training_2a.log

device: cuda:0
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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0
 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1
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 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]
number of training examples = 259
number of test examples = 29
>>>sub [7], cross [1], epoch [1], Train Loss: 0.797  Train Acc: 0.479
Val Acc = 0.37931
model save
>>>sub [7], cross [1], epoch [2], Train Loss: 0.753  Train Acc: 0.510
Val Acc = 0.34483
>>>sub [7], cross [1], epoch [3], Train Loss: 0.745  Train Acc: 0.529
Val Acc = 0.37931
>>>sub [7], cross [1], epoch [4], Train Loss: 0.753  Train Acc: 0.514
Val Acc = 0.55172
model save
>>>sub [7], cross [1], epoch [5], Train Loss: 0.744  Train Acc: 0.568
Val Acc = 0.41379
>>>sub [7], cross [1], epoch [6], Train Loss: 0.749  Train Acc: 0.537
Val Acc = 0.37931
>>>sub [7], cross [1], epoch [7], Train Loss: 0.749  Train Acc: 0.533
Val Acc = 0.48276
>>>sub [7], cross [1], epoch [8], Train Loss: 0.743  Train Acc: 0.541
Val Acc = 0.41379
>>>sub [7], cross [1], epoch [9], Train Loss: 0.740  Train Acc: 0.587
Val Acc = 0.58621
model save
>>>sub [7], cross [1], epoch [10], Train Loss: 0.726  Train Acc: 0.587
Val Acc = 0.58621
>>>sub [7], cross [1], epoch [11], Train Loss: 0.723  Train Acc: 0.664
Val Acc = 0.55172
>>>sub [7], cross [1], epoch [12], Train Loss: 0.722  Train Acc: 0.602
Val Acc = 0.55172
>>>sub [7], cross [1], epoch [13], Train Loss: 0.714  Train Acc: 0.641
Val Acc = 0.44828
>>>sub [7], cross [1], epoch [14], Train Loss: 0.681  Train Acc: 0.730
Val Acc = 0.62069
model save
>>>sub [7], cross [1], epoch [15], Train Loss: 0.706  Train Acc: 0.610
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [16], Train Loss: 0.696  Train Acc: 0.614
Val Acc = 0.58621
>>>sub [7], cross [1], epoch [17], Train Loss: 0.693  Train Acc: 0.633
Val Acc = 0.65517
model save
>>>sub [7], cross [1], epoch [18], Train Loss: 0.701  Train Acc: 0.645
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [19], Train Loss: 0.659  Train Acc: 0.691
Val Acc = 0.48276
>>>sub [7], cross [1], epoch [20], Train Loss: 0.653  Train Acc: 0.764
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [21], Train Loss: 0.655  Train Acc: 0.699
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [22], Train Loss: 0.624  Train Acc: 0.745
Val Acc = 0.58621
>>>sub [7], cross [1], epoch [23], Train Loss: 0.657  Train Acc: 0.668
Val Acc = 0.68966
model save
>>>sub [7], cross [1], epoch [24], Train Loss: 0.618  Train Acc: 0.788
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [25], Train Loss: 0.621  Train Acc: 0.772
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [26], Train Loss: 0.616  Train Acc: 0.795
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [27], Train Loss: 0.593  Train Acc: 0.795
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [28], Train Loss: 0.582  Train Acc: 0.838
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [29], Train Loss: 0.623  Train Acc: 0.726
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [30], Train Loss: 0.594  Train Acc: 0.784
Val Acc = 0.72414
model save
>>>sub [7], cross [1], epoch [31], Train Loss: 0.543  Train Acc: 0.857
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [32], Train Loss: 0.601  Train Acc: 0.764
Val Acc = 0.75862
model save
>>>sub [7], cross [1], epoch [33], Train Loss: 0.565  Train Acc: 0.819
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [34], Train Loss: 0.525  Train Acc: 0.903
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [35], Train Loss: 0.536  Train Acc: 0.838
Val Acc = 0.58621
>>>sub [7], cross [1], epoch [36], Train Loss: 0.590  Train Acc: 0.795
Val Acc = 0.82759
model save
>>>sub [7], cross [1], epoch [37], Train Loss: 0.488  Train Acc: 0.911
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [38], Train Loss: 0.486  Train Acc: 0.900
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [39], Train Loss: 0.452  Train Acc: 0.938
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [40], Train Loss: 0.504  Train Acc: 0.873
Val Acc = 0.55172
>>>sub [7], cross [1], epoch [41], Train Loss: 0.489  Train Acc: 0.880
Val Acc = 0.58621
>>>sub [7], cross [1], epoch [42], Train Loss: 0.457  Train Acc: 0.923
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [43], Train Loss: 0.512  Train Acc: 0.861
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [44], Train Loss: 0.449  Train Acc: 0.915
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [45], Train Loss: 0.463  Train Acc: 0.911
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [46], Train Loss: 0.408  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [47], Train Loss: 0.447  Train Acc: 0.931
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [48], Train Loss: 0.446  Train Acc: 0.911
Val Acc = 0.55172
>>>sub [7], cross [1], epoch [49], Train Loss: 0.414  Train Acc: 0.946
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [50], Train Loss: 0.400  Train Acc: 0.954
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [51], Train Loss: 0.403  Train Acc: 0.958
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [52], Train Loss: 0.407  Train Acc: 0.950
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [53], Train Loss: 0.405  Train Acc: 0.950
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [54], Train Loss: 0.401  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [55], Train Loss: 0.400  Train Acc: 0.950
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [56], Train Loss: 0.427  Train Acc: 0.927
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [57], Train Loss: 0.424  Train Acc: 0.934
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [58], Train Loss: 0.384  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [59], Train Loss: 0.401  Train Acc: 0.950
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [60], Train Loss: 0.423  Train Acc: 0.927
Val Acc = 0.58621
>>>sub [7], cross [1], epoch [61], Train Loss: 0.385  Train Acc: 0.969
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [62], Train Loss: 0.390  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [63], Train Loss: 0.387  Train Acc: 0.973
Val Acc = 0.58621
>>>sub [7], cross [1], epoch [64], Train Loss: 0.394  Train Acc: 0.954
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [65], Train Loss: 0.408  Train Acc: 0.942
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [66], Train Loss: 0.380  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [67], Train Loss: 0.373  Train Acc: 0.981
Val Acc = 0.86207
model save
>>>sub [7], cross [1], epoch [68], Train Loss: 0.381  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [69], Train Loss: 0.390  Train Acc: 0.961
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [70], Train Loss: 0.382  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [71], Train Loss: 0.391  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [72], Train Loss: 0.370  Train Acc: 0.977
Val Acc = 0.58621
>>>sub [7], cross [1], epoch [73], Train Loss: 0.393  Train Acc: 0.954
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [74], Train Loss: 0.380  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [75], Train Loss: 0.377  Train Acc: 0.969
Val Acc = 0.55172
>>>sub [7], cross [1], epoch [76], Train Loss: 0.383  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [77], Train Loss: 0.382  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [78], Train Loss: 0.380  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [79], Train Loss: 0.408  Train Acc: 0.931
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [80], Train Loss: 0.401  Train Acc: 0.942
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [81], Train Loss: 0.377  Train Acc: 0.969
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [82], Train Loss: 0.376  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [83], Train Loss: 0.431  Train Acc: 0.911
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [84], Train Loss: 0.370  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [85], Train Loss: 0.366  Train Acc: 0.985
Val Acc = 0.58621
>>>sub [7], cross [1], epoch [86], Train Loss: 0.403  Train Acc: 0.946
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [87], Train Loss: 0.378  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [88], Train Loss: 0.385  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [89], Train Loss: 0.380  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [90], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [91], Train Loss: 0.392  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [92], Train Loss: 0.383  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [93], Train Loss: 0.370  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [94], Train Loss: 0.499  Train Acc: 0.838
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [95], Train Loss: 0.393  Train Acc: 0.946
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [96], Train Loss: 0.369  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [97], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [98], Train Loss: 0.389  Train Acc: 0.961
Val Acc = 0.58621
>>>sub [7], cross [1], epoch [99], Train Loss: 0.368  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [100], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [101], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [102], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [103], Train Loss: 0.389  Train Acc: 0.954
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [104], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [105], Train Loss: 0.361  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [106], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [107], Train Loss: 0.372  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [108], Train Loss: 0.381  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [109], Train Loss: 0.380  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [110], Train Loss: 0.392  Train Acc: 0.954
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [111], Train Loss: 0.379  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [112], Train Loss: 0.416  Train Acc: 0.934
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [113], Train Loss: 0.359  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [114], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [115], Train Loss: 0.371  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [116], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [117], Train Loss: 0.371  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [118], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [119], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [120], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.89655
model save
>>>sub [7], cross [1], epoch [121], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [122], Train Loss: 0.367  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [123], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [124], Train Loss: 0.374  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [125], Train Loss: 0.357  Train Acc: 0.988
Val Acc = 0.55172
>>>sub [7], cross [1], epoch [126], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [1], epoch [127], Train Loss: 0.368  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [128], Train Loss: 0.365  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [129], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [130], Train Loss: 0.370  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [131], Train Loss: 0.379  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [132], Train Loss: 0.388  Train Acc: 0.950
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [133], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [134], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [135], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [136], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [137], Train Loss: 0.354  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [138], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [139], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [140], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [141], Train Loss: 0.435  Train Acc: 0.907
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [142], Train Loss: 0.371  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [143], Train Loss: 0.405  Train Acc: 0.942
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [144], Train Loss: 0.360  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [145], Train Loss: 0.403  Train Acc: 0.938
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [146], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [147], Train Loss: 0.351  Train Acc: 0.996
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [148], Train Loss: 0.355  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [149], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [150], Train Loss: 0.422  Train Acc: 0.923
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [151], Train Loss: 0.359  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [152], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [153], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [154], Train Loss: 0.368  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [155], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [156], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [157], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [158], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [159], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [160], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [161], Train Loss: 0.401  Train Acc: 0.938
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [162], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [163], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [164], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [165], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [166], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.58621
>>>sub [7], cross [1], epoch [167], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [168], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [169], Train Loss: 0.352  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [170], Train Loss: 0.370  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [171], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [172], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [173], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [174], Train Loss: 0.357  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [175], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [176], Train Loss: 0.380  Train Acc: 0.954
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [177], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [178], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [179], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [180], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [181], Train Loss: 0.382  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [182], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [183], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [184], Train Loss: 0.369  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [185], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [186], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [187], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [188], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [189], Train Loss: 0.373  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [190], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [191], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [192], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [193], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [194], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [195], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [196], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [197], Train Loss: 0.374  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [198], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [199], Train Loss: 0.399  Train Acc: 0.934
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [200], Train Loss: 0.419  Train Acc: 0.923
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [201], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [202], Train Loss: 0.363  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [203], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [204], Train Loss: 0.386  Train Acc: 0.954
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [205], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [206], Train Loss: 0.370  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [1], epoch [207], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [208], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [209], Train Loss: 0.366  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [210], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [211], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [212], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [213], Train Loss: 0.350  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [214], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [215], Train Loss: 0.373  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [216], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [217], Train Loss: 0.397  Train Acc: 0.946
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [218], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [219], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [220], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [221], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [222], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [223], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [224], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [225], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [226], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.58621
>>>sub [7], cross [1], epoch [227], Train Loss: 0.344  Train Acc: 1.000
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [228], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [229], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [230], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [231], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [232], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [233], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [234], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [235], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [236], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [237], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [238], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [239], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [240], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [241], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [242], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [243], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [244], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [245], Train Loss: 0.374  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [246], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [247], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [248], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [249], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [250], Train Loss: 0.407  Train Acc: 0.934
Val Acc = 0.86207
>>>sub [7], cross [1], epoch [251], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [252], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [253], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [254], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [255], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [256], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.58621
>>>sub [7], cross [1], epoch [257], Train Loss: 0.385  Train Acc: 0.946
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [258], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [259], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [260], Train Loss: 0.388  Train Acc: 0.958
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [261], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [262], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [263], Train Loss: 0.398  Train Acc: 0.938
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [264], Train Loss: 0.373  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [265], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [1], epoch [266], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [267], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [268], Train Loss: 0.379  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [269], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [270], Train Loss: 0.411  Train Acc: 0.931
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [271], Train Loss: 0.376  Train Acc: 0.958
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [272], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [273], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [274], Train Loss: 0.342  Train Acc: 1.000
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [275], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [276], Train Loss: 0.348  Train Acc: 1.000
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [277], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [278], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [279], Train Loss: 0.378  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [280], Train Loss: 0.389  Train Acc: 0.946
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [281], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [282], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [283], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [284], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [285], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [286], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [287], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [288], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [289], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [290], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [291], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [292], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [293], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [294], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [295], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [296], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [297], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [298], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [299], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [300], Train Loss: 0.382  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [301], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [302], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [303], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [304], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [305], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [306], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [307], Train Loss: 0.366  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [308], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [309], Train Loss: 0.384  Train Acc: 0.969
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [310], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [311], Train Loss: 0.412  Train Acc: 0.931
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [312], Train Loss: 0.397  Train Acc: 0.942
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [313], Train Loss: 0.547  Train Acc: 0.807
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [314], Train Loss: 0.372  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [315], Train Loss: 0.388  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [316], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [317], Train Loss: 0.343  Train Acc: 1.000
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [318], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [319], Train Loss: 0.363  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [320], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [321], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [322], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [323], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [324], Train Loss: 0.343  Train Acc: 1.000
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [325], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [326], Train Loss: 0.383  Train Acc: 0.954
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [327], Train Loss: 0.350  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [328], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [329], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [330], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [331], Train Loss: 0.349  Train Acc: 0.988
Val Acc = 0.55172
>>>sub [7], cross [1], epoch [332], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [333], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [334], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [335], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [336], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [1], epoch [337], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [1], epoch [338], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [339], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [340], Train Loss: 0.392  Train Acc: 0.946
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [341], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.55172
>>>sub [7], cross [1], epoch [342], Train Loss: 0.392  Train Acc: 0.946
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [343], Train Loss: 0.358  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [344], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [345], Train Loss: 0.346  Train Acc: 1.000
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [346], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [347], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [348], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [349], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [350], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.58621
>>>sub [7], cross [1], epoch [351], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [352], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [353], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [354], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [355], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [356], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [357], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [358], Train Loss: 0.346  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [359], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [360], Train Loss: 0.370  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [361], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [362], Train Loss: 0.385  Train Acc: 0.946
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [363], Train Loss: 0.344  Train Acc: 1.000
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [364], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [365], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [366], Train Loss: 0.342  Train Acc: 1.000
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [367], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [368], Train Loss: 0.357  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [369], Train Loss: 0.387  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [370], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [371], Train Loss: 0.413  Train Acc: 0.923
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [372], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [373], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.58621
>>>sub [7], cross [1], epoch [374], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [375], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [376], Train Loss: 0.368  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [377], Train Loss: 0.361  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [378], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.58621
>>>sub [7], cross [1], epoch [379], Train Loss: 0.489  Train Acc: 0.842
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [380], Train Loss: 0.373  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [381], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [382], Train Loss: 0.367  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [383], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [384], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [385], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [386], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [387], Train Loss: 0.345  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [388], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [389], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.86207
>>>sub [7], cross [1], epoch [390], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [391], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [392], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [393], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [394], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [395], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [396], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [397], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [398], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [399], Train Loss: 0.432  Train Acc: 0.907
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [400], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [401], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [402], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [403], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.86207
>>>sub [7], cross [1], epoch [404], Train Loss: 0.343  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [405], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [406], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [407], Train Loss: 0.374  Train Acc: 0.961
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [408], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [409], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [410], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [411], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [412], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [413], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [414], Train Loss: 0.379  Train Acc: 0.958
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [415], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [416], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [417], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [418], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [419], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [420], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.55172
>>>sub [7], cross [1], epoch [421], Train Loss: 0.372  Train Acc: 0.973
Val Acc = 0.89655
>>>sub [7], cross [1], epoch [422], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [1], epoch [423], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [1], epoch [424], Train Loss: 0.348  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [425], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [426], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [427], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [428], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [429], Train Loss: 0.358  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [430], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [431], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [432], Train Loss: 0.343  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [433], Train Loss: 0.346  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [434], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [435], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [436], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [437], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [438], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [439], Train Loss: 0.361  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [440], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [441], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [442], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [443], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [444], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [445], Train Loss: 0.346  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [446], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [447], Train Loss: 0.387  Train Acc: 0.950
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [448], Train Loss: 0.449  Train Acc: 0.900
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [449], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [450], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [451], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [452], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [453], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [454], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [455], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [456], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [457], Train Loss: 0.348  Train Acc: 0.996
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [458], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [459], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [460], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [461], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [462], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [463], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [464], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [465], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [466], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [467], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [468], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [469], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.89655
>>>sub [7], cross [1], epoch [470], Train Loss: 0.348  Train Acc: 0.996
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [471], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.65517
>>>sub [7], cross [1], epoch [472], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [473], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [474], Train Loss: 0.342  Train Acc: 1.000
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [475], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [476], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [477], Train Loss: 0.382  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [478], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [479], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [480], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [481], Train Loss: 0.349  Train Acc: 0.996
Val Acc = 0.62069
>>>sub [7], cross [1], epoch [482], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [1], epoch [483], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [484], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [485], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [486], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [487], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [488], Train Loss: 0.378  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [489], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [490], Train Loss: 0.398  Train Acc: 0.942
Val Acc = 0.82759
>>>sub [7], cross [1], epoch [491], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.58621
>>>sub [7], cross [1], epoch [492], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [1], epoch [493], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [494], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [495], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [1], epoch [496], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [1], epoch [497], Train Loss: 0.371  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [498], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [499], Train Loss: 0.372  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [1], epoch [500], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.72414
test accuracy: 0.896551724137931
model_acc: [0.896551724137931]
number of training examples = 259
number of test examples = 29
>>>sub [7], cross [2], epoch [1], Train Loss: 0.794  Train Acc: 0.425
Val Acc = 0.62069
model save
>>>sub [7], cross [2], epoch [2], Train Loss: 0.742  Train Acc: 0.514
Val Acc = 0.37931
>>>sub [7], cross [2], epoch [3], Train Loss: 0.755  Train Acc: 0.510
Val Acc = 0.44828
>>>sub [7], cross [2], epoch [4], Train Loss: 0.770  Train Acc: 0.429
Val Acc = 0.48276
>>>sub [7], cross [2], epoch [5], Train Loss: 0.751  Train Acc: 0.502
Val Acc = 0.37931
>>>sub [7], cross [2], epoch [6], Train Loss: 0.751  Train Acc: 0.498
Val Acc = 0.41379
>>>sub [7], cross [2], epoch [7], Train Loss: 0.738  Train Acc: 0.579
Val Acc = 0.65517
model save
>>>sub [7], cross [2], epoch [8], Train Loss: 0.739  Train Acc: 0.564
Val Acc = 0.48276
>>>sub [7], cross [2], epoch [9], Train Loss: 0.730  Train Acc: 0.575
Val Acc = 0.55172
>>>sub [7], cross [2], epoch [10], Train Loss: 0.720  Train Acc: 0.606
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [11], Train Loss: 0.710  Train Acc: 0.653
Val Acc = 0.55172
>>>sub [7], cross [2], epoch [12], Train Loss: 0.716  Train Acc: 0.645
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [13], Train Loss: 0.694  Train Acc: 0.680
Val Acc = 0.72414
model save
>>>sub [7], cross [2], epoch [14], Train Loss: 0.704  Train Acc: 0.641
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [15], Train Loss: 0.676  Train Acc: 0.668
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [16], Train Loss: 0.648  Train Acc: 0.757
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [17], Train Loss: 0.677  Train Acc: 0.683
Val Acc = 0.55172
>>>sub [7], cross [2], epoch [18], Train Loss: 0.690  Train Acc: 0.637
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [19], Train Loss: 0.651  Train Acc: 0.734
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [20], Train Loss: 0.646  Train Acc: 0.722
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [21], Train Loss: 0.625  Train Acc: 0.784
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [22], Train Loss: 0.608  Train Acc: 0.772
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [23], Train Loss: 0.626  Train Acc: 0.757
Val Acc = 0.75862
model save
>>>sub [7], cross [2], epoch [24], Train Loss: 0.593  Train Acc: 0.776
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [25], Train Loss: 0.564  Train Acc: 0.842
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [26], Train Loss: 0.598  Train Acc: 0.803
Val Acc = 0.79310
model save
>>>sub [7], cross [2], epoch [27], Train Loss: 0.583  Train Acc: 0.807
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [28], Train Loss: 0.593  Train Acc: 0.768
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [29], Train Loss: 0.582  Train Acc: 0.803
Val Acc = 0.82759
model save
>>>sub [7], cross [2], epoch [30], Train Loss: 0.550  Train Acc: 0.830
Val Acc = 0.86207
model save
>>>sub [7], cross [2], epoch [31], Train Loss: 0.549  Train Acc: 0.846
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [32], Train Loss: 0.558  Train Acc: 0.815
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [33], Train Loss: 0.554  Train Acc: 0.822
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [34], Train Loss: 0.520  Train Acc: 0.876
Val Acc = 0.82759
>>>sub [7], cross [2], epoch [35], Train Loss: 0.511  Train Acc: 0.861
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [36], Train Loss: 0.513  Train Acc: 0.853
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [37], Train Loss: 0.517  Train Acc: 0.834
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [38], Train Loss: 0.505  Train Acc: 0.857
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [39], Train Loss: 0.474  Train Acc: 0.911
Val Acc = 0.86207
>>>sub [7], cross [2], epoch [40], Train Loss: 0.440  Train Acc: 0.942
Val Acc = 0.86207
>>>sub [7], cross [2], epoch [41], Train Loss: 0.465  Train Acc: 0.900
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [42], Train Loss: 0.458  Train Acc: 0.919
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [43], Train Loss: 0.469  Train Acc: 0.915
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [44], Train Loss: 0.514  Train Acc: 0.842
Val Acc = 0.82759
>>>sub [7], cross [2], epoch [45], Train Loss: 0.444  Train Acc: 0.923
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [46], Train Loss: 0.452  Train Acc: 0.903
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [47], Train Loss: 0.453  Train Acc: 0.911
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [48], Train Loss: 0.404  Train Acc: 0.958
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [49], Train Loss: 0.480  Train Acc: 0.876
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [50], Train Loss: 0.450  Train Acc: 0.903
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [51], Train Loss: 0.483  Train Acc: 0.880
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [52], Train Loss: 0.419  Train Acc: 0.931
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [53], Train Loss: 0.444  Train Acc: 0.931
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [54], Train Loss: 0.418  Train Acc: 0.934
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [55], Train Loss: 0.453  Train Acc: 0.896
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [56], Train Loss: 0.392  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [57], Train Loss: 0.408  Train Acc: 0.942
Val Acc = 0.82759
>>>sub [7], cross [2], epoch [58], Train Loss: 0.519  Train Acc: 0.819
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [59], Train Loss: 0.417  Train Acc: 0.938
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [60], Train Loss: 0.424  Train Acc: 0.931
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [61], Train Loss: 0.421  Train Acc: 0.931
Val Acc = 0.86207
>>>sub [7], cross [2], epoch [62], Train Loss: 0.415  Train Acc: 0.942
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [63], Train Loss: 0.397  Train Acc: 0.958
Val Acc = 0.86207
>>>sub [7], cross [2], epoch [64], Train Loss: 0.396  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [65], Train Loss: 0.445  Train Acc: 0.907
Val Acc = 0.55172
>>>sub [7], cross [2], epoch [66], Train Loss: 0.392  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [67], Train Loss: 0.386  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [68], Train Loss: 0.399  Train Acc: 0.950
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [69], Train Loss: 0.391  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [70], Train Loss: 0.403  Train Acc: 0.950
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [71], Train Loss: 0.409  Train Acc: 0.942
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [72], Train Loss: 0.437  Train Acc: 0.919
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [73], Train Loss: 0.402  Train Acc: 0.954
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [74], Train Loss: 0.407  Train Acc: 0.934
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [75], Train Loss: 0.398  Train Acc: 0.954
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [76], Train Loss: 0.417  Train Acc: 0.942
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [77], Train Loss: 0.392  Train Acc: 0.958
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [78], Train Loss: 0.399  Train Acc: 0.946
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [79], Train Loss: 0.457  Train Acc: 0.869
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [80], Train Loss: 0.382  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [81], Train Loss: 0.401  Train Acc: 0.942
Val Acc = 0.55172
>>>sub [7], cross [2], epoch [82], Train Loss: 0.401  Train Acc: 0.938
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [83], Train Loss: 0.394  Train Acc: 0.965
Val Acc = 0.86207
>>>sub [7], cross [2], epoch [84], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [85], Train Loss: 0.387  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [86], Train Loss: 0.379  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [87], Train Loss: 0.392  Train Acc: 0.954
Val Acc = 0.55172
>>>sub [7], cross [2], epoch [88], Train Loss: 0.422  Train Acc: 0.927
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [89], Train Loss: 0.394  Train Acc: 0.950
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [90], Train Loss: 0.393  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [91], Train Loss: 0.367  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [92], Train Loss: 0.383  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [93], Train Loss: 0.384  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [94], Train Loss: 0.382  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [95], Train Loss: 0.396  Train Acc: 0.942
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [96], Train Loss: 0.388  Train Acc: 0.954
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [97], Train Loss: 0.365  Train Acc: 0.985
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [98], Train Loss: 0.384  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [99], Train Loss: 0.424  Train Acc: 0.915
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [100], Train Loss: 0.376  Train Acc: 0.973
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [101], Train Loss: 0.393  Train Acc: 0.954
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [102], Train Loss: 0.382  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [103], Train Loss: 0.490  Train Acc: 0.846
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [104], Train Loss: 0.484  Train Acc: 0.853
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [105], Train Loss: 0.391  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [106], Train Loss: 0.379  Train Acc: 0.969
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [107], Train Loss: 0.394  Train Acc: 0.950
Val Acc = 0.55172
>>>sub [7], cross [2], epoch [108], Train Loss: 0.397  Train Acc: 0.950
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [109], Train Loss: 0.378  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [110], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [111], Train Loss: 0.365  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [112], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [113], Train Loss: 0.382  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [2], epoch [114], Train Loss: 0.385  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [115], Train Loss: 0.407  Train Acc: 0.938
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [116], Train Loss: 0.432  Train Acc: 0.903
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [117], Train Loss: 0.379  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [118], Train Loss: 0.461  Train Acc: 0.888
Val Acc = 0.48276
>>>sub [7], cross [2], epoch [119], Train Loss: 0.422  Train Acc: 0.923
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [120], Train Loss: 0.385  Train Acc: 0.958
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [121], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [122], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [123], Train Loss: 0.389  Train Acc: 0.954
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [124], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.51724
>>>sub [7], cross [2], epoch [125], Train Loss: 0.374  Train Acc: 0.965
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [126], Train Loss: 0.392  Train Acc: 0.954
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [127], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [128], Train Loss: 0.422  Train Acc: 0.927
