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plot.txt
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Resnet18, lr : 0.001, batch_size : 64, trained_layers : 10, n_outputs : 30
train : Epoch 0 ,accuracy : 0.1032, time 11m 50s
train : Epoch 1 ,accuracy : 0.1325, time 6m 31s
train : Epoch 2 ,accuracy : 0.1487, time 4m 54s
train : Epoch 3 ,accuracy : 0.1557, time 4m 55s
train : Epoch 4 ,accuracy : 0.1663, time 6m 6s
train : Epoch 5 ,accuracy : 0.1726, time 4m 44s
train : Epoch 6 ,accuracy : 0.1791, time 4m 45s
train : Epoch 7 ,accuracy : 0.1840, time 4m 54s
train : Epoch 8 ,accuracy : 0.1912, time 4m 47s
train : Epoch 9 ,accuracy : 0.1950, time 4m 50s
train : Epoch 10 ,accuracy : 0.2009, time 4m 55s
train : Epoch 11 ,accuracy : 0.2030, time 5m 2s
train : Epoch 12 ,accuracy : 0.2098, time 5m 54s
train : Epoch 13 ,accuracy : 0.2134, time 7m 33s
train : Epoch 14 ,accuracy : 0.2170, time 6m 19s
train : Epoch 15 ,accuracy : 0.2219, time 5m 38s
train : Epoch 16 ,accuracy : 0.2278, time 4m 52s
train : Epoch 17 ,accuracy : 0.2316, time 4m 56s
train : Epoch 18 ,accuracy : 0.2345, time 4m 55s
train : Epoch 19 ,accuracy : 0.2397, time 4m 58s
train : Epoch 20 ,accuracy : 0.2440, time 4m 41s
train : Epoch 21 ,accuracy : 0.2460, time 4m 42s
train : Epoch 22 ,accuracy : 0.2506, time 4m 50s
train : Epoch 23 ,accuracy : 0.2527, time 4m 56s
train : Epoch 24 ,accuracy : 0.2603, time 4m 59s
val : Epoch 0 ,accuracy : 0.1472, time 1m 0s
val : Epoch 1 ,accuracy : 0.1584, time 0m 24s
val : Epoch 2 ,accuracy : 0.1633, time 0m 23s
val : Epoch 3 ,accuracy : 0.1746, time 0m 23s
val : Epoch 4 ,accuracy : 0.1914, time 0m 52s
val : Epoch 5 ,accuracy : 0.1937, time 0m 24s
val : Epoch 6 ,accuracy : 0.2028, time 0m 24s
val : Epoch 7 ,accuracy : 0.2074, time 0m 24s
val : Epoch 8 ,accuracy : 0.2204, time 0m 23s
val : Epoch 9 ,accuracy : 0.2146, time 0m 27s
val : Epoch 10 ,accuracy : 0.2300, time 0m 25s
val : Epoch 11 ,accuracy : 0.2267, time 0m 25s
val : Epoch 12 ,accuracy : 0.2400, time 1m 23s
val : Epoch 13 ,accuracy : 0.2337, time 0m 59s
val : Epoch 14 ,accuracy : 0.2289, time 1m 2s
val : Epoch 15 ,accuracy : 0.2360, time 0m 25s
val : Epoch 16 ,accuracy : 0.2446, time 0m 25s
val : Epoch 17 ,accuracy : 0.2518, time 0m 25s
val : Epoch 18 ,accuracy : 0.2512, time 0m 25s
val : Epoch 19 ,accuracy : 0.2489, time 0m 24s
val : Epoch 20 ,accuracy : 0.2626, time 0m 24s
val : Epoch 21 ,accuracy : 0.2565, time 0m 24s
val : Epoch 22 ,accuracy : 0.2593, time 0m 24s
val : Epoch 23 ,accuracy : 0.2656, time 0m 24s
val : Epoch 24 ,accuracy : 0.2698, time 0m 44s
Training complete in 151m 12s
Best val Acc: 0.269825