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December 23, 2015 02:22
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my first neural style image training INFO
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| [root@localhost neural-style]# python run.py --content-image input/1.jpg --style-image input/starry_night.jpg --gpu -1 | |
| OpenCV is unavailable. | |
| INFO:root:load the content image, size = (180, 180) | |
| INFO:root:resize the content image to (600, 600) | |
| INFO:root:start training arguments Namespace(content_image='input/1.jpg', content_weight=10, gpu=-1, lr=0.1, max_long_edge=600, max_num_epochs=1000, model='vgg19', output='output/out.jpg', remove_noise=0.2, save_epochs=50, stop_eps=0.005, style_image='input/starry_night.jpg', style_weight=1) | |
| INFO:root:epoch 0, relative change 0.993356 | |
| INFO:root:epoch 1, relative change 0.639406 | |
| INFO:root:epoch 2, relative change 0.477160 | |
| INFO:root:epoch 3, relative change 0.384180 | |
| INFO:root:epoch 4, relative change 0.321211 | |
| INFO:root:epoch 5, relative change 0.273991 | |
| INFO:root:epoch 6, relative change 0.234451 | |
| INFO:root:epoch 7, relative change 0.182741 | |
| INFO:root:epoch 8, relative change 0.146328 | |
| INFO:root:epoch 9, relative change 0.124938 | |
| INFO:root:epoch 10, relative change 0.112071 | |
| INFO:root:Update[11]: Change learning rate to 0.09000 | |
| INFO:root:epoch 11, relative change 0.100951 | |
| INFO:root:epoch 12, relative change 0.091752 | |
| INFO:root:epoch 13, relative change 0.087307 | |
| INFO:root:epoch 14, relative change 0.087724 | |
| INFO:root:epoch 15, relative change 0.090899 | |
| INFO:root:epoch 16, relative change 0.094357 | |
| INFO:root:epoch 17, relative change 0.095596 | |
| INFO:root:epoch 18, relative change 0.092962 | |
| INFO:root:epoch 19, relative change 0.088170 | |
| INFO:root:epoch 20, relative change 0.083425 | |
| INFO:root:Update[21]: Change learning rate to 0.08100 | |
| INFO:root:epoch 21, relative change 0.078019 | |
| INFO:root:epoch 22, relative change 0.072110 | |
| INFO:root:epoch 23, relative change 0.065878 | |
| INFO:root:epoch 24, relative change 0.060515 | |
| INFO:root:epoch 25, relative change 0.056756 | |
| INFO:root:epoch 26, relative change 0.054638 | |
| INFO:root:epoch 27, relative change 0.054174 | |
| INFO:root:epoch 28, relative change 0.055188 | |
| INFO:root:epoch 29, relative change 0.056893 | |
| INFO:root:epoch 30, relative change 0.058042 | |
| INFO:root:Update[31]: Change learning rate to 0.07290 | |
| INFO:root:epoch 31, relative change 0.057498 | |
| INFO:root:epoch 32, relative change 0.056475 | |
| INFO:root:epoch 33, relative change 0.055829 | |
| INFO:root:epoch 34, relative change 0.054696 | |
| INFO:root:epoch 35, relative change 0.052451 | |
| INFO:root:epoch 36, relative change 0.050038 | |
| INFO:root:epoch 37, relative change 0.047924 | |
| INFO:root:epoch 38, relative change 0.045838 | |
| INFO:root:epoch 39, relative change 0.044561 | |
| INFO:root:epoch 40, relative change 0.042557 | |
| INFO:root:Update[41]: Change learning rate to 0.06561 | |
| INFO:root:epoch 41, relative change 0.040425 | |
| INFO:root:epoch 42, relative change 0.038530 | |
| INFO:root:epoch 43, relative change 0.036851 | |
| INFO:root:epoch 44, relative change 0.036054 | |
| INFO:root:epoch 45, relative change 0.034916 | |
| INFO:root:epoch 46, relative change 0.034884 | |
| INFO:root:epoch 47, relative change 0.034669 | |
| INFO:root:epoch 48, relative change 0.033747 | |
| INFO:root:epoch 49, relative change 0.033788 | |
| INFO:root:save output to output/tmp_50.jpg | |
