuaracy 94.74%Train Epoch 46 | [716864/732000 (97.93%)] Loss 0.0026, Accuaracy 94.73%Train Epoch 46 | [729664/732000 (99.68%)] Loss 0.0026, Accuaracy 94.73%Train Epoch 46 | Avarage Loss 0.0026, Average Accuracy 94.72%
Valid Epoch 46 | [32/50000 (0.06%)] Loss 0.0672, Accuaracy 65.62%Valid Epoch 46 | [1632/50000 (3.26%)] Loss 0.0733, Accuaracy 66.48%Valid Epoch 46 | [3232/50000 (6.46%)] Loss 0.0721, Accuaracy 67.54%Valid Epoch 46 | [4832/50000 (9.66%)] Loss 0.0722, Accuaracy 67.43%Valid Epoch 46 | [6432/50000 (12.86%)] Loss 0.0724, Accuaracy 67.88%Valid Epoch 46 | [8032/50000 (16.06%)] Loss 0.0731, Accuaracy 67.24%Valid Epoch 46 | [9632/50000 (19.26%)] Loss 0.0728, Accuaracy 67.14%Valid Epoch 46 | [11232/50000 (22.46%)] Loss 0.0735, Accuaracy 67.12%Valid Epoch 46 | [12832/50000 (25.66%)] Loss 0.0734, Accuaracy 67.07%Valid Epoch 46 | [14432/50000 (28.86%)] Loss 0.0743, Accuaracy 66.78%Valid Epoch 46 | [16032/50000 (32.06%)] Loss 0.0735, Accuaracy 66.91%Valid Epoch 46 | [17632/50000 (35.26%)] Loss 0.0734, Accuaracy 66.91%Valid Epoch 46 | [19232/50000 (38.46%)] Loss 0.0736, Accuaracy 66.81%Valid Epoch 46 | [20832/50000 (41.66%)] Loss 0.0742, Accuaracy 66.64%Valid Epoch 46 | [22432/50000 (44.86%)] Loss 0.0747, Accuaracy 66.55%Valid Epoch 46 | [24032/50000 (48.06%)] Loss 0.0744, Accuaracy 66.67%Valid Epoch 46 | [25632/50000 (51.26%)] Loss 0.0746, Accuaracy 66.65%Valid Epoch 46 | [27232/50000 (54.46%)] Loss 0.0745, Accuaracy 66.69%Valid Epoch 46 | [28832/50000 (57.66%)] Loss 0.0746, Accuaracy 66.67%Valid Epoch 46 | [30432/50000 (60.86%)] Loss 0.0744, Accuaracy 66.69%Valid Epoch 46 | [32032/50000 (64.06%)] Loss 0.0743, Accuaracy 66.75%Valid Epoch 46 | [33632/50000 (67.26%)] Loss 0.0742, Accuaracy 66.80%Valid Epoch 46 | [35232/50000 (70.46%)] Loss 0.0741, Accuaracy 66.85%Valid Epoch 46 | [36832/50000 (73.66%)] Loss 0.0740, Accuaracy 66.87%Valid Epoch 46 | [38432/50000 (76.86%)] Loss 0.0738, Accuaracy 66.96%Valid Epoch 46 | [40032/50000 (80.06%)] Loss 0.0739, Accuaracy 66.91%Valid Epoch 46 | [41632/50000 (83.26%)] Loss 0.0737, Accuaracy 66.92%Valid Epoch 46 | [43232/50000 (86.46%)] Loss 0.0738, Accuaracy 66.92%Valid Epoch 46 | [44832/50000 (89.66%)] Loss 0.0736, Accuaracy 66.93%Valid Epoch 46 | [46432/50000 (92.86%)] Loss 0.0738, Accuaracy 66.86%Valid Epoch 46 | [48032/50000 (96.06%)] Loss 0.0741, Accuaracy 66.78%Valid Epoch 46 | [49632/50000 (99.26%)] Loss 0.0739, Accuaracy 66.88%Valid Epoch 46 | Avarage Loss 0.0738, Average Accuracy 66.90%
Train Epoch 47 | [64/732000 (0.01%)] Loss 0.0019, Accuaracy 96.88%Train Epoch 47 | [12864/732000 (1.76%)] Loss 0.0021, Accuaracy 95.87%Train Epoch 47 | [25664/732000 (3.51%)] Loss 0.0020, Accuaracy 95.96%Train Epoch 47 | [38464/732000 (5.25%)] Loss 0.0021, Accuaracy 95.83%Train Epoch 47 | [51264/732000 (7.00%)] Loss 0.0021, Accuaracy 95.73%Train Epoch 47 | [64064/732000 (8.75%)] Loss 0.0021, Accuaracy 95.69%Train Epoch 47 | [76864/732000 (10.50%)] Loss 0.0021, Accuaracy 95.61%Train Epoch 47 | [89664/732000 (12.25%)] Loss 0.0021, Accuaracy 95.65%Train Epoch 47 | [102464/732000 (14.00%)] Loss 0.0022, Accuaracy 95.58%Train Epoch 47 | [115264/732000 (15.75%)] Loss 0.0022, Accuaracy 95.50%Train Epoch 47 | [128064/732000 (17.50%)] Loss 0.0022, Accuaracy 95.48%Train Epoch 47 | [140864/732000 (19.24%)] Loss 0.0022, Accuaracy 95.46%Train Epoch 47 | [153664/732000 (20.99%)] Loss 0.0022, Accuaracy 95.44%Train Epoch 47 | [166464/732000 (22.74%)] Loss 0.0022, Accuaracy 95.44%Train Epoch 47 | [179264/732000 (24.49%)] Loss 0.0022, Accuaracy 95.44%Train Epoch 47 | [192064/732000 (26.24%)] Loss 0.0022, Accuaracy 95.41%Train Epoch 47 | [204864/732000 (27.99%)] Loss 0.0022, Accuaracy 95.40%Train Epoch 47 | [217664/732000 (29.74%)] Loss 0.0023, Accuaracy 95.35%Train Epoch 47 | [230464/732000 (31.48%)] Loss 0.0023, Accuaracy 95.33%Train Epoch 47 | [243264/732000 (33.23%)] Loss 0.0023, Accuaracy 95.32%Train Epoch 47 | [256064/732000 (34.98%)] Loss 0.0023, Accuaracy 95.30%Train Epoch 47 | [268864/732000 (36.73%)] Loss 0.0023, Accuaracy 95.29%Train Epoch 47 | [281664/732000 (38.48%)] Loss 0.0023, Accuaracy 95.26%Train Epoch 47 | [294464/732000 (40.23%)] Loss 0.0023, Accuaracy 95.26%Train Epoch 47 | [307264/732000 (41.98%)] Loss 0.0023, Accuaracy 95.22%Train Epoch 47 | [320064/732000 (43.72%)] Loss 0.0024, Accuaracy 95.21%Train Epoch 47 | [332864/732000 (45.47%)] Loss 0.0024, Accuaracy 95.19%Train Epoch 47 | [345664/732000 (47.22%)] Loss 0.0024, Accuaracy 95.18%Train Epoch 47 | [358464/732000 (48.97%)] Loss 0.0024, Accuaracy 95.18%Train Epoch 47 | [371264/732000 (50.72%)] Loss 0.0024, Accuaracy 95.16%Train Epoch 47 | [384064/732000 (52.47%)] Loss 0.0024, Accuaracy 95.15%Train Epoch 47 | [396864/732000 (54.22%)] Loss 0.0024, Accuaracy 95.15%Train Epoch 47 | [409664/732000 (55.97%)] Loss 0.0024, Accuaracy 95.14%Train Epoch 47 | [422464/732000 (57.71%)] Loss 0.0024, Accuaracy 95.13%Train Epoch 47 | [435264/732000 (59.46%)] Loss 0.0024, Accuaracy 95.10%Train Epoch 47 | [448064/732000 (61.21%)] Loss 0.0024, Accuaracy 95.09%Train Epoch 47 | [460864/732000 (62.96%)] Loss 0.0024, Accuaracy 95.07%Train Epoch 47 | [473664/732000 (64.71%)] Loss 0.0024, Accuaracy 95.05%Train Epoch 47 | [486464/732000 (66.46%)] Loss 0.0024, Accuaracy 95.03%Train Epoch 47 | [499264/732000 (68.21%)] Loss 0.0024, Accuaracy 95.02%Train Epoch 47 | [512064/732000 (69.95%)] Loss 0.0024, Accuaracy 95.01%Train Epoch 47 | [524864/732000 (71.70%)] Loss 0.0025, Accuaracy 95.00%Train Epoch 47 | [537664/732000 (73.45%)] Loss 0.0025, Accuaracy 94.99%Train Epoch 47 | [550464/732000 (75.20%)] Loss 0.0025, Accuaracy 94.98%Train Epoch 47 | [563264/732000 (76.95%)] Loss 0.0025, Accuaracy 94.98%Train Epoch 47 | [576064/732000 (78.70%)] Loss 0.0025, Accuaracy 94.97%Train Epoch 47 | [588864/732000 (80.45%)] Loss 0.0025, Accuaracy 94.95%Train Epoch 47 | [601664/732000 (82.19%)] Loss 0.0025, Accuaracy 94.94%Train Epoch 47 | [614464/732000 (83.94%)] Loss 0.0025, Accuaracy 94.94%Train Epoch 47 | [627264/732000 (85.69%)] Loss 0.0025, Accuaracy 94.94%Train Epoch 47 | [640064/732000 (87.44%)] Loss 0.0025, Accuaracy 94.93%Train Epoch 47 | [652864/732000 (89.19%)] Loss 0.0025, Accuaracy 94.92%Train Epoch 47 | [665664/732000 (90.94%)] Loss 0.0025, Accuaracy 94.90%Train Epoch 47 | [678464/732000 (92.69%)] Loss 0.0025, Accuaracy 94.89%Train Epoch 47 | [691264/732000 (94.43%)] Loss 0.0025, Accuaracy 94.88%Train Epoch 47 | [704064/732000 (96.18%)] Loss 0.0025, Accuaracy 94.87%Train Epoch 47 | [716864/732000 (97.93%)] Loss 0.0025, Accuaracy 94.86%Train Epoch 47 | [729664/732000 (99.68%)] Loss 0.0025, Accuaracy 94.85%Train Epoch 47 | Avarage Loss 0.0025, Average Accuracy 94.85%
Valid Epoch 47 | [32/50000 (0.06%)] Loss 0.0166, Accuaracy 84.38%Valid Epoch 47 | [1632/50000 (3.26%)] Loss 0.0713, Accuaracy 67.65%Valid Epoch 47 | [3232/50000 (6.46%)] Loss 0.0701, Accuaracy 68.35%Valid Epoch 47 | [4832/50000 (9.66%)] Loss 0.0733, Accuaracy 67.88%Valid Epoch 47 | [6432/50000 (12.86%)] Loss 0.0738, Accuaracy 67.83%Valid Epoch 47 | [8032/50000 (16.06%)] Loss 0.0742, Accuaracy 67.57%Valid Epoch 47 | [9632/50000 (19.26%)] Loss 0.0737, Accuaracy 67.92%Valid Epoch 47 | [11232/50000 (22.46%)] Loss 0.0744, Accuaracy 67.33%Valid Epoch 47 | [12832/50000 (25.66%)] Loss 0.0753, Accuaracy 67.21%Valid Epoch 47 | [14432/50000 (28.86%)] Loss 0.0752, Accuaracy 67.11%Valid Epoch 47 | [16032/50000 (32.06%)] Loss 0.0751, Accuaracy 67.05%Valid Epoch 47 | [17632/50000 (35.26%)] Loss 0.0758, Accuaracy 66.73%Valid Epoch 47 | [19232/50000 (38.46%)] Loss 0.0758, Accuaracy 66.56%Valid Epoch 47 | [20832/50000 (41.66%)] Loss 0.0754, Accuaracy 66.73%Valid Epoch 47 | [22432/50000 (44.86%)] Loss 0.0751, Accuaracy 66.79%Valid Epoch 47 | [24032/50000 (48.06%)] Loss 0.0751, Accuaracy 66.79%Valid Epoch 47 | [25632/50000 (51.26%)] Loss 0.0756, Accuaracy 66.74%Valid Epoch 47 | [27232/50000 (54.46%)] Loss 0.0757, Accuaracy 66.73%Valid Epoch 47 | [28832/50000 (57.66%)] Loss 0.0755, Accuaracy 66.69%Valid Epoch 47 | [30432/50000 (60.86%)] Loss 0.0751, Accuaracy 66.77%Valid Epoch 47 | [32032/50000 (64.06%)] Loss 0.0750, Accuaracy 66.84%Valid Epoch 47 | [33632/50000 (67.26%)] Loss 0.0750, Accuaracy 66.77%Valid Epoch 47 | [35232/50000 (70.46%)] Loss 0.0751, Accuaracy 66.78%Valid Epoch 47 | [36832/50000 (73.66%)] Loss 0.0753, Accuaracy 66.75%Valid Epoch 47 | [38432/50000 (76.86%)] Loss 0.0753, Accuaracy 66.73%Valid Epoch 47 | [40032/50000 (80.06%)] Loss 0.0754, Accuaracy 66.71%Valid Epoch 47 | [41632/50000 (83.26%)] Loss 0.0752, Accuaracy 66.73%Valid Epoch 47 | [43232/50000 (86.46%)] Loss 0.0751, Accuaracy 66.76%Valid Epoch 47 | [44832/50000 (89.66%)] Loss 0.0748, Accuaracy 66.78%Valid Epoch 47 | [46432/50000 (92.86%)] Loss 0.0747, Accuaracy 66.74%Valid Epoch 47 | [48032/50000 (96.06%)] Loss 0.0747, Accuaracy 66.72%Valid Epoch 47 | [49632/50000 (99.26%)] Loss 0.0747, Accuaracy 66.69%Valid Epoch 47 | Avarage Loss 0.0748, Average Accuracy 66.67%
Train Epoch 48 | [64/732000 (0.01%)] Loss 0.0008, Accuaracy 98.44%Train Epoch 48 | [12864/732000 (1.76%)] Loss 0.0020, Accuaracy 95.86%Train Epoch 48 | [25664/732000 (3.51%)] Loss 0.0020, Accuaracy 95.94%Train Epoch 48 | [38464/732000 (5.25%)] Loss 0.0020, Accuaracy 95.78%Train Epoch 48 | [51264/732000 (7.00%)] Loss 0.0021, Accuaracy 95.76%Train Epoch 48 | [64064/732000 (8.75%)] Loss 0.0021, Accuaracy 95.76%Train Epoch 48 | [76864/732000 (10.50%)] Loss 0.0021, Accuaracy 95.72%Train Epoch 48 | [89664/732000 (12.25%)] Loss 0.0021, Accuaracy 95.68%Train Epoch 48 | [102464/732000 (14.00%)] Loss 0.0021, Accuaracy 95.67%Train Epoch 48 | [115264/732000 (15.75%)] Loss 0.0022, Accuaracy 95.60%Train Epoch 48 | [128064/732000 (17.50%)] Loss 0.0022, Accuaracy 95.54%Train Epoch 48 | [140864/732000 (19.24%)] Loss 0.0022, Accuaracy 95.54%Train Epoch 48 | [153664/732000 (20.99%)] Loss 0.0022, Accuaracy 95.52%Train Epoch 48 | [166464/732000 (22.74%)] Loss 0.0022, Accuaracy 95.49%Train Epoch 48 | [179264/732000 (24.49%)] Loss 0.0022, Accuaracy 95.45%Train Epoch 48 | [192064/732000 (26.24%)] Loss 0.0022, Accuaracy 95.44%Train Epoch 48 | [204864/732000 (27.99%)] Loss 0.0022, Accuaracy 95.42%Train Epoch 48 | [217664/732000 (29.74%)] Loss 0.0022, Accuaracy 95.41%Train Epoch 48 | [230464/732000 (31.48%)] Loss 0.0023, Accuaracy 95.37%Train Epoch 48 | [243264/732000 (33.23%)] Loss 0.0023, Accuaracy 95.35%Train Epoch 48 | [256064/732000 (34.98%)] Loss 0.0023, Accuaracy 95.34%Train Epoch 48 | [268864/732000 (36.73%)] Loss 0.0023, Accuaracy 95.33%Train Epoch 48 | [281664/732000 (38.48%)] Loss 0.0023, Accuaracy 95.30%Train Epoch 48 | [294464/732000 (40.23%)] Loss 0.0023, Accuaracy 95.28%Train Epoch 48 | [307264/732000 (41.98%)] Loss 0.0023, Accuaracy 95.25%Train Epoch 48 | [320064/732000 (43.72%)] Loss 0.0023, Accuaracy 95.24%Train Epoch 48 | [332864/732000 (45.47%)] Loss 0.0023, Accuaracy 95.23%Train Epoch 48 | [345664/732000 (47.22%)] Loss 0.0023, Accuaracy 95.20%Train Epoch 48 | [358464/732000 (48.97%)] Loss 0.0023, Accuaracy 95.19%Train Epoch 48 | [371264/732000 (50.72%)] Loss 0.0024, Accuaracy 95.17%Train Epoch 48 | [384064/732000 (52.47%)] Loss 0.0023, Accuaracy 95.17%Train Epoch 48 | [396864/732000 (54.22%)] Loss 0.0024, Accuaracy 95.16%Train Epoch 48 | [409664/732000 (55.97%)] Loss 0.0024, Accuaracy 95.14%Train Epoch 48 | [422464/732000 (57.71%)] Loss 0.0024, Accuaracy 95.13%Train Epoch 48 | [435264/732000 (59.46%)] Loss 0.0024, Accuaracy 95.12%Train Epoch 48 | [448064/732000 (61.21%)] Loss 0.0024, Accuaracy 95.12%Train Epoch 48 | [460864/732000 (62.96%)] Loss 0.0024, Accuaracy 95.11%Train Epoch 48 | [473664/732000 (64.71%)] Loss 0.0024, Accuaracy 95.11%Train Epoch 48 | [486464/732000 (66.46%)] Loss 0.0024, Accuaracy 95.10%Train Epoch 48 | [499264/732000 (68.21%)] Loss 0.0024, Accuaracy 95.09%Train Epoch 48 | [512064/732000 (69.95%)] Loss 0.0024, Accuaracy 95.09%Train Epoch 48 | [524864/732000 (71.70%)] Loss 0.0024, Accuaracy 95.07%Train Epoch 48 | [537664/732000 (73.45%)] Loss 0.0024, Accuaracy 95.05%Train Epoch 48 | [550464/732000 (75.20%)] Loss 0.0024, Accuaracy 95.03%Train Epoch 48 | [563264/732000 (76.95%)] Loss 0.0024, Accuaracy 95.02%Train Epoch 48 | [576064/732000 (78.70%)] Loss 0.0024, Accuaracy 95.00%Train Epoch 48 | [588864/732000 (80.45%)] Loss 0.0024, Accuaracy 95.00%Train Epoch 48 | [601664/732000 (82.19%)] Loss 0.0024, Accuaracy 94.98%Train Epoch 48 | [614464/732000 (83.94%)] Loss 0.0025, Accuaracy 94.97%Train Epoch 48 | [627264/732000 (85.69%)] Loss 0.0025, Accuaracy 94.96%Train Epoch 48 | [640064/732000 (87.44%)] Loss 0.0025, Accuaracy 94.94%Train Epoch 48 | [652864/732000 (89.19%)] Loss 0.0025, Accuaracy 94.93%Train Epoch 48 | [665664/732000 (90.94%)] Loss 0.0025, Accuaracy 94.92%Train Epoch 48 | [678464/732000 (92.69%)] Loss 0.0025, Accuaracy 94.91%Train Epoch 48 | [691264/732000 (94.43%)] Loss 0.0025, Accuaracy 94.90%Train Epoch 48 | [704064/732000 (96.18%)] Loss 0.0025, Accuaracy 94.89%Train Epoch 48 | [716864/732000 (97.93%)] Loss 0.0025, Accuaracy 94.89%Train Epoch 48 | [729664/732000 (99.68%)] Loss 0.0025, Accuaracy 94.89%Train Epoch 48 | Avarage Loss 0.0025, Average Accuracy 94.89%
Valid Epoch 48 | [32/50000 (0.06%)] Loss 0.0763, Accuaracy 71.88%Valid Epoch 48 | [1632/50000 (3.26%)] Loss 0.0814, Accuaracy 66.42%Valid Epoch 48 | [3232/50000 (6.46%)] Loss 0.0799, Accuaracy 66.18%Valid Epoch 48 | [4832/50000 (9.66%)] Loss 0.0770, Accuaracy 66.51%Valid Epoch 48 | [6432/50000 (12.86%)] Loss 0.0767, Accuaracy 66.57%Valid Epoch 48 | [8032/50000 (16.06%)] Loss 0.0763, Accuaracy 66.66%Valid Epoch 48 | [9632/50000 (19.26%)] Loss 0.0766, Accuaracy 66.68%Valid Epoch 48 | [11232/50000 (22.46%)] Loss 0.0759, Accuaracy 67.09%Valid Epoch 48 | [12832/50000 (25.66%)] Loss 0.0768, Accuaracy 66.69%Valid Epoch 48 | [14432/50000 (28.86%)] Loss 0.0771, Accuaracy 66.53%Valid Epoch 48 | [16032/50000 (32.06%)] Loss 0.0765, Accuaracy 66.70%Valid Epoch 48 | [17632/50000 (35.26%)] Loss 0.0765, Accuaracy 66.60%Valid Epoch 48 | [19232/50000 (38.46%)] Loss 0.0763, Accuaracy 66.81%Valid Epoch 48 | [20832/50000 (41.66%)] Loss 0.0764, Accuaracy 66.84%Valid Epoch 48 | [22432/50000 (44.86%)] Loss 0.0763, Accuaracy 66.91%Valid Epoch 48 | [24032/50000 (48.06%)] Loss 0.0755, Accuaracy 67.20%Valid Epoch 48 | [25632/50000 (51.26%)] Loss 0.0756, Accuaracy 67.16%Valid Epoch 48 | [27232/50000 (54.46%)] Loss 0.0756, Accuaracy 67.14%Valid Epoch 48 | [28832/50000 (57.66%)] Loss 0.0756, Accuaracy 67.12%Valid Epoch 48 | [30432/50000 (60.86%)] Loss 0.0757, Accuaracy 67.12%Valid Epoch 48 | [32032/50000 (64.06%)] Loss 0.0758, Accuaracy 67.10%Valid Epoch 48 | [33632/50000 (67.26%)] Loss 0.0758, Accuaracy 67.12%Valid Epoch 48 | [35232/50000 (70.46%)] Loss 0.0760, Accuaracy 67.12%Valid Epoch 48 | [36832/50000 (73.66%)] Loss 0.0758, Accuaracy 67.07%Valid Epoch 48 | [38432/50000 (76.86%)] Loss 0.0758, Accuaracy 67.02%Valid Epoch 48 | [40032/50000 (80.06%)] Loss 0.0759, Accuaracy 67.07%Valid Epoch 48 | [41632/50000 (83.26%)] Loss 0.0758, Accuaracy 67.08%Valid Epoch 48 | [43232/50000 (86.46%)] Loss 0.0755, Accuaracy 67.13%Valid Epoch 48 | [44832/50000 (89.66%)] Loss 0.0755, Accuaracy 67.09%Valid Epoch 48 | [46432/50000 (92.86%)] Loss 0.0755, Accuaracy 67.16%Valid Epoch 48 | [48032/50000 (96.06%)] Loss 0.0757, Accuaracy 67.09%Valid Epoch 48 | [49632/50000 (99.26%)] Loss 0.0757, Accuaracy 67.08%Valid Epoch 48 | Avarage Loss 0.0758, Average Accuracy 67.09%
Train Epoch 49 | [64/732000 (0.01%)] Loss 0.0007, Accuaracy 98.44%Train Epoch 49 | [12864/732000 (1.76%)] Loss 0.0019, Accuaracy 96.00%Train Epoch 49 | [25664/732000 (3.51%)] Loss 0.0019, Accuaracy 95.96%Train Epoch 49 | [38464/732000 (5.25%)] Loss 0.0020, Accuaracy 95.88%Train Epoch 49 | [51264/732000 (7.00%)] Loss 0.0020, Accuaracy 95.86%Train Epoch 49 | [64064/732000 (8.75%)] Loss 0.0020, Accuaracy 95.84%Train Epoch 49 | [76864/732000 (10.50%)] Loss 0.0020, Accuaracy 95.84%Train Epoch 49 | [89664/732000 (12.25%)] Loss 0.0021, Accuaracy 95.74%Train Epoch 49 | [102464/732000 (14.00%)] Loss 0.0021, Accuaracy 95.70%Train Epoch 49 | [115264/732000 (15.75%)] Loss 0.0021, Accuaracy 95.65%Train Epoch 49 | [128064/732000 (17.50%)] Loss 0.0021, Accuaracy 95.69%Train Epoch 49 | [140864/732000 (19.24%)] Loss 0.0021, Accuaracy 95.67%Train Epoch 49 | [153664/732000 (20.99%)] Loss 0.0021, Accuaracy 95.61%Train Epoch 49 | [166464/732000 (22.74%)] Loss 0.0021, Accuaracy 95.60%Train Epoch 49 | [179264/732000 (24.49%)] Loss 0.0022, Accuaracy 95.57%Train Epoch 49 | [192064/732000 (26.24%)] Loss 0.0022, Accuaracy 95.54%Train Epoch 49 | [204864/732000 (27.99%)] Loss 0.0022, Accuaracy 95.51%Train Epoch 49 | [217664/732000 (29.74%)] Loss 0.0022, Accuaracy 95.47%Train Epoch 49 | [230464/732000 (31.48%)] Loss 0.0022, Accuaracy 95.44%Train Epoch 49 | [243264/732000 (33.23%)] Loss 0.0022, Accuaracy 95.43%Train Epoch 49 | [256064/732000 (34.98%)] Loss 0.0023, Accuaracy 95.42%Train Epoch 49 | [268864/732000 (36.73%)] Loss 0.0023, Accuaracy 95.40%Train Epoch 49 | [281664/732000 (38.48%)] Loss 0.0023, Accuaracy 95.39%Train Epoch 49 | [294464/732000 (40.23%)] Loss 0.0023, Accuaracy 95.37%Train Epoch 49 | [307264/732000 (41.98%)] Loss 0.0023, Accuaracy 95.35%Train Epoch 49 | [320064/732000 (43.72%)] Loss 0.0023, Accuaracy 95.34%Train Epoch 49 | [332864/732000 (45.47%)] Loss 0.0023, Accuaracy 95.32%Train Epoch 49 | [345664/732000 (47.22%)] Loss 0.0023, Accuaracy 95.31%Train Epoch 49 | [358464/732000 (48.97%)] Loss 0.0023, Accuaracy 95.30%Train Epoch 49 | [371264/732000 (50.72%)] Loss 0.0023, Accuaracy 95.29%Train Epoch 49 | [384064/732000 (52.47%)] Loss 0.0023, Accuaracy 95.28%Train Epoch 49 | [396864/732000 (54.22%)] Loss 0.0023, Accuaracy 95.26%Train Epoch 49 | [409664/732000 (55.97%)] Loss 0.0023, Accuaracy 95.27%Train Epoch 49 | [422464/732000 (57.71%)] Loss 0.0023, Accuaracy 95.25%Train Epoch 49 | [435264/732000 (59.46%)] Loss 0.0023, Accuaracy 95.25%Train Epoch 49 | [448064/732000 (61.21%)] Loss 0.0023, Accuaracy 95.23%Train Epoch 49 | [460864/732000 (62.96%)] Loss 0.0024, Accuaracy 95.22%Train Epoch 49 | [473664/732000 (64.71%)] Loss 0.0024, Accuaracy 95.20%Train Epoch 49 | [486464/732000 (66.46%)] Loss 0.0024, Accuaracy 95.19%Train Epoch 49 | [499264/732000 (68.21%)] Loss 0.0024, Accuaracy 95.19%Train Epoch 49 | [512064/732000 (69.95%)] Loss 0.0024, Accuaracy 95.18%Train Epoch 49 | [524864/732000 (71.70%)] Loss 0.0024, Accuaracy 95.17%Train Epoch 49 | [537664/732000 (73.45%)] Loss 0.0024, Accuaracy 95.16%Train Epoch 49 | [550464/732000 (75.20%)] Loss 0.0024, Accuaracy 95.15%Train Epoch 49 | [563264/732000 (76.95%)] Loss 0.0024, Accuaracy 95.15%Train Epoch 49 | [576064/732000 (78.70%)] Loss 0.0024, Accuaracy 95.14%Train Epoch 49 | [588864/732000 (80.45%)] Loss 0.0024, Accuaracy 95.14%Train Epoch 49 | [601664/732000 (82.19%)] Loss 0.0024, Accuaracy 95.12%Train Epoch 49 | [614464/732000 (83.94%)] Loss 0.0024, Accuaracy 95.12%Train Epoch 49 | [627264/732000 (85.69%)] Loss 0.0024, Accuaracy 95.11%Train Epoch 49 | [640064/732000 (87.44%)] Loss 0.0024, Accuaracy 95.10%Train Epoch 49 | [652864/732000 (89.19%)] Loss 0.0024, Accuaracy 95.09%Train Epoch 49 | [665664/732000 (90.94%)] Loss 0.0024, Accuaracy 95.09%Train Epoch 49 | [678464/732000 (92.69%)] Loss 0.0024, Accuaracy 95.07%Train Epoch 49 | [691264/732000 (94.43%)] Loss 0.0024, Accuaracy 95.06%Train Epoch 49 | [704064/732000 (96.18%)] Loss 0.0024, Accuaracy 95.05%Train Epoch 49 | [716864/732000 (97.93%)] Loss 0.0024, Accuaracy 95.04%Train Epoch 49 | [729664/732000 (99.68%)] Loss 0.0024, Accuaracy 95.03%Train Epoch 49 | Avarage Loss 0.0024, Average Accuracy 95.03%
Valid Epoch 49 | [32/50000 (0.06%)] Loss 0.0292, Accuaracy 75.00%Valid Epoch 49 | [1632/50000 (3.26%)] Loss 0.0725, Accuaracy 65.99%Valid Epoch 49 | [3232/50000 (6.46%)] Loss 0.0743, Accuaracy 66.58%Valid Epoch 49 | [4832/50000 (9.66%)] Loss 0.0737, Accuaracy 66.74%Valid Epoch 49 | [6432/50000 (12.86%)] Loss 0.0729, Accuaracy 67.23%Valid Epoch 49 | [8032/50000 (16.06%)] Loss 0.0723, Accuaracy 67.46%Valid Epoch 49 | [9632/50000 (19.26%)] Loss 0.0721, Accuaracy 67.49%Valid Epoch 49 | [11232/50000 (22.46%)] Loss 0.0727, Accuaracy 67.46%Valid Epoch 49 | [12832/50000 (25.66%)] Loss 0.0734, Accuaracy 67.32%Valid Epoch 49 | [14432/50000 (28.86%)] Loss 0.0733, Accuaracy 67.47%Valid Epoch 49 | [16032/50000 (32.06%)] Loss 0.0734, Accuaracy 67.49%Valid Epoch 49 | [17632/50000 (35.26%)] Loss 0.0740, Accuaracy 67.35%Valid Epoch 49 | [19232/50000 (38.46%)] Loss 0.0745, Accuaracy 67.13%Valid Epoch 49 | [20832/50000 (41.66%)] Loss 0.0743, Accuaracy 67.19%Valid Epoch 49 | [22432/50000 (44.86%)] Loss 0.0746, Accuaracy 67.05%Valid Epoch 49 | [24032/50000 (48.06%)] Loss 0.0750, Accuaracy 66.94%Valid Epoch 49 | [25632/50000 (51.26%)] Loss 0.0750, Accuaracy 66.90%Valid Epoch 49 | [27232/50000 (54.46%)] Loss 0.0752, Accuaracy 66.91%Valid Epoch 49 | [28832/50000 (57.66%)] Loss 0.0751, Accuaracy 66.98%Valid Epoch 49 | [30432/50000 (60.86%)] Loss 0.0749, Accuaracy 67.11%Valid Epoch 49 | [32032/50000 (64.06%)] Loss 0.0752, Accuaracy 66.99%Valid Epoch 49 | [33632/50000 (67.26%)] Loss 0.0753, Accuaracy 66.95%Valid Epoch 49 | [35232/50000 (70.46%)] Loss 0.0754, Accuaracy 66.93%Valid Epoch 49 | [36832/50000 (73.66%)] Loss 0.0756, Accuaracy 66.91%Valid Epoch 49 | [38432/50000 (76.86%)] Loss 0.0756, Accuaracy 66.92%Valid Epoch 49 | [40032/50000 (80.06%)] Loss 0.0754, Accuaracy 66.92%Valid Epoch 49 | [41632/50000 (83.26%)] Loss 0.0755, Accuaracy 66.88%Valid Epoch 49 | [43232/50000 (86.46%)] Loss 0.0755, Accuaracy 66.94%Valid Epoch 49 | [44832/50000 (89.66%)] Loss 0.0756, Accuaracy 66.89%Valid Epoch 49 | [46432/50000 (92.86%)] Loss 0.0756, Accuaracy 66.89%Valid Epoch 49 | [48032/50000 (96.06%)] Loss 0.0759, Accuaracy 66.81%Valid Epoch 49 | [49632/50000 (99.26%)] Loss 0.0757, Accuaracy 66.85%Valid Epoch 49 | Avarage Loss 0.0758, Average Accuracy 66.83%
Train Epoch 50 | [64/732000 (0.01%)] Loss 0.0015, Accuaracy 96.88%Train Epoch 50 | [12864/732000 (1.76%)] Loss 0.0019, Accuaracy 96.16%Train Epoch 50 | [25664/732000 (3.51%)] Loss 0.0019, Accuaracy 96.17%Train Epoch 50 | [38464/732000 (5.25%)] Loss 0.0020, Accuaracy 96.08%Train Epoch 50 | [51264/732000 (7.00%)] Loss 0.0019, Accuaracy 96.11%Train Epoch 50 | [64064/732000 (8.75%)] Loss 0.0020, Accuaracy 96.05%Train Epoch 50 | [76864/732000 (10.50%)] Loss 0.0020, Accuaracy 95.97%Train Epoch 50 | [89664/732000 (12.25%)] Loss 0.0020, Accuaracy 95.92%Train Epoch 50 | [102464/732000 (14.00%)] Loss 0.0020, Accuaracy 95.86%Train Epoch 50 | [115264/732000 (15.75%)] Loss 0.0021, Accuaracy 95.81%Train Epoch 50 | [128064/732000 (17.50%)] Loss 0.0020, Accuaracy 95.82%Train Epoch 50 | [140864/732000 (19.24%)] Loss 0.0020, Accuaracy 95.82%Train Epoch 50 | [153664/732000 (20.99%)] Loss 0.0021, Accuaracy 95.78%Train Epoch 50 | [166464/732000 (22.74%)] Loss 0.0021, Accuaracy 95.73%Train Epoch 50 | [179264/732000 (24.49%)] Loss 0.0021, Accuaracy 95.67%Train Epoch 50 | [192064/732000 (26.24%)] Loss 0.0021, Accuaracy 95.63%Train Epoch 50 | [204864/732000 (27.99%)] Loss 0.0022, Accuaracy 95.62%Train Epoch 50 | [217664/732000 (29.74%)] Loss 0.0022, Accuaracy 95.60%Train Epoch 50 | [230464/732000 (31.48%)] Loss 0.0022, Accuaracy 95.57%Train Epoch 50 | [243264/732000 (33.23%)] Loss 0.0022, Accuaracy 95.55%Train Epoch 50 | [256064/732000 (34.98%)] Loss 0.0022, Accuaracy 95.53%Train Epoch 50 | [268864/732000 (36.73%)] Loss 0.0022, Accuaracy 95.53%Train Epoch 50 | [281664/732000 (38.48%)] Loss 0.0022, Accuaracy 95.51%Train Epoch 50 | [294464/732000 (40.23%)] Loss 0.0022, Accuaracy 95.50%Train Epoch 50 | [307264/732000 (41.98%)] Loss 0.0022, Accuaracy 95.49%Train Epoch 50 | [320064/732000 (43.72%)] Loss 0.0022, Accuaracy 95.48%Train Epoch 50 | [332864/732000 (45.47%)] Loss 0.0022, Accuaracy 95.47%Train Epoch 50 | [345664/732000 (47.22%)] Loss 0.0022, Accuaracy 95.45%Train Epoch 50 | [358464/732000 (48.97%)] Loss 0.0022, Accuaracy 95.45%Train Epoch 50 | [371264/732000 (50.72%)] Loss 0.0022, Accuaracy 95.43%Train Epoch 50 | [384064/732000 (52.47%)] Loss 0.0022, Accuaracy 95.42%Train Epoch 50 | [396864/732000 (54.22%)] Loss 0.0023, Accuaracy 95.40%Train Epoch 50 | [409664/732000 (55.97%)] Loss 0.0023, Accuaracy 95.39%Train Epoch 50 | [422464/732000 (57.71%)] Loss 0.0023, Accuaracy 95.37%Train Epoch 50 | [435264/732000 (59.46%)] Loss 0.0023, Accuaracy 95.35%Train Epoch 50 | [448064/732000 (61.21%)] Loss 0.0023, Accuaracy 95.34%Train Epoch 50 | [460864/732000 (62.96%)] Loss 0.0023, Accuaracy 95.32%Train Epoch 50 | [473664/732000 (64.71%)] Loss 0.0023, Accuaracy 95.31%Train Epoch 50 | [486464/732000 (66.46%)] Loss 0.0023, Accuaracy 95.30%Train Epoch 50 | [499264/732000 (68.21%)] Loss 0.0023, Accuaracy 95.30%Train Epoch 50 | [512064/732000 (69.95%)] Loss 0.0023, Accuaracy 95.28%Train Epoch 50 | [524864/732000 (71.70%)] Loss 0.0023, Accuaracy 95.28%Train Epoch 50 | [537664/732000 (73.45%)] Loss 0.0023, Accuaracy 95.27%Train Epoch 50 | [550464/732000 (75.20%)] Loss 0.0023, Accuaracy 95.26%Train Epoch 50 | [563264/732000 (76.95%)] Loss 0.0023, Accuaracy 95.25%Train Epoch 50 | [576064/732000 (78.70%)] Loss 0.0023, Accuaracy 95.23%Train Epoch 50 | [588864/732000 (80.45%)] Loss 0.0023, Accuaracy 95.24%Train Epoch 50 | [601664/732000 (82.19%)] Loss 0.0023, Accuaracy 95.23%Train Epoch 50 | [614464/732000 (83.94%)] Loss 0.0023, Accuaracy 95.23%Train Epoch 50 | [627264/732000 (85.69%)] Loss 0.0024, Accuaracy 95.22%Train Epoch 50 | [640064/732000 (87.44%)] Loss 0.0024, Accuaracy 95.21%Train Epoch 50 | [652864/732000 (89.19%)] Loss 0.0024, Accuaracy 95.21%Train Epoch 50 | [665664/732000 (90.94%)] Loss 0.0024, Accuaracy 95.20%Train Epoch 50 | [678464/732000 (92.69%)] Loss 0.0024, Accuaracy 95.19%Train Epoch 50 | [691264/732000 (94.43%)] Loss 0.0024, Accuaracy 95.18%Train Epoch 50 | [704064/732000 (96.18%)] Loss 0.0024, Accuaracy 95.17%Train Epoch 50 | [716864/732000 (97.93%)] Loss 0.0024, Accuaracy 95.16%Train Epoch 50 | [729664/732000 (99.68%)] Loss 0.0024, Accuaracy 95.15%Train Epoch 50 | Avarage Loss 0.0024, Average Accuracy 95.15%
Valid Epoch 50 | [32/50000 (0.06%)] Loss 0.0704, Accuaracy 65.62%Valid Epoch 50 | [1632/50000 (3.26%)] Loss 0.0759, Accuaracy 67.16%Valid Epoch 50 | [3232/50000 (6.46%)] Loss 0.0787, Accuaracy 66.37%Valid Epoch 50 | [4832/50000 (9.66%)] Loss 0.0777, Accuaracy 66.70%Valid Epoch 50 | [6432/50000 (12.86%)] Loss 0.0789, Accuaracy 66.01%Valid Epoch 50 | [8032/50000 (16.06%)] Loss 0.0782, Accuaracy 66.05%Valid Epoch 50 | [9632/50000 (19.26%)] Loss 0.0784, Accuaracy 65.88%Valid Epoch 50 | [11232/50000 (22.46%)] Loss 0.0780, Accuaracy 66.00%Valid Epoch 50 | [12832/50000 (25.66%)] Loss 0.0771, Accuaracy 66.37%Valid Epoch 50 | [14432/50000 (28.86%)] Loss 0.0758, Accuaracy 66.62%Valid Epoch 50 | [16032/50000 (32.06%)] Loss 0.0758, Accuaracy 66.75%Valid Epoch 50 | [17632/50000 (35.26%)] Loss 0.0761, Accuaracy 66.65%Valid Epoch 50 | [19232/50000 (38.46%)] Loss 0.0764, Accuaracy 66.37%Valid Epoch 50 | [20832/50000 (41.66%)] Loss 0.0765, Accuaracy 66.45%Valid Epoch 50 | [22432/50000 (44.86%)] Loss 0.0764, Accuaracy 66.56%Valid Epoch 50 | [24032/50000 (48.06%)] Loss 0.0766, Accuaracy 66.49%Valid Epoch 50 | [25632/50000 (51.26%)] Loss 0.0761, Accuaracy 66.54%Valid Epoch 50 | [27232/50000 (54.46%)] Loss 0.0758, Accuaracy 66.60%Valid Epoch 50 | [28832/50000 (57.66%)] Loss 0.0758, Accuaracy 66.60%Valid Epoch 50 | [30432/50000 (60.86%)] Loss 0.0761, Accuaracy 66.58%Valid Epoch 50 | [32032/50000 (64.06%)] Loss 0.0758, Accuaracy 66.62%Valid Epoch 50 | [33632/50000 (67.26%)] Loss 0.0756, Accuaracy 66.66%Valid Epoch 50 | [35232/50000 (70.46%)] Loss 0.0756, Accuaracy 66.63%Valid Epoch 50 | [36832/50000 (73.66%)] Loss 0.0756, Accuaracy 66.58%Valid Epoch 50 | [38432/50000 (76.86%)] Loss 0.0755, Accuaracy 66.62%Valid Epoch 50 | [40032/50000 (80.06%)] Loss 0.0754, Accuaracy 66.66%Valid Epoch 50 | [41632/50000 (83.26%)] Loss 0.0756, Accuaracy 66.49%Valid Epoch 50 | [43232/50000 (86.46%)] Loss 0.0754, Accuaracy 66.56%Valid Epoch 50 | [44832/50000 (89.66%)] Loss 0.0753, Accuaracy 66.61%Valid Epoch 50 | [46432/50000 (92.86%)] Loss 0.0752, Accuaracy 66.60%Valid Epoch 50 | [48032/50000 (96.06%)] Loss 0.0750, Accuaracy 66.63%Valid Epoch 50 | [49632/50000 (99.26%)] Loss 0.0750, Accuaracy 66.62%Valid Epoch 50 | Avarage Loss 0.0750, Average Accuracy 66.65%
Train Epoch 51 | [64/732000 (0.01%)] Loss 0.0034, Accuaracy 93.75%Train Epoch 51 | [12864/732000 (1.76%)] Loss 0.0018, Accuaracy 96.49%Train Epoch 51 | [25664/732000 (3.51%)] Loss 0.0019, Accuaracy 96.32%Train Epoch 51 | [38464/732000 (5.25%)] Loss 0.0019, Accuaracy 96.24%Train Epoch 51 | [51264/732000 (7.00%)] Loss 0.0019, Accuaracy 96.13%Train Epoch 51 | [64064/732000 (8.75%)] Loss 0.0019, Accuaracy 96.11%Train Epoch 51 | [76864/732000 (10.50%)] Loss 0.0019, Accuaracy 96.12%Train Epoch 51 | [89664/732000 (12.25%)] Loss 0.0020, Accuaracy 96.10%Train Epoch 51 | [102464/732000 (14.00%)] Loss 0.0020, Accuaracy 96.05%Train Epoch 51 | [115264/732000 (15.75%)] Loss 0.0020, Accuaracy 95.99%Train Epoch 51 | [128064/732000 (17.50%)] Loss 0.0020, Accuaracy 95.95%Train Epoch 51 | [140864/732000 (19.24%)] Loss 0.0020, Accuaracy 95.91%Train Epoch 51 | [153664/732000 (20.99%)] Loss 0.0020, Accuaracy 95.92%Train Epoch 51 | [166464/732000 (22.74%)] Loss 0.0021, Accuaracy 95.87%Train Epoch 51 | [179264/732000 (24.49%)] Loss 0.0021, Accuaracy 95.84%Train Epoch 51 | [192064/732000 (26.24%)] Loss 0.0021, Accuaracy 95.83%Train Epoch 51 | [204864/732000 (27.99%)] Loss 0.0021, Accuaracy 95.80%Train Epoch 51 | [217664/732000 (29.74%)] Loss 0.0021, Accuaracy 95.80%Train Epoch 51 | [230464/732000 (31.48%)] Loss 0.0021, Accuaracy 95.78%Train Epoch 51 | [243264/732000 (33.23%)] Loss 0.0021, Accuaracy 95.77%Train Epoch 51 | [256064/732000 (34.98%)] Loss 0.0021, Accuaracy 95.74%Train Epoch 51 | [268864/732000 (36.73%)] Loss 0.0021, Accuaracy 95.73%Train Epoch 51 | [281664/732000 (38.48%)] Loss 0.0021, Accuaracy 95.71%Train Epoch 51 | [294464/732000 (40.23%)] Loss 0.0021, Accuaracy 95.69%Train Epoch 51 | [307264/732000 (41.98%)] Loss 0.0022, Accuaracy 95.66%Train Epoch 51 | [320064/732000 (43.72%)] Loss 0.0022, Accuaracy 95.65%Train Epoch 51 | [332864/732000 (45.47%)] Loss 0.0022, Accuaracy 95.64%Train Epoch 51 | [345664/732000 (47.22%)] Loss 0.0022, Accuaracy 95.61%Train Epoch 51 | [358464/732000 (48.97%)] Loss 0.0022, Accuaracy 95.60%Train Epoch 51 | [371264/732000 (50.72%)] Loss 0.0022, Accuaracy 95.59%Train Epoch 51 | [384064/732000 (52.47%)] Loss 0.0022, Accuaracy 95.57%Train Epoch 51 | [396864/732000 (54.22%)] Loss 0.0022, Accuaracy 95.55%Train Epoch 51 | [409664/732000 (55.97%)] Loss 0.0022, Accuaracy 95.54%Train Epoch 51 | [422464/732000 (57.71%)] Loss 0.0022, Accuaracy 95.52%Train Epoch 51 | [435264/732000 (59.46%)] Loss 0.0022, Accuaracy 95.50%Train Epoch 51 | [448064/732000 (61.21%)] Loss 0.0022, Accuaracy 95.50%Train Epoch 51 | [460864/732000 (62.96%)] Loss 0.0022, Accuaracy 95.49%Train Epoch 51 | [473664/732000 (64.71%)] Loss 0.0022, Accuaracy 95.47%Train Epoch 51 | [486464/732000 (66.46%)] Loss 0.0023, Accuaracy 95.45%Train Epoch 51 | [499264/732000 (68.21%)] Loss 0.0023, Accuaracy 95.43%Train Epoch 51 | [512064/732000 (69.95%)] Loss 0.0023, Accuaracy 95.43%Train Epoch 51 | [524864/732000 (71.70%)] Loss 0.0023, Accuaracy 95.42%Train Epoch 51 | [537664/732000 (73.45%)] Loss 0.0023, Accuaracy 95.41%Train Epoch 51 | [550464/732000 (75.20%)] Loss 0.0023, Accuaracy 95.41%Train Epoch 51 | [563264/732000 (76.95%)] Loss 0.0023, Accuaracy 95.40%Train Epoch 51 | [576064/732000 (78.70%)] Loss 0.0023, Accuaracy 95.40%Train Epoch 51 | [588864/732000 (80.45%)] Loss 0.0023, Accuaracy 95.39%Train Epoch 51 | [601664/732000 (82.19%)] Loss 0.0023, Accuaracy 95.38%Train Epoch 51 | [614464/732000 (83.94%)] Loss 0.0023, Accuaracy 95.36%Train Epoch 51 | [627264/732000 (85.69%)] Loss 0.0023, Accuaracy 95.35%Train Epoch 51 | [640064/732000 (87.44%)] Loss 0.0023, Accuaracy 95.34%Train Epoch 51 | [652864/732000 (89.19%)] Loss 0.0023, Accuaracy 95.32%Train Epoch 51 | [665664/732000 (90.94%)] Loss 0.0023, Accuaracy 95.30%Train Epoch 51 | [678464/732000 (92.69%)] Loss 0.0023, Accuaracy 95.29%Train Epoch 51 | [691264/732000 (94.43%)] Loss 0.0023, Accuaracy 95.28%Train Epoch 51 | [704064/732000 (96.18%)] Loss 0.0023, Accuaracy 95.26%Train Epoch 51 | [716864/732000 (97.93%)] Loss 0.0023, Accuaracy 95.25%Train Epoch 51 | [729664/732000 (99.68%)] Loss 0.0023, Accuaracy 95.24%Train Epoch 51 | Avarage Loss 0.0024, Average Accuracy 95.24%
Valid Epoch 51 | [32/50000 (0.06%)] Loss 0.0716, Accuaracy 59.38%Valid Epoch 51 | [1632/50000 (3.26%)] Loss 0.0722, Accuaracy 67.22%Valid Epoch 51 | [3232/50000 (6.46%)] Loss 0.0712, Accuaracy 67.79%Valid Epoch 51 | [4832/50000 (9.66%)] Loss 0.0734, Accuaracy 67.20%Valid Epoch 51 | [6432/50000 (12.86%)] Loss 0.0754, Accuaracy 66.96%Valid Epoch 51 | [8032/50000 (16.06%)] Loss 0.0751, Accuaracy 66.88%Valid Epoch 51 | [9632/50000 (19.26%)] Loss 0.0755, Accuaracy 66.99%Valid Epoch 51 | [11232/50000 (22.46%)] Loss 0.0752, Accuaracy 67.09%Valid Epoch 51 | [12832/50000 (25.66%)] Loss 0.0751, Accuaracy 67.07%Valid Epoch 51 | [14432/50000 (28.86%)] Loss 0.0744, Accuaracy 67.10%Valid Epoch 51 | [16032/50000 (32.06%)] Loss 0.0747, Accuaracy 67.00%Valid Epoch 51 | [17632/50000 (35.26%)] Loss 0.0752, Accuaracy 66.94%Valid Epoch 51 | [19232/50000 (38.46%)] Loss 0.0753, Accuaracy 66.95%Valid Epoch 51 | [20832/50000 (41.66%)] Loss 0.0755, Accuaracy 67.06%Valid Epoch 51 | [22432/50000 (44.86%)] Loss 0.0762, Accuaracy 66.93%Valid Epoch 51 | [24032/50000 (48.06%)] Loss 0.0764, Accuaracy 66.87%Valid Epoch 51 | [25632/50000 (51.26%)] Loss 0.0770, Accuaracy 66.69%Valid Epoch 51 | [27232/50000 (54.46%)] Loss 0.0768, Accuaracy 66.83%Valid Epoch 51 | [28832/50000 (57.66%)] Loss 0.0768, Accuaracy 66.88%Valid Epoch 51 | [30432/50000 (60.86%)] Loss 0.0767, Accuaracy 66.82%Valid Epoch 51 | [32032/50000 (64.06%)] Loss 0.0767, Accuaracy 66.86%Valid Epoch 51 | [33632/50000 (67.26%)] Loss 0.0766, Accuaracy 66.84%Valid Epoch 51 | [35232/50000 (70.46%)] Loss 0.0768, Accuaracy 66.78%Valid Epoch 51 | [36832/50000 (73.66%)] Loss 0.0767, Accuaracy 66.84%Valid Epoch 51 | [38432/50000 (76.86%)] Loss 0.0766, Accuaracy 66.83%Valid Epoch 51 | [40032/50000 (80.06%)] Loss 0.0769, Accuaracy 66.78%Valid Epoch 51 | [41632/50000 (83.26%)] Loss 0.0771, Accuaracy 66.79%Valid Epoch 51 | [43232/50000 (86.46%)] Loss 0.0771, Accuaracy 66.79%Valid Epoch 51 | [44832/50000 (89.66%)] Loss 0.0770, Accuaracy 66.82%Valid Epoch 51 | [46432/50000 (92.86%)] Loss 0.0769, Accuaracy 66.88%Valid Epoch 51 | [48032/50000 (96.06%)] Loss 0.0768, Accuaracy 66.88%Valid Epoch 51 | [49632/50000 (99.26%)] Loss 0.0767, Accuaracy 66.93%Valid Epoch 51 | Avarage Loss 0.0767, Average Accuracy 66.95%
Train Epoch 52 | [64/732000 (0.01%)] Loss 0.0021, Accuaracy 92.19%Train Epoch 52 | [12864/732000 (1.76%)] Loss 0.0018, Accuaracy 96.28%Train Epoch 52 | [25664/732000 (3.51%)] Loss 0.0019, Accuaracy 96.19%Train Epoch 52 | [38464/732000 (5.25%)] Loss 0.0019, Accuaracy 96.15%Train Epoch 52 | [51264/732000 (7.00%)] Loss 0.0018, Accuaracy 96.19%Train Epoch 52 | [64064/732000 (8.75%)] Loss 0.0019, Accuaracy 96.17%Train Epoch 52 | [76864/732000 (10.50%)] Loss 0.0018, Accuaracy 96.16%Train Epoch 52 | [89664/732000 (12.25%)] Loss 0.0019, Accuaracy 96.07%Train Epoch 52 | [102464/732000 (14.00%)] Loss 0.0019, Accuaracy 96.00%Train Epoch 52 | [115264/732000 (15.75%)] Loss 0.0020, Accuaracy 95.94%Train Epoch 52 | [128064/732000 (17.50%)] Loss 0.0020, Accuaracy 95.92%Train Epoch 52 | [140864/732000 (19.24%)] Loss 0.0020, Accuaracy 95.90%Train Epoch 52 | [153664/732000 (20.99%)] Loss 0.0020, Accuaracy 95.88%Train Epoch 52 | [166464/732000 (22.74%)] Loss 0.0020, Accuaracy 95.83%Train Epoch 52 | [179264/732000 (24.49%)] Loss 0.0020, Accuaracy 95.82%Train Epoch 52 | [192064/732000 (26.24%)] Loss 0.0020, Accuaracy 95.80%Train Epoch 52 | [204864/732000 (27.99%)] Loss 0.0021, Accuaracy 95.78%Train Epoch 52 | [217664/732000 (29.74%)] Loss 0.0021, Accuaracy 95.77%Train Epoch 52 | [230464/732000 (31.48%)] Loss 0.0021, Accuaracy 95.75%Train Epoch 52 | [243264/732000 (33.23%)] Loss 0.0021, Accuaracy 95.75%Train Epoch 52 | [256064/732000 (34.98%)] Loss 0.0021, Accuaracy 95.72%Train Epoch 52 | [268864/732000 (36.73%)] Loss 0.0021, Accuaracy 95.71%Train Epoch 52 | [281664/732000 (38.48%)] Loss 0.0021, Accuaracy 95.69%Train Epoch 52 | [294464/732000 (40.23%)] Loss 0.0021, Accuaracy 95.67%Train Epoch 52 | [307264/732000 (41.98%)] Loss 0.0021, Accuaracy 95.65%Train Epoch 52 | [320064/732000 (43.72%)] Loss 0.0021, Accuaracy 95.64%Train Epoch 52 | [332864/732000 (45.47%)] Loss 0.0021, Accuaracy 95.63%Train Epoch 52 | [345664/732000 (47.22%)] Loss 0.0021, Accuaracy 95.61%Train Epoch 52 | [358464/732000 (48.97%)] Loss 0.0022, Accuaracy 95.60%Train Epoch 52 | [371264/732000 (50.72%)] Loss 0.0022, Accuaracy 95.58%Train Epoch 52 | [384064/732000 (52.47%)] Loss 0.0022, Accuaracy 95.58%Train Epoch 52 | [396864/732000 (54.22%)] Loss 0.0022, Accuaracy 95.57%Train Epoch 52 | [409664/732000 (55.97%)] Loss 0.0022, Accuaracy 95.57%Train Epoch 52 | [422464/732000 (57.71%)] Loss 0.0022, Accuaracy 95.56%Train Epoch 52 | [435264/732000 (59.46%)] Loss 0.0022, Accuaracy 95.56%Train Epoch 52 | [448064/732000 (61.21%)] Loss 0.0022, Accuaracy 95.54%Train Epoch 52 | [460864/732000 (62.96%)] Loss 0.0022, Accuaracy 95.54%Train Epoch 52 | [473664/732000 (64.71%)] Loss 0.0022, Accuaracy 95.53%Train Epoch 52 | [486464/732000 (66.46%)] Loss 0.0022, Accuaracy 95.51%Train Epoch 52 | [499264/732000 (68.21%)] Loss 0.0022, Accuaracy 95.50%Train Epoch 52 | [512064/732000 (69.95%)] Loss 0.0022, Accuaracy 95.50%Train Epoch 52 | [524864/732000 (71.70%)] Loss 0.0022, Accuaracy 95.49%Train Epoch 52 | [537664/732000 (73.45%)] Loss 0.0022, Accuaracy 95.49%Train Epoch 52 | [550464/732000 (75.20%)] Loss 0.0022, Accuaracy 95.47%Train Epoch 52 | [563264/732000 (76.95%)] Loss 0.0022, Accuaracy 95.46%Train Epoch 52 | [576064/732000 (78.70%)] Loss 0.0022, Accuaracy 95.45%Train Epoch 52 | [588864/732000 (80.45%)] Loss 0.0022, Accuaracy 95.44%Train Epoch 52 | [601664/732000 (82.19%)] Loss 0.0022, Accuaracy 95.43%Train Epoch 52 | [614464/732000 (83.94%)] Loss 0.0023, Accuaracy 95.42%Train Epoch 52 | [627264/732000 (85.69%)] Loss 0.0023, Accuaracy 95.41%Train Epoch 52 | [640064/732000 (87.44%)] Loss 0.0023, Accuaracy 95.40%Train Epoch 52 | [652864/732000 (89.19%)] Loss 0.0023, Accuaracy 95.39%Train Epoch 52 | [665664/732000 (90.94%)] Loss 0.0023, Accuaracy 95.38%Train Epoch 52 | [678464/732000 (92.69%)] Loss 0.0023, Accuaracy 95.38%Train Epoch 52 | [691264/732000 (94.43%)] Loss 0.0023, Accuaracy 95.37%Train Epoch 52 | [704064/732000 (96.18%)] Loss 0.0023, Accuaracy 95.36%Train Epoch 52 | [716864/732000 (97.93%)] Loss 0.0023, Accuaracy 95.35%Train Epoch 52 | [729664/732000 (99.68%)] Loss 0.0023, Accuaracy 95.34%Train Epoch 52 | Avarage Loss 0.0023, Average Accuracy 95.34%
Valid Epoch 52 | [32/50000 (0.06%)] Loss 0.0470, Accuaracy 65.62%Valid Epoch 52 | [1632/50000 (3.26%)] Loss 0.0788, Accuaracy 65.62%Valid Epoch 52 | [3232/50000 (6.46%)] Loss 0.0836, Accuaracy 64.82%Valid Epoch 52 | [4832/50000 (9.66%)] Loss 0.0819, Accuaracy 65.71%Valid Epoch 52 | [6432/50000 (12.86%)] Loss 0.0806, Accuaracy 66.06%Valid Epoch 52 | [8032/50000 (16.06%)] Loss 0.0807, Accuaracy 66.14%Valid Epoch 52 | [9632/50000 (19.26%)] Loss 0.0813, Accuaracy 66.02%Valid Epoch 52 | [11232/50000 (22.46%)] Loss 0.0805, Accuaracy 66.08%Valid Epoch 52 | [12832/50000 (25.66%)] Loss 0.0801, Accuaracy 66.30%Valid Epoch 52 | [14432/50000 (28.86%)] Loss 0.0792, Accuaracy 66.53%Valid Epoch 52 | [16032/50000 (32.06%)] Loss 0.0785, Accuaracy 66.64%Valid Epoch 52 | [17632/50000 (35.26%)] Loss 0.0786, Accuaracy 66.58%Valid Epoch 52 | [19232/50000 (38.46%)] Loss 0.0780, Accuaracy 66.76%Valid Epoch 52 | [20832/50000 (41.66%)] Loss 0.0784, Accuaracy 66.70%Valid Epoch 52 | [22432/50000 (44.86%)] Loss 0.0786, Accuaracy 66.68%Valid Epoch 52 | [24032/50000 (48.06%)] Loss 0.0784, Accuaracy 66.71%Valid Epoch 52 | [25632/50000 (51.26%)] Loss 0.0784, Accuaracy 66.74%Valid Epoch 52 | [27232/50000 (54.46%)] Loss 0.0784, Accuaracy 66.75%Valid Epoch 52 | [28832/50000 (57.66%)] Loss 0.0787, Accuaracy 66.68%Valid Epoch 52 | [30432/50000 (60.86%)] Loss 0.0786, Accuaracy 66.65%Valid Epoch 52 | [32032/50000 (64.06%)] Loss 0.0786, Accuaracy 66.62%Valid Epoch 52 | [33632/50000 (67.26%)] Loss 0.0785, Accuaracy 66.67%Valid Epoch 52 | [35232/50000 (70.46%)] Loss 0.0783, Accuaracy 66.68%Valid Epoch 52 | [36832/50000 (73.66%)] Loss 0.0784, Accuaracy 66.70%Valid Epoch 52 | [38432/50000 (76.86%)] Loss 0.0783, Accuaracy 66.71%Valid Epoch 52 | [40032/50000 (80.06%)] Loss 0.0786, Accuaracy 66.70%Valid Epoch 52 | [41632/50000 (83.26%)] Loss 0.0786, Accuaracy 66.71%Valid Epoch 52 | [43232/50000 (86.46%)] Loss 0.0786, Accuaracy 66.70%Valid Epoch 52 | [44832/50000 (89.66%)] Loss 0.0788, Accuaracy 66.61%Valid Epoch 52 | [46432/50000 (92.86%)] Loss 0.0787, Accuaracy 66.63%Valid Epoch 52 | [48032/50000 (96.06%)] Loss 0.0790, Accuaracy 66.56%Valid Epoch 52 | [49632/50000 (99.26%)] Loss 0.0788, Accuaracy 66.61%Valid Epoch 52 | Avarage Loss 0.0788, Average Accuracy 66.63%
Train Epoch 53 | [64/732000 (0.01%)] Loss 0.0021, Accuaracy 95.31%Train Epoch 53 | [12864/732000 (1.76%)] Loss 0.0018, Accuaracy 96.37%Train Epoch 53 | [25664/732000 (3.51%)] Loss 0.0018, Accuaracy 96.25%Train Epoch 53 | [38464/732000 (5.25%)] Loss 0.0018, Accuaracy 96.23%Train Epoch 53 | [51264/732000 (7.00%)] Loss 0.0018, Accuaracy 96.26%Train Epoch 53 | [64064/732000 (8.75%)] Loss 0.0018, Accuaracy 96.25%Train Epoch 53 | [76864/732000 (10.50%)] Loss 0.0019, Accuaracy 96.15%Train Epoch 53 | [89664/732000 (12.25%)] Loss 0.0019, Accuaracy 96.14%Train Epoch 53 | [102464/732000 (14.00%)] Loss 0.0019, Accuaracy 96.12%Train Epoch 53 | [115264/732000 (15.75%)] Loss 0.0019, Accuaracy 96.08%Train Epoch 53 | [128064/732000 (17.50%)] Loss 0.0019, Accuaracy 96.08%Train Epoch 53 | [140864/732000 (19.24%)] Loss 0.0019, Accuaracy 96.07%Train Epoch 53 | [153664/732000 (20.99%)] Loss 0.0020, Accuaracy 96.04%Train Epoch 53 | [166464/732000 (22.74%)] Loss 0.0020, Accuaracy 96.00%Train Epoch 53 | [179264/732000 (24.49%)] Loss 0.0020, Accuaracy 95.97%Train Epoch 53 | [192064/732000 (26.24%)] Loss 0.0020, Accuaracy 95.95%Train Epoch 53 | [204864/732000 (27.99%)] Loss 0.0020, Accuaracy 95.93%Train Epoch 53 | [217664/732000 (29.74%)] Loss 0.0020, Accuaracy 95.91%Train Epoch 53 | [230464/732000 (31.48%)] Loss 0.0020, Accuaracy 95.91%Train Epoch 53 | [243264/732000 (33.23%)] Loss 0.0020, Accuaracy 95.87%Train Epoch 53 | [256064/732000 (34.98%)] Loss 0.0020, Accuaracy 95.85%Train Epoch 53 | [268864/732000 (36.73%)] Loss 0.0021, Accuaracy 95.82%Train Epoch 53 | [281664/732000 (38.48%)] Loss 0.0021, Accuaracy 95.80%Train Epoch 53 | [294464/732000 (40.23%)] Loss 0.0021, Accuaracy 95.79%Train Epoch 53 | [307264/732000 (41.98%)] Loss 0.0021, Accuaracy 95.77%Train Epoch 53 | [320064/732000 (43.72%)] Loss 0.0021, Accuaracy 95.74%Train Epoch 53 | [332864/732000 (45.47%)] Loss 0.0021, Accuaracy 95.73%Train Epoch 53 | [345664/732000 (47.22%)] Loss 0.0021, Accuaracy 95.71%Train Epoch 53 | [358464/732000 (48.97%)] Loss 0.0021, Accuaracy 95.71%Train Epoch 53 | [371264/732000 (50.72%)] Loss 0.0021, Accuaracy 95.68%Train Epoch 53 | [384064/732000 (52.47%)] Loss 0.0021, Accuaracy 95.67%Train Epoch 53 | [396864/732000 (54.22%)] Loss 0.0021, Accuaracy 95.66%Train Epoch 53 | [409664/732000 (55.97%)] Loss 0.0021, Accuaracy 95.65%Train Epoch 53 | [422464/732000 (57.71%)] Loss 0.0021, Accuaracy 95.65%Train Epoch 53 | [435264/732000 (59.46%)] Loss 0.0021, Accuaracy 95.64%Train Epoch 53 | [448064/732000 (61.21%)] Loss 0.0021, Accuaracy 95.63%Train Epoch 53 | [460864/732000 (62.96%)] Loss 0.0022, Accuaracy 95.61%Train Epoch 53 | [473664/732000 (64.71%)] Loss 0.0022, Accuaracy 95.60%Train Epoch 53 | [486464/732000 (66.46%)] Loss 0.0022, Accuaracy 95.59%Train Epoch 53 | [499264/732000 (68.21%)] Loss 0.0022, Accuaracy 95.58%Train Epoch 53 | [512064/732000 (69.95%)] Loss 0.0022, Accuaracy 95.57%Train Epoch 53 | [524864/732000 (71.70%)] Loss 0.0022, Accuaracy 95.57%Train Epoch 53 | [537664/732000 (73.45%)] Loss 0.0022, Accuaracy 95.55%Train Epoch 53 | [550464/732000 (75.20%)] Loss 0.0022, Accuaracy 95.54%Train Epoch 53 | [563264/732000 (76.95%)] Loss 0.0022, Accuaracy 95.53%Train Epoch 53 | [576064/732000 (78.70%)] Loss 0.0022, Accuaracy 95.53%Train Epoch 53 | [588864/732000 (80.45%)] Loss 0.0022, Accuaracy 95.52%Train Epoch 53 | [601664/732000 (82.19%)] Loss 0.0022, Accuaracy 95.50%Train Epoch 53 | [614464/732000 (83.94%)] Loss 0.0022, Accuaracy 95.50%Train Epoch 53 | [627264/732000 (85.69%)] Loss 0.0022, Accuaracy 95.49%Train Epoch 53 | [640064/732000 (87.44%)] Loss 0.0022, Accuaracy 95.48%Train Epoch 53 | [652864/732000 (89.19%)] Loss 0.0022, Accuaracy 95.48%Train Epoch 53 | [665664/732000 (90.94%)] Loss 0.0022, Accuaracy 95.47%Train Epoch 53 | [678464/732000 (92.69%)] Loss 0.0022, Accuaracy 95.46%Train Epoch 53 | [691264/732000 (94.43%)] Loss 0.0022, Accuaracy 95.45%Train Epoch 53 | [704064/732000 (96.18%)] Loss 0.0022, Accuaracy 95.44%Train Epoch 53 | [716864/732000 (97.93%)] Loss 0.0023, Accuaracy 95.42%Train Epoch 53 | [729664/732000 (99.68%)] Loss 0.0023, Accuaracy 95.42%Train Epoch 53 | Avarage Loss 0.0023, Average Accuracy 95.41%
