hamcha/mtgencode
1
0
Fork 0
Code Issues Pull requests Releases Wiki Activity
mtgencode/mtg_sweep1.ipynb

334 lines
32 KiB
Text
Raw Normal View History

ipython and beginning of pairing
2015-12-06 22:26:02 +00:00
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Opening encoded card file: /home/mtgencode/data/output.txt\n",
"15065 valid, 0 skipped, 0 invalid, 0 failed to parse.\n",
"generating 3-gram model\n",
"found 25046 sentences\n",
"<NgramModel with 34500 3-grams>\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_128_1_epoch50.00_0.3941.output.1.0.txt\n",
"5549 valid, 0 skipped, 88 invalid, 29 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_128_2_epoch50.00_0.3862.output.1.0.txt\n",
"5360 valid, 0 skipped, 121 invalid, 35 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_256_1_epoch50.00_0.2736.output.1.0.txt\n",
"5732 valid, 0 skipped, 71 invalid, 17 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_256_2_epoch50.00_0.2645.output.1.0.txt\n",
"5348 valid, 0 skipped, 50 invalid, 29 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_384_1_epoch50.00_0.2117.output.1.0.txt\n",
"5889 valid, 0 skipped, 56 invalid, 15 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_384_2_epoch50.00_0.2102.output.1.0.txt\n",
"5887 valid, 0 skipped, 57 invalid, 35 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_512_1_epoch50.00_0.1952.output.1.0.txt\n",
"5701 valid, 0 skipped, 44 invalid, 32 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_512_2_epoch50.00_0.1807.output.1.0.txt\n",
"5711 valid, 0 skipped, 49 invalid, 24 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_640_1_epoch50.00_0.1798.output.1.0.txt\n",
"5726 valid, 0 skipped, 41 invalid, 33 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_768_1_epoch46.51_0.1834.output.1.0.txt\n",
"5949 valid, 0 skipped, 69 invalid, 18 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_768_2_epoch46.51_0.1906.output.1.0.txt\n",
"5808 valid, 0 skipped, 64 invalid, 23 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_128_1_epoch50.00_0.4641.output.1.0.txt\n",
"5660 valid, 0 skipped, 24 invalid, 19 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/baseline_640_2_epoch50.00_0.1870.output.1.0.txt\n",
"5859 valid, 0 skipped, 51 invalid, 16 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_128_1_epoch50.00_0.5686.output.1.0.txt\n",
"5983 valid, 0 skipped, 33 invalid, 17 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_256_2_epoch50.00_0.4287.output.1.0.txt\n",
"5895 valid, 0 skipped, 19 invalid, 2 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_384_1_epoch50.00_0.3018.output.1.0.txt\n",
"6081 valid, 0 skipped, 10 invalid, 6 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_384_2_epoch50.00_0.2956.output.1.0.txt\n",
"6081 valid, 0 skipped, 22 invalid, 9 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_512_1_epoch50.00_0.2663.output.1.0.txt\n",
"5999 valid, 0 skipped, 25 invalid, 8 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_512_2_epoch50.00_0.2597.output.1.0.txt\n",
"6263 valid, 0 skipped, 26 invalid, 8 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_640_1_epoch50.00_0.2385.output.1.0.txt\n",
"5863 valid, 0 skipped, 20 invalid, 5 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_640_2_epoch50.00_0.2361.output.1.0.txt\n",
"5941 valid, 0 skipped, 7 invalid, 11 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_768_1_epoch49.83_0.2268.output.1.0.txt\n",
"6065 valid, 0 skipped, 9 invalid, 5 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_768_2_epoch50.00_0.2412.output.1.0.txt\n",
"5919 valid, 0 skipped, 15 invalid, 10 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_384_1_epoch50.00_0.3633.output.1.0.txt\n",
"5997 valid, 0 skipped, 9 invalid, 2 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_384_2_epoch50.00_0.3636.output.1.0.txt\n",
