2015-12-06 22:26:02 +00:00
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Opening encoded card file: /home/mtgencode/data/output.txt\n",
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"15065 valid, 0 skipped, 0 invalid, 0 failed to parse.\n",
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"generating 3-gram model\n",
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"found 25046 sentences\n",
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"<NgramModel with 34500 3-grams>\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_128_1_epoch50.00_0.3941.output.1.0.txt\n",
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"5549 valid, 0 skipped, 88 invalid, 29 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_128_2_epoch50.00_0.3862.output.1.0.txt\n",
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"5360 valid, 0 skipped, 121 invalid, 35 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_256_1_epoch50.00_0.2736.output.1.0.txt\n",
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"5732 valid, 0 skipped, 71 invalid, 17 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_256_2_epoch50.00_0.2645.output.1.0.txt\n",
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"5348 valid, 0 skipped, 50 invalid, 29 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_384_2_epoch50.00_0.2102.output.1.0.txt\n",
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"5887 valid, 0 skipped, 57 invalid, 35 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_512_1_epoch50.00_0.1952.output.1.0.txt\n",
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"5701 valid, 0 skipped, 44 invalid, 32 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_512_2_epoch50.00_0.1807.output.1.0.txt\n",
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"5711 valid, 0 skipped, 49 invalid, 24 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_640_1_epoch50.00_0.1798.output.1.0.txt\n",
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"5726 valid, 0 skipped, 41 invalid, 33 failed to parse.\n",
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2015-12-07 04:45:52 +00:00
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_640_2_epoch50.00_0.1870.output.1.0.txt\n",
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"5859 valid, 0 skipped, 51 invalid, 16 failed to parse.\n",
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2015-12-06 22:26:02 +00:00
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_768_1_epoch46.51_0.1834.output.1.0.txt\n",
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"5949 valid, 0 skipped, 69 invalid, 18 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_768_2_epoch46.51_0.1906.output.1.0.txt\n",
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"5808 valid, 0 skipped, 64 invalid, 23 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_128_1_epoch50.00_0.4641.output.1.0.txt\n",
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"5660 valid, 0 skipped, 24 invalid, 19 failed to parse.\n",
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2015-12-07 04:45:52 +00:00
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_128_2_epoch50.00_0.4641.output.1.0.txt\n",
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"6226 valid, 0 skipped, 36 invalid, 13 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_256_1_epoch50.00_0.3579.output.1.0.txt\n",
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"5910 valid, 0 skipped, 23 invalid, 6 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_256_2_epoch50.00_0.3554.output.1.0.txt\n",
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"5801 valid, 0 skipped, 22 invalid, 8 failed to parse.\n",
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2015-12-06 22:26:02 +00:00
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_384_1_epoch50.00_0.3018.output.1.0.txt\n",