Val Acc = 0.93103
model save
>>>sub [7], cross [2], epoch [129], Train Loss: 0.382  Train Acc: 0.973
Val Acc = 0.86207
>>>sub [7], cross [2], epoch [130], Train Loss: 0.381  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [2], epoch [131], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [132], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.55172
>>>sub [7], cross [2], epoch [133], Train Loss: 0.455  Train Acc: 0.896
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [134], Train Loss: 0.434  Train Acc: 0.911
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [135], Train Loss: 0.382  Train Acc: 0.954
Val Acc = 0.82759
>>>sub [7], cross [2], epoch [136], Train Loss: 0.373  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [137], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [138], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [139], Train Loss: 0.385  Train Acc: 0.954
Val Acc = 0.86207
>>>sub [7], cross [2], epoch [140], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [141], Train Loss: 0.357  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [142], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [143], Train Loss: 0.368  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [144], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [145], Train Loss: 0.396  Train Acc: 0.950
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [146], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.93103
>>>sub [7], cross [2], epoch [147], Train Loss: 0.385  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [148], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [149], Train Loss: 0.363  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [150], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [151], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [152], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [153], Train Loss: 0.383  Train Acc: 0.965
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [154], Train Loss: 0.395  Train Acc: 0.946
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [155], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [156], Train Loss: 0.383  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [157], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [2], epoch [158], Train Loss: 0.422  Train Acc: 0.911
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [159], Train Loss: 0.405  Train Acc: 0.934
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [160], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [161], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [162], Train Loss: 0.389  Train Acc: 0.950
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [163], Train Loss: 0.359  Train Acc: 0.988
Val Acc = 0.55172
>>>sub [7], cross [2], epoch [164], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [165], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [166], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [167], Train Loss: 0.389  Train Acc: 0.958
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [168], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [169], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [170], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [171], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [2], epoch [172], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [2], epoch [173], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [174], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [175], Train Loss: 0.471  Train Acc: 0.876
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [176], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [177], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [178], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [179], Train Loss: 0.452  Train Acc: 0.896
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [180], Train Loss: 0.360  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [181], Train Loss: 0.393  Train Acc: 0.958
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [182], Train Loss: 0.399  Train Acc: 0.954
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [183], Train Loss: 0.370  Train Acc: 0.969
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [184], Train Loss: 0.384  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [185], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [186], Train Loss: 0.449  Train Acc: 0.888
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [187], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [188], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [189], Train Loss: 0.379  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [190], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [191], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [192], Train Loss: 0.375  Train Acc: 0.965
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [193], Train Loss: 0.393  Train Acc: 0.954
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [194], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [195], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [196], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [197], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [198], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [199], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [200], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [201], Train Loss: 0.362  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [202], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [203], Train Loss: 0.375  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [204], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [205], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.89655
>>>sub [7], cross [2], epoch [206], Train Loss: 0.371  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [207], Train Loss: 0.374  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [208], Train Loss: 0.515  Train Acc: 0.838
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [209], Train Loss: 0.346  Train Acc: 1.000
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [210], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [211], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [212], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [213], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [214], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [215], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [216], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [2], epoch [217], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [218], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [219], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [220], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [221], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [222], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [223], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [224], Train Loss: 0.386  Train Acc: 0.950
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [225], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [226], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [227], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [228], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [229], Train Loss: 0.381  Train Acc: 0.961
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [230], Train Loss: 0.349  Train Acc: 0.996
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [231], Train Loss: 0.368  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [232], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [233], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [234], Train Loss: 0.372  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [235], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [236], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [237], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [238], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [239], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [2], epoch [240], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [241], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [242], Train Loss: 0.359  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [243], Train Loss: 0.421  Train Acc: 0.931
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [244], Train Loss: 0.385  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [245], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [246], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [247], Train Loss: 0.370  Train Acc: 0.965
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [248], Train Loss: 0.378  Train Acc: 0.961
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [249], Train Loss: 0.396  Train Acc: 0.950
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [250], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [251], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [252], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [253], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [254], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [255], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [256], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [257], Train Loss: 0.382  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [258], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [259], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [2], epoch [260], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [2], epoch [261], Train Loss: 0.364  Train Acc: 0.969
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [262], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [263], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [264], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [265], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [266], Train Loss: 0.399  Train Acc: 0.942
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [267], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [268], Train Loss: 0.379  Train Acc: 0.965
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [269], Train Loss: 0.409  Train Acc: 0.938
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [270], Train Loss: 0.384  Train Acc: 0.961
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [271], Train Loss: 0.437  Train Acc: 0.903
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [272], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [273], Train Loss: 0.402  Train Acc: 0.934
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [274], Train Loss: 0.398  Train Acc: 0.950
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [275], Train Loss: 0.359  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [276], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [277], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [278], Train Loss: 0.382  Train Acc: 0.961
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [279], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [280], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [281], Train Loss: 0.370  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [282], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [283], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [284], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [285], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [286], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [287], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [288], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [289], Train Loss: 0.374  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [290], Train Loss: 0.380  Train Acc: 0.961
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [291], Train Loss: 0.396  Train Acc: 0.946
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [292], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [293], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [294], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [295], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [296], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [297], Train Loss: 0.380  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [298], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [299], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [300], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.82759
>>>sub [7], cross [2], epoch [301], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [302], Train Loss: 0.372  Train Acc: 0.965
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [303], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [304], Train Loss: 0.408  Train Acc: 0.938
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [305], Train Loss: 0.383  Train Acc: 0.954
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [306], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [307], Train Loss: 0.367  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [308], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [309], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [310], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [311], Train Loss: 0.344  Train Acc: 1.000
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [312], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [313], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [314], Train Loss: 0.343  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [315], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [316], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [317], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [318], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [319], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [320], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [321], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [322], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [323], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [324], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [325], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [326], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [327], Train Loss: 0.350  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [328], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [329], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [330], Train Loss: 0.428  Train Acc: 0.903
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [331], Train Loss: 0.386  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [332], Train Loss: 0.372  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [333], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [334], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [335], Train Loss: 0.425  Train Acc: 0.911
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [336], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [337], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [338], Train Loss: 0.390  Train Acc: 0.954
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [339], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [340], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [341], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [342], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [343], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [344], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [345], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [346], Train Loss: 0.349  Train Acc: 0.996
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [347], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [348], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [349], Train Loss: 0.393  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [350], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [351], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [352], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [353], Train Loss: 0.371  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [354], Train Loss: 0.452  Train Acc: 0.884
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [355], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [356], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [357], Train Loss: 0.355  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [358], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [359], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [360], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [361], Train Loss: 0.351  Train Acc: 0.985
Val Acc = 0.55172
>>>sub [7], cross [2], epoch [362], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [363], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [364], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [365], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [366], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [367], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [368], Train Loss: 0.384  Train Acc: 0.954
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [369], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [370], Train Loss: 0.379  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [371], Train Loss: 0.372  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [372], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.55172
>>>sub [7], cross [2], epoch [373], Train Loss: 0.359  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [374], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [375], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [376], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [377], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [2], epoch [378], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [379], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [380], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [381], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [382], Train Loss: 0.358  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [383], Train Loss: 0.359  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [384], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [385], Train Loss: 0.370  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [386], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [387], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [388], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [389], Train Loss: 0.374  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [390], Train Loss: 0.354  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [2], epoch [391], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [392], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [393], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [394], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [395], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [396], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.86207
>>>sub [7], cross [2], epoch [397], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [398], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [399], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [400], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [401], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [402], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [403], Train Loss: 0.603  Train Acc: 0.749
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [404], Train Loss: 0.458  Train Acc: 0.884
Val Acc = 0.55172
>>>sub [7], cross [2], epoch [405], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.51724
>>>sub [7], cross [2], epoch [406], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [407], Train Loss: 0.400  Train Acc: 0.934
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [408], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [409], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [410], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [411], Train Loss: 0.351  Train Acc: 0.985
Val Acc = 0.55172
>>>sub [7], cross [2], epoch [412], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [413], Train Loss: 0.370  Train Acc: 0.969
Val Acc = 0.89655
>>>sub [7], cross [2], epoch [414], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [415], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [416], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [417], Train Loss: 0.401  Train Acc: 0.938
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [418], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [419], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [420], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [421], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [422], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [423], Train Loss: 0.343  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [424], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [425], Train Loss: 0.343  Train Acc: 1.000
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [426], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [427], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [428], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [429], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [430], Train Loss: 0.343  Train Acc: 1.000
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [431], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [432], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [433], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [434], Train Loss: 0.440  Train Acc: 0.900
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [435], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [436], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [437], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [438], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [439], Train Loss: 0.352  Train Acc: 0.996
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [440], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [441], Train Loss: 0.344  Train Acc: 1.000
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [442], Train Loss: 0.429  Train Acc: 0.911
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [443], Train Loss: 0.370  Train Acc: 0.969
Val Acc = 0.55172
>>>sub [7], cross [2], epoch [444], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [445], Train Loss: 0.366  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [446], Train Loss: 0.374  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [447], Train Loss: 0.355  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [448], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [449], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [450], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [451], Train Loss: 0.368  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [452], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [453], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [454], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [455], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [456], Train Loss: 0.350  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [457], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [458], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [459], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [460], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [461], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [2], epoch [462], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [463], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [464], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [2], epoch [465], Train Loss: 0.341  Train Acc: 1.000
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [466], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [467], Train Loss: 0.403  Train Acc: 0.938
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [468], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [469], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [2], epoch [470], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [471], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [472], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [473], Train Loss: 0.348  Train Acc: 0.996
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [474], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [475], Train Loss: 0.344  Train Acc: 1.000
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [476], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [477], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [478], Train Loss: 0.396  Train Acc: 0.946
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [479], Train Loss: 0.384  Train Acc: 0.950
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [480], Train Loss: 0.389  Train Acc: 0.954
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [481], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [482], Train Loss: 0.422  Train Acc: 0.919
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [483], Train Loss: 0.374  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [484], Train Loss: 0.368  Train Acc: 0.965
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [485], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [486], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [487], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [488], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [489], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [490], Train Loss: 0.376  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [491], Train Loss: 0.411  Train Acc: 0.927
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [492], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [493], Train Loss: 0.370  Train Acc: 0.965
Val Acc = 0.58621
>>>sub [7], cross [2], epoch [494], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [495], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [2], epoch [496], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [2], epoch [497], Train Loss: 0.349  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [2], epoch [498], Train Loss: 0.362  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [2], epoch [499], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [2], epoch [500], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.72414
test accuracy: 0.9310344827586207
model_acc: [0.896551724137931, 0.9310344827586207]
number of training examples = 259
number of test examples = 29
>>>sub [7], cross [3], epoch [1], Train Loss: 0.789  Train Acc: 0.409
Val Acc = 0.51724
model save
>>>sub [7], cross [3], epoch [2], Train Loss: 0.755  Train Acc: 0.510
Val Acc = 0.51724
>>>sub [7], cross [3], epoch [3], Train Loss: 0.758  Train Acc: 0.510
Val Acc = 0.51724
>>>sub [7], cross [3], epoch [4], Train Loss: 0.751  Train Acc: 0.483
Val Acc = 0.51724
>>>sub [7], cross [3], epoch [5], Train Loss: 0.757  Train Acc: 0.456
Val Acc = 0.58621
model save
>>>sub [7], cross [3], epoch [6], Train Loss: 0.749  Train Acc: 0.537
Val Acc = 0.44828
>>>sub [7], cross [3], epoch [7], Train Loss: 0.745  Train Acc: 0.506
Val Acc = 0.34483
>>>sub [7], cross [3], epoch [8], Train Loss: 0.752  Train Acc: 0.475
Val Acc = 0.41379
>>>sub [7], cross [3], epoch [9], Train Loss: 0.733  Train Acc: 0.622
Val Acc = 0.55172
>>>sub [7], cross [3], epoch [10], Train Loss: 0.728  Train Acc: 0.568
Val Acc = 0.48276
>>>sub [7], cross [3], epoch [11], Train Loss: 0.730  Train Acc: 0.537
Val Acc = 0.34483
>>>sub [7], cross [3], epoch [12], Train Loss: 0.725  Train Acc: 0.564
Val Acc = 0.79310
model save
>>>sub [7], cross [3], epoch [13], Train Loss: 0.702  Train Acc: 0.653
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [14], Train Loss: 0.705  Train Acc: 0.610
Val Acc = 0.55172
>>>sub [7], cross [3], epoch [15], Train Loss: 0.690  Train Acc: 0.656
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [16], Train Loss: 0.701  Train Acc: 0.649
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [17], Train Loss: 0.684  Train Acc: 0.683
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [18], Train Loss: 0.660  Train Acc: 0.726
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [19], Train Loss: 0.655  Train Acc: 0.687
Val Acc = 0.55172
>>>sub [7], cross [3], epoch [20], Train Loss: 0.652  Train Acc: 0.714
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [21], Train Loss: 0.631  Train Acc: 0.757
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [22], Train Loss: 0.631  Train Acc: 0.730
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [23], Train Loss: 0.632  Train Acc: 0.753
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [24], Train Loss: 0.625  Train Acc: 0.772
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [25], Train Loss: 0.650  Train Acc: 0.722
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [26], Train Loss: 0.632  Train Acc: 0.768
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [27], Train Loss: 0.593  Train Acc: 0.819
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [28], Train Loss: 0.606  Train Acc: 0.741
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [29], Train Loss: 0.584  Train Acc: 0.819
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [30], Train Loss: 0.564  Train Acc: 0.846
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [31], Train Loss: 0.578  Train Acc: 0.788
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [32], Train Loss: 0.585  Train Acc: 0.803
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [33], Train Loss: 0.529  Train Acc: 0.861
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [34], Train Loss: 0.552  Train Acc: 0.811
Val Acc = 0.82759
model save
>>>sub [7], cross [3], epoch [35], Train Loss: 0.565  Train Acc: 0.826
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [36], Train Loss: 0.550  Train Acc: 0.799
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [37], Train Loss: 0.585  Train Acc: 0.780
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [38], Train Loss: 0.494  Train Acc: 0.892
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [39], Train Loss: 0.476  Train Acc: 0.911
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [40], Train Loss: 0.497  Train Acc: 0.884
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [41], Train Loss: 0.511  Train Acc: 0.846
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [42], Train Loss: 0.531  Train Acc: 0.822
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [43], Train Loss: 0.453  Train Acc: 0.923
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [44], Train Loss: 0.501  Train Acc: 0.869
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [45], Train Loss: 0.477  Train Acc: 0.907
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [46], Train Loss: 0.472  Train Acc: 0.880
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [47], Train Loss: 0.477  Train Acc: 0.888
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [48], Train Loss: 0.472  Train Acc: 0.907
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [49], Train Loss: 0.479  Train Acc: 0.903
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [50], Train Loss: 0.442  Train Acc: 0.911
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [51], Train Loss: 0.432  Train Acc: 0.934
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [52], Train Loss: 0.488  Train Acc: 0.869
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [53], Train Loss: 0.478  Train Acc: 0.876
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [54], Train Loss: 0.467  Train Acc: 0.900
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [55], Train Loss: 0.420  Train Acc: 0.931
Val Acc = 0.86207
model save
>>>sub [7], cross [3], epoch [56], Train Loss: 0.426  Train Acc: 0.927
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [57], Train Loss: 0.421  Train Acc: 0.934
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [58], Train Loss: 0.461  Train Acc: 0.892
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [59], Train Loss: 0.440  Train Acc: 0.915
Val Acc = 0.86207
>>>sub [7], cross [3], epoch [60], Train Loss: 0.405  Train Acc: 0.938
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [61], Train Loss: 0.439  Train Acc: 0.907
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [62], Train Loss: 0.535  Train Acc: 0.811
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [63], Train Loss: 0.424  Train Acc: 0.927
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [64], Train Loss: 0.439  Train Acc: 0.903
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [65], Train Loss: 0.431  Train Acc: 0.923
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [66], Train Loss: 0.436  Train Acc: 0.915
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [67], Train Loss: 0.427  Train Acc: 0.934
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [68], Train Loss: 0.428  Train Acc: 0.903
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [69], Train Loss: 0.416  Train Acc: 0.927
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [70], Train Loss: 0.432  Train Acc: 0.900
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [71], Train Loss: 0.415  Train Acc: 0.938
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [72], Train Loss: 0.399  Train Acc: 0.954
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [73], Train Loss: 0.389  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [74], Train Loss: 0.420  Train Acc: 0.927
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [75], Train Loss: 0.393  Train Acc: 0.954
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [76], Train Loss: 0.431  Train Acc: 0.911
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [77], Train Loss: 0.395  Train Acc: 0.969
Val Acc = 0.55172
>>>sub [7], cross [3], epoch [78], Train Loss: 0.454  Train Acc: 0.892
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [79], Train Loss: 0.412  Train Acc: 0.934
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [80], Train Loss: 0.392  Train Acc: 0.954
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [81], Train Loss: 0.432  Train Acc: 0.923
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [82], Train Loss: 0.398  Train Acc: 0.946
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [83], Train Loss: 0.405  Train Acc: 0.931
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [84], Train Loss: 0.389  Train Acc: 0.954
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [85], Train Loss: 0.439  Train Acc: 0.896
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [86], Train Loss: 0.381  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [87], Train Loss: 0.391  Train Acc: 0.954
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [88], Train Loss: 0.410  Train Acc: 0.934
Val Acc = 0.86207
>>>sub [7], cross [3], epoch [89], Train Loss: 0.428  Train Acc: 0.915
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [90], Train Loss: 0.429  Train Acc: 0.923
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [91], Train Loss: 0.404  Train Acc: 0.942
Val Acc = 0.89655
model save
>>>sub [7], cross [3], epoch [92], Train Loss: 0.401  Train Acc: 0.942
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [93], Train Loss: 0.430  Train Acc: 0.907
Val Acc = 0.48276
>>>sub [7], cross [3], epoch [94], Train Loss: 0.397  Train Acc: 0.950
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [95], Train Loss: 0.427  Train Acc: 0.919
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [96], Train Loss: 0.399  Train Acc: 0.954
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [97], Train Loss: 0.393  Train Acc: 0.950
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [98], Train Loss: 0.385  Train Acc: 0.961
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [99], Train Loss: 0.371  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [100], Train Loss: 0.405  Train Acc: 0.934
Val Acc = 0.89655
>>>sub [7], cross [3], epoch [101], Train Loss: 0.371  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [102], Train Loss: 0.443  Train Acc: 0.903
Val Acc = 0.55172
>>>sub [7], cross [3], epoch [103], Train Loss: 0.412  Train Acc: 0.938
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [104], Train Loss: 0.379  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [105], Train Loss: 0.384  Train Acc: 0.969
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [106], Train Loss: 0.380  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [107], Train Loss: 0.382  Train Acc: 0.965
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [108], Train Loss: 0.373  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [109], Train Loss: 0.391  Train Acc: 0.958
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [110], Train Loss: 0.389  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [111], Train Loss: 0.389  Train Acc: 0.946
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [112], Train Loss: 0.395  Train Acc: 0.946
Val Acc = 0.86207
>>>sub [7], cross [3], epoch [113], Train Loss: 0.430  Train Acc: 0.923
Val Acc = 0.51724
>>>sub [7], cross [3], epoch [114], Train Loss: 0.528  Train Acc: 0.815
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [115], Train Loss: 0.411  Train Acc: 0.923
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [116], Train Loss: 0.379  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [117], Train Loss: 0.374  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [118], Train Loss: 0.393  Train Acc: 0.942
Val Acc = 0.55172
>>>sub [7], cross [3], epoch [119], Train Loss: 0.371  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [3], epoch [120], Train Loss: 0.379  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [121], Train Loss: 0.387  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [122], Train Loss: 0.391  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [123], Train Loss: 0.399  Train Acc: 0.946
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [124], Train Loss: 0.432  Train Acc: 0.896
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [125], Train Loss: 0.438  Train Acc: 0.903
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [126], Train Loss: 0.387  Train Acc: 0.961
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [127], Train Loss: 0.425  Train Acc: 0.919
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [128], Train Loss: 0.374  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [129], Train Loss: 0.386  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [130], Train Loss: 0.385  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [131], Train Loss: 0.396  Train Acc: 0.950
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [132], Train Loss: 0.407  Train Acc: 0.938
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [133], Train Loss: 0.371  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [3], epoch [134], Train Loss: 0.384  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [135], Train Loss: 0.385  Train Acc: 0.958
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [136], Train Loss: 0.397  Train Acc: 0.950
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [137], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [138], Train Loss: 0.367  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [139], Train Loss: 0.383  Train Acc: 0.958
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [140], Train Loss: 0.426  Train Acc: 0.919
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [141], Train Loss: 0.405  Train Acc: 0.938
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [142], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [143], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [144], Train Loss: 0.392  Train Acc: 0.950
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [145], Train Loss: 0.388  Train Acc: 0.958
Val Acc = 0.86207
>>>sub [7], cross [3], epoch [146], Train Loss: 0.430  Train Acc: 0.907
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [147], Train Loss: 0.466  Train Acc: 0.865
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [148], Train Loss: 0.410  Train Acc: 0.931
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [149], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [150], Train Loss: 0.383  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [151], Train Loss: 0.379  Train Acc: 0.961
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [152], Train Loss: 0.383  Train Acc: 0.961
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [153], Train Loss: 0.399  Train Acc: 0.938
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [154], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [155], Train Loss: 0.395  Train Acc: 0.942
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [156], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [157], Train Loss: 0.407  Train Acc: 0.938
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [158], Train Loss: 0.412  Train Acc: 0.931
Val Acc = 0.55172
>>>sub [7], cross [3], epoch [159], Train Loss: 0.392  Train Acc: 0.946
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [160], Train Loss: 0.382  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [161], Train Loss: 0.398  Train Acc: 0.950
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [162], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [163], Train Loss: 0.435  Train Acc: 0.919
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [164], Train Loss: 0.379  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [165], Train Loss: 0.373  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [166], Train Loss: 0.417  Train Acc: 0.919
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [167], Train Loss: 0.393  Train Acc: 0.954
Val Acc = 0.86207
>>>sub [7], cross [3], epoch [168], Train Loss: 0.367  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [169], Train Loss: 0.422  Train Acc: 0.919
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [170], Train Loss: 0.385  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [171], Train Loss: 0.380  Train Acc: 0.965
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [172], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [173], Train Loss: 0.379  Train Acc: 0.965
Val Acc = 0.55172
>>>sub [7], cross [3], epoch [174], Train Loss: 0.386  Train Acc: 0.954
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [175], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.86207
>>>sub [7], cross [3], epoch [176], Train Loss: 0.401  Train Acc: 0.942
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [177], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [178], Train Loss: 0.384  Train Acc: 0.954
Val Acc = 0.86207
>>>sub [7], cross [3], epoch [179], Train Loss: 0.390  Train Acc: 0.946
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [180], Train Loss: 0.373  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [181], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [182], Train Loss: 0.374  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [183], Train Loss: 0.375  Train Acc: 0.961
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [184], Train Loss: 0.394  Train Acc: 0.946
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [185], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [186], Train Loss: 0.382  Train Acc: 0.961
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [187], Train Loss: 0.381  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [188], Train Loss: 0.378  Train Acc: 0.954
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [189], Train Loss: 0.482  Train Acc: 0.846
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [190], Train Loss: 0.431  Train Acc: 0.903
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [191], Train Loss: 0.372  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [192], Train Loss: 0.412  Train Acc: 0.927
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [193], Train Loss: 0.394  Train Acc: 0.946
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [194], Train Loss: 0.397  Train Acc: 0.950
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [195], Train Loss: 0.425  Train Acc: 0.919
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [196], Train Loss: 0.394  Train Acc: 0.946
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [197], Train Loss: 0.395  Train Acc: 0.942
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [198], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [199], Train Loss: 0.382  Train Acc: 0.954
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [200], Train Loss: 0.388  Train Acc: 0.950
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [201], Train Loss: 0.382  Train Acc: 0.965
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [202], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [203], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [204], Train Loss: 0.386  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [205], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [206], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [207], Train Loss: 0.379  Train Acc: 0.961
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [208], Train Loss: 0.440  Train Acc: 0.896
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [209], Train Loss: 0.404  Train Acc: 0.946
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [210], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [211], Train Loss: 0.368  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [212], Train Loss: 0.383  Train Acc: 0.954
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [213], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [214], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [215], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [216], Train Loss: 0.374  Train Acc: 0.973
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [217], Train Loss: 0.357  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [218], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.55172
>>>sub [7], cross [3], epoch [219], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [220], Train Loss: 0.370  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [221], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [222], Train Loss: 0.385  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [223], Train Loss: 0.372  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [224], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [225], Train Loss: 0.376  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [226], Train Loss: 0.385  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [227], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [228], Train Loss: 0.368  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [229], Train Loss: 0.359  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [230], Train Loss: 0.390  Train Acc: 0.958
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [231], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [232], Train Loss: 0.398  Train Acc: 0.938
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [233], Train Loss: 0.400  Train Acc: 0.942
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [234], Train Loss: 0.380  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [235], Train Loss: 0.477  Train Acc: 0.861
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [236], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [237], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [238], Train Loss: 0.509  Train Acc: 0.822
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [239], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [240], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [241], Train Loss: 0.375  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [242], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [243], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [244], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [245], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [246], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [247], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [248], Train Loss: 0.389  Train Acc: 0.954
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [249], Train Loss: 0.380  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [250], Train Loss: 0.396  Train Acc: 0.942
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [251], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [252], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [253], Train Loss: 0.386  Train Acc: 0.954