Valid Epoch 53 | [32/50000 (0.06%)] Loss 0.0993, Accuaracy 62.50%Valid Epoch 53 | [1632/50000 (3.26%)] Loss 0.0748, Accuaracy 66.97%Valid Epoch 53 | [3232/50000 (6.46%)] Loss 0.0775, Accuaracy 66.62%Valid Epoch 53 | [4832/50000 (9.66%)] Loss 0.0766, Accuaracy 66.89%Valid Epoch 53 | [6432/50000 (12.86%)] Loss 0.0777, Accuaracy 66.65%Valid Epoch 53 | [8032/50000 (16.06%)] Loss 0.0768, Accuaracy 66.94%Valid Epoch 53 | [9632/50000 (19.26%)] Loss 0.0770, Accuaracy 66.99%Valid Epoch 53 | [11232/50000 (22.46%)] Loss 0.0770, Accuaracy 66.72%Valid Epoch 53 | [12832/50000 (25.66%)] Loss 0.0772, Accuaracy 66.74%Valid Epoch 53 | [14432/50000 (28.86%)] Loss 0.0769, Accuaracy 66.93%Valid Epoch 53 | [16032/50000 (32.06%)] Loss 0.0769, Accuaracy 66.94%Valid Epoch 53 | [17632/50000 (35.26%)] Loss 0.0767, Accuaracy 67.04%Valid Epoch 53 | [19232/50000 (38.46%)] Loss 0.0770, Accuaracy 66.94%Valid Epoch 53 | [20832/50000 (41.66%)] Loss 0.0767, Accuaracy 67.03%Valid Epoch 53 | [22432/50000 (44.86%)] Loss 0.0768, Accuaracy 67.02%Valid Epoch 53 | [24032/50000 (48.06%)] Loss 0.0768, Accuaracy 66.97%Valid Epoch 53 | [25632/50000 (51.26%)] Loss 0.0774, Accuaracy 66.75%Valid Epoch 53 | [27232/50000 (54.46%)] Loss 0.0775, Accuaracy 66.77%Valid Epoch 53 | [28832/50000 (57.66%)] Loss 0.0773, Accuaracy 66.90%Valid Epoch 53 | [30432/50000 (60.86%)] Loss 0.0776, Accuaracy 66.85%Valid Epoch 53 | [32032/50000 (64.06%)] Loss 0.0774, Accuaracy 66.90%Valid Epoch 53 | [33632/50000 (67.26%)] Loss 0.0775, Accuaracy 66.89%Valid Epoch 53 | [35232/50000 (70.46%)] Loss 0.0774, Accuaracy 66.92%Valid Epoch 53 | [36832/50000 (73.66%)] Loss 0.0775, Accuaracy 66.91%Valid Epoch 53 | [38432/50000 (76.86%)] Loss 0.0774, Accuaracy 66.99%Valid Epoch 53 | [40032/50000 (80.06%)] Loss 0.0774, Accuaracy 67.03%Valid Epoch 53 | [41632/50000 (83.26%)] Loss 0.0775, Accuaracy 67.00%Valid Epoch 53 | [43232/50000 (86.46%)] Loss 0.0774, Accuaracy 67.03%Valid Epoch 53 | [44832/50000 (89.66%)] Loss 0.0776, Accuaracy 66.95%Valid Epoch 53 | [46432/50000 (92.86%)] Loss 0.0775, Accuaracy 66.99%Valid Epoch 53 | [48032/50000 (96.06%)] Loss 0.0774, Accuaracy 67.02%Valid Epoch 53 | [49632/50000 (99.26%)] Loss 0.0773, Accuaracy 67.08%Valid Epoch 53 | Avarage Loss 0.0773, Average Accuracy 67.07%
Train Epoch 54 | [64/732000 (0.01%)] Loss 0.0023, Accuaracy 93.75%Train Epoch 54 | [12864/732000 (1.76%)] Loss 0.0018, Accuaracy 96.35%Train Epoch 54 | [25664/732000 (3.51%)] Loss 0.0018, Accuaracy 96.38%Train Epoch 54 | [38464/732000 (5.25%)] Loss 0.0018, Accuaracy 96.29%Train Epoch 54 | [51264/732000 (7.00%)] Loss 0.0018, Accuaracy 96.28%Train Epoch 54 | [64064/732000 (8.75%)] Loss 0.0018, Accuaracy 96.27%Train Epoch 54 | [76864/732000 (10.50%)] Loss 0.0019, Accuaracy 96.23%Train Epoch 54 | [89664/732000 (12.25%)] Loss 0.0019, Accuaracy 96.20%Train Epoch 54 | [102464/732000 (14.00%)] Loss 0.0019, Accuaracy 96.14%Train Epoch 54 | [115264/732000 (15.75%)] Loss 0.0019, Accuaracy 96.09%Train Epoch 54 | [128064/732000 (17.50%)] Loss 0.0019, Accuaracy 96.06%Train Epoch 54 | [140864/732000 (19.24%)] Loss 0.0019, Accuaracy 96.05%Train Epoch 54 | [153664/732000 (20.99%)] Loss 0.0020, Accuaracy 96.01%Train Epoch 54 | [166464/732000 (22.74%)] Loss 0.0020, Accuaracy 96.00%Train Epoch 54 | [179264/732000 (24.49%)] Loss 0.0020, Accuaracy 95.98%Train Epoch 54 | [192064/732000 (26.24%)] Loss 0.0020, Accuaracy 95.96%Train Epoch 54 | [204864/732000 (27.99%)] Loss 0.0020, Accuaracy 95.95%Train Epoch 54 | [217664/732000 (29.74%)] Loss 0.0020, Accuaracy 95.93%Train Epoch 54 | [230464/732000 (31.48%)] Loss 0.0020, Accuaracy 95.90%Train Epoch 54 | [243264/732000 (33.23%)] Loss 0.0020, Accuaracy 95.88%Train Epoch 54 | [256064/732000 (34.98%)] Loss 0.0020, Accuaracy 95.85%Train Epoch 54 | [268864/732000 (36.73%)] Loss 0.0020, Accuaracy 95.86%Train Epoch 54 | [281664/732000 (38.48%)] Loss 0.0020, Accuaracy 95.84%Train Epoch 54 | [294464/732000 (40.23%)] Loss 0.0021, Accuaracy 95.81%Train Epoch 54 | [307264/732000 (41.98%)] Loss 0.0021, Accuaracy 95.79%Train Epoch 54 | [320064/732000 (43.72%)] Loss 0.0021, Accuaracy 95.78%Train Epoch 54 | [332864/732000 (45.47%)] Loss 0.0021, Accuaracy 95.78%Train Epoch 54 | [345664/732000 (47.22%)] Loss 0.0021, Accuaracy 95.77%Train Epoch 54 | [358464/732000 (48.97%)] Loss 0.0021, Accuaracy 95.76%Train Epoch 54 | [371264/732000 (50.72%)] Loss 0.0021, Accuaracy 95.75%Train Epoch 54 | [384064/732000 (52.47%)] Loss 0.0021, Accuaracy 95.72%Train Epoch 54 | [396864/732000 (54.22%)] Loss 0.0021, Accuaracy 95.71%Train Epoch 54 | [409664/732000 (55.97%)] Loss 0.0021, Accuaracy 95.69%Train Epoch 54 | [422464/732000 (57.71%)] Loss 0.0021, Accuaracy 95.69%Train Epoch 54 | [435264/732000 (59.46%)] Loss 0.0021, Accuaracy 95.68%Train Epoch 54 | [448064/732000 (61.21%)] Loss 0.0021, Accuaracy 95.67%Train Epoch 54 | [460864/732000 (62.96%)] Loss 0.0021, Accuaracy 95.67%Train Epoch 54 | [473664/732000 (64.71%)] Loss 0.0021, Accuaracy 95.66%Train Epoch 54 | [486464/732000 (66.46%)] Loss 0.0021, Accuaracy 95.65%Train Epoch 54 | [499264/732000 (68.21%)] Loss 0.0021, Accuaracy 95.64%Train Epoch 54 | [512064/732000 (69.95%)] Loss 0.0021, Accuaracy 95.62%Train Epoch 54 | [524864/732000 (71.70%)] Loss 0.0021, Accuaracy 95.62%Train Epoch 54 | [537664/732000 (73.45%)] Loss 0.0021, Accuaracy 95.61%Train Epoch 54 | [550464/732000 (75.20%)] Loss 0.0022, Accuaracy 95.60%Train Epoch 54 | [563264/732000 (76.95%)] Loss 0.0022, Accuaracy 95.58%Train Epoch 54 | [576064/732000 (78.70%)] Loss 0.0022, Accuaracy 95.57%Train Epoch 54 | [588864/732000 (80.45%)] Loss 0.0022, Accuaracy 95.56%Train Epoch 54 | [601664/732000 (82.19%)] Loss 0.0022, Accuaracy 95.55%Train Epoch 54 | [614464/732000 (83.94%)] Loss 0.0022, Accuaracy 95.55%Train Epoch 54 | [627264/732000 (85.69%)] Loss 0.0022, Accuaracy 95.53%Train Epoch 54 | [640064/732000 (87.44%)] Loss 0.0022, Accuaracy 95.53%Train Epoch 54 | [652864/732000 (89.19%)] Loss 0.0022, Accuaracy 95.52%Train Epoch 54 | [665664/732000 (90.94%)] Loss 0.0022, Accuaracy 95.51%Train Epoch 54 | [678464/732000 (92.69%)] Loss 0.0022, Accuaracy 95.50%Train Epoch 54 | [691264/732000 (94.43%)] Loss 0.0022, Accuaracy 95.50%Train Epoch 54 | [704064/732000 (96.18%)] Loss 0.0022, Accuaracy 95.49%Train Epoch 54 | [716864/732000 (97.93%)] Loss 0.0022, Accuaracy 95.49%Train Epoch 54 | [729664/732000 (99.68%)] Loss 0.0022, Accuaracy 95.48%Train Epoch 54 | Avarage Loss 0.0022, Average Accuracy 95.48%
Valid Epoch 54 | [32/50000 (0.06%)] Loss 0.1076, Accuaracy 56.25%Valid Epoch 54 | [1632/50000 (3.26%)] Loss 0.0772, Accuaracy 66.24%Valid Epoch 54 | [3232/50000 (6.46%)] Loss 0.0747, Accuaracy 66.27%Valid Epoch 54 | [4832/50000 (9.66%)] Loss 0.0754, Accuaracy 66.66%Valid Epoch 54 | [6432/50000 (12.86%)] Loss 0.0766, Accuaracy 66.48%Valid Epoch 54 | [8032/50000 (16.06%)] Loss 0.0764, Accuaracy 66.55%Valid Epoch 54 | [9632/50000 (19.26%)] Loss 0.0770, Accuaracy 66.46%Valid Epoch 54 | [11232/50000 (22.46%)] Loss 0.0777, Accuaracy 66.22%Valid Epoch 54 | [12832/50000 (25.66%)] Loss 0.0778, Accuaracy 66.41%Valid Epoch 54 | [14432/50000 (28.86%)] Loss 0.0772, Accuaracy 66.55%Valid Epoch 54 | [16032/50000 (32.06%)] Loss 0.0773, Accuaracy 66.64%Valid Epoch 54 | [17632/50000 (35.26%)] Loss 0.0780, Accuaracy 66.52%Valid Epoch 54 | [19232/50000 (38.46%)] Loss 0.0780, Accuaracy 66.63%Valid Epoch 54 | [20832/50000 (41.66%)] Loss 0.0783, Accuaracy 66.49%Valid Epoch 54 | [22432/50000 (44.86%)] Loss 0.0780, Accuaracy 66.54%Valid Epoch 54 | [24032/50000 (48.06%)] Loss 0.0779, Accuaracy 66.50%Valid Epoch 54 | [25632/50000 (51.26%)] Loss 0.0776, Accuaracy 66.54%Valid Epoch 54 | [27232/50000 (54.46%)] Loss 0.0775, Accuaracy 66.57%Valid Epoch 54 | [28832/50000 (57.66%)] Loss 0.0772, Accuaracy 66.68%Valid Epoch 54 | [30432/50000 (60.86%)] Loss 0.0770, Accuaracy 66.71%Valid Epoch 54 | [32032/50000 (64.06%)] Loss 0.0768, Accuaracy 66.66%Valid Epoch 54 | [33632/50000 (67.26%)] Loss 0.0767, Accuaracy 66.71%Valid Epoch 54 | [35232/50000 (70.46%)] Loss 0.0768, Accuaracy 66.73%Valid Epoch 54 | [36832/50000 (73.66%)] Loss 0.0770, Accuaracy 66.71%Valid Epoch 54 | [38432/50000 (76.86%)] Loss 0.0771, Accuaracy 66.70%Valid Epoch 54 | [40032/50000 (80.06%)] Loss 0.0769, Accuaracy 66.69%Valid Epoch 54 | [41632/50000 (83.26%)] Loss 0.0771, Accuaracy 66.60%Valid Epoch 54 | [43232/50000 (86.46%)] Loss 0.0772, Accuaracy 66.60%Valid Epoch 54 | [44832/50000 (89.66%)] Loss 0.0771, Accuaracy 66.66%Valid Epoch 54 | [46432/50000 (92.86%)] Loss 0.0768, Accuaracy 66.76%Valid Epoch 54 | [48032/50000 (96.06%)] Loss 0.0771, Accuaracy 66.72%Valid Epoch 54 | [49632/50000 (99.26%)] Loss 0.0771, Accuaracy 66.66%Valid Epoch 54 | Avarage Loss 0.0771, Average Accuracy 66.66%
Train Epoch 55 | [64/732000 (0.01%)] Loss 0.0040, Accuaracy 93.75%Train Epoch 55 | [12864/732000 (1.76%)] Loss 0.0017, Accuaracy 96.47%Train Epoch 55 | [25664/732000 (3.51%)] Loss 0.0018, Accuaracy 96.44%Train Epoch 55 | [38464/732000 (5.25%)] Loss 0.0018, Accuaracy 96.44%Train Epoch 55 | [51264/732000 (7.00%)] Loss 0.0018, Accuaracy 96.37%Train Epoch 55 | [64064/732000 (8.75%)] Loss 0.0018, Accuaracy 96.33%Train Epoch 55 | [76864/732000 (10.50%)] Loss 0.0018, Accuaracy 96.30%Train Epoch 55 | [89664/732000 (12.25%)] Loss 0.0019, Accuaracy 96.24%Train Epoch 55 | [102464/732000 (14.00%)] Loss 0.0019, Accuaracy 96.21%Train Epoch 55 | [115264/732000 (15.75%)] Loss 0.0019, Accuaracy 96.16%Train Epoch 55 | [128064/732000 (17.50%)] Loss 0.0019, Accuaracy 96.11%Train Epoch 55 | [140864/732000 (19.24%)] Loss 0.0020, Accuaracy 96.08%Train Epoch 55 | [153664/732000 (20.99%)] Loss 0.0020, Accuaracy 96.04%Train Epoch 55 | [166464/732000 (22.74%)] Loss 0.0020, Accuaracy 96.03%Train Epoch 55 | [179264/732000 (24.49%)] Loss 0.0020, Accuaracy 96.01%Train Epoch 55 | [192064/732000 (26.24%)] Loss 0.0020, Accuaracy 96.00%Train Epoch 55 | [204864/732000 (27.99%)] Loss 0.0020, Accuaracy 96.01%Train Epoch 55 | [217664/732000 (29.74%)] Loss 0.0020, Accuaracy 95.99%Train Epoch 55 | [230464/732000 (31.48%)] Loss 0.0020, Accuaracy 95.97%Train Epoch 55 | [243264/732000 (33.23%)] Loss 0.0020, Accuaracy 95.95%Train Epoch 55 | [256064/732000 (34.98%)] Loss 0.0020, Accuaracy 95.93%Train Epoch 55 | [268864/732000 (36.73%)] Loss 0.0020, Accuaracy 95.89%Train Epoch 55 | [281664/732000 (38.48%)] Loss 0.0020, Accuaracy 95.89%Train Epoch 55 | [294464/732000 (40.23%)] Loss 0.0020, Accuaracy 95.86%Train Epoch 55 | [307264/732000 (41.98%)] Loss 0.0021, Accuaracy 95.85%Train Epoch 55 | [320064/732000 (43.72%)] Loss 0.0021, Accuaracy 95.83%Train Epoch 55 | [332864/732000 (45.47%)] Loss 0.0021, Accuaracy 95.82%Train Epoch 55 | [345664/732000 (47.22%)] Loss 0.0021, Accuaracy 95.82%Train Epoch 55 | [358464/732000 (48.97%)] Loss 0.0021, Accuaracy 95.81%Train Epoch 55 | [371264/732000 (50.72%)] Loss 0.0021, Accuaracy 95.81%Train Epoch 55 | [384064/732000 (52.47%)] Loss 0.0021, Accuaracy 95.81%Train Epoch 55 | [396864/732000 (54.22%)] Loss 0.0021, Accuaracy 95.80%Train Epoch 55 | [409664/732000 (55.97%)] Loss 0.0021, Accuaracy 95.80%Train Epoch 55 | [422464/732000 (57.71%)] Loss 0.0021, Accuaracy 95.79%Train Epoch 55 | [435264/732000 (59.46%)] Loss 0.0021, Accuaracy 95.78%Train Epoch 55 | [448064/732000 (61.21%)] Loss 0.0021, Accuaracy 95.76%Train Epoch 55 | [460864/732000 (62.96%)] Loss 0.0021, Accuaracy 95.76%Train Epoch 55 | [473664/732000 (64.71%)] Loss 0.0021, Accuaracy 95.74%Train Epoch 55 | [486464/732000 (66.46%)] Loss 0.0021, Accuaracy 95.74%Train Epoch 55 | [499264/732000 (68.21%)] Loss 0.0021, Accuaracy 95.73%Train Epoch 55 | [512064/732000 (69.95%)] Loss 0.0021, Accuaracy 95.72%Train Epoch 55 | [524864/732000 (71.70%)] Loss 0.0021, Accuaracy 95.71%Train Epoch 55 | [537664/732000 (73.45%)] Loss 0.0021, Accuaracy 95.70%Train Epoch 55 | [550464/732000 (75.20%)] Loss 0.0021, Accuaracy 95.70%Train Epoch 55 | [563264/732000 (76.95%)] Loss 0.0021, Accuaracy 95.68%Train Epoch 55 | [576064/732000 (78.70%)] Loss 0.0021, Accuaracy 95.68%Train Epoch 55 | [588864/732000 (80.45%)] Loss 0.0021, Accuaracy 95.68%Train Epoch 55 | [601664/732000 (82.19%)] Loss 0.0021, Accuaracy 95.67%Train Epoch 55 | [614464/732000 (83.94%)] Loss 0.0021, Accuaracy 95.66%Train Epoch 55 | [627264/732000 (85.69%)] Loss 0.0021, Accuaracy 95.65%Train Epoch 55 | [640064/732000 (87.44%)] Loss 0.0021, Accuaracy 95.64%Train Epoch 55 | [652864/732000 (89.19%)] Loss 0.0021, Accuaracy 95.63%Train Epoch 55 | [665664/732000 (90.94%)] Loss 0.0022, Accuaracy 95.63%Train Epoch 55 | [678464/732000 (92.69%)] Loss 0.0022, Accuaracy 95.62%Train Epoch 55 | [691264/732000 (94.43%)] Loss 0.0022, Accuaracy 95.61%Train Epoch 55 | [704064/732000 (96.18%)] Loss 0.0022, Accuaracy 95.60%Train Epoch 55 | [716864/732000 (97.93%)] Loss 0.0022, Accuaracy 95.59%Train Epoch 55 | [729664/732000 (99.68%)] Loss 0.0022, Accuaracy 95.58%Train Epoch 55 | Avarage Loss 0.0022, Average Accuracy 95.58%
Valid Epoch 55 | [32/50000 (0.06%)] Loss 0.0573, Accuaracy 78.12%Valid Epoch 55 | [1632/50000 (3.26%)] Loss 0.0746, Accuaracy 67.52%Valid Epoch 55 | [3232/50000 (6.46%)] Loss 0.0752, Accuaracy 66.68%Valid Epoch 55 | [4832/50000 (9.66%)] Loss 0.0761, Accuaracy 66.70%Valid Epoch 55 | [6432/50000 (12.86%)] Loss 0.0780, Accuaracy 66.43%Valid Epoch 55 | [8032/50000 (16.06%)] Loss 0.0779, Accuaracy 66.57%Valid Epoch 55 | [9632/50000 (19.26%)] Loss 0.0780, Accuaracy 66.69%Valid Epoch 55 | [11232/50000 (22.46%)] Loss 0.0787, Accuaracy 66.46%Valid Epoch 55 | [12832/50000 (25.66%)] Loss 0.0786, Accuaracy 66.41%Valid Epoch 55 | [14432/50000 (28.86%)] Loss 0.0784, Accuaracy 66.50%Valid Epoch 55 | [16032/50000 (32.06%)] Loss 0.0783, Accuaracy 66.56%Valid Epoch 55 | [17632/50000 (35.26%)] Loss 0.0791, Accuaracy 66.47%Valid Epoch 55 | [19232/50000 (38.46%)] Loss 0.0794, Accuaracy 66.38%Valid Epoch 55 | [20832/50000 (41.66%)] Loss 0.0792, Accuaracy 66.34%Valid Epoch 55 | [22432/50000 (44.86%)] Loss 0.0792, Accuaracy 66.29%Valid Epoch 55 | [24032/50000 (48.06%)] Loss 0.0790, Accuaracy 66.33%Valid Epoch 55 | [25632/50000 (51.26%)] Loss 0.0790, Accuaracy 66.35%Valid Epoch 55 | [27232/50000 (54.46%)] Loss 0.0787, Accuaracy 66.40%Valid Epoch 55 | [28832/50000 (57.66%)] Loss 0.0784, Accuaracy 66.47%Valid Epoch 55 | [30432/50000 (60.86%)] Loss 0.0784, Accuaracy 66.47%Valid Epoch 55 | [32032/50000 (64.06%)] Loss 0.0782, Accuaracy 66.54%Valid Epoch 55 | [33632/50000 (67.26%)] Loss 0.0782, Accuaracy 66.59%Valid Epoch 55 | [35232/50000 (70.46%)] Loss 0.0783, Accuaracy 66.61%Valid Epoch 55 | [36832/50000 (73.66%)] Loss 0.0784, Accuaracy 66.55%Valid Epoch 55 | [38432/50000 (76.86%)] Loss 0.0782, Accuaracy 66.59%Valid Epoch 55 | [40032/50000 (80.06%)] Loss 0.0786, Accuaracy 66.40%Valid Epoch 55 | [41632/50000 (83.26%)] Loss 0.0785, Accuaracy 66.45%Valid Epoch 55 | [43232/50000 (86.46%)] Loss 0.0785, Accuaracy 66.47%Valid Epoch 55 | [44832/50000 (89.66%)] Loss 0.0785, Accuaracy 66.51%Valid Epoch 55 | [46432/50000 (92.86%)] Loss 0.0785, Accuaracy 66.50%Valid Epoch 55 | [48032/50000 (96.06%)] Loss 0.0783, Accuaracy 66.57%Valid Epoch 55 | [49632/50000 (99.26%)] Loss 0.0781, Accuaracy 66.62%Valid Epoch 55 | Avarage Loss 0.0782, Average Accuracy 66.60%
Train Epoch 56 | [64/732000 (0.01%)] Loss 0.0018, Accuaracy 95.31%Train Epoch 56 | [12864/732000 (1.76%)] Loss 0.0016, Accuaracy 96.70%Train Epoch 56 | [25664/732000 (3.51%)] Loss 0.0016, Accuaracy 96.74%Train Epoch 56 | [38464/732000 (5.25%)] Loss 0.0016, Accuaracy 96.68%Train Epoch 56 | [51264/732000 (7.00%)] Loss 0.0017, Accuaracy 96.62%Train Epoch 56 | [64064/732000 (8.75%)] Loss 0.0017, Accuaracy 96.50%Train Epoch 56 | [76864/732000 (10.50%)] Loss 0.0018, Accuaracy 96.37%Train Epoch 56 | [89664/732000 (12.25%)] Loss 0.0018, Accuaracy 96.36%Train Epoch 56 | [102464/732000 (14.00%)] Loss 0.0018, Accuaracy 96.33%Train Epoch 56 | [115264/732000 (15.75%)] Loss 0.0018, Accuaracy 96.31%Train Epoch 56 | [128064/732000 (17.50%)] Loss 0.0018, Accuaracy 96.27%Train Epoch 56 | [140864/732000 (19.24%)] Loss 0.0019, Accuaracy 96.21%Train Epoch 56 | [153664/732000 (20.99%)] Loss 0.0019, Accuaracy 96.15%Train Epoch 56 | [166464/732000 (22.74%)] Loss 0.0019, Accuaracy 96.12%Train Epoch 56 | [179264/732000 (24.49%)] Loss 0.0019, Accuaracy 96.13%Train Epoch 56 | [192064/732000 (26.24%)] Loss 0.0019, Accuaracy 96.10%Train Epoch 56 | [204864/732000 (27.99%)] Loss 0.0019, Accuaracy 96.09%Train Epoch 56 | [217664/732000 (29.74%)] Loss 0.0020, Accuaracy 96.05%Train Epoch 56 | [230464/732000 (31.48%)] Loss 0.0020, Accuaracy 96.03%Train Epoch 56 | [243264/732000 (33.23%)] Loss 0.0020, Accuaracy 96.03%Train Epoch 56 | [256064/732000 (34.98%)] Loss 0.0020, Accuaracy 96.02%Train Epoch 56 | [268864/732000 (36.73%)] Loss 0.0020, Accuaracy 95.99%Train Epoch 56 | [281664/732000 (38.48%)] Loss 0.0020, Accuaracy 95.98%Train Epoch 56 | [294464/732000 (40.23%)] Loss 0.0020, Accuaracy 95.97%Train Epoch 56 | [307264/732000 (41.98%)] Loss 0.0020, Accuaracy 95.97%Train Epoch 56 | [320064/732000 (43.72%)] Loss 0.0020, Accuaracy 95.96%Train Epoch 56 | [332864/732000 (45.47%)] Loss 0.0020, Accuaracy 95.96%Train Epoch 56 | [345664/732000 (47.22%)] Loss 0.0020, Accuaracy 95.94%Train Epoch 56 | [358464/732000 (48.97%)] Loss 0.0020, Accuaracy 95.92%Train Epoch 56 | [371264/732000 (50.72%)] Loss 0.0020, Accuaracy 95.90%Train Epoch 56 | [384064/732000 (52.47%)] Loss 0.0021, Accuaracy 95.88%Train Epoch 56 | [396864/732000 (54.22%)] Loss 0.0021, Accuaracy 95.86%Train Epoch 56 | [409664/732000 (55.97%)] Loss 0.0021, Accuaracy 95.84%Train Epoch 56 | [422464/732000 (57.71%)] Loss 0.0021, Accuaracy 95.84%Train Epoch 56 | [435264/732000 (59.46%)] Loss 0.0021, Accuaracy 95.84%Train Epoch 56 | [448064/732000 (61.21%)] Loss 0.0021, Accuaracy 95.83%Train Epoch 56 | [460864/732000 (62.96%)] Loss 0.0021, Accuaracy 95.82%Train Epoch 56 | [473664/732000 (64.71%)] Loss 0.0021, Accuaracy 95.82%Train Epoch 56 | [486464/732000 (66.46%)] Loss 0.0021, Accuaracy 95.82%Train Epoch 56 | [499264/732000 (68.21%)] Loss 0.0021, Accuaracy 95.81%Train Epoch 56 | [512064/732000 (69.95%)] Loss 0.0021, Accuaracy 95.79%Train Epoch 56 | [524864/732000 (71.70%)] Loss 0.0021, Accuaracy 95.78%Train Epoch 56 | [537664/732000 (73.45%)] Loss 0.0021, Accuaracy 95.77%Train Epoch 56 | [550464/732000 (75.20%)] Loss 0.0021, Accuaracy 95.77%Train Epoch 56 | [563264/732000 (76.95%)] Loss 0.0021, Accuaracy 95.76%Train Epoch 56 | [576064/732000 (78.70%)] Loss 0.0021, Accuaracy 95.75%Train Epoch 56 | [588864/732000 (80.45%)] Loss 0.0021, Accuaracy 95.74%Train Epoch 56 | [601664/732000 (82.19%)] Loss 0.0021, Accuaracy 95.73%Train Epoch 56 | [614464/732000 (83.94%)] Loss 0.0021, Accuaracy 95.72%Train Epoch 56 | [627264/732000 (85.69%)] Loss 0.0021, Accuaracy 95.72%Train Epoch 56 | [640064/732000 (87.44%)] Loss 0.0021, Accuaracy 95.71%Train Epoch 56 | [652864/732000 (89.19%)] Loss 0.0021, Accuaracy 95.70%Train Epoch 56 | [665664/732000 (90.94%)] Loss 0.0021, Accuaracy 95.69%Train Epoch 56 | [678464/732000 (92.69%)] Loss 0.0021, Accuaracy 95.69%Train Epoch 56 | [691264/732000 (94.43%)] Loss 0.0021, Accuaracy 95.68%Train Epoch 56 | [704064/732000 (96.18%)] Loss 0.0021, Accuaracy 95.67%Train Epoch 56 | [716864/732000 (97.93%)] Loss 0.0021, Accuaracy 95.67%Train Epoch 56 | [729664/732000 (99.68%)] Loss 0.0021, Accuaracy 95.66%Train Epoch 56 | Avarage Loss 0.0022, Average Accuracy 95.66%
Valid Epoch 56 | [32/50000 (0.06%)] Loss 0.0667, Accuaracy 78.12%Valid Epoch 56 | [1632/50000 (3.26%)] Loss 0.0722, Accuaracy 68.32%Valid Epoch 56 | [3232/50000 (6.46%)] Loss 0.0730, Accuaracy 68.07%Valid Epoch 56 | [4832/50000 (9.66%)] Loss 0.0751, Accuaracy 67.69%Valid Epoch 56 | [6432/50000 (12.86%)] Loss 0.0761, Accuaracy 67.48%Valid Epoch 56 | [8032/50000 (16.06%)] Loss 0.0780, Accuaracy 67.32%Valid Epoch 56 | [9632/50000 (19.26%)] Loss 0.0785, Accuaracy 67.19%Valid Epoch 56 | [11232/50000 (22.46%)] Loss 0.0777, Accuaracy 67.32%Valid Epoch 56 | [12832/50000 (25.66%)] Loss 0.0782, Accuaracy 67.29%Valid Epoch 56 | [14432/50000 (28.86%)] Loss 0.0786, Accuaracy 67.11%Valid Epoch 56 | [16032/50000 (32.06%)] Loss 0.0783, Accuaracy 67.28%Valid Epoch 56 | [17632/50000 (35.26%)] Loss 0.0783, Accuaracy 67.18%Valid Epoch 56 | [19232/50000 (38.46%)] Loss 0.0783, Accuaracy 67.18%Valid Epoch 56 | [20832/50000 (41.66%)] Loss 0.0783, Accuaracy 67.09%Valid Epoch 56 | [22432/50000 (44.86%)] Loss 0.0783, Accuaracy 67.11%Valid Epoch 56 | [24032/50000 (48.06%)] Loss 0.0786, Accuaracy 66.98%Valid Epoch 56 | [25632/50000 (51.26%)] Loss 0.0782, Accuaracy 67.13%Valid Epoch 56 | [27232/50000 (54.46%)] Loss 0.0789, Accuaracy 67.05%Valid Epoch 56 | [28832/50000 (57.66%)] Loss 0.0788, Accuaracy 67.05%Valid Epoch 56 | [30432/50000 (60.86%)] Loss 0.0784, Accuaracy 67.10%Valid Epoch 56 | [32032/50000 (64.06%)] Loss 0.0787, Accuaracy 67.11%Valid Epoch 56 | [33632/50000 (67.26%)] Loss 0.0788, Accuaracy 67.09%Valid Epoch 56 | [35232/50000 (70.46%)] Loss 0.0787, Accuaracy 67.06%Valid Epoch 56 | [36832/50000 (73.66%)] Loss 0.0787, Accuaracy 67.00%Valid Epoch 56 | [38432/50000 (76.86%)] Loss 0.0787, Accuaracy 67.02%Valid Epoch 56 | [40032/50000 (80.06%)] Loss 0.0788, Accuaracy 66.99%Valid Epoch 56 | [41632/50000 (83.26%)] Loss 0.0791, Accuaracy 66.92%Valid Epoch 56 | [43232/50000 (86.46%)] Loss 0.0791, Accuaracy 66.86%Valid Epoch 56 | [44832/50000 (89.66%)] Loss 0.0789, Accuaracy 66.93%Valid Epoch 56 | [46432/50000 (92.86%)] Loss 0.0790, Accuaracy 66.90%Valid Epoch 56 | [48032/50000 (96.06%)] Loss 0.0789, Accuaracy 66.93%Valid Epoch 56 | [49632/50000 (99.26%)] Loss 0.0790, Accuaracy 66.91%Valid Epoch 56 | Avarage Loss 0.0789, Average Accuracy 66.94%
Train Epoch 57 | [64/732000 (0.01%)] Loss 0.0016, Accuaracy 96.88%Train Epoch 57 | [12864/732000 (1.76%)] Loss 0.0017, Accuaracy 96.29%Train Epoch 57 | [25664/732000 (3.51%)] Loss 0.0017, Accuaracy 96.37%Train Epoch 57 | [38464/732000 (5.25%)] Loss 0.0017, Accuaracy 96.37%Train Epoch 57 | [51264/732000 (7.00%)] Loss 0.0018, Accuaracy 96.39%Train Epoch 57 | [64064/732000 (8.75%)] Loss 0.0018, Accuaracy 96.37%Train Epoch 57 | [76864/732000 (10.50%)] Loss 0.0018, Accuaracy 96.38%Train Epoch 57 | [89664/732000 (12.25%)] Loss 0.0018, Accuaracy 96.37%Train Epoch 57 | [102464/732000 (14.00%)] Loss 0.0018, Accuaracy 96.36%Train Epoch 57 | [115264/732000 (15.75%)] Loss 0.0018, Accuaracy 96.36%Train Epoch 57 | [128064/732000 (17.50%)] Loss 0.0018, Accuaracy 96.31%Train Epoch 57 | [140864/732000 (19.24%)] Loss 0.0018, Accuaracy 96.26%Train Epoch 57 | [153664/732000 (20.99%)] Loss 0.0019, Accuaracy 96.24%Train Epoch 57 | [166464/732000 (22.74%)] Loss 0.0019, Accuaracy 96.19%Train Epoch 57 | [179264/732000 (24.49%)] Loss 0.0019, Accuaracy 96.17%Train Epoch 57 | [192064/732000 (26.24%)] Loss 0.0019, Accuaracy 96.15%Train Epoch 57 | [204864/732000 (27.99%)] Loss 0.0019, Accuaracy 96.14%Train Epoch 57 | [217664/732000 (29.74%)] Loss 0.0019, Accuaracy 96.11%Train Epoch 57 | [230464/732000 (31.48%)] Loss 0.0019, Accuaracy 96.10%Train Epoch 57 | [243264/732000 (33.23%)] Loss 0.0019, Accuaracy 96.09%Train Epoch 57 | [256064/732000 (34.98%)] Loss 0.0019, Accuaracy 96.07%Train Epoch 57 | [268864/732000 (36.73%)] Loss 0.0019, Accuaracy 96.06%Train Epoch 57 | [281664/732000 (38.48%)] Loss 0.0020, Accuaracy 96.05%Train Epoch 57 | [294464/732000 (40.23%)] Loss 0.0020, Accuaracy 96.04%Train Epoch 57 | [307264/732000 (41.98%)] Loss 0.0020, Accuaracy 96.03%Train Epoch 57 | [320064/732000 (43.72%)] Loss 0.0020, Accuaracy 96.00%Train Epoch 57 | [332864/732000 (45.47%)] Loss 0.0020, Accuaracy 95.98%Train Epoch 57 | [345664/732000 (47.22%)] Loss 0.0020, Accuaracy 95.96%Train Epoch 57 | [358464/732000 (48.97%)] Loss 0.0020, Accuaracy 95.94%Train Epoch 57 | [371264/732000 (50.72%)] Loss 0.0020, Accuaracy 95.93%Train Epoch 57 | [384064/732000 (52.47%)] Loss 0.0020, Accuaracy 95.92%Train Epoch 57 | [396864/732000 (54.22%)] Loss 0.0020, Accuaracy 95.91%Train Epoch 57 | [409664/732000 (55.97%)] Loss 0.0020, Accuaracy 95.91%Train Epoch 57 | [422464/732000 (57.71%)] Loss 0.0020, Accuaracy 95.90%Train Epoch 57 | [435264/732000 (59.46%)] Loss 0.0020, Accuaracy 95.89%Train Epoch 57 | [448064/732000 (61.21%)] Loss 0.0020, Accuaracy 95.88%Train Epoch 57 | [460864/732000 (62.96%)] Loss 0.0020, Accuaracy 95.87%Train Epoch 57 | [473664/732000 (64.71%)] Loss 0.0020, Accuaracy 95.87%Train Epoch 57 | [486464/732000 (66.46%)] Loss 0.0020, Accuaracy 95.86%Train Epoch 57 | [499264/732000 (68.21%)] Loss 0.0020, Accuaracy 95.86%Train Epoch 57 | [512064/732000 (69.95%)] Loss 0.0020, Accuaracy 95.85%Train Epoch 57 | [524864/732000 (71.70%)] Loss 0.0020, Accuaracy 95.84%Train Epoch 57 | [537664/732000 (73.45%)] Loss 0.0021, Accuaracy 95.83%Train Epoch 57 | [550464/732000 (75.20%)] Loss 0.0021, Accuaracy 95.82%Train Epoch 57 | [563264/732000 (76.95%)] Loss 0.0021, Accuaracy 95.81%Train Epoch 57 | [576064/732000 (78.70%)] Loss 0.0021, Accuaracy 95.79%Train Epoch 57 | [588864/732000 (80.45%)] Loss 0.0021, Accuaracy 95.79%Train Epoch 57 | [601664/732000 (82.19%)] Loss 0.0021, Accuaracy 95.79%Train Epoch 57 | [614464/732000 (83.94%)] Loss 0.0021, Accuaracy 95.79%Train Epoch 57 | [627264/732000 (85.69%)] Loss 0.0021, Accuaracy 95.78%Train Epoch 57 | [640064/732000 (87.44%)] Loss 0.0021, Accuaracy 95.77%Train Epoch 57 | [652864/732000 (89.19%)] Loss 0.0021, Accuaracy 95.77%Train Epoch 57 | [665664/732000 (90.94%)] Loss 0.0021, Accuaracy 95.76%Train Epoch 57 | [678464/732000 (92.69%)] Loss 0.0021, Accuaracy 95.75%Train Epoch 57 | [691264/732000 (94.43%)] Loss 0.0021, Accuaracy 95.74%Train Epoch 57 | [704064/732000 (96.18%)] Loss 0.0021, Accuaracy 95.73%Train Epoch 57 | [716864/732000 (97.93%)] Loss 0.0021, Accuaracy 95.73%Train Epoch 57 | [729664/732000 (99.68%)] Loss 0.0021, Accuaracy 95.71%Train Epoch 57 | Avarage Loss 0.0021, Average Accuracy 95.72%
Valid Epoch 57 | [32/50000 (0.06%)] Loss 0.1128, Accuaracy 56.25%Valid Epoch 57 | [1632/50000 (3.26%)] Loss 0.0733, Accuaracy 68.38%Valid Epoch 57 | [3232/50000 (6.46%)] Loss 0.0792, Accuaracy 67.79%Valid Epoch 57 | [4832/50000 (9.66%)] Loss 0.0813, Accuaracy 67.38%Valid Epoch 57 | [6432/50000 (12.86%)] Loss 0.0811, Accuaracy 67.23%Valid Epoch 57 | [8032/50000 (16.06%)] Loss 0.0831, Accuaracy 66.99%Valid Epoch 57 | [9632/50000 (19.26%)] Loss 0.0825, Accuaracy 67.05%Valid Epoch 57 | [11232/50000 (22.46%)] Loss 0.0820, Accuaracy 67.25%Valid Epoch 57 | [12832/50000 (25.66%)] Loss 0.0809, Accuaracy 67.38%Valid Epoch 57 | [14432/50000 (28.86%)] Loss 0.0810, Accuaracy 67.29%Valid Epoch 57 | [16032/50000 (32.06%)] Loss 0.0809, Accuaracy 67.30%Valid Epoch 57 | [17632/50000 (35.26%)] Loss 0.0806, Accuaracy 67.26%Valid Epoch 57 | [19232/50000 (38.46%)] Loss 0.0803, Accuaracy 67.22%Valid Epoch 57 | [20832/50000 (41.66%)] Loss 0.0802, Accuaracy 67.21%Valid Epoch 57 | [22432/50000 (44.86%)] Loss 0.0804, Accuaracy 67.12%Valid Epoch 57 | [24032/50000 (48.06%)] Loss 0.0803, Accuaracy 66.99%Valid Epoch 57 | [25632/50000 (51.26%)] Loss 0.0802, Accuaracy 66.98%Valid Epoch 57 | [27232/50000 (54.46%)] Loss 0.0802, Accuaracy 66.97%Valid Epoch 57 | [28832/50000 (57.66%)] Loss 0.0802, Accuaracy 66.88%Valid Epoch 57 | [30432/50000 (60.86%)] Loss 0.0799, Accuaracy 66.94%Valid Epoch 57 | [32032/50000 (64.06%)] Loss 0.0800, Accuaracy 66.93%Valid Epoch 57 | [33632/50000 (67.26%)] Loss 0.0802, Accuaracy 66.90%Valid Epoch 57 | [35232/50000 (70.46%)] Loss 0.0802, Accuaracy 66.91%Valid Epoch 57 | [36832/50000 (73.66%)] Loss 0.0803, Accuaracy 66.87%Valid Epoch 57 | [38432/50000 (76.86%)] Loss 0.0804, Accuaracy 66.88%Valid Epoch 57 | [40032/50000 (80.06%)] Loss 0.0803, Accuaracy 66.96%Valid Epoch 57 | [41632/50000 (83.26%)] Loss 0.0803, Accuaracy 67.02%Valid Epoch 57 | [43232/50000 (86.46%)] Loss 0.0801, Accuaracy 67.05%Valid Epoch 57 | [44832/50000 (89.66%)] Loss 0.0801, Accuaracy 67.06%Valid Epoch 57 | [46432/50000 (92.86%)] Loss 0.0802, Accuaracy 67.00%Valid Epoch 57 | [48032/50000 (96.06%)] Loss 0.0801, Accuaracy 67.01%Valid Epoch 57 | [49632/50000 (99.26%)] Loss 0.0800, Accuaracy 67.05%Valid Epoch 57 | Avarage Loss 0.0799, Average Accuracy 67.07%
Train Epoch 58 | [64/732000 (0.01%)] Loss 0.0016, Accuaracy 98.44%Train Epoch 58 | [12864/732000 (1.76%)] Loss 0.0017, Accuaracy 96.57%Train Epoch 58 | [25664/732000 (3.51%)] Loss 0.0017, Accuaracy 96.43%Train Epoch 58 | [38464/732000 (5.25%)] Loss 0.0018, Accuaracy 96.36%Train Epoch 58 | [51264/732000 (7.00%)] Loss 0.0018, Accuaracy 96.35%Train Epoch 58 | [64064/732000 (8.75%)] Loss 0.0017, Accuaracy 96.37%Train Epoch 58 | [76864/732000 (10.50%)] Loss 0.0018, Accuaracy 96.32%Train Epoch 58 | [89664/732000 (12.25%)] Loss 0.0018, Accuaracy 96.36%Train Epoch 58 | [102464/732000 (14.00%)] Loss 0.0018, Accuaracy 96.36%Train Epoch 58 | [115264/732000 (15.75%)] Loss 0.0018, Accuaracy 96.34%Train Epoch 58 | [128064/732000 (17.50%)] Loss 0.0018, Accuaracy 96.33%Train Epoch 58 | [140864/732000 (19.24%)] Loss 0.0018, Accuaracy 96.34%Train Epoch 58 | [153664/732000 (20.99%)] Loss 0.0018, Accuaracy 96.35%Train Epoch 58 | [166464/732000 (22.74%)] Loss 0.0018, Accuaracy 96.32%Train Epoch 58 | [179264/732000 (24.49%)] Loss 0.0018, Accuaracy 96.28%Train Epoch 58 | [192064/732000 (26.24%)] Loss 0.0018, Accuaracy 96.26%Train Epoch 58 | [204864/732000 (27.99%)] Loss 0.0019, Accuaracy 96.20%Train Epoch 58 | [217664/732000 (29.74%)] Loss 0.0019, Accuaracy 96.19%Train Epoch 58 | [230464/732000 (31.48%)] Loss 0.0019, Accuaracy 96.18%Train Epoch 58 | [243264/732000 (33.23%)] Loss 0.0019, Accuaracy 96.16%Train Epoch 58 | [256064/732000 (34.98%)] Loss 0.0019, Accuaracy 96.14%Train Epoch 58 | [268864/732000 (36.73%)] Loss 0.0019, Accuaracy 96.11%Train Epoch 58 | [281664/732000 (38.48%)] Loss 0.0019, Accuaracy 96.09%Train Epoch 58 | [294464/732000 (40.23%)] Loss 0.0019, Accuaracy 96.09%Train Epoch 58 | [307264/732000 (41.98%)] Loss 0.0019, Accuaracy 96.07%Train Epoch 58 | [320064/732000 (43.72%)] Loss 0.0019, Accuaracy 96.07%Train Epoch 58 | [332864/732000 (45.47%)] Loss 0.0019, Accuaracy 96.05%Train Epoch 58 | [345664/732000 (47.22%)] Loss 0.0020, Accuaracy 96.05%Train Epoch 58 | [358464/732000 (48.97%)] Loss 0.0020, Accuaracy 96.04%Train Epoch 58 | [371264/732000 (50.72%)] Loss 0.0020, Accuaracy 96.04%Train Epoch 58 | [384064/732000 (52.47%)] Loss 0.0020, Accuaracy 96.02%Train Epoch 58 | [396864/732000 (54.22%)] Loss 0.0020, Accuaracy 96.03%Train Epoch 58 | [409664/732000 (55.97%)] Loss 0.0020, Accuaracy 96.02%Train Epoch 58 | [422464/732000 (57.71%)] Loss 0.0020, Accuaracy 96.00%Train Epoch 58 | [435264/732000 (59.46%)] Loss 0.0020, Accuaracy 95.99%Train Epoch 58 | [448064/732000 (61.21%)] Loss 0.0020, Accuaracy 95.98%Train Epoch 58 | [460864/732000 (62.96%)] Loss 0.0020, Accuaracy 95.96%Train Epoch 58 | [473664/732000 (64.71%)] Loss 0.0020, Accuaracy 95.95%Train Epoch 58 | [486464/732000 (66.46%)] Loss 0.0020, Accuaracy 95.93%Train Epoch 58 | [499264/732000 (68.21%)] Loss 0.0020, Accuaracy 95.93%Train Epoch 58 | [512064/732000 (69.95%)] Loss 0.0020, Accuaracy 95.92%Train Epoch 58 | [524864/732000 (71.70%)] Loss 0.0020, Accuaracy 95.92%Train Epoch 58 | [537664/732000 (73.45%)] Loss 0.0020, Accuaracy 95.91%Train Epoch 58 | [550464/732000 (75.20%)] Loss 0.0020, Accuaracy 95.89%Train Epoch 58 | [563264/732000 (76.95%)] Loss 0.0020, Accuaracy 95.88%Train Epoch 58 | [576064/732000 (78.70%)] Loss 0.0020, Accuaracy 95.88%Train Epoch 58 | [588864/732000 (80.45%)] Loss 0.0020, Accuaracy 95.86%Train Epoch 58 | [601664/732000 (82.19%)] Loss 0.0020, Accuaracy 95.85%Train Epoch 58 | [614464/732000 (83.94%)] Loss 0.0021, Accuaracy 95.84%Train Epoch 58 | [627264/732000 (85.69%)] Loss 0.0021, Accuaracy 95.83%Train Epoch 58 | [640064/732000 (87.44%)] Loss 0.0021, Accuaracy 95.83%Train Epoch 58 | [652864/732000 (89.19%)] Loss 0.0021, Accuaracy 95.83%Train Epoch 58 | [665664/732000 (90.94%)] Loss 0.0021, Accuaracy 95.83%Train Epoch 58 | [678464/732000 (92.69%)] Loss 0.0021, Accuaracy 95.82%Train Epoch 58 | [691264/732000 (94.43%)] Loss 0.0021, Accuaracy 95.81%Train Epoch 58 | [704064/732000 (96.18%)] Loss 0.0021, Accuaracy 95.81%Train Epoch 58 | [716864/732000 (97.93%)] Loss 0.0021, Accuaracy 95.81%Train Epoch 58 | [729664/732000 (99.68%)] Loss 0.0021, Accuaracy 95.80%Train Epoch 58 | Avarage Loss 0.0021, Average Accuracy 95.80%
Valid Epoch 58 | [32/50000 (0.06%)] Loss 0.0219, Accuaracy 78.12%Valid Epoch 58 | [1632/50000 (3.26%)] Loss 0.0742, Accuaracy 67.22%Valid Epoch 58 | [3232/50000 (6.46%)] Loss 0.0775, Accuaracy 67.36%Valid Epoch 58 | [4832/50000 (9.66%)] Loss 0.0788, Accuaracy 67.47%Valid Epoch 58 | [6432/50000 (12.86%)] Loss 0.0781, Accuaracy 67.12%Valid Epoch 58 | [8032/50000 (16.06%)] Loss 0.0789, Accuaracy 66.73%Valid Epoch 58 | [9632/50000 (19.26%)] Loss 0.0806, Accuaracy 66.81%Valid Epoch 58 | [11232/50000 (22.46%)] Loss 0.0798, Accuaracy 66.92%Valid Epoch 58 | [12832/50000 (25.66%)] Loss 0.0803, Accuaracy 67.09%Valid Epoch 58 | [14432/50000 (28.86%)] Loss 0.0802, Accuaracy 67.17%Valid Epoch 58 | [16032/50000 (32.06%)] Loss 0.0809, Accuaracy 67.09%Valid Epoch 58 | [17632/50000 (35.26%)] Loss 0.0808, Accuaracy 67.12%Valid Epoch 58 | [19232/50000 (38.46%)] Loss 0.0810, Accuaracy 67.20%Valid Epoch 58 | [20832/50000 (41.66%)] Loss 0.0808, Accuaracy 67.19%Valid Epoch 58 | [22432/50000 (44.86%)] Loss 0.0810, Accuaracy 67.10%Valid Epoch 58 | [24032/50000 (48.06%)] Loss 0.0810, Accuaracy 67.10%Valid Epoch 58 | [25632/50000 (51.26%)] Loss 0.0807, Accuaracy 67.15%Valid Epoch 58 | [27232/50000 (54.46%)] Loss 0.0810, Accuaracy 67.06%Valid Epoch 58 | [28832/50000 (57.66%)] Loss 0.0814, Accuaracy 67.07%Valid Epoch 58 | [30432/50000 (60.86%)] Loss 0.0812, Accuaracy 67.13%Valid Epoch 58 | [32032/50000 (64.06%)] Loss 0.0813, Accuaracy 67.03%Valid Epoch 58 | [33632/50000 (67.26%)] Loss 0.0813, Accuaracy 67.03%Valid Epoch 58 | [35232/50000 (70.46%)] Loss 0.0812, Accuaracy 67.04%Valid Epoch 58 | [36832/50000 (73.66%)] Loss 0.0811, Accuaracy 67.04%Valid Epoch 58 | [38432/50000 (76.86%)] Loss 0.0811, Accuaracy 67.02%Valid Epoch 58 | [40032/50000 (80.06%)] Loss 0.0811, Accuaracy 67.01%Valid Epoch 58 | [41632/50000 (83.26%)] Loss 0.0810, Accuaracy 66.96%Valid Epoch 58 | [43232/50000 (86.46%)] Loss 0.0810, Accuaracy 66.92%Valid Epoch 58 | [44832/50000 (89.66%)] Loss 0.0810, Accuaracy 66.95%Valid Epoch 58 | [46432/50000 (92.86%)] Loss 0.0811, Accuaracy 66.98%Valid Epoch 58 | [48032/50000 (96.06%)] Loss 0.0811, Accuaracy 66.98%Valid Epoch 58 | [49632/50000 (99.26%)] Loss 0.0809, Accuaracy 67.01%Valid Epoch 58 | Avarage Loss 0.0808, Average Accuracy 67.04%
Train Epoch 59 | [64/732000 (0.01%)] Loss 0.0010, Accuaracy 98.44%Train Epoch 59 | [12864/732000 (1.76%)] Loss 0.0016, Accuaracy 96.71%Train Epoch 59 | [25664/732000 (3.51%)] Loss 0.0016, Accuaracy 96.74%Train Epoch 59 | [38464/732000 (5.25%)] Loss 0.0016, Accuaracy 96.74%Train Epoch 59 | [51264/732000 (7.00%)] Loss 0.0016, Accuaracy 96.77%Train Epoch 59 | [64064/732000 (8.75%)] Loss 0.0016, Accuaracy 96.75%Train Epoch 59 | [76864/732000 (10.50%)] Loss 0.0017, Accuaracy 96.65%Train Epoch 59 | [89664/732000 (12.25%)] Loss 0.0017, Accuaracy 96.57%Train Epoch 59 | [102464/732000 (14.00%)] Loss 0.0017, Accuaracy 96.46%Train Epoch 59 | [115264/732000 (15.75%)] Loss 0.0018, Accuaracy 96.44%Train Epoch 59 | [128064/732000 (17.50%)] Loss 0.0018, Accuaracy 96.39%Train Epoch 59 | [140864/732000 (19.24%)] Loss 0.0018, Accuaracy 96.36%Train Epoch 59 | [153664/732000 (20.99%)] Loss 0.0018, Accuaracy 96.32%Train Epoch 59 | [166464/732000 (22.74%)] Loss 0.0018, Accuaracy 96.32%Train Epoch 59 | [179264/732000 (24.49%)] Loss 0.0018, Accuaracy 96.32%Train Epoch 59 | [192064/732000 (26.24%)] Loss 0.0018, Accuaracy 96.29%Train Epoch 59 | [204864/732000 (27.99%)] Loss 0.0018, Accuaracy 96.27%Train Epoch 59 | [217664/732000 (29.74%)] Loss 0.0018, Accuaracy 96.27%Train Epoch 59 | [230464/732000 (31.48%)] Loss 0.0018, Accuaracy 96.26%Train Epoch 59 | [243264/732000 (33.23%)] Loss 0.0018, Accuaracy 96.24%Train Epoch 59 | [256064/732000 (34.98%)] Loss 0.0019, Accuaracy 96.21%Train Epoch 59 | [268864/732000 (36.73%)] Loss 0.0019, Accuaracy 96.20%Train Epoch 59 | [281664/732000 (38.48%)] Loss 0.0019, Accuaracy 96.20%Train Epoch 59 | [294464/732000 (40.23%)] Loss 0.0019, Accuaracy 96.18%Train Epoch 59 | [307264/732000 (41.98%)] Loss 0.0019, Accuaracy 96.15%Train Epoch 59 | [320064/732000 (43.72%)] Loss 0.0019, Accuaracy 96.13%Train Epoch 59 | [332864/732000 (45.47%)] Loss 0.0019, Accuaracy 96.12%Train Epoch 59 | [345664/732000 (47.22%)] Loss 0.0019, Accuaracy 96.12%Train Epoch 59 | [358464/732000 (48.97%)] Loss 0.0019, Accuaracy 96.10%Train Epoch 59 | [371264/732000 (50.72%)] Loss 0.0019, Accuaracy 96.08%Train Epoch 59 | [384064/732000 (52.47%)] Loss 0.0019, Accuaracy 96.07%Train Epoch 59 | [396864/732000 (54.22%)] Loss 0.0019, Accuaracy 96.06%Train Epoch 59 | [409664/732000 (55.97%)] Loss 0.0019, Accuaracy 96.05%Train Epoch 59 | [422464/732000 (57.71%)] Loss 0.0020, Accuaracy 96.04%Train Epoch 59 | [435264/732000 (59.46%)] Loss 0.0020, Accuaracy 96.03%Train Epoch 59 | [448064/732000 (61.21%)] Loss 0.0020, Accuaracy 96.03%Train Epoch 59 | [460864/732000 (62.96%)] Loss 0.0020, Accuaracy 96.02%Train Epoch 59 | [473664/732000 (64.71%)] Loss 0.0020, Accuaracy 96.01%Train Epoch 59 | [486464/732000 (66.46%)] Loss 0.0020, Accuaracy 96.01%Train Epoch 59 | [499264/732000 (68.21%)] Loss 0.0020, Accuaracy 96.01%Train Epoch 59 | [512064/732000 (69.95%)] Loss 0.0020, Accuaracy 96.00%Train Epoch 59 | [524864/732000 (71.70%)] Loss 0.0020, Accuaracy 95.99%Train Epoch 59 | [537664/732000 (73.45%)] Loss 0.0020, Accuaracy 95.99%Train Epoch 59 | [550464/732000 (75.20%)] Loss 0.0020, Accuaracy 95.97%Train Epoch 59 | [563264/732000 (76.95%)] Loss 0.0020, Accuaracy 95.96%Train Epoch 59 | [576064/732000 (78.70%)] Loss 0.0020, Accuaracy 95.95%Train Epoch 59 | [588864/732000 (80.45%)] Loss 0.0020, Accuaracy 95.95%Train Epoch 59 | [601664/732000 (82.19%)] Loss 0.0020, Accuaracy 95.93%Train Epoch 59 | [614464/732000 (83.94%)] Loss 0.0020, Accuaracy 95.92%Train Epoch 59 | [627264/732000 (85.69%)] Loss 0.0020, Accuaracy 95.92%Train Epoch 59 | [640064/732000 (87.44%)] Loss 0.0020, Accuaracy 95.91%Train Epoch 59 | [652864/732000 (89.19%)] Loss 0.0020, Accuaracy 95.91%Train Epoch 59 | [665664/732000 (90.94%)] Loss 0.0020, Accuaracy 95.89%Train Epoch 59 | [678464/732000 (92.69%)] Loss 0.0020, Accuaracy 95.89%Train Epoch 59 | [691264/732000 (94.43%)] Loss 0.0020, Accuaracy 95.89%Train Epoch 59 | [704064/732000 (96.18%)] Loss 0.0020, Accuaracy 95.89%Train Epoch 59 | [716864/732000 (97.93%)] Loss 0.0020, Accuaracy 95.87%Train Epoch 59 | [729664/732000 (99.68%)] Loss 0.0020, Accuaracy 95.87%Train Epoch 59 | Avarage Loss 0.0020, Average Accuracy 95.87%
Valid Epoch 59 | [32/50000 (0.06%)] Loss 0.0706, Accuaracy 62.50%Valid Epoch 59 | [1632/50000 (3.26%)] Loss 0.0767, Accuaracy 66.54%Valid Epoch 59 | [3232/50000 (6.46%)] Loss 0.0803, Accuaracy 66.46%Valid Epoch 59 | [4832/50000 (9.66%)] Loss 0.0793, Accuaracy 66.58%Valid Epoch 59 | [6432/50000 (12.86%)] Loss 0.0793, Accuaracy 66.79%Valid Epoch 59 | [8032/50000 (16.06%)] Loss 0.0812, Accuaracy 66.51%Valid Epoch 59 | [9632/50000 (19.26%)] Loss 0.0811, Accuaracy 66.87%Valid Epoch 59 | [11232/50000 (22.46%)] Loss 0.0822, Accuaracy 66.84%Valid Epoch 59 | [12832/50000 (25.66%)] Loss 0.0823, Accuaracy 66.80%Valid Epoch 59 | [14432/50000 (28.86%)] Loss 0.0819, Accuaracy 66.89%Valid Epoch 59 | [16032/50000 (32.06%)] Loss 0.0817, Accuaracy 66.90%Valid Epoch 59 | [17632/50000 (35.26%)] Loss 0.0822, Accuaracy 66.85%Valid Epoch 59 | [19232/50000 (38.46%)] Loss 0.0823, Accuaracy 66.89%Valid Epoch 59 | [20832/50000 (41.66%)] Loss 0.0826, Accuaracy 66.73%Valid Epoch 59 | [22432/50000 (44.86%)] Loss 0.0825, Accuaracy 66.78%Valid Epoch 59 | [24032/50000 (48.06%)] Loss 0.0830, Accuaracy 66.69%Valid Epoch 59 | [25632/50000 (51.26%)] Loss 0.0830, Accuaracy 66.61%Valid Epoch 59 | [27232/50000 (54.46%)] Loss 0.0824, Accuaracy 66.73%Valid Epoch 59 | [28832/50000 (57.66%)] Loss 0.0824, Accuaracy 66.72%Valid Epoch 59 | [30432/50000 (60.86%)] Loss 0.0824, Accuaracy 66.72%Valid Epoch 59 | [32032/50000 (64.06%)] Loss 0.0822, Accuaracy 66.80%Valid Epoch 59 | [33632/50000 (67.26%)] Loss 0.0817, Accuaracy 66.88%Valid Epoch 59 | [35232/50000 (70.46%)] Loss 0.0817, Accuaracy 66.88%Valid Epoch 59 | [36832/50000 (73.66%)] Loss 0.0817, Accuaracy 66.87%Valid Epoch 59 | [38432/50000 (76.86%)] Loss 0.0818, Accuaracy 66.83%Valid Epoch 59 | [40032/50000 (80.06%)] Loss 0.0817, Accuaracy 66.93%Valid Epoch 59 | [41632/50000 (83.26%)] Loss 0.0815, Accuaracy 66.95%Valid Epoch 59 | [43232/50000 (86.46%)] Loss 0.0818, Accuaracy 66.85%Valid Epoch 59 | [44832/50000 (89.66%)] Loss 0.0818, Accuaracy 66.88%Valid Epoch 59 | [46432/50000 (92.86%)] Loss 0.0817, Accuaracy 66.90%Valid Epoch 59 | [48032/50000 (96.06%)] Loss 0.0816, Accuaracy 66.96%Valid Epoch 59 | [49632/50000 (99.26%)] Loss 0.0816, Accuaracy 66.97%Valid Epoch 59 | Avarage Loss 0.0816, Average Accuracy 66.98%
Train Epoch 60 | [64/732000 (0.01%)] Loss 0.0011, Accuaracy 96.88%Train Epoch 60 | [12864/732000 (1.76%)] Loss 0.0017, Accuaracy 96.70%Train Epoch 60 | [25664/732000 (3.51%)] Loss 0.0017, Accuaracy 96.72%Train Epoch 60 | [38464/732000 (5.25%)] Loss 0.0017, Accuaracy 96.67%Train Epoch 60 | [51264/732000 (7.00%)] Loss 0.0017, Accuaracy 96.62%Train Epoch 60 | [64064/732000 (8.75%)] Loss 0.0017, Accuaracy 96.62%Train Epoch 60 | [76864/732000 (10.50%)] Loss 0.0017, Accuaracy 96.60%Train Epoch 60 | [89664/732000 (12.25%)] Loss 0.0017, Accuaracy 96.60%Train Epoch 60 | [102464/732000 (14.00%)] Loss 0.0017, Accuaracy 96.57%Train Epoch 60 | [115264/732000 (15.75%)] Loss 0.0017, Accuaracy 96.53%Train Epoch 60 | [128064/732000 (17.50%)] Loss 0.0017, Accuaracy 96.49%Train Epoch 60 | [140864/732000 (19.24%)] Loss 0.0018, Accuaracy 96.42%Train Epoch 60 | [153664/732000 (20.99%)] Loss 0.0018, Accuaracy 96.41%Train Epoch 60 | [166464/732000 (22.74%)] Loss 0.0018, Accuaracy 96.38%Train Epoch 60 | [179264/732000 (24.49%)] Loss 0.0018, Accuaracy 96.36%Train Epoch 60 | [192064/732000 (26.24%)] Loss 0.0018, Accuaracy 96.34%Train Epoch 60 | [204864/732000 (27.99%)] Loss 0.0018, Accuaracy 96.34%Train Epoch 60 | [217664/732000 (29.74%)] Loss 0.0018, Accuaracy 96.31%Train Epoch 60 | [230464/732000 (31.48%)] Loss 0.0018, Accuaracy 96.31%Train Epoch 60 | [243264/732000 (33.23%)] Loss 0.0018, Accuaracy 96.32%Train Epoch 60 | [256064/732000 (34.98%)] Loss 0.0018, Accuaracy 96.28%Train Epoch 60 | [268864/732000 (36.73%)] Loss 0.0018, Accuaracy 96.26%Train Epoch 60 | [281664/732000 (38.48%)] Loss 0.0018, Accuaracy 96.25%Train Epoch 60 | [294464/732000 (40.23%)] Loss 0.0018, Accuaracy 96.24%Train Epoch 60 | [307264/732000 (41.98%)] Loss 0.0019, Accuaracy 96.23%Train Epoch 60 | [320064/732000 (43.72%)] Loss 0.0019, Accuaracy 96.22%Train Epoch 60 | [332864/732000 (45.47%)] Loss 0.0019, Accuaracy 96.20%Train Epoch 60 | [345664/732000 (47.22%)] Loss 0.0019, Accuaracy 96.19%Train Epoch 60 | [358464/732000 (48.97%)] Loss 0.0019, Accuaracy 96.18%Train Epoch 60 | [371264/732000 (50.72%)] Loss 0.0019, Accuaracy 96.17%Train Epoch 60 | [384064/732000 (52.47%)] Loss 0.0019, Accuaracy 96.16%Train Epoch 60 | [396864/732000 (54.22%)] Loss 0.0019, Accuaracy 96.15%Train Epoch 60 | [409664/732000 (55.97%)] Loss 0.0019, Accuaracy 96.13%Train Epoch 60 | [422464/732000 (57.71%)] Loss 0.0019, Accuaracy 96.12%Train Epoch 60 | [435264/732000 (59.46%)] Loss 0.0019, Accuaracy 96.11%Train Epoch 60 | [448064/732000 (61.21%)] Loss 0.0019, Accuaracy 96.10%Train Epoch 60 | [460864/732000 (62.96%)] Loss 0.0019, Accuaracy 96.10%Train Epoch 60 | [473664/732000 (64.71%)] Loss 0.0019, Accuaracy 96.09%Train Epoch 60 | [486464/732000 (66.46%)] Loss 0.0019, Accuaracy 96.07%Train Epoch 60 | [499264/732000 (68.21%)] Loss 0.0019, Accuaracy 96.05%Train Epoch 60 | [512064/732000 (69.95%)] Loss 0.0019, Accuaracy 96.05%Train Epoch 60 | [524864/732000 (71.70%)] Loss 0.0019, Accuaracy 96.05%Train Epoch 60 | [537664/732000 (73.45%)] Loss 0.0019, Accuaracy 96.04%Train Epoch 60 | [550464/732000 (75.20%)] Loss 0.0019, Accuaracy 96.03%Train Epoch 60 | [563264/732000 (76.95%)] Loss 0.0020, Accuaracy 96.03%Train Epoch 60 | [576064/732000 (78.70%)] Loss 0.0020, Accuaracy 96.02%Train Epoch 60 | [588864/732000 (80.45%)] Loss 0.0020, Accuaracy 96.01%Train Epoch 60 | [601664/732000 (82.19%)] Loss 0.0020, Accuaracy 96.00%Train Epoch 60 | [614464/732000 (83.94%)] Loss 0.0020, Accuaracy 95.99%Train Epoch 60 | [627264/732000 (85.69%)] Loss 0.0020, Accuaracy 95.98%Train Epoch 60 | [640064/732000 (87.44%)] Loss 0.0020, Accuaracy 95.98%Train Epoch 60 | [652864/732000 (89.19%)] Loss 0.0020, Accuaracy 95.97%Train Epoch 60 | [665664/732000 (90.94%)] Loss 0.0020, Accuaracy 95.96%Train Epoch 60 | [678464/732000 (92.69%)] Loss 0.0020, Accuaracy 95.94%Train Epoch 60 | [691264/732000 (94.43%)] Loss 0.0020, Accuaracy 95.92%Train Epoch 60 | [704064/732000 (96.18%)] Loss 0.0020, Accuaracy 95.92%Train Epoch 60 | [716864/732000 (97.93%)] Loss 0.0020, Accuaracy 95.91%Train Epoch 60 | [729664/732000 (99.68%)] Loss 0.0020, Accuaracy 95.90%Train Epoch 60 | Avarage Loss 0.0020, Average Accuracy 95.90%
