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| "Pykaldi: Demostrating Python extension and customized Kaldi decoder\n", | |
| "===================================================================\n", | |
| "\n", | |
| "The Pykaldi (for of Kaldi) for building the Python wrapper and decoder\n", | |
| "is available at:\n", | |
| "\n", | |
| " * https://github.com/UFAL-DSG/pykaldi\n", | |
| "\n", | |
| "Pykaldi itself depends on forked pyfst\n", | |
| "\n", | |
| " * https://github.com/UFAL-DSG/pyfst\n", | |
| "\n", | |
| "The decoder is used in Dialog system Alex\n", | |
| "-----------------------------------------\n", | |
| "https://github.com/UFAL-DSG/alex\n", | |
| "\n", | |
| "If you speak Czech, test it for FREE at 800 899 998!\n", | |
| "====================================================\n", | |
| "\n", | |
| "More about the public transport information can be found at:\n", | |
| "\n", | |
| " * In English: http://ufal.mff.cuni.cz/alex-dialogue-systems-framework/\n", | |
| " * In Czech (with updates): http://ufal.mff.cuni.cz/alex-dialogue-systems-framework/ptics\n" | |
| ] | |
| }, | |
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| "input": [ | |
| "from pykaldi.decoders import PyGmmLatgenWrapper\n", | |
| "from pykaldi.utils import load_wav\n", | |
| "from IPython.display import display # display multiple SVG in one cell\n", | |
| "import fst # fork of pyfst: https://github.com/UFAL-DSG/pyfst\n", | |
| "test_wav = '/ha/projects/vystadial/data/asr/cs/voip/test/all-2012-06-08-13-32-40.800581.recorded-0148.75-0150.09.wav'\n", | |
| "test_pcm = load_wav(test_wav)\n", | |
| "d = PyGmmLatgenWrapper()\n", | |
| "# Settings mainly paths to AM, HCLG.fst, mfcc.conf and other settings\n", | |
| "argv = ['--config=/ha/work/people/oplatek/alex-dsg/alex/resources/asr/voip_cs/kaldi/mfcc.conf', \n", | |
| " '--verbose=0', '--max-mem=10000000000', '--lat-lm-scale=10', '--beam=12.0', \n", | |
| " '--lattice-beam=6.0', '--max-active=5000', \n", | |
| " '/ha/work/people/oplatek/alex-dsg/alex/resources/asr/voip_cs/kaldi/tri2b_bmmi.mdl', \n", | |
| " '/ha/work/people/oplatek/alex-dsg/alex/applications/PublicTransportInfoCS/hclg/models/HCLG_tri2b_bmmi.fst', \n", | |
| " '1:2:3:4:5:6:7:8:9:10:11:12:13:14:15:16:17:18:19:20:21:22:23:24:25', \n", | |
| " '/ha/work/people/oplatek/alex-dsg/alex/resources/asr/voip_cs/kaldi/tri2b_bmmi.mat']\n", | |
| "d.setup(argv)\n", | |
| "\n", | |
| "# Usually we send few frames and run forward decoding afterward\n", | |
| "# Here we buffer all the test wav\n", | |
| "d.frame_in(test_pcm) \n", | |
| "# Decode until nothing is in buffer\n", | |
| "decoded, total = d.decode(max_frames=10), 0\n", | |
| "while decoded > 0: \n", | |
| " total += decoded\n", | |
| " decoded = d.decode(max_frames=10)\n", | |
| "\n", | |
| "d.prune_final()\n", | |
| "utt_lik, lat = d.get_lattice()\n", | |
| "\n", | |
| "# Printing results\n", | |
| "print 'The likelihood of posterior lattice is %f' % utt_lik\n", | |
| "print 'Forward decoded grames: %d' % total\n", | |
| "# Change integer ids to English words\n", | |
| "lat.isyms = lat.osyms = fst.read_symbols_text('/ha/work/people/oplatek/alex-dsg/alex/applications/PublicTransportInfoCS/hclg/models/words.txt') \n", | |
| "display(lat)\n", | |
| "with open(test_wav+'.trn', 'r') as r:\n", | |
| " print 'REFERENCE %s ' % r.read()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "The likelihood of posterior lattice is -6694.570312\n", | |
| "Forward decoded grames: 128\n" | |
| ] | |
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