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [254], Train Loss: 0.392  Train Acc: 0.946
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [255], Train Loss: 0.394  Train Acc: 0.938
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [256], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [257], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [258], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [259], Train Loss: 0.417  Train Acc: 0.923
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [260], Train Loss: 0.399  Train Acc: 0.954
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [261], Train Loss: 0.388  Train Acc: 0.958
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [262], Train Loss: 0.432  Train Acc: 0.900
Val Acc = 0.86207
>>>sub [7], cross [3], epoch [263], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [264], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [265], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [266], Train Loss: 0.405  Train Acc: 0.934
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [267], Train Loss: 0.378  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [268], Train Loss: 0.366  Train Acc: 0.965
Val Acc = 0.86207
>>>sub [7], cross [3], epoch [269], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [270], Train Loss: 0.382  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [271], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [272], Train Loss: 0.361  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [273], Train Loss: 0.390  Train Acc: 0.950
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [274], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [275], Train Loss: 0.387  Train Acc: 0.958
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [276], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [277], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [278], Train Loss: 0.369  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [279], Train Loss: 0.381  Train Acc: 0.961
Val Acc = 0.86207
>>>sub [7], cross [3], epoch [280], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [281], Train Loss: 0.398  Train Acc: 0.950
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [282], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [283], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [284], Train Loss: 0.371  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [285], Train Loss: 0.388  Train Acc: 0.946
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [286], Train Loss: 0.389  Train Acc: 0.958
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [287], Train Loss: 0.391  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [288], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [289], Train Loss: 0.388  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [290], Train Loss: 0.413  Train Acc: 0.938
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [291], Train Loss: 0.380  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [292], Train Loss: 0.393  Train Acc: 0.954
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [293], Train Loss: 0.376  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [294], Train Loss: 0.368  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [295], Train Loss: 0.394  Train Acc: 0.946
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [296], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [297], Train Loss: 0.408  Train Acc: 0.927
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [298], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [299], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [300], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [3], epoch [301], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [302], Train Loss: 0.383  Train Acc: 0.958
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [303], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [304], Train Loss: 0.376  Train Acc: 0.961
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [305], Train Loss: 0.383  Train Acc: 0.958
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [306], Train Loss: 0.391  Train Acc: 0.954
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [307], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [308], Train Loss: 0.379  Train Acc: 0.954
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [309], Train Loss: 0.411  Train Acc: 0.931
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [310], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [311], Train Loss: 0.387  Train Acc: 0.958
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [312], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [313], Train Loss: 0.374  Train Acc: 0.961
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [314], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [315], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [316], Train Loss: 0.385  Train Acc: 0.958
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [317], Train Loss: 0.432  Train Acc: 0.915
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [318], Train Loss: 0.384  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [319], Train Loss: 0.446  Train Acc: 0.900
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [320], Train Loss: 0.418  Train Acc: 0.919
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [321], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [322], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [323], Train Loss: 0.425  Train Acc: 0.915
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [324], Train Loss: 0.374  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [325], Train Loss: 0.397  Train Acc: 0.942
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [326], Train Loss: 0.383  Train Acc: 0.954
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [327], Train Loss: 0.374  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [328], Train Loss: 0.396  Train Acc: 0.942
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [329], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [330], Train Loss: 0.383  Train Acc: 0.961
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [331], Train Loss: 0.375  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [332], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [333], Train Loss: 0.354  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [334], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [335], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [336], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [337], Train Loss: 0.408  Train Acc: 0.931
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [338], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [339], Train Loss: 0.401  Train Acc: 0.942
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [340], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [341], Train Loss: 0.374  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [342], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [343], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [344], Train Loss: 0.392  Train Acc: 0.950
Val Acc = 0.55172
>>>sub [7], cross [3], epoch [345], Train Loss: 0.411  Train Acc: 0.934
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [346], Train Loss: 0.394  Train Acc: 0.942
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [347], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [348], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [349], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [350], Train Loss: 0.383  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [351], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [352], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [353], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [354], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [355], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [356], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [3], epoch [357], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [358], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [359], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.93103
model save
>>>sub [7], cross [3], epoch [360], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [361], Train Loss: 0.356  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [362], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [363], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [364], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [365], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [366], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [367], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [368], Train Loss: 0.408  Train Acc: 0.927
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [369], Train Loss: 0.367  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [370], Train Loss: 0.384  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [371], Train Loss: 0.392  Train Acc: 0.950
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [372], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [373], Train Loss: 0.378  Train Acc: 0.969
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [374], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [375], Train Loss: 0.354  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [376], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [377], Train Loss: 0.400  Train Acc: 0.942
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [378], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [379], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [380], Train Loss: 0.388  Train Acc: 0.954
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [381], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [382], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.89655
>>>sub [7], cross [3], epoch [383], Train Loss: 0.370  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [384], Train Loss: 0.394  Train Acc: 0.938
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [385], Train Loss: 0.393  Train Acc: 0.942
Val Acc = 0.55172
>>>sub [7], cross [3], epoch [386], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [387], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [388], Train Loss: 0.362  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [389], Train Loss: 0.387  Train Acc: 0.958
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [390], Train Loss: 0.372  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [391], Train Loss: 0.368  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [392], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.93103
>>>sub [7], cross [3], epoch [393], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [394], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [395], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [396], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [397], Train Loss: 0.587  Train Acc: 0.776
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [398], Train Loss: 0.474  Train Acc: 0.869
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [399], Train Loss: 0.379  Train Acc: 0.965
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [400], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [401], Train Loss: 0.380  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [402], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [403], Train Loss: 0.389  Train Acc: 0.954
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [404], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [405], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [406], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [407], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [408], Train Loss: 0.369  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [409], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [410], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [411], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [412], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [413], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [414], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [415], Train Loss: 0.410  Train Acc: 0.927
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [416], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [417], Train Loss: 0.386  Train Acc: 0.958
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [418], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [419], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [420], Train Loss: 0.414  Train Acc: 0.923
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [421], Train Loss: 0.384  Train Acc: 0.958
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [422], Train Loss: 0.391  Train Acc: 0.950
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [423], Train Loss: 0.396  Train Acc: 0.942
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [424], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [425], Train Loss: 0.382  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [426], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [427], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [428], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [429], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [430], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [431], Train Loss: 0.390  Train Acc: 0.950
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [432], Train Loss: 0.388  Train Acc: 0.950
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [433], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.89655
>>>sub [7], cross [3], epoch [434], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [435], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [436], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [437], Train Loss: 0.375  Train Acc: 0.961
Val Acc = 0.55172
>>>sub [7], cross [3], epoch [438], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [439], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [440], Train Loss: 0.384  Train Acc: 0.950
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [441], Train Loss: 0.388  Train Acc: 0.958
Val Acc = 0.86207
>>>sub [7], cross [3], epoch [442], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.55172
>>>sub [7], cross [3], epoch [443], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [444], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [445], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.55172
>>>sub [7], cross [3], epoch [446], Train Loss: 0.371  Train Acc: 0.977
Val Acc = 0.89655
>>>sub [7], cross [3], epoch [447], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [3], epoch [448], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [449], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [450], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [451], Train Loss: 0.430  Train Acc: 0.915
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [452], Train Loss: 0.386  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [453], Train Loss: 0.388  Train Acc: 0.958
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [454], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [455], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [456], Train Loss: 0.409  Train Acc: 0.934
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [457], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [458], Train Loss: 0.381  Train Acc: 0.961
Val Acc = 0.55172
>>>sub [7], cross [3], epoch [459], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [460], Train Loss: 0.384  Train Acc: 0.958
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [461], Train Loss: 0.457  Train Acc: 0.880
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [462], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [463], Train Loss: 0.394  Train Acc: 0.954
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [464], Train Loss: 0.406  Train Acc: 0.931
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [465], Train Loss: 0.390  Train Acc: 0.954
Val Acc = 0.48276
>>>sub [7], cross [3], epoch [466], Train Loss: 0.379  Train Acc: 0.961
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [467], Train Loss: 0.380  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [468], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [469], Train Loss: 0.380  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [470], Train Loss: 0.368  Train Acc: 0.977
Val Acc = 0.55172
>>>sub [7], cross [3], epoch [471], Train Loss: 0.385  Train Acc: 0.954
Val Acc = 0.51724
>>>sub [7], cross [3], epoch [472], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [473], Train Loss: 0.385  Train Acc: 0.954
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [474], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [475], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [476], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [477], Train Loss: 0.373  Train Acc: 0.961
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [478], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [479], Train Loss: 0.364  Train Acc: 0.969
Val Acc = 0.51724
>>>sub [7], cross [3], epoch [480], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [481], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [482], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [3], epoch [483], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [484], Train Loss: 0.376  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [485], Train Loss: 0.390  Train Acc: 0.942
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [486], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [487], Train Loss: 0.390  Train Acc: 0.946
Val Acc = 0.58621
>>>sub [7], cross [3], epoch [488], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [489], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [490], Train Loss: 0.378  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [3], epoch [491], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [492], Train Loss: 0.417  Train Acc: 0.915
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [493], Train Loss: 0.354  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [494], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [3], epoch [495], Train Loss: 0.383  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [3], epoch [496], Train Loss: 0.465  Train Acc: 0.873
Val Acc = 0.55172
>>>sub [7], cross [3], epoch [497], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [3], epoch [498], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [3], epoch [499], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [3], epoch [500], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.65517
test accuracy: 0.9310344827586207
model_acc: [0.896551724137931, 0.9310344827586207, 0.9310344827586207]
number of training examples = 259
number of test examples = 29
>>>sub [7], cross [4], epoch [1], Train Loss: 0.803  Train Acc: 0.456
Val Acc = 0.34483
model save
>>>sub [7], cross [4], epoch [2], Train Loss: 0.749  Train Acc: 0.517
Val Acc = 0.44828
model save
>>>sub [7], cross [4], epoch [3], Train Loss: 0.747  Train Acc: 0.544
Val Acc = 0.37931
>>>sub [7], cross [4], epoch [4], Train Loss: 0.738  Train Acc: 0.579
Val Acc = 0.68966
model save
>>>sub [7], cross [4], epoch [5], Train Loss: 0.732  Train Acc: 0.610
Val Acc = 0.72414
model save
>>>sub [7], cross [4], epoch [6], Train Loss: 0.732  Train Acc: 0.552
Val Acc = 0.48276
>>>sub [7], cross [4], epoch [7], Train Loss: 0.717  Train Acc: 0.625
Val Acc = 0.44828
>>>sub [7], cross [4], epoch [8], Train Loss: 0.704  Train Acc: 0.622
Val Acc = 0.55172
>>>sub [7], cross [4], epoch [9], Train Loss: 0.697  Train Acc: 0.641
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [10], Train Loss: 0.680  Train Acc: 0.707
Val Acc = 0.75862
model save
>>>sub [7], cross [4], epoch [11], Train Loss: 0.674  Train Acc: 0.656
Val Acc = 0.79310
model save
>>>sub [7], cross [4], epoch [12], Train Loss: 0.655  Train Acc: 0.761
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [13], Train Loss: 0.655  Train Acc: 0.761
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [14], Train Loss: 0.628  Train Acc: 0.784
Val Acc = 0.65517
>>>sub [7], cross [4], epoch [15], Train Loss: 0.630  Train Acc: 0.749
Val Acc = 0.86207
model save
>>>sub [7], cross [4], epoch [16], Train Loss: 0.612  Train Acc: 0.795
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [17], Train Loss: 0.600  Train Acc: 0.772
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [18], Train Loss: 0.593  Train Acc: 0.799
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [19], Train Loss: 0.621  Train Acc: 0.734
Val Acc = 0.93103
model save
>>>sub [7], cross [4], epoch [20], Train Loss: 0.564  Train Acc: 0.830
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [21], Train Loss: 0.543  Train Acc: 0.853
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [22], Train Loss: 0.664  Train Acc: 0.641
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [23], Train Loss: 0.584  Train Acc: 0.795
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [24], Train Loss: 0.542  Train Acc: 0.857
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [25], Train Loss: 0.588  Train Acc: 0.788
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [26], Train Loss: 0.505  Train Acc: 0.892
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [27], Train Loss: 0.549  Train Acc: 0.826
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [28], Train Loss: 0.509  Train Acc: 0.873
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [29], Train Loss: 0.505  Train Acc: 0.869
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [30], Train Loss: 0.600  Train Acc: 0.745
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [31], Train Loss: 0.503  Train Acc: 0.884
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [32], Train Loss: 0.508  Train Acc: 0.869
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [33], Train Loss: 0.547  Train Acc: 0.826
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [34], Train Loss: 0.513  Train Acc: 0.857
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [35], Train Loss: 0.448  Train Acc: 0.942
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [36], Train Loss: 0.476  Train Acc: 0.900
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [37], Train Loss: 0.461  Train Acc: 0.911
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [38], Train Loss: 0.457  Train Acc: 0.919
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [39], Train Loss: 0.501  Train Acc: 0.842
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [40], Train Loss: 0.432  Train Acc: 0.927
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [41], Train Loss: 0.411  Train Acc: 0.958
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [42], Train Loss: 0.431  Train Acc: 0.931
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [43], Train Loss: 0.421  Train Acc: 0.931
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [44], Train Loss: 0.445  Train Acc: 0.911
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [45], Train Loss: 0.450  Train Acc: 0.900
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [46], Train Loss: 0.511  Train Acc: 0.822
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [47], Train Loss: 0.436  Train Acc: 0.919
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [48], Train Loss: 0.426  Train Acc: 0.927
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [49], Train Loss: 0.440  Train Acc: 0.903
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [50], Train Loss: 0.415  Train Acc: 0.946
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [51], Train Loss: 0.433  Train Acc: 0.915
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [52], Train Loss: 0.424  Train Acc: 0.938
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [53], Train Loss: 0.429  Train Acc: 0.919
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [54], Train Loss: 0.402  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [55], Train Loss: 0.412  Train Acc: 0.942
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [56], Train Loss: 0.480  Train Acc: 0.869
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [57], Train Loss: 0.448  Train Acc: 0.900
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [58], Train Loss: 0.414  Train Acc: 0.934
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [59], Train Loss: 0.434  Train Acc: 0.907
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [60], Train Loss: 0.393  Train Acc: 0.961
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [61], Train Loss: 0.406  Train Acc: 0.946
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [62], Train Loss: 0.440  Train Acc: 0.911
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [63], Train Loss: 0.399  Train Acc: 0.946
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [64], Train Loss: 0.462  Train Acc: 0.892
Val Acc = 0.93103
>>>sub [7], cross [4], epoch [65], Train Loss: 0.396  Train Acc: 0.958
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [66], Train Loss: 0.415  Train Acc: 0.923
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [67], Train Loss: 0.458  Train Acc: 0.888
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [68], Train Loss: 0.411  Train Acc: 0.934
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [69], Train Loss: 0.390  Train Acc: 0.954
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [70], Train Loss: 0.382  Train Acc: 0.965
Val Acc = 0.93103
>>>sub [7], cross [4], epoch [71], Train Loss: 0.394  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [72], Train Loss: 0.399  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [73], Train Loss: 0.416  Train Acc: 0.946
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [74], Train Loss: 0.402  Train Acc: 0.950
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [75], Train Loss: 0.391  Train Acc: 0.954
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [76], Train Loss: 0.394  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [77], Train Loss: 0.437  Train Acc: 0.911
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [78], Train Loss: 0.398  Train Acc: 0.950
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [79], Train Loss: 0.390  Train Acc: 0.958
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [80], Train Loss: 0.379  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [81], Train Loss: 0.399  Train Acc: 0.950
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [82], Train Loss: 0.387  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [83], Train Loss: 0.435  Train Acc: 0.907
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [84], Train Loss: 0.419  Train Acc: 0.931
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [85], Train Loss: 0.426  Train Acc: 0.911
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [86], Train Loss: 0.376  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [87], Train Loss: 0.403  Train Acc: 0.942
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [88], Train Loss: 0.403  Train Acc: 0.934
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [89], Train Loss: 0.374  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [90], Train Loss: 0.378  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [91], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [92], Train Loss: 0.373  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [93], Train Loss: 0.396  Train Acc: 0.954
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [94], Train Loss: 0.409  Train Acc: 0.927
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [95], Train Loss: 0.379  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [96], Train Loss: 0.407  Train Acc: 0.931
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [97], Train Loss: 0.398  Train Acc: 0.942
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [98], Train Loss: 0.406  Train Acc: 0.927
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [99], Train Loss: 0.397  Train Acc: 0.950
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [100], Train Loss: 0.420  Train Acc: 0.911
Val Acc = 0.96552
model save
>>>sub [7], cross [4], epoch [101], Train Loss: 0.406  Train Acc: 0.938
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [102], Train Loss: 0.387  Train Acc: 0.958
Val Acc = 0.65517
>>>sub [7], cross [4], epoch [103], Train Loss: 0.393  Train Acc: 0.954
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [104], Train Loss: 0.414  Train Acc: 0.923
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [105], Train Loss: 0.496  Train Acc: 0.842
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [106], Train Loss: 0.406  Train Acc: 0.946
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [107], Train Loss: 0.375  Train Acc: 0.973
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [108], Train Loss: 0.381  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [109], Train Loss: 0.386  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [110], Train Loss: 0.442  Train Acc: 0.900
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [111], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [112], Train Loss: 0.388  Train Acc: 0.965
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [113], Train Loss: 0.389  Train Acc: 0.954
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [114], Train Loss: 0.400  Train Acc: 0.942
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [115], Train Loss: 0.379  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [116], Train Loss: 0.370  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [117], Train Loss: 0.387  Train Acc: 0.950
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [118], Train Loss: 0.370  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [119], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [120], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [121], Train Loss: 0.408  Train Acc: 0.931
Val Acc = 0.96552
>>>sub [7], cross [4], epoch [122], Train Loss: 0.391  Train Acc: 0.958
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [123], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [124], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [125], Train Loss: 0.387  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [126], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [127], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [128], Train Loss: 0.384  Train Acc: 0.961
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [129], Train Loss: 0.380  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [130], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 1.00000
model save
>>>sub [7], cross [4], epoch [131], Train Loss: 0.394  Train Acc: 0.946
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [132], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [133], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [134], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [135], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [136], Train Loss: 0.358  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [137], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [138], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.93103
>>>sub [7], cross [4], epoch [139], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.93103
>>>sub [7], cross [4], epoch [140], Train Loss: 0.398  Train Acc: 0.938
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [141], Train Loss: 0.409  Train Acc: 0.938
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [142], Train Loss: 0.397  Train Acc: 0.942
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [143], Train Loss: 0.385  Train Acc: 0.961
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [144], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [145], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [146], Train Loss: 0.380  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [147], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [148], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [149], Train Loss: 0.473  Train Acc: 0.857
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [150], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [151], Train Loss: 0.621  Train Acc: 0.714
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [152], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [153], Train Loss: 0.429  Train Acc: 0.923
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [154], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [155], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [156], Train Loss: 0.359  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [157], Train Loss: 0.377  Train Acc: 0.969
Val Acc = 0.93103
>>>sub [7], cross [4], epoch [158], Train Loss: 0.383  Train Acc: 0.958
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [159], Train Loss: 0.369  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [160], Train Loss: 0.370  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [161], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [162], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [163], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [164], Train Loss: 0.353  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [165], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.93103
>>>sub [7], cross [4], epoch [166], Train Loss: 0.368  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [167], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [168], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [169], Train Loss: 0.387  Train Acc: 0.946
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [170], Train Loss: 0.365  Train Acc: 0.985
Val Acc = 0.93103
>>>sub [7], cross [4], epoch [171], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [172], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.93103
>>>sub [7], cross [4], epoch [173], Train Loss: 0.412  Train Acc: 0.931
Val Acc = 0.65517
>>>sub [7], cross [4], epoch [174], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [175], Train Loss: 0.381  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [176], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [177], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [178], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [179], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [180], Train Loss: 0.348  Train Acc: 1.000
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [181], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [182], Train Loss: 0.355  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [183], Train Loss: 0.376  Train Acc: 0.969
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [184], Train Loss: 0.374  Train Acc: 0.973
Val Acc = 0.93103
>>>sub [7], cross [4], epoch [185], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [186], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.93103
>>>sub [7], cross [4], epoch [187], Train Loss: 0.384  Train Acc: 0.958
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [188], Train Loss: 0.417  Train Acc: 0.931
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [189], Train Loss: 0.387  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [190], Train Loss: 0.423  Train Acc: 0.907
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [191], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [4], epoch [192], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [193], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [194], Train Loss: 0.374  Train Acc: 0.973
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [195], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [196], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [197], Train Loss: 0.401  Train Acc: 0.942
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [198], Train Loss: 0.359  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [199], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [200], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [201], Train Loss: 0.413  Train Acc: 0.938
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [202], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [203], Train Loss: 0.380  Train Acc: 0.958
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [204], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [205], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [206], Train Loss: 0.360  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [207], Train Loss: 0.370  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [208], Train Loss: 0.454  Train Acc: 0.884
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [209], Train Loss: 0.381  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [210], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [211], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [212], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [213], Train Loss: 0.357  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [214], Train Loss: 0.375  Train Acc: 0.961
Val Acc = 0.96552
>>>sub [7], cross [4], epoch [215], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [216], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [217], Train Loss: 0.359  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [218], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [219], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [220], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [221], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [222], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.93103
>>>sub [7], cross [4], epoch [223], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.96552
>>>sub [7], cross [4], epoch [224], Train Loss: 0.366  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [225], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [226], Train Loss: 0.384  Train Acc: 0.954
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [227], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [228], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [229], Train Loss: 0.381  Train Acc: 0.965
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [230], Train Loss: 0.380  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [231], Train Loss: 0.371  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [232], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [233], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [234], Train Loss: 0.370  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [235], Train Loss: 0.399  Train Acc: 0.938
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [236], Train Loss: 0.386  Train Acc: 0.954
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [237], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [238], Train Loss: 0.393  Train Acc: 0.950
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [239], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [240], Train Loss: 0.383  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [241], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [242], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [243], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [244], Train Loss: 0.404  Train Acc: 0.942
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [245], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [246], Train Loss: 0.343  Train Acc: 1.000
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [247], Train Loss: 0.353  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [248], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [249], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [250], Train Loss: 0.349  Train Acc: 0.996
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [251], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [252], Train Loss: 0.371  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [4], epoch [253], Train Loss: 0.375  Train Acc: 0.961
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [254], Train Loss: 0.379  Train Acc: 0.958
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [255], Train Loss: 0.378  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [256], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [257], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [258], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [259], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [260], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [261], Train Loss: 0.372  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [262], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [263], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [264], Train Loss: 0.386  Train Acc: 0.950
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [265], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [266], Train Loss: 0.378  Train Acc: 0.961
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [267], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [268], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [269], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [270], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [271], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [272], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [273], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [274], Train Loss: 0.427  Train Acc: 0.903
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [275], Train Loss: 0.388  Train Acc: 0.946
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [276], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [277], Train Loss: 0.405  Train Acc: 0.931
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [278], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [279], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.93103
>>>sub [7], cross [4], epoch [280], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [281], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [282], Train Loss: 0.448  Train Acc: 0.892
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [283], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [284], Train Loss: 0.385  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [285], Train Loss: 0.373  Train Acc: 0.973
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [286], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [287], Train Loss: 0.357  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [288], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [289], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [290], Train Loss: 0.372  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [291], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [292], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [4], epoch [293], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [294], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [295], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [296], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [297], Train Loss: 0.379  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [298], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [299], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [300], Train Loss: 0.360  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [301], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [302], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [303], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [304], Train Loss: 0.376  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [305], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [306], Train Loss: 0.372  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [307], Train Loss: 0.385  Train Acc: 0.954
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [308], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [309], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [310], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [311], Train Loss: 0.375  Train Acc: 0.954
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [312], Train Loss: 0.349  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [313], Train Loss: 0.378  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [314], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [315], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [316], Train Loss: 0.361  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [317], Train Loss: 0.375  Train Acc: 0.965
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [318], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [319], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [320], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [321], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [322], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [323], Train Loss: 0.348  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [324], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [325], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [4], epoch [326], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [327], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [328], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [329], Train Loss: 0.381  Train Acc: 0.965
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [330], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [331], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [332], Train Loss: 0.342  Train Acc: 1.000
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [333], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [334], Train Loss: 0.373  Train Acc: 0.973
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [335], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [336], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [337], Train Loss: 0.352  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [338], Train Loss: 0.381  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [339], Train Loss: 0.416  Train Acc: 0.934
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [340], Train Loss: 0.385  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [341], Train Loss: 0.530  Train Acc: 0.807
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [342], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [343], Train Loss: 0.381  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [344], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [345], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [346], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [347], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [348], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [349], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [350], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [351], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [352], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [353], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [354], Train Loss: 0.390  Train Acc: 0.946
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [355], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [356], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [357], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [358], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [359], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [360], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [361], Train Loss: 0.351  Train Acc: 0.996
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [362], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [363], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [364], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [365], Train Loss: 0.349  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [366], Train Loss: 0.345  Train Acc: 1.000
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [367], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [368], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [369], Train Loss: 0.348  Train Acc: 0.996
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [370], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [371], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [372], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [373], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [374], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [375], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [376], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [377], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.93103
