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adam.txt
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ReluDropoutSoftmax_Resnet18, lr : 0.0001, batch size : 64, trained_layers : 10, n_outputs : 30
train : Epoch 0 ,accuracy : 0.0547, time 0m 16s
val : Epoch 0 ,accuracy : 0.0547, time 0m 13s
Training complete in 0m 30s
Best val Acc: 0.054688
ReluDropoutSoftmax_Resnet18, lr : 0.0001, batch size : 64, trained_layers : 10, n_outputs : 30
train : Epoch 0 ,accuracy : 0.0156, time 0m 17s
train : Epoch 1 ,accuracy : 0.0547, time 0m 11s
val : Epoch 0 ,accuracy : 0.0078, time 0m 13s
val : Epoch 1 ,accuracy : 0.0312, time 0m 11s
Training complete in 0m 52s
Best val Acc: 0.031250
ReluDropoutSoftmax_Resnet18, lr : 0.0001, batch size : 64, trained_layers : 10, n_outputs : 30
train : Epoch 0 ,accuracy : 0.0547, time 0m 18s
train : Epoch 1 ,accuracy : 0.0938, time 0m 11s
val : Epoch 0 ,accuracy : 0.0312, time 0m 12s
val : Epoch 1 ,accuracy : 0.0312, time 0m 11s
Training complete in 0m 52s
Best val Acc: 0.031250
ReluDropoutSoftmax_Resnet18, lr : 0.0001, batch size : 64, trained_layers : 10, n_outputs : 30
train : Epoch 0 ,accuracy : 0.1773, time 13m 24s
train : Epoch 1 ,accuracy : 0.2333, time 5m 58s
train : Epoch 2 ,accuracy : 0.2532, time 4m 47s
train : Epoch 3 ,accuracy : 0.2693, time 4m 45s
train : Epoch 4 ,accuracy : 0.2819, time 4m 45s
train : Epoch 5 ,accuracy : 0.2949, time 4m 45s
train : Epoch 6 ,accuracy : 0.3065, time 4m 45s
train : Epoch 7 ,accuracy : 0.3194, time 4m 45s
train : Epoch 8 ,accuracy : 0.3312, time 4m 45s
train : Epoch 9 ,accuracy : 0.3441, time 4m 45s
train : Epoch 10 ,accuracy : 0.3538, time 4m 46s
train : Epoch 11 ,accuracy : 0.3662, time 4m 45s
train : Epoch 12 ,accuracy : 0.3804, time 4m 45s
train : Epoch 13 ,accuracy : 0.3937, time 4m 45s
train : Epoch 14 ,accuracy : 0.4052, time 4m 46s
train : Epoch 15 ,accuracy : 0.4186, time 4m 45s
train : Epoch 16 ,accuracy : 0.4272, time 4m 49s
train : Epoch 17 ,accuracy : 0.4435, time 5m 13s
train : Epoch 18 ,accuracy : 0.4540, time 5m 32s
train : Epoch 19 ,accuracy : 0.4681, time 5m 44s
train : Epoch 20 ,accuracy : 0.4805, time 5m 44s
train : Epoch 21 ,accuracy : 0.4956, time 5m 44s
train : Epoch 22 ,accuracy : 0.5016, time 5m 45s
train : Epoch 23 ,accuracy : 0.5127, time 5m 44s
train : Epoch 24 ,accuracy : 0.5244, time 5m 44s
train : Epoch 25 ,accuracy : 0.5385, time 5m 44s
train : Epoch 26 ,accuracy : 0.5474, time 5m 44s
train : Epoch 27 ,accuracy : 0.5613, time 5m 44s
train : Epoch 28 ,accuracy : 0.5627, time 5m 11s
train : Epoch 29 ,accuracy : 0.5759, time 5m 21s
train : Epoch 30 ,accuracy : 0.5842, time 5m 32s