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"6081 valid, 0 skipped, 10 invalid, 6 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_384_2_epoch50.00_0.2956.output.1.0.txt\n",
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"6081 valid, 0 skipped, 22 invalid, 9 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_512_1_epoch50.00_0.2663.output.1.0.txt\n",
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"5999 valid, 0 skipped, 25 invalid, 8 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_640_1_epoch50.00_0.2385.output.1.0.txt\n",
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"5863 valid, 0 skipped, 20 invalid, 5 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_640_2_epoch50.00_0.2361.output.1.0.txt\n",
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"5941 valid, 0 skipped, 7 invalid, 11 failed to parse.\n",
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2015-12-07 04:45:52 +00:00
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_256_1_epoch50.00_0.4198.output.1.0.txt\n",
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"5995 valid, 0 skipped, 12 invalid, 10 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_256_2_epoch50.00_0.4287.output.1.0.txt\n",
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"5895 valid, 0 skipped, 19 invalid, 2 failed to parse.\n",
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2015-12-06 22:26:02 +00:00
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_384_1_epoch50.00_0.3633.output.1.0.txt\n",
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"5997 valid, 0 skipped, 9 invalid, 2 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_384_2_epoch50.00_0.3636.output.1.0.txt\n",
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"6047 valid, 0 skipped, 17 invalid, 4 failed to parse.\n",
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2015-12-07 04:45:52 +00:00
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_384_1_epoch50.00_0.2117.output.1.0.txt\n",
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"5889 valid, 0 skipped, 56 invalid, 15 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_512_2_epoch50.00_0.2597.output.1.0.txt\n",
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"6263 valid, 0 skipped, 26 invalid, 8 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_768_1_epoch49.83_0.2268.output.1.0.txt\n",
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"6065 valid, 0 skipped, 9 invalid, 5 failed to parse.\n",
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2015-12-06 22:26:02 +00:00
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_512_1_epoch50.00_0.3269.output.1.0.txt\n",
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"5894 valid, 0 skipped, 10 invalid, 9 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_512_2_epoch50.00_0.3231.output.1.0.txt\n",
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"5942 valid, 0 skipped, 7 invalid, 2 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_640_1_epoch50.00_0.3062.output.1.0.txt\n",
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"6002 valid, 0 skipped, 14 invalid, 1 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_640_2_epoch50.00_0.3100.output.1.0.txt\n",
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"6057 valid, 0 skipped, 12 invalid, 3 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_768_1_epoch49.83_0.2923.output.1.0.txt\n",
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"5896 valid, 0 skipped, 11 invalid, 5 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_768_2_epoch49.83_0.2919.output.1.0.txt\n",
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"6047 valid, 0 skipped, 7 invalid, 3 failed to parse.\n",
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2015-12-07 04:45:52 +00:00