>>>sub [7], cross [4], epoch [378], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [379], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [380], Train Loss: 0.381  Train Acc: 0.954
Val Acc = 0.65517
>>>sub [7], cross [4], epoch [381], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [382], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.96552
>>>sub [7], cross [4], epoch [383], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [384], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [385], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [386], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [387], Train Loss: 0.388  Train Acc: 0.950
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [388], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [389], Train Loss: 0.358  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [390], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [391], Train Loss: 0.345  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [392], Train Loss: 0.342  Train Acc: 0.996
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [393], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [394], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [395], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [396], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [397], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [398], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [399], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [400], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [401], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [402], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [403], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [404], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [405], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [406], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [407], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [408], Train Loss: 0.346  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [409], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [410], Train Loss: 0.348  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [411], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [412], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [413], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [414], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [415], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [416], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [417], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [418], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [419], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [420], Train Loss: 0.444  Train Acc: 0.892
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [421], Train Loss: 0.404  Train Acc: 0.938
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [422], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [423], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [424], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [425], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [426], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [427], Train Loss: 0.398  Train Acc: 0.938
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [428], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [429], Train Loss: 0.393  Train Acc: 0.946
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [430], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [431], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [432], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [433], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [434], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [435], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [436], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [437], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [438], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [439], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [440], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [4], epoch [441], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [442], Train Loss: 0.351  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [443], Train Loss: 0.385  Train Acc: 0.950
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [444], Train Loss: 0.397  Train Acc: 0.946
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [445], Train Loss: 0.415  Train Acc: 0.923
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [446], Train Loss: 0.507  Train Acc: 0.842
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [447], Train Loss: 0.399  Train Acc: 0.950
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [448], Train Loss: 0.355  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [449], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [450], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [451], Train Loss: 0.366  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [452], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [453], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [454], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [455], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [456], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [457], Train Loss: 0.360  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [458], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [459], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [460], Train Loss: 0.348  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [461], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [4], epoch [462], Train Loss: 0.342  Train Acc: 1.000
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [463], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [464], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [465], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [466], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [467], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [468], Train Loss: 0.378  Train Acc: 0.958
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [469], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [470], Train Loss: 0.349  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [471], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [472], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [473], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [474], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [475], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [476], Train Loss: 0.368  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [477], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [478], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [479], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [480], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [481], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [482], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [483], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [484], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [485], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.93103
>>>sub [7], cross [4], epoch [486], Train Loss: 0.383  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [487], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [4], epoch [488], Train Loss: 0.395  Train Acc: 0.946
Val Acc = 0.68966
>>>sub [7], cross [4], epoch [489], Train Loss: 0.367  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [490], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.93103
>>>sub [7], cross [4], epoch [491], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [492], Train Loss: 0.343  Train Acc: 1.000
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [493], Train Loss: 0.376  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [494], Train Loss: 0.349  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [495], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [496], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [4], epoch [497], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [4], epoch [498], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [4], epoch [499], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [4], epoch [500], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.86207
test accuracy: 1.0
model_acc: [0.896551724137931, 0.9310344827586207, 0.9310344827586207, 1.0]
number of training examples = 259
number of test examples = 29
>>>sub [7], cross [5], epoch [1], Train Loss: 0.807  Train Acc: 0.456
Val Acc = 0.58621
model save
>>>sub [7], cross [5], epoch [2], Train Loss: 0.748  Train Acc: 0.490
Val Acc = 0.51724
>>>sub [7], cross [5], epoch [3], Train Loss: 0.737  Train Acc: 0.614
Val Acc = 0.51724
>>>sub [7], cross [5], epoch [4], Train Loss: 0.741  Train Acc: 0.556
Val Acc = 0.41379
>>>sub [7], cross [5], epoch [5], Train Loss: 0.752  Train Acc: 0.514
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [6], Train Loss: 0.743  Train Acc: 0.548
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [7], Train Loss: 0.736  Train Acc: 0.548
Val Acc = 0.68966
model save
>>>sub [7], cross [5], epoch [8], Train Loss: 0.729  Train Acc: 0.579
Val Acc = 0.55172
>>>sub [7], cross [5], epoch [9], Train Loss: 0.734  Train Acc: 0.548
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [10], Train Loss: 0.708  Train Acc: 0.618
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [11], Train Loss: 0.718  Train Acc: 0.583
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [12], Train Loss: 0.698  Train Acc: 0.664
Val Acc = 0.55172
>>>sub [7], cross [5], epoch [13], Train Loss: 0.700  Train Acc: 0.618
Val Acc = 0.51724
>>>sub [7], cross [5], epoch [14], Train Loss: 0.693  Train Acc: 0.606
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [15], Train Loss: 0.724  Train Acc: 0.541
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [16], Train Loss: 0.671  Train Acc: 0.676
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [17], Train Loss: 0.691  Train Acc: 0.649
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [18], Train Loss: 0.698  Train Acc: 0.583
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [19], Train Loss: 0.667  Train Acc: 0.683
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [20], Train Loss: 0.668  Train Acc: 0.683
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [21], Train Loss: 0.673  Train Acc: 0.676
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [22], Train Loss: 0.653  Train Acc: 0.699
Val Acc = 0.79310
model save
>>>sub [7], cross [5], epoch [23], Train Loss: 0.646  Train Acc: 0.753
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [24], Train Loss: 0.688  Train Acc: 0.633
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [25], Train Loss: 0.624  Train Acc: 0.730
Val Acc = 0.55172
>>>sub [7], cross [5], epoch [26], Train Loss: 0.611  Train Acc: 0.776
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [27], Train Loss: 0.595  Train Acc: 0.772
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [28], Train Loss: 0.629  Train Acc: 0.741
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [29], Train Loss: 0.603  Train Acc: 0.764
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [30], Train Loss: 0.630  Train Acc: 0.749
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [31], Train Loss: 0.585  Train Acc: 0.788
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [32], Train Loss: 0.582  Train Acc: 0.784
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [33], Train Loss: 0.573  Train Acc: 0.776
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [34], Train Loss: 0.594  Train Acc: 0.764
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [35], Train Loss: 0.570  Train Acc: 0.792
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [36], Train Loss: 0.581  Train Acc: 0.776
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [37], Train Loss: 0.594  Train Acc: 0.730
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [38], Train Loss: 0.593  Train Acc: 0.753
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [39], Train Loss: 0.569  Train Acc: 0.803
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [40], Train Loss: 0.542  Train Acc: 0.842
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [41], Train Loss: 0.555  Train Acc: 0.807
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [42], Train Loss: 0.562  Train Acc: 0.784
Val Acc = 0.55172
>>>sub [7], cross [5], epoch [43], Train Loss: 0.576  Train Acc: 0.780
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [44], Train Loss: 0.535  Train Acc: 0.842
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [45], Train Loss: 0.511  Train Acc: 0.880
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [46], Train Loss: 0.507  Train Acc: 0.888
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [47], Train Loss: 0.500  Train Acc: 0.896
Val Acc = 0.55172
>>>sub [7], cross [5], epoch [48], Train Loss: 0.511  Train Acc: 0.846
Val Acc = 0.37931
>>>sub [7], cross [5], epoch [49], Train Loss: 0.583  Train Acc: 0.780
Val Acc = 0.51724
>>>sub [7], cross [5], epoch [50], Train Loss: 0.499  Train Acc: 0.900
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [51], Train Loss: 0.486  Train Acc: 0.888
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [52], Train Loss: 0.475  Train Acc: 0.900
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [53], Train Loss: 0.489  Train Acc: 0.873
Val Acc = 0.55172
>>>sub [7], cross [5], epoch [54], Train Loss: 0.501  Train Acc: 0.842
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [55], Train Loss: 0.491  Train Acc: 0.900
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [56], Train Loss: 0.448  Train Acc: 0.942
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [57], Train Loss: 0.473  Train Acc: 0.892
Val Acc = 0.82759
model save
>>>sub [7], cross [5], epoch [58], Train Loss: 0.457  Train Acc: 0.931
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [59], Train Loss: 0.457  Train Acc: 0.911
Val Acc = 0.86207
model save
>>>sub [7], cross [5], epoch [60], Train Loss: 0.442  Train Acc: 0.919
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [61], Train Loss: 0.457  Train Acc: 0.896
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [62], Train Loss: 0.445  Train Acc: 0.923
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [63], Train Loss: 0.452  Train Acc: 0.934
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [64], Train Loss: 0.443  Train Acc: 0.931
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [65], Train Loss: 0.418  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [66], Train Loss: 0.430  Train Acc: 0.950
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [67], Train Loss: 0.446  Train Acc: 0.931
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [68], Train Loss: 0.444  Train Acc: 0.923
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [69], Train Loss: 0.392  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [70], Train Loss: 0.420  Train Acc: 0.946
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [71], Train Loss: 0.426  Train Acc: 0.946
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [72], Train Loss: 0.417  Train Acc: 0.954
Val Acc = 0.48276
>>>sub [7], cross [5], epoch [73], Train Loss: 0.441  Train Acc: 0.923
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [74], Train Loss: 0.442  Train Acc: 0.911
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [75], Train Loss: 0.406  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [76], Train Loss: 0.419  Train Acc: 0.942
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [77], Train Loss: 0.388  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [78], Train Loss: 0.383  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [79], Train Loss: 0.384  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [80], Train Loss: 0.434  Train Acc: 0.903
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [81], Train Loss: 0.413  Train Acc: 0.938
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [82], Train Loss: 0.429  Train Acc: 0.923
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [83], Train Loss: 0.413  Train Acc: 0.942
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [84], Train Loss: 0.386  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [85], Train Loss: 0.409  Train Acc: 0.950
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [86], Train Loss: 0.404  Train Acc: 0.938
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [87], Train Loss: 0.406  Train Acc: 0.946
Val Acc = 0.51724
>>>sub [7], cross [5], epoch [88], Train Loss: 0.412  Train Acc: 0.942
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [89], Train Loss: 0.390  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [90], Train Loss: 0.376  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [91], Train Loss: 0.378  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [92], Train Loss: 0.418  Train Acc: 0.927
Val Acc = 0.44828
>>>sub [7], cross [5], epoch [93], Train Loss: 0.415  Train Acc: 0.942
Val Acc = 0.51724
>>>sub [7], cross [5], epoch [94], Train Loss: 0.387  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [95], Train Loss: 0.390  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [96], Train Loss: 0.395  Train Acc: 0.958
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [97], Train Loss: 0.397  Train Acc: 0.946
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [98], Train Loss: 0.387  Train Acc: 0.965
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [99], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [100], Train Loss: 0.376  Train Acc: 0.961
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [101], Train Loss: 0.442  Train Acc: 0.900
Val Acc = 0.37931
>>>sub [7], cross [5], epoch [102], Train Loss: 0.515  Train Acc: 0.811
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [103], Train Loss: 0.379  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [104], Train Loss: 0.391  Train Acc: 0.961
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [105], Train Loss: 0.425  Train Acc: 0.923
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [106], Train Loss: 0.415  Train Acc: 0.927
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [107], Train Loss: 0.384  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [108], Train Loss: 0.388  Train Acc: 0.958
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [109], Train Loss: 0.381  Train Acc: 0.965
Val Acc = 0.55172
>>>sub [7], cross [5], epoch [110], Train Loss: 0.370  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [111], Train Loss: 0.379  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [112], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [113], Train Loss: 0.383  Train Acc: 0.958
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [114], Train Loss: 0.370  Train Acc: 0.985
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [115], Train Loss: 0.383  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [116], Train Loss: 0.372  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [117], Train Loss: 0.391  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [118], Train Loss: 0.380  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [119], Train Loss: 0.382  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [120], Train Loss: 0.384  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [121], Train Loss: 0.418  Train Acc: 0.934
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [122], Train Loss: 0.424  Train Acc: 0.919
Val Acc = 0.44828
>>>sub [7], cross [5], epoch [123], Train Loss: 0.379  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [124], Train Loss: 0.383  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [125], Train Loss: 0.400  Train Acc: 0.938
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [126], Train Loss: 0.439  Train Acc: 0.919
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [127], Train Loss: 0.391  Train Acc: 0.950
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [128], Train Loss: 0.384  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [129], Train Loss: 0.385  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [130], Train Loss: 0.379  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [131], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [132], Train Loss: 0.393  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [133], Train Loss: 0.376  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [134], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [135], Train Loss: 0.367  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [136], Train Loss: 0.370  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [137], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.48276
>>>sub [7], cross [5], epoch [138], Train Loss: 0.364  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [139], Train Loss: 0.392  Train Acc: 0.954
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [140], Train Loss: 0.394  Train Acc: 0.954
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [141], Train Loss: 0.386  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [142], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [143], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [144], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [145], Train Loss: 0.380  Train Acc: 0.961
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [146], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [147], Train Loss: 0.372  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [148], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [149], Train Loss: 0.353  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [150], Train Loss: 0.389  Train Acc: 0.950
Val Acc = 0.51724
>>>sub [7], cross [5], epoch [151], Train Loss: 0.450  Train Acc: 0.892
Val Acc = 0.89655
model save
>>>sub [7], cross [5], epoch [152], Train Loss: 0.359  Train Acc: 0.988
Val Acc = 0.55172
>>>sub [7], cross [5], epoch [153], Train Loss: 0.370  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [154], Train Loss: 0.381  Train Acc: 0.961
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [155], Train Loss: 0.373  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [156], Train Loss: 0.379  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [157], Train Loss: 0.358  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [158], Train Loss: 0.392  Train Acc: 0.946
Val Acc = 0.55172
>>>sub [7], cross [5], epoch [159], Train Loss: 0.388  Train Acc: 0.950
Val Acc = 0.51724
>>>sub [7], cross [5], epoch [160], Train Loss: 0.396  Train Acc: 0.950
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [161], Train Loss: 0.376  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [162], Train Loss: 0.380  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [163], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [164], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [165], Train Loss: 0.418  Train Acc: 0.931
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [166], Train Loss: 0.499  Train Acc: 0.846
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [167], Train Loss: 0.373  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [168], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [169], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.55172
>>>sub [7], cross [5], epoch [170], Train Loss: 0.386  Train Acc: 0.969
Val Acc = 0.89655
>>>sub [7], cross [5], epoch [171], Train Loss: 0.437  Train Acc: 0.900
Val Acc = 0.96552
model save
>>>sub [7], cross [5], epoch [172], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [173], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [174], Train Loss: 0.364  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [175], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [176], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [177], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [178], Train Loss: 0.375  Train Acc: 0.973
Val Acc = 0.51724
>>>sub [7], cross [5], epoch [179], Train Loss: 0.383  Train Acc: 0.961
Val Acc = 0.51724
>>>sub [7], cross [5], epoch [180], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [181], Train Loss: 0.380  Train Acc: 0.965
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [182], Train Loss: 0.368  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [183], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [184], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [185], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [186], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [187], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [188], Train Loss: 0.363  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [189], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [190], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [191], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [192], Train Loss: 0.347  Train Acc: 1.000
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [193], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [194], Train Loss: 0.374  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [195], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [196], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [197], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [198], Train Loss: 0.366  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [199], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [200], Train Loss: 0.434  Train Acc: 0.903
Val Acc = 0.48276
>>>sub [7], cross [5], epoch [201], Train Loss: 0.442  Train Acc: 0.892
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [202], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [203], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [204], Train Loss: 0.373  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [205], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [206], Train Loss: 0.379  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [207], Train Loss: 0.356  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [208], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [209], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [210], Train Loss: 0.379  Train Acc: 0.969
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [211], Train Loss: 0.388  Train Acc: 0.958
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [212], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [213], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [214], Train Loss: 0.372  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [215], Train Loss: 0.389  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [216], Train Loss: 0.398  Train Acc: 0.938
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [217], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [218], Train Loss: 0.379  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [219], Train Loss: 0.381  Train Acc: 0.965
Val Acc = 0.89655
>>>sub [7], cross [5], epoch [220], Train Loss: 0.383  Train Acc: 0.961
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [221], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [222], Train Loss: 0.357  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [223], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [224], Train Loss: 0.439  Train Acc: 0.907
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [225], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [226], Train Loss: 0.397  Train Acc: 0.946
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [227], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [228], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [229], Train Loss: 0.373  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [230], Train Loss: 0.366  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [231], Train Loss: 0.348  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [232], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.55172
>>>sub [7], cross [5], epoch [233], Train Loss: 0.428  Train Acc: 0.915
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [234], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [235], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [236], Train Loss: 0.394  Train Acc: 0.950
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [237], Train Loss: 0.368  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [238], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [239], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [240], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [241], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [242], Train Loss: 0.359  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [243], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.55172
>>>sub [7], cross [5], epoch [244], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [245], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [246], Train Loss: 0.370  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [247], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [248], Train Loss: 0.370  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [249], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [250], Train Loss: 0.395  Train Acc: 0.954
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [251], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [252], Train Loss: 0.383  Train Acc: 0.958
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [253], Train Loss: 0.379  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [254], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [255], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [256], Train Loss: 0.397  Train Acc: 0.938
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [257], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [258], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [259], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [260], Train Loss: 0.384  Train Acc: 0.965
Val Acc = 0.51724
>>>sub [7], cross [5], epoch [261], Train Loss: 0.406  Train Acc: 0.938
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [262], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.48276
>>>sub [7], cross [5], epoch [263], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [264], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [265], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [266], Train Loss: 0.366  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [267], Train Loss: 0.391  Train Acc: 0.950
Val Acc = 0.51724
>>>sub [7], cross [5], epoch [268], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [269], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [270], Train Loss: 0.351  Train Acc: 0.996
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [271], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [272], Train Loss: 0.342  Train Acc: 1.000
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [273], Train Loss: 0.382  Train Acc: 0.954
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [274], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [275], Train Loss: 0.350  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [276], Train Loss: 0.381  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [277], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [278], Train Loss: 0.373  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [279], Train Loss: 0.381  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [280], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.51724
>>>sub [7], cross [5], epoch [281], Train Loss: 0.426  Train Acc: 0.915
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [282], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [283], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [284], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [285], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [286], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.51724
>>>sub [7], cross [5], epoch [287], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [288], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [289], Train Loss: 0.387  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [290], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [291], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [292], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [293], Train Loss: 0.355  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [294], Train Loss: 0.349  Train Acc: 1.000
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [295], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [296], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [297], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [298], Train Loss: 0.386  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [299], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [300], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [301], Train Loss: 0.392  Train Acc: 0.942
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [302], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [303], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [304], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.55172
>>>sub [7], cross [5], epoch [305], Train Loss: 0.370  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [306], Train Loss: 0.376  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [307], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [308], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [309], Train Loss: 0.367  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [310], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [311], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [312], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.51724
>>>sub [7], cross [5], epoch [313], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [314], Train Loss: 0.370  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [315], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [316], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [317], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [318], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [319], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [320], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [321], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.48276
>>>sub [7], cross [5], epoch [322], Train Loss: 0.444  Train Acc: 0.892
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [323], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.93103
>>>sub [7], cross [5], epoch [324], Train Loss: 0.357  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [325], Train Loss: 0.383  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [326], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [327], Train Loss: 0.380  Train Acc: 0.961
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [328], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [329], Train Loss: 0.379  Train Acc: 0.969
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [330], Train Loss: 0.345  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [331], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [332], Train Loss: 0.375  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [333], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.55172
>>>sub [7], cross [5], epoch [334], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [335], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [336], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [337], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [338], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [339], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.51724
>>>sub [7], cross [5], epoch [340], Train Loss: 0.449  Train Acc: 0.900
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [341], Train Loss: 0.366  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [342], Train Loss: 0.384  Train Acc: 0.954
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [343], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [344], Train Loss: 0.421  Train Acc: 0.923
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [345], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [346], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.55172
>>>sub [7], cross [5], epoch [347], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [348], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [349], Train Loss: 0.365  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [350], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [351], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.89655
>>>sub [7], cross [5], epoch [352], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [353], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [354], Train Loss: 0.348  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [355], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [5], epoch [356], Train Loss: 0.379  Train Acc: 0.961
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [357], Train Loss: 0.379  Train Acc: 0.958
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [358], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [359], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [360], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [361], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [362], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [363], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [364], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [365], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [366], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [367], Train Loss: 0.355  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [368], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [369], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [370], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [371], Train Loss: 0.352  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [372], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [373], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [374], Train Loss: 0.380  Train Acc: 0.954
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [375], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [376], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [377], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [378], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [379], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.96552
>>>sub [7], cross [5], epoch [380], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [381], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [382], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [383], Train Loss: 0.350  Train Acc: 0.996
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [384], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [385], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [386], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.44828
>>>sub [7], cross [5], epoch [387], Train Loss: 0.384  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [388], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.44828
>>>sub [7], cross [5], epoch [389], Train Loss: 0.480  Train Acc: 0.869
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [390], Train Loss: 0.377  Train Acc: 0.969
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [391], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [392], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [393], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [394], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [395], Train Loss: 0.359  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [396], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [397], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [398], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [399], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [400], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [401], Train Loss: 0.404  Train Acc: 0.942
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [402], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [403], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [404], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [405], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [406], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [407], Train Loss: 0.395  Train Acc: 0.946
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [408], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [409], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [410], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [411], Train Loss: 0.412  Train Acc: 0.923
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [412], Train Loss: 0.392  Train Acc: 0.946
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [413], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [414], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [415], Train Loss: 0.359  Train Acc: 0.977
Val Acc = 0.55172
>>>sub [7], cross [5], epoch [416], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [417], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [418], Train Loss: 0.359  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [419], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [420], Train Loss: 0.376  Train Acc: 0.961
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [421], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [422], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [423], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [424], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [425], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [426], Train Loss: 0.376  Train Acc: 0.961
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [427], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [428], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [429], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [430], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [431], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [432], Train Loss: 0.380  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [433], Train Loss: 0.361  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [434], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.48276
>>>sub [7], cross [5], epoch [435], Train Loss: 0.367  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [436], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [437], Train Loss: 0.383  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [438], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [439], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [440], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [441], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [442], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [443], Train Loss: 0.350  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [444], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [445], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [446], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [447], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [448], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [449], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [450], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [451], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [452], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [453], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [5], epoch [454], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [455], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [456], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [457], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [458], Train Loss: 0.408  Train Acc: 0.927
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [459], Train Loss: 0.563  Train Acc: 0.780
Val Acc = 0.62069
>>>sub [7], cross [5], epoch [460], Train Loss: 0.411  Train Acc: 0.931
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [461], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [462], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [463], Train Loss: 0.415  Train Acc: 0.919
Val Acc = 0.48276
>>>sub [7], cross [5], epoch [464], Train Loss: 0.379  Train Acc: 0.965
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [465], Train Loss: 0.410  Train Acc: 0.942
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [466], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [467], Train Loss: 0.352  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [468], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [469], Train Loss: 0.354  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [470], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [471], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [472], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [473], Train Loss: 0.343  Train Acc: 1.000
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [474], Train Loss: 0.370  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [475], Train Loss: 0.379  Train Acc: 0.961
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [476], Train Loss: 0.370  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [477], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [478], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [479], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [480], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [481], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [482], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [483], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [484], Train Loss: 0.345  Train Acc: 1.000
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [485], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [5], epoch [486], Train Loss: 0.348  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [5], epoch [487], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.48276
>>>sub [7], cross [5], epoch [488], Train Loss: 0.394  Train Acc: 0.942
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [489], Train Loss: 0.392  Train Acc: 0.950
Val Acc = 0.58621
>>>sub [7], cross [5], epoch [490], Train Loss: 0.366  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [491], Train Loss: 0.372  Train Acc: 0.965
Val Acc = 0.55172
>>>sub [7], cross [5], epoch [492], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [493], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [494], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.65517
>>>sub [7], cross [5], epoch [495], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [5], epoch [496], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [497], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [498], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [5], epoch [499], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [5], epoch [500], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.65517
test accuracy: 0.9655172413793104
model_acc: [0.896551724137931, 0.9310344827586207, 0.9310344827586207, 1.0, 0.9655172413793104]
number of training examples = 259
number of test examples = 29
>>>sub [7], cross [6], epoch [1], Train Loss: 0.794  Train Acc: 0.452
Val Acc = 0.62069
model save
>>>sub [7], cross [6], epoch [2], Train Loss: 0.763  Train Acc: 0.440
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [3], Train Loss: 0.747  Train Acc: 0.529
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [4], Train Loss: 0.749  Train Acc: 0.502
Val Acc = 0.55172
>>>sub [7], cross [6], epoch [5], Train Loss: 0.750  Train Acc: 0.510
Val Acc = 0.65517
model save
>>>sub [7], cross [6], epoch [6], Train Loss: 0.736  Train Acc: 0.598
Val Acc = 0.72414
model save
>>>sub [7], cross [6], epoch [7], Train Loss: 0.729  Train Acc: 0.606
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [8], Train Loss: 0.725  Train Acc: 0.606
Val Acc = 0.55172
>>>sub [7], cross [6], epoch [9], Train Loss: 0.711  Train Acc: 0.625
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [10], Train Loss: 0.711  Train Acc: 0.583
Val Acc = 0.79310
model save
>>>sub [7], cross [6], epoch [11], Train Loss: 0.692  Train Acc: 0.722
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [12], Train Loss: 0.682  Train Acc: 0.726
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [13], Train Loss: 0.679  Train Acc: 0.637