train : Epoch 31 ,accuracy : 0.5909, time 5m 37s
train : Epoch 32 ,accuracy : 0.5978, time 5m 42s
train : Epoch 33 ,accuracy : 0.6060, time 5m 44s
train : Epoch 34 ,accuracy : 0.6152, time 5m 38s
train : Epoch 35 ,accuracy : 0.6179, time 5m 42s
train : Epoch 36 ,accuracy : 0.6241, time 5m 44s
train : Epoch 37 ,accuracy : 0.6328, time 5m 44s
train : Epoch 38 ,accuracy : 0.6421, time 5m 44s
train : Epoch 39 ,accuracy : 0.6440, time 5m 45s
train : Epoch 40 ,accuracy : 0.6487, time 5m 44s
train : Epoch 41 ,accuracy : 0.6553, time 5m 31s
train : Epoch 42 ,accuracy : 0.6618, time 5m 21s
train : Epoch 43 ,accuracy : 0.6635, time 5m 41s
train : Epoch 44 ,accuracy : 0.6722, time 5m 44s
train : Epoch 45 ,accuracy : 0.6760, time 5m 44s
train : Epoch 46 ,accuracy : 0.6778, time 5m 44s
train : Epoch 47 ,accuracy : 0.6851, time 5m 45s
train : Epoch 48 ,accuracy : 0.6861, time 5m 44s
train : Epoch 49 ,accuracy : 0.6875, time 5m 44s
train : Epoch 50 ,accuracy : 0.6927, time 5m 44s
train : Epoch 51 ,accuracy : 0.6993, time 5m 45s
train : Epoch 52 ,accuracy : 0.7046, time 5m 44s
train : Epoch 53 ,accuracy : 0.7057, time 5m 44s
train : Epoch 54 ,accuracy : 0.7084, time 5m 44s
train : Epoch 55 ,accuracy : 0.7115, time 5m 35s
train : Epoch 56 ,accuracy : 0.7126, time 5m 43s
train : Epoch 57 ,accuracy : 0.7180, time 5m 44s
train : Epoch 58 ,accuracy : 0.7194, time 5m 44s
train : Epoch 59 ,accuracy : 0.7195, time 5m 45s
train : Epoch 60 ,accuracy : 0.7255, time 5m 44s
train : Epoch 61 ,accuracy : 0.7287, time 5m 44s
train : Epoch 62 ,accuracy : 0.7286, time 5m 44s
train : Epoch 63 ,accuracy : 0.7289, time 5m 44s
train : Epoch 64 ,accuracy : 0.7324, time 5m 45s
train : Epoch 65 ,accuracy : 0.7359, time 5m 45s
train : Epoch 66 ,accuracy : 0.7380, time 5m 45s
train : Epoch 67 ,accuracy : 0.7411, time 5m 44s
train : Epoch 68 ,accuracy : 0.7490, time 5m 43s
train : Epoch 69 ,accuracy : 0.7439, time 5m 44s
val : Epoch 0 ,accuracy : 0.2537, time 0m 51s
val : Epoch 1 ,accuracy : 0.2719, time 0m 49s
val : Epoch 2 ,accuracy : 0.2851, time 0m 23s
val : Epoch 3 ,accuracy : 0.2825, time 0m 23s
val : Epoch 4 ,accuracy : 0.2865, time 0m 23s
val : Epoch 5 ,accuracy : 0.3000, time 0m 23s
val : Epoch 6 ,accuracy : 0.2995, time 0m 23s
val : Epoch 7 ,accuracy : 0.3007, time 0m 23s
val : Epoch 8 ,accuracy : 0.2956, time 0m 22s
val : Epoch 9 ,accuracy : 0.2905, time 0m 23s
val : Epoch 10 ,accuracy : 0.2995, time 0m 23s
val : Epoch 11 ,accuracy : 0.2942, time 0m 23s
val : Epoch 12 ,accuracy : 0.2921, time 0m 23s
val : Epoch 13 ,accuracy : 0.2968, time 0m 22s
val : Epoch 14 ,accuracy : 0.2998, time 0m 23s
