Successfully downloaded train-images-idx3-ubyte.gz 9912422 bytes.
Successfully downloaded train-labels-idx1-ubyte.gz 28881 bytes.
Successfully downloaded t10k-images-idx3-ubyte.gz 1648877 bytes.
Successfully downloaded t10k-labels-idx1-ubyte.gz 4542 bytes.
Extracting input/train-images-idx3-ubyte.gz
Extracting input/train-labels-idx1-ubyte.gz
Extracting input/t10k-images-idx3-ubyte.gz
Extracting input/t10k-labels-idx1-ubyte.gz
Initialized!
Step 0 (epoch 0.00), 3.0 ms
Minibatch loss: 8.334, learning rate: 0.010000
Minibatch error: 85.9%
Validation error: 84.6%
Step 100 (epoch 0.12), 124.2 ms
Minibatch loss: 3.254, learning rate: 0.010000
Minibatch error: 7.8%
Validation error: 7.7%
Step 200 (epoch 0.23), 127.0 ms
Minibatch loss: 3.382, learning rate: 0.010000
Minibatch error: 10.9%
Validation error: 4.3%
Step 300 (epoch 0.35), 127.2 ms
Minibatch loss: 3.157, learning rate: 0.010000
Minibatch error: 4.7%
Validation error: 2.9%
Step 400 (epoch 0.47), 128.8 ms
Minibatch loss: 3.201, learning rate: 0.010000
Minibatch error: 6.2%
Validation error: 2.6%
Step 500 (epoch 0.58), 128.1 ms
Minibatch loss: 3.179, learning rate: 0.010000
Minibatch error: 6.2%
Validation error: 2.6%
Step 600 (epoch 0.70), 128.0 ms
Minibatch loss: 3.119, learning rate: 0.010000
Minibatch error: 3.1%
Validation error: 2.2%
Step 700 (epoch 0.81), 128.1 ms
Minibatch loss: 2.991, learning rate: 0.010000
Minibatch error: 3.1%
Validation error: 2.3%
Step 800 (epoch 0.93), 127.8 ms
Minibatch loss: 3.048, learning rate: 0.010000
Minibatch error: 4.7%
Validation error: 2.1%
Step 900 (epoch 1.05), 131.8 ms
Minibatch loss: 2.905, learning rate: 0.009500
Minibatch error: 1.6%
Validation error: 1.7%
Step 1000 (epoch 1.16), 127.7 ms
Minibatch loss: 2.876, learning rate: 0.009500
Minibatch error: 1.6%
Validation error: 1.8%
Step 1100 (epoch 1.28), 145.9 ms
Minibatch loss: 2.823, learning rate: 0.009500
Minibatch error: 0.0%
Validation error: 1.5%
Step 1200 (epoch 1.40), 136.1 ms
Minibatch loss: 2.930, learning rate: 0.009500
Minibatch error: 3.1%
Validation error: 1.5%
Step 1300 (epoch 1.51), 143.6 ms
Minibatch loss: 2.815, learning rate: 0.009500
Minibatch error: 3.1%
Validation error: 1.6%
Step 1400 (epoch 1.63), 142.0 ms
Minibatch loss: 2.814, learning rate: 0.009500
Minibatch error: 3.1%
Validation error: 1.5%
Step 1500 (epoch 1.75), 132.6 ms
Minibatch loss: 2.860, learning rate: 0.009500
Minibatch error: 3.1%
Validation error: 1.3%
Step 1600 (epoch 1.86), 134.6 ms
Minibatch loss: 2.724, learning rate: 0.009500
Minibatch error: 1.6%
Validation error: 1.4%
Step 1700 (epoch 1.98), 135.9 ms
Minibatch loss: 2.663, learning rate: 0.009500
Minibatch error: 1.6%
Validation error: 1.6%
Step 1800 (epoch 2.09), 124.8 ms
Minibatch loss: 2.663, learning rate: 0.009025
Minibatch error: 1.6%
Validation error: 1.4%
Step 1900 (epoch 2.21), 124.4 ms
Minibatch loss: 2.638, learning rate: 0.009025
Minibatch error: 1.6%
Validation error: 1.3%
Step 2000 (epoch 2.33), 124.5 ms
Minibatch loss: 2.633, learning rate: 0.009025
Minibatch error: 3.1%
Validation error: 1.2%
Step 2100 (epoch 2.44), 129.6 ms
Minibatch loss: 2.571, learning rate: 0.009025
Minibatch error: 0.0%
Validation error: 1.1%
Step 2200 (epoch 2.56), 133.8 ms
Minibatch loss: 2.575, learning rate: 0.009025
Minibatch error: 1.6%
Validation error: 1.1%
Step 2300 (epoch 2.68), 127.3 ms
Minibatch loss: 2.581, learning rate: 0.009025
Minibatch error: 1.6%
Validation error: 1.1%
Step 2400 (epoch 2.79), 122.5 ms
Minibatch loss: 2.517, learning rate: 0.009025
Minibatch error: 1.6%
Validation error: 1.3%
Step 2500 (epoch 2.91), 133.5 ms