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [14], Train Loss: 0.662  Train Acc: 0.714
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [15], Train Loss: 0.684  Train Acc: 0.622
Val Acc = 0.82759
model save
>>>sub [7], cross [6], epoch [16], Train Loss: 0.649  Train Acc: 0.768
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [17], Train Loss: 0.647  Train Acc: 0.691
Val Acc = 0.55172
>>>sub [7], cross [6], epoch [18], Train Loss: 0.695  Train Acc: 0.606
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [19], Train Loss: 0.627  Train Acc: 0.761
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [20], Train Loss: 0.613  Train Acc: 0.768
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [21], Train Loss: 0.585  Train Acc: 0.838
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [22], Train Loss: 0.562  Train Acc: 0.842
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [23], Train Loss: 0.552  Train Acc: 0.857
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [24], Train Loss: 0.674  Train Acc: 0.664
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [25], Train Loss: 0.596  Train Acc: 0.795
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [26], Train Loss: 0.582  Train Acc: 0.795
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [27], Train Loss: 0.572  Train Acc: 0.807
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [28], Train Loss: 0.574  Train Acc: 0.822
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [29], Train Loss: 0.590  Train Acc: 0.761
Val Acc = 0.51724
>>>sub [7], cross [6], epoch [30], Train Loss: 0.516  Train Acc: 0.876
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [31], Train Loss: 0.497  Train Acc: 0.900
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [32], Train Loss: 0.537  Train Acc: 0.819
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [33], Train Loss: 0.529  Train Acc: 0.857
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [34], Train Loss: 0.498  Train Acc: 0.884
Val Acc = 0.89655
model save
>>>sub [7], cross [6], epoch [35], Train Loss: 0.498  Train Acc: 0.876
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [36], Train Loss: 0.499  Train Acc: 0.873
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [37], Train Loss: 0.475  Train Acc: 0.907
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [38], Train Loss: 0.453  Train Acc: 0.923
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [39], Train Loss: 0.451  Train Acc: 0.919
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [40], Train Loss: 0.486  Train Acc: 0.884
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [41], Train Loss: 0.488  Train Acc: 0.880
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [42], Train Loss: 0.452  Train Acc: 0.934
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [43], Train Loss: 0.467  Train Acc: 0.888
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [44], Train Loss: 0.441  Train Acc: 0.919
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [45], Train Loss: 0.551  Train Acc: 0.803
Val Acc = 0.86207
>>>sub [7], cross [6], epoch [46], Train Loss: 0.442  Train Acc: 0.923
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [47], Train Loss: 0.415  Train Acc: 0.938
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [48], Train Loss: 0.404  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [49], Train Loss: 0.397  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [50], Train Loss: 0.472  Train Acc: 0.880
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [51], Train Loss: 0.414  Train Acc: 0.931
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [52], Train Loss: 0.412  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [53], Train Loss: 0.401  Train Acc: 0.954
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [54], Train Loss: 0.418  Train Acc: 0.931
Val Acc = 0.86207
>>>sub [7], cross [6], epoch [55], Train Loss: 0.436  Train Acc: 0.919
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [56], Train Loss: 0.391  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [57], Train Loss: 0.400  Train Acc: 0.954
Val Acc = 0.89655
>>>sub [7], cross [6], epoch [58], Train Loss: 0.397  Train Acc: 0.958
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [59], Train Loss: 0.401  Train Acc: 0.954
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [60], Train Loss: 0.505  Train Acc: 0.834
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [61], Train Loss: 0.391  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [62], Train Loss: 0.384  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [63], Train Loss: 0.386  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [64], Train Loss: 0.388  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [65], Train Loss: 0.375  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [66], Train Loss: 0.380  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [67], Train Loss: 0.386  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [68], Train Loss: 0.397  Train Acc: 0.954
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [69], Train Loss: 0.380  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [70], Train Loss: 0.405  Train Acc: 0.950
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [71], Train Loss: 0.421  Train Acc: 0.931
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [72], Train Loss: 0.396  Train Acc: 0.950
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [73], Train Loss: 0.382  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [74], Train Loss: 0.393  Train Acc: 0.954
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [75], Train Loss: 0.390  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [76], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [77], Train Loss: 0.398  Train Acc: 0.946
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [78], Train Loss: 0.411  Train Acc: 0.950
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [79], Train Loss: 0.391  Train Acc: 0.946
Val Acc = 0.55172
>>>sub [7], cross [6], epoch [80], Train Loss: 0.400  Train Acc: 0.942
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [81], Train Loss: 0.392  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [82], Train Loss: 0.390  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [83], Train Loss: 0.426  Train Acc: 0.923
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [84], Train Loss: 0.386  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [85], Train Loss: 0.449  Train Acc: 0.896
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [86], Train Loss: 0.380  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [87], Train Loss: 0.382  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [88], Train Loss: 0.372  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [89], Train Loss: 0.405  Train Acc: 0.938
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [90], Train Loss: 0.373  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [91], Train Loss: 0.383  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [92], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [93], Train Loss: 0.384  Train Acc: 0.958
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [94], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [6], epoch [95], Train Loss: 0.377  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [96], Train Loss: 0.422  Train Acc: 0.927
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [97], Train Loss: 0.379  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [98], Train Loss: 0.374  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [6], epoch [99], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [6], epoch [100], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [101], Train Loss: 0.381  Train Acc: 0.969
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [102], Train Loss: 0.389  Train Acc: 0.954
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [103], Train Loss: 0.400  Train Acc: 0.942
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [104], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [105], Train Loss: 0.386  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [106], Train Loss: 0.410  Train Acc: 0.927
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [107], Train Loss: 0.364  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [108], Train Loss: 0.381  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [109], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [110], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [111], Train Loss: 0.409  Train Acc: 0.938
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [112], Train Loss: 0.397  Train Acc: 0.946
Val Acc = 0.48276
>>>sub [7], cross [6], epoch [113], Train Loss: 0.597  Train Acc: 0.757
Val Acc = 0.34483
>>>sub [7], cross [6], epoch [114], Train Loss: 0.545  Train Acc: 0.784
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [115], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.89655
>>>sub [7], cross [6], epoch [116], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [117], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [118], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [119], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [120], Train Loss: 0.363  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [121], Train Loss: 0.380  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [122], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [123], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [124], Train Loss: 0.369  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [125], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [126], Train Loss: 0.372  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [127], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [128], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [129], Train Loss: 0.374  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [130], Train Loss: 0.381  Train Acc: 0.954
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [131], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [132], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [133], Train Loss: 0.364  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [134], Train Loss: 0.357  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [135], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [136], Train Loss: 0.415  Train Acc: 0.931
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [137], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [138], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [139], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [140], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [141], Train Loss: 0.387  Train Acc: 0.958
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [142], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [143], Train Loss: 0.372  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [144], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [145], Train Loss: 0.378  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [146], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [147], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [148], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [149], Train Loss: 0.364  Train Acc: 0.985
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [150], Train Loss: 0.367  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [151], Train Loss: 0.389  Train Acc: 0.934
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [152], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.86207
>>>sub [7], cross [6], epoch [153], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [154], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [155], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [156], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [157], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [158], Train Loss: 0.380  Train Acc: 0.961
Val Acc = 0.55172
>>>sub [7], cross [6], epoch [159], Train Loss: 0.387  Train Acc: 0.954
Val Acc = 0.51724
>>>sub [7], cross [6], epoch [160], Train Loss: 0.401  Train Acc: 0.950
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [161], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [162], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [163], Train Loss: 0.392  Train Acc: 0.950
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [164], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [165], Train Loss: 0.384  Train Acc: 0.961
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [166], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [167], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [168], Train Loss: 0.413  Train Acc: 0.927
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [169], Train Loss: 0.382  Train Acc: 0.954
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [170], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [171], Train Loss: 0.363  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [172], Train Loss: 0.357  Train Acc: 0.988
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [173], Train Loss: 0.392  Train Acc: 0.942
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [174], Train Loss: 0.388  Train Acc: 0.954
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [175], Train Loss: 0.445  Train Acc: 0.880
Val Acc = 0.51724
>>>sub [7], cross [6], epoch [176], Train Loss: 0.374  Train Acc: 0.965
Val Acc = 0.86207
>>>sub [7], cross [6], epoch [177], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [178], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [179], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [180], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [181], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [182], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [183], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [184], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [185], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [186], Train Loss: 0.379  Train Acc: 0.958
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [187], Train Loss: 0.348  Train Acc: 1.000
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [188], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [189], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [190], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [191], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [192], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [193], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [194], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [195], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [6], epoch [196], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [197], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [198], Train Loss: 0.411  Train Acc: 0.931
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [199], Train Loss: 0.376  Train Acc: 0.969
Val Acc = 0.48276
>>>sub [7], cross [6], epoch [200], Train Loss: 0.445  Train Acc: 0.892
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [201], Train Loss: 0.371  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [202], Train Loss: 0.359  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [203], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [204], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [205], Train Loss: 0.400  Train Acc: 0.942
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [206], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [207], Train Loss: 0.359  Train Acc: 0.977
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [208], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [209], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [210], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [211], Train Loss: 0.351  Train Acc: 0.996
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [212], Train Loss: 0.377  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [213], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [214], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [215], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [216], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [217], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [218], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [219], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [220], Train Loss: 0.397  Train Acc: 0.942
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [221], Train Loss: 0.440  Train Acc: 0.911
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [222], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [223], Train Loss: 0.399  Train Acc: 0.946
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [224], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [225], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [226], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [227], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [228], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [229], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [230], Train Loss: 0.358  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [231], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [232], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.51724
>>>sub [7], cross [6], epoch [233], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [234], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [235], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [236], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [237], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [238], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [239], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [240], Train Loss: 0.370  Train Acc: 0.969
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [241], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [242], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [243], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [244], Train Loss: 0.391  Train Acc: 0.950
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [245], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [246], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [247], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [248], Train Loss: 0.427  Train Acc: 0.919
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [249], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [250], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [251], Train Loss: 0.437  Train Acc: 0.903
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [252], Train Loss: 0.368  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [253], Train Loss: 0.379  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [254], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [255], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [256], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [257], Train Loss: 0.364  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [258], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [259], Train Loss: 0.391  Train Acc: 0.950
Val Acc = 0.51724
>>>sub [7], cross [6], epoch [260], Train Loss: 0.481  Train Acc: 0.849
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [261], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [262], Train Loss: 0.379  Train Acc: 0.961
Val Acc = 0.55172
>>>sub [7], cross [6], epoch [263], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [264], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [265], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [266], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [267], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [268], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [269], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [270], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.55172
>>>sub [7], cross [6], epoch [271], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [272], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [273], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [6], epoch [274], Train Loss: 0.377  Train Acc: 0.958
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [275], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [276], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [277], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [278], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [279], Train Loss: 0.372  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [280], Train Loss: 0.370  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [281], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [282], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [283], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [284], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [285], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [286], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [287], Train Loss: 0.378  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [288], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.51724
>>>sub [7], cross [6], epoch [289], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.55172
>>>sub [7], cross [6], epoch [290], Train Loss: 0.394  Train Acc: 0.946
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [291], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [292], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [293], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [294], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [295], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [296], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [297], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [298], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [299], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [300], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [301], Train Loss: 0.352  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [302], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [303], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [304], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [305], Train Loss: 0.374  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [306], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [307], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [308], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [309], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [310], Train Loss: 0.353  Train Acc: 0.996
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [311], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.44828
>>>sub [7], cross [6], epoch [312], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [313], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [314], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [315], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [316], Train Loss: 0.349  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [317], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [318], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [319], Train Loss: 0.390  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [320], Train Loss: 0.452  Train Acc: 0.892
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [321], Train Loss: 0.365  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [322], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.44828
>>>sub [7], cross [6], epoch [323], Train Loss: 0.386  Train Acc: 0.954
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [324], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [325], Train Loss: 0.374  Train Acc: 0.961
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [326], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [327], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.89655
>>>sub [7], cross [6], epoch [328], Train Loss: 0.355  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [329], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [330], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [331], Train Loss: 0.345  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [332], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [333], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [334], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [335], Train Loss: 0.372  Train Acc: 0.973
Val Acc = 0.55172
>>>sub [7], cross [6], epoch [336], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.48276
>>>sub [7], cross [6], epoch [337], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [338], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [339], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [340], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [341], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [342], Train Loss: 0.343  Train Acc: 1.000
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [343], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [344], Train Loss: 0.378  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [345], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [346], Train Loss: 0.376  Train Acc: 0.969
Val Acc = 0.55172
>>>sub [7], cross [6], epoch [347], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [348], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [349], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [350], Train Loss: 0.386  Train Acc: 0.954
Val Acc = 0.51724
>>>sub [7], cross [6], epoch [351], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.44828
>>>sub [7], cross [6], epoch [352], Train Loss: 0.371  Train Acc: 0.977
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [353], Train Loss: 0.370  Train Acc: 0.969
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [354], Train Loss: 0.343  Train Acc: 1.000
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [355], Train Loss: 0.359  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [356], Train Loss: 0.371  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [357], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [358], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [359], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [360], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.55172
>>>sub [7], cross [6], epoch [361], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [362], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [363], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [364], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [365], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [366], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [367], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [368], Train Loss: 0.375  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [369], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.55172
>>>sub [7], cross [6], epoch [370], Train Loss: 0.374  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [371], Train Loss: 0.446  Train Acc: 0.900
Val Acc = 0.41379
>>>sub [7], cross [6], epoch [372], Train Loss: 0.447  Train Acc: 0.896
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [373], Train Loss: 0.387  Train Acc: 0.954
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [374], Train Loss: 0.394  Train Acc: 0.950
Val Acc = 0.48276
>>>sub [7], cross [6], epoch [375], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [376], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [377], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [378], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [379], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [380], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.55172
>>>sub [7], cross [6], epoch [381], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [382], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [383], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [384], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [385], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [386], Train Loss: 0.405  Train Acc: 0.934
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [387], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [388], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [389], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [390], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [391], Train Loss: 0.359  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [392], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [393], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [394], Train Loss: 0.516  Train Acc: 0.819
Val Acc = 0.51724
>>>sub [7], cross [6], epoch [395], Train Loss: 0.514  Train Acc: 0.830
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [396], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [397], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [398], Train Loss: 0.362  Train Acc: 0.973
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [399], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [400], Train Loss: 0.346  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [401], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [6], epoch [402], Train Loss: 0.353  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [403], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [6], epoch [404], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [405], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [406], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [407], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [408], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [409], Train Loss: 0.352  Train Acc: 0.985
Val Acc = 0.93103
model save
>>>sub [7], cross [6], epoch [410], Train Loss: 0.342  Train Acc: 1.000
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [411], Train Loss: 0.341  Train Acc: 1.000
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [412], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [413], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [414], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [415], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [416], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [417], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [418], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [419], Train Loss: 0.349  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [420], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [421], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [422], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [423], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.55172
>>>sub [7], cross [6], epoch [424], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [425], Train Loss: 0.441  Train Acc: 0.900
Val Acc = 0.51724
>>>sub [7], cross [6], epoch [426], Train Loss: 0.388  Train Acc: 0.958
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [427], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [428], Train Loss: 0.379  Train Acc: 0.969
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [429], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [430], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [431], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [432], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [433], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [434], Train Loss: 0.417  Train Acc: 0.931
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [435], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [436], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [437], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [438], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [439], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [440], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [441], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [442], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [443], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [444], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [445], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [446], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [447], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [448], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [449], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [450], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [451], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [452], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [453], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [454], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [455], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [456], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [457], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [458], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [459], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [460], Train Loss: 0.386  Train Acc: 0.958
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [461], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [462], Train Loss: 0.348  Train Acc: 0.996
Val Acc = 0.55172
>>>sub [7], cross [6], epoch [463], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [464], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [465], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.51724
>>>sub [7], cross [6], epoch [466], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [467], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [468], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [469], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [470], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [471], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.51724
>>>sub [7], cross [6], epoch [472], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [473], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [474], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [475], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [476], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [6], epoch [477], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [478], Train Loss: 0.380  Train Acc: 0.954
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [479], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [480], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [481], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [482], Train Loss: 0.346  Train Acc: 0.992
Val Acc = 0.55172
>>>sub [7], cross [6], epoch [483], Train Loss: 0.355  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [484], Train Loss: 0.392  Train Acc: 0.946
Val Acc = 0.58621
>>>sub [7], cross [6], epoch [485], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [486], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [487], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [488], Train Loss: 0.391  Train Acc: 0.958
Val Acc = 0.62069
>>>sub [7], cross [6], epoch [489], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [490], Train Loss: 0.343  Train Acc: 0.996
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [491], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [492], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [493], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [494], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [6], epoch [495], Train Loss: 0.354  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [6], epoch [496], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [6], epoch [497], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [498], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [6], epoch [499], Train Loss: 0.419  Train Acc: 0.923
Val Acc = 0.65517
>>>sub [7], cross [6], epoch [500], Train Loss: 0.372  Train Acc: 0.973
Val Acc = 0.48276
test accuracy: 0.9310344827586207
model_acc: [0.896551724137931, 0.9310344827586207, 0.9310344827586207, 1.0, 0.9655172413793104, 0.9310344827586207]
number of training examples = 259
number of test examples = 29
>>>sub [7], cross [7], epoch [1], Train Loss: 0.803  Train Acc: 0.456
Val Acc = 0.41379
model save
>>>sub [7], cross [7], epoch [2], Train Loss: 0.752  Train Acc: 0.521
Val Acc = 0.41379
>>>sub [7], cross [7], epoch [3], Train Loss: 0.749  Train Acc: 0.544
Val Acc = 0.44828
model save
>>>sub [7], cross [7], epoch [4], Train Loss: 0.749  Train Acc: 0.517
Val Acc = 0.51724
model save
>>>sub [7], cross [7], epoch [5], Train Loss: 0.751  Train Acc: 0.471
Val Acc = 0.51724
>>>sub [7], cross [7], epoch [6], Train Loss: 0.742  Train Acc: 0.514
Val Acc = 0.41379
>>>sub [7], cross [7], epoch [7], Train Loss: 0.744  Train Acc: 0.533
Val Acc = 0.48276
>>>sub [7], cross [7], epoch [8], Train Loss: 0.744  Train Acc: 0.560
Val Acc = 0.55172
model save
>>>sub [7], cross [7], epoch [9], Train Loss: 0.737  Train Acc: 0.579
Val Acc = 0.41379
>>>sub [7], cross [7], epoch [10], Train Loss: 0.733  Train Acc: 0.579
Val Acc = 0.44828
>>>sub [7], cross [7], epoch [11], Train Loss: 0.716  Train Acc: 0.664
Val Acc = 0.62069
model save
>>>sub [7], cross [7], epoch [12], Train Loss: 0.694  Train Acc: 0.707
Val Acc = 0.75862
model save
>>>sub [7], cross [7], epoch [13], Train Loss: 0.701  Train Acc: 0.695
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [14], Train Loss: 0.665  Train Acc: 0.761
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [15], Train Loss: 0.642  Train Acc: 0.730
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [16], Train Loss: 0.652  Train Acc: 0.726
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [17], Train Loss: 0.652  Train Acc: 0.726
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [18], Train Loss: 0.602  Train Acc: 0.784
Val Acc = 0.79310
model save
>>>sub [7], cross [7], epoch [19], Train Loss: 0.626  Train Acc: 0.745
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [20], Train Loss: 0.638  Train Acc: 0.718
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [21], Train Loss: 0.602  Train Acc: 0.768
Val Acc = 0.65517
>>>sub [7], cross [7], epoch [22], Train Loss: 0.605  Train Acc: 0.764
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [23], Train Loss: 0.572  Train Acc: 0.811
Val Acc = 0.86207
model save
>>>sub [7], cross [7], epoch [24], Train Loss: 0.560  Train Acc: 0.819
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [25], Train Loss: 0.586  Train Acc: 0.776
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [26], Train Loss: 0.564  Train Acc: 0.799
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [27], Train Loss: 0.587  Train Acc: 0.776
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [28], Train Loss: 0.527  Train Acc: 0.842
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [29], Train Loss: 0.546  Train Acc: 0.822
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [30], Train Loss: 0.507  Train Acc: 0.873
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [31], Train Loss: 0.504  Train Acc: 0.869
Val Acc = 0.89655
model save
>>>sub [7], cross [7], epoch [32], Train Loss: 0.507  Train Acc: 0.869
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [33], Train Loss: 0.527  Train Acc: 0.849
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [34], Train Loss: 0.537  Train Acc: 0.819
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [35], Train Loss: 0.479  Train Acc: 0.884
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [36], Train Loss: 0.491  Train Acc: 0.873
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [37], Train Loss: 0.486  Train Acc: 0.884
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [38], Train Loss: 0.454  Train Acc: 0.923
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [39], Train Loss: 0.472  Train Acc: 0.896
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [40], Train Loss: 0.491  Train Acc: 0.865
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [41], Train Loss: 0.461  Train Acc: 0.911
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [42], Train Loss: 0.449  Train Acc: 0.915
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [43], Train Loss: 0.457  Train Acc: 0.911
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [44], Train Loss: 0.416  Train Acc: 0.958
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [45], Train Loss: 0.410  Train Acc: 0.961
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [46], Train Loss: 0.432  Train Acc: 0.919
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [47], Train Loss: 0.425  Train Acc: 0.934
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [48], Train Loss: 0.426  Train Acc: 0.938
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [49], Train Loss: 0.420  Train Acc: 0.946
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [50], Train Loss: 0.414  Train Acc: 0.946
Val Acc = 0.96552
model save
>>>sub [7], cross [7], epoch [51], Train Loss: 0.421  Train Acc: 0.931
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [52], Train Loss: 0.396  Train Acc: 0.950
Val Acc = 0.93103
>>>sub [7], cross [7], epoch [53], Train Loss: 0.404  Train Acc: 0.954
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [54], Train Loss: 0.422  Train Acc: 0.938
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [55], Train Loss: 0.392  Train Acc: 0.954
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [56], Train Loss: 0.397  Train Acc: 0.961
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [57], Train Loss: 0.438  Train Acc: 0.907
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [58], Train Loss: 0.420  Train Acc: 0.934
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [59], Train Loss: 0.385  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [60], Train Loss: 0.423  Train Acc: 0.938
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [61], Train Loss: 0.390  Train Acc: 0.958
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [62], Train Loss: 0.396  Train Acc: 0.958
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [63], Train Loss: 0.424  Train Acc: 0.923
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [64], Train Loss: 0.403  Train Acc: 0.950
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [65], Train Loss: 0.379  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [66], Train Loss: 0.386  Train Acc: 0.958
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [67], Train Loss: 0.396  Train Acc: 0.958
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [68], Train Loss: 0.389  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [69], Train Loss: 0.379  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [70], Train Loss: 0.383  Train Acc: 0.961
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [71], Train Loss: 0.383  Train Acc: 0.961
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [72], Train Loss: 0.389  Train Acc: 0.958
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [73], Train Loss: 0.391  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [74], Train Loss: 0.408  Train Acc: 0.938
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [75], Train Loss: 0.380  Train Acc: 0.965
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [76], Train Loss: 0.387  Train Acc: 0.958
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [77], Train Loss: 0.391  Train Acc: 0.946
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [78], Train Loss: 0.393  Train Acc: 0.950
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [79], Train Loss: 0.391  Train Acc: 0.954
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [80], Train Loss: 0.392  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [81], Train Loss: 0.381  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [82], Train Loss: 0.389  Train Acc: 0.954
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [83], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [84], Train Loss: 0.464  Train Acc: 0.876
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [85], Train Loss: 0.423  Train Acc: 0.915
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [86], Train Loss: 0.405  Train Acc: 0.942
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [87], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [88], Train Loss: 0.377  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [89], Train Loss: 0.444  Train Acc: 0.896
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [90], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [91], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [92], Train Loss: 0.369  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [93], Train Loss: 0.380  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [94], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [95], Train Loss: 0.373  Train Acc: 0.973
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [96], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [97], Train Loss: 0.385  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [98], Train Loss: 0.376  Train Acc: 0.969
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [99], Train Loss: 0.372  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [100], Train Loss: 0.373  Train Acc: 0.973
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [101], Train Loss: 0.365  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [102], Train Loss: 0.374  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [103], Train Loss: 0.365  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [104], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [105], Train Loss: 0.381  Train Acc: 0.965
Val Acc = 0.93103
>>>sub [7], cross [7], epoch [106], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [107], Train Loss: 0.376  Train Acc: 0.973
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [108], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [109], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [110], Train Loss: 0.376  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [111], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [112], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [113], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [114], Train Loss: 0.370  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [115], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [116], Train Loss: 0.372  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [117], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [118], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [119], Train Loss: 0.393  Train Acc: 0.950
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [120], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [121], Train Loss: 0.390  Train Acc: 0.950
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [122], Train Loss: 0.435  Train Acc: 0.900
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [123], Train Loss: 0.393  Train Acc: 0.954
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [124], Train Loss: 0.395  Train Acc: 0.942
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [125], Train Loss: 0.377  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [126], Train Loss: 0.388  Train Acc: 0.958
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [127], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [128], Train Loss: 0.375  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [129], Train Loss: 0.368  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [130], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [131], Train Loss: 0.412  Train Acc: 0.934
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [132], Train Loss: 0.388  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [133], Train Loss: 0.416  Train Acc: 0.923
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [134], Train Loss: 0.396  Train Acc: 0.938
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [135], Train Loss: 0.370  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [136], Train Loss: 0.378  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [137], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [138], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [139], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [140], Train Loss: 0.379  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [141], Train Loss: 0.382  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [142], Train Loss: 0.397  Train Acc: 0.946
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [143], Train Loss: 0.381  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [144], Train Loss: 0.393  Train Acc: 0.942