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_768_2_epoch50.00_0.2412.output.1.0.txt\n",
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"5919 valid, 0 skipped, 15 invalid, 10 failed to parse.\n",
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_128_1_epoch50.00_0.5686.output.1.0.txt\n",
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"5983 valid, 0 skipped, 33 invalid, 17 failed to parse.\n",
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2015-12-06 22:26:02 +00:00
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"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_128_2_epoch50.00_0.5690.output.1.0.txt\n",
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"6339 valid, 0 skipped, 51 invalid, 22 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_128_1_epoch37.50_0.4733.output.1.0.txt\n",
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"5871 valid, 0 skipped, 130 invalid, 42 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_128_2_epoch45.83_0.4774.output.1.0.txt\n",
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"5429 valid, 0 skipped, 129 invalid, 45 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_256_1_epoch16.67_0.4530.output.1.0.txt\n",
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"5808 valid, 0 skipped, 124 invalid, 38 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_256_2_epoch16.67_0.4552.output.1.0.txt\n",
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"5796 valid, 0 skipped, 103 invalid, 44 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_384_2_epoch12.50_0.4469.output.1.0.txt\n",
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"5699 valid, 0 skipped, 98 invalid, 41 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_512_1_epoch12.50_0.4374.output.1.0.txt\n",
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"5698 valid, 0 skipped, 138 invalid, 49 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_512_2_epoch12.50_0.4458.output.1.0.txt\n",
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"5809 valid, 0 skipped, 111 invalid, 53 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_640_1_epoch12.50_0.4365.output.1.0.txt\n",
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"5720 valid, 0 skipped, 123 invalid, 47 failed to parse.\n",
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2015-12-07 04:45:52 +00:00
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"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_640_2_epoch12.50_0.4406.output.1.0.txt\n",
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"5762 valid, 0 skipped, 119 invalid, 30 failed to parse.\n",
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2015-12-06 22:26:02 +00:00
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_128_1_epoch50.00_0.4780.output.1.0.txt\n",
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"5889 valid, 0 skipped, 54 invalid, 14 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_128_2_epoch50.00_0.4823.output.1.0.txt\n",
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"5935 valid, 0 skipped, 45 invalid, 10 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_256_1_epoch50.00_0.4000.output.1.0.txt\n",
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"6035 valid, 0 skipped, 25 invalid, 8 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_256_2_epoch41.67_0.4244.output.1.0.txt\n",
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"6184 valid, 0 skipped, 41 invalid, 7 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_384_1_epoch41.67_0.3870.output.1.0.txt\n",
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"6052 valid, 0 skipped, 29 invalid, 10 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_384_2_epoch33.33_0.3991.output.1.0.txt\n",
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"6151 valid, 0 skipped, 17 invalid, 11 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_512_1_epoch25.00_0.3859.output.1.0.txt\n",