Valid Epoch 60 | [32/50000 (0.06%)] Loss 0.0586, Accuaracy 65.62%Valid Epoch 60 | [1632/50000 (3.26%)] Loss 0.0766, Accuaracy 66.12%Valid Epoch 60 | [3232/50000 (6.46%)] Loss 0.0776, Accuaracy 66.83%Valid Epoch 60 | [4832/50000 (9.66%)] Loss 0.0794, Accuaracy 66.66%Valid Epoch 60 | [6432/50000 (12.86%)] Loss 0.0807, Accuaracy 66.68%Valid Epoch 60 | [8032/50000 (16.06%)] Loss 0.0797, Accuaracy 66.73%Valid Epoch 60 | [9632/50000 (19.26%)] Loss 0.0804, Accuaracy 66.46%Valid Epoch 60 | [11232/50000 (22.46%)] Loss 0.0806, Accuaracy 66.52%Valid Epoch 60 | [12832/50000 (25.66%)] Loss 0.0807, Accuaracy 66.70%Valid Epoch 60 | [14432/50000 (28.86%)] Loss 0.0814, Accuaracy 66.66%Valid Epoch 60 | [16032/50000 (32.06%)] Loss 0.0809, Accuaracy 66.74%Valid Epoch 60 | [17632/50000 (35.26%)] Loss 0.0806, Accuaracy 66.97%Valid Epoch 60 | [19232/50000 (38.46%)] Loss 0.0805, Accuaracy 66.91%Valid Epoch 60 | [20832/50000 (41.66%)] Loss 0.0805, Accuaracy 66.82%Valid Epoch 60 | [22432/50000 (44.86%)] Loss 0.0804, Accuaracy 66.77%Valid Epoch 60 | [24032/50000 (48.06%)] Loss 0.0805, Accuaracy 66.77%Valid Epoch 60 | [25632/50000 (51.26%)] Loss 0.0807, Accuaracy 66.76%Valid Epoch 60 | [27232/50000 (54.46%)] Loss 0.0807, Accuaracy 66.77%Valid Epoch 60 | [28832/50000 (57.66%)] Loss 0.0807, Accuaracy 66.73%Valid Epoch 60 | [30432/50000 (60.86%)] Loss 0.0807, Accuaracy 66.71%Valid Epoch 60 | [32032/50000 (64.06%)] Loss 0.0809, Accuaracy 66.66%Valid Epoch 60 | [33632/50000 (67.26%)] Loss 0.0810, Accuaracy 66.67%Valid Epoch 60 | [35232/50000 (70.46%)] Loss 0.0808, Accuaracy 66.60%Valid Epoch 60 | [36832/50000 (73.66%)] Loss 0.0808, Accuaracy 66.71%Valid Epoch 60 | [38432/50000 (76.86%)] Loss 0.0808, Accuaracy 66.71%Valid Epoch 60 | [40032/50000 (80.06%)] Loss 0.0810, Accuaracy 66.64%Valid Epoch 60 | [41632/50000 (83.26%)] Loss 0.0810, Accuaracy 66.63%Valid Epoch 60 | [43232/50000 (86.46%)] Loss 0.0809, Accuaracy 66.60%Valid Epoch 60 | [44832/50000 (89.66%)] Loss 0.0810, Accuaracy 66.58%Valid Epoch 60 | [46432/50000 (92.86%)] Loss 0.0810, Accuaracy 66.63%Valid Epoch 60 | [48032/50000 (96.06%)] Loss 0.0809, Accuaracy 66.70%Valid Epoch 60 | [49632/50000 (99.26%)] Loss 0.0807, Accuaracy 66.79%Valid Epoch 60 | Avarage Loss 0.0807, Average Accuracy 66.78%
Train Epoch 61 | [64/732000 (0.01%)] Loss 0.0019, Accuaracy 98.44%Train Epoch 61 | [12864/732000 (1.76%)] Loss 0.0016, Accuaracy 96.77%Train Epoch 61 | [25664/732000 (3.51%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 61 | [38464/732000 (5.25%)] Loss 0.0016, Accuaracy 96.73%Train Epoch 61 | [51264/732000 (7.00%)] Loss 0.0017, Accuaracy 96.67%Train Epoch 61 | [64064/732000 (8.75%)] Loss 0.0017, Accuaracy 96.67%Train Epoch 61 | [76864/732000 (10.50%)] Loss 0.0017, Accuaracy 96.59%Train Epoch 61 | [89664/732000 (12.25%)] Loss 0.0017, Accuaracy 96.58%Train Epoch 61 | [102464/732000 (14.00%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 61 | [115264/732000 (15.75%)] Loss 0.0017, Accuaracy 96.52%Train Epoch 61 | [128064/732000 (17.50%)] Loss 0.0017, Accuaracy 96.52%Train Epoch 61 | [140864/732000 (19.24%)] Loss 0.0017, Accuaracy 96.50%Train Epoch 61 | [153664/732000 (20.99%)] Loss 0.0017, Accuaracy 96.49%Train Epoch 61 | [166464/732000 (22.74%)] Loss 0.0017, Accuaracy 96.49%Train Epoch 61 | [179264/732000 (24.49%)] Loss 0.0018, Accuaracy 96.44%Train Epoch 61 | [192064/732000 (26.24%)] Loss 0.0018, Accuaracy 96.43%Train Epoch 61 | [204864/732000 (27.99%)] Loss 0.0018, Accuaracy 96.42%Train Epoch 61 | [217664/732000 (29.74%)] Loss 0.0018, Accuaracy 96.42%Train Epoch 61 | [230464/732000 (31.48%)] Loss 0.0018, Accuaracy 96.40%Train Epoch 61 | [243264/732000 (33.23%)] Loss 0.0018, Accuaracy 96.36%Train Epoch 61 | [256064/732000 (34.98%)] Loss 0.0018, Accuaracy 96.34%Train Epoch 61 | [268864/732000 (36.73%)] Loss 0.0018, Accuaracy 96.32%Train Epoch 61 | [281664/732000 (38.48%)] Loss 0.0018, Accuaracy 96.28%Train Epoch 61 | [294464/732000 (40.23%)] Loss 0.0019, Accuaracy 96.27%Train Epoch 61 | [307264/732000 (41.98%)] Loss 0.0019, Accuaracy 96.26%Train Epoch 61 | [320064/732000 (43.72%)] Loss 0.0018, Accuaracy 96.26%Train Epoch 61 | [332864/732000 (45.47%)] Loss 0.0019, Accuaracy 96.24%Train Epoch 61 | [345664/732000 (47.22%)] Loss 0.0019, Accuaracy 96.23%Train Epoch 61 | [358464/732000 (48.97%)] Loss 0.0019, Accuaracy 96.22%Train Epoch 61 | [371264/732000 (50.72%)] Loss 0.0019, Accuaracy 96.20%Train Epoch 61 | [384064/732000 (52.47%)] Loss 0.0019, Accuaracy 96.19%Train Epoch 61 | [396864/732000 (54.22%)] Loss 0.0019, Accuaracy 96.18%Train Epoch 61 | [409664/732000 (55.97%)] Loss 0.0019, Accuaracy 96.17%Train Epoch 61 | [422464/732000 (57.71%)] Loss 0.0019, Accuaracy 96.15%Train Epoch 61 | [435264/732000 (59.46%)] Loss 0.0019, Accuaracy 96.14%Train Epoch 61 | [448064/732000 (61.21%)] Loss 0.0019, Accuaracy 96.13%Train Epoch 61 | [460864/732000 (62.96%)] Loss 0.0019, Accuaracy 96.12%Train Epoch 61 | [473664/732000 (64.71%)] Loss 0.0019, Accuaracy 96.10%Train Epoch 61 | [486464/732000 (66.46%)] Loss 0.0019, Accuaracy 96.10%Train Epoch 61 | [499264/732000 (68.21%)] Loss 0.0019, Accuaracy 96.09%Train Epoch 61 | [512064/732000 (69.95%)] Loss 0.0019, Accuaracy 96.08%Train Epoch 61 | [524864/732000 (71.70%)] Loss 0.0019, Accuaracy 96.07%Train Epoch 61 | [537664/732000 (73.45%)] Loss 0.0019, Accuaracy 96.06%Train Epoch 61 | [550464/732000 (75.20%)] Loss 0.0019, Accuaracy 96.06%Train Epoch 61 | [563264/732000 (76.95%)] Loss 0.0019, Accuaracy 96.06%Train Epoch 61 | [576064/732000 (78.70%)] Loss 0.0019, Accuaracy 96.05%Train Epoch 61 | [588864/732000 (80.45%)] Loss 0.0020, Accuaracy 96.04%Train Epoch 61 | [601664/732000 (82.19%)] Loss 0.0020, Accuaracy 96.04%Train Epoch 61 | [614464/732000 (83.94%)] Loss 0.0020, Accuaracy 96.03%Train Epoch 61 | [627264/732000 (85.69%)] Loss 0.0020, Accuaracy 96.03%Train Epoch 61 | [640064/732000 (87.44%)] Loss 0.0020, Accuaracy 96.03%Train Epoch 61 | [652864/732000 (89.19%)] Loss 0.0020, Accuaracy 96.03%Train Epoch 61 | [665664/732000 (90.94%)] Loss 0.0020, Accuaracy 96.03%Train Epoch 61 | [678464/732000 (92.69%)] Loss 0.0020, Accuaracy 96.03%Train Epoch 61 | [691264/732000 (94.43%)] Loss 0.0020, Accuaracy 96.02%Train Epoch 61 | [704064/732000 (96.18%)] Loss 0.0020, Accuaracy 96.02%Train Epoch 61 | [716864/732000 (97.93%)] Loss 0.0020, Accuaracy 96.02%Train Epoch 61 | [729664/732000 (99.68%)] Loss 0.0020, Accuaracy 96.01%Train Epoch 61 | Avarage Loss 0.0020, Average Accuracy 96.01%
Valid Epoch 61 | [32/50000 (0.06%)] Loss 0.0691, Accuaracy 62.50%Valid Epoch 61 | [1632/50000 (3.26%)] Loss 0.0796, Accuaracy 68.26%Valid Epoch 61 | [3232/50000 (6.46%)] Loss 0.0799, Accuaracy 68.50%Valid Epoch 61 | [4832/50000 (9.66%)] Loss 0.0793, Accuaracy 68.71%Valid Epoch 61 | [6432/50000 (12.86%)] Loss 0.0785, Accuaracy 68.28%Valid Epoch 61 | [8032/50000 (16.06%)] Loss 0.0796, Accuaracy 67.88%Valid Epoch 61 | [9632/50000 (19.26%)] Loss 0.0788, Accuaracy 67.74%Valid Epoch 61 | [11232/50000 (22.46%)] Loss 0.0786, Accuaracy 67.78%Valid Epoch 61 | [12832/50000 (25.66%)] Loss 0.0778, Accuaracy 67.94%Valid Epoch 61 | [14432/50000 (28.86%)] Loss 0.0787, Accuaracy 67.68%Valid Epoch 61 | [16032/50000 (32.06%)] Loss 0.0788, Accuaracy 67.64%Valid Epoch 61 | [17632/50000 (35.26%)] Loss 0.0796, Accuaracy 67.50%Valid Epoch 61 | [19232/50000 (38.46%)] Loss 0.0799, Accuaracy 67.49%Valid Epoch 61 | [20832/50000 (41.66%)] Loss 0.0802, Accuaracy 67.42%Valid Epoch 61 | [22432/50000 (44.86%)] Loss 0.0801, Accuaracy 67.46%Valid Epoch 61 | [24032/50000 (48.06%)] Loss 0.0801, Accuaracy 67.33%Valid Epoch 61 | [25632/50000 (51.26%)] Loss 0.0796, Accuaracy 67.44%Valid Epoch 61 | [27232/50000 (54.46%)] Loss 0.0801, Accuaracy 67.36%Valid Epoch 61 | [28832/50000 (57.66%)] Loss 0.0800, Accuaracy 67.34%Valid Epoch 61 | [30432/50000 (60.86%)] Loss 0.0802, Accuaracy 67.25%Valid Epoch 61 | [32032/50000 (64.06%)] Loss 0.0801, Accuaracy 67.27%Valid Epoch 61 | [33632/50000 (67.26%)] Loss 0.0802, Accuaracy 67.27%Valid Epoch 61 | [35232/50000 (70.46%)] Loss 0.0801, Accuaracy 67.27%Valid Epoch 61 | [36832/50000 (73.66%)] Loss 0.0804, Accuaracy 67.21%Valid Epoch 61 | [38432/50000 (76.86%)] Loss 0.0803, Accuaracy 67.24%Valid Epoch 61 | [40032/50000 (80.06%)] Loss 0.0804, Accuaracy 67.21%Valid Epoch 61 | [41632/50000 (83.26%)] Loss 0.0808, Accuaracy 67.16%Valid Epoch 61 | [43232/50000 (86.46%)] Loss 0.0808, Accuaracy 67.20%Valid Epoch 61 | [44832/50000 (89.66%)] Loss 0.0808, Accuaracy 67.17%Valid Epoch 61 | [46432/50000 (92.86%)] Loss 0.0810, Accuaracy 67.14%Valid Epoch 61 | [48032/50000 (96.06%)] Loss 0.0811, Accuaracy 67.09%Valid Epoch 61 | [49632/50000 (99.26%)] Loss 0.0813, Accuaracy 67.05%Valid Epoch 61 | Avarage Loss 0.0813, Average Accuracy 67.04%
Train Epoch 62 | [64/732000 (0.01%)] Loss 0.0010, Accuaracy 96.88%Train Epoch 62 | [12864/732000 (1.76%)] Loss 0.0016, Accuaracy 96.76%Train Epoch 62 | [25664/732000 (3.51%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 62 | [38464/732000 (5.25%)] Loss 0.0016, Accuaracy 96.77%Train Epoch 62 | [51264/732000 (7.00%)] Loss 0.0017, Accuaracy 96.70%Train Epoch 62 | [64064/732000 (8.75%)] Loss 0.0017, Accuaracy 96.68%Train Epoch 62 | [76864/732000 (10.50%)] Loss 0.0017, Accuaracy 96.64%Train Epoch 62 | [89664/732000 (12.25%)] Loss 0.0017, Accuaracy 96.61%Train Epoch 62 | [102464/732000 (14.00%)] Loss 0.0017, Accuaracy 96.58%Train Epoch 62 | [115264/732000 (15.75%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 62 | [128064/732000 (17.50%)] Loss 0.0017, Accuaracy 96.55%Train Epoch 62 | [140864/732000 (19.24%)] Loss 0.0018, Accuaracy 96.50%Train Epoch 62 | [153664/732000 (20.99%)] Loss 0.0018, Accuaracy 96.47%Train Epoch 62 | [166464/732000 (22.74%)] Loss 0.0018, Accuaracy 96.45%Train Epoch 62 | [179264/732000 (24.49%)] Loss 0.0018, Accuaracy 96.41%Train Epoch 62 | [192064/732000 (26.24%)] Loss 0.0018, Accuaracy 96.39%Train Epoch 62 | [204864/732000 (27.99%)] Loss 0.0018, Accuaracy 96.37%Train Epoch 62 | [217664/732000 (29.74%)] Loss 0.0018, Accuaracy 96.37%Train Epoch 62 | [230464/732000 (31.48%)] Loss 0.0018, Accuaracy 96.34%Train Epoch 62 | [243264/732000 (33.23%)] Loss 0.0018, Accuaracy 96.33%Train Epoch 62 | [256064/732000 (34.98%)] Loss 0.0018, Accuaracy 96.32%Train Epoch 62 | [268864/732000 (36.73%)] Loss 0.0018, Accuaracy 96.31%Train Epoch 62 | [281664/732000 (38.48%)] Loss 0.0018, Accuaracy 96.30%Train Epoch 62 | [294464/732000 (40.23%)] Loss 0.0018, Accuaracy 96.29%Train Epoch 62 | [307264/732000 (41.98%)] Loss 0.0018, Accuaracy 96.29%Train Epoch 62 | [320064/732000 (43.72%)] Loss 0.0018, Accuaracy 96.30%Train Epoch 62 | [332864/732000 (45.47%)] Loss 0.0018, Accuaracy 96.29%Train Epoch 62 | [345664/732000 (47.22%)] Loss 0.0018, Accuaracy 96.28%Train Epoch 62 | [358464/732000 (48.97%)] Loss 0.0018, Accuaracy 96.28%Train Epoch 62 | [371264/732000 (50.72%)] Loss 0.0018, Accuaracy 96.28%Train Epoch 62 | [384064/732000 (52.47%)] Loss 0.0019, Accuaracy 96.27%Train Epoch 62 | [396864/732000 (54.22%)] Loss 0.0019, Accuaracy 96.26%Train Epoch 62 | [409664/732000 (55.97%)] Loss 0.0019, Accuaracy 96.24%Train Epoch 62 | [422464/732000 (57.71%)] Loss 0.0019, Accuaracy 96.23%Train Epoch 62 | [435264/732000 (59.46%)] Loss 0.0019, Accuaracy 96.21%Train Epoch 62 | [448064/732000 (61.21%)] Loss 0.0019, Accuaracy 96.20%Train Epoch 62 | [460864/732000 (62.96%)] Loss 0.0019, Accuaracy 96.19%Train Epoch 62 | [473664/732000 (64.71%)] Loss 0.0019, Accuaracy 96.19%Train Epoch 62 | [486464/732000 (66.46%)] Loss 0.0019, Accuaracy 96.19%Train Epoch 62 | [499264/732000 (68.21%)] Loss 0.0019, Accuaracy 96.18%Train Epoch 62 | [512064/732000 (69.95%)] Loss 0.0019, Accuaracy 96.18%Train Epoch 62 | [524864/732000 (71.70%)] Loss 0.0019, Accuaracy 96.17%Train Epoch 62 | [537664/732000 (73.45%)] Loss 0.0019, Accuaracy 96.16%Train Epoch 62 | [550464/732000 (75.20%)] Loss 0.0019, Accuaracy 96.16%Train Epoch 62 | [563264/732000 (76.95%)] Loss 0.0019, Accuaracy 96.15%Train Epoch 62 | [576064/732000 (78.70%)] Loss 0.0019, Accuaracy 96.14%Train Epoch 62 | [588864/732000 (80.45%)] Loss 0.0019, Accuaracy 96.13%Train Epoch 62 | [601664/732000 (82.19%)] Loss 0.0019, Accuaracy 96.13%Train Epoch 62 | [614464/732000 (83.94%)] Loss 0.0019, Accuaracy 96.12%Train Epoch 62 | [627264/732000 (85.69%)] Loss 0.0019, Accuaracy 96.11%Train Epoch 62 | [640064/732000 (87.44%)] Loss 0.0019, Accuaracy 96.10%Train Epoch 62 | [652864/732000 (89.19%)] Loss 0.0019, Accuaracy 96.09%Train Epoch 62 | [665664/732000 (90.94%)] Loss 0.0019, Accuaracy 96.08%Train Epoch 62 | [678464/732000 (92.69%)] Loss 0.0019, Accuaracy 96.07%Train Epoch 62 | [691264/732000 (94.43%)] Loss 0.0019, Accuaracy 96.07%Train Epoch 62 | [704064/732000 (96.18%)] Loss 0.0019, Accuaracy 96.06%Train Epoch 62 | [716864/732000 (97.93%)] Loss 0.0020, Accuaracy 96.06%Train Epoch 62 | [729664/732000 (99.68%)] Loss 0.0020, Accuaracy 96.05%Train Epoch 62 | Avarage Loss 0.0020, Average Accuracy 96.05%
Valid Epoch 62 | [32/50000 (0.06%)] Loss 0.0238, Accuaracy 78.12%Valid Epoch 62 | [1632/50000 (3.26%)] Loss 0.0784, Accuaracy 67.59%Valid Epoch 62 | [3232/50000 (6.46%)] Loss 0.0800, Accuaracy 66.65%Valid Epoch 62 | [4832/50000 (9.66%)] Loss 0.0791, Accuaracy 66.80%Valid Epoch 62 | [6432/50000 (12.86%)] Loss 0.0783, Accuaracy 67.04%Valid Epoch 62 | [8032/50000 (16.06%)] Loss 0.0787, Accuaracy 67.01%Valid Epoch 62 | [9632/50000 (19.26%)] Loss 0.0783, Accuaracy 67.05%Valid Epoch 62 | [11232/50000 (22.46%)] Loss 0.0781, Accuaracy 67.09%Valid Epoch 62 | [12832/50000 (25.66%)] Loss 0.0788, Accuaracy 67.14%Valid Epoch 62 | [14432/50000 (28.86%)] Loss 0.0785, Accuaracy 67.23%Valid Epoch 62 | [16032/50000 (32.06%)] Loss 0.0791, Accuaracy 66.98%Valid Epoch 62 | [17632/50000 (35.26%)] Loss 0.0790, Accuaracy 66.93%Valid Epoch 62 | [19232/50000 (38.46%)] Loss 0.0796, Accuaracy 66.81%Valid Epoch 62 | [20832/50000 (41.66%)] Loss 0.0802, Accuaracy 66.69%Valid Epoch 62 | [22432/50000 (44.86%)] Loss 0.0799, Accuaracy 66.67%Valid Epoch 62 | [24032/50000 (48.06%)] Loss 0.0797, Accuaracy 66.61%Valid Epoch 62 | [25632/50000 (51.26%)] Loss 0.0792, Accuaracy 66.82%Valid Epoch 62 | [27232/50000 (54.46%)] Loss 0.0792, Accuaracy 66.83%Valid Epoch 62 | [28832/50000 (57.66%)] Loss 0.0789, Accuaracy 66.92%Valid Epoch 62 | [30432/50000 (60.86%)] Loss 0.0791, Accuaracy 66.87%Valid Epoch 62 | [32032/50000 (64.06%)] Loss 0.0792, Accuaracy 66.87%Valid Epoch 62 | [33632/50000 (67.26%)] Loss 0.0793, Accuaracy 66.98%Valid Epoch 62 | [35232/50000 (70.46%)] Loss 0.0797, Accuaracy 66.85%Valid Epoch 62 | [36832/50000 (73.66%)] Loss 0.0799, Accuaracy 66.78%Valid Epoch 62 | [38432/50000 (76.86%)] Loss 0.0799, Accuaracy 66.78%Valid Epoch 62 | [40032/50000 (80.06%)] Loss 0.0804, Accuaracy 66.71%Valid Epoch 62 | [41632/50000 (83.26%)] Loss 0.0805, Accuaracy 66.73%Valid Epoch 62 | [43232/50000 (86.46%)] Loss 0.0805, Accuaracy 66.67%Valid Epoch 62 | [44832/50000 (89.66%)] Loss 0.0806, Accuaracy 66.63%Valid Epoch 62 | [46432/50000 (92.86%)] Loss 0.0806, Accuaracy 66.62%Valid Epoch 62 | [48032/50000 (96.06%)] Loss 0.0804, Accuaracy 66.64%Valid Epoch 62 | [49632/50000 (99.26%)] Loss 0.0803, Accuaracy 66.69%Valid Epoch 62 | Avarage Loss 0.0804, Average Accuracy 66.67%
Train Epoch 63 | [64/732000 (0.01%)] Loss 0.0004, Accuaracy 100.00%Train Epoch 63 | [12864/732000 (1.76%)] Loss 0.0015, Accuaracy 96.98%Train Epoch 63 | [25664/732000 (3.51%)] Loss 0.0016, Accuaracy 96.92%Train Epoch 63 | [38464/732000 (5.25%)] Loss 0.0016, Accuaracy 96.80%Train Epoch 63 | [51264/732000 (7.00%)] Loss 0.0016, Accuaracy 96.78%Train Epoch 63 | [64064/732000 (8.75%)] Loss 0.0016, Accuaracy 96.68%Train Epoch 63 | [76864/732000 (10.50%)] Loss 0.0016, Accuaracy 96.68%Train Epoch 63 | [89664/732000 (12.25%)] Loss 0.0016, Accuaracy 96.65%Train Epoch 63 | [102464/732000 (14.00%)] Loss 0.0017, Accuaracy 96.65%Train Epoch 63 | [115264/732000 (15.75%)] Loss 0.0017, Accuaracy 96.59%Train Epoch 63 | [128064/732000 (17.50%)] Loss 0.0017, Accuaracy 96.58%Train Epoch 63 | [140864/732000 (19.24%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 63 | [153664/732000 (20.99%)] Loss 0.0017, Accuaracy 96.52%Train Epoch 63 | [166464/732000 (22.74%)] Loss 0.0017, Accuaracy 96.51%Train Epoch 63 | [179264/732000 (24.49%)] Loss 0.0017, Accuaracy 96.49%Train Epoch 63 | [192064/732000 (26.24%)] Loss 0.0017, Accuaracy 96.49%Train Epoch 63 | [204864/732000 (27.99%)] Loss 0.0017, Accuaracy 96.48%Train Epoch 63 | [217664/732000 (29.74%)] Loss 0.0017, Accuaracy 96.49%Train Epoch 63 | [230464/732000 (31.48%)] Loss 0.0018, Accuaracy 96.46%Train Epoch 63 | [243264/732000 (33.23%)] Loss 0.0018, Accuaracy 96.44%Train Epoch 63 | [256064/732000 (34.98%)] Loss 0.0018, Accuaracy 96.43%Train Epoch 63 | [268864/732000 (36.73%)] Loss 0.0018, Accuaracy 96.43%Train Epoch 63 | [281664/732000 (38.48%)] Loss 0.0018, Accuaracy 96.40%Train Epoch 63 | [294464/732000 (40.23%)] Loss 0.0018, Accuaracy 96.40%Train Epoch 63 | [307264/732000 (41.98%)] Loss 0.0018, Accuaracy 96.38%Train Epoch 63 | [320064/732000 (43.72%)] Loss 0.0018, Accuaracy 96.36%Train Epoch 63 | [332864/732000 (45.47%)] Loss 0.0018, Accuaracy 96.36%Train Epoch 63 | [345664/732000 (47.22%)] Loss 0.0018, Accuaracy 96.35%Train Epoch 63 | [358464/732000 (48.97%)] Loss 0.0018, Accuaracy 96.35%Train Epoch 63 | [371264/732000 (50.72%)] Loss 0.0018, Accuaracy 96.34%Train Epoch 63 | [384064/732000 (52.47%)] Loss 0.0018, Accuaracy 96.31%Train Epoch 63 | [396864/732000 (54.22%)] Loss 0.0018, Accuaracy 96.31%Train Epoch 63 | [409664/732000 (55.97%)] Loss 0.0018, Accuaracy 96.31%Train Epoch 63 | [422464/732000 (57.71%)] Loss 0.0018, Accuaracy 96.29%Train Epoch 63 | [435264/732000 (59.46%)] Loss 0.0018, Accuaracy 96.29%Train Epoch 63 | [448064/732000 (61.21%)] Loss 0.0018, Accuaracy 96.27%Train Epoch 63 | [460864/732000 (62.96%)] Loss 0.0018, Accuaracy 96.25%Train Epoch 63 | [473664/732000 (64.71%)] Loss 0.0019, Accuaracy 96.25%Train Epoch 63 | [486464/732000 (66.46%)] Loss 0.0019, Accuaracy 96.24%Train Epoch 63 | [499264/732000 (68.21%)] Loss 0.0019, Accuaracy 96.24%Train Epoch 63 | [512064/732000 (69.95%)] Loss 0.0019, Accuaracy 96.24%Train Epoch 63 | [524864/732000 (71.70%)] Loss 0.0019, Accuaracy 96.23%Train Epoch 63 | [537664/732000 (73.45%)] Loss 0.0019, Accuaracy 96.22%Train Epoch 63 | [550464/732000 (75.20%)] Loss 0.0019, Accuaracy 96.21%Train Epoch 63 | [563264/732000 (76.95%)] Loss 0.0019, Accuaracy 96.22%Train Epoch 63 | [576064/732000 (78.70%)] Loss 0.0019, Accuaracy 96.21%Train Epoch 63 | [588864/732000 (80.45%)] Loss 0.0019, Accuaracy 96.20%Train Epoch 63 | [601664/732000 (82.19%)] Loss 0.0019, Accuaracy 96.19%Train Epoch 63 | [614464/732000 (83.94%)] Loss 0.0019, Accuaracy 96.18%Train Epoch 63 | [627264/732000 (85.69%)] Loss 0.0019, Accuaracy 96.16%Train Epoch 63 | [640064/732000 (87.44%)] Loss 0.0019, Accuaracy 96.15%Train Epoch 63 | [652864/732000 (89.19%)] Loss 0.0019, Accuaracy 96.15%Train Epoch 63 | [665664/732000 (90.94%)] Loss 0.0019, Accuaracy 96.14%Train Epoch 63 | [678464/732000 (92.69%)] Loss 0.0019, Accuaracy 96.14%Train Epoch 63 | [691264/732000 (94.43%)] Loss 0.0019, Accuaracy 96.13%Train Epoch 63 | [704064/732000 (96.18%)] Loss 0.0019, Accuaracy 96.13%Train Epoch 63 | [716864/732000 (97.93%)] Loss 0.0019, Accuaracy 96.13%Train Epoch 63 | [729664/732000 (99.68%)] Loss 0.0019, Accuaracy 96.12%Train Epoch 63 | Avarage Loss 0.0019, Average Accuracy 96.12%
Valid Epoch 63 | [32/50000 (0.06%)] Loss 0.0981, Accuaracy 71.88%Valid Epoch 63 | [1632/50000 (3.26%)] Loss 0.0794, Accuaracy 66.18%Valid Epoch 63 | [3232/50000 (6.46%)] Loss 0.0815, Accuaracy 65.90%Valid Epoch 63 | [4832/50000 (9.66%)] Loss 0.0808, Accuaracy 66.37%Valid Epoch 63 | [6432/50000 (12.86%)] Loss 0.0807, Accuaracy 66.40%Valid Epoch 63 | [8032/50000 (16.06%)] Loss 0.0800, Accuaracy 66.77%Valid Epoch 63 | [9632/50000 (19.26%)] Loss 0.0805, Accuaracy 66.65%Valid Epoch 63 | [11232/50000 (22.46%)] Loss 0.0816, Accuaracy 66.45%Valid Epoch 63 | [12832/50000 (25.66%)] Loss 0.0815, Accuaracy 66.56%Valid Epoch 63 | [14432/50000 (28.86%)] Loss 0.0823, Accuaracy 66.46%Valid Epoch 63 | [16032/50000 (32.06%)] Loss 0.0824, Accuaracy 66.37%Valid Epoch 63 | [17632/50000 (35.26%)] Loss 0.0825, Accuaracy 66.36%Valid Epoch 63 | [19232/50000 (38.46%)] Loss 0.0821, Accuaracy 66.38%Valid Epoch 63 | [20832/50000 (41.66%)] Loss 0.0815, Accuaracy 66.48%Valid Epoch 63 | [22432/50000 (44.86%)] Loss 0.0816, Accuaracy 66.41%Valid Epoch 63 | [24032/50000 (48.06%)] Loss 0.0815, Accuaracy 66.44%Valid Epoch 63 | [25632/50000 (51.26%)] Loss 0.0813, Accuaracy 66.50%Valid Epoch 63 | [27232/50000 (54.46%)] Loss 0.0816, Accuaracy 66.47%Valid Epoch 63 | [28832/50000 (57.66%)] Loss 0.0815, Accuaracy 66.52%Valid Epoch 63 | [30432/50000 (60.86%)] Loss 0.0813, Accuaracy 66.62%Valid Epoch 63 | [32032/50000 (64.06%)] Loss 0.0811, Accuaracy 66.66%Valid Epoch 63 | [33632/50000 (67.26%)] Loss 0.0809, Accuaracy 66.62%Valid Epoch 63 | [35232/50000 (70.46%)] Loss 0.0809, Accuaracy 66.61%Valid Epoch 63 | [36832/50000 (73.66%)] Loss 0.0809, Accuaracy 66.64%Valid Epoch 63 | [38432/50000 (76.86%)] Loss 0.0809, Accuaracy 66.63%Valid Epoch 63 | [40032/50000 (80.06%)] Loss 0.0810, Accuaracy 66.59%Valid Epoch 63 | [41632/50000 (83.26%)] Loss 0.0807, Accuaracy 66.69%Valid Epoch 63 | [43232/50000 (86.46%)] Loss 0.0806, Accuaracy 66.72%Valid Epoch 63 | [44832/50000 (89.66%)] Loss 0.0807, Accuaracy 66.72%Valid Epoch 63 | [46432/50000 (92.86%)] Loss 0.0806, Accuaracy 66.79%Valid Epoch 63 | [48032/50000 (96.06%)] Loss 0.0806, Accuaracy 66.80%Valid Epoch 63 | [49632/50000 (99.26%)] Loss 0.0804, Accuaracy 66.85%Valid Epoch 63 | Avarage Loss 0.0804, Average Accuracy 66.83%
Train Epoch 64 | [64/732000 (0.01%)] Loss 0.0016, Accuaracy 96.88%Train Epoch 64 | [12864/732000 (1.76%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 64 | [25664/732000 (3.51%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 64 | [38464/732000 (5.25%)] Loss 0.0015, Accuaracy 96.95%Train Epoch 64 | [51264/732000 (7.00%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 64 | [64064/732000 (8.75%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 64 | [76864/732000 (10.50%)] Loss 0.0015, Accuaracy 96.96%Train Epoch 64 | [89664/732000 (12.25%)] Loss 0.0015, Accuaracy 96.93%Train Epoch 64 | [102464/732000 (14.00%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 64 | [115264/732000 (15.75%)] Loss 0.0016, Accuaracy 96.75%Train Epoch 64 | [128064/732000 (17.50%)] Loss 0.0016, Accuaracy 96.74%Train Epoch 64 | [140864/732000 (19.24%)] Loss 0.0017, Accuaracy 96.70%Train Epoch 64 | [153664/732000 (20.99%)] Loss 0.0017, Accuaracy 96.66%Train Epoch 64 | [166464/732000 (22.74%)] Loss 0.0017, Accuaracy 96.63%Train Epoch 64 | [179264/732000 (24.49%)] Loss 0.0017, Accuaracy 96.60%Train Epoch 64 | [192064/732000 (26.24%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 64 | [204864/732000 (27.99%)] Loss 0.0017, Accuaracy 96.53%Train Epoch 64 | [217664/732000 (29.74%)] Loss 0.0017, Accuaracy 96.52%Train Epoch 64 | [230464/732000 (31.48%)] Loss 0.0017, Accuaracy 96.52%Train Epoch 64 | [243264/732000 (33.23%)] Loss 0.0017, Accuaracy 96.53%Train Epoch 64 | [256064/732000 (34.98%)] Loss 0.0017, Accuaracy 96.50%Train Epoch 64 | [268864/732000 (36.73%)] Loss 0.0018, Accuaracy 96.48%Train Epoch 64 | [281664/732000 (38.48%)] Loss 0.0018, Accuaracy 96.47%Train Epoch 64 | [294464/732000 (40.23%)] Loss 0.0018, Accuaracy 96.46%Train Epoch 64 | [307264/732000 (41.98%)] Loss 0.0018, Accuaracy 96.45%Train Epoch 64 | [320064/732000 (43.72%)] Loss 0.0018, Accuaracy 96.45%Train Epoch 64 | [332864/732000 (45.47%)] Loss 0.0018, Accuaracy 96.44%Train Epoch 64 | [345664/732000 (47.22%)] Loss 0.0018, Accuaracy 96.43%Train Epoch 64 | [358464/732000 (48.97%)] Loss 0.0018, Accuaracy 96.42%Train Epoch 64 | [371264/732000 (50.72%)] Loss 0.0018, Accuaracy 96.40%Train Epoch 64 | [384064/732000 (52.47%)] Loss 0.0018, Accuaracy 96.39%Train Epoch 64 | [396864/732000 (54.22%)] Loss 0.0018, Accuaracy 96.37%Train Epoch 64 | [409664/732000 (55.97%)] Loss 0.0018, Accuaracy 96.35%Train Epoch 64 | [422464/732000 (57.71%)] Loss 0.0018, Accuaracy 96.34%Train Epoch 64 | [435264/732000 (59.46%)] Loss 0.0018, Accuaracy 96.34%Train Epoch 64 | [448064/732000 (61.21%)] Loss 0.0018, Accuaracy 96.33%Train Epoch 64 | [460864/732000 (62.96%)] Loss 0.0018, Accuaracy 96.32%Train Epoch 64 | [473664/732000 (64.71%)] Loss 0.0018, Accuaracy 96.32%Train Epoch 64 | [486464/732000 (66.46%)] Loss 0.0018, Accuaracy 96.32%Train Epoch 64 | [499264/732000 (68.21%)] Loss 0.0018, Accuaracy 96.30%Train Epoch 64 | [512064/732000 (69.95%)] Loss 0.0018, Accuaracy 96.29%Train Epoch 64 | [524864/732000 (71.70%)] Loss 0.0018, Accuaracy 96.28%Train Epoch 64 | [537664/732000 (73.45%)] Loss 0.0019, Accuaracy 96.26%Train Epoch 64 | [550464/732000 (75.20%)] Loss 0.0019, Accuaracy 96.26%Train Epoch 64 | [563264/732000 (76.95%)] Loss 0.0019, Accuaracy 96.25%Train Epoch 64 | [576064/732000 (78.70%)] Loss 0.0019, Accuaracy 96.23%Train Epoch 64 | [588864/732000 (80.45%)] Loss 0.0019, Accuaracy 96.24%Train Epoch 64 | [601664/732000 (82.19%)] Loss 0.0019, Accuaracy 96.23%Train Epoch 64 | [614464/732000 (83.94%)] Loss 0.0019, Accuaracy 96.23%Train Epoch 64 | [627264/732000 (85.69%)] Loss 0.0019, Accuaracy 96.22%Train Epoch 64 | [640064/732000 (87.44%)] Loss 0.0019, Accuaracy 96.22%Train Epoch 64 | [652864/732000 (89.19%)] Loss 0.0019, Accuaracy 96.21%Train Epoch 64 | [665664/732000 (90.94%)] Loss 0.0019, Accuaracy 96.20%Train Epoch 64 | [678464/732000 (92.69%)] Loss 0.0019, Accuaracy 96.19%Train Epoch 64 | [691264/732000 (94.43%)] Loss 0.0019, Accuaracy 96.19%Train Epoch 64 | [704064/732000 (96.18%)] Loss 0.0019, Accuaracy 96.18%Train Epoch 64 | [716864/732000 (97.93%)] Loss 0.0019, Accuaracy 96.17%Train Epoch 64 | [729664/732000 (99.68%)] Loss 0.0019, Accuaracy 96.17%Train Epoch 64 | Avarage Loss 0.0019, Average Accuracy 96.16%
Valid Epoch 64 | [32/50000 (0.06%)] Loss 0.0645, Accuaracy 65.62%Valid Epoch 64 | [1632/50000 (3.26%)] Loss 0.0821, Accuaracy 67.10%Valid Epoch 64 | [3232/50000 (6.46%)] Loss 0.0833, Accuaracy 66.68%Valid Epoch 64 | [4832/50000 (9.66%)] Loss 0.0840, Accuaracy 66.39%Valid Epoch 64 | [6432/50000 (12.86%)] Loss 0.0846, Accuaracy 66.62%Valid Epoch 64 | [8032/50000 (16.06%)] Loss 0.0845, Accuaracy 66.46%Valid Epoch 64 | [9632/50000 (19.26%)] Loss 0.0835, Accuaracy 66.48%Valid Epoch 64 | [11232/50000 (22.46%)] Loss 0.0846, Accuaracy 66.36%Valid Epoch 64 | [12832/50000 (25.66%)] Loss 0.0846, Accuaracy 66.47%Valid Epoch 64 | [14432/50000 (28.86%)] Loss 0.0851, Accuaracy 66.37%Valid Epoch 64 | [16032/50000 (32.06%)] Loss 0.0844, Accuaracy 66.61%Valid Epoch 64 | [17632/50000 (35.26%)] Loss 0.0846, Accuaracy 66.63%Valid Epoch 64 | [19232/50000 (38.46%)] Loss 0.0848, Accuaracy 66.59%Valid Epoch 64 | [20832/50000 (41.66%)] Loss 0.0845, Accuaracy 66.62%Valid Epoch 64 | [22432/50000 (44.86%)] Loss 0.0841, Accuaracy 66.67%Valid Epoch 64 | [24032/50000 (48.06%)] Loss 0.0840, Accuaracy 66.62%Valid Epoch 64 | [25632/50000 (51.26%)] Loss 0.0845, Accuaracy 66.64%Valid Epoch 64 | [27232/50000 (54.46%)] Loss 0.0843, Accuaracy 66.69%Valid Epoch 64 | [28832/50000 (57.66%)] Loss 0.0840, Accuaracy 66.81%Valid Epoch 64 | [30432/50000 (60.86%)] Loss 0.0837, Accuaracy 66.81%Valid Epoch 64 | [32032/50000 (64.06%)] Loss 0.0838, Accuaracy 66.79%Valid Epoch 64 | [33632/50000 (67.26%)] Loss 0.0838, Accuaracy 66.77%Valid Epoch 64 | [35232/50000 (70.46%)] Loss 0.0837, Accuaracy 66.74%Valid Epoch 64 | [36832/50000 (73.66%)] Loss 0.0834, Accuaracy 66.83%Valid Epoch 64 | [38432/50000 (76.86%)] Loss 0.0830, Accuaracy 66.91%Valid Epoch 64 | [40032/50000 (80.06%)] Loss 0.0831, Accuaracy 66.88%Valid Epoch 64 | [41632/50000 (83.26%)] Loss 0.0831, Accuaracy 66.88%Valid Epoch 64 | [43232/50000 (86.46%)] Loss 0.0830, Accuaracy 66.89%Valid Epoch 64 | [44832/50000 (89.66%)] Loss 0.0831, Accuaracy 66.83%Valid Epoch 64 | [46432/50000 (92.86%)] Loss 0.0830, Accuaracy 66.77%Valid Epoch 64 | [48032/50000 (96.06%)] Loss 0.0828, Accuaracy 66.79%Valid Epoch 64 | [49632/50000 (99.26%)] Loss 0.0827, Accuaracy 66.78%Valid Epoch 64 | Avarage Loss 0.0827, Average Accuracy 66.80%
Train Epoch 65 | [64/732000 (0.01%)] Loss 0.0003, Accuaracy 100.00%Train Epoch 65 | [12864/732000 (1.76%)] Loss 0.0016, Accuaracy 96.78%Train Epoch 65 | [25664/732000 (3.51%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 65 | [38464/732000 (5.25%)] Loss 0.0016, Accuaracy 96.91%Train Epoch 65 | [51264/732000 (7.00%)] Loss 0.0016, Accuaracy 96.85%Train Epoch 65 | [64064/732000 (8.75%)] Loss 0.0016, Accuaracy 96.80%Train Epoch 65 | [76864/732000 (10.50%)] Loss 0.0017, Accuaracy 96.74%Train Epoch 65 | [89664/732000 (12.25%)] Loss 0.0017, Accuaracy 96.71%Train Epoch 65 | [102464/732000 (14.00%)] Loss 0.0017, Accuaracy 96.67%Train Epoch 65 | [115264/732000 (15.75%)] Loss 0.0017, Accuaracy 96.63%Train Epoch 65 | [128064/732000 (17.50%)] Loss 0.0017, Accuaracy 96.61%Train Epoch 65 | [140864/732000 (19.24%)] Loss 0.0017, Accuaracy 96.59%Train Epoch 65 | [153664/732000 (20.99%)] Loss 0.0017, Accuaracy 96.57%Train Epoch 65 | [166464/732000 (22.74%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 65 | [179264/732000 (24.49%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 65 | [192064/732000 (26.24%)] Loss 0.0017, Accuaracy 96.55%Train Epoch 65 | [204864/732000 (27.99%)] Loss 0.0017, Accuaracy 96.54%Train Epoch 65 | [217664/732000 (29.74%)] Loss 0.0017, Accuaracy 96.54%Train Epoch 65 | [230464/732000 (31.48%)] Loss 0.0017, Accuaracy 96.51%Train Epoch 65 | [243264/732000 (33.23%)] Loss 0.0017, Accuaracy 96.50%Train Epoch 65 | [256064/732000 (34.98%)] Loss 0.0017, Accuaracy 96.49%Train Epoch 65 | [268864/732000 (36.73%)] Loss 0.0017, Accuaracy 96.47%Train Epoch 65 | [281664/732000 (38.48%)] Loss 0.0018, Accuaracy 96.46%Train Epoch 65 | [294464/732000 (40.23%)] Loss 0.0018, Accuaracy 96.44%Train Epoch 65 | [307264/732000 (41.98%)] Loss 0.0018, Accuaracy 96.43%Train Epoch 65 | [320064/732000 (43.72%)] Loss 0.0018, Accuaracy 96.42%Train Epoch 65 | [332864/732000 (45.47%)] Loss 0.0018, Accuaracy 96.42%Train Epoch 65 | [345664/732000 (47.22%)] Loss 0.0018, Accuaracy 96.41%Train Epoch 65 | [358464/732000 (48.97%)] Loss 0.0018, Accuaracy 96.41%Train Epoch 65 | [371264/732000 (50.72%)] Loss 0.0018, Accuaracy 96.39%Train Epoch 65 | [384064/732000 (52.47%)] Loss 0.0018, Accuaracy 96.36%Train Epoch 65 | [396864/732000 (54.22%)] Loss 0.0018, Accuaracy 96.35%Train Epoch 65 | [409664/732000 (55.97%)] Loss 0.0018, Accuaracy 96.34%Train Epoch 65 | [422464/732000 (57.71%)] Loss 0.0018, Accuaracy 96.34%Train Epoch 65 | [435264/732000 (59.46%)] Loss 0.0018, Accuaracy 96.34%Train Epoch 65 | [448064/732000 (61.21%)] Loss 0.0018, Accuaracy 96.33%Train Epoch 65 | [460864/732000 (62.96%)] Loss 0.0018, Accuaracy 96.32%Train Epoch 65 | [473664/732000 (64.71%)] Loss 0.0018, Accuaracy 96.32%Train Epoch 65 | [486464/732000 (66.46%)] Loss 0.0018, Accuaracy 96.32%Train Epoch 65 | [499264/732000 (68.21%)] Loss 0.0018, Accuaracy 96.31%Train Epoch 65 | [512064/732000 (69.95%)] Loss 0.0018, Accuaracy 96.30%Train Epoch 65 | [524864/732000 (71.70%)] Loss 0.0018, Accuaracy 96.29%Train Epoch 65 | [537664/732000 (73.45%)] Loss 0.0018, Accuaracy 96.28%Train Epoch 65 | [550464/732000 (75.20%)] Loss 0.0018, Accuaracy 96.27%Train Epoch 65 | [563264/732000 (76.95%)] Loss 0.0018, Accuaracy 96.26%Train Epoch 65 | [576064/732000 (78.70%)] Loss 0.0019, Accuaracy 96.26%Train Epoch 65 | [588864/732000 (80.45%)] Loss 0.0019, Accuaracy 96.25%Train Epoch 65 | [601664/732000 (82.19%)] Loss 0.0019, Accuaracy 96.25%Train Epoch 65 | [614464/732000 (83.94%)] Loss 0.0019, Accuaracy 96.24%Train Epoch 65 | [627264/732000 (85.69%)] Loss 0.0019, Accuaracy 96.23%Train Epoch 65 | [640064/732000 (87.44%)] Loss 0.0019, Accuaracy 96.23%Train Epoch 65 | [652864/732000 (89.19%)] Loss 0.0019, Accuaracy 96.22%Train Epoch 65 | [665664/732000 (90.94%)] Loss 0.0019, Accuaracy 96.22%Train Epoch 65 | [678464/732000 (92.69%)] Loss 0.0019, Accuaracy 96.21%Train Epoch 65 | [691264/732000 (94.43%)] Loss 0.0019, Accuaracy 96.21%Train Epoch 65 | [704064/732000 (96.18%)] Loss 0.0019, Accuaracy 96.20%Train Epoch 65 | [716864/732000 (97.93%)] Loss 0.0019, Accuaracy 96.20%Train Epoch 65 | [729664/732000 (99.68%)] Loss 0.0019, Accuaracy 96.19%Train Epoch 65 | Avarage Loss 0.0019, Average Accuracy 96.19%
Valid Epoch 65 | [32/50000 (0.06%)] Loss 0.0872, Accuaracy 68.75%Valid Epoch 65 | [1632/50000 (3.26%)] Loss 0.0912, Accuaracy 65.93%Valid Epoch 65 | [3232/50000 (6.46%)] Loss 0.0870, Accuaracy 65.93%Valid Epoch 65 | [4832/50000 (9.66%)] Loss 0.0849, Accuaracy 65.81%Valid Epoch 65 | [6432/50000 (12.86%)] Loss 0.0835, Accuaracy 66.09%Valid Epoch 65 | [8032/50000 (16.06%)] Loss 0.0831, Accuaracy 65.91%Valid Epoch 65 | [9632/50000 (19.26%)] Loss 0.0833, Accuaracy 66.13%Valid Epoch 65 | [11232/50000 (22.46%)] Loss 0.0832, Accuaracy 66.25%Valid Epoch 65 | [12832/50000 (25.66%)] Loss 0.0833, Accuaracy 66.21%Valid Epoch 65 | [14432/50000 (28.86%)] Loss 0.0833, Accuaracy 66.23%Valid Epoch 65 | [16032/50000 (32.06%)] Loss 0.0836, Accuaracy 66.34%Valid Epoch 65 | [17632/50000 (35.26%)] Loss 0.0833, Accuaracy 66.32%Valid Epoch 65 | [19232/50000 (38.46%)] Loss 0.0830, Accuaracy 66.33%Valid Epoch 65 | [20832/50000 (41.66%)] Loss 0.0830, Accuaracy 66.34%Valid Epoch 65 | [22432/50000 (44.86%)] Loss 0.0831, Accuaracy 66.40%Valid Epoch 65 | [24032/50000 (48.06%)] Loss 0.0828, Accuaracy 66.52%Valid Epoch 65 | [25632/50000 (51.26%)] Loss 0.0824, Accuaracy 66.67%Valid Epoch 65 | [27232/50000 (54.46%)] Loss 0.0824, Accuaracy 66.66%Valid Epoch 65 | [28832/50000 (57.66%)] Loss 0.0824, Accuaracy 66.74%Valid Epoch 65 | [30432/50000 (60.86%)] Loss 0.0821, Accuaracy 66.78%Valid Epoch 65 | [32032/50000 (64.06%)] Loss 0.0823, Accuaracy 66.73%Valid Epoch 65 | [33632/50000 (67.26%)] Loss 0.0824, Accuaracy 66.74%Valid Epoch 65 | [35232/50000 (70.46%)] Loss 0.0820, Accuaracy 66.83%Valid Epoch 65 | [36832/50000 (73.66%)] Loss 0.0820, Accuaracy 66.77%Valid Epoch 65 | [38432/50000 (76.86%)] Loss 0.0823, Accuaracy 66.75%Valid Epoch 65 | [40032/50000 (80.06%)] Loss 0.0822, Accuaracy 66.78%Valid Epoch 65 | [41632/50000 (83.26%)] Loss 0.0822, Accuaracy 66.76%Valid Epoch 65 | [43232/50000 (86.46%)] Loss 0.0824, Accuaracy 66.74%Valid Epoch 65 | [44832/50000 (89.66%)] Loss 0.0825, Accuaracy 66.73%Valid Epoch 65 | [46432/50000 (92.86%)] Loss 0.0826, Accuaracy 66.74%Valid Epoch 65 | [48032/50000 (96.06%)] Loss 0.0824, Accuaracy 66.78%Valid Epoch 65 | [49632/50000 (99.26%)] Loss 0.0826, Accuaracy 66.76%Valid Epoch 65 | Avarage Loss 0.0826, Average Accuracy 66.77%
Train Epoch 66 | [64/732000 (0.01%)] Loss 0.0038, Accuaracy 92.19%Train Epoch 66 | [12864/732000 (1.76%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 66 | [25664/732000 (3.51%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 66 | [38464/732000 (5.25%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 66 | [51264/732000 (7.00%)] Loss 0.0016, Accuaracy 96.84%Train Epoch 66 | [64064/732000 (8.75%)] Loss 0.0016, Accuaracy 96.87%Train Epoch 66 | [76864/732000 (10.50%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 66 | [89664/732000 (12.25%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 66 | [102464/732000 (14.00%)] Loss 0.0016, Accuaracy 96.77%Train Epoch 66 | [115264/732000 (15.75%)] Loss 0.0016, Accuaracy 96.72%Train Epoch 66 | [128064/732000 (17.50%)] Loss 0.0017, Accuaracy 96.69%Train Epoch 66 | [140864/732000 (19.24%)] Loss 0.0017, Accuaracy 96.66%Train Epoch 66 | [153664/732000 (20.99%)] Loss 0.0017, Accuaracy 96.65%Train Epoch 66 | [166464/732000 (22.74%)] Loss 0.0017, Accuaracy 96.65%Train Epoch 66 | [179264/732000 (24.49%)] Loss 0.0017, Accuaracy 96.63%Train Epoch 66 | [192064/732000 (26.24%)] Loss 0.0017, Accuaracy 96.62%Train Epoch 66 | [204864/732000 (27.99%)] Loss 0.0017, Accuaracy 96.62%Train Epoch 66 | [217664/732000 (29.74%)] Loss 0.0017, Accuaracy 96.61%Train Epoch 66 | [230464/732000 (31.48%)] Loss 0.0017, Accuaracy 96.59%Train Epoch 66 | [243264/732000 (33.23%)] Loss 0.0017, Accuaracy 96.57%Train Epoch 66 | [256064/732000 (34.98%)] Loss 0.0017, Accuaracy 96.55%Train Epoch 66 | [268864/732000 (36.73%)] Loss 0.0017, Accuaracy 96.54%Train Epoch 66 | [281664/732000 (38.48%)] Loss 0.0017, Accuaracy 96.53%Train Epoch 66 | [294464/732000 (40.23%)] Loss 0.0017, Accuaracy 96.50%Train Epoch 66 | [307264/732000 (41.98%)] Loss 0.0017, Accuaracy 96.50%Train Epoch 66 | [320064/732000 (43.72%)] Loss 0.0017, Accuaracy 96.50%Train Epoch 66 | [332864/732000 (45.47%)] Loss 0.0017, Accuaracy 96.50%Train Epoch 66 | [345664/732000 (47.22%)] Loss 0.0017, Accuaracy 96.50%Train Epoch 66 | [358464/732000 (48.97%)] Loss 0.0017, Accuaracy 96.49%Train Epoch 66 | [371264/732000 (50.72%)] Loss 0.0018, Accuaracy 96.48%Train Epoch 66 | [384064/732000 (52.47%)] Loss 0.0018, Accuaracy 96.47%Train Epoch 66 | [396864/732000 (54.22%)] Loss 0.0018, Accuaracy 96.47%Train Epoch 66 | [409664/732000 (55.97%)] Loss 0.0018, Accuaracy 96.46%Train Epoch 66 | [422464/732000 (57.71%)] Loss 0.0018, Accuaracy 96.45%Train Epoch 66 | [435264/732000 (59.46%)] Loss 0.0018, Accuaracy 96.45%Train Epoch 66 | [448064/732000 (61.21%)] Loss 0.0018, Accuaracy 96.44%Train Epoch 66 | [460864/732000 (62.96%)] Loss 0.0018, Accuaracy 96.43%Train Epoch 66 | [473664/732000 (64.71%)] Loss 0.0018, Accuaracy 96.42%Train Epoch 66 | [486464/732000 (66.46%)] Loss 0.0018, Accuaracy 96.41%Train Epoch 66 | [499264/732000 (68.21%)] Loss 0.0018, Accuaracy 96.41%Train Epoch 66 | [512064/732000 (69.95%)] Loss 0.0018, Accuaracy 96.41%Train Epoch 66 | [524864/732000 (71.70%)] Loss 0.0018, Accuaracy 96.41%Train Epoch 66 | [537664/732000 (73.45%)] Loss 0.0018, Accuaracy 96.39%Train Epoch 66 | [550464/732000 (75.20%)] Loss 0.0018, Accuaracy 96.38%Train Epoch 66 | [563264/732000 (76.95%)] Loss 0.0018, Accuaracy 96.37%Train Epoch 66 | [576064/732000 (78.70%)] Loss 0.0018, Accuaracy 96.36%Train Epoch 66 | [588864/732000 (80.45%)] Loss 0.0018, Accuaracy 96.35%Train Epoch 66 | [601664/732000 (82.19%)] Loss 0.0018, Accuaracy 96.34%Train Epoch 66 | [614464/732000 (83.94%)] Loss 0.0018, Accuaracy 96.34%Train Epoch 66 | [627264/732000 (85.69%)] Loss 0.0018, Accuaracy 96.33%Train Epoch 66 | [640064/732000 (87.44%)] Loss 0.0018, Accuaracy 96.32%Train Epoch 66 | [652864/732000 (89.19%)] Loss 0.0018, Accuaracy 96.32%Train Epoch 66 | [665664/732000 (90.94%)] Loss 0.0018, Accuaracy 96.31%Train Epoch 66 | [678464/732000 (92.69%)] Loss 0.0018, Accuaracy 96.30%Train Epoch 66 | [691264/732000 (94.43%)] Loss 0.0018, Accuaracy 96.29%Train Epoch 66 | [704064/732000 (96.18%)] Loss 0.0018, Accuaracy 96.29%Train Epoch 66 | [716864/732000 (97.93%)] Loss 0.0019, Accuaracy 96.28%Train Epoch 66 | [729664/732000 (99.68%)] Loss 0.0019, Accuaracy 96.28%Train Epoch 66 | Avarage Loss 0.0019, Average Accuracy 96.28%
Valid Epoch 66 | [32/50000 (0.06%)] Loss 0.0451, Accuaracy 75.00%Valid Epoch 66 | [1632/50000 (3.26%)] Loss 0.0871, Accuaracy 65.93%Valid Epoch 66 | [3232/50000 (6.46%)] Loss 0.0813, Accuaracy 67.14%Valid Epoch 66 | [4832/50000 (9.66%)] Loss 0.0830, Accuaracy 66.20%Valid Epoch 66 | [6432/50000 (12.86%)] Loss 0.0821, Accuaracy 66.87%Valid Epoch 66 | [8032/50000 (16.06%)] Loss 0.0826, Accuaracy 66.86%Valid Epoch 66 | [9632/50000 (19.26%)] Loss 0.0825, Accuaracy 66.88%Valid Epoch 66 | [11232/50000 (22.46%)] Loss 0.0815, Accuaracy 66.81%Valid Epoch 66 | [12832/50000 (25.66%)] Loss 0.0819, Accuaracy 66.61%Valid Epoch 66 | [14432/50000 (28.86%)] Loss 0.0824, Accuaracy 66.58%Valid Epoch 66 | [16032/50000 (32.06%)] Loss 0.0817, Accuaracy 66.85%Valid Epoch 66 | [17632/50000 (35.26%)] Loss 0.0817, Accuaracy 66.94%Valid Epoch 66 | [19232/50000 (38.46%)] Loss 0.0816, Accuaracy 66.94%Valid Epoch 66 | [20832/50000 (41.66%)] Loss 0.0821, Accuaracy 66.80%Valid Epoch 66 | [22432/50000 (44.86%)] Loss 0.0820, Accuaracy 66.79%Valid Epoch 66 | [24032/50000 (48.06%)] Loss 0.0820, Accuaracy 66.74%Valid Epoch 66 | [25632/50000 (51.26%)] Loss 0.0816, Accuaracy 66.80%Valid Epoch 66 | [27232/50000 (54.46%)] Loss 0.0818, Accuaracy 66.80%Valid Epoch 66 | [28832/50000 (57.66%)] Loss 0.0817, Accuaracy 66.83%Valid Epoch 66 | [30432/50000 (60.86%)] Loss 0.0822, Accuaracy 66.77%Valid Epoch 66 | [32032/50000 (64.06%)] Loss 0.0824, Accuaracy 66.76%Valid Epoch 66 | [33632/50000 (67.26%)] Loss 0.0826, Accuaracy 66.73%Valid Epoch 66 | [35232/50000 (70.46%)] Loss 0.0825, Accuaracy 66.74%Valid Epoch 66 | [36832/50000 (73.66%)] Loss 0.0827, Accuaracy 66.71%Valid Epoch 66 | [38432/50000 (76.86%)] Loss 0.0826, Accuaracy 66.72%Valid Epoch 66 | [40032/50000 (80.06%)] Loss 0.0826, Accuaracy 66.72%Valid Epoch 66 | [41632/50000 (83.26%)] Loss 0.0824, Accuaracy 66.71%Valid Epoch 66 | [43232/50000 (86.46%)] Loss 0.0824, Accuaracy 66.70%Valid Epoch 66 | [44832/50000 (89.66%)] Loss 0.0822, Accuaracy 66.73%Valid Epoch 66 | [46432/50000 (92.86%)] Loss 0.0822, Accuaracy 66.71%Valid Epoch 66 | [48032/50000 (96.06%)] Loss 0.0822, Accuaracy 66.72%Valid Epoch 66 | [49632/50000 (99.26%)] Loss 0.0822, Accuaracy 66.75%Valid Epoch 66 | Avarage Loss 0.0823, Average Accuracy 66.75%
Train Epoch 67 | [64/732000 (0.01%)] Loss 0.0004, Accuaracy 98.44%Train Epoch 67 | [12864/732000 (1.76%)] Loss 0.0014, Accuaracy 97.08%Train Epoch 67 | [25664/732000 (3.51%)] Loss 0.0014, Accuaracy 97.13%Train Epoch 67 | [38464/732000 (5.25%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 67 | [51264/732000 (7.00%)] Loss 0.0014, Accuaracy 97.09%Train Epoch 67 | [64064/732000 (8.75%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 67 | [76864/732000 (10.50%)] Loss 0.0015, Accuaracy 96.93%Train Epoch 67 | [89664/732000 (12.25%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 67 | [102464/732000 (14.00%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 67 | [115264/732000 (15.75%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 67 | [128064/732000 (17.50%)] Loss 0.0016, Accuaracy 96.84%Train Epoch 67 | [140864/732000 (19.24%)] Loss 0.0016, Accuaracy 96.82%Train Epoch 67 | [153664/732000 (20.99%)] Loss 0.0016, Accuaracy 96.80%Train Epoch 67 | [166464/732000 (22.74%)] Loss 0.0016, Accuaracy 96.78%Train Epoch 67 | [179264/732000 (24.49%)] Loss 0.0016, Accuaracy 96.76%Train Epoch 67 | [192064/732000 (26.24%)] Loss 0.0016, Accuaracy 96.74%Train Epoch 67 | [204864/732000 (27.99%)] Loss 0.0016, Accuaracy 96.70%Train Epoch 67 | [217664/732000 (29.74%)] Loss 0.0016, Accuaracy 96.70%Train Epoch 67 | [230464/732000 (31.48%)] Loss 0.0017, Accuaracy 96.67%Train Epoch 67 | [243264/732000 (33.23%)] Loss 0.0017, Accuaracy 96.65%Train Epoch 67 | [256064/732000 (34.98%)] Loss 0.0017, Accuaracy 96.63%Train Epoch 67 | [268864/732000 (36.73%)] Loss 0.0017, Accuaracy 96.62%Train Epoch 67 | [281664/732000 (38.48%)] Loss 0.0017, Accuaracy 96.60%Train Epoch 67 | [294464/732000 (40.23%)] Loss 0.0017, Accuaracy 96.58%Train Epoch 67 | [307264/732000 (41.98%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 67 | [320064/732000 (43.72%)] Loss 0.0017, Accuaracy 96.54%Train Epoch 67 | [332864/732000 (45.47%)] Loss 0.0017, Accuaracy 96.54%Train Epoch 67 | [345664/732000 (47.22%)] Loss 0.0017, Accuaracy 96.52%Train Epoch 67 | [358464/732000 (48.97%)] Loss 0.0017, Accuaracy 96.51%Train Epoch 67 | [371264/732000 (50.72%)] Loss 0.0017, Accuaracy 96.50%Train Epoch 67 | [384064/732000 (52.47%)] Loss 0.0017, Accuaracy 96.49%Train Epoch 67 | [396864/732000 (54.22%)] Loss 0.0017, Accuaracy 96.49%Train Epoch 67 | [409664/732000 (55.97%)] Loss 0.0017, Accuaracy 96.48%Train Epoch 67 | [422464/732000 (57.71%)] Loss 0.0017, Accuaracy 96.49%Train Epoch 67 | [435264/732000 (59.46%)] Loss 0.0017, Accuaracy 96.47%Train Epoch 67 | [448064/732000 (61.21%)] Loss 0.0018, Accuaracy 96.47%Train Epoch 67 | [460864/732000 (62.96%)] Loss 0.0018, Accuaracy 96.46%Train Epoch 67 | [473664/732000 (64.71%)] Loss 0.0018, Accuaracy 96.45%Train Epoch 67 | [486464/732000 (66.46%)] Loss 0.0018, Accuaracy 96.45%Train Epoch 67 | [499264/732000 (68.21%)] Loss 0.0018, Accuaracy 96.44%Train Epoch 67 | [512064/732000 (69.95%)] Loss 0.0018, Accuaracy 96.43%Train Epoch 67 | [524864/732000 (71.70%)] Loss 0.0018, Accuaracy 96.42%Train Epoch 67 | [537664/732000 (73.45%)] Loss 0.0018, Accuaracy 96.41%Train Epoch 67 | [550464/732000 (75.20%)] Loss 0.0018, Accuaracy 96.40%Train Epoch 67 | [563264/732000 (76.95%)] Loss 0.0018, Accuaracy 96.39%Train Epoch 67 | [576064/732000 (78.70%)] Loss 0.0018, Accuaracy 96.39%Train Epoch 67 | [588864/732000 (80.45%)] Loss 0.0018, Accuaracy 96.38%Train Epoch 67 | [601664/732000 (82.19%)] Loss 0.0018, Accuaracy 96.39%Train Epoch 67 | [614464/732000 (83.94%)] Loss 0.0018, Accuaracy 96.38%Train Epoch 67 | [627264/732000 (85.69%)] Loss 0.0018, Accuaracy 96.37%Train Epoch 67 | [640064/732000 (87.44%)] Loss 0.0018, Accuaracy 96.37%Train Epoch 67 | [652864/732000 (89.19%)] Loss 0.0018, Accuaracy 96.36%Train Epoch 67 | [665664/732000 (90.94%)] Loss 0.0018, Accuaracy 96.35%Train Epoch 67 | [678464/732000 (92.69%)] Loss 0.0018, Accuaracy 96.35%Train Epoch 67 | [691264/732000 (94.43%)] Loss 0.0018, Accuaracy 96.34%Train Epoch 67 | [704064/732000 (96.18%)] Loss 0.0018, Accuaracy 96.33%Train Epoch 67 | [716864/732000 (97.93%)] Loss 0.0018, Accuaracy 96.33%Train Epoch 67 | [729664/732000 (99.68%)] Loss 0.0018, Accuaracy 96.32%Train Epoch 67 | Avarage Loss 0.0018, Average Accuracy 96.32%