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [145], Train Loss: 0.400  Train Acc: 0.946
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [146], Train Loss: 0.364  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [147], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [148], Train Loss: 0.388  Train Acc: 0.950
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [149], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [150], Train Loss: 0.387  Train Acc: 0.954
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [151], Train Loss: 0.366  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [152], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [153], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [154], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [155], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [156], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [157], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [158], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [159], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [160], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [161], Train Loss: 0.389  Train Acc: 0.950
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [162], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [7], epoch [163], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [164], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [165], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [166], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [167], Train Loss: 0.385  Train Acc: 0.946
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [168], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [169], Train Loss: 0.404  Train Acc: 0.934
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [170], Train Loss: 0.388  Train Acc: 0.950
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [171], Train Loss: 0.397  Train Acc: 0.942
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [172], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [173], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [174], Train Loss: 0.379  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [175], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [176], Train Loss: 0.354  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [177], Train Loss: 0.376  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [178], Train Loss: 0.380  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [179], Train Loss: 0.376  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [180], Train Loss: 0.369  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [181], Train Loss: 0.366  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [182], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [183], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [184], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [185], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [186], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [187], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [188], Train Loss: 0.359  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [189], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [190], Train Loss: 0.389  Train Acc: 0.946
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [191], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [192], Train Loss: 0.414  Train Acc: 0.934
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [193], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [194], Train Loss: 0.370  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [195], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [196], Train Loss: 0.368  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [197], Train Loss: 0.399  Train Acc: 0.942
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [198], Train Loss: 0.378  Train Acc: 0.958
Val Acc = 0.65517
>>>sub [7], cross [7], epoch [199], Train Loss: 0.366  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [200], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [201], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.65517
>>>sub [7], cross [7], epoch [202], Train Loss: 0.372  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [203], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [204], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [205], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [206], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [207], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [208], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [209], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [210], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [211], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [212], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [213], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [214], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [215], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.62069
>>>sub [7], cross [7], epoch [216], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [217], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [7], epoch [218], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [219], Train Loss: 0.419  Train Acc: 0.927
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [220], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [221], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [7], epoch [222], Train Loss: 0.372  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [223], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [7], epoch [224], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [225], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [226], Train Loss: 0.428  Train Acc: 0.900
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [227], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.62069
>>>sub [7], cross [7], epoch [228], Train Loss: 0.511  Train Acc: 0.834
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [229], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [230], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [231], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [232], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [233], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [234], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [235], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [236], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [237], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [238], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [239], Train Loss: 0.383  Train Acc: 0.954
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [240], Train Loss: 0.364  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [241], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [242], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [243], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [244], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [245], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [246], Train Loss: 0.371  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [247], Train Loss: 0.366  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [248], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [249], Train Loss: 0.357  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [250], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [251], Train Loss: 0.372  Train Acc: 0.965
Val Acc = 0.55172
>>>sub [7], cross [7], epoch [252], Train Loss: 0.405  Train Acc: 0.934
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [253], Train Loss: 0.388  Train Acc: 0.950
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [254], Train Loss: 0.382  Train Acc: 0.961
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [255], Train Loss: 0.402  Train Acc: 0.938
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [256], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [257], Train Loss: 0.389  Train Acc: 0.950
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [258], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [259], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [260], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [261], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [262], Train Loss: 0.351  Train Acc: 0.996
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [263], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [264], Train Loss: 0.359  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [265], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [266], Train Loss: 0.368  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [267], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [268], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [269], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [270], Train Loss: 0.375  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [271], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [272], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [273], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [274], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [275], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [276], Train Loss: 0.362  Train Acc: 0.973
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [277], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [278], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [279], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [280], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [281], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [282], Train Loss: 0.366  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [283], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [284], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [285], Train Loss: 0.458  Train Acc: 0.880
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [286], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [287], Train Loss: 0.346  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [288], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [289], Train Loss: 0.358  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [290], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [291], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [292], Train Loss: 0.356  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [293], Train Loss: 0.360  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [294], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [295], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.58621
>>>sub [7], cross [7], epoch [296], Train Loss: 0.375  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [297], Train Loss: 0.383  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [298], Train Loss: 0.389  Train Acc: 0.961
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [299], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [300], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [301], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [302], Train Loss: 0.370  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [7], epoch [303], Train Loss: 0.394  Train Acc: 0.946
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [304], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [305], Train Loss: 0.393  Train Acc: 0.946
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [306], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [307], Train Loss: 0.355  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [308], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [309], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [310], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [311], Train Loss: 0.373  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [312], Train Loss: 0.364  Train Acc: 0.969
Val Acc = 0.65517
>>>sub [7], cross [7], epoch [313], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [314], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [315], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [316], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [317], Train Loss: 0.394  Train Acc: 0.942
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [318], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [319], Train Loss: 0.371  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [320], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [321], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [322], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [323], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [324], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [325], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.65517
>>>sub [7], cross [7], epoch [326], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [327], Train Loss: 0.349  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [328], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [329], Train Loss: 0.350  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [330], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [331], Train Loss: 0.408  Train Acc: 0.934
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [332], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [333], Train Loss: 0.362  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [334], Train Loss: 0.378  Train Acc: 0.954
Val Acc = 0.65517
>>>sub [7], cross [7], epoch [335], Train Loss: 0.392  Train Acc: 0.946
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [336], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [337], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [338], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [339], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [340], Train Loss: 0.394  Train Acc: 0.950
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [341], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [342], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [343], Train Loss: 0.377  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [344], Train Loss: 0.346  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [345], Train Loss: 0.363  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [7], epoch [346], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [347], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [348], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [349], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [350], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [351], Train Loss: 0.397  Train Acc: 0.942
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [352], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.62069
>>>sub [7], cross [7], epoch [353], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [354], Train Loss: 0.344  Train Acc: 1.000
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [355], Train Loss: 0.360  Train Acc: 0.973
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [356], Train Loss: 0.380  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [357], Train Loss: 0.366  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [358], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [359], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [360], Train Loss: 0.412  Train Acc: 0.927
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [361], Train Loss: 0.341  Train Acc: 1.000
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [362], Train Loss: 0.372  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [363], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [364], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [365], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [366], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [367], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [368], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [369], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [370], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [371], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [372], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [373], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [374], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [375], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [376], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [377], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [378], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [7], epoch [379], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [380], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [381], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [382], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [383], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [384], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [385], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [386], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.62069
>>>sub [7], cross [7], epoch [387], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [388], Train Loss: 0.373  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [389], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [390], Train Loss: 0.376  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [391], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [392], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [393], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [394], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [395], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [396], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [397], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [398], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [399], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [400], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [401], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [402], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [403], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [404], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [405], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [406], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [407], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [7], epoch [408], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [409], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [410], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [411], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [412], Train Loss: 0.357  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [413], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [414], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [415], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [416], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [417], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [418], Train Loss: 0.349  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [419], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [420], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [421], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [422], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [423], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [424], Train Loss: 0.407  Train Acc: 0.942
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [425], Train Loss: 0.377  Train Acc: 0.969
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [426], Train Loss: 0.436  Train Acc: 0.900
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [427], Train Loss: 0.401  Train Acc: 0.946
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [428], Train Loss: 0.349  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [429], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [430], Train Loss: 0.387  Train Acc: 0.958
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [431], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [432], Train Loss: 0.356  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [433], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [434], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [435], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [436], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [437], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [438], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [439], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [440], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [441], Train Loss: 0.342  Train Acc: 0.996
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [442], Train Loss: 0.342  Train Acc: 1.000
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [443], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [444], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [445], Train Loss: 0.400  Train Acc: 0.942
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [446], Train Loss: 0.383  Train Acc: 0.950
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [447], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [448], Train Loss: 0.362  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [449], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [450], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [451], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [452], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [453], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [454], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [455], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [456], Train Loss: 0.362  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [457], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [458], Train Loss: 0.393  Train Acc: 0.938
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [459], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [460], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [461], Train Loss: 0.360  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [462], Train Loss: 0.343  Train Acc: 1.000
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [463], Train Loss: 0.398  Train Acc: 0.938
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [464], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [465], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [466], Train Loss: 0.349  Train Acc: 0.996
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [467], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [468], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [469], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [470], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [471], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [472], Train Loss: 0.343  Train Acc: 0.996
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [473], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [474], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [475], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [476], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [477], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [478], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [479], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [480], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [481], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [482], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [483], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [484], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [485], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [7], epoch [486], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [487], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [488], Train Loss: 0.341  Train Acc: 1.000
Val Acc = 0.65517
>>>sub [7], cross [7], epoch [489], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [7], epoch [490], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [491], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.72414
>>>sub [7], cross [7], epoch [492], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [7], epoch [493], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.89655
>>>sub [7], cross [7], epoch [494], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [495], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [496], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [497], Train Loss: 0.346  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [498], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [7], epoch [499], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [7], epoch [500], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.75862
test accuracy: 0.9655172413793104
model_acc: [0.896551724137931, 0.9310344827586207, 0.9310344827586207, 1.0, 0.9655172413793104, 0.9310344827586207, 0.9655172413793104]
number of training examples = 259
number of test examples = 29
>>>sub [7], cross [8], epoch [1], Train Loss: 0.779  Train Acc: 0.421
Val Acc = 0.51724
model save
>>>sub [7], cross [8], epoch [2], Train Loss: 0.756  Train Acc: 0.471
Val Acc = 0.51724
>>>sub [7], cross [8], epoch [3], Train Loss: 0.748  Train Acc: 0.537
Val Acc = 0.65517
model save
>>>sub [7], cross [8], epoch [4], Train Loss: 0.748  Train Acc: 0.514
Val Acc = 0.44828
>>>sub [7], cross [8], epoch [5], Train Loss: 0.749  Train Acc: 0.490
Val Acc = 0.44828
>>>sub [7], cross [8], epoch [6], Train Loss: 0.745  Train Acc: 0.544
Val Acc = 0.55172
>>>sub [7], cross [8], epoch [7], Train Loss: 0.733  Train Acc: 0.591
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [8], Train Loss: 0.722  Train Acc: 0.645
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [9], Train Loss: 0.728  Train Acc: 0.583
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [10], Train Loss: 0.721  Train Acc: 0.575
Val Acc = 0.62069
>>>sub [7], cross [8], epoch [11], Train Loss: 0.712  Train Acc: 0.610
Val Acc = 0.68966
model save
>>>sub [7], cross [8], epoch [12], Train Loss: 0.691  Train Acc: 0.633
Val Acc = 0.55172
>>>sub [7], cross [8], epoch [13], Train Loss: 0.685  Train Acc: 0.676
Val Acc = 0.51724
>>>sub [7], cross [8], epoch [14], Train Loss: 0.723  Train Acc: 0.591
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [15], Train Loss: 0.681  Train Acc: 0.633
Val Acc = 0.79310
model save
>>>sub [7], cross [8], epoch [16], Train Loss: 0.688  Train Acc: 0.649
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [17], Train Loss: 0.669  Train Acc: 0.676
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [18], Train Loss: 0.660  Train Acc: 0.687
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [19], Train Loss: 0.643  Train Acc: 0.776
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [20], Train Loss: 0.632  Train Acc: 0.749
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [21], Train Loss: 0.622  Train Acc: 0.764
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [22], Train Loss: 0.597  Train Acc: 0.780
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [23], Train Loss: 0.601  Train Acc: 0.799
Val Acc = 0.58621
>>>sub [7], cross [8], epoch [24], Train Loss: 0.616  Train Acc: 0.730
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [25], Train Loss: 0.577  Train Acc: 0.838
Val Acc = 0.93103
model save
>>>sub [7], cross [8], epoch [26], Train Loss: 0.627  Train Acc: 0.726
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [27], Train Loss: 0.669  Train Acc: 0.676
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [28], Train Loss: 0.601  Train Acc: 0.753
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [29], Train Loss: 0.570  Train Acc: 0.830
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [30], Train Loss: 0.531  Train Acc: 0.873
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [31], Train Loss: 0.583  Train Acc: 0.784
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [32], Train Loss: 0.623  Train Acc: 0.730
Val Acc = 0.62069
>>>sub [7], cross [8], epoch [33], Train Loss: 0.542  Train Acc: 0.819
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [34], Train Loss: 0.579  Train Acc: 0.772
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [35], Train Loss: 0.525  Train Acc: 0.857
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [36], Train Loss: 0.506  Train Acc: 0.869
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [37], Train Loss: 0.525  Train Acc: 0.873
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [38], Train Loss: 0.543  Train Acc: 0.822
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [39], Train Loss: 0.521  Train Acc: 0.857
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [40], Train Loss: 0.503  Train Acc: 0.873
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [41], Train Loss: 0.466  Train Acc: 0.915
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [42], Train Loss: 0.473  Train Acc: 0.907
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [43], Train Loss: 0.488  Train Acc: 0.880
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [44], Train Loss: 0.466  Train Acc: 0.900
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [45], Train Loss: 0.529  Train Acc: 0.811
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [46], Train Loss: 0.489  Train Acc: 0.892
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [47], Train Loss: 0.440  Train Acc: 0.927
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [48], Train Loss: 0.454  Train Acc: 0.923
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [49], Train Loss: 0.457  Train Acc: 0.907
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [50], Train Loss: 0.426  Train Acc: 0.946
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [51], Train Loss: 0.441  Train Acc: 0.919
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [52], Train Loss: 0.485  Train Acc: 0.857
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [53], Train Loss: 0.444  Train Acc: 0.915
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [54], Train Loss: 0.407  Train Acc: 0.950
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [55], Train Loss: 0.448  Train Acc: 0.915
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [56], Train Loss: 0.406  Train Acc: 0.961
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [57], Train Loss: 0.464  Train Acc: 0.880
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [58], Train Loss: 0.428  Train Acc: 0.942
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [59], Train Loss: 0.413  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [60], Train Loss: 0.411  Train Acc: 0.942
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [61], Train Loss: 0.403  Train Acc: 0.942
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [62], Train Loss: 0.402  Train Acc: 0.950
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [63], Train Loss: 0.434  Train Acc: 0.923
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [64], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [65], Train Loss: 0.390  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [66], Train Loss: 0.388  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [67], Train Loss: 0.380  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [68], Train Loss: 0.381  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [69], Train Loss: 0.388  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [70], Train Loss: 0.373  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [71], Train Loss: 0.380  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [72], Train Loss: 0.426  Train Acc: 0.931
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [73], Train Loss: 0.382  Train Acc: 0.965
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [74], Train Loss: 0.391  Train Acc: 0.950
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [75], Train Loss: 0.371  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [76], Train Loss: 0.377  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [77], Train Loss: 0.375  Train Acc: 0.977
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [78], Train Loss: 0.396  Train Acc: 0.950
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [79], Train Loss: 0.396  Train Acc: 0.954
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [80], Train Loss: 0.428  Train Acc: 0.915
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [81], Train Loss: 0.367  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [82], Train Loss: 0.385  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [83], Train Loss: 0.381  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [84], Train Loss: 0.399  Train Acc: 0.946
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [85], Train Loss: 0.383  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [86], Train Loss: 0.367  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [87], Train Loss: 0.394  Train Acc: 0.950
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [88], Train Loss: 0.396  Train Acc: 0.950
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [89], Train Loss: 0.388  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [90], Train Loss: 0.369  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [91], Train Loss: 0.383  Train Acc: 0.961
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [92], Train Loss: 0.387  Train Acc: 0.950
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [93], Train Loss: 0.373  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [94], Train Loss: 0.431  Train Acc: 0.903
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [95], Train Loss: 0.384  Train Acc: 0.958
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [96], Train Loss: 0.392  Train Acc: 0.946
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [97], Train Loss: 0.401  Train Acc: 0.950
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [98], Train Loss: 0.405  Train Acc: 0.946
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [99], Train Loss: 0.365  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [100], Train Loss: 0.372  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [101], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [102], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [103], Train Loss: 0.361  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [104], Train Loss: 0.383  Train Acc: 0.961
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [105], Train Loss: 0.389  Train Acc: 0.954
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [106], Train Loss: 0.386  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [107], Train Loss: 0.372  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [108], Train Loss: 0.393  Train Acc: 0.946
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [109], Train Loss: 0.376  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [110], Train Loss: 0.370  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [111], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [112], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [113], Train Loss: 0.363  Train Acc: 0.988
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [114], Train Loss: 0.429  Train Acc: 0.919
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [115], Train Loss: 0.410  Train Acc: 0.938
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [116], Train Loss: 0.396  Train Acc: 0.946
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [117], Train Loss: 0.361  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [118], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [119], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [120], Train Loss: 0.410  Train Acc: 0.934
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [121], Train Loss: 0.383  Train Acc: 0.961
Val Acc = 0.96552
model save
>>>sub [7], cross [8], epoch [122], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [123], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [124], Train Loss: 0.409  Train Acc: 0.942
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [125], Train Loss: 0.399  Train Acc: 0.950
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [126], Train Loss: 0.367  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [127], Train Loss: 0.438  Train Acc: 0.900
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [128], Train Loss: 0.371  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [129], Train Loss: 0.369  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [130], Train Loss: 0.387  Train Acc: 0.954
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [131], Train Loss: 0.395  Train Acc: 0.950
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [132], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [133], Train Loss: 0.369  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [134], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [135], Train Loss: 0.376  Train Acc: 0.961
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [136], Train Loss: 0.389  Train Acc: 0.961
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [137], Train Loss: 0.367  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [138], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [139], Train Loss: 0.359  Train Acc: 0.977
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [140], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [141], Train Loss: 0.370  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [142], Train Loss: 0.408  Train Acc: 0.946
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [143], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [144], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [145], Train Loss: 0.464  Train Acc: 0.888
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [146], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [147], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [148], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [149], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [150], Train Loss: 0.366  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [151], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [152], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [153], Train Loss: 0.348  Train Acc: 0.996
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [154], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [155], Train Loss: 0.378  Train Acc: 0.961
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [156], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [157], Train Loss: 0.405  Train Acc: 0.931
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [158], Train Loss: 0.448  Train Acc: 0.888
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [159], Train Loss: 0.450  Train Acc: 0.900
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [160], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [161], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [162], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [163], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [164], Train Loss: 0.372  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [165], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [166], Train Loss: 0.372  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [167], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [168], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [169], Train Loss: 0.351  Train Acc: 0.996
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [170], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [171], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [172], Train Loss: 0.387  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [173], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [174], Train Loss: 0.357  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [175], Train Loss: 0.363  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [176], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [177], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [178], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [179], Train Loss: 0.360  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [180], Train Loss: 0.375  Train Acc: 0.981
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [181], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [182], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.58621
>>>sub [7], cross [8], epoch [183], Train Loss: 0.400  Train Acc: 0.934
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [184], Train Loss: 0.437  Train Acc: 0.911
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [185], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [186], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [187], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [188], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [189], Train Loss: 0.357  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [190], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [191], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [192], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [193], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [194], Train Loss: 0.378  Train Acc: 0.958
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [195], Train Loss: 0.358  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [196], Train Loss: 0.596  Train Acc: 0.757
Val Acc = 0.55172
>>>sub [7], cross [8], epoch [197], Train Loss: 0.526  Train Acc: 0.815
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [198], Train Loss: 0.371  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [199], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [200], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 1.00000
model save
>>>sub [7], cross [8], epoch [201], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [202], Train Loss: 0.365  Train Acc: 0.985
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [203], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [204], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [205], Train Loss: 0.374  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [206], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [207], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [208], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [209], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [210], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [211], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [212], Train Loss: 0.394  Train Acc: 0.946
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [213], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [214], Train Loss: 0.471  Train Acc: 0.869
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [215], Train Loss: 0.379  Train Acc: 0.965
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [216], Train Loss: 0.371  Train Acc: 0.965
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [217], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [218], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [219], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [220], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [221], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [222], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [223], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [224], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [225], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [226], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [227], Train Loss: 0.390  Train Acc: 0.958
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [228], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [229], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [230], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [231], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [232], Train Loss: 0.344  Train Acc: 1.000
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [233], Train Loss: 0.349  Train Acc: 0.996
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [234], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [235], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [236], Train Loss: 0.368  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [237], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [238], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [239], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [240], Train Loss: 0.395  Train Acc: 0.938
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [241], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [242], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [243], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [244], Train Loss: 0.388  Train Acc: 0.958
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [245], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [246], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [247], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [248], Train Loss: 0.365  Train Acc: 0.969
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [249], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [250], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [251], Train Loss: 0.379  Train Acc: 0.961
Val Acc = 0.62069
>>>sub [7], cross [8], epoch [252], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [253], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [254], Train Loss: 0.342  Train Acc: 1.000
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [255], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [256], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [257], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [258], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [259], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [260], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [261], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [262], Train Loss: 0.354  Train Acc: 0.992
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [263], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [264], Train Loss: 0.408  Train Acc: 0.942
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [265], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [266], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [267], Train Loss: 0.387  Train Acc: 0.954
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [268], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [269], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [270], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [271], Train Loss: 0.406  Train Acc: 0.934
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [272], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [273], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [274], Train Loss: 0.366  Train Acc: 0.981
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [275], Train Loss: 0.349  Train Acc: 0.988
Val Acc = 0.96552
>>>sub [7], cross [8], epoch [276], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [277], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [278], Train Loss: 0.370  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [279], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [280], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [281], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [282], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [283], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [284], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.96552
>>>sub [7], cross [8], epoch [285], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [286], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [287], Train Loss: 0.375  Train Acc: 0.965
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [288], Train Loss: 0.435  Train Acc: 0.900
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [289], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [290], Train Loss: 0.366  Train Acc: 0.981
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [291], Train Loss: 0.385  Train Acc: 0.954
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [292], Train Loss: 0.384  Train Acc: 0.958
Val Acc = 0.62069
>>>sub [7], cross [8], epoch [293], Train Loss: 0.370  Train Acc: 0.965
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [294], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [295], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [296], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [297], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [298], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [299], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [300], Train Loss: 0.349  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [301], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.62069