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"5896 valid, 0 skipped, 23 invalid, 8 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_640_1_epoch20.83_0.3864.output.1.0.txt\n",
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"5951 valid, 0 skipped, 31 invalid, 24 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_640_2_epoch25.00_0.3864.output.1.0.txt\n",
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"5776 valid, 0 skipped, 34 invalid, 7 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_128_1_epoch50.00_0.5749.output.1.0.txt\n",
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"6097 valid, 0 skipped, 109 invalid, 22 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_128_2_epoch50.00_0.5740.output.1.0.txt\n",
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"6026 valid, 0 skipped, 50 invalid, 19 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_256_1_epoch50.00_0.4398.output.1.0.txt\n",
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"5932 valid, 0 skipped, 13 invalid, 2 failed to parse.\n",
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2015-12-07 04:45:52 +00:00
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_256_2_epoch50.00_0.4460.output.1.0.txt\n",
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"6046 valid, 0 skipped, 18 invalid, 11 failed to parse.\n",
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2015-12-06 22:26:02 +00:00
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_384_1_epoch50.00_0.3946.output.1.0.txt\n",
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"5958 valid, 0 skipped, 12 invalid, 5 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_384_2_epoch50.00_0.3981.output.1.0.txt\n",
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"6042 valid, 0 skipped, 16 invalid, 8 failed to parse.\n",
|
2015-12-07 04:45:52 +00:00
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"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_384_1_epoch12.50_0.4431.output.1.0.txt\n",
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"5890 valid, 0 skipped, 111 invalid, 48 failed to parse.\n",
|
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_512_2_epoch25.00_0.3894.output.1.0.txt\n",
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"6057 valid, 0 skipped, 44 invalid, 10 failed to parse.\n",
|
2015-12-06 22:26:02 +00:00
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_512_1_epoch50.00_0.3835.output.1.0.txt\n",
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"6016 valid, 0 skipped, 21 invalid, 8 failed to parse.\n",
|
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_512_2_epoch50.00_0.3825.output.1.0.txt\n",
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"5918 valid, 0 skipped, 11 invalid, 1 failed to parse.\n",
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_640_1_epoch20.83_0.4714.output.1.0.txt\n",
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"6048 valid, 0 skipped, 18 invalid, 13 failed to parse.\n",
|
|
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"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_640_2_epoch50.00_0.3805.output.1.0.txt\n",
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"5958 valid, 0 skipped, 9 invalid, 2 failed to parse.\n",
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"Done gathering data.\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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2015-12-07 04:45:52 +00:00
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"/usr/local/lib/python2.7/dist-packages/numpy/core/_methods.py:59: RuntimeWarning: Mean of empty slice.\n",
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2015-12-06 22:26:02 +00:00