Minibatch loss: 2.474, learning rate: 0.009025
Minibatch error: 0.0%
Validation error: 1.2%
Step 2600 (epoch 3.03), 124.5 ms
Minibatch loss: 2.470, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.6%
Step 2700 (epoch 3.14), 120.9 ms
Minibatch loss: 2.477, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.1%
Step 2800 (epoch 3.26), 120.6 ms
Minibatch loss: 2.500, learning rate: 0.008574
Minibatch error: 4.7%
Validation error: 1.1%
Step 2900 (epoch 3.37), 122.4 ms
Minibatch loss: 2.504, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.0%
Step 3000 (epoch 3.49), 121.3 ms
Minibatch loss: 2.415, learning rate: 0.008574
Minibatch error: 3.1%
Validation error: 0.9%
Step 3100 (epoch 3.61), 121.8 ms
Minibatch loss: 2.396, learning rate: 0.008574
Minibatch error: 3.1%
Validation error: 1.0%
Step 3200 (epoch 3.72), 120.6 ms
Minibatch loss: 2.348, learning rate: 0.008574
Minibatch error: 0.0%
Validation error: 1.1%
Step 3300 (epoch 3.84), 121.2 ms
Minibatch loss: 2.351, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.1%
Step 3400 (epoch 3.96), 127.5 ms
Minibatch loss: 2.303, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.2%
Step 3500 (epoch 4.07), 138.8 ms
Minibatch loss: 2.286, learning rate: 0.008145
Minibatch error: 0.0%
Validation error: 0.9%
Step 3600 (epoch 4.19), 159.9 ms
Minibatch loss: 2.251, learning rate: 0.008145
Minibatch error: 0.0%
Validation error: 0.9%
Step 3700 (epoch 4.31), 149.2 ms
Minibatch loss: 2.230, learning rate: 0.008145
Minibatch error: 0.0%
Validation error: 1.0%
Step 3800 (epoch 4.42), 145.7 ms
Minibatch loss: 2.215, learning rate: 0.008145
Minibatch error: 0.0%
Validation error: 0.9%
Step 3900 (epoch 4.54), 140.0 ms
Minibatch loss: 2.228, learning rate: 0.008145
Minibatch error: 1.6%
Validation error: 1.0%
Step 4000 (epoch 4.65), 135.8 ms
Minibatch loss: 2.235, learning rate: 0.008145
Minibatch error: 3.1%
Validation error: 1.1%
Step 4100 (epoch 4.77), 135.8 ms
Minibatch loss: 2.168, learning rate: 0.008145
Minibatch error: 0.0%
Validation error: 0.9%
Step 4200 (epoch 4.89), 136.9 ms
Minibatch loss: 2.159, learning rate: 0.008145
Minibatch error: 0.0%
Validation error: 1.1%
Step 4300 (epoch 5.00), 165.6 ms
Minibatch loss: 2.209, learning rate: 0.007738
Minibatch error: 3.1%
Validation error: 0.9%
Step 4400 (epoch 5.12), 172.2 ms
Minibatch loss: 2.148, learning rate: 0.007738
Minibatch error: 1.6%
Validation error: 1.1%
Step 4500 (epoch 5.24), 148.4 ms
Minibatch loss: 2.193, learning rate: 0.007738
Minibatch error: 4.7%
Validation error: 0.9%
Step 4600 (epoch 5.35), 134.1 ms
Minibatch loss: 2.085, learning rate: 0.007738
Minibatch error: 0.0%
Validation error: 1.0%
Step 4700 (epoch 5.47), 130.8 ms
Minibatch loss: 2.070, learning rate: 0.007738
Minibatch error: 0.0%
Validation error: 1.0%
Step 4800 (epoch 5.59), 130.4 ms
Minibatch loss: 2.055, learning rate: 0.007738
Minibatch error: 0.0%
Validation error: 0.9%
Step 4900 (epoch 5.70), 142.3 ms
Minibatch loss: 2.080, learning rate: 0.007738
Minibatch error: 1.6%
Validation error: 1.1%
Step 5000 (epoch 5.82), 127.7 ms
Minibatch loss: 2.071, learning rate: 0.007738
Minibatch error: 3.1%
Validation error: 0.9%
Step 5100 (epoch 5.93), 147.5 ms
Minibatch loss: 2.024, learning rate: 0.007738
Minibatch error: 1.6%
Validation error: 1.1%
Step 5200 (epoch 6.05), 148.0 ms
Minibatch loss: 2.056, learning rate: 0.007351
Minibatch error: 4.7%
Validation error: 1.0%
Step 5300 (epoch 6.17), 141.4 ms
Minibatch loss: 1.970, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 0.8%
Step 5400 (epoch 6.28), 134.5 ms
Minibatch loss: 1.958, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 1.0%