>>>sub [7], cross [8], epoch [302], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [303], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [304], Train Loss: 0.395  Train Acc: 0.946
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [305], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [306], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [307], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [308], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [309], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [310], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [311], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [312], Train Loss: 0.350  Train Acc: 0.996
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [313], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [314], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [315], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [316], Train Loss: 0.382  Train Acc: 0.961
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [317], Train Loss: 0.424  Train Acc: 0.927
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [318], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [319], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [320], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [321], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [322], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [323], Train Loss: 0.378  Train Acc: 0.961
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [324], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.96552
>>>sub [7], cross [8], epoch [325], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [326], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [327], Train Loss: 0.388  Train Acc: 0.958
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [328], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [329], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [330], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [331], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [332], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [333], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [334], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [335], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [336], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [337], Train Loss: 0.355  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [338], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [339], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [340], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [341], Train Loss: 0.345  Train Acc: 0.992
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [342], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [343], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [344], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [345], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [346], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [347], Train Loss: 0.415  Train Acc: 0.927
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [348], Train Loss: 0.437  Train Acc: 0.911
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [349], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [350], Train Loss: 0.380  Train Acc: 0.961
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [351], Train Loss: 0.385  Train Acc: 0.965
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [352], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [353], Train Loss: 0.368  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [354], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [355], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [356], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [357], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [358], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [359], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [360], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [361], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [362], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [363], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [364], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [365], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [366], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [367], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [368], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [369], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [370], Train Loss: 0.350  Train Acc: 0.996
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [371], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [372], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [373], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [374], Train Loss: 0.416  Train Acc: 0.923
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [375], Train Loss: 0.464  Train Acc: 0.880
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [376], Train Loss: 0.453  Train Acc: 0.892
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [377], Train Loss: 0.390  Train Acc: 0.946
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [378], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [379], Train Loss: 0.381  Train Acc: 0.965
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [380], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [381], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [382], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [383], Train Loss: 0.373  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [384], Train Loss: 0.345  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [385], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [386], Train Loss: 0.379  Train Acc: 0.958
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [387], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [388], Train Loss: 0.349  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [389], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [390], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [391], Train Loss: 0.388  Train Acc: 0.954
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [392], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [393], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [394], Train Loss: 0.362  Train Acc: 0.973
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [395], Train Loss: 0.372  Train Acc: 0.973
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [396], Train Loss: 0.374  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [397], Train Loss: 0.451  Train Acc: 0.888
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [398], Train Loss: 0.437  Train Acc: 0.903
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [399], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.96552
>>>sub [7], cross [8], epoch [400], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [401], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [402], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [403], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [404], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [405], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [406], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [407], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [408], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [409], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [410], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [411], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [412], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [413], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [414], Train Loss: 0.342  Train Acc: 1.000
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [415], Train Loss: 0.425  Train Acc: 0.915
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [416], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [417], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [418], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [419], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [420], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [421], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [422], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [423], Train Loss: 0.346  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [424], Train Loss: 0.427  Train Acc: 0.919
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [425], Train Loss: 0.430  Train Acc: 0.907
Val Acc = 0.68966
>>>sub [7], cross [8], epoch [426], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [427], Train Loss: 0.355  Train Acc: 0.981
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [428], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [429], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [430], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [431], Train Loss: 0.380  Train Acc: 0.961
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [432], Train Loss: 0.345  Train Acc: 1.000
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [433], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [434], Train Loss: 0.349  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [435], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [436], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [437], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [438], Train Loss: 0.394  Train Acc: 0.950
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [439], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [440], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [441], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [442], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [443], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [444], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [445], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [446], Train Loss: 0.352  Train Acc: 0.985
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [447], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [448], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [449], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [450], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [451], Train Loss: 0.389  Train Acc: 0.950
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [452], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [453], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [454], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [455], Train Loss: 0.354  Train Acc: 0.992
Val Acc = 0.62069
>>>sub [7], cross [8], epoch [456], Train Loss: 0.341  Train Acc: 1.000
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [457], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.65517
>>>sub [7], cross [8], epoch [458], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.55172
>>>sub [7], cross [8], epoch [459], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [460], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [461], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [462], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [463], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.58621
>>>sub [7], cross [8], epoch [464], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [465], Train Loss: 0.355  Train Acc: 0.992
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [466], Train Loss: 0.352  Train Acc: 0.985
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [467], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [468], Train Loss: 0.375  Train Acc: 0.961
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [469], Train Loss: 0.386  Train Acc: 0.950
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [470], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [471], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [472], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [473], Train Loss: 0.355  Train Acc: 0.992
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [474], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.96552
>>>sub [7], cross [8], epoch [475], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [476], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.96552
>>>sub [7], cross [8], epoch [477], Train Loss: 0.387  Train Acc: 0.958
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [478], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [479], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [480], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [481], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.58621
>>>sub [7], cross [8], epoch [482], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [483], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [484], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [485], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.79310
>>>sub [7], cross [8], epoch [486], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [487], Train Loss: 0.341  Train Acc: 1.000
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [488], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [489], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [490], Train Loss: 0.343  Train Acc: 1.000
Val Acc = 0.75862
>>>sub [7], cross [8], epoch [491], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [492], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.72414
>>>sub [7], cross [8], epoch [493], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [494], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [495], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.82759
>>>sub [7], cross [8], epoch [496], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.86207
>>>sub [7], cross [8], epoch [497], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.96552
>>>sub [7], cross [8], epoch [498], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.93103
>>>sub [7], cross [8], epoch [499], Train Loss: 0.357  Train Acc: 0.977
Val Acc = 0.89655
>>>sub [7], cross [8], epoch [500], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.86207
test accuracy: 1.0
model_acc: [0.896551724137931, 0.9310344827586207, 0.9310344827586207, 1.0, 0.9655172413793104, 0.9310344827586207, 0.9655172413793104, 1.0]
number of training examples = 260
number of test examples = 28
>>>sub [7], cross [9], epoch [1], Train Loss: 0.772  Train Acc: 0.450
Val Acc = 0.50000
model save
>>>sub [7], cross [9], epoch [2], Train Loss: 0.745  Train Acc: 0.565
Val Acc = 0.53571
model save
>>>sub [7], cross [9], epoch [3], Train Loss: 0.733  Train Acc: 0.615
Val Acc = 0.50000
>>>sub [7], cross [9], epoch [4], Train Loss: 0.719  Train Acc: 0.638
Val Acc = 0.60714
model save
>>>sub [7], cross [9], epoch [5], Train Loss: 0.708  Train Acc: 0.665
Val Acc = 0.71429
model save
>>>sub [7], cross [9], epoch [6], Train Loss: 0.681  Train Acc: 0.688
Val Acc = 0.75000
model save
>>>sub [7], cross [9], epoch [7], Train Loss: 0.656  Train Acc: 0.735
Val Acc = 0.57143
>>>sub [7], cross [9], epoch [8], Train Loss: 0.726  Train Acc: 0.585
Val Acc = 0.57143
>>>sub [7], cross [9], epoch [9], Train Loss: 0.652  Train Acc: 0.719
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [10], Train Loss: 0.620  Train Acc: 0.758
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [11], Train Loss: 0.649  Train Acc: 0.700
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [12], Train Loss: 0.633  Train Acc: 0.738
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [13], Train Loss: 0.605  Train Acc: 0.792
Val Acc = 0.53571
>>>sub [7], cross [9], epoch [14], Train Loss: 0.700  Train Acc: 0.612
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [15], Train Loss: 0.610  Train Acc: 0.769
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [16], Train Loss: 0.587  Train Acc: 0.796
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [17], Train Loss: 0.649  Train Acc: 0.708
Val Acc = 0.57143
>>>sub [7], cross [9], epoch [18], Train Loss: 0.663  Train Acc: 0.646
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [19], Train Loss: 0.546  Train Acc: 0.858
Val Acc = 0.85714
model save
>>>sub [7], cross [9], epoch [20], Train Loss: 0.543  Train Acc: 0.869
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [21], Train Loss: 0.598  Train Acc: 0.804
Val Acc = 0.57143
>>>sub [7], cross [9], epoch [22], Train Loss: 0.567  Train Acc: 0.808
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [23], Train Loss: 0.552  Train Acc: 0.823
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [24], Train Loss: 0.517  Train Acc: 0.869
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [25], Train Loss: 0.567  Train Acc: 0.800
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [26], Train Loss: 0.552  Train Acc: 0.823
Val Acc = 0.89286
model save
>>>sub [7], cross [9], epoch [27], Train Loss: 0.539  Train Acc: 0.842
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [28], Train Loss: 0.486  Train Acc: 0.881
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [29], Train Loss: 0.489  Train Acc: 0.877
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [30], Train Loss: 0.543  Train Acc: 0.827
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [31], Train Loss: 0.451  Train Acc: 0.935
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [32], Train Loss: 0.491  Train Acc: 0.873
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [33], Train Loss: 0.527  Train Acc: 0.846
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [34], Train Loss: 0.448  Train Acc: 0.912
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [35], Train Loss: 0.496  Train Acc: 0.865
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [36], Train Loss: 0.460  Train Acc: 0.908
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [37], Train Loss: 0.481  Train Acc: 0.873
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [38], Train Loss: 0.560  Train Acc: 0.796
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [39], Train Loss: 0.428  Train Acc: 0.935
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [40], Train Loss: 0.475  Train Acc: 0.873
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [41], Train Loss: 0.426  Train Acc: 0.942
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [42], Train Loss: 0.462  Train Acc: 0.896
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [43], Train Loss: 0.408  Train Acc: 0.950
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [44], Train Loss: 0.427  Train Acc: 0.923
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [45], Train Loss: 0.421  Train Acc: 0.931
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [46], Train Loss: 0.421  Train Acc: 0.938
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [47], Train Loss: 0.468  Train Acc: 0.888
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [48], Train Loss: 0.392  Train Acc: 0.958
Val Acc = 0.92857
model save
>>>sub [7], cross [9], epoch [49], Train Loss: 0.476  Train Acc: 0.877
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [50], Train Loss: 0.429  Train Acc: 0.923
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [51], Train Loss: 0.408  Train Acc: 0.942
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [52], Train Loss: 0.386  Train Acc: 0.962
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [53], Train Loss: 0.394  Train Acc: 0.942
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [54], Train Loss: 0.383  Train Acc: 0.973
Val Acc = 0.89286
>>>sub [7], cross [9], epoch [55], Train Loss: 0.415  Train Acc: 0.938
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [56], Train Loss: 0.400  Train Acc: 0.954
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [57], Train Loss: 0.411  Train Acc: 0.942
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [58], Train Loss: 0.394  Train Acc: 0.965
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [59], Train Loss: 0.426  Train Acc: 0.919
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [60], Train Loss: 0.406  Train Acc: 0.950
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [61], Train Loss: 0.407  Train Acc: 0.946
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [62], Train Loss: 0.393  Train Acc: 0.954
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [63], Train Loss: 0.376  Train Acc: 0.969
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [64], Train Loss: 0.383  Train Acc: 0.965
Val Acc = 0.92857
>>>sub [7], cross [9], epoch [65], Train Loss: 0.433  Train Acc: 0.908
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [66], Train Loss: 0.438  Train Acc: 0.908
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [67], Train Loss: 0.412  Train Acc: 0.950
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [68], Train Loss: 0.386  Train Acc: 0.962
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [69], Train Loss: 0.408  Train Acc: 0.927
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [70], Train Loss: 0.406  Train Acc: 0.931
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [71], Train Loss: 0.421  Train Acc: 0.938
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [72], Train Loss: 0.405  Train Acc: 0.954
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [73], Train Loss: 0.433  Train Acc: 0.912
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [74], Train Loss: 0.393  Train Acc: 0.950
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [75], Train Loss: 0.383  Train Acc: 0.965
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [76], Train Loss: 0.428  Train Acc: 0.896
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [77], Train Loss: 0.392  Train Acc: 0.958
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [78], Train Loss: 0.379  Train Acc: 0.973
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [79], Train Loss: 0.369  Train Acc: 0.985
Val Acc = 0.89286
>>>sub [7], cross [9], epoch [80], Train Loss: 0.384  Train Acc: 0.962
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [81], Train Loss: 0.379  Train Acc: 0.962
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [82], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [83], Train Loss: 0.398  Train Acc: 0.946
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [84], Train Loss: 0.398  Train Acc: 0.938
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [85], Train Loss: 0.384  Train Acc: 0.962
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [86], Train Loss: 0.397  Train Acc: 0.938
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [87], Train Loss: 0.403  Train Acc: 0.946
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [88], Train Loss: 0.433  Train Acc: 0.919
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [89], Train Loss: 0.384  Train Acc: 0.954
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [90], Train Loss: 0.400  Train Acc: 0.950
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [91], Train Loss: 0.412  Train Acc: 0.919
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [92], Train Loss: 0.385  Train Acc: 0.946
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [93], Train Loss: 0.377  Train Acc: 0.977
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [94], Train Loss: 0.382  Train Acc: 0.962
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [95], Train Loss: 0.358  Train Acc: 0.988
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [96], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [97], Train Loss: 0.403  Train Acc: 0.938
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [98], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [99], Train Loss: 0.456  Train Acc: 0.873
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [100], Train Loss: 0.407  Train Acc: 0.938
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [101], Train Loss: 0.376  Train Acc: 0.969
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [102], Train Loss: 0.393  Train Acc: 0.962
Val Acc = 0.53571
>>>sub [7], cross [9], epoch [103], Train Loss: 0.423  Train Acc: 0.927
Val Acc = 0.53571
>>>sub [7], cross [9], epoch [104], Train Loss: 0.407  Train Acc: 0.942
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [105], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [106], Train Loss: 0.371  Train Acc: 0.977
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [107], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [108], Train Loss: 0.378  Train Acc: 0.958
Val Acc = 0.50000
>>>sub [7], cross [9], epoch [109], Train Loss: 0.386  Train Acc: 0.950
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [110], Train Loss: 0.405  Train Acc: 0.935
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [111], Train Loss: 0.426  Train Acc: 0.919
Val Acc = 0.57143
>>>sub [7], cross [9], epoch [112], Train Loss: 0.444  Train Acc: 0.912
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [113], Train Loss: 0.375  Train Acc: 0.973
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [114], Train Loss: 0.393  Train Acc: 0.950
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [115], Train Loss: 0.381  Train Acc: 0.965
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [116], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [117], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [118], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [119], Train Loss: 0.388  Train Acc: 0.958
Val Acc = 0.89286
>>>sub [7], cross [9], epoch [120], Train Loss: 0.405  Train Acc: 0.935
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [121], Train Loss: 0.412  Train Acc: 0.935
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [122], Train Loss: 0.397  Train Acc: 0.950
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [123], Train Loss: 0.394  Train Acc: 0.950
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [124], Train Loss: 0.376  Train Acc: 0.962
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [125], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 1.00000
model save
>>>sub [7], cross [9], epoch [126], Train Loss: 0.375  Train Acc: 0.962
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [127], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [128], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [129], Train Loss: 0.383  Train Acc: 0.958
Val Acc = 0.89286
>>>sub [7], cross [9], epoch [130], Train Loss: 0.379  Train Acc: 0.965
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [131], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [132], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [133], Train Loss: 0.373  Train Acc: 0.973
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [134], Train Loss: 0.383  Train Acc: 0.954
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [135], Train Loss: 0.407  Train Acc: 0.935
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [136], Train Loss: 0.376  Train Acc: 0.969
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [137], Train Loss: 0.412  Train Acc: 0.923
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [138], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [139], Train Loss: 0.426  Train Acc: 0.927
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [140], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [141], Train Loss: 0.383  Train Acc: 0.954
Val Acc = 0.89286
>>>sub [7], cross [9], epoch [142], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [143], Train Loss: 0.397  Train Acc: 0.946
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [144], Train Loss: 0.383  Train Acc: 0.962
Val Acc = 0.57143
>>>sub [7], cross [9], epoch [145], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [146], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [147], Train Loss: 0.378  Train Acc: 0.969
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [148], Train Loss: 0.395  Train Acc: 0.946
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [149], Train Loss: 0.371  Train Acc: 0.977
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [150], Train Loss: 0.375  Train Acc: 0.973
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [151], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [152], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [153], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [154], Train Loss: 0.381  Train Acc: 0.954
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [155], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [156], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [157], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [158], Train Loss: 0.382  Train Acc: 0.965
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [159], Train Loss: 0.379  Train Acc: 0.958
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [160], Train Loss: 0.386  Train Acc: 0.950
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [161], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [162], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [163], Train Loss: 0.435  Train Acc: 0.912
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [164], Train Loss: 0.399  Train Acc: 0.938
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [165], Train Loss: 0.360  Train Acc: 0.988
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [166], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [167], Train Loss: 0.362  Train Acc: 0.973
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [168], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [169], Train Loss: 0.368  Train Acc: 0.977
Val Acc = 0.53571
>>>sub [7], cross [9], epoch [170], Train Loss: 0.432  Train Acc: 0.908
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [171], Train Loss: 0.457  Train Acc: 0.888
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [172], Train Loss: 0.393  Train Acc: 0.942
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [173], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [174], Train Loss: 0.383  Train Acc: 0.954
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [175], Train Loss: 0.581  Train Acc: 0.746
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [176], Train Loss: 0.618  Train Acc: 0.712
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [177], Train Loss: 0.408  Train Acc: 0.950
Val Acc = 0.57143
>>>sub [7], cross [9], epoch [178], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [179], Train Loss: 0.354  Train Acc: 0.992
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [180], Train Loss: 0.393  Train Acc: 0.946
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [181], Train Loss: 0.359  Train Acc: 0.988
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [182], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [183], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [184], Train Loss: 0.405  Train Acc: 0.931
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [185], Train Loss: 0.397  Train Acc: 0.946
Val Acc = 0.53571
>>>sub [7], cross [9], epoch [186], Train Loss: 0.388  Train Acc: 0.962
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [187], Train Loss: 0.370  Train Acc: 0.981
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [188], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [189], Train Loss: 0.351  Train Acc: 0.996
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [190], Train Loss: 0.349  Train Acc: 0.996
Val Acc = 0.89286
>>>sub [7], cross [9], epoch [191], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [192], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [193], Train Loss: 0.379  Train Acc: 0.962
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [194], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [195], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [196], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [197], Train Loss: 0.379  Train Acc: 0.965
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [198], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [199], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [200], Train Loss: 0.372  Train Acc: 0.965
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [201], Train Loss: 0.377  Train Acc: 0.969
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [202], Train Loss: 0.362  Train Acc: 0.988
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [203], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [204], Train Loss: 0.426  Train Acc: 0.904
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [205], Train Loss: 0.402  Train Acc: 0.931
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [206], Train Loss: 0.380  Train Acc: 0.958
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [207], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [208], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [209], Train Loss: 0.376  Train Acc: 0.969
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [210], Train Loss: 0.356  Train Acc: 0.992
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [211], Train Loss: 0.383  Train Acc: 0.954
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [212], Train Loss: 0.397  Train Acc: 0.935
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [213], Train Loss: 0.384  Train Acc: 0.950
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [214], Train Loss: 0.356  Train Acc: 0.981
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [215], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [216], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.92857
>>>sub [7], cross [9], epoch [217], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.89286
>>>sub [7], cross [9], epoch [218], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [219], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [220], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [221], Train Loss: 0.367  Train Acc: 0.969
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [222], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [223], Train Loss: 0.367  Train Acc: 0.981
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [224], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [225], Train Loss: 0.374  Train Acc: 0.965
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [226], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [227], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [228], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [229], Train Loss: 0.379  Train Acc: 0.965
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [230], Train Loss: 0.387  Train Acc: 0.950
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [231], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [232], Train Loss: 0.362  Train Acc: 0.969
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [233], Train Loss: 0.377  Train Acc: 0.962
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [234], Train Loss: 0.370  Train Acc: 0.965
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [235], Train Loss: 0.359  Train Acc: 0.988
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [236], Train Loss: 0.379  Train Acc: 0.965
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [237], Train Loss: 0.375  Train Acc: 0.958
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [238], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [239], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [240], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [241], Train Loss: 0.366  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [242], Train Loss: 0.399  Train Acc: 0.950
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [243], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [244], Train Loss: 0.405  Train Acc: 0.935
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [245], Train Loss: 0.386  Train Acc: 0.950
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [246], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [247], Train Loss: 0.367  Train Acc: 0.969
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [248], Train Loss: 0.388  Train Acc: 0.946
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [249], Train Loss: 0.422  Train Acc: 0.919
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [250], Train Loss: 0.385  Train Acc: 0.950
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [251], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [252], Train Loss: 0.369  Train Acc: 0.965
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [253], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [254], Train Loss: 0.396  Train Acc: 0.942
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [255], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [256], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [257], Train Loss: 0.392  Train Acc: 0.946
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [258], Train Loss: 0.357  Train Acc: 0.988
Val Acc = 0.92857
>>>sub [7], cross [9], epoch [259], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [260], Train Loss: 0.381  Train Acc: 0.969
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [261], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [262], Train Loss: 0.357  Train Acc: 0.988
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [263], Train Loss: 0.359  Train Acc: 0.988
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [264], Train Loss: 0.366  Train Acc: 0.981
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [265], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [266], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [267], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [268], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [269], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [270], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [271], Train Loss: 0.413  Train Acc: 0.927
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [272], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [273], Train Loss: 0.378  Train Acc: 0.958
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [274], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [275], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [276], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [277], Train Loss: 0.381  Train Acc: 0.965
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [278], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [279], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [280], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [281], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [282], Train Loss: 0.355  Train Acc: 0.981
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [283], Train Loss: 0.389  Train Acc: 0.950
Val Acc = 0.53571
>>>sub [7], cross [9], epoch [284], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [285], Train Loss: 0.358  Train Acc: 0.992
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [286], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [287], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [288], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [289], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [290], Train Loss: 0.358  Train Acc: 0.977
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [291], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [292], Train Loss: 0.349  Train Acc: 0.996
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [293], Train Loss: 0.370  Train Acc: 0.965
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [294], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [295], Train Loss: 0.357  Train Acc: 0.977
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [296], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [297], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [298], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [299], Train Loss: 0.426  Train Acc: 0.912
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [300], Train Loss: 0.394  Train Acc: 0.942
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [301], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [302], Train Loss: 0.403  Train Acc: 0.942
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [303], Train Loss: 0.378  Train Acc: 0.969
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [304], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [305], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [306], Train Loss: 0.380  Train Acc: 0.962
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [307], Train Loss: 0.343  Train Acc: 0.996
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [308], Train Loss: 0.407  Train Acc: 0.935
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [309], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [310], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [311], Train Loss: 0.354  Train Acc: 0.992
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [312], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [313], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [314], Train Loss: 0.368  Train Acc: 0.977
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [315], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [316], Train Loss: 0.384  Train Acc: 0.954
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [317], Train Loss: 0.366  Train Acc: 0.969
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [318], Train Loss: 0.377  Train Acc: 0.969
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [319], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [320], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [321], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [322], Train Loss: 0.341  Train Acc: 1.000
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [323], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [324], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [325], Train Loss: 0.380  Train Acc: 0.962
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [326], Train Loss: 0.348  Train Acc: 0.996
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [327], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [328], Train Loss: 0.375  Train Acc: 0.965
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [329], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [330], Train Loss: 0.390  Train Acc: 0.946
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [331], Train Loss: 0.375  Train Acc: 0.965
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [332], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [333], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [334], Train Loss: 0.381  Train Acc: 0.954
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [335], Train Loss: 0.369  Train Acc: 0.965
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [336], Train Loss: 0.401  Train Acc: 0.935
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [337], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [338], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [339], Train Loss: 0.378  Train Acc: 0.958
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [340], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [341], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [342], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [343], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [344], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [345], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [346], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [347], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [348], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [349], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [350], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [351], Train Loss: 0.376  Train Acc: 0.969
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [352], Train Loss: 0.369  Train Acc: 0.965
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [353], Train Loss: 0.376  Train Acc: 0.965
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [354], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [355], Train Loss: 0.380  Train Acc: 0.965
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [356], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [357], Train Loss: 0.381  Train Acc: 0.965
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [358], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [359], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [360], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [361], Train Loss: 0.382  Train Acc: 0.962
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [362], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [363], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [364], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [365], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [366], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [367], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [368], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [369], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [370], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [371], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [372], Train Loss: 0.414  Train Acc: 0.927
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [373], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [374], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [375], Train Loss: 0.419  Train Acc: 0.919
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [376], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [377], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [378], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [379], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [380], Train Loss: 0.397  Train Acc: 0.954
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [381], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [382], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [383], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [384], Train Loss: 0.370  Train Acc: 0.977
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [385], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [386], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [387], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [388], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [389], Train Loss: 0.399  Train Acc: 0.942
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [390], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [391], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [392], Train Loss: 0.379  Train Acc: 0.962
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [393], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [394], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [395], Train Loss: 0.355  Train Acc: 0.981
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [396], Train Loss: 0.402  Train Acc: 0.938
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [397], Train Loss: 0.379  Train Acc: 0.958
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [398], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [399], Train Loss: 0.376  Train Acc: 0.962
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [400], Train Loss: 0.351  Train Acc: 0.996
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [401], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [402], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [403], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [404], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [405], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [406], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [407], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [408], Train Loss: 0.377  Train Acc: 0.958
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [409], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [410], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [411], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [412], Train Loss: 0.382  Train Acc: 0.962
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [413], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [414], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [415], Train Loss: 0.395  Train Acc: 0.950
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [416], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [417], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [418], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [419], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.89286
>>>sub [7], cross [9], epoch [420], Train Loss: 0.351  Train Acc: 0.996