Valid Epoch 67 | [32/50000 (0.06%)] Loss 0.0434, Accuaracy 87.50%Valid Epoch 67 | [1632/50000 (3.26%)] Loss 0.0837, Accuaracy 66.42%Valid Epoch 67 | [3232/50000 (6.46%)] Loss 0.0827, Accuaracy 66.83%Valid Epoch 67 | [4832/50000 (9.66%)] Loss 0.0828, Accuaracy 66.76%Valid Epoch 67 | [6432/50000 (12.86%)] Loss 0.0807, Accuaracy 67.60%Valid Epoch 67 | [8032/50000 (16.06%)] Loss 0.0824, Accuaracy 67.43%Valid Epoch 67 | [9632/50000 (19.26%)] Loss 0.0835, Accuaracy 67.28%Valid Epoch 67 | [11232/50000 (22.46%)] Loss 0.0844, Accuaracy 67.01%Valid Epoch 67 | [12832/50000 (25.66%)] Loss 0.0846, Accuaracy 66.83%Valid Epoch 67 | [14432/50000 (28.86%)] Loss 0.0853, Accuaracy 66.76%Valid Epoch 67 | [16032/50000 (32.06%)] Loss 0.0854, Accuaracy 66.85%Valid Epoch 67 | [17632/50000 (35.26%)] Loss 0.0853, Accuaracy 66.79%Valid Epoch 67 | [19232/50000 (38.46%)] Loss 0.0848, Accuaracy 66.87%Valid Epoch 67 | [20832/50000 (41.66%)] Loss 0.0851, Accuaracy 66.73%Valid Epoch 67 | [22432/50000 (44.86%)] Loss 0.0849, Accuaracy 66.89%Valid Epoch 67 | [24032/50000 (48.06%)] Loss 0.0854, Accuaracy 66.91%Valid Epoch 67 | [25632/50000 (51.26%)] Loss 0.0849, Accuaracy 67.05%Valid Epoch 67 | [27232/50000 (54.46%)] Loss 0.0852, Accuaracy 67.01%Valid Epoch 67 | [28832/50000 (57.66%)] Loss 0.0849, Accuaracy 67.02%Valid Epoch 67 | [30432/50000 (60.86%)] Loss 0.0852, Accuaracy 66.84%Valid Epoch 67 | [32032/50000 (64.06%)] Loss 0.0850, Accuaracy 66.90%Valid Epoch 67 | [33632/50000 (67.26%)] Loss 0.0853, Accuaracy 66.80%Valid Epoch 67 | [35232/50000 (70.46%)] Loss 0.0851, Accuaracy 66.83%Valid Epoch 67 | [36832/50000 (73.66%)] Loss 0.0852, Accuaracy 66.78%Valid Epoch 67 | [38432/50000 (76.86%)] Loss 0.0850, Accuaracy 66.87%Valid Epoch 67 | [40032/50000 (80.06%)] Loss 0.0849, Accuaracy 66.84%Valid Epoch 67 | [41632/50000 (83.26%)] Loss 0.0849, Accuaracy 66.88%Valid Epoch 67 | [43232/50000 (86.46%)] Loss 0.0851, Accuaracy 66.86%Valid Epoch 67 | [44832/50000 (89.66%)] Loss 0.0853, Accuaracy 66.84%Valid Epoch 67 | [46432/50000 (92.86%)] Loss 0.0852, Accuaracy 66.89%Valid Epoch 67 | [48032/50000 (96.06%)] Loss 0.0852, Accuaracy 66.89%Valid Epoch 67 | [49632/50000 (99.26%)] Loss 0.0853, Accuaracy 66.88%Valid Epoch 67 | Avarage Loss 0.0854, Average Accuracy 66.87%
Train Epoch 68 | [64/732000 (0.01%)] Loss 0.0013, Accuaracy 98.44%Train Epoch 68 | [12864/732000 (1.76%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 68 | [25664/732000 (3.51%)] Loss 0.0015, Accuaracy 97.09%Train Epoch 68 | [38464/732000 (5.25%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 68 | [51264/732000 (7.00%)] Loss 0.0015, Accuaracy 97.13%Train Epoch 68 | [64064/732000 (8.75%)] Loss 0.0015, Accuaracy 97.11%Train Epoch 68 | [76864/732000 (10.50%)] Loss 0.0015, Accuaracy 97.06%Train Epoch 68 | [89664/732000 (12.25%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 68 | [102464/732000 (14.00%)] Loss 0.0015, Accuaracy 96.97%Train Epoch 68 | [115264/732000 (15.75%)] Loss 0.0016, Accuaracy 96.91%Train Epoch 68 | [128064/732000 (17.50%)] Loss 0.0016, Accuaracy 96.87%Train Epoch 68 | [140864/732000 (19.24%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 68 | [153664/732000 (20.99%)] Loss 0.0016, Accuaracy 96.78%Train Epoch 68 | [166464/732000 (22.74%)] Loss 0.0016, Accuaracy 96.76%Train Epoch 68 | [179264/732000 (24.49%)] Loss 0.0016, Accuaracy 96.75%Train Epoch 68 | [192064/732000 (26.24%)] Loss 0.0016, Accuaracy 96.73%Train Epoch 68 | [204864/732000 (27.99%)] Loss 0.0017, Accuaracy 96.71%Train Epoch 68 | [217664/732000 (29.74%)] Loss 0.0017, Accuaracy 96.67%Train Epoch 68 | [230464/732000 (31.48%)] Loss 0.0017, Accuaracy 96.67%Train Epoch 68 | [243264/732000 (33.23%)] Loss 0.0017, Accuaracy 96.66%Train Epoch 68 | [256064/732000 (34.98%)] Loss 0.0017, Accuaracy 96.64%Train Epoch 68 | [268864/732000 (36.73%)] Loss 0.0017, Accuaracy 96.62%Train Epoch 68 | [281664/732000 (38.48%)] Loss 0.0017, Accuaracy 96.61%Train Epoch 68 | [294464/732000 (40.23%)] Loss 0.0017, Accuaracy 96.59%Train Epoch 68 | [307264/732000 (41.98%)] Loss 0.0017, Accuaracy 96.58%Train Epoch 68 | [320064/732000 (43.72%)] Loss 0.0017, Accuaracy 96.57%Train Epoch 68 | [332864/732000 (45.47%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 68 | [345664/732000 (47.22%)] Loss 0.0017, Accuaracy 96.55%Train Epoch 68 | [358464/732000 (48.97%)] Loss 0.0017, Accuaracy 96.55%Train Epoch 68 | [371264/732000 (50.72%)] Loss 0.0017, Accuaracy 96.54%Train Epoch 68 | [384064/732000 (52.47%)] Loss 0.0017, Accuaracy 96.54%Train Epoch 68 | [396864/732000 (54.22%)] Loss 0.0017, Accuaracy 96.53%Train Epoch 68 | [409664/732000 (55.97%)] Loss 0.0017, Accuaracy 96.51%Train Epoch 68 | [422464/732000 (57.71%)] Loss 0.0017, Accuaracy 96.50%Train Epoch 68 | [435264/732000 (59.46%)] Loss 0.0017, Accuaracy 96.50%Train Epoch 68 | [448064/732000 (61.21%)] Loss 0.0017, Accuaracy 96.50%Train Epoch 68 | [460864/732000 (62.96%)] Loss 0.0017, Accuaracy 96.49%Train Epoch 68 | [473664/732000 (64.71%)] Loss 0.0017, Accuaracy 96.49%Train Epoch 68 | [486464/732000 (66.46%)] Loss 0.0017, Accuaracy 96.47%Train Epoch 68 | [499264/732000 (68.21%)] Loss 0.0017, Accuaracy 96.47%Train Epoch 68 | [512064/732000 (69.95%)] Loss 0.0017, Accuaracy 96.47%Train Epoch 68 | [524864/732000 (71.70%)] Loss 0.0018, Accuaracy 96.46%Train Epoch 68 | [537664/732000 (73.45%)] Loss 0.0018, Accuaracy 96.46%Train Epoch 68 | [550464/732000 (75.20%)] Loss 0.0018, Accuaracy 96.46%Train Epoch 68 | [563264/732000 (76.95%)] Loss 0.0018, Accuaracy 96.45%Train Epoch 68 | [576064/732000 (78.70%)] Loss 0.0018, Accuaracy 96.44%Train Epoch 68 | [588864/732000 (80.45%)] Loss 0.0018, Accuaracy 96.43%Train Epoch 68 | [601664/732000 (82.19%)] Loss 0.0018, Accuaracy 96.43%Train Epoch 68 | [614464/732000 (83.94%)] Loss 0.0018, Accuaracy 96.42%Train Epoch 68 | [627264/732000 (85.69%)] Loss 0.0018, Accuaracy 96.42%Train Epoch 68 | [640064/732000 (87.44%)] Loss 0.0018, Accuaracy 96.41%Train Epoch 68 | [652864/732000 (89.19%)] Loss 0.0018, Accuaracy 96.41%Train Epoch 68 | [665664/732000 (90.94%)] Loss 0.0018, Accuaracy 96.40%Train Epoch 68 | [678464/732000 (92.69%)] Loss 0.0018, Accuaracy 96.39%Train Epoch 68 | [691264/732000 (94.43%)] Loss 0.0018, Accuaracy 96.39%Train Epoch 68 | [704064/732000 (96.18%)] Loss 0.0018, Accuaracy 96.38%Train Epoch 68 | [716864/732000 (97.93%)] Loss 0.0018, Accuaracy 96.38%Train Epoch 68 | [729664/732000 (99.68%)] Loss 0.0018, Accuaracy 96.37%Train Epoch 68 | Avarage Loss 0.0018, Average Accuracy 96.37%
Valid Epoch 68 | [32/50000 (0.06%)] Loss 0.1032, Accuaracy 62.50%Valid Epoch 68 | [1632/50000 (3.26%)] Loss 0.0873, Accuaracy 65.01%Valid Epoch 68 | [3232/50000 (6.46%)] Loss 0.0849, Accuaracy 66.62%Valid Epoch 68 | [4832/50000 (9.66%)] Loss 0.0833, Accuaracy 66.70%Valid Epoch 68 | [6432/50000 (12.86%)] Loss 0.0835, Accuaracy 66.42%Valid Epoch 68 | [8032/50000 (16.06%)] Loss 0.0834, Accuaracy 66.24%Valid Epoch 68 | [9632/50000 (19.26%)] Loss 0.0830, Accuaracy 66.18%Valid Epoch 68 | [11232/50000 (22.46%)] Loss 0.0822, Accuaracy 66.40%Valid Epoch 68 | [12832/50000 (25.66%)] Loss 0.0825, Accuaracy 66.43%Valid Epoch 68 | [14432/50000 (28.86%)] Loss 0.0824, Accuaracy 66.62%Valid Epoch 68 | [16032/50000 (32.06%)] Loss 0.0823, Accuaracy 66.70%Valid Epoch 68 | [17632/50000 (35.26%)] Loss 0.0821, Accuaracy 66.79%Valid Epoch 68 | [19232/50000 (38.46%)] Loss 0.0822, Accuaracy 66.73%Valid Epoch 68 | [20832/50000 (41.66%)] Loss 0.0822, Accuaracy 66.76%Valid Epoch 68 | [22432/50000 (44.86%)] Loss 0.0819, Accuaracy 66.79%Valid Epoch 68 | [24032/50000 (48.06%)] Loss 0.0819, Accuaracy 66.81%Valid Epoch 68 | [25632/50000 (51.26%)] Loss 0.0823, Accuaracy 66.75%Valid Epoch 68 | [27232/50000 (54.46%)] Loss 0.0824, Accuaracy 66.72%Valid Epoch 68 | [28832/50000 (57.66%)] Loss 0.0823, Accuaracy 66.77%Valid Epoch 68 | [30432/50000 (60.86%)] Loss 0.0822, Accuaracy 66.80%Valid Epoch 68 | [32032/50000 (64.06%)] Loss 0.0823, Accuaracy 66.76%Valid Epoch 68 | [33632/50000 (67.26%)] Loss 0.0825, Accuaracy 66.67%Valid Epoch 68 | [35232/50000 (70.46%)] Loss 0.0823, Accuaracy 66.75%Valid Epoch 68 | [36832/50000 (73.66%)] Loss 0.0822, Accuaracy 66.76%Valid Epoch 68 | [38432/50000 (76.86%)] Loss 0.0821, Accuaracy 66.77%Valid Epoch 68 | [40032/50000 (80.06%)] Loss 0.0822, Accuaracy 66.73%Valid Epoch 68 | [41632/50000 (83.26%)] Loss 0.0821, Accuaracy 66.72%Valid Epoch 68 | [43232/50000 (86.46%)] Loss 0.0824, Accuaracy 66.70%Valid Epoch 68 | [44832/50000 (89.66%)] Loss 0.0824, Accuaracy 66.74%Valid Epoch 68 | [46432/50000 (92.86%)] Loss 0.0824, Accuaracy 66.71%Valid Epoch 68 | [48032/50000 (96.06%)] Loss 0.0826, Accuaracy 66.70%Valid Epoch 68 | [49632/50000 (99.26%)] Loss 0.0826, Accuaracy 66.70%Valid Epoch 68 | Avarage Loss 0.0827, Average Accuracy 66.73%
Train Epoch 69 | [64/732000 (0.01%)] Loss 0.0011, Accuaracy 98.44%Train Epoch 69 | [12864/732000 (1.76%)] Loss 0.0015, Accuaracy 96.96%Train Epoch 69 | [25664/732000 (3.51%)] Loss 0.0015, Accuaracy 96.98%Train Epoch 69 | [38464/732000 (5.25%)] Loss 0.0015, Accuaracy 96.94%Train Epoch 69 | [51264/732000 (7.00%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 69 | [64064/732000 (8.75%)] Loss 0.0015, Accuaracy 97.00%Train Epoch 69 | [76864/732000 (10.50%)] Loss 0.0015, Accuaracy 96.96%Train Epoch 69 | [89664/732000 (12.25%)] Loss 0.0015, Accuaracy 96.88%Train Epoch 69 | [102464/732000 (14.00%)] Loss 0.0016, Accuaracy 96.85%Train Epoch 69 | [115264/732000 (15.75%)] Loss 0.0016, Accuaracy 96.84%Train Epoch 69 | [128064/732000 (17.50%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 69 | [140864/732000 (19.24%)] Loss 0.0016, Accuaracy 96.78%Train Epoch 69 | [153664/732000 (20.99%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 69 | [166464/732000 (22.74%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 69 | [179264/732000 (24.49%)] Loss 0.0016, Accuaracy 96.78%Train Epoch 69 | [192064/732000 (26.24%)] Loss 0.0016, Accuaracy 96.76%Train Epoch 69 | [204864/732000 (27.99%)] Loss 0.0016, Accuaracy 96.72%Train Epoch 69 | [217664/732000 (29.74%)] Loss 0.0016, Accuaracy 96.72%Train Epoch 69 | [230464/732000 (31.48%)] Loss 0.0016, Accuaracy 96.69%Train Epoch 69 | [243264/732000 (33.23%)] Loss 0.0016, Accuaracy 96.68%Train Epoch 69 | [256064/732000 (34.98%)] Loss 0.0016, Accuaracy 96.69%Train Epoch 69 | [268864/732000 (36.73%)] Loss 0.0016, Accuaracy 96.67%Train Epoch 69 | [281664/732000 (38.48%)] Loss 0.0016, Accuaracy 96.67%Train Epoch 69 | [294464/732000 (40.23%)] Loss 0.0017, Accuaracy 96.66%Train Epoch 69 | [307264/732000 (41.98%)] Loss 0.0017, Accuaracy 96.63%Train Epoch 69 | [320064/732000 (43.72%)] Loss 0.0017, Accuaracy 96.63%Train Epoch 69 | [332864/732000 (45.47%)] Loss 0.0017, Accuaracy 96.61%Train Epoch 69 | [345664/732000 (47.22%)] Loss 0.0017, Accuaracy 96.60%Train Epoch 69 | [358464/732000 (48.97%)] Loss 0.0017, Accuaracy 96.59%Train Epoch 69 | [371264/732000 (50.72%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 69 | [384064/732000 (52.47%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 69 | [396864/732000 (54.22%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 69 | [409664/732000 (55.97%)] Loss 0.0017, Accuaracy 96.54%Train Epoch 69 | [422464/732000 (57.71%)] Loss 0.0017, Accuaracy 96.53%Train Epoch 69 | [435264/732000 (59.46%)] Loss 0.0017, Accuaracy 96.53%Train Epoch 69 | [448064/732000 (61.21%)] Loss 0.0017, Accuaracy 96.52%Train Epoch 69 | [460864/732000 (62.96%)] Loss 0.0017, Accuaracy 96.52%Train Epoch 69 | [473664/732000 (64.71%)] Loss 0.0017, Accuaracy 96.51%Train Epoch 69 | [486464/732000 (66.46%)] Loss 0.0017, Accuaracy 96.50%Train Epoch 69 | [499264/732000 (68.21%)] Loss 0.0017, Accuaracy 96.50%Train Epoch 69 | [512064/732000 (69.95%)] Loss 0.0017, Accuaracy 96.50%Train Epoch 69 | [524864/732000 (71.70%)] Loss 0.0017, Accuaracy 96.49%Train Epoch 69 | [537664/732000 (73.45%)] Loss 0.0017, Accuaracy 96.48%Train Epoch 69 | [550464/732000 (75.20%)] Loss 0.0017, Accuaracy 96.47%Train Epoch 69 | [563264/732000 (76.95%)] Loss 0.0017, Accuaracy 96.47%Train Epoch 69 | [576064/732000 (78.70%)] Loss 0.0018, Accuaracy 96.46%Train Epoch 69 | [588864/732000 (80.45%)] Loss 0.0018, Accuaracy 96.46%Train Epoch 69 | [601664/732000 (82.19%)] Loss 0.0018, Accuaracy 96.46%Train Epoch 69 | [614464/732000 (83.94%)] Loss 0.0018, Accuaracy 96.46%Train Epoch 69 | [627264/732000 (85.69%)] Loss 0.0018, Accuaracy 96.45%Train Epoch 69 | [640064/732000 (87.44%)] Loss 0.0018, Accuaracy 96.45%Train Epoch 69 | [652864/732000 (89.19%)] Loss 0.0018, Accuaracy 96.45%Train Epoch 69 | [665664/732000 (90.94%)] Loss 0.0018, Accuaracy 96.44%Train Epoch 69 | [678464/732000 (92.69%)] Loss 0.0018, Accuaracy 96.43%Train Epoch 69 | [691264/732000 (94.43%)] Loss 0.0018, Accuaracy 96.42%Train Epoch 69 | [704064/732000 (96.18%)] Loss 0.0018, Accuaracy 96.42%Train Epoch 69 | [716864/732000 (97.93%)] Loss 0.0018, Accuaracy 96.41%Train Epoch 69 | [729664/732000 (99.68%)] Loss 0.0018, Accuaracy 96.40%Train Epoch 69 | Avarage Loss 0.0018, Average Accuracy 96.40%
Valid Epoch 69 | [32/50000 (0.06%)] Loss 0.0473, Accuaracy 71.88%Valid Epoch 69 | [1632/50000 (3.26%)] Loss 0.0766, Accuaracy 68.63%Valid Epoch 69 | [3232/50000 (6.46%)] Loss 0.0805, Accuaracy 67.11%Valid Epoch 69 | [4832/50000 (9.66%)] Loss 0.0785, Accuaracy 67.53%Valid Epoch 69 | [6432/50000 (12.86%)] Loss 0.0800, Accuaracy 66.96%Valid Epoch 69 | [8032/50000 (16.06%)] Loss 0.0811, Accuaracy 66.81%Valid Epoch 69 | [9632/50000 (19.26%)] Loss 0.0805, Accuaracy 66.99%Valid Epoch 69 | [11232/50000 (22.46%)] Loss 0.0803, Accuaracy 67.09%Valid Epoch 69 | [12832/50000 (25.66%)] Loss 0.0807, Accuaracy 67.18%Valid Epoch 69 | [14432/50000 (28.86%)] Loss 0.0818, Accuaracy 66.90%Valid Epoch 69 | [16032/50000 (32.06%)] Loss 0.0822, Accuaracy 66.87%Valid Epoch 69 | [17632/50000 (35.26%)] Loss 0.0821, Accuaracy 66.81%Valid Epoch 69 | [19232/50000 (38.46%)] Loss 0.0823, Accuaracy 66.82%Valid Epoch 69 | [20832/50000 (41.66%)] Loss 0.0823, Accuaracy 66.65%Valid Epoch 69 | [22432/50000 (44.86%)] Loss 0.0829, Accuaracy 66.64%Valid Epoch 69 | [24032/50000 (48.06%)] Loss 0.0827, Accuaracy 66.71%Valid Epoch 69 | [25632/50000 (51.26%)] Loss 0.0830, Accuaracy 66.72%Valid Epoch 69 | [27232/50000 (54.46%)] Loss 0.0834, Accuaracy 66.69%Valid Epoch 69 | [28832/50000 (57.66%)] Loss 0.0832, Accuaracy 66.75%Valid Epoch 69 | [30432/50000 (60.86%)] Loss 0.0835, Accuaracy 66.67%Valid Epoch 69 | [32032/50000 (64.06%)] Loss 0.0830, Accuaracy 66.85%Valid Epoch 69 | [33632/50000 (67.26%)] Loss 0.0829, Accuaracy 66.86%Valid Epoch 69 | [35232/50000 (70.46%)] Loss 0.0826, Accuaracy 66.91%Valid Epoch 69 | [36832/50000 (73.66%)] Loss 0.0825, Accuaracy 66.88%Valid Epoch 69 | [38432/50000 (76.86%)] Loss 0.0828, Accuaracy 66.90%Valid Epoch 69 | [40032/50000 (80.06%)] Loss 0.0827, Accuaracy 66.88%Valid Epoch 69 | [41632/50000 (83.26%)] Loss 0.0826, Accuaracy 66.83%Valid Epoch 69 | [43232/50000 (86.46%)] Loss 0.0826, Accuaracy 66.84%Valid Epoch 69 | [44832/50000 (89.66%)] Loss 0.0826, Accuaracy 66.84%Valid Epoch 69 | [46432/50000 (92.86%)] Loss 0.0827, Accuaracy 66.83%Valid Epoch 69 | [48032/50000 (96.06%)] Loss 0.0827, Accuaracy 66.83%Valid Epoch 69 | [49632/50000 (99.26%)] Loss 0.0827, Accuaracy 66.84%Valid Epoch 69 | Avarage Loss 0.0828, Average Accuracy 66.84%
Train Epoch 70 | [64/732000 (0.01%)] Loss 0.0009, Accuaracy 98.44%Train Epoch 70 | [12864/732000 (1.76%)] Loss 0.0013, Accuaracy 97.50%Train Epoch 70 | [25664/732000 (3.51%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 70 | [38464/732000 (5.25%)] Loss 0.0015, Accuaracy 97.08%Train Epoch 70 | [51264/732000 (7.00%)] Loss 0.0014, Accuaracy 97.12%Train Epoch 70 | [64064/732000 (8.75%)] Loss 0.0014, Accuaracy 97.15%Train Epoch 70 | [76864/732000 (10.50%)] Loss 0.0014, Accuaracy 97.09%Train Epoch 70 | [89664/732000 (12.25%)] Loss 0.0014, Accuaracy 97.06%Train Epoch 70 | [102464/732000 (14.00%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 70 | [115264/732000 (15.75%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 70 | [128064/732000 (17.50%)] Loss 0.0015, Accuaracy 96.97%Train Epoch 70 | [140864/732000 (19.24%)] Loss 0.0015, Accuaracy 96.97%Train Epoch 70 | [153664/732000 (20.99%)] Loss 0.0015, Accuaracy 96.95%Train Epoch 70 | [166464/732000 (22.74%)] Loss 0.0015, Accuaracy 96.93%Train Epoch 70 | [179264/732000 (24.49%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 70 | [192064/732000 (26.24%)] Loss 0.0015, Accuaracy 96.89%Train Epoch 70 | [204864/732000 (27.99%)] Loss 0.0015, Accuaracy 96.88%Train Epoch 70 | [217664/732000 (29.74%)] Loss 0.0016, Accuaracy 96.84%Train Epoch 70 | [230464/732000 (31.48%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 70 | [243264/732000 (33.23%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 70 | [256064/732000 (34.98%)] Loss 0.0016, Accuaracy 96.80%Train Epoch 70 | [268864/732000 (36.73%)] Loss 0.0016, Accuaracy 96.78%Train Epoch 70 | [281664/732000 (38.48%)] Loss 0.0016, Accuaracy 96.77%Train Epoch 70 | [294464/732000 (40.23%)] Loss 0.0016, Accuaracy 96.74%Train Epoch 70 | [307264/732000 (41.98%)] Loss 0.0016, Accuaracy 96.74%Train Epoch 70 | [320064/732000 (43.72%)] Loss 0.0016, Accuaracy 96.74%Train Epoch 70 | [332864/732000 (45.47%)] Loss 0.0016, Accuaracy 96.74%Train Epoch 70 | [345664/732000 (47.22%)] Loss 0.0016, Accuaracy 96.72%Train Epoch 70 | [358464/732000 (48.97%)] Loss 0.0016, Accuaracy 96.71%Train Epoch 70 | [371264/732000 (50.72%)] Loss 0.0016, Accuaracy 96.69%Train Epoch 70 | [384064/732000 (52.47%)] Loss 0.0017, Accuaracy 96.68%Train Epoch 70 | [396864/732000 (54.22%)] Loss 0.0017, Accuaracy 96.68%Train Epoch 70 | [409664/732000 (55.97%)] Loss 0.0017, Accuaracy 96.66%Train Epoch 70 | [422464/732000 (57.71%)] Loss 0.0017, Accuaracy 96.66%Train Epoch 70 | [435264/732000 (59.46%)] Loss 0.0017, Accuaracy 96.64%Train Epoch 70 | [448064/732000 (61.21%)] Loss 0.0017, Accuaracy 96.64%Train Epoch 70 | [460864/732000 (62.96%)] Loss 0.0017, Accuaracy 96.64%Train Epoch 70 | [473664/732000 (64.71%)] Loss 0.0017, Accuaracy 96.63%Train Epoch 70 | [486464/732000 (66.46%)] Loss 0.0017, Accuaracy 96.63%Train Epoch 70 | [499264/732000 (68.21%)] Loss 0.0017, Accuaracy 96.63%Train Epoch 70 | [512064/732000 (69.95%)] Loss 0.0017, Accuaracy 96.62%Train Epoch 70 | [524864/732000 (71.70%)] Loss 0.0017, Accuaracy 96.61%Train Epoch 70 | [537664/732000 (73.45%)] Loss 0.0017, Accuaracy 96.61%Train Epoch 70 | [550464/732000 (75.20%)] Loss 0.0017, Accuaracy 96.61%Train Epoch 70 | [563264/732000 (76.95%)] Loss 0.0017, Accuaracy 96.60%Train Epoch 70 | [576064/732000 (78.70%)] Loss 0.0017, Accuaracy 96.59%Train Epoch 70 | [588864/732000 (80.45%)] Loss 0.0017, Accuaracy 96.58%Train Epoch 70 | [601664/732000 (82.19%)] Loss 0.0017, Accuaracy 96.57%Train Epoch 70 | [614464/732000 (83.94%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 70 | [627264/732000 (85.69%)] Loss 0.0017, Accuaracy 96.55%Train Epoch 70 | [640064/732000 (87.44%)] Loss 0.0017, Accuaracy 96.55%Train Epoch 70 | [652864/732000 (89.19%)] Loss 0.0017, Accuaracy 96.55%Train Epoch 70 | [665664/732000 (90.94%)] Loss 0.0017, Accuaracy 96.54%Train Epoch 70 | [678464/732000 (92.69%)] Loss 0.0017, Accuaracy 96.53%Train Epoch 70 | [691264/732000 (94.43%)] Loss 0.0017, Accuaracy 96.53%Train Epoch 70 | [704064/732000 (96.18%)] Loss 0.0017, Accuaracy 96.52%Train Epoch 70 | [716864/732000 (97.93%)] Loss 0.0017, Accuaracy 96.51%Train Epoch 70 | [729664/732000 (99.68%)] Loss 0.0017, Accuaracy 96.51%Train Epoch 70 | Avarage Loss 0.0017, Average Accuracy 96.50%
Valid Epoch 70 | [32/50000 (0.06%)] Loss 0.0974, Accuaracy 65.62%Valid Epoch 70 | [1632/50000 (3.26%)] Loss 0.0828, Accuaracy 65.81%Valid Epoch 70 | [3232/50000 (6.46%)] Loss 0.0823, Accuaracy 65.87%Valid Epoch 70 | [4832/50000 (9.66%)] Loss 0.0843, Accuaracy 66.23%Valid Epoch 70 | [6432/50000 (12.86%)] Loss 0.0846, Accuaracy 66.11%Valid Epoch 70 | [8032/50000 (16.06%)] Loss 0.0841, Accuaracy 66.61%Valid Epoch 70 | [9632/50000 (19.26%)] Loss 0.0855, Accuaracy 66.42%Valid Epoch 70 | [11232/50000 (22.46%)] Loss 0.0843, Accuaracy 66.51%Valid Epoch 70 | [12832/50000 (25.66%)] Loss 0.0842, Accuaracy 66.60%Valid Epoch 70 | [14432/50000 (28.86%)] Loss 0.0842, Accuaracy 66.62%Valid Epoch 70 | [16032/50000 (32.06%)] Loss 0.0847, Accuaracy 66.52%Valid Epoch 70 | [17632/50000 (35.26%)] Loss 0.0851, Accuaracy 66.48%Valid Epoch 70 | [19232/50000 (38.46%)] Loss 0.0854, Accuaracy 66.55%Valid Epoch 70 | [20832/50000 (41.66%)] Loss 0.0855, Accuaracy 66.55%Valid Epoch 70 | [22432/50000 (44.86%)] Loss 0.0854, Accuaracy 66.58%Valid Epoch 70 | [24032/50000 (48.06%)] Loss 0.0852, Accuaracy 66.62%Valid Epoch 70 | [25632/50000 (51.26%)] Loss 0.0853, Accuaracy 66.65%Valid Epoch 70 | [27232/50000 (54.46%)] Loss 0.0853, Accuaracy 66.60%Valid Epoch 70 | [28832/50000 (57.66%)] Loss 0.0852, Accuaracy 66.71%Valid Epoch 70 | [30432/50000 (60.86%)] Loss 0.0851, Accuaracy 66.68%Valid Epoch 70 | [32032/50000 (64.06%)] Loss 0.0852, Accuaracy 66.61%Valid Epoch 70 | [33632/50000 (67.26%)] Loss 0.0852, Accuaracy 66.65%Valid Epoch 70 | [35232/50000 (70.46%)] Loss 0.0853, Accuaracy 66.58%Valid Epoch 70 | [36832/50000 (73.66%)] Loss 0.0848, Accuaracy 66.65%Valid Epoch 70 | [38432/50000 (76.86%)] Loss 0.0848, Accuaracy 66.68%Valid Epoch 70 | [40032/50000 (80.06%)] Loss 0.0847, Accuaracy 66.67%Valid Epoch 70 | [41632/50000 (83.26%)] Loss 0.0847, Accuaracy 66.68%Valid Epoch 70 | [43232/50000 (86.46%)] Loss 0.0846, Accuaracy 66.62%Valid Epoch 70 | [44832/50000 (89.66%)] Loss 0.0849, Accuaracy 66.60%Valid Epoch 70 | [46432/50000 (92.86%)] Loss 0.0847, Accuaracy 66.60%Valid Epoch 70 | [48032/50000 (96.06%)] Loss 0.0845, Accuaracy 66.67%Valid Epoch 70 | [49632/50000 (99.26%)] Loss 0.0846, Accuaracy 66.68%Valid Epoch 70 | Avarage Loss 0.0846, Average Accuracy 66.73%
Train Epoch 71 | [64/732000 (0.01%)] Loss 0.0017, Accuaracy 95.31%Train Epoch 71 | [12864/732000 (1.76%)] Loss 0.0015, Accuaracy 97.12%Train Epoch 71 | [25664/732000 (3.51%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 71 | [38464/732000 (5.25%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 71 | [51264/732000 (7.00%)] Loss 0.0015, Accuaracy 97.08%Train Epoch 71 | [64064/732000 (8.75%)] Loss 0.0015, Accuaracy 97.07%Train Epoch 71 | [76864/732000 (10.50%)] Loss 0.0014, Accuaracy 97.08%Train Epoch 71 | [89664/732000 (12.25%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 71 | [102464/732000 (14.00%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 71 | [115264/732000 (15.75%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 71 | [128064/732000 (17.50%)] Loss 0.0015, Accuaracy 97.00%Train Epoch 71 | [140864/732000 (19.24%)] Loss 0.0015, Accuaracy 96.95%Train Epoch 71 | [153664/732000 (20.99%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 71 | [166464/732000 (22.74%)] Loss 0.0015, Accuaracy 96.89%Train Epoch 71 | [179264/732000 (24.49%)] Loss 0.0015, Accuaracy 96.89%Train Epoch 71 | [192064/732000 (26.24%)] Loss 0.0015, Accuaracy 96.88%Train Epoch 71 | [204864/732000 (27.99%)] Loss 0.0015, Accuaracy 96.87%Train Epoch 71 | [217664/732000 (29.74%)] Loss 0.0015, Accuaracy 96.87%Train Epoch 71 | [230464/732000 (31.48%)] Loss 0.0015, Accuaracy 96.85%Train Epoch 71 | [243264/732000 (33.23%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 71 | [256064/732000 (34.98%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 71 | [268864/732000 (36.73%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 71 | [281664/732000 (38.48%)] Loss 0.0016, Accuaracy 96.78%Train Epoch 71 | [294464/732000 (40.23%)] Loss 0.0016, Accuaracy 96.76%Train Epoch 71 | [307264/732000 (41.98%)] Loss 0.0016, Accuaracy 96.75%Train Epoch 71 | [320064/732000 (43.72%)] Loss 0.0016, Accuaracy 96.73%Train Epoch 71 | [332864/732000 (45.47%)] Loss 0.0016, Accuaracy 96.73%Train Epoch 71 | [345664/732000 (47.22%)] Loss 0.0016, Accuaracy 96.72%Train Epoch 71 | [358464/732000 (48.97%)] Loss 0.0016, Accuaracy 96.71%Train Epoch 71 | [371264/732000 (50.72%)] Loss 0.0016, Accuaracy 96.71%Train Epoch 71 | [384064/732000 (52.47%)] Loss 0.0016, Accuaracy 96.69%Train Epoch 71 | [396864/732000 (54.22%)] Loss 0.0016, Accuaracy 96.69%Train Epoch 71 | [409664/732000 (55.97%)] Loss 0.0016, Accuaracy 96.68%Train Epoch 71 | [422464/732000 (57.71%)] Loss 0.0016, Accuaracy 96.66%Train Epoch 71 | [435264/732000 (59.46%)] Loss 0.0017, Accuaracy 96.65%Train Epoch 71 | [448064/732000 (61.21%)] Loss 0.0017, Accuaracy 96.63%Train Epoch 71 | [460864/732000 (62.96%)] Loss 0.0017, Accuaracy 96.62%Train Epoch 71 | [473664/732000 (64.71%)] Loss 0.0017, Accuaracy 96.61%Train Epoch 71 | [486464/732000 (66.46%)] Loss 0.0017, Accuaracy 96.61%Train Epoch 71 | [499264/732000 (68.21%)] Loss 0.0017, Accuaracy 96.59%Train Epoch 71 | [512064/732000 (69.95%)] Loss 0.0017, Accuaracy 96.58%Train Epoch 71 | [524864/732000 (71.70%)] Loss 0.0017, Accuaracy 96.57%Train Epoch 71 | [537664/732000 (73.45%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 71 | [550464/732000 (75.20%)] Loss 0.0017, Accuaracy 96.57%Train Epoch 71 | [563264/732000 (76.95%)] Loss 0.0017, Accuaracy 96.58%Train Epoch 71 | [576064/732000 (78.70%)] Loss 0.0017, Accuaracy 96.58%Train Epoch 71 | [588864/732000 (80.45%)] Loss 0.0017, Accuaracy 96.57%Train Epoch 71 | [601664/732000 (82.19%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 71 | [614464/732000 (83.94%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 71 | [627264/732000 (85.69%)] Loss 0.0017, Accuaracy 96.55%Train Epoch 71 | [640064/732000 (87.44%)] Loss 0.0017, Accuaracy 96.54%Train Epoch 71 | [652864/732000 (89.19%)] Loss 0.0017, Accuaracy 96.53%Train Epoch 71 | [665664/732000 (90.94%)] Loss 0.0017, Accuaracy 96.53%Train Epoch 71 | [678464/732000 (92.69%)] Loss 0.0017, Accuaracy 96.53%Train Epoch 71 | [691264/732000 (94.43%)] Loss 0.0017, Accuaracy 96.52%Train Epoch 71 | [704064/732000 (96.18%)] Loss 0.0017, Accuaracy 96.52%Train Epoch 71 | [716864/732000 (97.93%)] Loss 0.0017, Accuaracy 96.51%Train Epoch 71 | [729664/732000 (99.68%)] Loss 0.0017, Accuaracy 96.51%Train Epoch 71 | Avarage Loss 0.0017, Average Accuracy 96.51%
Valid Epoch 71 | [32/50000 (0.06%)] Loss 0.1254, Accuaracy 59.38%Valid Epoch 71 | [1632/50000 (3.26%)] Loss 0.0906, Accuaracy 64.52%Valid Epoch 71 | [3232/50000 (6.46%)] Loss 0.0928, Accuaracy 64.39%Valid Epoch 71 | [4832/50000 (9.66%)] Loss 0.0901, Accuaracy 64.80%Valid Epoch 71 | [6432/50000 (12.86%)] Loss 0.0883, Accuaracy 65.44%Valid Epoch 71 | [8032/50000 (16.06%)] Loss 0.0861, Accuaracy 65.76%Valid Epoch 71 | [9632/50000 (19.26%)] Loss 0.0857, Accuaracy 66.06%Valid Epoch 71 | [11232/50000 (22.46%)] Loss 0.0848, Accuaracy 66.57%Valid Epoch 71 | [12832/50000 (25.66%)] Loss 0.0848, Accuaracy 66.38%Valid Epoch 71 | [14432/50000 (28.86%)] Loss 0.0852, Accuaracy 66.41%Valid Epoch 71 | [16032/50000 (32.06%)] Loss 0.0858, Accuaracy 66.33%Valid Epoch 71 | [17632/50000 (35.26%)] Loss 0.0861, Accuaracy 66.26%Valid Epoch 71 | [19232/50000 (38.46%)] Loss 0.0853, Accuaracy 66.43%Valid Epoch 71 | [20832/50000 (41.66%)] Loss 0.0848, Accuaracy 66.40%Valid Epoch 71 | [22432/50000 (44.86%)] Loss 0.0851, Accuaracy 66.44%Valid Epoch 71 | [24032/50000 (48.06%)] Loss 0.0849, Accuaracy 66.54%Valid Epoch 71 | [25632/50000 (51.26%)] Loss 0.0847, Accuaracy 66.58%Valid Epoch 71 | [27232/50000 (54.46%)] Loss 0.0847, Accuaracy 66.66%Valid Epoch 71 | [28832/50000 (57.66%)] Loss 0.0846, Accuaracy 66.71%Valid Epoch 71 | [30432/50000 (60.86%)] Loss 0.0850, Accuaracy 66.66%Valid Epoch 71 | [32032/50000 (64.06%)] Loss 0.0852, Accuaracy 66.67%Valid Epoch 71 | [33632/50000 (67.26%)] Loss 0.0849, Accuaracy 66.72%Valid Epoch 71 | [35232/50000 (70.46%)] Loss 0.0849, Accuaracy 66.68%Valid Epoch 71 | [36832/50000 (73.66%)] Loss 0.0850, Accuaracy 66.74%Valid Epoch 71 | [38432/50000 (76.86%)] Loss 0.0850, Accuaracy 66.70%Valid Epoch 71 | [40032/50000 (80.06%)] Loss 0.0851, Accuaracy 66.77%Valid Epoch 71 | [41632/50000 (83.26%)] Loss 0.0850, Accuaracy 66.85%Valid Epoch 71 | [43232/50000 (86.46%)] Loss 0.0851, Accuaracy 66.89%Valid Epoch 71 | [44832/50000 (89.66%)] Loss 0.0852, Accuaracy 66.89%Valid Epoch 71 | [46432/50000 (92.86%)] Loss 0.0850, Accuaracy 66.88%Valid Epoch 71 | [48032/50000 (96.06%)] Loss 0.0850, Accuaracy 66.93%Valid Epoch 71 | [49632/50000 (99.26%)] Loss 0.0851, Accuaracy 66.93%Valid Epoch 71 | Avarage Loss 0.0851, Average Accuracy 66.92%
Train Epoch 72 | [64/732000 (0.01%)] Loss 0.0007, Accuaracy 98.44%Train Epoch 72 | [12864/732000 (1.76%)] Loss 0.0015, Accuaracy 97.04%Train Epoch 72 | [25664/732000 (3.51%)] Loss 0.0014, Accuaracy 97.05%Train Epoch 72 | [38464/732000 (5.25%)] Loss 0.0015, Accuaracy 96.97%Train Epoch 72 | [51264/732000 (7.00%)] Loss 0.0015, Accuaracy 96.95%Train Epoch 72 | [64064/732000 (8.75%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 72 | [76864/732000 (10.50%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 72 | [89664/732000 (12.25%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 72 | [102464/732000 (14.00%)] Loss 0.0015, Accuaracy 96.88%Train Epoch 72 | [115264/732000 (15.75%)] Loss 0.0015, Accuaracy 96.86%Train Epoch 72 | [128064/732000 (17.50%)] Loss 0.0015, Accuaracy 96.86%Train Epoch 72 | [140864/732000 (19.24%)] Loss 0.0015, Accuaracy 96.85%Train Epoch 72 | [153664/732000 (20.99%)] Loss 0.0016, Accuaracy 96.82%Train Epoch 72 | [166464/732000 (22.74%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 72 | [179264/732000 (24.49%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 72 | [192064/732000 (26.24%)] Loss 0.0016, Accuaracy 96.80%Train Epoch 72 | [204864/732000 (27.99%)] Loss 0.0016, Accuaracy 96.80%Train Epoch 72 | [217664/732000 (29.74%)] Loss 0.0016, Accuaracy 96.77%Train Epoch 72 | [230464/732000 (31.48%)] Loss 0.0016, Accuaracy 96.74%Train Epoch 72 | [243264/732000 (33.23%)] Loss 0.0016, Accuaracy 96.73%Train Epoch 72 | [256064/732000 (34.98%)] Loss 0.0016, Accuaracy 96.73%Train Epoch 72 | [268864/732000 (36.73%)] Loss 0.0016, Accuaracy 96.73%Train Epoch 72 | [281664/732000 (38.48%)] Loss 0.0016, Accuaracy 96.72%Train Epoch 72 | [294464/732000 (40.23%)] Loss 0.0016, Accuaracy 96.71%Train Epoch 72 | [307264/732000 (41.98%)] Loss 0.0016, Accuaracy 96.70%Train Epoch 72 | [320064/732000 (43.72%)] Loss 0.0016, Accuaracy 96.70%Train Epoch 72 | [332864/732000 (45.47%)] Loss 0.0016, Accuaracy 96.69%Train Epoch 72 | [345664/732000 (47.22%)] Loss 0.0017, Accuaracy 96.68%Train Epoch 72 | [358464/732000 (48.97%)] Loss 0.0017, Accuaracy 96.66%Train Epoch 72 | [371264/732000 (50.72%)] Loss 0.0017, Accuaracy 96.65%Train Epoch 72 | [384064/732000 (52.47%)] Loss 0.0017, Accuaracy 96.64%Train Epoch 72 | [396864/732000 (54.22%)] Loss 0.0017, Accuaracy 96.64%Train Epoch 72 | [409664/732000 (55.97%)] Loss 0.0017, Accuaracy 96.64%Train Epoch 72 | [422464/732000 (57.71%)] Loss 0.0017, Accuaracy 96.64%Train Epoch 72 | [435264/732000 (59.46%)] Loss 0.0017, Accuaracy 96.63%Train Epoch 72 | [448064/732000 (61.21%)] Loss 0.0017, Accuaracy 96.62%Train Epoch 72 | [460864/732000 (62.96%)] Loss 0.0017, Accuaracy 96.61%Train Epoch 72 | [473664/732000 (64.71%)] Loss 0.0017, Accuaracy 96.61%Train Epoch 72 | [486464/732000 (66.46%)] Loss 0.0017, Accuaracy 96.61%Train Epoch 72 | [499264/732000 (68.21%)] Loss 0.0017, Accuaracy 96.60%Train Epoch 72 | [512064/732000 (69.95%)] Loss 0.0017, Accuaracy 96.59%Train Epoch 72 | [524864/732000 (71.70%)] Loss 0.0017, Accuaracy 96.59%Train Epoch 72 | [537664/732000 (73.45%)] Loss 0.0017, Accuaracy 96.59%Train Epoch 72 | [550464/732000 (75.20%)] Loss 0.0017, Accuaracy 96.57%Train Epoch 72 | [563264/732000 (76.95%)] Loss 0.0017, Accuaracy 96.57%Train Epoch 72 | [576064/732000 (78.70%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 72 | [588864/732000 (80.45%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 72 | [601664/732000 (82.19%)] Loss 0.0017, Accuaracy 96.55%Train Epoch 72 | [614464/732000 (83.94%)] Loss 0.0017, Accuaracy 96.55%Train Epoch 72 | [627264/732000 (85.69%)] Loss 0.0017, Accuaracy 96.55%Train Epoch 72 | [640064/732000 (87.44%)] Loss 0.0017, Accuaracy 96.55%Train Epoch 72 | [652864/732000 (89.19%)] Loss 0.0017, Accuaracy 96.55%Train Epoch 72 | [665664/732000 (90.94%)] Loss 0.0017, Accuaracy 96.54%Train Epoch 72 | [678464/732000 (92.69%)] Loss 0.0017, Accuaracy 96.53%Train Epoch 72 | [691264/732000 (94.43%)] Loss 0.0017, Accuaracy 96.53%Train Epoch 72 | [704064/732000 (96.18%)] Loss 0.0017, Accuaracy 96.52%Train Epoch 72 | [716864/732000 (97.93%)] Loss 0.0017, Accuaracy 96.52%Train Epoch 72 | [729664/732000 (99.68%)] Loss 0.0017, Accuaracy 96.52%Train Epoch 72 | Avarage Loss 0.0017, Average Accuracy 96.52%
Valid Epoch 72 | [32/50000 (0.06%)] Loss 0.0652, Accuaracy 81.25%Valid Epoch 72 | [1632/50000 (3.26%)] Loss 0.0871, Accuaracy 66.05%Valid Epoch 72 | [3232/50000 (6.46%)] Loss 0.0819, Accuaracy 67.23%Valid Epoch 72 | [4832/50000 (9.66%)] Loss 0.0834, Accuaracy 67.01%Valid Epoch 72 | [6432/50000 (12.86%)] Loss 0.0846, Accuaracy 67.01%Valid Epoch 72 | [8032/50000 (16.06%)] Loss 0.0845, Accuaracy 67.01%Valid Epoch 72 | [9632/50000 (19.26%)] Loss 0.0842, Accuaracy 67.17%Valid Epoch 72 | [11232/50000 (22.46%)] Loss 0.0841, Accuaracy 67.14%Valid Epoch 72 | [12832/50000 (25.66%)] Loss 0.0847, Accuaracy 66.95%Valid Epoch 72 | [14432/50000 (28.86%)] Loss 0.0842, Accuaracy 67.03%Valid Epoch 72 | [16032/50000 (32.06%)] Loss 0.0842, Accuaracy 67.05%Valid Epoch 72 | [17632/50000 (35.26%)] Loss 0.0836, Accuaracy 67.05%Valid Epoch 72 | [19232/50000 (38.46%)] Loss 0.0834, Accuaracy 67.11%Valid Epoch 72 | [20832/50000 (41.66%)] Loss 0.0837, Accuaracy 67.12%Valid Epoch 72 | [22432/50000 (44.86%)] Loss 0.0837, Accuaracy 67.11%Valid Epoch 72 | [24032/50000 (48.06%)] Loss 0.0839, Accuaracy 67.08%Valid Epoch 72 | [25632/50000 (51.26%)] Loss 0.0837, Accuaracy 67.06%Valid Epoch 72 | [27232/50000 (54.46%)] Loss 0.0836, Accuaracy 67.04%Valid Epoch 72 | [28832/50000 (57.66%)] Loss 0.0836, Accuaracy 67.06%Valid Epoch 72 | [30432/50000 (60.86%)] Loss 0.0836, Accuaracy 67.00%Valid Epoch 72 | [32032/50000 (64.06%)] Loss 0.0836, Accuaracy 66.95%Valid Epoch 72 | [33632/50000 (67.26%)] Loss 0.0832, Accuaracy 67.04%Valid Epoch 72 | [35232/50000 (70.46%)] Loss 0.0828, Accuaracy 67.12%Valid Epoch 72 | [36832/50000 (73.66%)] Loss 0.0830, Accuaracy 67.05%Valid Epoch 72 | [38432/50000 (76.86%)] Loss 0.0830, Accuaracy 67.00%Valid Epoch 72 | [40032/50000 (80.06%)] Loss 0.0833, Accuaracy 66.92%Valid Epoch 72 | [41632/50000 (83.26%)] Loss 0.0832, Accuaracy 66.92%Valid Epoch 72 | [43232/50000 (86.46%)] Loss 0.0832, Accuaracy 66.90%Valid Epoch 72 | [44832/50000 (89.66%)] Loss 0.0831, Accuaracy 66.86%Valid Epoch 72 | [46432/50000 (92.86%)] Loss 0.0831, Accuaracy 66.85%Valid Epoch 72 | [48032/50000 (96.06%)] Loss 0.0831, Accuaracy 66.83%Valid Epoch 72 | [49632/50000 (99.26%)] Loss 0.0830, Accuaracy 66.88%Valid Epoch 72 | Avarage Loss 0.0830, Average Accuracy 66.86%
Train Epoch 73 | [64/732000 (0.01%)] Loss 0.0014, Accuaracy 95.31%Train Epoch 73 | [12864/732000 (1.76%)] Loss 0.0015, Accuaracy 96.98%Train Epoch 73 | [25664/732000 (3.51%)] Loss 0.0014, Accuaracy 97.07%Train Epoch 73 | [38464/732000 (5.25%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 73 | [51264/732000 (7.00%)] Loss 0.0015, Accuaracy 96.94%Train Epoch 73 | [64064/732000 (8.75%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 73 | [76864/732000 (10.50%)] Loss 0.0016, Accuaracy 96.87%Train Epoch 73 | [89664/732000 (12.25%)] Loss 0.0016, Accuaracy 96.89%Train Epoch 73 | [102464/732000 (14.00%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 73 | [115264/732000 (15.75%)] Loss 0.0015, Accuaracy 96.89%Train Epoch 73 | [128064/732000 (17.50%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 73 | [140864/732000 (19.24%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 73 | [153664/732000 (20.99%)] Loss 0.0016, Accuaracy 96.90%Train Epoch 73 | [166464/732000 (22.74%)] Loss 0.0016, Accuaracy 96.89%Train Epoch 73 | [179264/732000 (24.49%)] Loss 0.0016, Accuaracy 96.88%Train Epoch 73 | [192064/732000 (26.24%)] Loss 0.0016, Accuaracy 96.88%Train Epoch 73 | [204864/732000 (27.99%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 73 | [217664/732000 (29.74%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 73 | [230464/732000 (31.48%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 73 | [243264/732000 (33.23%)] Loss 0.0016, Accuaracy 96.80%Train Epoch 73 | [256064/732000 (34.98%)] Loss 0.0016, Accuaracy 96.80%Train Epoch 73 | [268864/732000 (36.73%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 73 | [281664/732000 (38.48%)] Loss 0.0016, Accuaracy 96.77%Train Epoch 73 | [294464/732000 (40.23%)] Loss 0.0016, Accuaracy 96.77%Train Epoch 73 | [307264/732000 (41.98%)] Loss 0.0016, Accuaracy 96.76%Train Epoch 73 | [320064/732000 (43.72%)] Loss 0.0016, Accuaracy 96.76%Train Epoch 73 | [332864/732000 (45.47%)] Loss 0.0016, Accuaracy 96.75%Train Epoch 73 | [345664/732000 (47.22%)] Loss 0.0016, Accuaracy 96.74%Train Epoch 73 | [358464/732000 (48.97%)] Loss 0.0016, Accuaracy 96.73%Train Epoch 73 | [371264/732000 (50.72%)] Loss 0.0016, Accuaracy 96.71%Train Epoch 73 | [384064/732000 (52.47%)] Loss 0.0016, Accuaracy 96.72%Train Epoch 73 | [396864/732000 (54.22%)] Loss 0.0017, Accuaracy 96.71%Train Epoch 73 | [409664/732000 (55.97%)] Loss 0.0017, Accuaracy 96.70%Train Epoch 73 | [422464/732000 (57.71%)] Loss 0.0017, Accuaracy 96.69%Train Epoch 73 | [435264/732000 (59.46%)] Loss 0.0017, Accuaracy 96.69%Train Epoch 73 | [448064/732000 (61.21%)] Loss 0.0017, Accuaracy 96.68%Train Epoch 73 | [460864/732000 (62.96%)] Loss 0.0017, Accuaracy 96.67%Train Epoch 73 | [473664/732000 (64.71%)] Loss 0.0017, Accuaracy 96.67%Train Epoch 73 | [486464/732000 (66.46%)] Loss 0.0017, Accuaracy 96.66%Train Epoch 73 | [499264/732000 (68.21%)] Loss 0.0017, Accuaracy 96.65%Train Epoch 73 | [512064/732000 (69.95%)] Loss 0.0017, Accuaracy 96.65%Train Epoch 73 | [524864/732000 (71.70%)] Loss 0.0017, Accuaracy 96.64%Train Epoch 73 | [537664/732000 (73.45%)] Loss 0.0017, Accuaracy 96.64%Train Epoch 73 | [550464/732000 (75.20%)] Loss 0.0017, Accuaracy 96.64%Train Epoch 73 | [563264/732000 (76.95%)] Loss 0.0017, Accuaracy 96.63%Train Epoch 73 | [576064/732000 (78.70%)] Loss 0.0017, Accuaracy 96.63%Train Epoch 73 | [588864/732000 (80.45%)] Loss 0.0017, Accuaracy 96.62%Train Epoch 73 | [601664/732000 (82.19%)] Loss 0.0017, Accuaracy 96.61%Train Epoch 73 | [614464/732000 (83.94%)] Loss 0.0017, Accuaracy 96.61%Train Epoch 73 | [627264/732000 (85.69%)] Loss 0.0017, Accuaracy 96.61%Train Epoch 73 | [640064/732000 (87.44%)] Loss 0.0017, Accuaracy 96.61%Train Epoch 73 | [652864/732000 (89.19%)] Loss 0.0017, Accuaracy 96.60%Train Epoch 73 | [665664/732000 (90.94%)] Loss 0.0017, Accuaracy 96.59%Train Epoch 73 | [678464/732000 (92.69%)] Loss 0.0017, Accuaracy 96.58%Train Epoch 73 | [691264/732000 (94.43%)] Loss 0.0017, Accuaracy 96.57%Train Epoch 73 | [704064/732000 (96.18%)] Loss 0.0017, Accuaracy 96.57%Train Epoch 73 | [716864/732000 (97.93%)] Loss 0.0017, Accuaracy 96.56%Train Epoch 73 | [729664/732000 (99.68%)] Loss 0.0017, Accuaracy 96.55%Train Epoch 73 | Avarage Loss 0.0017, Average Accuracy 96.55%
Valid Epoch 73 | [32/50000 (0.06%)] Loss 0.0663, Accuaracy 65.62%Valid Epoch 73 | [1632/50000 (3.26%)] Loss 0.0841, Accuaracy 66.67%Valid Epoch 73 | [3232/50000 (6.46%)] Loss 0.0854, Accuaracy 66.65%Valid Epoch 73 | [4832/50000 (9.66%)] Loss 0.0846, Accuaracy 66.58%Valid Epoch 73 | [6432/50000 (12.86%)] Loss 0.0846, Accuaracy 66.23%Valid Epoch 73 | [8032/50000 (16.06%)] Loss 0.0843, Accuaracy 66.21%Valid Epoch 73 | [9632/50000 (19.26%)] Loss 0.0851, Accuaracy 66.13%Valid Epoch 73 | [11232/50000 (22.46%)] Loss 0.0851, Accuaracy 66.21%Valid Epoch 73 | [12832/50000 (25.66%)] Loss 0.0843, Accuaracy 66.50%Valid Epoch 73 | [14432/50000 (28.86%)] Loss 0.0839, Accuaracy 66.46%Valid Epoch 73 | [16032/50000 (32.06%)] Loss 0.0833, Accuaracy 66.70%Valid Epoch 73 | [17632/50000 (35.26%)] Loss 0.0829, Accuaracy 66.82%Valid Epoch 73 | [19232/50000 (38.46%)] Loss 0.0825, Accuaracy 67.02%Valid Epoch 73 | [20832/50000 (41.66%)] Loss 0.0825, Accuaracy 67.06%Valid Epoch 73 | [22432/50000 (44.86%)] Loss 0.0828, Accuaracy 67.14%Valid Epoch 73 | [24032/50000 (48.06%)] Loss 0.0825, Accuaracy 67.13%Valid Epoch 73 | [25632/50000 (51.26%)] Loss 0.0824, Accuaracy 67.10%Valid Epoch 73 | [27232/50000 (54.46%)] Loss 0.0826, Accuaracy 67.12%Valid Epoch 73 | [28832/50000 (57.66%)] Loss 0.0827, Accuaracy 67.07%Valid Epoch 73 | [30432/50000 (60.86%)] Loss 0.0830, Accuaracy 66.96%Valid Epoch 73 | [32032/50000 (64.06%)] Loss 0.0827, Accuaracy 67.01%Valid Epoch 73 | [33632/50000 (67.26%)] Loss 0.0828, Accuaracy 67.02%Valid Epoch 73 | [35232/50000 (70.46%)] Loss 0.0825, Accuaracy 67.04%Valid Epoch 73 | [36832/50000 (73.66%)] Loss 0.0826, Accuaracy 66.98%Valid Epoch 73 | [38432/50000 (76.86%)] Loss 0.0828, Accuaracy 66.96%Valid Epoch 73 | [40032/50000 (80.06%)] Loss 0.0829, Accuaracy 66.92%Valid Epoch 73 | [41632/50000 (83.26%)] Loss 0.0832, Accuaracy 66.75%Valid Epoch 73 | [43232/50000 (86.46%)] Loss 0.0834, Accuaracy 66.74%Valid Epoch 73 | [44832/50000 (89.66%)] Loss 0.0834, Accuaracy 66.72%Valid Epoch 73 | [46432/50000 (92.86%)] Loss 0.0833, Accuaracy 66.75%Valid Epoch 73 | [48032/50000 (96.06%)] Loss 0.0833, Accuaracy 66.77%Valid Epoch 73 | [49632/50000 (99.26%)] Loss 0.0831, Accuaracy 66.79%Valid Epoch 73 | Avarage Loss 0.0832, Average Accuracy 66.74%