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" warnings.warn(\"Mean of empty slice.\", RuntimeWarning)\n",
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2015-12-07 04:45:52 +00:00
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"/usr/local/lib/python2.7/dist-packages/numpy/core/_methods.py:71: RuntimeWarning: invalid value encountered in double_scalars\n",
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2015-12-06 22:26:02 +00:00
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" ret = ret.dtype.type(ret / rcount)\n"
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]
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}
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],
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"source": [
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"# ipython hack, as we don't seem to know what __file__ is\n",
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"mtgencodedir = '/home/mtgencode' # might want to make a symlink\n",
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"\n",
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"import sys\n",
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"import os\n",
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"from collections import OrderedDict\n",
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"libdir = os.path.join(mtgencodedir, 'lib')\n",
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"sys.path.append(libdir)\n",
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|
|
"scriptdir = os.path.join(mtgencodedir, 'scripts')\n",
|
|
|
|
|
"sys.path.append(scriptdir)\n",
|
|
|
|
|
"datadir = os.path.join(mtgencodedir, 'data')\n",
|
|
|
|
|
"import jdecode\n",
|
|
|
|
|
"import ngrams\n",
|
|
|
|
|
"import analysis\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"realcards = jdecode.mtg_open_file(str(os.path.join(datadir, 'output.txt')), verbose=True)\n",
|
|
|
|
|
"separate_lines = True\n",
|
|
|
|
|
"lm = ngrams.build_ngram_model(realcards, n=3, separate_lines=separate_lines, verbose=True)\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"mtg_sweep1_dir = '/data/collected/mtg-rnn-sweep1'\n",
|
|
|
|
|
"char_sweep1_dir = '/data/collected/char-rnn-sweep1'\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"def sweep_outputs(sweepdir):\n",
|
|
|
|
|
" if not os.path.isdir(sweepdir):\n",
|
|
|
|
|
" print('not a directory: ' + sweepdir)\n",
|
|
|
|
|
" return []\n",
|
|
|
|
|
" else:\n",
|
|
|
|
|
" return [fname for fname in os.listdir(sweepdir) if os.path.isfile(os.path.join(sweepdir, fname))\n",
|
|
|
|
|
" and fname[-4:] == '.txt']\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"def setup_statistics(sweepdir):\n",
|
|
|
|
|
" cps = sweep_outputs(sweepdir)\n",
|
|
|
|
|
" all_stats = OrderedDict()\n",
|
|
|
|
|
" for cp in cps:\n",
|
|
|
|
|
" cp_stats = analysis.get_statistics(os.path.join(sweepdir, cp), lm=lm, sep=separate_lines, verbose=True)\n",
|
|
|
|
|
" if 'cp' in cp_stats and 'name' in cp_stats['cp']:\n",
|
|
|
|
|
" cp_name = cp_stats['cp']['name']\n",
|
|
|
|
|
" else:\n",
|
|
|
|
|
" cp_name = cp\n",
|
|
|
|
|
" all_stats[cp_name] = cp_stats\n",
|
|
|
|
|
" return all_stats\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"mtg_sweep1 = setup_statistics(mtg_sweep1_dir)\n",
|
|
|
|
|
"char_sweep1 = setup_statistics(char_sweep1_dir)\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"print 'Done gathering data.'"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2015-12-07 04:45:52 +00:00
|
|
|
"execution_count": 43,
|
2015-12-06 22:26:02 +00:00
|
|
|
"metadata": {
|
|
|
|
|
"collapsed": false
|
|
|
|
|
},
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
2015-12-07 04:45:52 +00:00
|