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [421], Train Loss: 0.398  Train Acc: 0.942
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [422], Train Loss: 0.382  Train Acc: 0.962
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [423], Train Loss: 0.370  Train Acc: 0.965
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [424], Train Loss: 0.359  Train Acc: 0.977
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [425], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [426], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [427], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [428], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [429], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [430], Train Loss: 0.351  Train Acc: 0.985
Val Acc = 0.89286
>>>sub [7], cross [9], epoch [431], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [432], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [433], Train Loss: 0.384  Train Acc: 0.946
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [434], Train Loss: 0.382  Train Acc: 0.954
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [435], Train Loss: 0.411  Train Acc: 0.927
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [436], Train Loss: 0.373  Train Acc: 0.965
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [437], Train Loss: 0.379  Train Acc: 0.965
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [438], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [439], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [440], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [441], Train Loss: 0.355  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [442], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [443], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [444], Train Loss: 0.348  Train Acc: 0.996
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [445], Train Loss: 0.404  Train Acc: 0.935
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [446], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [447], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [448], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [449], Train Loss: 0.367  Train Acc: 0.969
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [450], Train Loss: 0.362  Train Acc: 0.973
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [451], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [452], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [453], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [454], Train Loss: 0.370  Train Acc: 0.965
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [455], Train Loss: 0.371  Train Acc: 0.973
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [456], Train Loss: 0.389  Train Acc: 0.950
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [457], Train Loss: 0.372  Train Acc: 0.965
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [458], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [459], Train Loss: 0.384  Train Acc: 0.954
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [460], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [461], Train Loss: 0.348  Train Acc: 0.996
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [462], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [463], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [464], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [465], Train Loss: 0.409  Train Acc: 0.927
Val Acc = 0.60714
>>>sub [7], cross [9], epoch [466], Train Loss: 0.374  Train Acc: 0.969
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [467], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [468], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.57143
>>>sub [7], cross [9], epoch [469], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [470], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [471], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [472], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [473], Train Loss: 0.386  Train Acc: 0.954
Val Acc = 0.64286
>>>sub [7], cross [9], epoch [474], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [475], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [476], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [477], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [478], Train Loss: 0.359  Train Acc: 0.977
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [479], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.85714
>>>sub [7], cross [9], epoch [480], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.57143
>>>sub [7], cross [9], epoch [481], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [482], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [483], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.92857
>>>sub [7], cross [9], epoch [484], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [485], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [486], Train Loss: 0.354  Train Acc: 0.992
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [487], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [488], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [489], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [490], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [491], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.57143
>>>sub [7], cross [9], epoch [492], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.75000
>>>sub [7], cross [9], epoch [493], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [494], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [495], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.82143
>>>sub [7], cross [9], epoch [496], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.71429
>>>sub [7], cross [9], epoch [497], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.78571
>>>sub [7], cross [9], epoch [498], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [499], Train Loss: 0.359  Train Acc: 0.977
Val Acc = 0.67857
>>>sub [7], cross [9], epoch [500], Train Loss: 0.375  Train Acc: 0.965
Val Acc = 0.82143
test accuracy: 1.0
model_acc: [0.896551724137931, 0.9310344827586207, 0.9310344827586207, 1.0, 0.9655172413793104, 0.9310344827586207, 0.9655172413793104, 1.0, 1.0]
number of training examples = 260
number of test examples = 28
>>>sub [7], cross [10], epoch [1], Train Loss: 0.810  Train Acc: 0.442
Val Acc = 0.64286
model save
>>>sub [7], cross [10], epoch [2], Train Loss: 0.739  Train Acc: 0.554
Val Acc = 0.50000
>>>sub [7], cross [10], epoch [3], Train Loss: 0.756  Train Acc: 0.535
Val Acc = 0.60714
>>>sub [7], cross [10], epoch [4], Train Loss: 0.750  Train Acc: 0.512
Val Acc = 0.46429
>>>sub [7], cross [10], epoch [5], Train Loss: 0.736  Train Acc: 0.577
Val Acc = 0.46429
>>>sub [7], cross [10], epoch [6], Train Loss: 0.725  Train Acc: 0.581
Val Acc = 0.57143
>>>sub [7], cross [10], epoch [7], Train Loss: 0.707  Train Acc: 0.650
Val Acc = 0.64286
>>>sub [7], cross [10], epoch [8], Train Loss: 0.703  Train Acc: 0.600
Val Acc = 0.60714
>>>sub [7], cross [10], epoch [9], Train Loss: 0.682  Train Acc: 0.650
Val Acc = 0.57143
>>>sub [7], cross [10], epoch [10], Train Loss: 0.668  Train Acc: 0.662
Val Acc = 0.64286
>>>sub [7], cross [10], epoch [11], Train Loss: 0.673  Train Acc: 0.700
Val Acc = 0.78571
model save
>>>sub [7], cross [10], epoch [12], Train Loss: 0.629  Train Acc: 0.765
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [13], Train Loss: 0.630  Train Acc: 0.750
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [14], Train Loss: 0.643  Train Acc: 0.700
Val Acc = 0.82143
model save
>>>sub [7], cross [10], epoch [15], Train Loss: 0.615  Train Acc: 0.762
Val Acc = 0.46429
>>>sub [7], cross [10], epoch [16], Train Loss: 0.629  Train Acc: 0.719
Val Acc = 0.39286
>>>sub [7], cross [10], epoch [17], Train Loss: 0.645  Train Acc: 0.727
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [18], Train Loss: 0.588  Train Acc: 0.835
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [19], Train Loss: 0.593  Train Acc: 0.831
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [20], Train Loss: 0.622  Train Acc: 0.738
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [21], Train Loss: 0.557  Train Acc: 0.835
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [22], Train Loss: 0.520  Train Acc: 0.908
Val Acc = 0.64286
>>>sub [7], cross [10], epoch [23], Train Loss: 0.542  Train Acc: 0.846
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [24], Train Loss: 0.553  Train Acc: 0.850
Val Acc = 0.60714
>>>sub [7], cross [10], epoch [25], Train Loss: 0.499  Train Acc: 0.888
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [26], Train Loss: 0.543  Train Acc: 0.831
Val Acc = 0.64286
>>>sub [7], cross [10], epoch [27], Train Loss: 0.518  Train Acc: 0.838
Val Acc = 0.57143
>>>sub [7], cross [10], epoch [28], Train Loss: 0.523  Train Acc: 0.854
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [29], Train Loss: 0.511  Train Acc: 0.850
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [30], Train Loss: 0.520  Train Acc: 0.846
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [31], Train Loss: 0.484  Train Acc: 0.888
Val Acc = 0.60714
>>>sub [7], cross [10], epoch [32], Train Loss: 0.520  Train Acc: 0.858
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [33], Train Loss: 0.479  Train Acc: 0.904
Val Acc = 0.89286
model save
>>>sub [7], cross [10], epoch [34], Train Loss: 0.440  Train Acc: 0.942
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [35], Train Loss: 0.479  Train Acc: 0.888
Val Acc = 0.53571
>>>sub [7], cross [10], epoch [36], Train Loss: 0.472  Train Acc: 0.888
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [37], Train Loss: 0.426  Train Acc: 0.938
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [38], Train Loss: 0.418  Train Acc: 0.946
Val Acc = 0.57143
>>>sub [7], cross [10], epoch [39], Train Loss: 0.442  Train Acc: 0.919
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [40], Train Loss: 0.419  Train Acc: 0.931
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [41], Train Loss: 0.424  Train Acc: 0.927
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [42], Train Loss: 0.478  Train Acc: 0.869
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [43], Train Loss: 0.422  Train Acc: 0.923
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [44], Train Loss: 0.414  Train Acc: 0.931
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [45], Train Loss: 0.530  Train Acc: 0.831
Val Acc = 0.60714
>>>sub [7], cross [10], epoch [46], Train Loss: 0.449  Train Acc: 0.915
Val Acc = 0.64286
>>>sub [7], cross [10], epoch [47], Train Loss: 0.429  Train Acc: 0.923
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [48], Train Loss: 0.412  Train Acc: 0.946
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [49], Train Loss: 0.402  Train Acc: 0.946
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [50], Train Loss: 0.443  Train Acc: 0.923
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [51], Train Loss: 0.450  Train Acc: 0.908
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [52], Train Loss: 0.413  Train Acc: 0.942
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [53], Train Loss: 0.503  Train Acc: 0.858
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [54], Train Loss: 0.440  Train Acc: 0.923
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [55], Train Loss: 0.405  Train Acc: 0.938
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [56], Train Loss: 0.431  Train Acc: 0.908
Val Acc = 0.60714
>>>sub [7], cross [10], epoch [57], Train Loss: 0.397  Train Acc: 0.950
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [58], Train Loss: 0.393  Train Acc: 0.958
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [59], Train Loss: 0.378  Train Acc: 0.969
Val Acc = 0.92857
model save
>>>sub [7], cross [10], epoch [60], Train Loss: 0.499  Train Acc: 0.842
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [61], Train Loss: 0.400  Train Acc: 0.950
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [62], Train Loss: 0.393  Train Acc: 0.958
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [63], Train Loss: 0.398  Train Acc: 0.950
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [64], Train Loss: 0.394  Train Acc: 0.954
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [65], Train Loss: 0.398  Train Acc: 0.950
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [66], Train Loss: 0.408  Train Acc: 0.950
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [67], Train Loss: 0.386  Train Acc: 0.958
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [68], Train Loss: 0.381  Train Acc: 0.965
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [69], Train Loss: 0.398  Train Acc: 0.958
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [70], Train Loss: 0.417  Train Acc: 0.927
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [71], Train Loss: 0.421  Train Acc: 0.931
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [72], Train Loss: 0.384  Train Acc: 0.965
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [73], Train Loss: 0.390  Train Acc: 0.962
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [74], Train Loss: 0.384  Train Acc: 0.969
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [75], Train Loss: 0.397  Train Acc: 0.946
Val Acc = 0.60714
>>>sub [7], cross [10], epoch [76], Train Loss: 0.375  Train Acc: 0.981
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [77], Train Loss: 0.379  Train Acc: 0.962
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [78], Train Loss: 0.398  Train Acc: 0.942
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [79], Train Loss: 0.438  Train Acc: 0.896
Val Acc = 0.35714
>>>sub [7], cross [10], epoch [80], Train Loss: 0.585  Train Acc: 0.758
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [81], Train Loss: 0.508  Train Acc: 0.846
Val Acc = 0.60714
>>>sub [7], cross [10], epoch [82], Train Loss: 0.390  Train Acc: 0.958
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [83], Train Loss: 0.384  Train Acc: 0.969
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [84], Train Loss: 0.391  Train Acc: 0.958
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [85], Train Loss: 0.378  Train Acc: 0.973
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [86], Train Loss: 0.383  Train Acc: 0.969
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [87], Train Loss: 0.375  Train Acc: 0.973
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [88], Train Loss: 0.389  Train Acc: 0.969
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [89], Train Loss: 0.393  Train Acc: 0.958
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [90], Train Loss: 0.396  Train Acc: 0.938
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [91], Train Loss: 0.385  Train Acc: 0.958
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [92], Train Loss: 0.399  Train Acc: 0.942
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [93], Train Loss: 0.371  Train Acc: 0.977
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [94], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [95], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [96], Train Loss: 0.412  Train Acc: 0.923
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [97], Train Loss: 0.376  Train Acc: 0.969
Val Acc = 0.64286
>>>sub [7], cross [10], epoch [98], Train Loss: 0.397  Train Acc: 0.938
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [99], Train Loss: 0.387  Train Acc: 0.958
Val Acc = 0.64286
>>>sub [7], cross [10], epoch [100], Train Loss: 0.364  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [101], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [102], Train Loss: 0.394  Train Acc: 0.950
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [103], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [104], Train Loss: 0.376  Train Acc: 0.969
Val Acc = 0.96429
model save
>>>sub [7], cross [10], epoch [105], Train Loss: 0.380  Train Acc: 0.969
Val Acc = 0.57143
>>>sub [7], cross [10], epoch [106], Train Loss: 0.420  Train Acc: 0.923
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [107], Train Loss: 0.371  Train Acc: 0.977
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [108], Train Loss: 0.411  Train Acc: 0.942
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [109], Train Loss: 0.383  Train Acc: 0.954
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [110], Train Loss: 0.402  Train Acc: 0.946
Val Acc = 0.64286
>>>sub [7], cross [10], epoch [111], Train Loss: 0.359  Train Acc: 0.992
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [112], Train Loss: 0.375  Train Acc: 0.977
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [113], Train Loss: 0.375  Train Acc: 0.977
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [114], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [115], Train Loss: 0.413  Train Acc: 0.931
Val Acc = 0.53571
>>>sub [7], cross [10], epoch [116], Train Loss: 0.397  Train Acc: 0.950
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [117], Train Loss: 0.371  Train Acc: 0.977
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [118], Train Loss: 0.390  Train Acc: 0.946
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [119], Train Loss: 0.385  Train Acc: 0.962
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [120], Train Loss: 0.392  Train Acc: 0.962
Val Acc = 0.64286
>>>sub [7], cross [10], epoch [121], Train Loss: 0.482  Train Acc: 0.865
Val Acc = 0.60714
>>>sub [7], cross [10], epoch [122], Train Loss: 0.385  Train Acc: 0.958
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [123], Train Loss: 0.374  Train Acc: 0.973
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [124], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [125], Train Loss: 0.387  Train Acc: 0.950
Val Acc = 0.60714
>>>sub [7], cross [10], epoch [126], Train Loss: 0.433  Train Acc: 0.908
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [127], Train Loss: 0.380  Train Acc: 0.958
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [128], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [129], Train Loss: 0.375  Train Acc: 0.977
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [130], Train Loss: 0.375  Train Acc: 0.962
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [131], Train Loss: 0.379  Train Acc: 0.962
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [132], Train Loss: 0.374  Train Acc: 0.965
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [133], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [134], Train Loss: 0.389  Train Acc: 0.962
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [135], Train Loss: 0.381  Train Acc: 0.958
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [136], Train Loss: 0.425  Train Acc: 0.912
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [137], Train Loss: 0.370  Train Acc: 0.977
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [138], Train Loss: 0.370  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [139], Train Loss: 0.365  Train Acc: 0.985
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [140], Train Loss: 0.383  Train Acc: 0.969
Val Acc = 0.39286
>>>sub [7], cross [10], epoch [141], Train Loss: 0.390  Train Acc: 0.946
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [142], Train Loss: 0.417  Train Acc: 0.923
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [143], Train Loss: 0.392  Train Acc: 0.958
Val Acc = 0.96429
>>>sub [7], cross [10], epoch [144], Train Loss: 0.372  Train Acc: 0.973
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [145], Train Loss: 0.370  Train Acc: 0.977
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [146], Train Loss: 0.398  Train Acc: 0.931
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [147], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.96429
>>>sub [7], cross [10], epoch [148], Train Loss: 0.361  Train Acc: 0.988
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [149], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [150], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [151], Train Loss: 0.389  Train Acc: 0.950
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [152], Train Loss: 0.371  Train Acc: 0.962
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [153], Train Loss: 0.537  Train Acc: 0.785
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [154], Train Loss: 0.388  Train Acc: 0.950
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [155], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [156], Train Loss: 0.395  Train Acc: 0.954
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [157], Train Loss: 0.400  Train Acc: 0.954
Val Acc = 0.57143
>>>sub [7], cross [10], epoch [158], Train Loss: 0.412  Train Acc: 0.927
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [159], Train Loss: 0.391  Train Acc: 0.954
Val Acc = 0.64286
>>>sub [7], cross [10], epoch [160], Train Loss: 0.388  Train Acc: 0.958
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [161], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [162], Train Loss: 0.375  Train Acc: 0.973
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [163], Train Loss: 0.375  Train Acc: 0.969
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [164], Train Loss: 0.364  Train Acc: 0.985
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [165], Train Loss: 0.365  Train Acc: 0.985
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [166], Train Loss: 0.381  Train Acc: 0.962
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [167], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [168], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [169], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [170], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [171], Train Loss: 0.378  Train Acc: 0.969
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [172], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [173], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [174], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [175], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [176], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [177], Train Loss: 0.415  Train Acc: 0.927
Val Acc = 0.42857
>>>sub [7], cross [10], epoch [178], Train Loss: 0.572  Train Acc: 0.758
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [179], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [180], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [181], Train Loss: 0.388  Train Acc: 0.950
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [182], Train Loss: 0.504  Train Acc: 0.823
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [183], Train Loss: 0.367  Train Acc: 0.981
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [184], Train Loss: 0.357  Train Acc: 0.988
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [185], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [186], Train Loss: 0.386  Train Acc: 0.950
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [187], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [188], Train Loss: 0.349  Train Acc: 1.000
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [189], Train Loss: 0.365  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [190], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [191], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.60714
>>>sub [7], cross [10], epoch [192], Train Loss: 0.369  Train Acc: 0.965
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [193], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [194], Train Loss: 0.378  Train Acc: 0.958
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [195], Train Loss: 0.390  Train Acc: 0.946
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [196], Train Loss: 0.417  Train Acc: 0.919
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [197], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [198], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [199], Train Loss: 0.369  Train Acc: 0.969
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [200], Train Loss: 0.383  Train Acc: 0.962
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [201], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [202], Train Loss: 0.362  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [203], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [204], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [205], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [206], Train Loss: 0.367  Train Acc: 0.981
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [207], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [208], Train Loss: 0.367  Train Acc: 0.977
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [209], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [210], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [211], Train Loss: 0.369  Train Acc: 0.965
Val Acc = 0.46429
>>>sub [7], cross [10], epoch [212], Train Loss: 0.388  Train Acc: 0.950
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [213], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [214], Train Loss: 0.380  Train Acc: 0.962
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [215], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [216], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [217], Train Loss: 0.348  Train Acc: 1.000
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [218], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.64286
>>>sub [7], cross [10], epoch [219], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [220], Train Loss: 0.384  Train Acc: 0.965
Val Acc = 0.57143
>>>sub [7], cross [10], epoch [221], Train Loss: 0.469  Train Acc: 0.873
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [222], Train Loss: 0.385  Train Acc: 0.958
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [223], Train Loss: 0.378  Train Acc: 0.962
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [224], Train Loss: 0.381  Train Acc: 0.962
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [225], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.64286
>>>sub [7], cross [10], epoch [226], Train Loss: 0.359  Train Acc: 0.988
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [227], Train Loss: 0.383  Train Acc: 0.954
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [228], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [229], Train Loss: 0.412  Train Acc: 0.931
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [230], Train Loss: 0.410  Train Acc: 0.935
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [231], Train Loss: 0.363  Train Acc: 0.973
Val Acc = 0.50000
>>>sub [7], cross [10], epoch [232], Train Loss: 0.414  Train Acc: 0.938
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [233], Train Loss: 0.368  Train Acc: 0.977
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [234], Train Loss: 0.345  Train Acc: 1.000
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [235], Train Loss: 0.372  Train Acc: 0.965
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [236], Train Loss: 0.359  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [237], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [238], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [239], Train Loss: 0.385  Train Acc: 0.962
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [240], Train Loss: 0.471  Train Acc: 0.865
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [241], Train Loss: 0.368  Train Acc: 0.981
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [242], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [243], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.96429
>>>sub [7], cross [10], epoch [244], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [245], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [246], Train Loss: 0.359  Train Acc: 0.988
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [247], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [248], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [249], Train Loss: 0.357  Train Acc: 0.977
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [250], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [251], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [252], Train Loss: 0.375  Train Acc: 0.965
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [253], Train Loss: 0.366  Train Acc: 0.973
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [254], Train Loss: 0.384  Train Acc: 0.962
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [255], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [256], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [257], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [258], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [259], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.96429
>>>sub [7], cross [10], epoch [260], Train Loss: 0.376  Train Acc: 0.969
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [261], Train Loss: 0.375  Train Acc: 0.965
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [262], Train Loss: 0.376  Train Acc: 0.962
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [263], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [264], Train Loss: 0.351  Train Acc: 0.996
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [265], Train Loss: 0.352  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [266], Train Loss: 0.361  Train Acc: 0.973
Val Acc = 0.64286
>>>sub [7], cross [10], epoch [267], Train Loss: 0.388  Train Acc: 0.950
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [268], Train Loss: 0.373  Train Acc: 0.969
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [269], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [270], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [271], Train Loss: 0.353  Train Acc: 0.992
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [272], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [273], Train Loss: 0.376  Train Acc: 0.962
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [274], Train Loss: 0.377  Train Acc: 0.969
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [275], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [276], Train Loss: 0.384  Train Acc: 0.954
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [277], Train Loss: 0.382  Train Acc: 0.958
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [278], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [279], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [280], Train Loss: 0.368  Train Acc: 0.973
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [281], Train Loss: 0.359  Train Acc: 0.988
Val Acc = 0.96429
>>>sub [7], cross [10], epoch [282], Train Loss: 0.389  Train Acc: 0.946
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [283], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [284], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [285], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [286], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [287], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [288], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [289], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [290], Train Loss: 0.355  Train Acc: 0.992
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [291], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [292], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [293], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.57143
>>>sub [7], cross [10], epoch [294], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [295], Train Loss: 0.392  Train Acc: 0.950
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [296], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [297], Train Loss: 0.357  Train Acc: 0.988
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [298], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [299], Train Loss: 0.355  Train Acc: 0.992
Val Acc = 0.53571
>>>sub [7], cross [10], epoch [300], Train Loss: 0.410  Train Acc: 0.931
Val Acc = 0.46429
>>>sub [7], cross [10], epoch [301], Train Loss: 0.388  Train Acc: 0.954
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [302], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [303], Train Loss: 0.357  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [304], Train Loss: 0.348  Train Acc: 1.000
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [305], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [306], Train Loss: 0.349  Train Acc: 0.996
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [307], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [308], Train Loss: 0.369  Train Acc: 0.965
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [309], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [310], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.64286
>>>sub [7], cross [10], epoch [311], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [312], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [313], Train Loss: 0.355  Train Acc: 0.988
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [314], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [315], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [316], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [317], Train Loss: 0.384  Train Acc: 0.958
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [318], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [319], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [320], Train Loss: 0.368  Train Acc: 0.969
Val Acc = 0.64286
>>>sub [7], cross [10], epoch [321], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [322], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [323], Train Loss: 0.442  Train Acc: 0.900
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [324], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [325], Train Loss: 0.409  Train Acc: 0.923
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [326], Train Loss: 0.392  Train Acc: 0.950
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [327], Train Loss: 0.351  Train Acc: 0.992
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [328], Train Loss: 0.378  Train Acc: 0.962
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [329], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [330], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [331], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [332], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [333], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [334], Train Loss: 0.494  Train Acc: 0.835
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [335], Train Loss: 0.366  Train Acc: 0.969
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [336], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [337], Train Loss: 0.371  Train Acc: 0.969
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [338], Train Loss: 0.359  Train Acc: 0.977
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [339], Train Loss: 0.364  Train Acc: 0.973
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [340], Train Loss: 0.371  Train Acc: 0.977
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [341], Train Loss: 0.372  Train Acc: 0.969
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [342], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [343], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [344], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [345], Train Loss: 0.355  Train Acc: 0.992
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [346], Train Loss: 0.348  Train Acc: 0.988
Val Acc = 0.57143
>>>sub [7], cross [10], epoch [347], Train Loss: 0.375  Train Acc: 0.965
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [348], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [349], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [350], Train Loss: 0.349  Train Acc: 0.988
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [351], Train Loss: 0.361  Train Acc: 0.985
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [352], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [353], Train Loss: 0.395  Train Acc: 0.942
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [354], Train Loss: 0.366  Train Acc: 0.981
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [355], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [356], Train Loss: 0.378  Train Acc: 0.965
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [357], Train Loss: 0.373  Train Acc: 0.962
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [358], Train Loss: 0.380  Train Acc: 0.958
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [359], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [360], Train Loss: 0.380  Train Acc: 0.958
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [361], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [362], Train Loss: 0.400  Train Acc: 0.946
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [363], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [364], Train Loss: 0.362  Train Acc: 0.977
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [365], Train Loss: 0.366  Train Acc: 0.969
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [366], Train Loss: 0.392  Train Acc: 0.938
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [367], Train Loss: 0.349  Train Acc: 0.996
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [368], Train Loss: 0.367  Train Acc: 0.973
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [369], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [370], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [371], Train Loss: 0.367  Train Acc: 0.965
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [372], Train Loss: 0.369  Train Acc: 0.965
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [373], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [374], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [375], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [376], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [377], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.60714
>>>sub [7], cross [10], epoch [378], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [379], Train Loss: 0.372  Train Acc: 0.973
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [380], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [381], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [382], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [383], Train Loss: 0.345  Train Acc: 1.000
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [384], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [385], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [386], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [387], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [388], Train Loss: 0.360  Train Acc: 0.977
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [389], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [390], Train Loss: 0.370  Train Acc: 0.977
Val Acc = 0.96429
>>>sub [7], cross [10], epoch [391], Train Loss: 0.380  Train Acc: 0.965
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [392], Train Loss: 0.366  Train Acc: 0.977
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [393], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [394], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [395], Train Loss: 0.345  Train Acc: 0.996
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [396], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [397], Train Loss: 0.372  Train Acc: 0.965
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [398], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [399], Train Loss: 0.350  Train Acc: 0.996
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [400], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [401], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [402], Train Loss: 0.356  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [403], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [404], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [405], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.96429
>>>sub [7], cross [10], epoch [406], Train Loss: 0.469  Train Acc: 0.862
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [407], Train Loss: 0.385  Train Acc: 0.965
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [408], Train Loss: 0.370  Train Acc: 0.973
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [409], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [410], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [411], Train Loss: 0.390  Train Acc: 0.950
Val Acc = 0.46429
>>>sub [7], cross [10], epoch [412], Train Loss: 0.393  Train Acc: 0.950
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [413], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [414], Train Loss: 0.351  Train Acc: 0.988
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [415], Train Loss: 0.356  Train Acc: 0.988
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [416], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [417], Train Loss: 0.374  Train Acc: 0.965
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [418], Train Loss: 0.380  Train Acc: 0.965
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [419], Train Loss: 0.390  Train Acc: 0.946
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [420], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [421], Train Loss: 0.360  Train Acc: 0.985
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [422], Train Loss: 0.403  Train Acc: 0.935
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [423], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [424], Train Loss: 0.362  Train Acc: 0.981
Val Acc = 0.64286
>>>sub [7], cross [10], epoch [425], Train Loss: 0.361  Train Acc: 0.981
Val Acc = 1.00000
model save
>>>sub [7], cross [10], epoch [426], Train Loss: 0.356  Train Acc: 0.992
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [427], Train Loss: 0.348  Train Acc: 0.992
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [428], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [429], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [430], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [431], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.50000
>>>sub [7], cross [10], epoch [432], Train Loss: 0.377  Train Acc: 0.965
Val Acc = 0.53571
>>>sub [7], cross [10], epoch [433], Train Loss: 0.407  Train Acc: 0.931
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [434], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [435], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [436], Train Loss: 0.365  Train Acc: 0.973
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [437], Train Loss: 0.352  Train Acc: 0.992
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [438], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [439], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [440], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [441], Train Loss: 0.349  Train Acc: 0.988
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [442], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [443], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [444], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [445], Train Loss: 0.388  Train Acc: 0.954
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [446], Train Loss: 0.355  Train Acc: 0.992
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [447], Train Loss: 0.368  Train Acc: 0.981
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [448], Train Loss: 0.355  Train Acc: 0.985
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [449], Train Loss: 0.375  Train Acc: 0.965
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [450], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [451], Train Loss: 0.369  Train Acc: 0.973
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [452], Train Loss: 0.352  Train Acc: 0.988
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [453], Train Loss: 0.361  Train Acc: 0.973
Val Acc = 0.71429
>>>sub [7], cross [10], epoch [454], Train Loss: 0.361  Train Acc: 0.977
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [455], Train Loss: 0.355  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [456], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [457], Train Loss: 0.347  Train Acc: 0.992
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [458], Train Loss: 0.354  Train Acc: 0.988
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [459], Train Loss: 0.388  Train Acc: 0.950
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [460], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [461], Train Loss: 0.355  Train Acc: 0.992
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [462], Train Loss: 0.353  Train Acc: 0.985
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [463], Train Loss: 0.459  Train Acc: 0.877
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [464], Train Loss: 0.386  Train Acc: 0.950
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [465], Train Loss: 0.384  Train Acc: 0.958
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [466], Train Loss: 0.364  Train Acc: 0.981
Val Acc = 0.67857
>>>sub [7], cross [10], epoch [467], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [468], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [469], Train Loss: 0.369  Train Acc: 0.977
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [470], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [471], Train Loss: 0.374  Train Acc: 0.965
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [472], Train Loss: 0.365  Train Acc: 0.969
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [473], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [474], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [475], Train Loss: 0.354  Train Acc: 0.985
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [476], Train Loss: 0.352  Train Acc: 0.985
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [477], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [478], Train Loss: 0.357  Train Acc: 0.985
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [479], Train Loss: 0.349  Train Acc: 0.992
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [480], Train Loss: 0.359  Train Acc: 0.981
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [481], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [482], Train Loss: 0.340  Train Acc: 1.000
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [483], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [484], Train Loss: 0.347  Train Acc: 0.988
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [485], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [486], Train Loss: 0.347  Train Acc: 0.996
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [487], Train Loss: 0.358  Train Acc: 0.985
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [488], Train Loss: 0.364  Train Acc: 0.977
Val Acc = 0.78571
>>>sub [7], cross [10], epoch [489], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.64286
>>>sub [7], cross [10], epoch [490], Train Loss: 0.377  Train Acc: 0.962
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [491], Train Loss: 0.363  Train Acc: 0.981
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [492], Train Loss: 0.350  Train Acc: 0.992
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [493], Train Loss: 0.350  Train Acc: 0.988
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [494], Train Loss: 0.358  Train Acc: 0.981
Val Acc = 0.92857
>>>sub [7], cross [10], epoch [495], Train Loss: 0.363  Train Acc: 0.977
Val Acc = 0.85714
>>>sub [7], cross [10], epoch [496], Train Loss: 0.346  Train Acc: 0.996
Val Acc = 0.75000
>>>sub [7], cross [10], epoch [497], Train Loss: 0.360  Train Acc: 0.981
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [498], Train Loss: 0.344  Train Acc: 0.996
Val Acc = 0.89286
>>>sub [7], cross [10], epoch [499], Train Loss: 0.365  Train Acc: 0.977
Val Acc = 0.82143
>>>sub [7], cross [10], epoch [500], Train Loss: 0.353  Train Acc: 0.988
Val Acc = 0.78571
test accuracy: 1.0
model_acc: [0.896551724137931, 0.9310344827586207, 0.9310344827586207, 1.0, 0.9655172413793104, 0.9310344827586207, 0.9655172413793104, 1.0, 1.0, 1.0]
min: 0.896551724137931
max: 1.0
mean: 0.9620689655172413
std: 0.036001056927277765
program time: 0:12:34.884586
Fineshed!