Train Epoch 74 | [64/732000 (0.01%)] Loss 0.0003, Accuaracy 100.00%Train Epoch 74 | [12864/732000 (1.76%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 74 | [25664/732000 (3.51%)] Loss 0.0014, Accuaracy 97.30%Train Epoch 74 | [38464/732000 (5.25%)] Loss 0.0014, Accuaracy 97.28%Train Epoch 74 | [51264/732000 (7.00%)] Loss 0.0014, Accuaracy 97.30%Train Epoch 74 | [64064/732000 (8.75%)] Loss 0.0014, Accuaracy 97.27%Train Epoch 74 | [76864/732000 (10.50%)] Loss 0.0014, Accuaracy 97.21%Train Epoch 74 | [89664/732000 (12.25%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 74 | [102464/732000 (14.00%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 74 | [115264/732000 (15.75%)] Loss 0.0014, Accuaracy 97.14%Train Epoch 74 | [128064/732000 (17.50%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 74 | [140864/732000 (19.24%)] Loss 0.0015, Accuaracy 97.08%Train Epoch 74 | [153664/732000 (20.99%)] Loss 0.0015, Accuaracy 97.08%Train Epoch 74 | [166464/732000 (22.74%)] Loss 0.0015, Accuaracy 97.06%Train Epoch 74 | [179264/732000 (24.49%)] Loss 0.0015, Accuaracy 97.04%Train Epoch 74 | [192064/732000 (26.24%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 74 | [204864/732000 (27.99%)] Loss 0.0015, Accuaracy 97.02%Train Epoch 74 | [217664/732000 (29.74%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 74 | [230464/732000 (31.48%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 74 | [243264/732000 (33.23%)] Loss 0.0015, Accuaracy 96.98%Train Epoch 74 | [256064/732000 (34.98%)] Loss 0.0015, Accuaracy 96.96%Train Epoch 74 | [268864/732000 (36.73%)] Loss 0.0015, Accuaracy 96.94%Train Epoch 74 | [281664/732000 (38.48%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 74 | [294464/732000 (40.23%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 74 | [307264/732000 (41.98%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 74 | [320064/732000 (43.72%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 74 | [332864/732000 (45.47%)] Loss 0.0015, Accuaracy 96.89%Train Epoch 74 | [345664/732000 (47.22%)] Loss 0.0016, Accuaracy 96.88%Train Epoch 74 | [358464/732000 (48.97%)] Loss 0.0016, Accuaracy 96.87%Train Epoch 74 | [371264/732000 (50.72%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 74 | [384064/732000 (52.47%)] Loss 0.0016, Accuaracy 96.85%Train Epoch 74 | [396864/732000 (54.22%)] Loss 0.0016, Accuaracy 96.85%Train Epoch 74 | [409664/732000 (55.97%)] Loss 0.0016, Accuaracy 96.84%Train Epoch 74 | [422464/732000 (57.71%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 74 | [435264/732000 (59.46%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 74 | [448064/732000 (61.21%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 74 | [460864/732000 (62.96%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 74 | [473664/732000 (64.71%)] Loss 0.0016, Accuaracy 96.80%Train Epoch 74 | [486464/732000 (66.46%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 74 | [499264/732000 (68.21%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 74 | [512064/732000 (69.95%)] Loss 0.0016, Accuaracy 96.77%Train Epoch 74 | [524864/732000 (71.70%)] Loss 0.0016, Accuaracy 96.76%Train Epoch 74 | [537664/732000 (73.45%)] Loss 0.0016, Accuaracy 96.76%Train Epoch 74 | [550464/732000 (75.20%)] Loss 0.0016, Accuaracy 96.75%Train Epoch 74 | [563264/732000 (76.95%)] Loss 0.0016, Accuaracy 96.75%Train Epoch 74 | [576064/732000 (78.70%)] Loss 0.0016, Accuaracy 96.74%Train Epoch 74 | [588864/732000 (80.45%)] Loss 0.0016, Accuaracy 96.73%Train Epoch 74 | [601664/732000 (82.19%)] Loss 0.0016, Accuaracy 96.73%Train Epoch 74 | [614464/732000 (83.94%)] Loss 0.0016, Accuaracy 96.72%Train Epoch 74 | [627264/732000 (85.69%)] Loss 0.0016, Accuaracy 96.72%Train Epoch 74 | [640064/732000 (87.44%)] Loss 0.0016, Accuaracy 96.71%Train Epoch 74 | [652864/732000 (89.19%)] Loss 0.0016, Accuaracy 96.70%Train Epoch 74 | [665664/732000 (90.94%)] Loss 0.0016, Accuaracy 96.70%Train Epoch 74 | [678464/732000 (92.69%)] Loss 0.0017, Accuaracy 96.69%Train Epoch 74 | [691264/732000 (94.43%)] Loss 0.0017, Accuaracy 96.69%Train Epoch 74 | [704064/732000 (96.18%)] Loss 0.0017, Accuaracy 96.68%Train Epoch 74 | [716864/732000 (97.93%)] Loss 0.0017, Accuaracy 96.68%Train Epoch 74 | [729664/732000 (99.68%)] Loss 0.0017, Accuaracy 96.67%Train Epoch 74 | Avarage Loss 0.0017, Average Accuracy 96.67%
Valid Epoch 74 | [32/50000 (0.06%)] Loss 0.0506, Accuaracy 81.25%Valid Epoch 74 | [1632/50000 (3.26%)] Loss 0.0845, Accuaracy 66.67%Valid Epoch 74 | [3232/50000 (6.46%)] Loss 0.0823, Accuaracy 68.10%Valid Epoch 74 | [4832/50000 (9.66%)] Loss 0.0850, Accuaracy 67.92%Valid Epoch 74 | [6432/50000 (12.86%)] Loss 0.0861, Accuaracy 67.69%Valid Epoch 74 | [8032/50000 (16.06%)] Loss 0.0859, Accuaracy 67.44%Valid Epoch 74 | [9632/50000 (19.26%)] Loss 0.0851, Accuaracy 67.56%Valid Epoch 74 | [11232/50000 (22.46%)] Loss 0.0854, Accuaracy 67.41%Valid Epoch 74 | [12832/50000 (25.66%)] Loss 0.0851, Accuaracy 67.53%Valid Epoch 74 | [14432/50000 (28.86%)] Loss 0.0852, Accuaracy 67.44%Valid Epoch 74 | [16032/50000 (32.06%)] Loss 0.0854, Accuaracy 67.40%Valid Epoch 74 | [17632/50000 (35.26%)] Loss 0.0857, Accuaracy 67.37%Valid Epoch 74 | [19232/50000 (38.46%)] Loss 0.0856, Accuaracy 67.31%Valid Epoch 74 | [20832/50000 (41.66%)] Loss 0.0857, Accuaracy 67.42%Valid Epoch 74 | [22432/50000 (44.86%)] Loss 0.0852, Accuaracy 67.51%Valid Epoch 74 | [24032/50000 (48.06%)] Loss 0.0858, Accuaracy 67.36%Valid Epoch 74 | [25632/50000 (51.26%)] Loss 0.0859, Accuaracy 67.34%Valid Epoch 74 | [27232/50000 (54.46%)] Loss 0.0857, Accuaracy 67.35%Valid Epoch 74 | [28832/50000 (57.66%)] Loss 0.0862, Accuaracy 67.27%Valid Epoch 74 | [30432/50000 (60.86%)] Loss 0.0858, Accuaracy 67.31%Valid Epoch 74 | [32032/50000 (64.06%)] Loss 0.0859, Accuaracy 67.22%Valid Epoch 74 | [33632/50000 (67.26%)] Loss 0.0856, Accuaracy 67.28%Valid Epoch 74 | [35232/50000 (70.46%)] Loss 0.0856, Accuaracy 67.18%Valid Epoch 74 | [36832/50000 (73.66%)] Loss 0.0858, Accuaracy 67.13%Valid Epoch 74 | [38432/50000 (76.86%)] Loss 0.0858, Accuaracy 67.04%Valid Epoch 74 | [40032/50000 (80.06%)] Loss 0.0859, Accuaracy 66.99%Valid Epoch 74 | [41632/50000 (83.26%)] Loss 0.0857, Accuaracy 67.00%Valid Epoch 74 | [43232/50000 (86.46%)] Loss 0.0857, Accuaracy 66.93%Valid Epoch 74 | [44832/50000 (89.66%)] Loss 0.0856, Accuaracy 66.93%Valid Epoch 74 | [46432/50000 (92.86%)] Loss 0.0855, Accuaracy 66.97%Valid Epoch 74 | [48032/50000 (96.06%)] Loss 0.0852, Accuaracy 67.04%Valid Epoch 74 | [49632/50000 (99.26%)] Loss 0.0853, Accuaracy 67.02%Valid Epoch 74 | Avarage Loss 0.0853, Average Accuracy 67.02%
Train Epoch 75 | [64/732000 (0.01%)] Loss 0.0018, Accuaracy 95.31%Train Epoch 75 | [12864/732000 (1.76%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 75 | [25664/732000 (3.51%)] Loss 0.0013, Accuaracy 97.29%Train Epoch 75 | [38464/732000 (5.25%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 75 | [51264/732000 (7.00%)] Loss 0.0014, Accuaracy 97.28%Train Epoch 75 | [64064/732000 (8.75%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 75 | [76864/732000 (10.50%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 75 | [89664/732000 (12.25%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 75 | [102464/732000 (14.00%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 75 | [115264/732000 (15.75%)] Loss 0.0014, Accuaracy 97.07%Train Epoch 75 | [128064/732000 (17.50%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 75 | [140864/732000 (19.24%)] Loss 0.0015, Accuaracy 97.04%Train Epoch 75 | [153664/732000 (20.99%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 75 | [166464/732000 (22.74%)] Loss 0.0015, Accuaracy 96.98%Train Epoch 75 | [179264/732000 (24.49%)] Loss 0.0015, Accuaracy 96.97%Train Epoch 75 | [192064/732000 (26.24%)] Loss 0.0015, Accuaracy 96.96%Train Epoch 75 | [204864/732000 (27.99%)] Loss 0.0015, Accuaracy 96.94%Train Epoch 75 | [217664/732000 (29.74%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 75 | [230464/732000 (31.48%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 75 | [243264/732000 (33.23%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 75 | [256064/732000 (34.98%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 75 | [268864/732000 (36.73%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 75 | [281664/732000 (38.48%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 75 | [294464/732000 (40.23%)] Loss 0.0015, Accuaracy 96.89%Train Epoch 75 | [307264/732000 (41.98%)] Loss 0.0015, Accuaracy 96.87%Train Epoch 75 | [320064/732000 (43.72%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 75 | [332864/732000 (45.47%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 75 | [345664/732000 (47.22%)] Loss 0.0016, Accuaracy 96.85%Train Epoch 75 | [358464/732000 (48.97%)] Loss 0.0016, Accuaracy 96.85%Train Epoch 75 | [371264/732000 (50.72%)] Loss 0.0016, Accuaracy 96.84%Train Epoch 75 | [384064/732000 (52.47%)] Loss 0.0016, Accuaracy 96.82%Train Epoch 75 | [396864/732000 (54.22%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 75 | [409664/732000 (55.97%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 75 | [422464/732000 (57.71%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 75 | [435264/732000 (59.46%)] Loss 0.0016, Accuaracy 96.78%Train Epoch 75 | [448064/732000 (61.21%)] Loss 0.0016, Accuaracy 96.78%Train Epoch 75 | [460864/732000 (62.96%)] Loss 0.0016, Accuaracy 96.77%Train Epoch 75 | [473664/732000 (64.71%)] Loss 0.0016, Accuaracy 96.76%Train Epoch 75 | [486464/732000 (66.46%)] Loss 0.0016, Accuaracy 96.76%Train Epoch 75 | [499264/732000 (68.21%)] Loss 0.0016, Accuaracy 96.75%Train Epoch 75 | [512064/732000 (69.95%)] Loss 0.0016, Accuaracy 96.75%Train Epoch 75 | [524864/732000 (71.70%)] Loss 0.0016, Accuaracy 96.74%Train Epoch 75 | [537664/732000 (73.45%)] Loss 0.0016, Accuaracy 96.74%Train Epoch 75 | [550464/732000 (75.20%)] Loss 0.0016, Accuaracy 96.74%Train Epoch 75 | [563264/732000 (76.95%)] Loss 0.0016, Accuaracy 96.73%Train Epoch 75 | [576064/732000 (78.70%)] Loss 0.0016, Accuaracy 96.72%Train Epoch 75 | [588864/732000 (80.45%)] Loss 0.0016, Accuaracy 96.72%Train Epoch 75 | [601664/732000 (82.19%)] Loss 0.0016, Accuaracy 96.71%Train Epoch 75 | [614464/732000 (83.94%)] Loss 0.0016, Accuaracy 96.71%Train Epoch 75 | [627264/732000 (85.69%)] Loss 0.0016, Accuaracy 96.70%Train Epoch 75 | [640064/732000 (87.44%)] Loss 0.0016, Accuaracy 96.69%Train Epoch 75 | [652864/732000 (89.19%)] Loss 0.0016, Accuaracy 96.68%Train Epoch 75 | [665664/732000 (90.94%)] Loss 0.0016, Accuaracy 96.67%Train Epoch 75 | [678464/732000 (92.69%)] Loss 0.0016, Accuaracy 96.67%Train Epoch 75 | [691264/732000 (94.43%)] Loss 0.0017, Accuaracy 96.66%Train Epoch 75 | [704064/732000 (96.18%)] Loss 0.0017, Accuaracy 96.65%Train Epoch 75 | [716864/732000 (97.93%)] Loss 0.0017, Accuaracy 96.64%Train Epoch 75 | [729664/732000 (99.68%)] Loss 0.0017, Accuaracy 96.64%Train Epoch 75 | Avarage Loss 0.0017, Average Accuracy 96.64%
Valid Epoch 75 | [32/50000 (0.06%)] Loss 0.0666, Accuaracy 71.88%Valid Epoch 75 | [1632/50000 (3.26%)] Loss 0.0877, Accuaracy 65.81%Valid Epoch 75 | [3232/50000 (6.46%)] Loss 0.0832, Accuaracy 67.11%Valid Epoch 75 | [4832/50000 (9.66%)] Loss 0.0848, Accuaracy 67.16%Valid Epoch 75 | [6432/50000 (12.86%)] Loss 0.0856, Accuaracy 66.92%Valid Epoch 75 | [8032/50000 (16.06%)] Loss 0.0871, Accuaracy 66.51%Valid Epoch 75 | [9632/50000 (19.26%)] Loss 0.0861, Accuaracy 66.56%Valid Epoch 75 | [11232/50000 (22.46%)] Loss 0.0857, Accuaracy 66.78%Valid Epoch 75 | [12832/50000 (25.66%)] Loss 0.0848, Accuaracy 66.86%Valid Epoch 75 | [14432/50000 (28.86%)] Loss 0.0849, Accuaracy 66.93%Valid Epoch 75 | [16032/50000 (32.06%)] Loss 0.0851, Accuaracy 66.87%Valid Epoch 75 | [17632/50000 (35.26%)] Loss 0.0853, Accuaracy 66.90%Valid Epoch 75 | [19232/50000 (38.46%)] Loss 0.0855, Accuaracy 66.78%Valid Epoch 75 | [20832/50000 (41.66%)] Loss 0.0853, Accuaracy 66.90%Valid Epoch 75 | [22432/50000 (44.86%)] Loss 0.0856, Accuaracy 66.65%Valid Epoch 75 | [24032/50000 (48.06%)] Loss 0.0856, Accuaracy 66.73%Valid Epoch 75 | [25632/50000 (51.26%)] Loss 0.0858, Accuaracy 66.75%Valid Epoch 75 | [27232/50000 (54.46%)] Loss 0.0864, Accuaracy 66.69%Valid Epoch 75 | [28832/50000 (57.66%)] Loss 0.0867, Accuaracy 66.68%Valid Epoch 75 | [30432/50000 (60.86%)] Loss 0.0865, Accuaracy 66.76%Valid Epoch 75 | [32032/50000 (64.06%)] Loss 0.0865, Accuaracy 66.75%Valid Epoch 75 | [33632/50000 (67.26%)] Loss 0.0863, Accuaracy 66.80%Valid Epoch 75 | [35232/50000 (70.46%)] Loss 0.0863, Accuaracy 66.84%Valid Epoch 75 | [36832/50000 (73.66%)] Loss 0.0864, Accuaracy 66.83%Valid Epoch 75 | [38432/50000 (76.86%)] Loss 0.0867, Accuaracy 66.79%Valid Epoch 75 | [40032/50000 (80.06%)] Loss 0.0866, Accuaracy 66.79%Valid Epoch 75 | [41632/50000 (83.26%)] Loss 0.0866, Accuaracy 66.75%Valid Epoch 75 | [43232/50000 (86.46%)] Loss 0.0863, Accuaracy 66.82%Valid Epoch 75 | [44832/50000 (89.66%)] Loss 0.0862, Accuaracy 66.82%Valid Epoch 75 | [46432/50000 (92.86%)] Loss 0.0860, Accuaracy 66.85%Valid Epoch 75 | [48032/50000 (96.06%)] Loss 0.0859, Accuaracy 66.86%Valid Epoch 75 | [49632/50000 (99.26%)] Loss 0.0857, Accuaracy 66.89%Valid Epoch 75 | Avarage Loss 0.0856, Average Accuracy 66.91%
Train Epoch 76 | [64/732000 (0.01%)] Loss 0.0011, Accuaracy 98.44%Train Epoch 76 | [12864/732000 (1.76%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 76 | [25664/732000 (3.51%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 76 | [38464/732000 (5.25%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 76 | [51264/732000 (7.00%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 76 | [64064/732000 (8.75%)] Loss 0.0014, Accuaracy 97.14%Train Epoch 76 | [76864/732000 (10.50%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 76 | [89664/732000 (12.25%)] Loss 0.0014, Accuaracy 97.09%Train Epoch 76 | [102464/732000 (14.00%)] Loss 0.0014, Accuaracy 97.08%Train Epoch 76 | [115264/732000 (15.75%)] Loss 0.0014, Accuaracy 97.07%Train Epoch 76 | [128064/732000 (17.50%)] Loss 0.0014, Accuaracy 97.05%Train Epoch 76 | [140864/732000 (19.24%)] Loss 0.0015, Accuaracy 97.04%Train Epoch 76 | [153664/732000 (20.99%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 76 | [166464/732000 (22.74%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 76 | [179264/732000 (24.49%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 76 | [192064/732000 (26.24%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 76 | [204864/732000 (27.99%)] Loss 0.0015, Accuaracy 96.96%Train Epoch 76 | [217664/732000 (29.74%)] Loss 0.0015, Accuaracy 96.94%Train Epoch 76 | [230464/732000 (31.48%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 76 | [243264/732000 (33.23%)] Loss 0.0015, Accuaracy 96.93%Train Epoch 76 | [256064/732000 (34.98%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 76 | [268864/732000 (36.73%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 76 | [281664/732000 (38.48%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 76 | [294464/732000 (40.23%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 76 | [307264/732000 (41.98%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 76 | [320064/732000 (43.72%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 76 | [332864/732000 (45.47%)] Loss 0.0015, Accuaracy 96.89%Train Epoch 76 | [345664/732000 (47.22%)] Loss 0.0015, Accuaracy 96.89%Train Epoch 76 | [358464/732000 (48.97%)] Loss 0.0015, Accuaracy 96.88%Train Epoch 76 | [371264/732000 (50.72%)] Loss 0.0015, Accuaracy 96.87%Train Epoch 76 | [384064/732000 (52.47%)] Loss 0.0016, Accuaracy 96.87%Train Epoch 76 | [396864/732000 (54.22%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 76 | [409664/732000 (55.97%)] Loss 0.0016, Accuaracy 96.85%Train Epoch 76 | [422464/732000 (57.71%)] Loss 0.0016, Accuaracy 96.85%Train Epoch 76 | [435264/732000 (59.46%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 76 | [448064/732000 (61.21%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 76 | [460864/732000 (62.96%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 76 | [473664/732000 (64.71%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 76 | [486464/732000 (66.46%)] Loss 0.0016, Accuaracy 96.82%Train Epoch 76 | [499264/732000 (68.21%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 76 | [512064/732000 (69.95%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 76 | [524864/732000 (71.70%)] Loss 0.0016, Accuaracy 96.80%Train Epoch 76 | [537664/732000 (73.45%)] Loss 0.0016, Accuaracy 96.80%Train Epoch 76 | [550464/732000 (75.20%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 76 | [563264/732000 (76.95%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 76 | [576064/732000 (78.70%)] Loss 0.0016, Accuaracy 96.78%Train Epoch 76 | [588864/732000 (80.45%)] Loss 0.0016, Accuaracy 96.77%Train Epoch 76 | [601664/732000 (82.19%)] Loss 0.0016, Accuaracy 96.77%Train Epoch 76 | [614464/732000 (83.94%)] Loss 0.0016, Accuaracy 96.77%Train Epoch 76 | [627264/732000 (85.69%)] Loss 0.0016, Accuaracy 96.76%Train Epoch 76 | [640064/732000 (87.44%)] Loss 0.0016, Accuaracy 96.75%Train Epoch 76 | [652864/732000 (89.19%)] Loss 0.0016, Accuaracy 96.74%Train Epoch 76 | [665664/732000 (90.94%)] Loss 0.0016, Accuaracy 96.73%Train Epoch 76 | [678464/732000 (92.69%)] Loss 0.0016, Accuaracy 96.73%Train Epoch 76 | [691264/732000 (94.43%)] Loss 0.0016, Accuaracy 96.72%Train Epoch 76 | [704064/732000 (96.18%)] Loss 0.0016, Accuaracy 96.72%Train Epoch 76 | [716864/732000 (97.93%)] Loss 0.0016, Accuaracy 96.71%Train Epoch 76 | [729664/732000 (99.68%)] Loss 0.0016, Accuaracy 96.70%Train Epoch 76 | Avarage Loss 0.0016, Average Accuracy 96.70%
Valid Epoch 76 | [32/50000 (0.06%)] Loss 0.0602, Accuaracy 68.75%Valid Epoch 76 | [1632/50000 (3.26%)] Loss 0.0846, Accuaracy 67.77%Valid Epoch 76 | [3232/50000 (6.46%)] Loss 0.0853, Accuaracy 68.13%Valid Epoch 76 | [4832/50000 (9.66%)] Loss 0.0843, Accuaracy 67.47%Valid Epoch 76 | [6432/50000 (12.86%)] Loss 0.0847, Accuaracy 67.21%Valid Epoch 76 | [8032/50000 (16.06%)] Loss 0.0834, Accuaracy 67.74%Valid Epoch 76 | [9632/50000 (19.26%)] Loss 0.0847, Accuaracy 67.22%Valid Epoch 76 | [11232/50000 (22.46%)] Loss 0.0850, Accuaracy 66.92%Valid Epoch 76 | [12832/50000 (25.66%)] Loss 0.0853, Accuaracy 66.92%Valid Epoch 76 | [14432/50000 (28.86%)] Loss 0.0851, Accuaracy 67.00%Valid Epoch 76 | [16032/50000 (32.06%)] Loss 0.0854, Accuaracy 66.79%Valid Epoch 76 | [17632/50000 (35.26%)] Loss 0.0849, Accuaracy 66.92%Valid Epoch 76 | [19232/50000 (38.46%)] Loss 0.0854, Accuaracy 66.96%Valid Epoch 76 | [20832/50000 (41.66%)] Loss 0.0853, Accuaracy 67.02%Valid Epoch 76 | [22432/50000 (44.86%)] Loss 0.0854, Accuaracy 67.03%Valid Epoch 76 | [24032/50000 (48.06%)] Loss 0.0848, Accuaracy 67.14%Valid Epoch 76 | [25632/50000 (51.26%)] Loss 0.0849, Accuaracy 67.18%Valid Epoch 76 | [27232/50000 (54.46%)] Loss 0.0852, Accuaracy 67.13%Valid Epoch 76 | [28832/50000 (57.66%)] Loss 0.0851, Accuaracy 67.14%Valid Epoch 76 | [30432/50000 (60.86%)] Loss 0.0855, Accuaracy 67.08%Valid Epoch 76 | [32032/50000 (64.06%)] Loss 0.0852, Accuaracy 67.13%Valid Epoch 76 | [33632/50000 (67.26%)] Loss 0.0852, Accuaracy 67.16%Valid Epoch 76 | [35232/50000 (70.46%)] Loss 0.0858, Accuaracy 67.15%Valid Epoch 76 | [36832/50000 (73.66%)] Loss 0.0855, Accuaracy 67.19%Valid Epoch 76 | [38432/50000 (76.86%)] Loss 0.0857, Accuaracy 67.17%Valid Epoch 76 | [40032/50000 (80.06%)] Loss 0.0856, Accuaracy 67.15%Valid Epoch 76 | [41632/50000 (83.26%)] Loss 0.0856, Accuaracy 67.16%Valid Epoch 76 | [43232/50000 (86.46%)] Loss 0.0856, Accuaracy 67.23%Valid Epoch 76 | [44832/50000 (89.66%)] Loss 0.0857, Accuaracy 67.19%Valid Epoch 76 | [46432/50000 (92.86%)] Loss 0.0854, Accuaracy 67.26%Valid Epoch 76 | [48032/50000 (96.06%)] Loss 0.0855, Accuaracy 67.24%Valid Epoch 76 | [49632/50000 (99.26%)] Loss 0.0855, Accuaracy 67.22%Valid Epoch 76 | Avarage Loss 0.0857, Average Accuracy 67.20%
Train Epoch 77 | [64/732000 (0.01%)] Loss 0.0007, Accuaracy 98.44%Train Epoch 77 | [12864/732000 (1.76%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 77 | [25664/732000 (3.51%)] Loss 0.0012, Accuaracy 97.43%Train Epoch 77 | [38464/732000 (5.25%)] Loss 0.0013, Accuaracy 97.26%Train Epoch 77 | [51264/732000 (7.00%)] Loss 0.0013, Accuaracy 97.25%Train Epoch 77 | [64064/732000 (8.75%)] Loss 0.0013, Accuaracy 97.25%Train Epoch 77 | [76864/732000 (10.50%)] Loss 0.0013, Accuaracy 97.26%Train Epoch 77 | [89664/732000 (12.25%)] Loss 0.0013, Accuaracy 97.25%Train Epoch 77 | [102464/732000 (14.00%)] Loss 0.0014, Accuaracy 97.22%Train Epoch 77 | [115264/732000 (15.75%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 77 | [128064/732000 (17.50%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 77 | [140864/732000 (19.24%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 77 | [153664/732000 (20.99%)] Loss 0.0014, Accuaracy 97.12%Train Epoch 77 | [166464/732000 (22.74%)] Loss 0.0014, Accuaracy 97.12%Train Epoch 77 | [179264/732000 (24.49%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 77 | [192064/732000 (26.24%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 77 | [204864/732000 (27.99%)] Loss 0.0014, Accuaracy 97.10%Train Epoch 77 | [217664/732000 (29.74%)] Loss 0.0014, Accuaracy 97.09%Train Epoch 77 | [230464/732000 (31.48%)] Loss 0.0015, Accuaracy 97.07%Train Epoch 77 | [243264/732000 (33.23%)] Loss 0.0015, Accuaracy 97.04%Train Epoch 77 | [256064/732000 (34.98%)] Loss 0.0015, Accuaracy 97.02%Train Epoch 77 | [268864/732000 (36.73%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 77 | [281664/732000 (38.48%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 77 | [294464/732000 (40.23%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 77 | [307264/732000 (41.98%)] Loss 0.0015, Accuaracy 96.97%Train Epoch 77 | [320064/732000 (43.72%)] Loss 0.0015, Accuaracy 96.97%Train Epoch 77 | [332864/732000 (45.47%)] Loss 0.0015, Accuaracy 96.96%Train Epoch 77 | [345664/732000 (47.22%)] Loss 0.0015, Accuaracy 96.95%Train Epoch 77 | [358464/732000 (48.97%)] Loss 0.0015, Accuaracy 96.94%Train Epoch 77 | [371264/732000 (50.72%)] Loss 0.0015, Accuaracy 96.93%Train Epoch 77 | [384064/732000 (52.47%)] Loss 0.0015, Accuaracy 96.93%Train Epoch 77 | [396864/732000 (54.22%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 77 | [409664/732000 (55.97%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 77 | [422464/732000 (57.71%)] Loss 0.0015, Accuaracy 96.89%Train Epoch 77 | [435264/732000 (59.46%)] Loss 0.0016, Accuaracy 96.89%Train Epoch 77 | [448064/732000 (61.21%)] Loss 0.0016, Accuaracy 96.87%Train Epoch 77 | [460864/732000 (62.96%)] Loss 0.0016, Accuaracy 96.87%Train Epoch 77 | [473664/732000 (64.71%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 77 | [486464/732000 (66.46%)] Loss 0.0016, Accuaracy 96.85%Train Epoch 77 | [499264/732000 (68.21%)] Loss 0.0016, Accuaracy 96.84%Train Epoch 77 | [512064/732000 (69.95%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 77 | [524864/732000 (71.70%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 77 | [537664/732000 (73.45%)] Loss 0.0016, Accuaracy 96.82%Train Epoch 77 | [550464/732000 (75.20%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 77 | [563264/732000 (76.95%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 77 | [576064/732000 (78.70%)] Loss 0.0016, Accuaracy 96.80%Train Epoch 77 | [588864/732000 (80.45%)] Loss 0.0016, Accuaracy 96.80%Train Epoch 77 | [601664/732000 (82.19%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 77 | [614464/732000 (83.94%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 77 | [627264/732000 (85.69%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 77 | [640064/732000 (87.44%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 77 | [652864/732000 (89.19%)] Loss 0.0016, Accuaracy 96.78%Train Epoch 77 | [665664/732000 (90.94%)] Loss 0.0016, Accuaracy 96.77%Train Epoch 77 | [678464/732000 (92.69%)] Loss 0.0016, Accuaracy 96.77%Train Epoch 77 | [691264/732000 (94.43%)] Loss 0.0016, Accuaracy 96.76%Train Epoch 77 | [704064/732000 (96.18%)] Loss 0.0016, Accuaracy 96.76%Train Epoch 77 | [716864/732000 (97.93%)] Loss 0.0016, Accuaracy 96.75%Train Epoch 77 | [729664/732000 (99.68%)] Loss 0.0016, Accuaracy 96.75%Train Epoch 77 | Avarage Loss 0.0016, Average Accuracy 96.75%
Valid Epoch 77 | [32/50000 (0.06%)] Loss 0.1034, Accuaracy 46.88%Valid Epoch 77 | [1632/50000 (3.26%)] Loss 0.0907, Accuaracy 65.44%Valid Epoch 77 | [3232/50000 (6.46%)] Loss 0.0899, Accuaracy 66.15%Valid Epoch 77 | [4832/50000 (9.66%)] Loss 0.0906, Accuaracy 66.39%Valid Epoch 77 | [6432/50000 (12.86%)] Loss 0.0894, Accuaracy 66.68%Valid Epoch 77 | [8032/50000 (16.06%)] Loss 0.0889, Accuaracy 66.65%Valid Epoch 77 | [9632/50000 (19.26%)] Loss 0.0874, Accuaracy 67.00%Valid Epoch 77 | [11232/50000 (22.46%)] Loss 0.0877, Accuaracy 66.96%Valid Epoch 77 | [12832/50000 (25.66%)] Loss 0.0881, Accuaracy 67.00%Valid Epoch 77 | [14432/50000 (28.86%)] Loss 0.0883, Accuaracy 66.83%Valid Epoch 77 | [16032/50000 (32.06%)] Loss 0.0876, Accuaracy 67.02%Valid Epoch 77 | [17632/50000 (35.26%)] Loss 0.0871, Accuaracy 67.09%Valid Epoch 77 | [19232/50000 (38.46%)] Loss 0.0877, Accuaracy 67.04%Valid Epoch 77 | [20832/50000 (41.66%)] Loss 0.0875, Accuaracy 67.13%Valid Epoch 77 | [22432/50000 (44.86%)] Loss 0.0874, Accuaracy 67.11%Valid Epoch 77 | [24032/50000 (48.06%)] Loss 0.0873, Accuaracy 67.09%Valid Epoch 77 | [25632/50000 (51.26%)] Loss 0.0869, Accuaracy 67.06%Valid Epoch 77 | [27232/50000 (54.46%)] Loss 0.0866, Accuaracy 67.11%Valid Epoch 77 | [28832/50000 (57.66%)] Loss 0.0868, Accuaracy 67.11%Valid Epoch 77 | [30432/50000 (60.86%)] Loss 0.0869, Accuaracy 67.05%Valid Epoch 77 | [32032/50000 (64.06%)] Loss 0.0872, Accuaracy 67.03%Valid Epoch 77 | [33632/50000 (67.26%)] Loss 0.0877, Accuaracy 66.94%Valid Epoch 77 | [35232/50000 (70.46%)] Loss 0.0880, Accuaracy 66.83%Valid Epoch 77 | [36832/50000 (73.66%)] Loss 0.0879, Accuaracy 66.86%Valid Epoch 77 | [38432/50000 (76.86%)] Loss 0.0879, Accuaracy 66.87%Valid Epoch 77 | [40032/50000 (80.06%)] Loss 0.0879, Accuaracy 66.80%Valid Epoch 77 | [41632/50000 (83.26%)] Loss 0.0878, Accuaracy 66.77%Valid Epoch 77 | [43232/50000 (86.46%)] Loss 0.0877, Accuaracy 66.83%Valid Epoch 77 | [44832/50000 (89.66%)] Loss 0.0875, Accuaracy 66.87%Valid Epoch 77 | [46432/50000 (92.86%)] Loss 0.0875, Accuaracy 66.91%Valid Epoch 77 | [48032/50000 (96.06%)] Loss 0.0877, Accuaracy 66.81%Valid Epoch 77 | [49632/50000 (99.26%)] Loss 0.0881, Accuaracy 66.73%Valid Epoch 77 | Avarage Loss 0.0881, Average Accuracy 66.75%
Train Epoch 78 | [64/732000 (0.01%)] Loss 0.0012, Accuaracy 96.88%Train Epoch 78 | [12864/732000 (1.76%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 78 | [25664/732000 (3.51%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 78 | [38464/732000 (5.25%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 78 | [51264/732000 (7.00%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 78 | [64064/732000 (8.75%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 78 | [76864/732000 (10.50%)] Loss 0.0013, Accuaracy 97.30%Train Epoch 78 | [89664/732000 (12.25%)] Loss 0.0014, Accuaracy 97.27%Train Epoch 78 | [102464/732000 (14.00%)] Loss 0.0014, Accuaracy 97.23%Train Epoch 78 | [115264/732000 (15.75%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 78 | [128064/732000 (17.50%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 78 | [140864/732000 (19.24%)] Loss 0.0014, Accuaracy 97.13%Train Epoch 78 | [153664/732000 (20.99%)] Loss 0.0014, Accuaracy 97.09%Train Epoch 78 | [166464/732000 (22.74%)] Loss 0.0014, Accuaracy 97.07%Train Epoch 78 | [179264/732000 (24.49%)] Loss 0.0014, Accuaracy 97.05%Train Epoch 78 | [192064/732000 (26.24%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 78 | [204864/732000 (27.99%)] Loss 0.0015, Accuaracy 97.00%Train Epoch 78 | [217664/732000 (29.74%)] Loss 0.0015, Accuaracy 97.00%Train Epoch 78 | [230464/732000 (31.48%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 78 | [243264/732000 (33.23%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 78 | [256064/732000 (34.98%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 78 | [268864/732000 (36.73%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 78 | [281664/732000 (38.48%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 78 | [294464/732000 (40.23%)] Loss 0.0015, Accuaracy 96.98%Train Epoch 78 | [307264/732000 (41.98%)] Loss 0.0015, Accuaracy 96.97%Train Epoch 78 | [320064/732000 (43.72%)] Loss 0.0015, Accuaracy 96.97%Train Epoch 78 | [332864/732000 (45.47%)] Loss 0.0015, Accuaracy 96.97%Train Epoch 78 | [345664/732000 (47.22%)] Loss 0.0015, Accuaracy 96.96%Train Epoch 78 | [358464/732000 (48.97%)] Loss 0.0015, Accuaracy 96.95%Train Epoch 78 | [371264/732000 (50.72%)] Loss 0.0015, Accuaracy 96.95%Train Epoch 78 | [384064/732000 (52.47%)] Loss 0.0015, Accuaracy 96.94%Train Epoch 78 | [396864/732000 (54.22%)] Loss 0.0015, Accuaracy 96.93%Train Epoch 78 | [409664/732000 (55.97%)] Loss 0.0015, Accuaracy 96.93%Train Epoch 78 | [422464/732000 (57.71%)] Loss 0.0015, Accuaracy 96.93%Train Epoch 78 | [435264/732000 (59.46%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 78 | [448064/732000 (61.21%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 78 | [460864/732000 (62.96%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 78 | [473664/732000 (64.71%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 78 | [486464/732000 (66.46%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 78 | [499264/732000 (68.21%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 78 | [512064/732000 (69.95%)] Loss 0.0015, Accuaracy 96.89%Train Epoch 78 | [524864/732000 (71.70%)] Loss 0.0016, Accuaracy 96.88%Train Epoch 78 | [537664/732000 (73.45%)] Loss 0.0016, Accuaracy 96.87%Train Epoch 78 | [550464/732000 (75.20%)] Loss 0.0016, Accuaracy 96.87%Train Epoch 78 | [563264/732000 (76.95%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 78 | [576064/732000 (78.70%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 78 | [588864/732000 (80.45%)] Loss 0.0016, Accuaracy 96.85%Train Epoch 78 | [601664/732000 (82.19%)] Loss 0.0016, Accuaracy 96.85%Train Epoch 78 | [614464/732000 (83.94%)] Loss 0.0016, Accuaracy 96.84%Train Epoch 78 | [627264/732000 (85.69%)] Loss 0.0016, Accuaracy 96.84%Train Epoch 78 | [640064/732000 (87.44%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 78 | [652864/732000 (89.19%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 78 | [665664/732000 (90.94%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 78 | [678464/732000 (92.69%)] Loss 0.0016, Accuaracy 96.82%Train Epoch 78 | [691264/732000 (94.43%)] Loss 0.0016, Accuaracy 96.80%Train Epoch 78 | [704064/732000 (96.18%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 78 | [716864/732000 (97.93%)] Loss 0.0016, Accuaracy 96.80%Train Epoch 78 | [729664/732000 (99.68%)] Loss 0.0016, Accuaracy 96.79%Train Epoch 78 | Avarage Loss 0.0016, Average Accuracy 96.79%
Valid Epoch 78 | [32/50000 (0.06%)] Loss 0.1296, Accuaracy 65.62%Valid Epoch 78 | [1632/50000 (3.26%)] Loss 0.0885, Accuaracy 66.91%Valid Epoch 78 | [3232/50000 (6.46%)] Loss 0.0890, Accuaracy 66.34%Valid Epoch 78 | [4832/50000 (9.66%)] Loss 0.0885, Accuaracy 66.35%Valid Epoch 78 | [6432/50000 (12.86%)] Loss 0.0881, Accuaracy 66.71%Valid Epoch 78 | [8032/50000 (16.06%)] Loss 0.0876, Accuaracy 67.08%Valid Epoch 78 | [9632/50000 (19.26%)] Loss 0.0869, Accuaracy 67.17%Valid Epoch 78 | [11232/50000 (22.46%)] Loss 0.0870, Accuaracy 67.14%Valid Epoch 78 | [12832/50000 (25.66%)] Loss 0.0864, Accuaracy 67.37%Valid Epoch 78 | [14432/50000 (28.86%)] Loss 0.0862, Accuaracy 67.38%Valid Epoch 78 | [16032/50000 (32.06%)] Loss 0.0864, Accuaracy 67.18%Valid Epoch 78 | [17632/50000 (35.26%)] Loss 0.0866, Accuaracy 67.11%Valid Epoch 78 | [19232/50000 (38.46%)] Loss 0.0867, Accuaracy 66.96%Valid Epoch 78 | [20832/50000 (41.66%)] Loss 0.0871, Accuaracy 66.90%Valid Epoch 78 | [22432/50000 (44.86%)] Loss 0.0871, Accuaracy 66.91%Valid Epoch 78 | [24032/50000 (48.06%)] Loss 0.0870, Accuaracy 66.91%Valid Epoch 78 | [25632/50000 (51.26%)] Loss 0.0868, Accuaracy 66.94%Valid Epoch 78 | [27232/50000 (54.46%)] Loss 0.0870, Accuaracy 66.83%Valid Epoch 78 | [28832/50000 (57.66%)] Loss 0.0869, Accuaracy 66.89%Valid Epoch 78 | [30432/50000 (60.86%)] Loss 0.0867, Accuaracy 66.92%Valid Epoch 78 | [32032/50000 (64.06%)] Loss 0.0869, Accuaracy 66.88%Valid Epoch 78 | [33632/50000 (67.26%)] Loss 0.0864, Accuaracy 67.02%Valid Epoch 78 | [35232/50000 (70.46%)] Loss 0.0866, Accuaracy 66.96%Valid Epoch 78 | [36832/50000 (73.66%)] Loss 0.0866, Accuaracy 66.96%Valid Epoch 78 | [38432/50000 (76.86%)] Loss 0.0864, Accuaracy 67.01%Valid Epoch 78 | [40032/50000 (80.06%)] Loss 0.0864, Accuaracy 67.01%Valid Epoch 78 | [41632/50000 (83.26%)] Loss 0.0867, Accuaracy 66.97%Valid Epoch 78 | [43232/50000 (86.46%)] Loss 0.0867, Accuaracy 67.03%Valid Epoch 78 | [44832/50000 (89.66%)] Loss 0.0867, Accuaracy 67.06%Valid Epoch 78 | [46432/50000 (92.86%)] Loss 0.0866, Accuaracy 67.03%Valid Epoch 78 | [48032/50000 (96.06%)] Loss 0.0869, Accuaracy 66.97%Valid Epoch 78 | [49632/50000 (99.26%)] Loss 0.0872, Accuaracy 66.91%Valid Epoch 78 | Avarage Loss 0.0872, Average Accuracy 66.91%
Train Epoch 79 | [64/732000 (0.01%)] Loss 0.0012, Accuaracy 96.88%Train Epoch 79 | [12864/732000 (1.76%)] Loss 0.0013, Accuaracy 97.25%Train Epoch 79 | [25664/732000 (3.51%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 79 | [38464/732000 (5.25%)] Loss 0.0013, Accuaracy 97.22%Train Epoch 79 | [51264/732000 (7.00%)] Loss 0.0013, Accuaracy 97.24%Train Epoch 79 | [64064/732000 (8.75%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 79 | [76864/732000 (10.50%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 79 | [89664/732000 (12.25%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 79 | [102464/732000 (14.00%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 79 | [115264/732000 (15.75%)] Loss 0.0013, Accuaracy 97.28%Train Epoch 79 | [128064/732000 (17.50%)] Loss 0.0014, Accuaracy 97.22%Train Epoch 79 | [140864/732000 (19.24%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 79 | [153664/732000 (20.99%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 79 | [166464/732000 (22.74%)] Loss 0.0014, Accuaracy 97.14%Train Epoch 79 | [179264/732000 (24.49%)] Loss 0.0014, Accuaracy 97.12%Train Epoch 79 | [192064/732000 (26.24%)] Loss 0.0014, Accuaracy 97.12%Train Epoch 79 | [204864/732000 (27.99%)] Loss 0.0014, Accuaracy 97.10%Train Epoch 79 | [217664/732000 (29.74%)] Loss 0.0014, Accuaracy 97.09%Train Epoch 79 | [230464/732000 (31.48%)] Loss 0.0014, Accuaracy 97.09%Train Epoch 79 | [243264/732000 (33.23%)] Loss 0.0014, Accuaracy 97.09%Train Epoch 79 | [256064/732000 (34.98%)] Loss 0.0014, Accuaracy 97.07%Train Epoch 79 | [268864/732000 (36.73%)] Loss 0.0015, Accuaracy 97.04%Train Epoch 79 | [281664/732000 (38.48%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 79 | [294464/732000 (40.23%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 79 | [307264/732000 (41.98%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 79 | [320064/732000 (43.72%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 79 | [332864/732000 (45.47%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 79 | [345664/732000 (47.22%)] Loss 0.0015, Accuaracy 97.00%Train Epoch 79 | [358464/732000 (48.97%)] Loss 0.0015, Accuaracy 96.98%Train Epoch 79 | [371264/732000 (50.72%)] Loss 0.0015, Accuaracy 96.97%Train Epoch 79 | [384064/732000 (52.47%)] Loss 0.0015, Accuaracy 96.97%Train Epoch 79 | [396864/732000 (54.22%)] Loss 0.0015, Accuaracy 96.96%Train Epoch 79 | [409664/732000 (55.97%)] Loss 0.0015, Accuaracy 96.95%Train Epoch 79 | [422464/732000 (57.71%)] Loss 0.0015, Accuaracy 96.94%Train Epoch 79 | [435264/732000 (59.46%)] Loss 0.0015, Accuaracy 96.94%Train Epoch 79 | [448064/732000 (61.21%)] Loss 0.0015, Accuaracy 96.93%Train Epoch 79 | [460864/732000 (62.96%)] Loss 0.0015, Accuaracy 96.93%Train Epoch 79 | [473664/732000 (64.71%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 79 | [486464/732000 (66.46%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 79 | [499264/732000 (68.21%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 79 | [512064/732000 (69.95%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 79 | [524864/732000 (71.70%)] Loss 0.0015, Accuaracy 96.89%Train Epoch 79 | [537664/732000 (73.45%)] Loss 0.0015, Accuaracy 96.89%Train Epoch 79 | [550464/732000 (75.20%)] Loss 0.0015, Accuaracy 96.89%Train Epoch 79 | [563264/732000 (76.95%)] Loss 0.0016, Accuaracy 96.88%Train Epoch 79 | [576064/732000 (78.70%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 79 | [588864/732000 (80.45%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 79 | [601664/732000 (82.19%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 79 | [614464/732000 (83.94%)] Loss 0.0016, Accuaracy 96.85%Train Epoch 79 | [627264/732000 (85.69%)] Loss 0.0016, Accuaracy 96.84%Train Epoch 79 | [640064/732000 (87.44%)] Loss 0.0016, Accuaracy 96.84%Train Epoch 79 | [652864/732000 (89.19%)] Loss 0.0016, Accuaracy 96.83%Train Epoch 79 | [665664/732000 (90.94%)] Loss 0.0016, Accuaracy 96.82%Train Epoch 79 | [678464/732000 (92.69%)] Loss 0.0016, Accuaracy 96.82%Train Epoch 79 | [691264/732000 (94.43%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 79 | [704064/732000 (96.18%)] Loss 0.0016, Accuaracy 96.80%Train Epoch 79 | [716864/732000 (97.93%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 79 | [729664/732000 (99.68%)] Loss 0.0016, Accuaracy 96.81%Train Epoch 79 | Avarage Loss 0.0016, Average Accuracy 96.81%
Valid Epoch 79 | [32/50000 (0.06%)] Loss 0.0895, Accuaracy 68.75%Valid Epoch 79 | [1632/50000 (3.26%)] Loss 0.0865, Accuaracy 66.48%Valid Epoch 79 | [3232/50000 (6.46%)] Loss 0.0900, Accuaracy 66.37%Valid Epoch 79 | [4832/50000 (9.66%)] Loss 0.0920, Accuaracy 65.77%Valid Epoch 79 | [6432/50000 (12.86%)] Loss 0.0903, Accuaracy 66.14%Valid Epoch 79 | [8032/50000 (16.06%)] Loss 0.0896, Accuaracy 66.33%Valid Epoch 79 | [9632/50000 (19.26%)] Loss 0.0907, Accuaracy 66.31%Valid Epoch 79 | [11232/50000 (22.46%)] Loss 0.0908, Accuaracy 66.10%Valid Epoch 79 | [12832/50000 (25.66%)] Loss 0.0900, Accuaracy 66.26%Valid Epoch 79 | [14432/50000 (28.86%)] Loss 0.0889, Accuaracy 66.55%Valid Epoch 79 | [16032/50000 (32.06%)] Loss 0.0890, Accuaracy 66.39%Valid Epoch 79 | [17632/50000 (35.26%)] Loss 0.0888, Accuaracy 66.42%Valid Epoch 79 | [19232/50000 (38.46%)] Loss 0.0888, Accuaracy 66.47%Valid Epoch 79 | [20832/50000 (41.66%)] Loss 0.0887, Accuaracy 66.46%Valid Epoch 79 | [22432/50000 (44.86%)] Loss 0.0882, Accuaracy 66.62%Valid Epoch 79 | [24032/50000 (48.06%)] Loss 0.0878, Accuaracy 66.76%Valid Epoch 79 | [25632/50000 (51.26%)] Loss 0.0882, Accuaracy 66.73%Valid Epoch 79 | [27232/50000 (54.46%)] Loss 0.0883, Accuaracy 66.70%Valid Epoch 79 | [28832/50000 (57.66%)] Loss 0.0881, Accuaracy 66.74%Valid Epoch 79 | [30432/50000 (60.86%)] Loss 0.0883, Accuaracy 66.65%Valid Epoch 79 | [32032/50000 (64.06%)] Loss 0.0878, Accuaracy 66.79%Valid Epoch 79 | [33632/50000 (67.26%)] Loss 0.0877, Accuaracy 66.87%Valid Epoch 79 | [35232/50000 (70.46%)] Loss 0.0872, Accuaracy 66.93%Valid Epoch 79 | [36832/50000 (73.66%)] Loss 0.0876, Accuaracy 66.84%Valid Epoch 79 | [38432/50000 (76.86%)] Loss 0.0875, Accuaracy 66.85%Valid Epoch 79 | [40032/50000 (80.06%)] Loss 0.0876, Accuaracy 66.76%Valid Epoch 79 | [41632/50000 (83.26%)] Loss 0.0876, Accuaracy 66.78%Valid Epoch 79 | [43232/50000 (86.46%)] Loss 0.0877, Accuaracy 66.74%Valid Epoch 79 | [44832/50000 (89.66%)] Loss 0.0875, Accuaracy 66.76%Valid Epoch 79 | [46432/50000 (92.86%)] Loss 0.0877, Accuaracy 66.71%Valid Epoch 79 | [48032/50000 (96.06%)] Loss 0.0876, Accuaracy 66.72%Valid Epoch 79 | [49632/50000 (99.26%)] Loss 0.0875, Accuaracy 66.77%Valid Epoch 79 | Avarage Loss 0.0876, Average Accuracy 66.74%
Train Epoch 80 | [64/732000 (0.01%)] Loss 0.0030, Accuaracy 93.75%Train Epoch 80 | [12864/732000 (1.76%)] Loss 0.0013, Accuaracy 97.53%Train Epoch 80 | [25664/732000 (3.51%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 80 | [38464/732000 (5.25%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 80 | [51264/732000 (7.00%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 80 | [64064/732000 (8.75%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 80 | [76864/732000 (10.50%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 80 | [89664/732000 (12.25%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 80 | [102464/732000 (14.00%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 80 | [115264/732000 (15.75%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 80 | [128064/732000 (17.50%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 80 | [140864/732000 (19.24%)] Loss 0.0014, Accuaracy 97.28%Train Epoch 80 | [153664/732000 (20.99%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 80 | [166464/732000 (22.74%)] Loss 0.0014, Accuaracy 97.23%Train Epoch 80 | [179264/732000 (24.49%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 80 | [192064/732000 (26.24%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 80 | [204864/732000 (27.99%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 80 | [217664/732000 (29.74%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 80 | [230464/732000 (31.48%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 80 | [243264/732000 (33.23%)] Loss 0.0014, Accuaracy 97.14%Train Epoch 80 | [256064/732000 (34.98%)] Loss 0.0014, Accuaracy 97.13%Train Epoch 80 | [268864/732000 (36.73%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 80 | [281664/732000 (38.48%)] Loss 0.0015, Accuaracy 97.08%Train Epoch 80 | [294464/732000 (40.23%)] Loss 0.0015, Accuaracy 97.08%Train Epoch 80 | [307264/732000 (41.98%)] Loss 0.0015, Accuaracy 97.08%Train Epoch 80 | [320064/732000 (43.72%)] Loss 0.0015, Accuaracy 97.07%Train Epoch 80 | [332864/732000 (45.47%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 80 | [345664/732000 (47.22%)] Loss 0.0015, Accuaracy 97.04%Train Epoch 80 | [358464/732000 (48.97%)] Loss 0.0015, Accuaracy 97.04%Train Epoch 80 | [371264/732000 (50.72%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 80 | [384064/732000 (52.47%)] Loss 0.0015, Accuaracy 97.02%Train Epoch 80 | [396864/732000 (54.22%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 80 | [409664/732000 (55.97%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 80 | [422464/732000 (57.71%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 80 | [435264/732000 (59.46%)] Loss 0.0015, Accuaracy 96.98%Train Epoch 80 | [448064/732000 (61.21%)] Loss 0.0015, Accuaracy 96.98%Train Epoch 80 | [460864/732000 (62.96%)] Loss 0.0015, Accuaracy 96.97%Train Epoch 80 | [473664/732000 (64.71%)] Loss 0.0015, Accuaracy 96.96%Train Epoch 80 | [486464/732000 (66.46%)] Loss 0.0015, Accuaracy 96.94%Train Epoch 80 | [499264/732000 (68.21%)] Loss 0.0015, Accuaracy 96.94%Train Epoch 80 | [512064/732000 (69.95%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 80 | [524864/732000 (71.70%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 80 | [537664/732000 (73.45%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 80 | [550464/732000 (75.20%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 80 | [563264/732000 (76.95%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 80 | [576064/732000 (78.70%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 80 | [588864/732000 (80.45%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 80 | [601664/732000 (82.19%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 80 | [614464/732000 (83.94%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 80 | [627264/732000 (85.69%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 80 | [640064/732000 (87.44%)] Loss 0.0015, Accuaracy 96.89%Train Epoch 80 | [652864/732000 (89.19%)] Loss 0.0016, Accuaracy 96.88%Train Epoch 80 | [665664/732000 (90.94%)] Loss 0.0016, Accuaracy 96.87%Train Epoch 80 | [678464/732000 (92.69%)] Loss 0.0016, Accuaracy 96.87%Train Epoch 80 | [691264/732000 (94.43%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 80 | [704064/732000 (96.18%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 80 | [716864/732000 (97.93%)] Loss 0.0016, Accuaracy 96.85%Train Epoch 80 | [729664/732000 (99.68%)] Loss 0.0016, Accuaracy 96.85%Train Epoch 80 | Avarage Loss 0.0016, Average Accuracy 96.84%
Valid Epoch 80 | [32/50000 (0.06%)] Loss 0.1480, Accuaracy 43.75%Valid Epoch 80 | [1632/50000 (3.26%)] Loss 0.0842, Accuaracy 67.52%Valid Epoch 80 | [3232/50000 (6.46%)] Loss 0.0801, Accuaracy 68.01%Valid Epoch 80 | [4832/50000 (9.66%)] Loss 0.0826, Accuaracy 67.45%Valid Epoch 80 | [6432/50000 (12.86%)] Loss 0.0852, Accuaracy 66.88%Valid Epoch 80 | [8032/50000 (16.06%)] Loss 0.0858, Accuaracy 66.63%Valid Epoch 80 | [9632/50000 (19.26%)] Loss 0.0866, Accuaracy 66.53%Valid Epoch 80 | [11232/50000 (22.46%)] Loss 0.0865, Accuaracy 66.68%Valid Epoch 80 | [12832/50000 (25.66%)] Loss 0.0859, Accuaracy 66.65%Valid Epoch 80 | [14432/50000 (28.86%)] Loss 0.0863, Accuaracy 66.52%Valid Epoch 80 | [16032/50000 (32.06%)] Loss 0.0857, Accuaracy 66.64%Valid Epoch 80 | [17632/50000 (35.26%)] Loss 0.0851, Accuaracy 66.69%Valid Epoch 80 | [19232/50000 (38.46%)] Loss 0.0850, Accuaracy 66.78%Valid Epoch 80 | [20832/50000 (41.66%)] Loss 0.0853, Accuaracy 66.75%Valid Epoch 80 | [22432/50000 (44.86%)] Loss 0.0856, Accuaracy 66.66%Valid Epoch 80 | [24032/50000 (48.06%)] Loss 0.0857, Accuaracy 66.52%Valid Epoch 80 | [25632/50000 (51.26%)] Loss 0.0858, Accuaracy 66.54%Valid Epoch 80 | [27232/50000 (54.46%)] Loss 0.0859, Accuaracy 66.59%Valid Epoch 80 | [28832/50000 (57.66%)] Loss 0.0861, Accuaracy 66.56%Valid Epoch 80 | [30432/50000 (60.86%)] Loss 0.0866, Accuaracy 66.46%Valid Epoch 80 | [32032/50000 (64.06%)] Loss 0.0865, Accuaracy 66.51%Valid Epoch 80 | [33632/50000 (67.26%)] Loss 0.0865, Accuaracy 66.51%Valid Epoch 80 | [35232/50000 (70.46%)] Loss 0.0868, Accuaracy 66.49%Valid Epoch 80 | [36832/50000 (73.66%)] Loss 0.0869, Accuaracy 66.44%Valid Epoch 80 | [38432/50000 (76.86%)] Loss 0.0870, Accuaracy 66.53%Valid Epoch 80 | [40032/50000 (80.06%)] Loss 0.0870, Accuaracy 66.45%Valid Epoch 80 | [41632/50000 (83.26%)] Loss 0.0872, Accuaracy 66.45%Valid Epoch 80 | [43232/50000 (86.46%)] Loss 0.0871, Accuaracy 66.49%Valid Epoch 80 | [44832/50000 (89.66%)] Loss 0.0869, Accuaracy 66.48%Valid Epoch 80 | [46432/50000 (92.86%)] Loss 0.0868, Accuaracy 66.47%Valid Epoch 80 | [48032/50000 (96.06%)] Loss 0.0869, Accuaracy 66.47%Valid Epoch 80 | [49632/50000 (99.26%)] Loss 0.0869, Accuaracy 66.42%Valid Epoch 80 | Avarage Loss 0.0869, Average Accuracy 66.43%