| /usr/lib64/python2.7/site-packages/skimage/util/dtype.py:111: UserWarning: Possible precision loss when converting from float64 to uint8 | |
| "%s to %s" % (dtypeobj_in, dtypeobj)) | |
| INFO:root:epoch 50, relative change 0.033001 | |
| INFO:root:Update[51]: Change learning rate to 0.05905 | |
| INFO:root:epoch 51, relative change 0.030626 | |
| INFO:root:epoch 52, relative change 0.029928 | |
| INFO:root:epoch 53, relative change 0.027789 | |
| INFO:root:epoch 54, relative change 0.026557 | |
| INFO:root:epoch 55, relative change 0.025121 | |
| INFO:root:epoch 56, relative change 0.023779 | |
| INFO:root:epoch 57, relative change 0.024494 | |
| INFO:root:epoch 58, relative change 0.022060 | |
| INFO:root:epoch 59, relative change 0.022969 | |
| INFO:root:epoch 60, relative change 0.020674 | |
| INFO:root:Update[61]: Change learning rate to 0.05314 | |
| INFO:root:epoch 61, relative change 0.020334 | |
| INFO:root:epoch 62, relative change 0.018351 | |
| INFO:root:epoch 63, relative change 0.018970 | |
| INFO:root:epoch 64, relative change 0.016719 | |
| INFO:root:epoch 65, relative change 0.018060 | |
| INFO:root:epoch 66, relative change 0.016096 | |
| INFO:root:epoch 67, relative change 0.017284 | |
| INFO:root:epoch 68, relative change 0.015408 | |
| INFO:root:epoch 69, relative change 0.016886 | |
| INFO:root:epoch 70, relative change 0.014519 | |
| INFO:root:Update[71]: Change learning rate to 0.04783 | |
| INFO:root:epoch 71, relative change 0.015453 | |
| INFO:root:epoch 72, relative change 0.013816 | |
| INFO:root:epoch 73, relative change 0.014942 | |
| INFO:root:epoch 74, relative change 0.013214 | |
| INFO:root:epoch 75, relative change 0.015031 | |
| INFO:root:epoch 76, relative change 0.012916 | |
| INFO:root:epoch 77, relative change 0.014344 | |
| INFO:root:epoch 78, relative change 0.012330 | |
| INFO:root:epoch 79, relative change 0.013839 | |
| INFO:root:epoch 80, relative change 0.011899 | |
| INFO:root:Update[81]: Change learning rate to 0.04305 | |
| INFO:root:epoch 81, relative change 0.013388 | |
| INFO:root:epoch 82, relative change 0.011324 | |
| INFO:root:epoch 83, relative change 0.012562 | |
| INFO:root:epoch 84, relative change 0.011004 | |
| INFO:root:epoch 85, relative change 0.012853 | |
| INFO:root:epoch 86, relative change 0.010576 | |
| INFO:root:epoch 87, relative change 0.012026 | |
| INFO:root:epoch 88, relative change 0.010413 | |
| INFO:root:epoch 89, relative change 0.012237 | |
| INFO:root:epoch 90, relative change 0.010039 | |
| INFO:root:Update[91]: Change learning rate to 0.03874 | |
| INFO:root:epoch 91, relative change 0.011359 | |
| INFO:root:epoch 92, relative change 0.009844 | |
| INFO:root:epoch 93, relative change 0.011314 | |
| INFO:root:epoch 94, relative change 0.009520 | |
| INFO:root:epoch 95, relative change 0.011156 | |
| INFO:root:epoch 96, relative change 0.009372 | |
| INFO:root:epoch 97, relative change 0.010975 | |
| INFO:root:epoch 98, relative change 0.009161 | |
| INFO:root:epoch 99, relative change 0.010737 | |
| INFO:root:save output to output/tmp_100.jpg | |
| INFO:root:epoch 100, relative change 0.009010 | |
| INFO:root:Update[101]: Change learning rate to 0.03487 | |
| INFO:root:epoch 101, relative change 0.010410 | |
| INFO:root:epoch 102, relative change 0.008825 | |
| INFO:root:epoch 103, relative change 0.010039 | |
| INFO:root:epoch 104, relative change 0.008786 | |
| INFO:root:epoch 105, relative change 0.010463 | |
| INFO:root:epoch 106, relative change 0.008462 | |
| INFO:root:epoch 107, relative change 0.009605 | |
| INFO:root:epoch 108, relative change 0.008316 | |
| INFO:root:epoch 109, relative change 0.010029 | |
| INFO:root:epoch 110, relative change 0.008014 | |