"6047 valid, 0 skipped, 17 invalid, 4 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_512_1_epoch50.00_0.3269.output.1.0.txt\n",
"5894 valid, 0 skipped, 10 invalid, 9 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_512_2_epoch50.00_0.3231.output.1.0.txt\n",
"5942 valid, 0 skipped, 7 invalid, 2 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_640_1_epoch50.00_0.3062.output.1.0.txt\n",
"6002 valid, 0 skipped, 14 invalid, 1 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_640_2_epoch50.00_0.3100.output.1.0.txt\n",
"6057 valid, 0 skipped, 12 invalid, 3 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_768_1_epoch49.83_0.2923.output.1.0.txt\n",
"5896 valid, 0 skipped, 11 invalid, 5 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_768_2_epoch49.83_0.2919.output.1.0.txt\n",
"6047 valid, 0 skipped, 7 invalid, 3 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_128_2_epoch50.00_0.4641.output.1.0.txt\n",
"6226 valid, 0 skipped, 36 invalid, 13 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_256_1_epoch50.00_0.3579.output.1.0.txt\n",
"5910 valid, 0 skipped, 23 invalid, 6 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-25_256_2_epoch50.00_0.3554.output.1.0.txt\n",
"5801 valid, 0 skipped, 22 invalid, 8 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_128_2_epoch50.00_0.5690.output.1.0.txt\n",
"6339 valid, 0 skipped, 51 invalid, 22 failed to parse.\n",
"Opening encoded card file: /data/collected/mtg-rnn-sweep1/dropout-50_256_1_epoch50.00_0.4198.output.1.0.txt\n",
"5995 valid, 0 skipped, 12 invalid, 10 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_128_1_epoch37.50_0.4733.output.1.0.txt\n",
"5871 valid, 0 skipped, 130 invalid, 42 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_128_2_epoch45.83_0.4774.output.1.0.txt\n",
"5429 valid, 0 skipped, 129 invalid, 45 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_256_1_epoch16.67_0.4530.output.1.0.txt\n",
"5808 valid, 0 skipped, 124 invalid, 38 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_256_2_epoch16.67_0.4552.output.1.0.txt\n",
"5796 valid, 0 skipped, 103 invalid, 44 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_384_1_epoch12.50_0.4431.output.1.0.txt\n",
"5890 valid, 0 skipped, 111 invalid, 48 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_384_2_epoch12.50_0.4469.output.1.0.txt\n",
"5699 valid, 0 skipped, 98 invalid, 41 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_512_1_epoch12.50_0.4374.output.1.0.txt\n",
"5698 valid, 0 skipped, 138 invalid, 49 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_512_2_epoch12.50_0.4458.output.1.0.txt\n",
"5809 valid, 0 skipped, 111 invalid, 53 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_640_1_epoch12.50_0.4365.output.1.0.txt\n",
"5720 valid, 0 skipped, 123 invalid, 47 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_128_1_epoch50.00_0.4780.output.1.0.txt\n",
"5889 valid, 0 skipped, 54 invalid, 14 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_128_2_epoch50.00_0.4823.output.1.0.txt\n",
"5935 valid, 0 skipped, 45 invalid, 10 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_256_1_epoch50.00_0.4000.output.1.0.txt\n",
"6035 valid, 0 skipped, 25 invalid, 8 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_256_2_epoch41.67_0.4244.output.1.0.txt\n",
"6184 valid, 0 skipped, 41 invalid, 7 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/baseline_640_2_epoch12.50_0.4406.output.1.0.txt\n",
"5762 valid, 0 skipped, 119 invalid, 30 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_256_2_epoch50.00_0.4460.output.1.0.txt\n",
"6046 valid, 0 skipped, 18 invalid, 11 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_384_1_epoch41.67_0.3870.output.1.0.txt\n",
"6052 valid, 0 skipped, 29 invalid, 10 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_384_2_epoch33.33_0.3991.output.1.0.txt\n",