Step 5500 (epoch 6.40), 131.6 ms
Minibatch loss: 1.961, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 1.0%
Step 5600 (epoch 6.52), 140.4 ms
Minibatch loss: 1.927, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 0.9%
Step 5700 (epoch 6.63), 163.3 ms
Minibatch loss: 1.913, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 0.8%
Step 5800 (epoch 6.75), 146.6 ms
Minibatch loss: 1.897, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 0.9%
Step 5900 (epoch 6.87), 134.0 ms
Minibatch loss: 1.890, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 0.9%
Step 6000 (epoch 6.98), 135.4 ms
Minibatch loss: 1.889, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 1.0%
Step 6100 (epoch 7.10), 141.3 ms
Minibatch loss: 1.868, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.9%
Step 6200 (epoch 7.21), 143.3 ms
Minibatch loss: 1.844, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.9%
Step 6300 (epoch 7.33), 158.5 ms
Minibatch loss: 1.837, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.9%
Step 6400 (epoch 7.45), 147.4 ms
Minibatch loss: 1.839, learning rate: 0.006983
Minibatch error: 1.6%
Validation error: 0.9%
Step 6500 (epoch 7.56), 145.9 ms
Minibatch loss: 1.810, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.9%
Step 6600 (epoch 7.68), 142.3 ms
Minibatch loss: 1.821, learning rate: 0.006983
Minibatch error: 1.6%
Validation error: 0.9%
Step 6700 (epoch 7.80), 131.6 ms
Minibatch loss: 1.784, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.9%
Step 6800 (epoch 7.91), 131.9 ms
Minibatch loss: 1.774, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.9%
Step 6900 (epoch 8.03), 133.5 ms
Minibatch loss: 1.757, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 0.7%
Step 7000 (epoch 8.15), 129.1 ms
Minibatch loss: 1.753, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 0.9%
Step 7100 (epoch 8.26), 132.9 ms
Minibatch loss: 1.734, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 0.8%
Step 7200 (epoch 8.38), 133.1 ms
Minibatch loss: 1.736, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 1.0%
Step 7300 (epoch 8.49), 136.3 ms
Minibatch loss: 1.749, learning rate: 0.006634
Minibatch error: 3.1%
Validation error: 0.8%
Step 7400 (epoch 8.61), 150.9 ms
Minibatch loss: 1.700, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 0.7%
Step 7500 (epoch 8.73), 142.8 ms
Minibatch loss: 1.699, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 0.9%
Step 7600 (epoch 8.84), 136.3 ms
Minibatch loss: 1.740, learning rate: 0.006634
Minibatch error: 1.6%
Validation error: 0.8%
Step 7700 (epoch 8.96), 135.7 ms
Minibatch loss: 1.666, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 1.0%
Step 7800 (epoch 9.08), 151.3 ms
Minibatch loss: 1.659, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.9%
Step 7900 (epoch 9.19), 138.0 ms
Minibatch loss: 1.646, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.8%
Step 8000 (epoch 9.31), 146.6 ms
Minibatch loss: 1.646, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.9%
Step 8100 (epoch 9.43), 130.6 ms
Minibatch loss: 1.634, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.9%
Step 8200 (epoch 9.54), 129.0 ms
Minibatch loss: 1.618, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.9%
Step 8300 (epoch 9.66), 131.6 ms
Minibatch loss: 1.607, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.8%
Step 8400 (epoch 9.77), 142.1 ms
Minibatch loss: 1.597, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.8%
Step 8500 (epoch 9.89), 153.5 ms
Minibatch loss: 1.606, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.9%
Test error: 0.7%
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