Train Epoch 81 | [64/732000 (0.01%)] Loss 0.0037, Accuaracy 93.75%Train Epoch 81 | [12864/732000 (1.76%)] Loss 0.0012, Accuaracy 97.43%Train Epoch 81 | [25664/732000 (3.51%)] Loss 0.0013, Accuaracy 97.26%Train Epoch 81 | [38464/732000 (5.25%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 81 | [51264/732000 (7.00%)] Loss 0.0013, Accuaracy 97.30%Train Epoch 81 | [64064/732000 (8.75%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 81 | [76864/732000 (10.50%)] Loss 0.0013, Accuaracy 97.27%Train Epoch 81 | [89664/732000 (12.25%)] Loss 0.0013, Accuaracy 97.26%Train Epoch 81 | [102464/732000 (14.00%)] Loss 0.0014, Accuaracy 97.21%Train Epoch 81 | [115264/732000 (15.75%)] Loss 0.0014, Accuaracy 97.21%Train Epoch 81 | [128064/732000 (17.50%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 81 | [140864/732000 (19.24%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 81 | [153664/732000 (20.99%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 81 | [166464/732000 (22.74%)] Loss 0.0014, Accuaracy 97.15%Train Epoch 81 | [179264/732000 (24.49%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 81 | [192064/732000 (26.24%)] Loss 0.0014, Accuaracy 97.14%Train Epoch 81 | [204864/732000 (27.99%)] Loss 0.0014, Accuaracy 97.14%Train Epoch 81 | [217664/732000 (29.74%)] Loss 0.0014, Accuaracy 97.14%Train Epoch 81 | [230464/732000 (31.48%)] Loss 0.0014, Accuaracy 97.13%Train Epoch 81 | [243264/732000 (33.23%)] Loss 0.0014, Accuaracy 97.12%Train Epoch 81 | [256064/732000 (34.98%)] Loss 0.0014, Accuaracy 97.10%Train Epoch 81 | [268864/732000 (36.73%)] Loss 0.0014, Accuaracy 97.10%Train Epoch 81 | [281664/732000 (38.48%)] Loss 0.0014, Accuaracy 97.08%Train Epoch 81 | [294464/732000 (40.23%)] Loss 0.0015, Accuaracy 97.08%Train Epoch 81 | [307264/732000 (41.98%)] Loss 0.0015, Accuaracy 97.07%Train Epoch 81 | [320064/732000 (43.72%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 81 | [332864/732000 (45.47%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 81 | [345664/732000 (47.22%)] Loss 0.0015, Accuaracy 97.04%Train Epoch 81 | [358464/732000 (48.97%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 81 | [371264/732000 (50.72%)] Loss 0.0015, Accuaracy 97.02%Train Epoch 81 | [384064/732000 (52.47%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 81 | [396864/732000 (54.22%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 81 | [409664/732000 (55.97%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 81 | [422464/732000 (57.71%)] Loss 0.0015, Accuaracy 96.98%Train Epoch 81 | [435264/732000 (59.46%)] Loss 0.0015, Accuaracy 96.97%Train Epoch 81 | [448064/732000 (61.21%)] Loss 0.0015, Accuaracy 96.96%Train Epoch 81 | [460864/732000 (62.96%)] Loss 0.0015, Accuaracy 96.96%Train Epoch 81 | [473664/732000 (64.71%)] Loss 0.0015, Accuaracy 96.95%Train Epoch 81 | [486464/732000 (66.46%)] Loss 0.0015, Accuaracy 96.93%Train Epoch 81 | [499264/732000 (68.21%)] Loss 0.0015, Accuaracy 96.93%Train Epoch 81 | [512064/732000 (69.95%)] Loss 0.0015, Accuaracy 96.93%Train Epoch 81 | [524864/732000 (71.70%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 81 | [537664/732000 (73.45%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 81 | [550464/732000 (75.20%)] Loss 0.0015, Accuaracy 96.91%Train Epoch 81 | [563264/732000 (76.95%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 81 | [576064/732000 (78.70%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 81 | [588864/732000 (80.45%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 81 | [601664/732000 (82.19%)] Loss 0.0015, Accuaracy 96.90%Train Epoch 81 | [614464/732000 (83.94%)] Loss 0.0015, Accuaracy 96.89%Train Epoch 81 | [627264/732000 (85.69%)] Loss 0.0015, Accuaracy 96.89%Train Epoch 81 | [640064/732000 (87.44%)] Loss 0.0015, Accuaracy 96.89%Train Epoch 81 | [652864/732000 (89.19%)] Loss 0.0015, Accuaracy 96.88%Train Epoch 81 | [665664/732000 (90.94%)] Loss 0.0016, Accuaracy 96.87%Train Epoch 81 | [678464/732000 (92.69%)] Loss 0.0016, Accuaracy 96.87%Train Epoch 81 | [691264/732000 (94.43%)] Loss 0.0016, Accuaracy 96.87%Train Epoch 81 | [704064/732000 (96.18%)] Loss 0.0016, Accuaracy 96.86%Train Epoch 81 | [716864/732000 (97.93%)] Loss 0.0016, Accuaracy 96.85%Train Epoch 81 | [729664/732000 (99.68%)] Loss 0.0016, Accuaracy 96.85%Train Epoch 81 | Avarage Loss 0.0016, Average Accuracy 96.85%
Valid Epoch 81 | [32/50000 (0.06%)] Loss 0.0921, Accuaracy 75.00%Valid Epoch 81 | [1632/50000 (3.26%)] Loss 0.0859, Accuaracy 66.85%Valid Epoch 81 | [3232/50000 (6.46%)] Loss 0.0837, Accuaracy 67.48%Valid Epoch 81 | [4832/50000 (9.66%)] Loss 0.0859, Accuaracy 66.56%Valid Epoch 81 | [6432/50000 (12.86%)] Loss 0.0879, Accuaracy 66.29%Valid Epoch 81 | [8032/50000 (16.06%)] Loss 0.0876, Accuaracy 66.63%Valid Epoch 81 | [9632/50000 (19.26%)] Loss 0.0868, Accuaracy 66.84%Valid Epoch 81 | [11232/50000 (22.46%)] Loss 0.0867, Accuaracy 66.81%Valid Epoch 81 | [12832/50000 (25.66%)] Loss 0.0866, Accuaracy 67.04%Valid Epoch 81 | [14432/50000 (28.86%)] Loss 0.0858, Accuaracy 67.10%Valid Epoch 81 | [16032/50000 (32.06%)] Loss 0.0861, Accuaracy 66.98%Valid Epoch 81 | [17632/50000 (35.26%)] Loss 0.0874, Accuaracy 66.73%Valid Epoch 81 | [19232/50000 (38.46%)] Loss 0.0875, Accuaracy 66.69%Valid Epoch 81 | [20832/50000 (41.66%)] Loss 0.0874, Accuaracy 66.79%Valid Epoch 81 | [22432/50000 (44.86%)] Loss 0.0872, Accuaracy 66.90%Valid Epoch 81 | [24032/50000 (48.06%)] Loss 0.0874, Accuaracy 66.84%Valid Epoch 81 | [25632/50000 (51.26%)] Loss 0.0873, Accuaracy 66.80%Valid Epoch 81 | [27232/50000 (54.46%)] Loss 0.0872, Accuaracy 66.86%Valid Epoch 81 | [28832/50000 (57.66%)] Loss 0.0872, Accuaracy 66.88%Valid Epoch 81 | [30432/50000 (60.86%)] Loss 0.0871, Accuaracy 66.85%Valid Epoch 81 | [32032/50000 (64.06%)] Loss 0.0874, Accuaracy 66.79%Valid Epoch 81 | [33632/50000 (67.26%)] Loss 0.0874, Accuaracy 66.77%Valid Epoch 81 | [35232/50000 (70.46%)] Loss 0.0877, Accuaracy 66.68%Valid Epoch 81 | [36832/50000 (73.66%)] Loss 0.0879, Accuaracy 66.65%Valid Epoch 81 | [38432/50000 (76.86%)] Loss 0.0881, Accuaracy 66.65%Valid Epoch 81 | [40032/50000 (80.06%)] Loss 0.0882, Accuaracy 66.63%Valid Epoch 81 | [41632/50000 (83.26%)] Loss 0.0883, Accuaracy 66.62%Valid Epoch 81 | [43232/50000 (86.46%)] Loss 0.0881, Accuaracy 66.69%Valid Epoch 81 | [44832/50000 (89.66%)] Loss 0.0880, Accuaracy 66.70%Valid Epoch 81 | [46432/50000 (92.86%)] Loss 0.0879, Accuaracy 66.78%Valid Epoch 81 | [48032/50000 (96.06%)] Loss 0.0879, Accuaracy 66.71%Valid Epoch 81 | [49632/50000 (99.26%)] Loss 0.0881, Accuaracy 66.65%Valid Epoch 81 | Avarage Loss 0.0882, Average Accuracy 66.62%
Train Epoch 82 | [64/732000 (0.01%)] Loss 0.0019, Accuaracy 96.88%Train Epoch 82 | [12864/732000 (1.76%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 82 | [25664/732000 (3.51%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 82 | [38464/732000 (5.25%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 82 | [51264/732000 (7.00%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 82 | [64064/732000 (8.75%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 82 | [76864/732000 (10.50%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 82 | [89664/732000 (12.25%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 82 | [102464/732000 (14.00%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 82 | [115264/732000 (15.75%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 82 | [128064/732000 (17.50%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 82 | [140864/732000 (19.24%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 82 | [153664/732000 (20.99%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 82 | [166464/732000 (22.74%)] Loss 0.0013, Accuaracy 97.29%Train Epoch 82 | [179264/732000 (24.49%)] Loss 0.0013, Accuaracy 97.27%Train Epoch 82 | [192064/732000 (26.24%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 82 | [204864/732000 (27.99%)] Loss 0.0014, Accuaracy 97.23%Train Epoch 82 | [217664/732000 (29.74%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 82 | [230464/732000 (31.48%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 82 | [243264/732000 (33.23%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 82 | [256064/732000 (34.98%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 82 | [268864/732000 (36.73%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 82 | [281664/732000 (38.48%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 82 | [294464/732000 (40.23%)] Loss 0.0014, Accuaracy 97.15%Train Epoch 82 | [307264/732000 (41.98%)] Loss 0.0014, Accuaracy 97.13%Train Epoch 82 | [320064/732000 (43.72%)] Loss 0.0014, Accuaracy 97.12%Train Epoch 82 | [332864/732000 (45.47%)] Loss 0.0014, Accuaracy 97.12%Train Epoch 82 | [345664/732000 (47.22%)] Loss 0.0014, Accuaracy 97.12%Train Epoch 82 | [358464/732000 (48.97%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 82 | [371264/732000 (50.72%)] Loss 0.0014, Accuaracy 97.10%Train Epoch 82 | [384064/732000 (52.47%)] Loss 0.0014, Accuaracy 97.09%Train Epoch 82 | [396864/732000 (54.22%)] Loss 0.0014, Accuaracy 97.08%Train Epoch 82 | [409664/732000 (55.97%)] Loss 0.0015, Accuaracy 97.07%Train Epoch 82 | [422464/732000 (57.71%)] Loss 0.0015, Accuaracy 97.06%Train Epoch 82 | [435264/732000 (59.46%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 82 | [448064/732000 (61.21%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 82 | [460864/732000 (62.96%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 82 | [473664/732000 (64.71%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 82 | [486464/732000 (66.46%)] Loss 0.0015, Accuaracy 97.04%Train Epoch 82 | [499264/732000 (68.21%)] Loss 0.0015, Accuaracy 97.04%Train Epoch 82 | [512064/732000 (69.95%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 82 | [524864/732000 (71.70%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 82 | [537664/732000 (73.45%)] Loss 0.0015, Accuaracy 97.02%Train Epoch 82 | [550464/732000 (75.20%)] Loss 0.0015, Accuaracy 97.02%Train Epoch 82 | [563264/732000 (76.95%)] Loss 0.0015, Accuaracy 97.02%Train Epoch 82 | [576064/732000 (78.70%)] Loss 0.0015, Accuaracy 97.02%Train Epoch 82 | [588864/732000 (80.45%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 82 | [601664/732000 (82.19%)] Loss 0.0015, Accuaracy 97.00%Train Epoch 82 | [614464/732000 (83.94%)] Loss 0.0015, Accuaracy 97.00%Train Epoch 82 | [627264/732000 (85.69%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 82 | [640064/732000 (87.44%)] Loss 0.0015, Accuaracy 96.98%Train Epoch 82 | [652864/732000 (89.19%)] Loss 0.0015, Accuaracy 96.96%Train Epoch 82 | [665664/732000 (90.94%)] Loss 0.0015, Accuaracy 96.96%Train Epoch 82 | [678464/732000 (92.69%)] Loss 0.0015, Accuaracy 96.95%Train Epoch 82 | [691264/732000 (94.43%)] Loss 0.0015, Accuaracy 96.94%Train Epoch 82 | [704064/732000 (96.18%)] Loss 0.0015, Accuaracy 96.94%Train Epoch 82 | [716864/732000 (97.93%)] Loss 0.0015, Accuaracy 96.93%Train Epoch 82 | [729664/732000 (99.68%)] Loss 0.0015, Accuaracy 96.92%Train Epoch 82 | Avarage Loss 0.0015, Average Accuracy 96.92%
Valid Epoch 82 | [32/50000 (0.06%)] Loss 0.0588, Accuaracy 62.50%Valid Epoch 82 | [1632/50000 (3.26%)] Loss 0.0940, Accuaracy 66.12%Valid Epoch 82 | [3232/50000 (6.46%)] Loss 0.0945, Accuaracy 65.32%Valid Epoch 82 | [4832/50000 (9.66%)] Loss 0.0931, Accuaracy 65.48%Valid Epoch 82 | [6432/50000 (12.86%)] Loss 0.0925, Accuaracy 65.95%Valid Epoch 82 | [8032/50000 (16.06%)] Loss 0.0934, Accuaracy 65.85%Valid Epoch 82 | [9632/50000 (19.26%)] Loss 0.0916, Accuaracy 66.18%Valid Epoch 82 | [11232/50000 (22.46%)] Loss 0.0913, Accuaracy 66.54%Valid Epoch 82 | [12832/50000 (25.66%)] Loss 0.0908, Accuaracy 66.59%Valid Epoch 82 | [14432/50000 (28.86%)] Loss 0.0907, Accuaracy 66.67%Valid Epoch 82 | [16032/50000 (32.06%)] Loss 0.0911, Accuaracy 66.61%Valid Epoch 82 | [17632/50000 (35.26%)] Loss 0.0911, Accuaracy 66.66%Valid Epoch 82 | [19232/50000 (38.46%)] Loss 0.0904, Accuaracy 66.72%Valid Epoch 82 | [20832/50000 (41.66%)] Loss 0.0900, Accuaracy 66.78%Valid Epoch 82 | [22432/50000 (44.86%)] Loss 0.0901, Accuaracy 66.81%Valid Epoch 82 | [24032/50000 (48.06%)] Loss 0.0902, Accuaracy 66.79%Valid Epoch 82 | [25632/50000 (51.26%)] Loss 0.0902, Accuaracy 66.68%Valid Epoch 82 | [27232/50000 (54.46%)] Loss 0.0902, Accuaracy 66.72%Valid Epoch 82 | [28832/50000 (57.66%)] Loss 0.0902, Accuaracy 66.76%Valid Epoch 82 | [30432/50000 (60.86%)] Loss 0.0901, Accuaracy 66.77%Valid Epoch 82 | [32032/50000 (64.06%)] Loss 0.0902, Accuaracy 66.88%Valid Epoch 82 | [33632/50000 (67.26%)] Loss 0.0902, Accuaracy 66.87%Valid Epoch 82 | [35232/50000 (70.46%)] Loss 0.0903, Accuaracy 66.85%Valid Epoch 82 | [36832/50000 (73.66%)] Loss 0.0899, Accuaracy 66.97%Valid Epoch 82 | [38432/50000 (76.86%)] Loss 0.0899, Accuaracy 67.02%Valid Epoch 82 | [40032/50000 (80.06%)] Loss 0.0896, Accuaracy 67.10%Valid Epoch 82 | [41632/50000 (83.26%)] Loss 0.0899, Accuaracy 67.08%Valid Epoch 82 | [43232/50000 (86.46%)] Loss 0.0898, Accuaracy 67.07%Valid Epoch 82 | [44832/50000 (89.66%)] Loss 0.0898, Accuaracy 67.06%Valid Epoch 82 | [46432/50000 (92.86%)] Loss 0.0901, Accuaracy 67.04%Valid Epoch 82 | [48032/50000 (96.06%)] Loss 0.0903, Accuaracy 67.03%Valid Epoch 82 | [49632/50000 (99.26%)] Loss 0.0902, Accuaracy 67.06%Valid Epoch 82 | Avarage Loss 0.0902, Average Accuracy 67.06%
Train Epoch 83 | [64/732000 (0.01%)] Loss 0.0008, Accuaracy 96.88%Train Epoch 83 | [12864/732000 (1.76%)] Loss 0.0012, Accuaracy 97.65%Train Epoch 83 | [25664/732000 (3.51%)] Loss 0.0012, Accuaracy 97.55%Train Epoch 83 | [38464/732000 (5.25%)] Loss 0.0012, Accuaracy 97.50%Train Epoch 83 | [51264/732000 (7.00%)] Loss 0.0012, Accuaracy 97.47%Train Epoch 83 | [64064/732000 (8.75%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 83 | [76864/732000 (10.50%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 83 | [89664/732000 (12.25%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 83 | [102464/732000 (14.00%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 83 | [115264/732000 (15.75%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 83 | [128064/732000 (17.50%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 83 | [140864/732000 (19.24%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 83 | [153664/732000 (20.99%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 83 | [166464/732000 (22.74%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 83 | [179264/732000 (24.49%)] Loss 0.0013, Accuaracy 97.30%Train Epoch 83 | [192064/732000 (26.24%)] Loss 0.0014, Accuaracy 97.28%Train Epoch 83 | [204864/732000 (27.99%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 83 | [217664/732000 (29.74%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 83 | [230464/732000 (31.48%)] Loss 0.0014, Accuaracy 97.24%Train Epoch 83 | [243264/732000 (33.23%)] Loss 0.0014, Accuaracy 97.22%Train Epoch 83 | [256064/732000 (34.98%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 83 | [268864/732000 (36.73%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 83 | [281664/732000 (38.48%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 83 | [294464/732000 (40.23%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 83 | [307264/732000 (41.98%)] Loss 0.0014, Accuaracy 97.13%Train Epoch 83 | [320064/732000 (43.72%)] Loss 0.0014, Accuaracy 97.12%Train Epoch 83 | [332864/732000 (45.47%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 83 | [345664/732000 (47.22%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 83 | [358464/732000 (48.97%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 83 | [371264/732000 (50.72%)] Loss 0.0014, Accuaracy 97.10%Train Epoch 83 | [384064/732000 (52.47%)] Loss 0.0014, Accuaracy 97.10%Train Epoch 83 | [396864/732000 (54.22%)] Loss 0.0014, Accuaracy 97.10%Train Epoch 83 | [409664/732000 (55.97%)] Loss 0.0014, Accuaracy 97.09%Train Epoch 83 | [422464/732000 (57.71%)] Loss 0.0014, Accuaracy 97.09%Train Epoch 83 | [435264/732000 (59.46%)] Loss 0.0014, Accuaracy 97.08%Train Epoch 83 | [448064/732000 (61.21%)] Loss 0.0014, Accuaracy 97.08%Train Epoch 83 | [460864/732000 (62.96%)] Loss 0.0015, Accuaracy 97.07%Train Epoch 83 | [473664/732000 (64.71%)] Loss 0.0015, Accuaracy 97.07%Train Epoch 83 | [486464/732000 (66.46%)] Loss 0.0015, Accuaracy 97.06%Train Epoch 83 | [499264/732000 (68.21%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 83 | [512064/732000 (69.95%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 83 | [524864/732000 (71.70%)] Loss 0.0015, Accuaracy 97.04%Train Epoch 83 | [537664/732000 (73.45%)] Loss 0.0015, Accuaracy 97.04%Train Epoch 83 | [550464/732000 (75.20%)] Loss 0.0015, Accuaracy 97.04%Train Epoch 83 | [563264/732000 (76.95%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 83 | [576064/732000 (78.70%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 83 | [588864/732000 (80.45%)] Loss 0.0015, Accuaracy 97.02%Train Epoch 83 | [601664/732000 (82.19%)] Loss 0.0015, Accuaracy 97.02%Train Epoch 83 | [614464/732000 (83.94%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 83 | [627264/732000 (85.69%)] Loss 0.0015, Accuaracy 97.00%Train Epoch 83 | [640064/732000 (87.44%)] Loss 0.0015, Accuaracy 97.00%Train Epoch 83 | [652864/732000 (89.19%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 83 | [665664/732000 (90.94%)] Loss 0.0015, Accuaracy 96.99%Train Epoch 83 | [678464/732000 (92.69%)] Loss 0.0015, Accuaracy 96.98%Train Epoch 83 | [691264/732000 (94.43%)] Loss 0.0015, Accuaracy 96.98%Train Epoch 83 | [704064/732000 (96.18%)] Loss 0.0015, Accuaracy 96.97%Train Epoch 83 | [716864/732000 (97.93%)] Loss 0.0015, Accuaracy 96.97%Train Epoch 83 | [729664/732000 (99.68%)] Loss 0.0015, Accuaracy 96.96%Train Epoch 83 | Avarage Loss 0.0015, Average Accuracy 96.96%
Valid Epoch 83 | [32/50000 (0.06%)] Loss 0.0373, Accuaracy 87.50%Valid Epoch 83 | [1632/50000 (3.26%)] Loss 0.0823, Accuaracy 66.91%Valid Epoch 83 | [3232/50000 (6.46%)] Loss 0.0860, Accuaracy 66.62%Valid Epoch 83 | [4832/50000 (9.66%)] Loss 0.0864, Accuaracy 66.87%Valid Epoch 83 | [6432/50000 (12.86%)] Loss 0.0880, Accuaracy 66.84%Valid Epoch 83 | [8032/50000 (16.06%)] Loss 0.0866, Accuaracy 67.16%Valid Epoch 83 | [9632/50000 (19.26%)] Loss 0.0866, Accuaracy 66.93%Valid Epoch 83 | [11232/50000 (22.46%)] Loss 0.0877, Accuaracy 66.74%Valid Epoch 83 | [12832/50000 (25.66%)] Loss 0.0882, Accuaracy 66.81%Valid Epoch 83 | [14432/50000 (28.86%)] Loss 0.0882, Accuaracy 66.70%Valid Epoch 83 | [16032/50000 (32.06%)] Loss 0.0873, Accuaracy 66.92%Valid Epoch 83 | [17632/50000 (35.26%)] Loss 0.0872, Accuaracy 66.97%Valid Epoch 83 | [19232/50000 (38.46%)] Loss 0.0869, Accuaracy 66.95%Valid Epoch 83 | [20832/50000 (41.66%)] Loss 0.0875, Accuaracy 66.77%Valid Epoch 83 | [22432/50000 (44.86%)] Loss 0.0881, Accuaracy 66.71%Valid Epoch 83 | [24032/50000 (48.06%)] Loss 0.0877, Accuaracy 66.89%Valid Epoch 83 | [25632/50000 (51.26%)] Loss 0.0882, Accuaracy 66.74%Valid Epoch 83 | [27232/50000 (54.46%)] Loss 0.0885, Accuaracy 66.72%Valid Epoch 83 | [28832/50000 (57.66%)] Loss 0.0886, Accuaracy 66.69%Valid Epoch 83 | [30432/50000 (60.86%)] Loss 0.0886, Accuaracy 66.69%Valid Epoch 83 | [32032/50000 (64.06%)] Loss 0.0889, Accuaracy 66.57%Valid Epoch 83 | [33632/50000 (67.26%)] Loss 0.0889, Accuaracy 66.55%Valid Epoch 83 | [35232/50000 (70.46%)] Loss 0.0888, Accuaracy 66.60%Valid Epoch 83 | [36832/50000 (73.66%)] Loss 0.0889, Accuaracy 66.58%Valid Epoch 83 | [38432/50000 (76.86%)] Loss 0.0892, Accuaracy 66.57%Valid Epoch 83 | [40032/50000 (80.06%)] Loss 0.0895, Accuaracy 66.54%Valid Epoch 83 | [41632/50000 (83.26%)] Loss 0.0893, Accuaracy 66.51%Valid Epoch 83 | [43232/50000 (86.46%)] Loss 0.0892, Accuaracy 66.55%Valid Epoch 83 | [44832/50000 (89.66%)] Loss 0.0891, Accuaracy 66.58%Valid Epoch 83 | [46432/50000 (92.86%)] Loss 0.0889, Accuaracy 66.67%Valid Epoch 83 | [48032/50000 (96.06%)] Loss 0.0890, Accuaracy 66.69%Valid Epoch 83 | [49632/50000 (99.26%)] Loss 0.0890, Accuaracy 66.73%Valid Epoch 83 | Avarage Loss 0.0890, Average Accuracy 66.75%
Train Epoch 84 | [64/732000 (0.01%)] Loss 0.0010, Accuaracy 96.88%Train Epoch 84 | [12864/732000 (1.76%)] Loss 0.0012, Accuaracy 97.63%Train Epoch 84 | [25664/732000 (3.51%)] Loss 0.0012, Accuaracy 97.47%Train Epoch 84 | [38464/732000 (5.25%)] Loss 0.0012, Accuaracy 97.53%Train Epoch 84 | [51264/732000 (7.00%)] Loss 0.0012, Accuaracy 97.48%Train Epoch 84 | [64064/732000 (8.75%)] Loss 0.0013, Accuaracy 97.49%Train Epoch 84 | [76864/732000 (10.50%)] Loss 0.0013, Accuaracy 97.48%Train Epoch 84 | [89664/732000 (12.25%)] Loss 0.0013, Accuaracy 97.50%Train Epoch 84 | [102464/732000 (14.00%)] Loss 0.0013, Accuaracy 97.49%Train Epoch 84 | [115264/732000 (15.75%)] Loss 0.0013, Accuaracy 97.47%Train Epoch 84 | [128064/732000 (17.50%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 84 | [140864/732000 (19.24%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 84 | [153664/732000 (20.99%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 84 | [166464/732000 (22.74%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 84 | [179264/732000 (24.49%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 84 | [192064/732000 (26.24%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 84 | [204864/732000 (27.99%)] Loss 0.0013, Accuaracy 97.30%Train Epoch 84 | [217664/732000 (29.74%)] Loss 0.0013, Accuaracy 97.28%Train Epoch 84 | [230464/732000 (31.48%)] Loss 0.0013, Accuaracy 97.29%Train Epoch 84 | [243264/732000 (33.23%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 84 | [256064/732000 (34.98%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 84 | [268864/732000 (36.73%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 84 | [281664/732000 (38.48%)] Loss 0.0014, Accuaracy 97.23%Train Epoch 84 | [294464/732000 (40.23%)] Loss 0.0014, Accuaracy 97.22%Train Epoch 84 | [307264/732000 (41.98%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 84 | [320064/732000 (43.72%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 84 | [332864/732000 (45.47%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 84 | [345664/732000 (47.22%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 84 | [358464/732000 (48.97%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 84 | [371264/732000 (50.72%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 84 | [384064/732000 (52.47%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 84 | [396864/732000 (54.22%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 84 | [409664/732000 (55.97%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 84 | [422464/732000 (57.71%)] Loss 0.0014, Accuaracy 97.15%Train Epoch 84 | [435264/732000 (59.46%)] Loss 0.0014, Accuaracy 97.15%Train Epoch 84 | [448064/732000 (61.21%)] Loss 0.0014, Accuaracy 97.15%Train Epoch 84 | [460864/732000 (62.96%)] Loss 0.0014, Accuaracy 97.13%Train Epoch 84 | [473664/732000 (64.71%)] Loss 0.0014, Accuaracy 97.12%Train Epoch 84 | [486464/732000 (66.46%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 84 | [499264/732000 (68.21%)] Loss 0.0014, Accuaracy 97.10%Train Epoch 84 | [512064/732000 (69.95%)] Loss 0.0014, Accuaracy 97.10%Train Epoch 84 | [524864/732000 (71.70%)] Loss 0.0014, Accuaracy 97.10%Train Epoch 84 | [537664/732000 (73.45%)] Loss 0.0014, Accuaracy 97.09%Train Epoch 84 | [550464/732000 (75.20%)] Loss 0.0015, Accuaracy 97.08%Train Epoch 84 | [563264/732000 (76.95%)] Loss 0.0015, Accuaracy 97.07%Train Epoch 84 | [576064/732000 (78.70%)] Loss 0.0015, Accuaracy 97.07%Train Epoch 84 | [588864/732000 (80.45%)] Loss 0.0015, Accuaracy 97.06%Train Epoch 84 | [601664/732000 (82.19%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 84 | [614464/732000 (83.94%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 84 | [627264/732000 (85.69%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 84 | [640064/732000 (87.44%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 84 | [652864/732000 (89.19%)] Loss 0.0015, Accuaracy 97.04%Train Epoch 84 | [665664/732000 (90.94%)] Loss 0.0015, Accuaracy 97.02%Train Epoch 84 | [678464/732000 (92.69%)] Loss 0.0015, Accuaracy 97.02%Train Epoch 84 | [691264/732000 (94.43%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 84 | [704064/732000 (96.18%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 84 | [716864/732000 (97.93%)] Loss 0.0015, Accuaracy 97.00%Train Epoch 84 | [729664/732000 (99.68%)] Loss 0.0015, Accuaracy 97.00%Train Epoch 84 | Avarage Loss 0.0015, Average Accuracy 97.00%
Valid Epoch 84 | [32/50000 (0.06%)] Loss 0.0678, Accuaracy 75.00%Valid Epoch 84 | [1632/50000 (3.26%)] Loss 0.0851, Accuaracy 67.83%Valid Epoch 84 | [3232/50000 (6.46%)] Loss 0.0869, Accuaracy 67.51%Valid Epoch 84 | [4832/50000 (9.66%)] Loss 0.0859, Accuaracy 66.87%Valid Epoch 84 | [6432/50000 (12.86%)] Loss 0.0852, Accuaracy 67.23%Valid Epoch 84 | [8032/50000 (16.06%)] Loss 0.0852, Accuaracy 67.13%Valid Epoch 84 | [9632/50000 (19.26%)] Loss 0.0860, Accuaracy 66.91%Valid Epoch 84 | [11232/50000 (22.46%)] Loss 0.0865, Accuaracy 66.86%Valid Epoch 84 | [12832/50000 (25.66%)] Loss 0.0867, Accuaracy 66.58%Valid Epoch 84 | [14432/50000 (28.86%)] Loss 0.0861, Accuaracy 66.37%Valid Epoch 84 | [16032/50000 (32.06%)] Loss 0.0863, Accuaracy 66.48%Valid Epoch 84 | [17632/50000 (35.26%)] Loss 0.0870, Accuaracy 66.52%Valid Epoch 84 | [19232/50000 (38.46%)] Loss 0.0871, Accuaracy 66.54%Valid Epoch 84 | [20832/50000 (41.66%)] Loss 0.0872, Accuaracy 66.44%Valid Epoch 84 | [22432/50000 (44.86%)] Loss 0.0875, Accuaracy 66.45%Valid Epoch 84 | [24032/50000 (48.06%)] Loss 0.0873, Accuaracy 66.52%Valid Epoch 84 | [25632/50000 (51.26%)] Loss 0.0873, Accuaracy 66.46%Valid Epoch 84 | [27232/50000 (54.46%)] Loss 0.0872, Accuaracy 66.44%Valid Epoch 84 | [28832/50000 (57.66%)] Loss 0.0877, Accuaracy 66.48%Valid Epoch 84 | [30432/50000 (60.86%)] Loss 0.0875, Accuaracy 66.54%Valid Epoch 84 | [32032/50000 (64.06%)] Loss 0.0872, Accuaracy 66.56%Valid Epoch 84 | [33632/50000 (67.26%)] Loss 0.0869, Accuaracy 66.64%Valid Epoch 84 | [35232/50000 (70.46%)] Loss 0.0872, Accuaracy 66.60%Valid Epoch 84 | [36832/50000 (73.66%)] Loss 0.0875, Accuaracy 66.57%Valid Epoch 84 | [38432/50000 (76.86%)] Loss 0.0876, Accuaracy 66.51%Valid Epoch 84 | [40032/50000 (80.06%)] Loss 0.0879, Accuaracy 66.47%Valid Epoch 84 | [41632/50000 (83.26%)] Loss 0.0881, Accuaracy 66.45%Valid Epoch 84 | [43232/50000 (86.46%)] Loss 0.0880, Accuaracy 66.50%Valid Epoch 84 | [44832/50000 (89.66%)] Loss 0.0879, Accuaracy 66.55%Valid Epoch 84 | [46432/50000 (92.86%)] Loss 0.0879, Accuaracy 66.56%Valid Epoch 84 | [48032/50000 (96.06%)] Loss 0.0879, Accuaracy 66.57%Valid Epoch 84 | [49632/50000 (99.26%)] Loss 0.0881, Accuaracy 66.53%Valid Epoch 84 | Avarage Loss 0.0881, Average Accuracy 66.53%
Train Epoch 85 | [64/732000 (0.01%)] Loss 0.0022, Accuaracy 98.44%Train Epoch 85 | [12864/732000 (1.76%)] Loss 0.0012, Accuaracy 97.54%Train Epoch 85 | [25664/732000 (3.51%)] Loss 0.0012, Accuaracy 97.34%Train Epoch 85 | [38464/732000 (5.25%)] Loss 0.0012, Accuaracy 97.42%Train Epoch 85 | [51264/732000 (7.00%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 85 | [64064/732000 (8.75%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 85 | [76864/732000 (10.50%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 85 | [89664/732000 (12.25%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 85 | [102464/732000 (14.00%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 85 | [115264/732000 (15.75%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 85 | [128064/732000 (17.50%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 85 | [140864/732000 (19.24%)] Loss 0.0013, Accuaracy 97.29%Train Epoch 85 | [153664/732000 (20.99%)] Loss 0.0013, Accuaracy 97.27%Train Epoch 85 | [166464/732000 (22.74%)] Loss 0.0013, Accuaracy 97.28%Train Epoch 85 | [179264/732000 (24.49%)] Loss 0.0013, Accuaracy 97.27%Train Epoch 85 | [192064/732000 (26.24%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 85 | [204864/732000 (27.99%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 85 | [217664/732000 (29.74%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 85 | [230464/732000 (31.48%)] Loss 0.0014, Accuaracy 97.24%Train Epoch 85 | [243264/732000 (33.23%)] Loss 0.0014, Accuaracy 97.24%Train Epoch 85 | [256064/732000 (34.98%)] Loss 0.0014, Accuaracy 97.23%Train Epoch 85 | [268864/732000 (36.73%)] Loss 0.0014, Accuaracy 97.23%Train Epoch 85 | [281664/732000 (38.48%)] Loss 0.0014, Accuaracy 97.21%Train Epoch 85 | [294464/732000 (40.23%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 85 | [307264/732000 (41.98%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 85 | [320064/732000 (43.72%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 85 | [332864/732000 (45.47%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 85 | [345664/732000 (47.22%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 85 | [358464/732000 (48.97%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 85 | [371264/732000 (50.72%)] Loss 0.0014, Accuaracy 97.15%Train Epoch 85 | [384064/732000 (52.47%)] Loss 0.0014, Accuaracy 97.14%Train Epoch 85 | [396864/732000 (54.22%)] Loss 0.0014, Accuaracy 97.13%Train Epoch 85 | [409664/732000 (55.97%)] Loss 0.0014, Accuaracy 97.12%Train Epoch 85 | [422464/732000 (57.71%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 85 | [435264/732000 (59.46%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 85 | [448064/732000 (61.21%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 85 | [460864/732000 (62.96%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 85 | [473664/732000 (64.71%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 85 | [486464/732000 (66.46%)] Loss 0.0014, Accuaracy 97.10%Train Epoch 85 | [499264/732000 (68.21%)] Loss 0.0014, Accuaracy 97.10%Train Epoch 85 | [512064/732000 (69.95%)] Loss 0.0014, Accuaracy 97.09%Train Epoch 85 | [524864/732000 (71.70%)] Loss 0.0014, Accuaracy 97.08%Train Epoch 85 | [537664/732000 (73.45%)] Loss 0.0014, Accuaracy 97.07%Train Epoch 85 | [550464/732000 (75.20%)] Loss 0.0015, Accuaracy 97.06%Train Epoch 85 | [563264/732000 (76.95%)] Loss 0.0015, Accuaracy 97.06%Train Epoch 85 | [576064/732000 (78.70%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 85 | [588864/732000 (80.45%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 85 | [601664/732000 (82.19%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 85 | [614464/732000 (83.94%)] Loss 0.0015, Accuaracy 97.04%Train Epoch 85 | [627264/732000 (85.69%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 85 | [640064/732000 (87.44%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 85 | [652864/732000 (89.19%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 85 | [665664/732000 (90.94%)] Loss 0.0015, Accuaracy 97.02%Train Epoch 85 | [678464/732000 (92.69%)] Loss 0.0015, Accuaracy 97.02%Train Epoch 85 | [691264/732000 (94.43%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 85 | [704064/732000 (96.18%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 85 | [716864/732000 (97.93%)] Loss 0.0015, Accuaracy 97.00%Train Epoch 85 | [729664/732000 (99.68%)] Loss 0.0015, Accuaracy 97.00%Train Epoch 85 | Avarage Loss 0.0015, Average Accuracy 97.00%
Valid Epoch 85 | [32/50000 (0.06%)] Loss 0.1080, Accuaracy 62.50%Valid Epoch 85 | [1632/50000 (3.26%)] Loss 0.0891, Accuaracy 66.48%Valid Epoch 85 | [3232/50000 (6.46%)] Loss 0.0889, Accuaracy 67.23%Valid Epoch 85 | [4832/50000 (9.66%)] Loss 0.0905, Accuaracy 67.01%Valid Epoch 85 | [6432/50000 (12.86%)] Loss 0.0918, Accuaracy 66.79%Valid Epoch 85 | [8032/50000 (16.06%)] Loss 0.0922, Accuaracy 66.61%Valid Epoch 85 | [9632/50000 (19.26%)] Loss 0.0912, Accuaracy 66.64%Valid Epoch 85 | [11232/50000 (22.46%)] Loss 0.0909, Accuaracy 66.83%Valid Epoch 85 | [12832/50000 (25.66%)] Loss 0.0919, Accuaracy 66.38%Valid Epoch 85 | [14432/50000 (28.86%)] Loss 0.0922, Accuaracy 66.44%Valid Epoch 85 | [16032/50000 (32.06%)] Loss 0.0917, Accuaracy 66.49%Valid Epoch 85 | [17632/50000 (35.26%)] Loss 0.0907, Accuaracy 66.64%Valid Epoch 85 | [19232/50000 (38.46%)] Loss 0.0911, Accuaracy 66.47%Valid Epoch 85 | [20832/50000 (41.66%)] Loss 0.0913, Accuaracy 66.46%Valid Epoch 85 | [22432/50000 (44.86%)] Loss 0.0913, Accuaracy 66.47%Valid Epoch 85 | [24032/50000 (48.06%)] Loss 0.0911, Accuaracy 66.49%Valid Epoch 85 | [25632/50000 (51.26%)] Loss 0.0909, Accuaracy 66.51%Valid Epoch 85 | [27232/50000 (54.46%)] Loss 0.0910, Accuaracy 66.60%Valid Epoch 85 | [28832/50000 (57.66%)] Loss 0.0906, Accuaracy 66.72%Valid Epoch 85 | [30432/50000 (60.86%)] Loss 0.0905, Accuaracy 66.72%Valid Epoch 85 | [32032/50000 (64.06%)] Loss 0.0903, Accuaracy 66.75%Valid Epoch 85 | [33632/50000 (67.26%)] Loss 0.0897, Accuaracy 66.81%Valid Epoch 85 | [35232/50000 (70.46%)] Loss 0.0898, Accuaracy 66.76%Valid Epoch 85 | [36832/50000 (73.66%)] Loss 0.0901, Accuaracy 66.72%Valid Epoch 85 | [38432/50000 (76.86%)] Loss 0.0899, Accuaracy 66.76%Valid Epoch 85 | [40032/50000 (80.06%)] Loss 0.0898, Accuaracy 66.82%Valid Epoch 85 | [41632/50000 (83.26%)] Loss 0.0899, Accuaracy 66.78%Valid Epoch 85 | [43232/50000 (86.46%)] Loss 0.0900, Accuaracy 66.78%Valid Epoch 85 | [44832/50000 (89.66%)] Loss 0.0899, Accuaracy 66.79%Valid Epoch 85 | [46432/50000 (92.86%)] Loss 0.0900, Accuaracy 66.74%Valid Epoch 85 | [48032/50000 (96.06%)] Loss 0.0900, Accuaracy 66.71%Valid Epoch 85 | [49632/50000 (99.26%)] Loss 0.0899, Accuaracy 66.75%Valid Epoch 85 | Avarage Loss 0.0899, Average Accuracy 66.75%
Train Epoch 86 | [64/732000 (0.01%)] Loss 0.0013, Accuaracy 96.88%Train Epoch 86 | [12864/732000 (1.76%)] Loss 0.0012, Accuaracy 97.61%Train Epoch 86 | [25664/732000 (3.51%)] Loss 0.0012, Accuaracy 97.40%Train Epoch 86 | [38464/732000 (5.25%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 86 | [51264/732000 (7.00%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 86 | [64064/732000 (8.75%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 86 | [76864/732000 (10.50%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 86 | [89664/732000 (12.25%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 86 | [102464/732000 (14.00%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 86 | [115264/732000 (15.75%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 86 | [128064/732000 (17.50%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 86 | [140864/732000 (19.24%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 86 | [153664/732000 (20.99%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 86 | [166464/732000 (22.74%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 86 | [179264/732000 (24.49%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 86 | [192064/732000 (26.24%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 86 | [204864/732000 (27.99%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 86 | [217664/732000 (29.74%)] Loss 0.0013, Accuaracy 97.30%Train Epoch 86 | [230464/732000 (31.48%)] Loss 0.0013, Accuaracy 97.28%Train Epoch 86 | [243264/732000 (33.23%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 86 | [256064/732000 (34.98%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 86 | [268864/732000 (36.73%)] Loss 0.0014, Accuaracy 97.24%Train Epoch 86 | [281664/732000 (38.48%)] Loss 0.0014, Accuaracy 97.22%Train Epoch 86 | [294464/732000 (40.23%)] Loss 0.0014, Accuaracy 97.21%Train Epoch 86 | [307264/732000 (41.98%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 86 | [320064/732000 (43.72%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 86 | [332864/732000 (45.47%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 86 | [345664/732000 (47.22%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 86 | [358464/732000 (48.97%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 86 | [371264/732000 (50.72%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 86 | [384064/732000 (52.47%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 86 | [396864/732000 (54.22%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 86 | [409664/732000 (55.97%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 86 | [422464/732000 (57.71%)] Loss 0.0014, Accuaracy 97.14%Train Epoch 86 | [435264/732000 (59.46%)] Loss 0.0014, Accuaracy 97.14%Train Epoch 86 | [448064/732000 (61.21%)] Loss 0.0014, Accuaracy 97.13%Train Epoch 86 | [460864/732000 (62.96%)] Loss 0.0014, Accuaracy 97.12%Train Epoch 86 | [473664/732000 (64.71%)] Loss 0.0014, Accuaracy 97.12%Train Epoch 86 | [486464/732000 (66.46%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 86 | [499264/732000 (68.21%)] Loss 0.0014, Accuaracy 97.09%Train Epoch 86 | [512064/732000 (69.95%)] Loss 0.0014, Accuaracy 97.08%Train Epoch 86 | [524864/732000 (71.70%)] Loss 0.0014, Accuaracy 97.08%Train Epoch 86 | [537664/732000 (73.45%)] Loss 0.0014, Accuaracy 97.08%Train Epoch 86 | [550464/732000 (75.20%)] Loss 0.0015, Accuaracy 97.07%Train Epoch 86 | [563264/732000 (76.95%)] Loss 0.0015, Accuaracy 97.06%Train Epoch 86 | [576064/732000 (78.70%)] Loss 0.0015, Accuaracy 97.07%Train Epoch 86 | [588864/732000 (80.45%)] Loss 0.0015, Accuaracy 97.06%Train Epoch 86 | [601664/732000 (82.19%)] Loss 0.0015, Accuaracy 97.06%Train Epoch 86 | [614464/732000 (83.94%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 86 | [627264/732000 (85.69%)] Loss 0.0015, Accuaracy 97.04%Train Epoch 86 | [640064/732000 (87.44%)] Loss 0.0015, Accuaracy 97.03%Train Epoch 86 | [652864/732000 (89.19%)] Loss 0.0015, Accuaracy 97.02%Train Epoch 86 | [665664/732000 (90.94%)] Loss 0.0015, Accuaracy 97.02%Train Epoch 86 | [678464/732000 (92.69%)] Loss 0.0015, Accuaracy 97.02%Train Epoch 86 | [691264/732000 (94.43%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 86 | [704064/732000 (96.18%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 86 | [716864/732000 (97.93%)] Loss 0.0015, Accuaracy 97.01%Train Epoch 86 | [729664/732000 (99.68%)] Loss 0.0015, Accuaracy 97.00%Train Epoch 86 | Avarage Loss 0.0015, Average Accuracy 97.00%
Valid Epoch 86 | [32/50000 (0.06%)] Loss 0.0633, Accuaracy 78.12%Valid Epoch 86 | [1632/50000 (3.26%)] Loss 0.0929, Accuaracy 66.36%Valid Epoch 86 | [3232/50000 (6.46%)] Loss 0.0931, Accuaracy 65.78%Valid Epoch 86 | [4832/50000 (9.66%)] Loss 0.0931, Accuaracy 66.06%Valid Epoch 86 | [6432/50000 (12.86%)] Loss 0.0937, Accuaracy 66.25%Valid Epoch 86 | [8032/50000 (16.06%)] Loss 0.0925, Accuaracy 66.38%Valid Epoch 86 | [9632/50000 (19.26%)] Loss 0.0928, Accuaracy 66.27%Valid Epoch 86 | [11232/50000 (22.46%)] Loss 0.0918, Accuaracy 66.50%Valid Epoch 86 | [12832/50000 (25.66%)] Loss 0.0917, Accuaracy 66.74%Valid Epoch 86 | [14432/50000 (28.86%)] Loss 0.0917, Accuaracy 66.67%Valid Epoch 86 | [16032/50000 (32.06%)] Loss 0.0917, Accuaracy 66.61%Valid Epoch 86 | [17632/50000 (35.26%)] Loss 0.0920, Accuaracy 66.58%Valid Epoch 86 | [19232/50000 (38.46%)] Loss 0.0916, Accuaracy 66.71%Valid Epoch 86 | [20832/50000 (41.66%)] Loss 0.0915, Accuaracy 66.67%Valid Epoch 86 | [22432/50000 (44.86%)] Loss 0.0908, Accuaracy 66.73%Valid Epoch 86 | [24032/50000 (48.06%)] Loss 0.0908, Accuaracy 66.70%Valid Epoch 86 | [25632/50000 (51.26%)] Loss 0.0906, Accuaracy 66.85%Valid Epoch 86 | [27232/50000 (54.46%)] Loss 0.0910, Accuaracy 66.76%Valid Epoch 86 | [28832/50000 (57.66%)] Loss 0.0908, Accuaracy 66.83%Valid Epoch 86 | [30432/50000 (60.86%)] Loss 0.0902, Accuaracy 66.86%Valid Epoch 86 | [32032/50000 (64.06%)] Loss 0.0902, Accuaracy 66.88%Valid Epoch 86 | [33632/50000 (67.26%)] Loss 0.0901, Accuaracy 66.89%Valid Epoch 86 | [35232/50000 (70.46%)] Loss 0.0902, Accuaracy 66.81%Valid Epoch 86 | [36832/50000 (73.66%)] Loss 0.0900, Accuaracy 66.84%Valid Epoch 86 | [38432/50000 (76.86%)] Loss 0.0901, Accuaracy 66.78%Valid Epoch 86 | [40032/50000 (80.06%)] Loss 0.0899, Accuaracy 66.83%Valid Epoch 86 | [41632/50000 (83.26%)] Loss 0.0902, Accuaracy 66.80%Valid Epoch 86 | [43232/50000 (86.46%)] Loss 0.0904, Accuaracy 66.79%Valid Epoch 86 | [44832/50000 (89.66%)] Loss 0.0903, Accuaracy 66.78%Valid Epoch 86 | [46432/50000 (92.86%)] Loss 0.0902, Accuaracy 66.78%Valid Epoch 86 | [48032/50000 (96.06%)] Loss 0.0903, Accuaracy 66.74%Valid Epoch 86 | [49632/50000 (99.26%)] Loss 0.0903, Accuaracy 66.73%Valid Epoch 86 | Avarage Loss 0.0902, Average Accuracy 66.73%
Train Epoch 87 | [64/732000 (0.01%)] Loss 0.0019, Accuaracy 96.88%Train Epoch 87 | [12864/732000 (1.76%)] Loss 0.0014, Accuaracy 97.22%Train Epoch 87 | [25664/732000 (3.51%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 87 | [38464/732000 (5.25%)] Loss 0.0013, Accuaracy 97.51%Train Epoch 87 | [51264/732000 (7.00%)] Loss 0.0012, Accuaracy 97.56%Train Epoch 87 | [64064/732000 (8.75%)] Loss 0.0013, Accuaracy 97.50%Train Epoch 87 | [76864/732000 (10.50%)] Loss 0.0013, Accuaracy 97.53%Train Epoch 87 | [89664/732000 (12.25%)] Loss 0.0012, Accuaracy 97.53%Train Epoch 87 | [102464/732000 (14.00%)] Loss 0.0013, Accuaracy 97.50%Train Epoch 87 | [115264/732000 (15.75%)] Loss 0.0012, Accuaracy 97.52%Train Epoch 87 | [128064/732000 (17.50%)] Loss 0.0013, Accuaracy 97.50%Train Epoch 87 | [140864/732000 (19.24%)] Loss 0.0013, Accuaracy 97.48%Train Epoch 87 | [153664/732000 (20.99%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 87 | [166464/732000 (22.74%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 87 | [179264/732000 (24.49%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 87 | [192064/732000 (26.24%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 87 | [204864/732000 (27.99%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 87 | [217664/732000 (29.74%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 87 | [230464/732000 (31.48%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 87 | [243264/732000 (33.23%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 87 | [256064/732000 (34.98%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 87 | [268864/732000 (36.73%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 87 | [281664/732000 (38.48%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 87 | [294464/732000 (40.23%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 87 | [307264/732000 (41.98%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 87 | [320064/732000 (43.72%)] Loss 0.0014, Accuaracy 97.31%Train Epoch 87 | [332864/732000 (45.47%)] Loss 0.0014, Accuaracy 97.29%Train Epoch 87 | [345664/732000 (47.22%)] Loss 0.0014, Accuaracy 97.29%Train Epoch 87 | [358464/732000 (48.97%)] Loss 0.0014, Accuaracy 97.28%Train Epoch 87 | [371264/732000 (50.72%)] Loss 0.0014, Accuaracy 97.27%Train Epoch 87 | [384064/732000 (52.47%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 87 | [396864/732000 (54.22%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 87 | [409664/732000 (55.97%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 87 | [422464/732000 (57.71%)] Loss 0.0014, Accuaracy 97.23%Train Epoch 87 | [435264/732000 (59.46%)] Loss 0.0014, Accuaracy 97.22%Train Epoch 87 | [448064/732000 (61.21%)] Loss 0.0014, Accuaracy 97.22%Train Epoch 87 | [460864/732000 (62.96%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 87 | [473664/732000 (64.71%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 87 | [486464/732000 (66.46%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 87 | [499264/732000 (68.21%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 87 | [512064/732000 (69.95%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 87 | [524864/732000 (71.70%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 87 | [537664/732000 (73.45%)] Loss 0.0014, Accuaracy 97.15%Train Epoch 87 | [550464/732000 (75.20%)] Loss 0.0014, Accuaracy 97.14%Train Epoch 87 | [563264/732000 (76.95%)] Loss 0.0014, Accuaracy 97.13%Train Epoch 87 | [576064/732000 (78.70%)] Loss 0.0014, Accuaracy 97.13%Train Epoch 87 | [588864/732000 (80.45%)] Loss 0.0014, Accuaracy 97.12%Train Epoch 87 | [601664/732000 (82.19%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 87 | [614464/732000 (83.94%)] Loss 0.0014, Accuaracy 97.10%Train Epoch 87 | [627264/732000 (85.69%)] Loss 0.0014, Accuaracy 97.09%Train Epoch 87 | [640064/732000 (87.44%)] Loss 0.0015, Accuaracy 97.09%Train Epoch 87 | [652864/732000 (89.19%)] Loss 0.0015, Accuaracy 97.08%Train Epoch 87 | [665664/732000 (90.94%)] Loss 0.0015, Accuaracy 97.07%Train Epoch 87 | [678464/732000 (92.69%)] Loss 0.0015, Accuaracy 97.07%Train Epoch 87 | [691264/732000 (94.43%)] Loss 0.0015, Accuaracy 97.06%Train Epoch 87 | [704064/732000 (96.18%)] Loss 0.0015, Accuaracy 97.06%Train Epoch 87 | [716864/732000 (97.93%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 87 | [729664/732000 (99.68%)] Loss 0.0015, Accuaracy 97.05%Train Epoch 87 | Avarage Loss 0.0015, Average Accuracy 97.05%