"6151 valid, 0 skipped, 17 invalid, 11 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_512_1_epoch25.00_0.3859.output.1.0.txt\n",
"5896 valid, 0 skipped, 23 invalid, 8 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_512_2_epoch25.00_0.3894.output.1.0.txt\n",
"6057 valid, 0 skipped, 44 invalid, 10 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_640_1_epoch20.83_0.3864.output.1.0.txt\n",
"5951 valid, 0 skipped, 31 invalid, 24 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-25_640_2_epoch25.00_0.3864.output.1.0.txt\n",
"5776 valid, 0 skipped, 34 invalid, 7 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_128_1_epoch50.00_0.5749.output.1.0.txt\n",
"6097 valid, 0 skipped, 109 invalid, 22 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_128_2_epoch50.00_0.5740.output.1.0.txt\n",
"6026 valid, 0 skipped, 50 invalid, 19 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_256_1_epoch50.00_0.4398.output.1.0.txt\n",
"5932 valid, 0 skipped, 13 invalid, 2 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_384_1_epoch50.00_0.3946.output.1.0.txt\n",
"5958 valid, 0 skipped, 12 invalid, 5 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_384_2_epoch50.00_0.3981.output.1.0.txt\n",
"6042 valid, 0 skipped, 16 invalid, 8 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_512_1_epoch50.00_0.3835.output.1.0.txt\n",
"6016 valid, 0 skipped, 21 invalid, 8 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_512_2_epoch50.00_0.3825.output.1.0.txt\n",
"5918 valid, 0 skipped, 11 invalid, 1 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_640_1_epoch20.83_0.4714.output.1.0.txt\n",
"6048 valid, 0 skipped, 18 invalid, 13 failed to parse.\n",
"Opening encoded card file: /data/collected/char-rnn-sweep1/dropout-50_640_2_epoch50.00_0.3805.output.1.0.txt\n",
"5958 valid, 0 skipped, 9 invalid, 2 failed to parse.\n",
"Done gathering data.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/bill/anaconda/lib/python2.7/site-packages/numpy/core/_methods.py:59: RuntimeWarning: Mean of empty slice.\n",
" warnings.warn(\"Mean of empty slice.\", RuntimeWarning)\n",
"/home/bill/anaconda/lib/python2.7/site-packages/numpy/core/_methods.py:70: RuntimeWarning: invalid value encountered in double_scalars\n",
" ret = ret.dtype.type(ret / rcount)\n"
]
}
],
"source": [
"# ipython hack, as we don't seem to know what __file__ is\n",
"mtgencodedir = '/home/mtgencode' # might want to make a symlink\n",
"\n",
"import sys\n",
"import os\n",
"from collections import OrderedDict\n",
"libdir = os.path.join(mtgencodedir, 'lib')\n",
"sys.path.append(libdir)\n",
"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",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"\n",
"t0 = 1\n",
"t1 = 3\n",
"xs = [2,2,2,1,1,2,3]\n",
"bins = 3\n",
"\n",
"fig, ax = plt.subplots(figsize=(20,5))\n",
"fig2, ax2 = plt.subplots(figsize=(10,10))\n",
"ax.hist(xs, bins=bins, range=(t0,t1), histtype='barstacked', stacked=True, align='left')\n",
"ax.autoscale_view()\n",
"ax.set_ylabel('worktime [h]')\n",
"ax.legend([\"a\"], loc=\"best\")\n",
"fig.autofmt_xdate()\n",
"\n",
"ax2.hist(xs, bins=bins, range=(t0,t1), histtype='barstacked', stacked=True, align='left')\n",
"ax2.autoscale_view()\n",
"ax2.set_ylabel('tim [h]')\n",
"ax2.legend([\"a\"], loc=\"best\")\n",
"fig2.autofmt_xdate()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEACAYAAABI5zaHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkGQrcCfwuar6aNP2GNC
"text/plain": [
"<matplotlib.figure.Figure at 0x7f232632ed50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYEAAAEACAYAAABVtcpZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDe0uojpyLrroCubnnzi
"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
}
Reference in a new issue Copy permalink