333 lines
32 KiB
Text
333 lines
32 KiB
Text
{
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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_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/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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"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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"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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"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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"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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"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_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_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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"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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"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_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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"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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"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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"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/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/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_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/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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"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/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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"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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"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_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",
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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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"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",
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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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"/home/bill/anaconda/lib/python2.7/site-packages/numpy/core/_methods.py:59: RuntimeWarning: Mean of empty slice.\n",
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" warnings.warn(\"Mean of empty slice.\", RuntimeWarning)\n",
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"/home/bill/anaconda/lib/python2.7/site-packages/numpy/core/_methods.py:70: RuntimeWarning: invalid value encountered in double_scalars\n",
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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",
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"sys.path.append(scriptdir)\n",
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"datadir = os.path.join(mtgencodedir, 'data')\n",
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"import jdecode\n",
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"import ngrams\n",
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"import analysis\n",
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"\n",
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"realcards = jdecode.mtg_open_file(str(os.path.join(datadir, 'output.txt')), verbose=True)\n",
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"separate_lines = True\n",
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"lm = ngrams.build_ngram_model(realcards, n=3, separate_lines=separate_lines, verbose=True)\n",
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"\n",
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"mtg_sweep1_dir = '/data/collected/mtg-rnn-sweep1'\n",
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"char_sweep1_dir = '/data/collected/char-rnn-sweep1'\n",
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"\n",
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"def sweep_outputs(sweepdir):\n",
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" if not os.path.isdir(sweepdir):\n",
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" print('not a directory: ' + sweepdir)\n",
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" return []\n",
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" else:\n",
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" return [fname for fname in os.listdir(sweepdir) if os.path.isfile(os.path.join(sweepdir, fname))\n",
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" and fname[-4:] == '.txt']\n",
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"\n",
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"def setup_statistics(sweepdir):\n",
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" cps = sweep_outputs(sweepdir)\n",
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" all_stats = OrderedDict()\n",
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" for cp in cps:\n",
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" cp_stats = analysis.get_statistics(os.path.join(sweepdir, cp), lm=lm, sep=separate_lines, verbose=True)\n",
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" if 'cp' in cp_stats and 'name' in cp_stats['cp']:\n",
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" cp_name = cp_stats['cp']['name']\n",
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" else:\n",
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" cp_name = cp\n",
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" all_stats[cp_name] = cp_stats\n",
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" return all_stats\n",
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"\n",
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"mtg_sweep1 = setup_statistics(mtg_sweep1_dir)\n",
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"char_sweep1 = setup_statistics(char_sweep1_dir)\n",
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"\n",
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"print 'Done gathering data.'"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"collapsed": false
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},
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"outputs": [],
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"source": [
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"%matplotlib inline\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"t0 = 1\n",
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"t1 = 3\n",
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"xs = [2,2,2,1,1,2,3]\n",
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"bins = 3\n",
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"\n",
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"fig, ax = plt.subplots(figsize=(20,5))\n",
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"fig2, ax2 = plt.subplots(figsize=(10,10))\n",
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"ax.hist(xs, bins=bins, range=(t0,t1), histtype='barstacked', stacked=True, align='left')\n",
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"ax.autoscale_view()\n",
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"ax.set_ylabel('worktime [h]')\n",
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"ax.legend([\"a\"], loc=\"best\")\n",
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"fig.autofmt_xdate()\n",
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"\n",
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"ax2.hist(xs, bins=bins, range=(t0,t1), histtype='barstacked', stacked=True, align='left')\n",
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"ax2.autoscale_view()\n",
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"ax2.set_ylabel('tim [h]')\n",
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"ax2.legend([\"a\"], loc=\"best\")\n",
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"fig2.autofmt_xdate()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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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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"data": {
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"image/png": 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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f232632ed50>"
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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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"data": {
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"image/png": 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2Sc/MQAPDSaaBD9ENjaur6spFy38TuLSZfRz47aq6a5BtpX7e/OYp5udnDmqfmppa/WKk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\nAAAASUVORK5CYII=\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f232248e690>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"#analysis.print_statistics(mtg_sweep1['baseline_128_1'])\n",
|
|
"%matplotlib inline\n",
|
|
"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",
|
|
"mtg_sizes = [size_from_name(cp) for cp in mtg_sweep1 if 'baseline' in cp]\n",
|
|
"char_sizes = [size_from_name(cp) for cp in char_sweep1 if 'baseline' in cp]\n",
|
|
"\n",
|
|
"mtg_epochs = [mtg_sweep1[cp]['cp']['epoch'] for cp in mtg_sweep1 if 'baseline' in cp]\n",
|
|
"char_epochs = [char_sweep1[cp]['cp']['epoch'] for cp in char_sweep1 if 'baseline' in cp]\n",
|
|
"\n",
|
|
"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",
|
|
"\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",
|
|
"plt.plot(mtg_sizes, mtg_epochs, 'bs', char_sizes, char_epochs, 'g^')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"plt.plot(mtg_sizes, mtg_vlosses, 'bs', char_sizes, char_vlosses, 'g^')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 2",
|
|
"language": "python",
|
|
"name": "python2"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 2
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython2",
|
|
"version": "2.7.10"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 0
|
|
}
|