Valid Epoch 87 | [32/50000 (0.06%)] Loss 0.0561, Accuaracy 68.75%Valid Epoch 87 | [1632/50000 (3.26%)] Loss 0.0853, Accuaracy 68.38%Valid Epoch 87 | [3232/50000 (6.46%)] Loss 0.0852, Accuaracy 68.35%Valid Epoch 87 | [4832/50000 (9.66%)] Loss 0.0873, Accuaracy 67.94%Valid Epoch 87 | [6432/50000 (12.86%)] Loss 0.0887, Accuaracy 67.71%Valid Epoch 87 | [8032/50000 (16.06%)] Loss 0.0888, Accuaracy 67.75%Valid Epoch 87 | [9632/50000 (19.26%)] Loss 0.0887, Accuaracy 67.73%Valid Epoch 87 | [11232/50000 (22.46%)] Loss 0.0890, Accuaracy 67.48%Valid Epoch 87 | [12832/50000 (25.66%)] Loss 0.0900, Accuaracy 67.26%Valid Epoch 87 | [14432/50000 (28.86%)] Loss 0.0896, Accuaracy 67.36%Valid Epoch 87 | [16032/50000 (32.06%)] Loss 0.0901, Accuaracy 67.30%Valid Epoch 87 | [17632/50000 (35.26%)] Loss 0.0908, Accuaracy 67.29%Valid Epoch 87 | [19232/50000 (38.46%)] Loss 0.0908, Accuaracy 67.33%Valid Epoch 87 | [20832/50000 (41.66%)] Loss 0.0909, Accuaracy 67.25%Valid Epoch 87 | [22432/50000 (44.86%)] Loss 0.0912, Accuaracy 67.20%Valid Epoch 87 | [24032/50000 (48.06%)] Loss 0.0912, Accuaracy 67.10%Valid Epoch 87 | [25632/50000 (51.26%)] Loss 0.0909, Accuaracy 67.13%Valid Epoch 87 | [27232/50000 (54.46%)] Loss 0.0915, Accuaracy 67.08%Valid Epoch 87 | [28832/50000 (57.66%)] Loss 0.0914, Accuaracy 67.19%Valid Epoch 87 | [30432/50000 (60.86%)] Loss 0.0914, Accuaracy 67.13%Valid Epoch 87 | [32032/50000 (64.06%)] Loss 0.0918, Accuaracy 67.07%Valid Epoch 87 | [33632/50000 (67.26%)] Loss 0.0921, Accuaracy 67.08%Valid Epoch 87 | [35232/50000 (70.46%)] Loss 0.0917, Accuaracy 67.17%Valid Epoch 87 | [36832/50000 (73.66%)] Loss 0.0915, Accuaracy 67.19%Valid Epoch 87 | [38432/50000 (76.86%)] Loss 0.0915, Accuaracy 67.18%Valid Epoch 87 | [40032/50000 (80.06%)] Loss 0.0914, Accuaracy 67.20%Valid Epoch 87 | [41632/50000 (83.26%)] Loss 0.0912, Accuaracy 67.28%Valid Epoch 87 | [43232/50000 (86.46%)] Loss 0.0913, Accuaracy 67.26%Valid Epoch 87 | [44832/50000 (89.66%)] Loss 0.0915, Accuaracy 67.20%Valid Epoch 87 | [46432/50000 (92.86%)] Loss 0.0914, Accuaracy 67.21%Valid Epoch 87 | [48032/50000 (96.06%)] Loss 0.0916, Accuaracy 67.15%Valid Epoch 87 | [49632/50000 (99.26%)] Loss 0.0914, Accuaracy 67.22%Valid Epoch 87 | Avarage Loss 0.0915, Average Accuracy 67.20%
Train Epoch 88 | [64/732000 (0.01%)] Loss 0.0013, Accuaracy 96.88%Train Epoch 88 | [12864/732000 (1.76%)] Loss 0.0011, Accuaracy 97.71%Train Epoch 88 | [25664/732000 (3.51%)] Loss 0.0011, Accuaracy 97.68%Train Epoch 88 | [38464/732000 (5.25%)] Loss 0.0012, Accuaracy 97.63%Train Epoch 88 | [51264/732000 (7.00%)] Loss 0.0012, Accuaracy 97.65%Train Epoch 88 | [64064/732000 (8.75%)] Loss 0.0012, Accuaracy 97.61%Train Epoch 88 | [76864/732000 (10.50%)] Loss 0.0012, Accuaracy 97.54%Train Epoch 88 | [89664/732000 (12.25%)] Loss 0.0012, Accuaracy 97.52%Train Epoch 88 | [102464/732000 (14.00%)] Loss 0.0012, Accuaracy 97.50%Train Epoch 88 | [115264/732000 (15.75%)] Loss 0.0012, Accuaracy 97.52%Train Epoch 88 | [128064/732000 (17.50%)] Loss 0.0012, Accuaracy 97.50%Train Epoch 88 | [140864/732000 (19.24%)] Loss 0.0012, Accuaracy 97.48%Train Epoch 88 | [153664/732000 (20.99%)] Loss 0.0012, Accuaracy 97.49%Train Epoch 88 | [166464/732000 (22.74%)] Loss 0.0013, Accuaracy 97.48%Train Epoch 88 | [179264/732000 (24.49%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 88 | [192064/732000 (26.24%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 88 | [204864/732000 (27.99%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 88 | [217664/732000 (29.74%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 88 | [230464/732000 (31.48%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 88 | [243264/732000 (33.23%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 88 | [256064/732000 (34.98%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 88 | [268864/732000 (36.73%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 88 | [281664/732000 (38.48%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 88 | [294464/732000 (40.23%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 88 | [307264/732000 (41.98%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 88 | [320064/732000 (43.72%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 88 | [332864/732000 (45.47%)] Loss 0.0013, Accuaracy 97.30%Train Epoch 88 | [345664/732000 (47.22%)] Loss 0.0013, Accuaracy 97.29%Train Epoch 88 | [358464/732000 (48.97%)] Loss 0.0014, Accuaracy 97.28%Train Epoch 88 | [371264/732000 (50.72%)] Loss 0.0014, Accuaracy 97.27%Train Epoch 88 | [384064/732000 (52.47%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 88 | [396864/732000 (54.22%)] Loss 0.0014, Accuaracy 97.23%Train Epoch 88 | [409664/732000 (55.97%)] Loss 0.0014, Accuaracy 97.22%Train Epoch 88 | [422464/732000 (57.71%)] Loss 0.0014, Accuaracy 97.21%Train Epoch 88 | [435264/732000 (59.46%)] Loss 0.0014, Accuaracy 97.21%Train Epoch 88 | [448064/732000 (61.21%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 88 | [460864/732000 (62.96%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 88 | [473664/732000 (64.71%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 88 | [486464/732000 (66.46%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 88 | [499264/732000 (68.21%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 88 | [512064/732000 (69.95%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 88 | [524864/732000 (71.70%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 88 | [537664/732000 (73.45%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 88 | [550464/732000 (75.20%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 88 | [563264/732000 (76.95%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 88 | [576064/732000 (78.70%)] Loss 0.0014, Accuaracy 97.15%Train Epoch 88 | [588864/732000 (80.45%)] Loss 0.0014, Accuaracy 97.14%Train Epoch 88 | [601664/732000 (82.19%)] Loss 0.0014, Accuaracy 97.14%Train Epoch 88 | [614464/732000 (83.94%)] Loss 0.0014, Accuaracy 97.14%Train Epoch 88 | [627264/732000 (85.69%)] Loss 0.0014, Accuaracy 97.13%Train Epoch 88 | [640064/732000 (87.44%)] Loss 0.0014, Accuaracy 97.12%Train Epoch 88 | [652864/732000 (89.19%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 88 | [665664/732000 (90.94%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 88 | [678464/732000 (92.69%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 88 | [691264/732000 (94.43%)] Loss 0.0014, Accuaracy 97.10%Train Epoch 88 | [704064/732000 (96.18%)] Loss 0.0014, Accuaracy 97.10%Train Epoch 88 | [716864/732000 (97.93%)] Loss 0.0014, Accuaracy 97.09%Train Epoch 88 | [729664/732000 (99.68%)] Loss 0.0015, Accuaracy 97.09%Train Epoch 88 | Avarage Loss 0.0015, Average Accuracy 97.08%
Valid Epoch 88 | [32/50000 (0.06%)] Loss 0.0607, Accuaracy 71.88%Valid Epoch 88 | [1632/50000 (3.26%)] Loss 0.0867, Accuaracy 67.95%Valid Epoch 88 | [3232/50000 (6.46%)] Loss 0.0892, Accuaracy 66.92%Valid Epoch 88 | [4832/50000 (9.66%)] Loss 0.0910, Accuaracy 66.51%Valid Epoch 88 | [6432/50000 (12.86%)] Loss 0.0913, Accuaracy 66.95%Valid Epoch 88 | [8032/50000 (16.06%)] Loss 0.0908, Accuaracy 66.87%Valid Epoch 88 | [9632/50000 (19.26%)] Loss 0.0900, Accuaracy 66.64%Valid Epoch 88 | [11232/50000 (22.46%)] Loss 0.0904, Accuaracy 66.64%Valid Epoch 88 | [12832/50000 (25.66%)] Loss 0.0900, Accuaracy 66.75%Valid Epoch 88 | [14432/50000 (28.86%)] Loss 0.0903, Accuaracy 66.80%Valid Epoch 88 | [16032/50000 (32.06%)] Loss 0.0909, Accuaracy 66.59%Valid Epoch 88 | [17632/50000 (35.26%)] Loss 0.0911, Accuaracy 66.62%Valid Epoch 88 | [19232/50000 (38.46%)] Loss 0.0907, Accuaracy 66.74%Valid Epoch 88 | [20832/50000 (41.66%)] Loss 0.0909, Accuaracy 66.66%Valid Epoch 88 | [22432/50000 (44.86%)] Loss 0.0909, Accuaracy 66.70%Valid Epoch 88 | [24032/50000 (48.06%)] Loss 0.0903, Accuaracy 66.84%Valid Epoch 88 | [25632/50000 (51.26%)] Loss 0.0901, Accuaracy 66.86%Valid Epoch 88 | [27232/50000 (54.46%)] Loss 0.0903, Accuaracy 66.78%Valid Epoch 88 | [28832/50000 (57.66%)] Loss 0.0902, Accuaracy 66.93%Valid Epoch 88 | [30432/50000 (60.86%)] Loss 0.0905, Accuaracy 66.81%Valid Epoch 88 | [32032/50000 (64.06%)] Loss 0.0912, Accuaracy 66.80%Valid Epoch 88 | [33632/50000 (67.26%)] Loss 0.0909, Accuaracy 66.84%Valid Epoch 88 | [35232/50000 (70.46%)] Loss 0.0910, Accuaracy 66.83%Valid Epoch 88 | [36832/50000 (73.66%)] Loss 0.0908, Accuaracy 66.89%Valid Epoch 88 | [38432/50000 (76.86%)] Loss 0.0911, Accuaracy 66.87%Valid Epoch 88 | [40032/50000 (80.06%)] Loss 0.0911, Accuaracy 66.88%Valid Epoch 88 | [41632/50000 (83.26%)] Loss 0.0912, Accuaracy 66.86%Valid Epoch 88 | [43232/50000 (86.46%)] Loss 0.0913, Accuaracy 66.85%Valid Epoch 88 | [44832/50000 (89.66%)] Loss 0.0914, Accuaracy 66.91%Valid Epoch 88 | [46432/50000 (92.86%)] Loss 0.0916, Accuaracy 66.82%Valid Epoch 88 | [48032/50000 (96.06%)] Loss 0.0918, Accuaracy 66.81%Valid Epoch 88 | [49632/50000 (99.26%)] Loss 0.0920, Accuaracy 66.80%Valid Epoch 88 | Avarage Loss 0.0920, Average Accuracy 66.82%
Train Epoch 89 | [64/732000 (0.01%)] Loss 0.0027, Accuaracy 95.31%Train Epoch 89 | [12864/732000 (1.76%)] Loss 0.0012, Accuaracy 97.51%Train Epoch 89 | [25664/732000 (3.51%)] Loss 0.0012, Accuaracy 97.59%Train Epoch 89 | [38464/732000 (5.25%)] Loss 0.0012, Accuaracy 97.55%Train Epoch 89 | [51264/732000 (7.00%)] Loss 0.0012, Accuaracy 97.49%Train Epoch 89 | [64064/732000 (8.75%)] Loss 0.0012, Accuaracy 97.50%Train Epoch 89 | [76864/732000 (10.50%)] Loss 0.0012, Accuaracy 97.51%Train Epoch 89 | [89664/732000 (12.25%)] Loss 0.0012, Accuaracy 97.52%Train Epoch 89 | [102464/732000 (14.00%)] Loss 0.0012, Accuaracy 97.52%Train Epoch 89 | [115264/732000 (15.75%)] Loss 0.0012, Accuaracy 97.54%Train Epoch 89 | [128064/732000 (17.50%)] Loss 0.0012, Accuaracy 97.50%Train Epoch 89 | [140864/732000 (19.24%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 89 | [153664/732000 (20.99%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 89 | [166464/732000 (22.74%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 89 | [179264/732000 (24.49%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 89 | [192064/732000 (26.24%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 89 | [204864/732000 (27.99%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 89 | [217664/732000 (29.74%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 89 | [230464/732000 (31.48%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 89 | [243264/732000 (33.23%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 89 | [256064/732000 (34.98%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 89 | [268864/732000 (36.73%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 89 | [281664/732000 (38.48%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 89 | [294464/732000 (40.23%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 89 | [307264/732000 (41.98%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 89 | [320064/732000 (43.72%)] Loss 0.0013, Accuaracy 97.30%Train Epoch 89 | [332864/732000 (45.47%)] Loss 0.0013, Accuaracy 97.29%Train Epoch 89 | [345664/732000 (47.22%)] Loss 0.0013, Accuaracy 97.28%Train Epoch 89 | [358464/732000 (48.97%)] Loss 0.0013, Accuaracy 97.28%Train Epoch 89 | [371264/732000 (50.72%)] Loss 0.0014, Accuaracy 97.28%Train Epoch 89 | [384064/732000 (52.47%)] Loss 0.0014, Accuaracy 97.27%Train Epoch 89 | [396864/732000 (54.22%)] Loss 0.0014, Accuaracy 97.27%Train Epoch 89 | [409664/732000 (55.97%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 89 | [422464/732000 (57.71%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 89 | [435264/732000 (59.46%)] Loss 0.0014, Accuaracy 97.24%Train Epoch 89 | [448064/732000 (61.21%)] Loss 0.0014, Accuaracy 97.24%Train Epoch 89 | [460864/732000 (62.96%)] Loss 0.0014, Accuaracy 97.23%Train Epoch 89 | [473664/732000 (64.71%)] Loss 0.0014, Accuaracy 97.23%Train Epoch 89 | [486464/732000 (66.46%)] Loss 0.0014, Accuaracy 97.22%Train Epoch 89 | [499264/732000 (68.21%)] Loss 0.0014, Accuaracy 97.21%Train Epoch 89 | [512064/732000 (69.95%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 89 | [524864/732000 (71.70%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 89 | [537664/732000 (73.45%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 89 | [550464/732000 (75.20%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 89 | [563264/732000 (76.95%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 89 | [576064/732000 (78.70%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 89 | [588864/732000 (80.45%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 89 | [601664/732000 (82.19%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 89 | [614464/732000 (83.94%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 89 | [627264/732000 (85.69%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 89 | [640064/732000 (87.44%)] Loss 0.0014, Accuaracy 97.15%Train Epoch 89 | [652864/732000 (89.19%)] Loss 0.0014, Accuaracy 97.14%Train Epoch 89 | [665664/732000 (90.94%)] Loss 0.0014, Accuaracy 97.13%Train Epoch 89 | [678464/732000 (92.69%)] Loss 0.0014, Accuaracy 97.13%Train Epoch 89 | [691264/732000 (94.43%)] Loss 0.0014, Accuaracy 97.13%Train Epoch 89 | [704064/732000 (96.18%)] Loss 0.0014, Accuaracy 97.12%Train Epoch 89 | [716864/732000 (97.93%)] Loss 0.0014, Accuaracy 97.11%Train Epoch 89 | [729664/732000 (99.68%)] Loss 0.0014, Accuaracy 97.10%Train Epoch 89 | Avarage Loss 0.0014, Average Accuracy 97.10%
Valid Epoch 89 | [32/50000 (0.06%)] Loss 0.1046, Accuaracy 62.50%Valid Epoch 89 | [1632/50000 (3.26%)] Loss 0.0906, Accuaracy 67.10%Valid Epoch 89 | [3232/50000 (6.46%)] Loss 0.0931, Accuaracy 66.34%Valid Epoch 89 | [4832/50000 (9.66%)] Loss 0.0913, Accuaracy 66.37%Valid Epoch 89 | [6432/50000 (12.86%)] Loss 0.0888, Accuaracy 66.90%Valid Epoch 89 | [8032/50000 (16.06%)] Loss 0.0893, Accuaracy 66.62%Valid Epoch 89 | [9632/50000 (19.26%)] Loss 0.0892, Accuaracy 66.41%Valid Epoch 89 | [11232/50000 (22.46%)] Loss 0.0897, Accuaracy 66.32%Valid Epoch 89 | [12832/50000 (25.66%)] Loss 0.0900, Accuaracy 66.44%Valid Epoch 89 | [14432/50000 (28.86%)] Loss 0.0908, Accuaracy 66.35%Valid Epoch 89 | [16032/50000 (32.06%)] Loss 0.0909, Accuaracy 66.27%Valid Epoch 89 | [17632/50000 (35.26%)] Loss 0.0911, Accuaracy 66.20%Valid Epoch 89 | [19232/50000 (38.46%)] Loss 0.0915, Accuaracy 66.14%Valid Epoch 89 | [20832/50000 (41.66%)] Loss 0.0906, Accuaracy 66.35%Valid Epoch 89 | [22432/50000 (44.86%)] Loss 0.0911, Accuaracy 66.33%Valid Epoch 89 | [24032/50000 (48.06%)] Loss 0.0918, Accuaracy 66.21%Valid Epoch 89 | [25632/50000 (51.26%)] Loss 0.0916, Accuaracy 66.27%Valid Epoch 89 | [27232/50000 (54.46%)] Loss 0.0912, Accuaracy 66.34%Valid Epoch 89 | [28832/50000 (57.66%)] Loss 0.0912, Accuaracy 66.40%Valid Epoch 89 | [30432/50000 (60.86%)] Loss 0.0915, Accuaracy 66.35%Valid Epoch 89 | [32032/50000 (64.06%)] Loss 0.0918, Accuaracy 66.39%Valid Epoch 89 | [33632/50000 (67.26%)] Loss 0.0914, Accuaracy 66.45%Valid Epoch 89 | [35232/50000 (70.46%)] Loss 0.0916, Accuaracy 66.42%Valid Epoch 89 | [36832/50000 (73.66%)] Loss 0.0915, Accuaracy 66.44%Valid Epoch 89 | [38432/50000 (76.86%)] Loss 0.0916, Accuaracy 66.46%Valid Epoch 89 | [40032/50000 (80.06%)] Loss 0.0915, Accuaracy 66.50%Valid Epoch 89 | [41632/50000 (83.26%)] Loss 0.0914, Accuaracy 66.54%Valid Epoch 89 | [43232/50000 (86.46%)] Loss 0.0913, Accuaracy 66.57%Valid Epoch 89 | [44832/50000 (89.66%)] Loss 0.0912, Accuaracy 66.61%Valid Epoch 89 | [46432/50000 (92.86%)] Loss 0.0910, Accuaracy 66.66%Valid Epoch 89 | [48032/50000 (96.06%)] Loss 0.0910, Accuaracy 66.61%Valid Epoch 89 | [49632/50000 (99.26%)] Loss 0.0910, Accuaracy 66.62%Valid Epoch 89 | Avarage Loss 0.0911, Average Accuracy 66.63%
Train Epoch 90 | [64/732000 (0.01%)] Loss 0.0013, Accuaracy 95.31%Train Epoch 90 | [12864/732000 (1.76%)] Loss 0.0011, Accuaracy 97.78%Train Epoch 90 | [25664/732000 (3.51%)] Loss 0.0011, Accuaracy 97.76%Train Epoch 90 | [38464/732000 (5.25%)] Loss 0.0011, Accuaracy 97.77%Train Epoch 90 | [51264/732000 (7.00%)] Loss 0.0011, Accuaracy 97.70%Train Epoch 90 | [64064/732000 (8.75%)] Loss 0.0012, Accuaracy 97.65%Train Epoch 90 | [76864/732000 (10.50%)] Loss 0.0012, Accuaracy 97.60%Train Epoch 90 | [89664/732000 (12.25%)] Loss 0.0012, Accuaracy 97.57%Train Epoch 90 | [102464/732000 (14.00%)] Loss 0.0012, Accuaracy 97.56%Train Epoch 90 | [115264/732000 (15.75%)] Loss 0.0012, Accuaracy 97.54%Train Epoch 90 | [128064/732000 (17.50%)] Loss 0.0012, Accuaracy 97.52%Train Epoch 90 | [140864/732000 (19.24%)] Loss 0.0012, Accuaracy 97.49%Train Epoch 90 | [153664/732000 (20.99%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 90 | [166464/732000 (22.74%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 90 | [179264/732000 (24.49%)] Loss 0.0013, Accuaracy 97.47%Train Epoch 90 | [192064/732000 (26.24%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 90 | [204864/732000 (27.99%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 90 | [217664/732000 (29.74%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 90 | [230464/732000 (31.48%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 90 | [243264/732000 (33.23%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 90 | [256064/732000 (34.98%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 90 | [268864/732000 (36.73%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 90 | [281664/732000 (38.48%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 90 | [294464/732000 (40.23%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 90 | [307264/732000 (41.98%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 90 | [320064/732000 (43.72%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 90 | [332864/732000 (45.47%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 90 | [345664/732000 (47.22%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 90 | [358464/732000 (48.97%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 90 | [371264/732000 (50.72%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 90 | [384064/732000 (52.47%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 90 | [396864/732000 (54.22%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 90 | [409664/732000 (55.97%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 90 | [422464/732000 (57.71%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 90 | [435264/732000 (59.46%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 90 | [448064/732000 (61.21%)] Loss 0.0014, Accuaracy 97.29%Train Epoch 90 | [460864/732000 (62.96%)] Loss 0.0014, Accuaracy 97.28%Train Epoch 90 | [473664/732000 (64.71%)] Loss 0.0014, Accuaracy 97.28%Train Epoch 90 | [486464/732000 (66.46%)] Loss 0.0014, Accuaracy 97.27%Train Epoch 90 | [499264/732000 (68.21%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 90 | [512064/732000 (69.95%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 90 | [524864/732000 (71.70%)] Loss 0.0014, Accuaracy 97.24%Train Epoch 90 | [537664/732000 (73.45%)] Loss 0.0014, Accuaracy 97.24%Train Epoch 90 | [550464/732000 (75.20%)] Loss 0.0014, Accuaracy 97.24%Train Epoch 90 | [563264/732000 (76.95%)] Loss 0.0014, Accuaracy 97.23%Train Epoch 90 | [576064/732000 (78.70%)] Loss 0.0014, Accuaracy 97.22%Train Epoch 90 | [588864/732000 (80.45%)] Loss 0.0014, Accuaracy 97.22%Train Epoch 90 | [601664/732000 (82.19%)] Loss 0.0014, Accuaracy 97.21%Train Epoch 90 | [614464/732000 (83.94%)] Loss 0.0014, Accuaracy 97.21%Train Epoch 90 | [627264/732000 (85.69%)] Loss 0.0014, Accuaracy 97.21%Train Epoch 90 | [640064/732000 (87.44%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 90 | [652864/732000 (89.19%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 90 | [665664/732000 (90.94%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 90 | [678464/732000 (92.69%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 90 | [691264/732000 (94.43%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 90 | [704064/732000 (96.18%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 90 | [716864/732000 (97.93%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 90 | [729664/732000 (99.68%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 90 | Avarage Loss 0.0014, Average Accuracy 97.16%
Valid Epoch 90 | [32/50000 (0.06%)] Loss 0.1021, Accuaracy 68.75%Valid Epoch 90 | [1632/50000 (3.26%)] Loss 0.0911, Accuaracy 66.18%Valid Epoch 90 | [3232/50000 (6.46%)] Loss 0.0920, Accuaracy 65.93%Valid Epoch 90 | [4832/50000 (9.66%)] Loss 0.0927, Accuaracy 65.96%Valid Epoch 90 | [6432/50000 (12.86%)] Loss 0.0935, Accuaracy 66.14%Valid Epoch 90 | [8032/50000 (16.06%)] Loss 0.0933, Accuaracy 66.68%Valid Epoch 90 | [9632/50000 (19.26%)] Loss 0.0930, Accuaracy 66.55%Valid Epoch 90 | [11232/50000 (22.46%)] Loss 0.0928, Accuaracy 66.88%Valid Epoch 90 | [12832/50000 (25.66%)] Loss 0.0938, Accuaracy 66.81%Valid Epoch 90 | [14432/50000 (28.86%)] Loss 0.0929, Accuaracy 66.85%Valid Epoch 90 | [16032/50000 (32.06%)] Loss 0.0928, Accuaracy 66.85%Valid Epoch 90 | [17632/50000 (35.26%)] Loss 0.0926, Accuaracy 66.89%Valid Epoch 90 | [19232/50000 (38.46%)] Loss 0.0927, Accuaracy 66.88%Valid Epoch 90 | [20832/50000 (41.66%)] Loss 0.0920, Accuaracy 66.86%Valid Epoch 90 | [22432/50000 (44.86%)] Loss 0.0918, Accuaracy 66.90%Valid Epoch 90 | [24032/50000 (48.06%)] Loss 0.0918, Accuaracy 66.87%Valid Epoch 90 | [25632/50000 (51.26%)] Loss 0.0919, Accuaracy 66.82%Valid Epoch 90 | [27232/50000 (54.46%)] Loss 0.0918, Accuaracy 66.85%Valid Epoch 90 | [28832/50000 (57.66%)] Loss 0.0916, Accuaracy 66.94%Valid Epoch 90 | [30432/50000 (60.86%)] Loss 0.0914, Accuaracy 66.87%Valid Epoch 90 | [32032/50000 (64.06%)] Loss 0.0916, Accuaracy 66.88%Valid Epoch 90 | [33632/50000 (67.26%)] Loss 0.0913, Accuaracy 66.89%Valid Epoch 90 | [35232/50000 (70.46%)] Loss 0.0911, Accuaracy 66.98%Valid Epoch 90 | [36832/50000 (73.66%)] Loss 0.0914, Accuaracy 66.90%Valid Epoch 90 | [38432/50000 (76.86%)] Loss 0.0915, Accuaracy 66.87%Valid Epoch 90 | [40032/50000 (80.06%)] Loss 0.0914, Accuaracy 66.87%Valid Epoch 90 | [41632/50000 (83.26%)] Loss 0.0914, Accuaracy 66.94%Valid Epoch 90 | [43232/50000 (86.46%)] Loss 0.0912, Accuaracy 66.96%Valid Epoch 90 | [44832/50000 (89.66%)] Loss 0.0914, Accuaracy 66.97%Valid Epoch 90 | [46432/50000 (92.86%)] Loss 0.0914, Accuaracy 66.95%Valid Epoch 90 | [48032/50000 (96.06%)] Loss 0.0916, Accuaracy 66.87%Valid Epoch 90 | [49632/50000 (99.26%)] Loss 0.0915, Accuaracy 66.86%Valid Epoch 90 | Avarage Loss 0.0914, Average Accuracy 66.88%
Train Epoch 91 | [64/732000 (0.01%)] Loss 0.0001, Accuaracy 100.00%Train Epoch 91 | [12864/732000 (1.76%)] Loss 0.0011, Accuaracy 97.78%Train Epoch 91 | [25664/732000 (3.51%)] Loss 0.0011, Accuaracy 97.82%Train Epoch 91 | [38464/732000 (5.25%)] Loss 0.0011, Accuaracy 97.75%Train Epoch 91 | [51264/732000 (7.00%)] Loss 0.0011, Accuaracy 97.70%Train Epoch 91 | [64064/732000 (8.75%)] Loss 0.0012, Accuaracy 97.66%Train Epoch 91 | [76864/732000 (10.50%)] Loss 0.0012, Accuaracy 97.66%Train Epoch 91 | [89664/732000 (12.25%)] Loss 0.0012, Accuaracy 97.62%Train Epoch 91 | [102464/732000 (14.00%)] Loss 0.0012, Accuaracy 97.57%Train Epoch 91 | [115264/732000 (15.75%)] Loss 0.0012, Accuaracy 97.53%Train Epoch 91 | [128064/732000 (17.50%)] Loss 0.0012, Accuaracy 97.53%Train Epoch 91 | [140864/732000 (19.24%)] Loss 0.0012, Accuaracy 97.51%Train Epoch 91 | [153664/732000 (20.99%)] Loss 0.0013, Accuaracy 97.48%Train Epoch 91 | [166464/732000 (22.74%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 91 | [179264/732000 (24.49%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 91 | [192064/732000 (26.24%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 91 | [204864/732000 (27.99%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 91 | [217664/732000 (29.74%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 91 | [230464/732000 (31.48%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 91 | [243264/732000 (33.23%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 91 | [256064/732000 (34.98%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 91 | [268864/732000 (36.73%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 91 | [281664/732000 (38.48%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 91 | [294464/732000 (40.23%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 91 | [307264/732000 (41.98%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 91 | [320064/732000 (43.72%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 91 | [332864/732000 (45.47%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 91 | [345664/732000 (47.22%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 91 | [358464/732000 (48.97%)] Loss 0.0013, Accuaracy 97.30%Train Epoch 91 | [371264/732000 (50.72%)] Loss 0.0013, Accuaracy 97.29%Train Epoch 91 | [384064/732000 (52.47%)] Loss 0.0013, Accuaracy 97.28%Train Epoch 91 | [396864/732000 (54.22%)] Loss 0.0013, Accuaracy 97.27%Train Epoch 91 | [409664/732000 (55.97%)] Loss 0.0013, Accuaracy 97.26%Train Epoch 91 | [422464/732000 (57.71%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 91 | [435264/732000 (59.46%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 91 | [448064/732000 (61.21%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 91 | [460864/732000 (62.96%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 91 | [473664/732000 (64.71%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 91 | [486464/732000 (66.46%)] Loss 0.0014, Accuaracy 97.23%Train Epoch 91 | [499264/732000 (68.21%)] Loss 0.0014, Accuaracy 97.23%Train Epoch 91 | [512064/732000 (69.95%)] Loss 0.0014, Accuaracy 97.22%Train Epoch 91 | [524864/732000 (71.70%)] Loss 0.0014, Accuaracy 97.21%Train Epoch 91 | [537664/732000 (73.45%)] Loss 0.0014, Accuaracy 97.21%Train Epoch 91 | [550464/732000 (75.20%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 91 | [563264/732000 (76.95%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 91 | [576064/732000 (78.70%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 91 | [588864/732000 (80.45%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 91 | [601664/732000 (82.19%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 91 | [614464/732000 (83.94%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 91 | [627264/732000 (85.69%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 91 | [640064/732000 (87.44%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 91 | [652864/732000 (89.19%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 91 | [665664/732000 (90.94%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 91 | [678464/732000 (92.69%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 91 | [691264/732000 (94.43%)] Loss 0.0014, Accuaracy 97.17%Train Epoch 91 | [704064/732000 (96.18%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 91 | [716864/732000 (97.93%)] Loss 0.0014, Accuaracy 97.16%Train Epoch 91 | [729664/732000 (99.68%)] Loss 0.0014, Accuaracy 97.15%Train Epoch 91 | Avarage Loss 0.0014, Average Accuracy 97.15%
Valid Epoch 91 | [32/50000 (0.06%)] Loss 0.1052, Accuaracy 62.50%Valid Epoch 91 | [1632/50000 (3.26%)] Loss 0.0851, Accuaracy 67.71%Valid Epoch 91 | [3232/50000 (6.46%)] Loss 0.0905, Accuaracy 67.36%Valid Epoch 91 | [4832/50000 (9.66%)] Loss 0.0916, Accuaracy 66.78%Valid Epoch 91 | [6432/50000 (12.86%)] Loss 0.0914, Accuaracy 66.62%Valid Epoch 91 | [8032/50000 (16.06%)] Loss 0.0934, Accuaracy 66.38%Valid Epoch 91 | [9632/50000 (19.26%)] Loss 0.0916, Accuaracy 66.62%Valid Epoch 91 | [11232/50000 (22.46%)] Loss 0.0920, Accuaracy 66.60%Valid Epoch 91 | [12832/50000 (25.66%)] Loss 0.0921, Accuaracy 66.47%Valid Epoch 91 | [14432/50000 (28.86%)] Loss 0.0918, Accuaracy 66.35%Valid Epoch 91 | [16032/50000 (32.06%)] Loss 0.0918, Accuaracy 66.48%Valid Epoch 91 | [17632/50000 (35.26%)] Loss 0.0915, Accuaracy 66.48%Valid Epoch 91 | [19232/50000 (38.46%)] Loss 0.0914, Accuaracy 66.59%Valid Epoch 91 | [20832/50000 (41.66%)] Loss 0.0910, Accuaracy 66.67%Valid Epoch 91 | [22432/50000 (44.86%)] Loss 0.0905, Accuaracy 66.80%Valid Epoch 91 | [24032/50000 (48.06%)] Loss 0.0906, Accuaracy 66.83%Valid Epoch 91 | [25632/50000 (51.26%)] Loss 0.0909, Accuaracy 66.76%Valid Epoch 91 | [27232/50000 (54.46%)] Loss 0.0908, Accuaracy 66.72%Valid Epoch 91 | [28832/50000 (57.66%)] Loss 0.0908, Accuaracy 66.71%Valid Epoch 91 | [30432/50000 (60.86%)] Loss 0.0908, Accuaracy 66.74%Valid Epoch 91 | [32032/50000 (64.06%)] Loss 0.0911, Accuaracy 66.64%Valid Epoch 91 | [33632/50000 (67.26%)] Loss 0.0912, Accuaracy 66.62%Valid Epoch 91 | [35232/50000 (70.46%)] Loss 0.0914, Accuaracy 66.60%Valid Epoch 91 | [36832/50000 (73.66%)] Loss 0.0917, Accuaracy 66.48%Valid Epoch 91 | [38432/50000 (76.86%)] Loss 0.0919, Accuaracy 66.47%Valid Epoch 91 | [40032/50000 (80.06%)] Loss 0.0917, Accuaracy 66.50%Valid Epoch 91 | [41632/50000 (83.26%)] Loss 0.0919, Accuaracy 66.48%Valid Epoch 91 | [43232/50000 (86.46%)] Loss 0.0918, Accuaracy 66.46%Valid Epoch 91 | [44832/50000 (89.66%)] Loss 0.0918, Accuaracy 66.49%Valid Epoch 91 | [46432/50000 (92.86%)] Loss 0.0918, Accuaracy 66.50%Valid Epoch 91 | [48032/50000 (96.06%)] Loss 0.0917, Accuaracy 66.53%Valid Epoch 91 | [49632/50000 (99.26%)] Loss 0.0919, Accuaracy 66.46%Valid Epoch 91 | Avarage Loss 0.0918, Average Accuracy 66.46%
Train Epoch 92 | [64/732000 (0.01%)] Loss 0.0010, Accuaracy 96.88%Train Epoch 92 | [12864/732000 (1.76%)] Loss 0.0012, Accuaracy 97.61%Train Epoch 92 | [25664/732000 (3.51%)] Loss 0.0012, Accuaracy 97.59%Train Epoch 92 | [38464/732000 (5.25%)] Loss 0.0012, Accuaracy 97.56%Train Epoch 92 | [51264/732000 (7.00%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 92 | [64064/732000 (8.75%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 92 | [76864/732000 (10.50%)] Loss 0.0013, Accuaracy 97.48%Train Epoch 92 | [89664/732000 (12.25%)] Loss 0.0013, Accuaracy 97.50%Train Epoch 92 | [102464/732000 (14.00%)] Loss 0.0013, Accuaracy 97.51%Train Epoch 92 | [115264/732000 (15.75%)] Loss 0.0012, Accuaracy 97.54%Train Epoch 92 | [128064/732000 (17.50%)] Loss 0.0012, Accuaracy 97.50%Train Epoch 92 | [140864/732000 (19.24%)] Loss 0.0012, Accuaracy 97.51%Train Epoch 92 | [153664/732000 (20.99%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 92 | [166464/732000 (22.74%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 92 | [179264/732000 (24.49%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 92 | [192064/732000 (26.24%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 92 | [204864/732000 (27.99%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 92 | [217664/732000 (29.74%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 92 | [230464/732000 (31.48%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 92 | [243264/732000 (33.23%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 92 | [256064/732000 (34.98%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 92 | [268864/732000 (36.73%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 92 | [281664/732000 (38.48%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 92 | [294464/732000 (40.23%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 92 | [307264/732000 (41.98%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 92 | [320064/732000 (43.72%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 92 | [332864/732000 (45.47%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 92 | [345664/732000 (47.22%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 92 | [358464/732000 (48.97%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 92 | [371264/732000 (50.72%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 92 | [384064/732000 (52.47%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 92 | [396864/732000 (54.22%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 92 | [409664/732000 (55.97%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 92 | [422464/732000 (57.71%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 92 | [435264/732000 (59.46%)] Loss 0.0013, Accuaracy 97.30%Train Epoch 92 | [448064/732000 (61.21%)] Loss 0.0013, Accuaracy 97.29%Train Epoch 92 | [460864/732000 (62.96%)] Loss 0.0014, Accuaracy 97.29%Train Epoch 92 | [473664/732000 (64.71%)] Loss 0.0014, Accuaracy 97.28%Train Epoch 92 | [486464/732000 (66.46%)] Loss 0.0014, Accuaracy 97.27%Train Epoch 92 | [499264/732000 (68.21%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 92 | [512064/732000 (69.95%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 92 | [524864/732000 (71.70%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 92 | [537664/732000 (73.45%)] Loss 0.0014, Accuaracy 97.24%Train Epoch 92 | [550464/732000 (75.20%)] Loss 0.0014, Accuaracy 97.24%Train Epoch 92 | [563264/732000 (76.95%)] Loss 0.0014, Accuaracy 97.23%Train Epoch 92 | [576064/732000 (78.70%)] Loss 0.0014, Accuaracy 97.23%Train Epoch 92 | [588864/732000 (80.45%)] Loss 0.0014, Accuaracy 97.22%Train Epoch 92 | [601664/732000 (82.19%)] Loss 0.0014, Accuaracy 97.22%Train Epoch 92 | [614464/732000 (83.94%)] Loss 0.0014, Accuaracy 97.21%Train Epoch 92 | [627264/732000 (85.69%)] Loss 0.0014, Accuaracy 97.21%Train Epoch 92 | [640064/732000 (87.44%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 92 | [652864/732000 (89.19%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 92 | [665664/732000 (90.94%)] Loss 0.0014, Accuaracy 97.20%Train Epoch 92 | [678464/732000 (92.69%)] Loss 0.0014, Accuaracy 97.19%Train Epoch 92 | [691264/732000 (94.43%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 92 | [704064/732000 (96.18%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 92 | [716864/732000 (97.93%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 92 | [729664/732000 (99.68%)] Loss 0.0014, Accuaracy 97.18%Train Epoch 92 | Avarage Loss 0.0014, Average Accuracy 97.18%
Valid Epoch 92 | [32/50000 (0.06%)] Loss 0.1563, Accuaracy 50.00%Valid Epoch 92 | [1632/50000 (3.26%)] Loss 0.0943, Accuaracy 68.08%Valid Epoch 92 | [3232/50000 (6.46%)] Loss 0.0943, Accuaracy 67.48%Valid Epoch 92 | [4832/50000 (9.66%)] Loss 0.0926, Accuaracy 67.38%Valid Epoch 92 | [6432/50000 (12.86%)] Loss 0.0932, Accuaracy 67.38%Valid Epoch 92 | [8032/50000 (16.06%)] Loss 0.0928, Accuaracy 67.37%Valid Epoch 92 | [9632/50000 (19.26%)] Loss 0.0936, Accuaracy 67.19%Valid Epoch 92 | [11232/50000 (22.46%)] Loss 0.0933, Accuaracy 67.26%Valid Epoch 92 | [12832/50000 (25.66%)] Loss 0.0939, Accuaracy 67.15%Valid Epoch 92 | [14432/50000 (28.86%)] Loss 0.0933, Accuaracy 67.00%Valid Epoch 92 | [16032/50000 (32.06%)] Loss 0.0931, Accuaracy 66.97%Valid Epoch 92 | [17632/50000 (35.26%)] Loss 0.0924, Accuaracy 67.09%Valid Epoch 92 | [19232/50000 (38.46%)] Loss 0.0923, Accuaracy 67.20%Valid Epoch 92 | [20832/50000 (41.66%)] Loss 0.0927, Accuaracy 67.15%Valid Epoch 92 | [22432/50000 (44.86%)] Loss 0.0921, Accuaracy 67.17%Valid Epoch 92 | [24032/50000 (48.06%)] Loss 0.0919, Accuaracy 67.25%Valid Epoch 92 | [25632/50000 (51.26%)] Loss 0.0922, Accuaracy 67.21%Valid Epoch 92 | [27232/50000 (54.46%)] Loss 0.0922, Accuaracy 67.27%Valid Epoch 92 | [28832/50000 (57.66%)] Loss 0.0922, Accuaracy 67.24%Valid Epoch 92 | [30432/50000 (60.86%)] Loss 0.0919, Accuaracy 67.33%Valid Epoch 92 | [32032/50000 (64.06%)] Loss 0.0917, Accuaracy 67.39%Valid Epoch 92 | [33632/50000 (67.26%)] Loss 0.0918, Accuaracy 67.38%Valid Epoch 92 | [35232/50000 (70.46%)] Loss 0.0921, Accuaracy 67.27%Valid Epoch 92 | [36832/50000 (73.66%)] Loss 0.0922, Accuaracy 67.25%Valid Epoch 92 | [38432/50000 (76.86%)] Loss 0.0921, Accuaracy 67.23%Valid Epoch 92 | [40032/50000 (80.06%)] Loss 0.0927, Accuaracy 67.09%Valid Epoch 92 | [41632/50000 (83.26%)] Loss 0.0926, Accuaracy 67.13%Valid Epoch 92 | [43232/50000 (86.46%)] Loss 0.0926, Accuaracy 67.11%Valid Epoch 92 | [44832/50000 (89.66%)] Loss 0.0926, Accuaracy 67.08%Valid Epoch 92 | [46432/50000 (92.86%)] Loss 0.0928, Accuaracy 67.02%Valid Epoch 92 | [48032/50000 (96.06%)] Loss 0.0932, Accuaracy 66.96%Valid Epoch 92 | [49632/50000 (99.26%)] Loss 0.0934, Accuaracy 66.90%Valid Epoch 92 | Avarage Loss 0.0935, Average Accuracy 66.90%
Train Epoch 93 | [64/732000 (0.01%)] Loss 0.0003, Accuaracy 100.00%Train Epoch 93 | [12864/732000 (1.76%)] Loss 0.0012, Accuaracy 97.34%Train Epoch 93 | [25664/732000 (3.51%)] Loss 0.0012, Accuaracy 97.45%Train Epoch 93 | [38464/732000 (5.25%)] Loss 0.0012, Accuaracy 97.51%Train Epoch 93 | [51264/732000 (7.00%)] Loss 0.0012, Accuaracy 97.54%Train Epoch 93 | [64064/732000 (8.75%)] Loss 0.0012, Accuaracy 97.55%Train Epoch 93 | [76864/732000 (10.50%)] Loss 0.0012, Accuaracy 97.55%Train Epoch 93 | [89664/732000 (12.25%)] Loss 0.0012, Accuaracy 97.51%Train Epoch 93 | [102464/732000 (14.00%)] Loss 0.0012, Accuaracy 97.49%Train Epoch 93 | [115264/732000 (15.75%)] Loss 0.0012, Accuaracy 97.50%Train Epoch 93 | [128064/732000 (17.50%)] Loss 0.0012, Accuaracy 97.48%Train Epoch 93 | [140864/732000 (19.24%)] Loss 0.0012, Accuaracy 97.49%Train Epoch 93 | [153664/732000 (20.99%)] Loss 0.0012, Accuaracy 97.47%Train Epoch 93 | [166464/732000 (22.74%)] Loss 0.0012, Accuaracy 97.45%Train Epoch 93 | [179264/732000 (24.49%)] Loss 0.0012, Accuaracy 97.45%Train Epoch 93 | [192064/732000 (26.24%)] Loss 0.0012, Accuaracy 97.45%Train Epoch 93 | [204864/732000 (27.99%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 93 | [217664/732000 (29.74%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 93 | [230464/732000 (31.48%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 93 | [243264/732000 (33.23%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 93 | [256064/732000 (34.98%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 93 | [268864/732000 (36.73%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 93 | [281664/732000 (38.48%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 93 | [294464/732000 (40.23%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 93 | [307264/732000 (41.98%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 93 | [320064/732000 (43.72%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 93 | [332864/732000 (45.47%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 93 | [345664/732000 (47.22%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 93 | [358464/732000 (48.97%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 93 | [371264/732000 (50.72%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 93 | [384064/732000 (52.47%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 93 | [396864/732000 (54.22%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 93 | [409664/732000 (55.97%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 93 | [422464/732000 (57.71%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 93 | [435264/732000 (59.46%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 93 | [448064/732000 (61.21%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 93 | [460864/732000 (62.96%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 93 | [473664/732000 (64.71%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 93 | [486464/732000 (66.46%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 93 | [499264/732000 (68.21%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 93 | [512064/732000 (69.95%)] Loss 0.0013, Accuaracy 97.30%Train Epoch 93 | [524864/732000 (71.70%)] Loss 0.0013, Accuaracy 97.29%Train Epoch 93 | [537664/732000 (73.45%)] Loss 0.0013, Accuaracy 97.28%Train Epoch 93 | [550464/732000 (75.20%)] Loss 0.0014, Accuaracy 97.28%Train Epoch 93 | [563264/732000 (76.95%)] Loss 0.0014, Accuaracy 97.28%Train Epoch 93 | [576064/732000 (78.70%)] Loss 0.0014, Accuaracy 97.28%Train Epoch 93 | [588864/732000 (80.45%)] Loss 0.0014, Accuaracy 97.28%Train Epoch 93 | [601664/732000 (82.19%)] Loss 0.0014, Accuaracy 97.27%Train Epoch 93 | [614464/732000 (83.94%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 93 | [627264/732000 (85.69%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 93 | [640064/732000 (87.44%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 93 | [652864/732000 (89.19%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 93 | [665664/732000 (90.94%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 93 | [678464/732000 (92.69%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 93 | [691264/732000 (94.43%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 93 | [704064/732000 (96.18%)] Loss 0.0014, Accuaracy 97.24%Train Epoch 93 | [716864/732000 (97.93%)] Loss 0.0014, Accuaracy 97.23%Train Epoch 93 | [729664/732000 (99.68%)] Loss 0.0014, Accuaracy 97.23%Train Epoch 93 | Avarage Loss 0.0014, Average Accuracy 97.23%
Valid Epoch 93 | [32/50000 (0.06%)] Loss 0.1881, Accuaracy 43.75%Valid Epoch 93 | [1632/50000 (3.26%)] Loss 0.1007, Accuaracy 65.13%Valid Epoch 93 | [3232/50000 (6.46%)] Loss 0.0948, Accuaracy 67.02%Valid Epoch 93 | [4832/50000 (9.66%)] Loss 0.0975, Accuaracy 65.91%Valid Epoch 93 | [6432/50000 (12.86%)] Loss 0.0975, Accuaracy 65.62%Valid Epoch 93 | [8032/50000 (16.06%)] Loss 0.0968, Accuaracy 65.76%Valid Epoch 93 | [9632/50000 (19.26%)] Loss 0.0970, Accuaracy 66.00%Valid Epoch 93 | [11232/50000 (22.46%)] Loss 0.0962, Accuaracy 66.00%Valid Epoch 93 | [12832/50000 (25.66%)] Loss 0.0961, Accuaracy 66.00%Valid Epoch 93 | [14432/50000 (28.86%)] Loss 0.0951, Accuaracy 65.95%Valid Epoch 93 | [16032/50000 (32.06%)] Loss 0.0953, Accuaracy 65.99%Valid Epoch 93 | [17632/50000 (35.26%)] Loss 0.0947, Accuaracy 66.16%Valid Epoch 93 | [19232/50000 (38.46%)] Loss 0.0945, Accuaracy 66.16%Valid Epoch 93 | [20832/50000 (41.66%)] Loss 0.0944, Accuaracy 66.23%Valid Epoch 93 | [22432/50000 (44.86%)] Loss 0.0945, Accuaracy 66.28%Valid Epoch 93 | [24032/50000 (48.06%)] Loss 0.0951, Accuaracy 66.15%Valid Epoch 93 | [25632/50000 (51.26%)] Loss 0.0947, Accuaracy 66.25%Valid Epoch 93 | [27232/50000 (54.46%)] Loss 0.0941, Accuaracy 66.34%Valid Epoch 93 | [28832/50000 (57.66%)] Loss 0.0935, Accuaracy 66.49%Valid Epoch 93 | [30432/50000 (60.86%)] Loss 0.0936, Accuaracy 66.47%Valid Epoch 93 | [32032/50000 (64.06%)] Loss 0.0932, Accuaracy 66.54%Valid Epoch 93 | [33632/50000 (67.26%)] Loss 0.0928, Accuaracy 66.63%Valid Epoch 93 | [35232/50000 (70.46%)] Loss 0.0928, Accuaracy 66.61%Valid Epoch 93 | [36832/50000 (73.66%)] Loss 0.0929, Accuaracy 66.61%Valid Epoch 93 | [38432/50000 (76.86%)] Loss 0.0929, Accuaracy 66.60%Valid Epoch 93 | [40032/50000 (80.06%)] Loss 0.0931, Accuaracy 66.62%Valid Epoch 93 | [41632/50000 (83.26%)] Loss 0.0931, Accuaracy 66.60%Valid Epoch 93 | [43232/50000 (86.46%)] Loss 0.0928, Accuaracy 66.68%Valid Epoch 93 | [44832/50000 (89.66%)] Loss 0.0928, Accuaracy 66.69%Valid Epoch 93 | [46432/50000 (92.86%)] Loss 0.0928, Accuaracy 66.73%Valid Epoch 93 | [48032/50000 (96.06%)] Loss 0.0928, Accuaracy 66.77%Valid Epoch 93 | [49632/50000 (99.26%)] Loss 0.0928, Accuaracy 66.80%Valid Epoch 93 | Avarage Loss 0.0929, Average Accuracy 66.80%