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjAAAAIHCAYAAACBjmZ6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8XHWd//HXJy2Q1gZS7qusBhBBkatRUlAJ1LTY6oJU\nKnWpXCzeEanyUymUUKjLbmt1uYho11baNdDSCmsjbSOQgpAARS5RRIE2eEFRaAMJaQo0n98f50wz\nmc5kZk4yk5nM+/l4zONkzvme8/2mhOQzn+/N3B0RERGRYlI23A0QERERyZYCGBERESk6CmBERESk\n6CiAERERkaKjAEZERESKzujhbkApMDNN9RIRkZLi7pbL5ysDkyfuPmJfV1555bC3Qd+fvjd9fyPv\npe+veF/5oABGREREio4CGBERESk6CmBk0Gpra4e7CTk1kr+/kfy9gb6/YqfvTwZi+eqrKmVm5vp3\nFhGRUmFmuAbxioiIiPSnAEZERESKjgIYERERKToKYERERKToKIARERGRoqMARkRERIqOAhgREREp\nOgpgREREpOgogBEREZGiowBGREREio4CGBERESk6CmBERESk6CiAERERkaKjAEZERESKjgIYERER\nKTpFGcCY2UFm9hMze8HMesxss5l9z8wqs3jGf5rZ3Wb2ZzPrNrMtZvaEmV1jZgcMcN+JZvbLsHx3\neM/FZlaU/5bDzd2HuwkiIlKErNj+gJjZocCDwH7AHcDTwAnAKcAfgJPcfUsGz9kOPAo8BfwDeAsw\nAagGXgqf80zCPacDq4Bu4DZgC/BvwOHA7e4+PUVdXmz/zvng7syeNYtFixdjZsPdHBERGSJmhrvn\n9Bd7MQYw64A64CJ3vzHu/HeBS4Cb3f2LGTxnd3d/Pcn5a4DLgCXu/tm483sCzwIVBMHNb8LzewD3\nEAQ/M9z9tiTPVACTxNrbb2fdBRdw2pIlTJ42bbibIyIiQyQfAUxRdXuE2Zc6YHN88BK6kiAzco6Z\njU33rGTBS2hleHxrwvlPAvsCt8aCl/A524HLw7dpAycJuDvrFi5kUWcnaxcsUFeSiIhkpagCGIJu\nIoD1iRfcvQt4gKArqGYQdXw8PDYnnD81PK5Ncs99wDZggpntNoi6S8a6Vas4ra0NAya3tbF+9erh\nbpKIiBSRYgtgDg+Pf0xxPTZm5bBMH2hm3zCz+nAQ8P3AXGAxsCjTut19B7AZGA0ckmndpSqWfZnU\n3Q3A5O5uZWFERCQro4e7AVnaKzy+kuJ67HzGs5GArwPxs44eIOgmeiNJ3Z6mbsuy7pIUn30B+mVh\nNBZGREQyUWwBzJBz938BMLP9gJOAa4H1Znaeuy8fqnrq6+t3fl1bW0ttbe1QPbqo7Bz7EmZfYiZ3\ndzN7wQImnXmmZiSJiBSZ5uZmmpub81pnUc1CMrMFBBmTr7v795JcvwH4EvBFd785Yh1vJ+gmesXd\nD4g7/wjwPuB97v5Ykvt+C7wHeLe7/yHhWsnPQjrvvHra26H7n09x2dN3cEZvYoILfl62G9cecQZj\n9nsPVVWwdGl9vpspIiJDQLOQdvV0eDw8xfXY2JdUY2TScvc/Ab8H9k1Y0C4WlOxSt5mNBg4G3gA2\nRa17JGtvhw0brqTsqT9xepLgBeCM3jewp/7Ehg1X0t6e1+aJiEiRKbYA5t7wWGcJ/QxmVkHQBfQa\n0DrIet5KMN6lK+7c3eHxtCTlPwyMAR5MMnZGQmNZxaX0jX1JZMA3aGMsmpEkIiIDK6oxMO6+yczW\nA5OALwM3xF2+ChgL/NDdt8HOzMg7gdfdfWdmxMwOA/7h7v0G5IbbAVxNsMrvend/Le7y7cB/Ameb\n2fXu/mh4TzlwTVjmpiH7ZkcYd+coFnIm3QOWm0Y3C1mA++Q8tawwxLrYMqUuNhEpdUUVwIS+RLCV\nwHVmNpG+rQRqCbp55sSVPYhgq4DnCbp4YqYC/xFOm24HXiaYiXRyWO554Avxlbp7p5ldSBDINJvZ\nrcBWgq0E3gWsdPcVQ/mNjiTbXvo93xwg+xITy8IseOnt+WhWwQi62OqzuCObsiIiI0/RBTBhFqYa\nmEfQnTMFeAH4PnBVYlYldlvC+ybgUOCDwHEEU587CYKhxcD14cJ4iXXfaWYnEwRJ04BygrVnLgGu\nG/x3N3Jtf/kZrqOa69OGMOA4PS8/k7aciIiUrqILYADc/S/ABRmUayfJOB93/x1wUcS6HyTI4EgW\nxh9xOhterM+4/MlHZF5WRERKT7EN4hURERFRACMiIiLFRwGMiIiIFB0FMCIiIlJ0FMCIiIhI0SnK\nWUhSfKqqAOpxdx577Dk6Ow+FflOqnYqK5zjuuEMxs7C8iIhIcgpgJC9iq8befvtazj33RGDXlXZ3\n7FjLV79qTJtWWqvwiohI9tSFJHnj7ixcuI7u7klJr3d3T2bBgrWU+s7dIiKSnjIwkjerVq2jre00\nGGA7x7a2yaxevb7ksjCxLrbsyouIlC7Tp93cMzMv9X9nd2fChNk89NAiUgcwAM4JJ8ympWURCRuO\ni4hIkTAz3D2nv8TVhSR5kT77EtOXhREREUlFXUiSF42NzVRX74FZS9qy7s6aNdtLrhtJREQypy6k\nPFAXUmrurq4iEZERRl1IMqK5O7NnzdKsIxERyZoCGBk261atgpUrWb969XA3RUREioy6kPJAXUhQ\nf9550N6+872789xjj3FoZyfPVVRw6HHH9e9KqqqifunSfDdTRESGQD66kDSIV/KjvZ36DRuSX+vs\nhPvu63eqPvctEhGRIqYuJBERESk6CmBERESk6KgLSaQAJI4RSktjhESkxCmAESkEA40RSqI+dy0R\nESkK6kKSvHjxxZdzWl5EREqLAhjJixdffDWn5UVEpLQogJG86O3NbXkRESktOQ1gLLCfmY3LZT1S\n+PzN7pyWFxGR0pL1IF4zKwOOCN92uPsLScqMAq4CvgCMD889AVzm7mujN1eK1e6j3syu/OjsyotI\noLGhgdZlyyjr6aG3vJyamTOZOmPGcDdLZMhFmYV0AvAA4MB5wLIkZX4cXot3LLDGzD7t7isi1CtF\n7MjjjoEsZtkceewxOWyNyMjT0dHBvOnTmdjSwtVdXTvPN95/P7OXLGHuihVUVlYOYwtFhlaUAKYu\nPPYAKxMvmtkE+gcv3UAvMI6gy+omM2ty960R6pZiVVXFt3p6ePjhZ+j1d5P8R+8NyuxpPvCBwyiv\nqspzA0WKV0dHB3Pq6pi/cSOJIcrUri5OamoKrjc1KYiRESPKGJja8Pigu/ckuf6FuK8vBSqAfYDv\nhufGs2t2Rka4+qVL+c2eJ3Kv/4YNfIANXMoGmuNel7KBE7jXH+U3e56oRdpEsjBv+vSkwUtMJXDN\nxo3Mmz49n80SyakoAcxh4bEt8YIF2wl/PHz7sLt/1wNvAN8GXgyvTY5QrxSxhoZGWlomAu8AFoVn\nrwCuDI+E56tobZ1IQ0PjMLRSpPg0NjQwsaUlZfASMx6Y2NpKY0NDPpolknNRupD2CY8vJbl2NOz8\n/6jfOBd3f9PMGoELgCMj1CtF7IZvfJv3de0NLEhR4v6+a51w46VbmDFjap5aJ1K8Wpct6zfmZSBT\nOzu5YvlyDeqVESFKALN7eNyR5NoJ4dGBe5Jc/2t43CfJNRnB9nvtFe7YNWmX0hldb89hawpQVVV2\n2wNojJCEynqS9eQPUH7bthy1RCS/ogQwXcCewL5Jrn0oPL4KPJHk+vbwOCpCvVLEyrLsrMy2fLHT\nmB+Jqre8PLvyY8bkqCUi+RUlgNkMHENftgUAMxsNnBa+fdDdPcm9sczLKxHqlSJ2wAF7Qhbzzg48\ncM/cNaYAaTdqiapm5kwa77+fqRl0I62pqKBm5sw8tEok96IEMA8QBDAnmdmp7h7rKvoSfQHKr1Lc\nGxv70h6hXiliBxywDzydefn99y+xXkbtRi0RTZ0xg9lLlnBSU9OAA3m3AvfU1LDo7LPz1TSRnIqS\nqP+f8GjAL83sTjP7FfC