| INFO:root:Update[111]: Change learning rate to 0.03138 | |
| INFO:root:epoch 111, relative change 0.008968 | |
| INFO:root:epoch 112, relative change 0.007795 | |
| INFO:root:epoch 113, relative change 0.009277 | |
| INFO:root:epoch 114, relative change 0.007632 | |
| INFO:root:epoch 115, relative change 0.008863 | |
| INFO:root:epoch 116, relative change 0.007558 | |
| INFO:root:epoch 117, relative change 0.008952 | |
| INFO:root:epoch 118, relative change 0.007352 | |
| INFO:root:epoch 119, relative change 0.008649 | |
| INFO:root:epoch 120, relative change 0.007277 | |
| INFO:root:Update[121]: Change learning rate to 0.02824 | |
| INFO:root:epoch 121, relative change 0.008448 | |
| INFO:root:epoch 122, relative change 0.007148 | |
| INFO:root:epoch 123, relative change 0.008299 | |
| INFO:root:epoch 124, relative change 0.007230 | |
| INFO:root:epoch 125, relative change 0.008490 | |
| INFO:root:epoch 126, relative change 0.007031 | |
| INFO:root:epoch 127, relative change 0.008011 | |
| INFO:root:epoch 128, relative change 0.006955 | |
| INFO:root:epoch 129, relative change 0.008296 | |
| INFO:root:epoch 130, relative change 0.006744 | |
| INFO:root:Update[131]: Change learning rate to 0.02542 | |
| INFO:root:epoch 131, relative change 0.007516 | |
| INFO:root:epoch 132, relative change 0.006597 | |
| INFO:root:epoch 133, relative change 0.007732 | |
| INFO:root:epoch 134, relative change 0.006415 | |
| INFO:root:epoch 135, relative change 0.007340 | |
| INFO:root:epoch 136, relative change 0.006359 | |
| INFO:root:epoch 137, relative change 0.007495 | |
| INFO:root:epoch 138, relative change 0.006193 | |
| INFO:root:epoch 139, relative change 0.007181 | |
| INFO:root:epoch 140, relative change 0.006165 | |
| INFO:root:Update[141]: Change learning rate to 0.02288 | |
| INFO:root:epoch 141, relative change 0.007090 | |
| INFO:root:epoch 142, relative change 0.006065 | |
| INFO:root:epoch 143, relative change 0.006917 | |
| INFO:root:epoch 144, relative change 0.006112 | |
| INFO:root:epoch 145, relative change 0.007096 | |
| INFO:root:epoch 146, relative change 0.005901 | |
| INFO:root:epoch 147, relative change 0.006652 | |
| INFO:root:epoch 148, relative change 0.005837 | |
| INFO:root:epoch 149, relative change 0.006879 | |
| INFO:root:save output to output/tmp_150.jpg | |
| INFO:root:epoch 150, relative change 0.005662 | |
| INFO:root:Update[151]: Change learning rate to 0.02059 | |
| INFO:root:epoch 151, relative change 0.006268 | |
| INFO:root:epoch 152, relative change 0.005560 | |
| INFO:root:epoch 153, relative change 0.006429 | |
| INFO:root:epoch 154, relative change 0.005429 | |
| INFO:root:epoch 155, relative change 0.006160 | |
| INFO:root:epoch 156, relative change 0.005382 | |
| INFO:root:epoch 157, relative change 0.006242 | |
| INFO:root:epoch 158, relative change 0.005287 | |
| INFO:root:epoch 159, relative change 0.006080 | |
| INFO:root:epoch 160, relative change 0.005296 | |
| INFO:root:Update[161]: Change learning rate to 0.01853 | |
| INFO:root:epoch 161, relative change 0.005978 | |
| INFO:root:epoch 162, relative change 0.005236 | |
| INFO:root:epoch 163, relative change 0.005889 | |
| INFO:root:epoch 164, relative change 0.005300 | |
| INFO:root:epoch 165, relative change 0.006053 | |
| INFO:root:epoch 166, relative change 0.005078 | |
| INFO:root:epoch 167, relative change 0.005608 | |
| INFO:root:epoch 168, relative change 0.005012 | |
| INFO:root:epoch 169, relative change 0.005819 | |
| INFO:root:epoch 170, relative change 0.004873 | |
| INFO:root:eps < args.stop_eps, training finished | |
| INFO:root:save output to output/out.jpg |
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