val : Epoch 15 ,accuracy : 0.3025, time 0m 23s
val : Epoch 16 ,accuracy : 0.2919, time 0m 23s
val : Epoch 17 ,accuracy : 0.2832, time 0m 22s
val : Epoch 18 ,accuracy : 0.2895, time 0m 22s
val : Epoch 19 ,accuracy : 0.2911, time 0m 22s
val : Epoch 20 ,accuracy : 0.2786, time 0m 22s
val : Epoch 21 ,accuracy : 0.2830, time 0m 22s
val : Epoch 22 ,accuracy : 0.2775, time 0m 23s
val : Epoch 23 ,accuracy : 0.2786, time 0m 23s
val : Epoch 24 ,accuracy : 0.2751, time 0m 23s
val : Epoch 25 ,accuracy : 0.2725, time 0m 22s
val : Epoch 26 ,accuracy : 0.2709, time 0m 22s
val : Epoch 27 ,accuracy : 0.2670, time 0m 23s
val : Epoch 28 ,accuracy : 0.2742, time 0m 22s
val : Epoch 29 ,accuracy : 0.2728, time 0m 23s
val : Epoch 30 ,accuracy : 0.2742, time 0m 23s
val : Epoch 31 ,accuracy : 0.2700, time 0m 23s
val : Epoch 32 ,accuracy : 0.2681, time 0m 23s
val : Epoch 33 ,accuracy : 0.2695, time 0m 23s
val : Epoch 34 ,accuracy : 0.2653, time 0m 22s
val : Epoch 35 ,accuracy : 0.2604, time 0m 22s
val : Epoch 36 ,accuracy : 0.2575, time 0m 22s
val : Epoch 37 ,accuracy : 0.2647, time 0m 22s
val : Epoch 38 ,accuracy : 0.2639, time 0m 23s
val : Epoch 39 ,accuracy : 0.2579, time 0m 23s
val : Epoch 40 ,accuracy : 0.2558, time 0m 23s
val : Epoch 41 ,accuracy : 0.2553, time 0m 23s
val : Epoch 42 ,accuracy : 0.2616, time 0m 23s
val : Epoch 43 ,accuracy : 0.2688, time 0m 22s
val : Epoch 44 ,accuracy : 0.2532, time 0m 23s
val : Epoch 45 ,accuracy : 0.2630, time 0m 23s
val : Epoch 46 ,accuracy : 0.2556, time 0m 22s
val : Epoch 47 ,accuracy : 0.2632, time 0m 23s
val : Epoch 48 ,accuracy : 0.2551, time 0m 23s
val : Epoch 49 ,accuracy : 0.2546, time 0m 23s
val : Epoch 50 ,accuracy : 0.2477, time 0m 23s
val : Epoch 51 ,accuracy : 0.2512, time 0m 23s
val : Epoch 52 ,accuracy : 0.2547, time 0m 22s
val : Epoch 53 ,accuracy : 0.2532, time 0m 23s
val : Epoch 54 ,accuracy : 0.2605, time 0m 22s
val : Epoch 55 ,accuracy : 0.2612, time 0m 23s
val : Epoch 56 ,accuracy : 0.2544, time 0m 23s
val : Epoch 57 ,accuracy : 0.2630, time 0m 23s
val : Epoch 58 ,accuracy : 0.2591, time 0m 23s
val : Epoch 59 ,accuracy : 0.2623, time 0m 23s
val : Epoch 60 ,accuracy : 0.2602, time 0m 23s
val : Epoch 61 ,accuracy : 0.2584, time 0m 23s
val : Epoch 62 ,accuracy : 0.2488, time 0m 22s
val : Epoch 63 ,accuracy : 0.2474, time 0m 23s
val : Epoch 64 ,accuracy : 0.2575, time 0m 22s
val : Epoch 65 ,accuracy : 0.2577, time 0m 23s
val : Epoch 66 ,accuracy : 0.2493, time 0m 23s
val : Epoch 67 ,accuracy : 0.2544, time 0m 22s
val : Epoch 68 ,accuracy : 0.2570, time 0m 23s
val : Epoch 69 ,accuracy : 0.2558, time 0m 22s
Training complete in 419m 7s
Best val Acc: 0.302456