|
2015-12-06 22:26:02 +00:00
|
|
|
"text/plain": [
|
2015-12-07 04:45:52 +00:00
|
|
|
"<matplotlib.figure.Figure at 0x7fe0963334d0>"
|
2015-12-06 22:26:02 +00:00
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "display_data"
|
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"#analysis.print_statistics(mtg_sweep1['baseline_128_1'])\n",
|
|
|
|
|
"%matplotlib inline\n",
|
2015-12-07 04:45:52 +00:00
|
|
|
"import matplotlib \n",
|
|
|
|
|
"matplotlib.rc('xtick', labelsize=20) \n",
|
|
|
|
|
"matplotlib.rc('ytick', labelsize=20)\n",
|
2015-12-06 22:26:02 +00:00
|
|
|
"import matplotlib.pyplot as plt\n",
|
|
|
|
|
"import numpy as np\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"def size_from_name(cp_name):\n",
|
|
|
|
|
" return int(cp_name.split('_')[-2])\n",
|
|
|
|
|
"\n",
|
2015-12-07 04:45:52 +00:00
|
|
|
"def plot_vs_size(getter, yrange, ylabel):\n",
|
|
|
|
|
"\n",
|
|
|
|
|
" mtg_sizes_base = [size_from_name(cp) for cp in mtg_sweep1 if 'baseline' in cp]\n",
|
|
|
|
|
" char_sizes_base = [size_from_name(cp) for cp in char_sweep1 if 'baseline' in cp]\n",
|
|
|
|
|
" mtg_sizes_d25 = [size_from_name(cp) for cp in mtg_sweep1 if 'dropout-25' in cp]\n",
|
|
|
|
|
" char_sizes_d25 = [size_from_name(cp) for cp in char_sweep1 if 'dropout-25' in cp]\n",
|
|
|
|
|
" mtg_sizes_d50 = [size_from_name(cp) for cp in mtg_sweep1 if 'dropout-50' in cp]\n",
|
|
|
|
|
" char_sizes_d50 = [size_from_name(cp) for cp in char_sweep1 if 'dropout-50' in cp]\n",
|
2015-12-06 22:26:02 +00:00
|
|
|
"\n",
|
2015-12-07 04:45:52 +00:00
|
|
|
" mtg_val_base = [getter(mtg_sweep1[cp]) for cp in mtg_sweep1 if 'baseline' in cp]\n",
|
|
|
|
|
" char_val_base = [getter(char_sweep1[cp]) for cp in char_sweep1 if 'baseline' in cp]\n",
|
|
|
|
|
" mtg_val_d25 = [getter(mtg_sweep1[cp]) for cp in mtg_sweep1 if 'dropout-25' in cp]\n",
|
|
|
|
|
" char_val_d25 = [getter(char_sweep1[cp]) for cp in char_sweep1 if 'dropout-25' in cp]\n",
|
|
|
|
|
" mtg_val_d50 = [getter(mtg_sweep1[cp]) for cp in mtg_sweep1 if 'dropout-50' in cp]\n",
|
|
|
|
|
" char_val_d50 = [getter(char_sweep1[cp]) for cp in char_sweep1 if 'dropout-50' in cp]\n",
|
|
|
|
|
" \n",
|
|
|
|
|
" plt.plot(mtg_sizes_base, mtg_val_base, 'bo',\n",
|
|
|
|
|
" mtg_sizes_d25, mtg_val_d25, 'b^',\n",
|
|
|
|
|
" mtg_sizes_d50, mtg_val_d50, 'bs',\n",
|
|
|
|
|
" char_sizes_base, char_val_base, 'ro',\n",
|
|
|
|
|
" char_sizes_d25, char_val_d25, 'r^',\n",
|
|
|
|
|
" char_sizes_d50, char_val_d50, 'rs', markersize=12)\n",
|
|
|
|
|
" \n",
|
|
|
|
|
" plt.xlabel('rnn size', fontsize=32, color='black')\n",
|
|
|
|
|
" plt.ylabel(ylabel, fontsize=32, color='black')\n",
|
|
|
|
|
" \n",
|
|
|
|
|
" fig = plt.gcf()\n",
|
|
|
|
|
" \n",
|
|
|
|
|
" ax = fig.gca()\n",
|
|
|
|
|
" ax.axis([0,800] + yrange)\n",
|
|
|
|
|
" \n",
|
|
|
|
|
" fig.set_size_inches(8, 8)\n",
|
|
|
|
|
" fig.savefig(ylabel + '.png', dpi=300)\n",
|
|
|
|
|
" \n",
|
|
|
|
|
" plt.show()\n",
|
2015-12-06 22:26:02 +00:00
|
|
|
"\n",
|
2015-12-07 04:45:52 +00:00
|
|
|
"#mtg_vlosses = [mtg_sweep1[cp]['cp']['vloss'] for cp in mtg_sweep1 if 'baseline' in cp]\n",
|
|
|
|
|
"#char_vlosses = [char_sweep1[cp]['cp']['vloss'] for cp in char_sweep1 if 'baseline' in cp]\n",
|
2015-12-06 22:26:02 +00:00
|
|
|
"\n",
|
|
|
|
|
"#fig, ax = plt.subplots(figsize=(20,10))\n",
|
|
|
|
|
"#ax.plot(mtg_sizes, mtg_epochs, 'bs', char_sizes, char_epochs, 'g^')\n",
|
|
|
|
|
"#fig.show()\n",
|
|
|
|
|
"\n",
|
2015-12-07 04:45:52 +00:00
|
|
|
"plot_vs_size(lambda cp: float(cp['props']['overall']['bad']) / cp['props']['overall']['total'], [0, 0.32], 'fraction of bad cards')"
|
2015-12-06 22:26:02 +00:00
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2015-12-07 04:45:52 +00:00