Train Epoch 94 | [64/732000 (0.01%)] Loss 0.0007, Accuaracy 98.44%Train Epoch 94 | [12864/732000 (1.76%)] Loss 0.0012, Accuaracy 97.64%Train Epoch 94 | [25664/732000 (3.51%)] Loss 0.0012, Accuaracy 97.64%Train Epoch 94 | [38464/732000 (5.25%)] Loss 0.0012, Accuaracy 97.60%Train Epoch 94 | [51264/732000 (7.00%)] Loss 0.0012, Accuaracy 97.63%Train Epoch 94 | [64064/732000 (8.75%)] Loss 0.0012, Accuaracy 97.66%Train Epoch 94 | [76864/732000 (10.50%)] Loss 0.0012, Accuaracy 97.67%Train Epoch 94 | [89664/732000 (12.25%)] Loss 0.0012, Accuaracy 97.65%Train Epoch 94 | [102464/732000 (14.00%)] Loss 0.0012, Accuaracy 97.65%Train Epoch 94 | [115264/732000 (15.75%)] Loss 0.0012, Accuaracy 97.62%Train Epoch 94 | [128064/732000 (17.50%)] Loss 0.0012, Accuaracy 97.60%Train Epoch 94 | [140864/732000 (19.24%)] Loss 0.0012, Accuaracy 97.55%Train Epoch 94 | [153664/732000 (20.99%)] Loss 0.0012, Accuaracy 97.56%Train Epoch 94 | [166464/732000 (22.74%)] Loss 0.0012, Accuaracy 97.54%Train Epoch 94 | [179264/732000 (24.49%)] Loss 0.0012, Accuaracy 97.53%Train Epoch 94 | [192064/732000 (26.24%)] Loss 0.0012, Accuaracy 97.51%Train Epoch 94 | [204864/732000 (27.99%)] Loss 0.0012, Accuaracy 97.51%Train Epoch 94 | [217664/732000 (29.74%)] Loss 0.0012, Accuaracy 97.50%Train Epoch 94 | [230464/732000 (31.48%)] Loss 0.0013, Accuaracy 97.47%Train Epoch 94 | [243264/732000 (33.23%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 94 | [256064/732000 (34.98%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 94 | [268864/732000 (36.73%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 94 | [281664/732000 (38.48%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 94 | [294464/732000 (40.23%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 94 | [307264/732000 (41.98%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 94 | [320064/732000 (43.72%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 94 | [332864/732000 (45.47%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 94 | [345664/732000 (47.22%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 94 | [358464/732000 (48.97%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 94 | [371264/732000 (50.72%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 94 | [384064/732000 (52.47%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 94 | [396864/732000 (54.22%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 94 | [409664/732000 (55.97%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 94 | [422464/732000 (57.71%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 94 | [435264/732000 (59.46%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 94 | [448064/732000 (61.21%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 94 | [460864/732000 (62.96%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 94 | [473664/732000 (64.71%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 94 | [486464/732000 (66.46%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 94 | [499264/732000 (68.21%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 94 | [512064/732000 (69.95%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 94 | [524864/732000 (71.70%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 94 | [537664/732000 (73.45%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 94 | [550464/732000 (75.20%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 94 | [563264/732000 (76.95%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 94 | [576064/732000 (78.70%)] Loss 0.0013, Accuaracy 97.30%Train Epoch 94 | [588864/732000 (80.45%)] Loss 0.0013, Accuaracy 97.30%Train Epoch 94 | [601664/732000 (82.19%)] Loss 0.0013, Accuaracy 97.29%Train Epoch 94 | [614464/732000 (83.94%)] Loss 0.0013, Accuaracy 97.29%Train Epoch 94 | [627264/732000 (85.69%)] Loss 0.0013, Accuaracy 97.28%Train Epoch 94 | [640064/732000 (87.44%)] Loss 0.0014, Accuaracy 97.28%Train Epoch 94 | [652864/732000 (89.19%)] Loss 0.0014, Accuaracy 97.27%Train Epoch 94 | [665664/732000 (90.94%)] Loss 0.0014, Accuaracy 97.27%Train Epoch 94 | [678464/732000 (92.69%)] Loss 0.0014, Accuaracy 97.27%Train Epoch 94 | [691264/732000 (94.43%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 94 | [704064/732000 (96.18%)] Loss 0.0014, Accuaracy 97.26%Train Epoch 94 | [716864/732000 (97.93%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 94 | [729664/732000 (99.68%)] Loss 0.0014, Accuaracy 97.25%Train Epoch 94 | Avarage Loss 0.0014, Average Accuracy 97.25%
Valid Epoch 94 | [32/50000 (0.06%)] Loss 0.0600, Accuaracy 65.62%Valid Epoch 94 | [1632/50000 (3.26%)] Loss 0.0977, Accuaracy 64.89%Valid Epoch 94 | [3232/50000 (6.46%)] Loss 0.0949, Accuaracy 66.15%Valid Epoch 94 | [4832/50000 (9.66%)] Loss 0.0947, Accuaracy 66.74%Valid Epoch 94 | [6432/50000 (12.86%)] Loss 0.0965, Accuaracy 66.20%Valid Epoch 94 | [8032/50000 (16.06%)] Loss 0.0968, Accuaracy 65.99%Valid Epoch 94 | [9632/50000 (19.26%)] Loss 0.0942, Accuaracy 66.19%Valid Epoch 94 | [11232/50000 (22.46%)] Loss 0.0934, Accuaracy 66.48%Valid Epoch 94 | [12832/50000 (25.66%)] Loss 0.0935, Accuaracy 66.58%Valid Epoch 94 | [14432/50000 (28.86%)] Loss 0.0923, Accuaracy 66.71%Valid Epoch 94 | [16032/50000 (32.06%)] Loss 0.0916, Accuaracy 66.64%Valid Epoch 94 | [17632/50000 (35.26%)] Loss 0.0911, Accuaracy 66.69%Valid Epoch 94 | [19232/50000 (38.46%)] Loss 0.0913, Accuaracy 66.60%Valid Epoch 94 | [20832/50000 (41.66%)] Loss 0.0908, Accuaracy 66.60%Valid Epoch 94 | [22432/50000 (44.86%)] Loss 0.0909, Accuaracy 66.60%Valid Epoch 94 | [24032/50000 (48.06%)] Loss 0.0913, Accuaracy 66.64%Valid Epoch 94 | [25632/50000 (51.26%)] Loss 0.0910, Accuaracy 66.68%Valid Epoch 94 | [27232/50000 (54.46%)] Loss 0.0912, Accuaracy 66.62%Valid Epoch 94 | [28832/50000 (57.66%)] Loss 0.0911, Accuaracy 66.62%Valid Epoch 94 | [30432/50000 (60.86%)] Loss 0.0907, Accuaracy 66.61%Valid Epoch 94 | [32032/50000 (64.06%)] Loss 0.0909, Accuaracy 66.57%Valid Epoch 94 | [33632/50000 (67.26%)] Loss 0.0907, Accuaracy 66.64%Valid Epoch 94 | [35232/50000 (70.46%)] Loss 0.0906, Accuaracy 66.65%Valid Epoch 94 | [36832/50000 (73.66%)] Loss 0.0909, Accuaracy 66.54%Valid Epoch 94 | [38432/50000 (76.86%)] Loss 0.0910, Accuaracy 66.56%Valid Epoch 94 | [40032/50000 (80.06%)] Loss 0.0910, Accuaracy 66.64%Valid Epoch 94 | [41632/50000 (83.26%)] Loss 0.0910, Accuaracy 66.63%Valid Epoch 94 | [43232/50000 (86.46%)] Loss 0.0910, Accuaracy 66.60%Valid Epoch 94 | [44832/50000 (89.66%)] Loss 0.0907, Accuaracy 66.64%Valid Epoch 94 | [46432/50000 (92.86%)] Loss 0.0907, Accuaracy 66.62%Valid Epoch 94 | [48032/50000 (96.06%)] Loss 0.0908, Accuaracy 66.54%Valid Epoch 94 | [49632/50000 (99.26%)] Loss 0.0905, Accuaracy 66.54%Valid Epoch 94 | Avarage Loss 0.0905, Average Accuracy 66.54%
Train Epoch 95 | [64/732000 (0.01%)] Loss 0.0006, Accuaracy 98.44%Train Epoch 95 | [12864/732000 (1.76%)] Loss 0.0012, Accuaracy 97.62%Train Epoch 95 | [25664/732000 (3.51%)] Loss 0.0011, Accuaracy 97.72%Train Epoch 95 | [38464/732000 (5.25%)] Loss 0.0011, Accuaracy 97.73%Train Epoch 95 | [51264/732000 (7.00%)] Loss 0.0011, Accuaracy 97.75%Train Epoch 95 | [64064/732000 (8.75%)] Loss 0.0012, Accuaracy 97.69%Train Epoch 95 | [76864/732000 (10.50%)] Loss 0.0012, Accuaracy 97.69%Train Epoch 95 | [89664/732000 (12.25%)] Loss 0.0012, Accuaracy 97.68%Train Epoch 95 | [102464/732000 (14.00%)] Loss 0.0012, Accuaracy 97.65%Train Epoch 95 | [115264/732000 (15.75%)] Loss 0.0012, Accuaracy 97.61%Train Epoch 95 | [128064/732000 (17.50%)] Loss 0.0012, Accuaracy 97.56%Train Epoch 95 | [140864/732000 (19.24%)] Loss 0.0012, Accuaracy 97.55%Train Epoch 95 | [153664/732000 (20.99%)] Loss 0.0012, Accuaracy 97.54%Train Epoch 95 | [166464/732000 (22.74%)] Loss 0.0012, Accuaracy 97.55%Train Epoch 95 | [179264/732000 (24.49%)] Loss 0.0012, Accuaracy 97.55%Train Epoch 95 | [192064/732000 (26.24%)] Loss 0.0012, Accuaracy 97.55%Train Epoch 95 | [204864/732000 (27.99%)] Loss 0.0012, Accuaracy 97.54%Train Epoch 95 | [217664/732000 (29.74%)] Loss 0.0012, Accuaracy 97.52%Train Epoch 95 | [230464/732000 (31.48%)] Loss 0.0012, Accuaracy 97.50%Train Epoch 95 | [243264/732000 (33.23%)] Loss 0.0012, Accuaracy 97.49%Train Epoch 95 | [256064/732000 (34.98%)] Loss 0.0012, Accuaracy 97.48%Train Epoch 95 | [268864/732000 (36.73%)] Loss 0.0013, Accuaracy 97.47%Train Epoch 95 | [281664/732000 (38.48%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 95 | [294464/732000 (40.23%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 95 | [307264/732000 (41.98%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 95 | [320064/732000 (43.72%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 95 | [332864/732000 (45.47%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 95 | [345664/732000 (47.22%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 95 | [358464/732000 (48.97%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 95 | [371264/732000 (50.72%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 95 | [384064/732000 (52.47%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 95 | [396864/732000 (54.22%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 95 | [409664/732000 (55.97%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 95 | [422464/732000 (57.71%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 95 | [435264/732000 (59.46%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 95 | [448064/732000 (61.21%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 95 | [460864/732000 (62.96%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 95 | [473664/732000 (64.71%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 95 | [486464/732000 (66.46%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 95 | [499264/732000 (68.21%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 95 | [512064/732000 (69.95%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 95 | [524864/732000 (71.70%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 95 | [537664/732000 (73.45%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 95 | [550464/732000 (75.20%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 95 | [563264/732000 (76.95%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 95 | [576064/732000 (78.70%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 95 | [588864/732000 (80.45%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 95 | [601664/732000 (82.19%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 95 | [614464/732000 (83.94%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 95 | [627264/732000 (85.69%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 95 | [640064/732000 (87.44%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 95 | [652864/732000 (89.19%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 95 | [665664/732000 (90.94%)] Loss 0.0013, Accuaracy 97.31%Train Epoch 95 | [678464/732000 (92.69%)] Loss 0.0013, Accuaracy 97.30%Train Epoch 95 | [691264/732000 (94.43%)] Loss 0.0013, Accuaracy 97.30%Train Epoch 95 | [704064/732000 (96.18%)] Loss 0.0013, Accuaracy 97.29%Train Epoch 95 | [716864/732000 (97.93%)] Loss 0.0013, Accuaracy 97.29%Train Epoch 95 | [729664/732000 (99.68%)] Loss 0.0014, Accuaracy 97.29%Train Epoch 95 | Avarage Loss 0.0014, Average Accuracy 97.29%
Valid Epoch 95 | [32/50000 (0.06%)] Loss 0.0707, Accuaracy 81.25%Valid Epoch 95 | [1632/50000 (3.26%)] Loss 0.0936, Accuaracy 66.97%Valid Epoch 95 | [3232/50000 (6.46%)] Loss 0.0959, Accuaracy 66.49%Valid Epoch 95 | [4832/50000 (9.66%)] Loss 0.0958, Accuaracy 66.47%Valid Epoch 95 | [6432/50000 (12.86%)] Loss 0.0945, Accuaracy 66.90%Valid Epoch 95 | [8032/50000 (16.06%)] Loss 0.0948, Accuaracy 67.08%Valid Epoch 95 | [9632/50000 (19.26%)] Loss 0.0939, Accuaracy 67.09%Valid Epoch 95 | [11232/50000 (22.46%)] Loss 0.0932, Accuaracy 67.13%Valid Epoch 95 | [12832/50000 (25.66%)] Loss 0.0932, Accuaracy 67.17%Valid Epoch 95 | [14432/50000 (28.86%)] Loss 0.0936, Accuaracy 67.20%Valid Epoch 95 | [16032/50000 (32.06%)] Loss 0.0934, Accuaracy 67.16%Valid Epoch 95 | [17632/50000 (35.26%)] Loss 0.0940, Accuaracy 67.03%Valid Epoch 95 | [19232/50000 (38.46%)] Loss 0.0938, Accuaracy 67.11%Valid Epoch 95 | [20832/50000 (41.66%)] Loss 0.0946, Accuaracy 66.95%Valid Epoch 95 | [22432/50000 (44.86%)] Loss 0.0946, Accuaracy 67.01%Valid Epoch 95 | [24032/50000 (48.06%)] Loss 0.0939, Accuaracy 67.12%Valid Epoch 95 | [25632/50000 (51.26%)] Loss 0.0939, Accuaracy 67.12%Valid Epoch 95 | [27232/50000 (54.46%)] Loss 0.0944, Accuaracy 67.11%Valid Epoch 95 | [28832/50000 (57.66%)] Loss 0.0944, Accuaracy 67.11%Valid Epoch 95 | [30432/50000 (60.86%)] Loss 0.0946, Accuaracy 67.13%Valid Epoch 95 | [32032/50000 (64.06%)] Loss 0.0952, Accuaracy 67.02%Valid Epoch 95 | [33632/50000 (67.26%)] Loss 0.0949, Accuaracy 67.11%Valid Epoch 95 | [35232/50000 (70.46%)] Loss 0.0949, Accuaracy 67.14%Valid Epoch 95 | [36832/50000 (73.66%)] Loss 0.0950, Accuaracy 67.10%Valid Epoch 95 | [38432/50000 (76.86%)] Loss 0.0948, Accuaracy 67.18%Valid Epoch 95 | [40032/50000 (80.06%)] Loss 0.0949, Accuaracy 67.11%Valid Epoch 95 | [41632/50000 (83.26%)] Loss 0.0944, Accuaracy 67.19%Valid Epoch 95 | [43232/50000 (86.46%)] Loss 0.0947, Accuaracy 67.18%Valid Epoch 95 | [44832/50000 (89.66%)] Loss 0.0946, Accuaracy 67.22%Valid Epoch 95 | [46432/50000 (92.86%)] Loss 0.0945, Accuaracy 67.26%Valid Epoch 95 | [48032/50000 (96.06%)] Loss 0.0942, Accuaracy 67.33%Valid Epoch 95 | [49632/50000 (99.26%)] Loss 0.0942, Accuaracy 67.30%Valid Epoch 95 | Avarage Loss 0.0942, Average Accuracy 67.29%
Train Epoch 96 | [64/732000 (0.01%)] Loss 0.0016, Accuaracy 96.88%Train Epoch 96 | [12864/732000 (1.76%)] Loss 0.0011, Accuaracy 97.80%Train Epoch 96 | [25664/732000 (3.51%)] Loss 0.0012, Accuaracy 97.69%Train Epoch 96 | [38464/732000 (5.25%)] Loss 0.0011, Accuaracy 97.73%Train Epoch 96 | [51264/732000 (7.00%)] Loss 0.0011, Accuaracy 97.80%Train Epoch 96 | [64064/732000 (8.75%)] Loss 0.0011, Accuaracy 97.75%Train Epoch 96 | [76864/732000 (10.50%)] Loss 0.0011, Accuaracy 97.76%Train Epoch 96 | [89664/732000 (12.25%)] Loss 0.0012, Accuaracy 97.73%Train Epoch 96 | [102464/732000 (14.00%)] Loss 0.0012, Accuaracy 97.71%Train Epoch 96 | [115264/732000 (15.75%)] Loss 0.0012, Accuaracy 97.69%Train Epoch 96 | [128064/732000 (17.50%)] Loss 0.0012, Accuaracy 97.66%Train Epoch 96 | [140864/732000 (19.24%)] Loss 0.0012, Accuaracy 97.65%Train Epoch 96 | [153664/732000 (20.99%)] Loss 0.0012, Accuaracy 97.62%Train Epoch 96 | [166464/732000 (22.74%)] Loss 0.0012, Accuaracy 97.63%Train Epoch 96 | [179264/732000 (24.49%)] Loss 0.0012, Accuaracy 97.62%Train Epoch 96 | [192064/732000 (26.24%)] Loss 0.0012, Accuaracy 97.59%Train Epoch 96 | [204864/732000 (27.99%)] Loss 0.0012, Accuaracy 97.56%Train Epoch 96 | [217664/732000 (29.74%)] Loss 0.0012, Accuaracy 97.56%Train Epoch 96 | [230464/732000 (31.48%)] Loss 0.0012, Accuaracy 97.55%Train Epoch 96 | [243264/732000 (33.23%)] Loss 0.0012, Accuaracy 97.54%Train Epoch 96 | [256064/732000 (34.98%)] Loss 0.0012, Accuaracy 97.53%Train Epoch 96 | [268864/732000 (36.73%)] Loss 0.0012, Accuaracy 97.52%Train Epoch 96 | [281664/732000 (38.48%)] Loss 0.0012, Accuaracy 97.52%Train Epoch 96 | [294464/732000 (40.23%)] Loss 0.0012, Accuaracy 97.52%Train Epoch 96 | [307264/732000 (41.98%)] Loss 0.0012, Accuaracy 97.51%Train Epoch 96 | [320064/732000 (43.72%)] Loss 0.0013, Accuaracy 97.50%Train Epoch 96 | [332864/732000 (45.47%)] Loss 0.0013, Accuaracy 97.50%Train Epoch 96 | [345664/732000 (47.22%)] Loss 0.0013, Accuaracy 97.49%Train Epoch 96 | [358464/732000 (48.97%)] Loss 0.0013, Accuaracy 97.48%Train Epoch 96 | [371264/732000 (50.72%)] Loss 0.0013, Accuaracy 97.48%Train Epoch 96 | [384064/732000 (52.47%)] Loss 0.0013, Accuaracy 97.48%Train Epoch 96 | [396864/732000 (54.22%)] Loss 0.0013, Accuaracy 97.47%Train Epoch 96 | [409664/732000 (55.97%)] Loss 0.0013, Accuaracy 97.47%Train Epoch 96 | [422464/732000 (57.71%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 96 | [435264/732000 (59.46%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 96 | [448064/732000 (61.21%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 96 | [460864/732000 (62.96%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 96 | [473664/732000 (64.71%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 96 | [486464/732000 (66.46%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 96 | [499264/732000 (68.21%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 96 | [512064/732000 (69.95%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 96 | [524864/732000 (71.70%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 96 | [537664/732000 (73.45%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 96 | [550464/732000 (75.20%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 96 | [563264/732000 (76.95%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 96 | [576064/732000 (78.70%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 96 | [588864/732000 (80.45%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 96 | [601664/732000 (82.19%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 96 | [614464/732000 (83.94%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 96 | [627264/732000 (85.69%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 96 | [640064/732000 (87.44%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 96 | [652864/732000 (89.19%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 96 | [665664/732000 (90.94%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 96 | [678464/732000 (92.69%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 96 | [691264/732000 (94.43%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 96 | [704064/732000 (96.18%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 96 | [716864/732000 (97.93%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 96 | [729664/732000 (99.68%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 96 | Avarage Loss 0.0013, Average Accuracy 97.33%
Valid Epoch 96 | [32/50000 (0.06%)] Loss 0.0901, Accuaracy 75.00%Valid Epoch 96 | [1632/50000 (3.26%)] Loss 0.0932, Accuaracy 67.16%Valid Epoch 96 | [3232/50000 (6.46%)] Loss 0.0920, Accuaracy 67.51%Valid Epoch 96 | [4832/50000 (9.66%)] Loss 0.0921, Accuaracy 67.05%Valid Epoch 96 | [6432/50000 (12.86%)] Loss 0.0913, Accuaracy 67.15%Valid Epoch 96 | [8032/50000 (16.06%)] Loss 0.0908, Accuaracy 66.97%Valid Epoch 96 | [9632/50000 (19.26%)] Loss 0.0915, Accuaracy 66.96%Valid Epoch 96 | [11232/50000 (22.46%)] Loss 0.0925, Accuaracy 66.71%Valid Epoch 96 | [12832/50000 (25.66%)] Loss 0.0923, Accuaracy 66.78%Valid Epoch 96 | [14432/50000 (28.86%)] Loss 0.0922, Accuaracy 66.73%Valid Epoch 96 | [16032/50000 (32.06%)] Loss 0.0913, Accuaracy 67.01%Valid Epoch 96 | [17632/50000 (35.26%)] Loss 0.0915, Accuaracy 67.14%Valid Epoch 96 | [19232/50000 (38.46%)] Loss 0.0920, Accuaracy 67.04%Valid Epoch 96 | [20832/50000 (41.66%)] Loss 0.0919, Accuaracy 66.97%Valid Epoch 96 | [22432/50000 (44.86%)] Loss 0.0915, Accuaracy 67.07%Valid Epoch 96 | [24032/50000 (48.06%)] Loss 0.0912, Accuaracy 67.13%Valid Epoch 96 | [25632/50000 (51.26%)] Loss 0.0922, Accuaracy 66.99%Valid Epoch 96 | [27232/50000 (54.46%)] Loss 0.0927, Accuaracy 66.95%Valid Epoch 96 | [28832/50000 (57.66%)] Loss 0.0930, Accuaracy 66.86%Valid Epoch 96 | [30432/50000 (60.86%)] Loss 0.0928, Accuaracy 66.95%Valid Epoch 96 | [32032/50000 (64.06%)] Loss 0.0926, Accuaracy 67.00%Valid Epoch 96 | [33632/50000 (67.26%)] Loss 0.0922, Accuaracy 67.05%Valid Epoch 96 | [35232/50000 (70.46%)] Loss 0.0920, Accuaracy 67.09%Valid Epoch 96 | [36832/50000 (73.66%)] Loss 0.0922, Accuaracy 66.96%Valid Epoch 96 | [38432/50000 (76.86%)] Loss 0.0923, Accuaracy 66.87%Valid Epoch 96 | [40032/50000 (80.06%)] Loss 0.0925, Accuaracy 66.84%Valid Epoch 96 | [41632/50000 (83.26%)] Loss 0.0923, Accuaracy 66.84%Valid Epoch 96 | [43232/50000 (86.46%)] Loss 0.0921, Accuaracy 66.89%Valid Epoch 96 | [44832/50000 (89.66%)] Loss 0.0922, Accuaracy 66.81%Valid Epoch 96 | [46432/50000 (92.86%)] Loss 0.0922, Accuaracy 66.85%Valid Epoch 96 | [48032/50000 (96.06%)] Loss 0.0922, Accuaracy 66.84%Valid Epoch 96 | [49632/50000 (99.26%)] Loss 0.0922, Accuaracy 66.87%Valid Epoch 96 | Avarage Loss 0.0922, Average Accuracy 66.87%
Train Epoch 97 | [64/732000 (0.01%)] Loss 0.0034, Accuaracy 95.31%Train Epoch 97 | [12864/732000 (1.76%)] Loss 0.0012, Accuaracy 97.74%Train Epoch 97 | [25664/732000 (3.51%)] Loss 0.0011, Accuaracy 97.83%Train Epoch 97 | [38464/732000 (5.25%)] Loss 0.0011, Accuaracy 97.84%Train Epoch 97 | [51264/732000 (7.00%)] Loss 0.0011, Accuaracy 97.80%Train Epoch 97 | [64064/732000 (8.75%)] Loss 0.0011, Accuaracy 97.83%Train Epoch 97 | [76864/732000 (10.50%)] Loss 0.0011, Accuaracy 97.82%Train Epoch 97 | [89664/732000 (12.25%)] Loss 0.0011, Accuaracy 97.77%Train Epoch 97 | [102464/732000 (14.00%)] Loss 0.0011, Accuaracy 97.71%Train Epoch 97 | [115264/732000 (15.75%)] Loss 0.0012, Accuaracy 97.67%Train Epoch 97 | [128064/732000 (17.50%)] Loss 0.0012, Accuaracy 97.65%Train Epoch 97 | [140864/732000 (19.24%)] Loss 0.0012, Accuaracy 97.63%Train Epoch 97 | [153664/732000 (20.99%)] Loss 0.0012, Accuaracy 97.62%Train Epoch 97 | [166464/732000 (22.74%)] Loss 0.0012, Accuaracy 97.59%Train Epoch 97 | [179264/732000 (24.49%)] Loss 0.0012, Accuaracy 97.58%Train Epoch 97 | [192064/732000 (26.24%)] Loss 0.0012, Accuaracy 97.59%Train Epoch 97 | [204864/732000 (27.99%)] Loss 0.0012, Accuaracy 97.58%Train Epoch 97 | [217664/732000 (29.74%)] Loss 0.0012, Accuaracy 97.57%Train Epoch 97 | [230464/732000 (31.48%)] Loss 0.0012, Accuaracy 97.57%Train Epoch 97 | [243264/732000 (33.23%)] Loss 0.0012, Accuaracy 97.55%Train Epoch 97 | [256064/732000 (34.98%)] Loss 0.0012, Accuaracy 97.54%Train Epoch 97 | [268864/732000 (36.73%)] Loss 0.0012, Accuaracy 97.53%Train Epoch 97 | [281664/732000 (38.48%)] Loss 0.0012, Accuaracy 97.53%Train Epoch 97 | [294464/732000 (40.23%)] Loss 0.0012, Accuaracy 97.51%Train Epoch 97 | [307264/732000 (41.98%)] Loss 0.0012, Accuaracy 97.50%Train Epoch 97 | [320064/732000 (43.72%)] Loss 0.0012, Accuaracy 97.50%Train Epoch 97 | [332864/732000 (45.47%)] Loss 0.0012, Accuaracy 97.48%Train Epoch 97 | [345664/732000 (47.22%)] Loss 0.0013, Accuaracy 97.47%Train Epoch 97 | [358464/732000 (48.97%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 97 | [371264/732000 (50.72%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 97 | [384064/732000 (52.47%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 97 | [396864/732000 (54.22%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 97 | [409664/732000 (55.97%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 97 | [422464/732000 (57.71%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 97 | [435264/732000 (59.46%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 97 | [448064/732000 (61.21%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 97 | [460864/732000 (62.96%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 97 | [473664/732000 (64.71%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 97 | [486464/732000 (66.46%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 97 | [499264/732000 (68.21%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 97 | [512064/732000 (69.95%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 97 | [524864/732000 (71.70%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 97 | [537664/732000 (73.45%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 97 | [550464/732000 (75.20%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 97 | [563264/732000 (76.95%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 97 | [576064/732000 (78.70%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 97 | [588864/732000 (80.45%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 97 | [601664/732000 (82.19%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 97 | [614464/732000 (83.94%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 97 | [627264/732000 (85.69%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 97 | [640064/732000 (87.44%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 97 | [652864/732000 (89.19%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 97 | [665664/732000 (90.94%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 97 | [678464/732000 (92.69%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 97 | [691264/732000 (94.43%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 97 | [704064/732000 (96.18%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 97 | [716864/732000 (97.93%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 97 | [729664/732000 (99.68%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 97 | Avarage Loss 0.0013, Average Accuracy 97.33%
Valid Epoch 97 | [32/50000 (0.06%)] Loss 0.1249, Accuaracy 62.50%Valid Epoch 97 | [1632/50000 (3.26%)] Loss 0.0885, Accuaracy 68.26%Valid Epoch 97 | [3232/50000 (6.46%)] Loss 0.0913, Accuaracy 67.02%Valid Epoch 97 | [4832/50000 (9.66%)] Loss 0.0929, Accuaracy 66.60%Valid Epoch 97 | [6432/50000 (12.86%)] Loss 0.0918, Accuaracy 66.50%Valid Epoch 97 | [8032/50000 (16.06%)] Loss 0.0933, Accuaracy 66.31%Valid Epoch 97 | [9632/50000 (19.26%)] Loss 0.0928, Accuaracy 66.34%Valid Epoch 97 | [11232/50000 (22.46%)] Loss 0.0920, Accuaracy 66.47%Valid Epoch 97 | [12832/50000 (25.66%)] Loss 0.0917, Accuaracy 66.62%Valid Epoch 97 | [14432/50000 (28.86%)] Loss 0.0922, Accuaracy 66.51%Valid Epoch 97 | [16032/50000 (32.06%)] Loss 0.0921, Accuaracy 66.59%Valid Epoch 97 | [17632/50000 (35.26%)] Loss 0.0920, Accuaracy 66.51%Valid Epoch 97 | [19232/50000 (38.46%)] Loss 0.0921, Accuaracy 66.43%Valid Epoch 97 | [20832/50000 (41.66%)] Loss 0.0920, Accuaracy 66.54%Valid Epoch 97 | [22432/50000 (44.86%)] Loss 0.0923, Accuaracy 66.53%Valid Epoch 97 | [24032/50000 (48.06%)] Loss 0.0923, Accuaracy 66.48%Valid Epoch 97 | [25632/50000 (51.26%)] Loss 0.0922, Accuaracy 66.49%Valid Epoch 97 | [27232/50000 (54.46%)] Loss 0.0921, Accuaracy 66.57%Valid Epoch 97 | [28832/50000 (57.66%)] Loss 0.0921, Accuaracy 66.55%Valid Epoch 97 | [30432/50000 (60.86%)] Loss 0.0920, Accuaracy 66.60%Valid Epoch 97 | [32032/50000 (64.06%)] Loss 0.0919, Accuaracy 66.61%Valid Epoch 97 | [33632/50000 (67.26%)] Loss 0.0918, Accuaracy 66.67%Valid Epoch 97 | [35232/50000 (70.46%)] Loss 0.0921, Accuaracy 66.65%Valid Epoch 97 | [36832/50000 (73.66%)] Loss 0.0916, Accuaracy 66.76%Valid Epoch 97 | [38432/50000 (76.86%)] Loss 0.0917, Accuaracy 66.80%Valid Epoch 97 | [40032/50000 (80.06%)] Loss 0.0920, Accuaracy 66.76%Valid Epoch 97 | [41632/50000 (83.26%)] Loss 0.0920, Accuaracy 66.78%Valid Epoch 97 | [43232/50000 (86.46%)] Loss 0.0918, Accuaracy 66.84%Valid Epoch 97 | [44832/50000 (89.66%)] Loss 0.0919, Accuaracy 66.82%Valid Epoch 97 | [46432/50000 (92.86%)] Loss 0.0917, Accuaracy 66.84%Valid Epoch 97 | [48032/50000 (96.06%)] Loss 0.0917, Accuaracy 66.85%Valid Epoch 97 | [49632/50000 (99.26%)] Loss 0.0916, Accuaracy 66.84%Valid Epoch 97 | Avarage Loss 0.0917, Average Accuracy 66.81%
Train Epoch 98 | [64/732000 (0.01%)] Loss 0.0015, Accuaracy 96.88%Train Epoch 98 | [12864/732000 (1.76%)] Loss 0.0011, Accuaracy 97.73%Train Epoch 98 | [25664/732000 (3.51%)] Loss 0.0011, Accuaracy 97.77%Train Epoch 98 | [38464/732000 (5.25%)] Loss 0.0011, Accuaracy 97.78%Train Epoch 98 | [51264/732000 (7.00%)] Loss 0.0011, Accuaracy 97.76%Train Epoch 98 | [64064/732000 (8.75%)] Loss 0.0011, Accuaracy 97.79%Train Epoch 98 | [76864/732000 (10.50%)] Loss 0.0011, Accuaracy 97.76%Train Epoch 98 | [89664/732000 (12.25%)] Loss 0.0011, Accuaracy 97.74%Train Epoch 98 | [102464/732000 (14.00%)] Loss 0.0012, Accuaracy 97.69%Train Epoch 98 | [115264/732000 (15.75%)] Loss 0.0012, Accuaracy 97.65%Train Epoch 98 | [128064/732000 (17.50%)] Loss 0.0012, Accuaracy 97.64%Train Epoch 98 | [140864/732000 (19.24%)] Loss 0.0012, Accuaracy 97.64%Train Epoch 98 | [153664/732000 (20.99%)] Loss 0.0012, Accuaracy 97.64%Train Epoch 98 | [166464/732000 (22.74%)] Loss 0.0012, Accuaracy 97.63%Train Epoch 98 | [179264/732000 (24.49%)] Loss 0.0012, Accuaracy 97.60%Train Epoch 98 | [192064/732000 (26.24%)] Loss 0.0012, Accuaracy 97.58%Train Epoch 98 | [204864/732000 (27.99%)] Loss 0.0012, Accuaracy 97.59%Train Epoch 98 | [217664/732000 (29.74%)] Loss 0.0012, Accuaracy 97.58%Train Epoch 98 | [230464/732000 (31.48%)] Loss 0.0012, Accuaracy 97.57%Train Epoch 98 | [243264/732000 (33.23%)] Loss 0.0012, Accuaracy 97.55%Train Epoch 98 | [256064/732000 (34.98%)] Loss 0.0012, Accuaracy 97.54%Train Epoch 98 | [268864/732000 (36.73%)] Loss 0.0012, Accuaracy 97.51%Train Epoch 98 | [281664/732000 (38.48%)] Loss 0.0012, Accuaracy 97.52%Train Epoch 98 | [294464/732000 (40.23%)] Loss 0.0012, Accuaracy 97.51%Train Epoch 98 | [307264/732000 (41.98%)] Loss 0.0012, Accuaracy 97.51%Train Epoch 98 | [320064/732000 (43.72%)] Loss 0.0013, Accuaracy 97.50%Train Epoch 98 | [332864/732000 (45.47%)] Loss 0.0013, Accuaracy 97.49%Train Epoch 98 | [345664/732000 (47.22%)] Loss 0.0013, Accuaracy 97.48%Train Epoch 98 | [358464/732000 (48.97%)] Loss 0.0013, Accuaracy 97.48%Train Epoch 98 | [371264/732000 (50.72%)] Loss 0.0013, Accuaracy 97.48%Train Epoch 98 | [384064/732000 (52.47%)] Loss 0.0013, Accuaracy 97.47%Train Epoch 98 | [396864/732000 (54.22%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 98 | [409664/732000 (55.97%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 98 | [422464/732000 (57.71%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 98 | [435264/732000 (59.46%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 98 | [448064/732000 (61.21%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 98 | [460864/732000 (62.96%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 98 | [473664/732000 (64.71%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 98 | [486464/732000 (66.46%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 98 | [499264/732000 (68.21%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 98 | [512064/732000 (69.95%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 98 | [524864/732000 (71.70%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 98 | [537664/732000 (73.45%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 98 | [550464/732000 (75.20%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 98 | [563264/732000 (76.95%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 98 | [576064/732000 (78.70%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 98 | [588864/732000 (80.45%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 98 | [601664/732000 (82.19%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 98 | [614464/732000 (83.94%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 98 | [627264/732000 (85.69%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 98 | [640064/732000 (87.44%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 98 | [652864/732000 (89.19%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 98 | [665664/732000 (90.94%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 98 | [678464/732000 (92.69%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 98 | [691264/732000 (94.43%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 98 | [704064/732000 (96.18%)] Loss 0.0013, Accuaracy 97.34%Train Epoch 98 | [716864/732000 (97.93%)] Loss 0.0013, Accuaracy 97.33%Train Epoch 98 | [729664/732000 (99.68%)] Loss 0.0013, Accuaracy 97.32%Train Epoch 98 | Avarage Loss 0.0013, Average Accuracy 97.32%
Valid Epoch 98 | [32/50000 (0.06%)] Loss 0.0369, Accuaracy 81.25%Valid Epoch 98 | [1632/50000 (3.26%)] Loss 0.0974, Accuaracy 66.73%Valid Epoch 98 | [3232/50000 (6.46%)] Loss 0.0915, Accuaracy 67.91%Valid Epoch 98 | [4832/50000 (9.66%)] Loss 0.0943, Accuaracy 67.38%Valid Epoch 98 | [6432/50000 (12.86%)] Loss 0.0945, Accuaracy 67.38%Valid Epoch 98 | [8032/50000 (16.06%)] Loss 0.0953, Accuaracy 66.88%Valid Epoch 98 | [9632/50000 (19.26%)] Loss 0.0956, Accuaracy 66.79%Valid Epoch 98 | [11232/50000 (22.46%)] Loss 0.0967, Accuaracy 66.69%Valid Epoch 98 | [12832/50000 (25.66%)] Loss 0.0965, Accuaracy 66.69%Valid Epoch 98 | [14432/50000 (28.86%)] Loss 0.0974, Accuaracy 66.50%Valid Epoch 98 | [16032/50000 (32.06%)] Loss 0.0969, Accuaracy 66.51%Valid Epoch 98 | [17632/50000 (35.26%)] Loss 0.0967, Accuaracy 66.63%Valid Epoch 98 | [19232/50000 (38.46%)] Loss 0.0967, Accuaracy 66.74%Valid Epoch 98 | [20832/50000 (41.66%)] Loss 0.0969, Accuaracy 66.71%Valid Epoch 98 | [22432/50000 (44.86%)] Loss 0.0971, Accuaracy 66.72%Valid Epoch 98 | [24032/50000 (48.06%)] Loss 0.0966, Accuaracy 66.83%Valid Epoch 98 | [25632/50000 (51.26%)] Loss 0.0965, Accuaracy 66.83%Valid Epoch 98 | [27232/50000 (54.46%)] Loss 0.0962, Accuaracy 66.83%Valid Epoch 98 | [28832/50000 (57.66%)] Loss 0.0959, Accuaracy 66.79%Valid Epoch 98 | [30432/50000 (60.86%)] Loss 0.0961, Accuaracy 66.76%Valid Epoch 98 | [32032/50000 (64.06%)] Loss 0.0960, Accuaracy 66.77%Valid Epoch 98 | [33632/50000 (67.26%)] Loss 0.0965, Accuaracy 66.70%Valid Epoch 98 | [35232/50000 (70.46%)] Loss 0.0964, Accuaracy 66.77%Valid Epoch 98 | [36832/50000 (73.66%)] Loss 0.0968, Accuaracy 66.74%Valid Epoch 98 | [38432/50000 (76.86%)] Loss 0.0966, Accuaracy 66.79%Valid Epoch 98 | [40032/50000 (80.06%)] Loss 0.0965, Accuaracy 66.83%Valid Epoch 98 | [41632/50000 (83.26%)] Loss 0.0968, Accuaracy 66.75%Valid Epoch 98 | [43232/50000 (86.46%)] Loss 0.0968, Accuaracy 66.76%Valid Epoch 98 | [44832/50000 (89.66%)] Loss 0.0968, Accuaracy 66.76%Valid Epoch 98 | [46432/50000 (92.86%)] Loss 0.0968, Accuaracy 66.79%Valid Epoch 98 | [48032/50000 (96.06%)] Loss 0.0968, Accuaracy 66.80%Valid Epoch 98 | [49632/50000 (99.26%)] Loss 0.0965, Accuaracy 66.84%Valid Epoch 98 | Avarage Loss 0.0965, Average Accuracy 66.85%
Train Epoch 99 | [64/732000 (0.01%)] Loss 0.0007, Accuaracy 96.88%Train Epoch 99 | [12864/732000 (1.76%)] Loss 0.0011, Accuaracy 97.88%Train Epoch 99 | [25664/732000 (3.51%)] Loss 0.0010, Accuaracy 97.88%Train Epoch 99 | [38464/732000 (5.25%)] Loss 0.0011, Accuaracy 97.86%Train Epoch 99 | [51264/732000 (7.00%)] Loss 0.0010, Accuaracy 97.88%Train Epoch 99 | [64064/732000 (8.75%)] Loss 0.0011, Accuaracy 97.82%Train Epoch 99 | [76864/732000 (10.50%)] Loss 0.0011, Accuaracy 97.79%Train Epoch 99 | [89664/732000 (12.25%)] Loss 0.0011, Accuaracy 97.75%Train Epoch 99 | [102464/732000 (14.00%)] Loss 0.0011, Accuaracy 97.72%Train Epoch 99 | [115264/732000 (15.75%)] Loss 0.0011, Accuaracy 97.69%Train Epoch 99 | [128064/732000 (17.50%)] Loss 0.0012, Accuaracy 97.66%Train Epoch 99 | [140864/732000 (19.24%)] Loss 0.0012, Accuaracy 97.64%Train Epoch 99 | [153664/732000 (20.99%)] Loss 0.0012, Accuaracy 97.64%Train Epoch 99 | [166464/732000 (22.74%)] Loss 0.0012, Accuaracy 97.64%Train Epoch 99 | [179264/732000 (24.49%)] Loss 0.0012, Accuaracy 97.65%Train Epoch 99 | [192064/732000 (26.24%)] Loss 0.0012, Accuaracy 97.66%Train Epoch 99 | [204864/732000 (27.99%)] Loss 0.0012, Accuaracy 97.64%Train Epoch 99 | [217664/732000 (29.74%)] Loss 0.0012, Accuaracy 97.61%Train Epoch 99 | [230464/732000 (31.48%)] Loss 0.0012, Accuaracy 97.60%Train Epoch 99 | [243264/732000 (33.23%)] Loss 0.0012, Accuaracy 97.59%Train Epoch 99 | [256064/732000 (34.98%)] Loss 0.0012, Accuaracy 97.58%Train Epoch 99 | [268864/732000 (36.73%)] Loss 0.0012, Accuaracy 97.57%Train Epoch 99 | [281664/732000 (38.48%)] Loss 0.0012, Accuaracy 97.57%Train Epoch 99 | [294464/732000 (40.23%)] Loss 0.0012, Accuaracy 97.55%Train Epoch 99 | [307264/732000 (41.98%)] Loss 0.0012, Accuaracy 97.54%Train Epoch 99 | [320064/732000 (43.72%)] Loss 0.0012, Accuaracy 97.52%Train Epoch 99 | [332864/732000 (45.47%)] Loss 0.0012, Accuaracy 97.50%Train Epoch 99 | [345664/732000 (47.22%)] Loss 0.0012, Accuaracy 97.48%Train Epoch 99 | [358464/732000 (48.97%)] Loss 0.0012, Accuaracy 97.48%Train Epoch 99 | [371264/732000 (50.72%)] Loss 0.0012, Accuaracy 97.48%Train Epoch 99 | [384064/732000 (52.47%)] Loss 0.0013, Accuaracy 97.47%Train Epoch 99 | [396864/732000 (54.22%)] Loss 0.0013, Accuaracy 97.47%Train Epoch 99 | [409664/732000 (55.97%)] Loss 0.0013, Accuaracy 97.47%Train Epoch 99 | [422464/732000 (57.71%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 99 | [435264/732000 (59.46%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 99 | [448064/732000 (61.21%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 99 | [460864/732000 (62.96%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 99 | [473664/732000 (64.71%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 99 | [486464/732000 (66.46%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 99 | [499264/732000 (68.21%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 99 | [512064/732000 (69.95%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 99 | [524864/732000 (71.70%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 99 | [537664/732000 (73.45%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 99 | [550464/732000 (75.20%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 99 | [563264/732000 (76.95%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 99 | [576064/732000 (78.70%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 99 | [588864/732000 (80.45%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 99 | [601664/732000 (82.19%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 99 | [614464/732000 (83.94%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 99 | [627264/732000 (85.69%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 99 | [640064/732000 (87.44%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 99 | [652864/732000 (89.19%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 99 | [665664/732000 (90.94%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 99 | [678464/732000 (92.69%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 99 | [691264/732000 (94.43%)] Loss 0.0013, Accuaracy 97.38%Train Epoch 99 | [704064/732000 (96.18%)] Loss 0.0013, Accuaracy 97.37%Train Epoch 99 | [716864/732000 (97.93%)] Loss 0.0013, Accuaracy 97.36%Train Epoch 99 | [729664/732000 (99.68%)] Loss 0.0013, Accuaracy 97.35%Train Epoch 99 | Avarage Loss 0.0013, Average Accuracy 97.35%
Valid Epoch 99 | [32/50000 (0.06%)] Loss 0.0694, Accuaracy 75.00%Valid Epoch 99 | [1632/50000 (3.26%)] Loss 0.0970, Accuaracy 66.79%Valid Epoch 99 | [3232/50000 (6.46%)] Loss 0.0936, Accuaracy 67.98%Valid Epoch 99 | [4832/50000 (9.66%)] Loss 0.0937, Accuaracy 68.03%Valid Epoch 99 | [6432/50000 (12.86%)] Loss 0.0926, Accuaracy 67.66%Valid Epoch 99 | [8032/50000 (16.06%)] Loss 0.0921, Accuaracy 67.94%Valid Epoch 99 | [9632/50000 (19.26%)] Loss 0.0930, Accuaracy 67.43%Valid Epoch 99 | [11232/50000 (22.46%)] Loss 0.0929, Accuaracy 67.38%Valid Epoch 99 | [12832/50000 (25.66%)] Loss 0.0928, Accuaracy 67.57%Valid Epoch 99 | [14432/50000 (28.86%)] Loss 0.0929, Accuaracy 67.22%Valid Epoch 99 | [16032/50000 (32.06%)] Loss 0.0937, Accuaracy 67.05%Valid Epoch 99 | [17632/50000 (35.26%)] Loss 0.0941, Accuaracy 66.96%Valid Epoch 99 | [19232/50000 (38.46%)] Loss 0.0941, Accuaracy 67.02%Valid Epoch 99 | [20832/50000 (41.66%)] Loss 0.0944, Accuaracy 66.95%Valid Epoch 99 | [22432/50000 (44.86%)] Loss 0.0942, Accuaracy 66.98%Valid Epoch 99 | [24032/50000 (48.06%)] Loss 0.0935, Accuaracy 67.08%Valid Epoch 99 | [25632/50000 (51.26%)] Loss 0.0936, Accuaracy 67.19%Valid Epoch 99 | [27232/50000 (54.46%)] Loss 0.0937, Accuaracy 67.12%Valid Epoch 99 | [28832/50000 (57.66%)] Loss 0.0937, Accuaracy 67.11%Valid Epoch 99 | [30432/50000 (60.86%)] Loss 0.0936, Accuaracy 67.07%Valid Epoch 99 | [32032/50000 (64.06%)] Loss 0.0934, Accuaracy 67.15%Valid Epoch 99 | [33632/50000 (67.26%)] Loss 0.0936, Accuaracy 67.13%Valid Epoch 99 | [35232/50000 (70.46%)] Loss 0.0937, Accuaracy 67.16%Valid Epoch 99 | [36832/50000 (73.66%)] Loss 0.0937, Accuaracy 67.20%Valid Epoch 99 | [38432/50000 (76.86%)] Loss 0.0937, Accuaracy 67.23%Valid Epoch 99 | [40032/50000 (80.06%)] Loss 0.0938, Accuaracy 67.19%Valid Epoch 99 | [41632/50000 (83.26%)] Loss 0.0936, Accuaracy 67.21%Valid Epoch 99 | [43232/50000 (86.46%)] Loss 0.0940, Accuaracy 67.14%Valid Epoch 99 | [44832/50000 (89.66%)] Loss 0.0942, Accuaracy 67.09%Valid Epoch 99 | [46432/50000 (92.86%)] Loss 0.0944, Accuaracy 67.01%Valid Epoch 99 | [48032/50000 (96.06%)] Loss 0.0942, Accuaracy 67.06%Valid Epoch 99 | [49632/50000 (99.26%)] Loss 0.0944, Accuaracy 67.01%Valid Epoch 99 | Avarage Loss 0.0945, Average Accuracy 66.99%
Train Epoch 100 | [64/732000 (0.01%)] Loss 0.0005, Accuaracy 98.44%Train Epoch 100 | [12864/732000 (1.76%)] Loss 0.0010, Accuaracy 98.02%Train Epoch 100 | [25664/732000 (3.51%)] Loss 0.0011, Accuaracy 97.92%Train Epoch 100 | [38464/732000 (5.25%)] Loss 0.0011, Accuaracy 97.86%Train Epoch 100 | [51264/732000 (7.00%)] Loss 0.0010, Accuaracy 97.87%Train Epoch 100 | [64064/732000 (8.75%)] Loss 0.0011, Accuaracy 97.87%Train Epoch 100 | [76864/732000 (10.50%)] Loss 0.0011, Accuaracy 97.87%Train Epoch 100 | [89664/732000 (12.25%)] Loss 0.0011, Accuaracy 97.83%Train Epoch 100 | [102464/732000 (14.00%)] Loss 0.0011, Accuaracy 97.80%Train Epoch 100 | [115264/732000 (15.75%)] Loss 0.0011, Accuaracy 97.75%Train Epoch 100 | [128064/732000 (17.50%)] Loss 0.0011, Accuaracy 97.73%Train Epoch 100 | [140864/732000 (19.24%)] Loss 0.0011, Accuaracy 97.71%Train Epoch 100 | [153664/732000 (20.99%)] Loss 0.0011, Accuaracy 97.70%Train Epoch 100 | [166464/732000 (22.74%)] Loss 0.0011, Accuaracy 97.69%Train Epoch 100 | [179264/732000 (24.49%)] Loss 0.0011, Accuaracy 97.67%Train Epoch 100 | [192064/732000 (26.24%)] Loss 0.0012, Accuaracy 97.66%Train Epoch 100 | [204864/732000 (27.99%)] Loss 0.0012, Accuaracy 97.66%Train Epoch 100 | [217664/732000 (29.74%)] Loss 0.0012, Accuaracy 97.65%Train Epoch 100 | [230464/732000 (31.48%)] Loss 0.0012, Accuaracy 97.63%Train Epoch 100 | [243264/732000 (33.23%)] Loss 0.0012, Accuaracy 97.62%Train Epoch 100 | [256064/732000 (34.98%)] Loss 0.0012, Accuaracy 97.61%Train Epoch 100 | [268864/732000 (36.73%)] Loss 0.0012, Accuaracy 97.61%Train Epoch 100 | [281664/732000 (38.48%)] Loss 0.0012, Accuaracy 97.60%Train Epoch 100 | [294464/732000 (40.23%)] Loss 0.0012, Accuaracy 97.60%Train Epoch 100 | [307264/732000 (41.98%)] Loss 0.0012, Accuaracy 97.57%Train Epoch 100 | [320064/732000 (43.72%)] Loss 0.0012, Accuaracy 97.56%Train Epoch 100 | [332864/732000 (45.47%)] Loss 0.0012, Accuaracy 97.56%Train Epoch 100 | [345664/732000 (47.22%)] Loss 0.0012, Accuaracy 97.54%Train Epoch 100 | [358464/732000 (48.97%)] Loss 0.0012, Accuaracy 97.53%Train Epoch 100 | [371264/732000 (50.72%)] Loss 0.0012, Accuaracy 97.53%Train Epoch 100 | [384064/732000 (52.47%)] Loss 0.0012, Accuaracy 97.52%Train Epoch 100 | [396864/732000 (54.22%)] Loss 0.0012, Accuaracy 97.52%Train Epoch 100 | [409664/732000 (55.97%)] Loss 0.0012, Accuaracy 97.52%Train Epoch 100 | [422464/732000 (57.71%)] Loss 0.0012, Accuaracy 97.51%Train Epoch 100 | [435264/732000 (59.46%)] Loss 0.0012, Accuaracy 97.51%Train Epoch 100 | [448064/732000 (61.21%)] Loss 0.0012, Accuaracy 97.50%Train Epoch 100 | [460864/732000 (62.96%)] Loss 0.0012, Accuaracy 97.49%Train Epoch 100 | [473664/732000 (64.71%)] Loss 0.0012, Accuaracy 97.49%Train Epoch 100 | [486464/732000 (66.46%)] Loss 0.0012, Accuaracy 97.48%Train Epoch 100 | [499264/732000 (68.21%)] Loss 0.0012, Accuaracy 97.48%Train Epoch 100 | [512064/732000 (69.95%)] Loss 0.0012, Accuaracy 97.47%Train Epoch 100 | [524864/732000 (71.70%)] Loss 0.0013, Accuaracy 97.47%Train Epoch 100 | [537664/732000 (73.45%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 100 | [550464/732000 (75.20%)] Loss 0.0013, Accuaracy 97.46%Train Epoch 100 | [563264/732000 (76.95%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 100 | [576064/732000 (78.70%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 100 | [588864/732000 (80.45%)] Loss 0.0013, Accuaracy 97.45%Train Epoch 100 | [601664/732000 (82.19%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 100 | [614464/732000 (83.94%)] Loss 0.0013, Accuaracy 97.44%Train Epoch 100 | [627264/732000 (85.69%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 100 | [640064/732000 (87.44%)] Loss 0.0013, Accuaracy 97.43%Train Epoch 100 | [652864/732000 (89.19%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 100 | [665664/732000 (90.94%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 100 | [678464/732000 (92.69%)] Loss 0.0013, Accuaracy 97.42%Train Epoch 100 | [691264/732000 (94.43%)] Loss 0.0013, Accuaracy 97.41%Train Epoch 100 | [704064/732000 (96.18%)] Loss 0.0013, Accuaracy 97.40%Train Epoch 100 | [716864/732000 (97.93%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 100 | [729664/732000 (99.68%)] Loss 0.0013, Accuaracy 97.39%Train Epoch 100 | Avarage Loss 0.0013, Average Accuracy 97.39%
Valid Epoch 100 | [32/50000 (0.06%)] Loss 0.1014, Accuaracy 68.75%Valid Epoch 100 | [1632/50000 (3.26%)] Loss 0.0889, Accuaracy 66.24%Valid Epoch 100 | [3232/50000 (6.46%)] Loss 0.0935, Accuaracy 65.97%Valid Epoch 100 | [4832/50000 (9.66%)] Loss 0.0928, Accuaracy 66.60%Valid Epoch 100 | [6432/50000 (12.86%)] Loss 0.0913, Accuaracy 66.79%Valid Epoch 100 | [8032/50000 (16.06%)] Loss 0.0944, Accuaracy 66.50%Valid Epoch 100 | [9632/50000 (19.26%)] Loss 0.0941, Accuaracy 66.56%Valid Epoch 100 | [11232/50000 (22.46%)] Loss 0.0939, Accuaracy 66.44%Valid Epoch 100 | [12832/50000 (25.66%)] Loss 0.0938, Accuaracy 66.37%Valid Epoch 100 | [14432/50000 (28.86%)] Loss 0.0939, Accuaracy 66.42%Valid Epoch 100 | [16032/50000 (32.06%)] Loss 0.0946, Accuaracy 66.17%Valid Epoch 100 | [17632/50000 (35.26%)] Loss 0.0953, Accuaracy 66.18%Valid Epoch 100 | [19232/50000 (38.46%)] Loss 0.0947, Accuaracy 66.40%Valid Epoch 100 | [20832/50000 (41.66%)] Loss 0.0947, Accuaracy 66.35%Valid Epoch 100 | [22432/50000 (44.86%)] Loss 0.0949, Accuaracy 66.32%Valid Epoch 100 | [24032/50000 (48.06%)] Loss 0.0940, Accuaracy 66.49%Valid Epoch 100 | [25632/50000 (51.26%)] Loss 0.0938, Accuaracy 66.53%Valid Epoch 100 | [27232/50000 (54.46%)] Loss 0.0941, Accuaracy 66.33%Valid Epoch 100 | [28832/50000 (57.66%)] Loss 0.0933, Accuaracy 66.50%Valid Epoch 100 | [30432/50000 (60.86%)] Loss 0.0930, Accuaracy 66.55%Valid Epoch 100 | [32032/50000 (64.06%)] Loss 0.0929, Accuaracy 66.56%Valid Epoch 100 | [33632/50000 (67.26%)] Loss 0.0929, Accuaracy 66.59%Valid Epoch 100 | [35232/50000 (70.46%)] Loss 0.0931, Accuaracy 66.53%Valid Epoch 100 | [36832/50000 (73.66%)] Loss 0.0928, Accuaracy 66.58%Valid Epoch 100 | [38432/50000 (76.86%)] Loss 0.0927, Accuaracy 66.63%Valid Epoch 100 | [40032/50000 (80.06%)] Loss 0.0927, Accuaracy 66.62%Valid Epoch 100 | [41632/50000 (83.26%)] Loss 0.0927, Accuaracy 66.65%Valid Epoch 100 | [43232/50000 (86.46%)] Loss 0.0927, Accuaracy 66.63%Valid Epoch 100 | [44832/50000 (89.66%)] Loss 0.0927, Accuaracy 66.63%Valid Epoch 100 | [46432/50000 (92.86%)] Loss 0.0930, Accuaracy 66.53%Valid Epoch 100 | [48032/50000 (96.06%)] Loss 0.0929, Accuaracy 66.57%Valid Epoch 100 | [49632/50000 (99.26%)] Loss 0.0930, Accuaracy 66.56%Valid Epoch 100 | Avarage Loss 0.0930, Average Accuracy 66.54%