|
|
|
"execution_count": 48,
|
2015-12-06 22:26:02 +00:00
|
|
|
"metadata": {
|
2015-12-07 04:45:52 +00:00
|
|
|
"collapsed": false
|
2015-12-06 22:26:02 +00:00
|
|
|
},
|
2015-12-07 04:45:52 +00:00
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7fe095ca3f90>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"from numpy.random import randn\n",
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"\n",
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"z = randn(10)\n",
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"\n",
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"char_base, = plt.plot(z, 'ro', markersize=15)\n",
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"char_d25, = plt.plot(z, 'r^', markersize=15)\n",
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"char_d50, = plt.plot(z, 'rs', markersize=15)\n",
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"mtg_base, = plt.plot(z, 'bo', markersize=15)\n",
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"mtg_d25, = plt.plot(z, 'b^', markersize=15)\n",
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"mtg_d50, = plt.plot(z, 'bs', markersize=15)\n",
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"\n",
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"plt.legend([char_base, char_d25, char_d50, mtg_base, mtg_d25, mtg_d50], ['char-rnn, dropout 0', 'char-rnn, dropout 0.25', 'char-rnn, dropout 0.5', \n",
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" 'mtg-rnn, dropout 0', 'mtg-rnn, dropout 0.25', 'mtg-rnn, dropout 0.5'], prop={'size':28})\n",
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"\n",
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"fig = plt.gcf()\n",
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"fig.set_size_inches(8, 8)\n",
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"fig.savefig('legend.png', dpi=300)"
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]
|
2015-12-06 22:26:02 +00:00
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}
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],
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"metadata": {
|
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"kernelspec": {
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"display_name": "Python 2",
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"language": "python",
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"name": "python2"
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},
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"language_info": {
|
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|
"codemirror_mode": {
|
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|
|
"name": "ipython",
|
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"version": 2
|
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},
|
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|
|
"file_extension": ".py",
|
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|
"mimetype": "text/x-python",
|
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|
"name": "python",
|
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|
"nbconvert_exporter": "python",
|
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|
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|
"pygments_lexer": "ipython2",
|
2015-12-07 04:45:52 +00:00
|
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|
"version": "2.7.6"
|
2015-12-06 22:26:02 +00:00
|
|
|
}
|
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},
|
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|
"nbformat": 4,
|
|
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"nbformat_minor": 0
|
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|
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}
|
