bending_notebook.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "import subprocess\n",
    "import ast\n",
    "import os\n",
    "import json\n",
    "import sys\n",
    "import ast\n",
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "#for reading desired phrase structure\n",
    "def parse_tokens_from_phrase_structure(phrase_stucture_file):\n",
    "    tokens = []\n",
    "    with open(phrase_stucture_file, 'r') as f:\n",
    "        for l in f:\n",
    "            fields = l.split('\\t')\n",
    "            ph_tokens = ast.literal_eval(fields[3])\n",
    "            tokens.extend(ph_tokens)\n",
    "    return tokens\n",
    "\n",
    "#run espeak with mbrola dict to get phonetic trancription of word\n",
    "def get_phonetic_transcription(word):\n",
    "    command = 'espeak -v mb-es1 -q --pho \"' + word + '\"'\n",
    "    cmd_tokens = command.split()\n",
    "    output = subprocess.check_output(cmd_tokens)\n",
    "    output_str = output.decode()\n",
    "    phon_seq = [l.split('\\t')[0] for l in output_str.split('\\n') if l and not l.startswith('_')]\n",
    "    phon_seq_str = ''.join(phon_seq)\n",
    "    return phon_seq, phon_seq_str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "phonetic_dict_old = phonetic_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "s2_7_0156.subtitle_raw.structure.txt\n",
      "s2_5_0346.subtitle.structure.txt\n",
      "s3_2_0031.subtitle_raw.structure.txt\n",
      "s2_7_0143.subtitle_raw.structure.txt\n",
      "s3_8_0370.subtitle_raw.structure.txt\n",
      "s3_6_0096.subtitle_raw.structure.txt\n",
      "s3_8_0289.subtitle_raw.structure.txt\n",
      "s2_8_0062.subtitle_raw.structure.txt\n",
      "s2_5_0387.subtitle.structure.txt\n",
      "s2_4_0314.subtitle.structure.txt\n"
     ]
    }
   ],
   "source": [
    "#PREPARE PHONETIC LEXICON\n",
    "#builds a phonetic lexicon out of the words in the structure files in given directory\n",
    "#phonetic_dict = {}\n",
    "\n",
    "mt_output_dir = '/home/alp/Documents/playground-linux/SugarDub/sub_synthesis_redo/structure'\n",
    "\n",
    "for root, direc, files in os.walk(mt_output_dir):\n",
    "    for file in files:\n",
    "        if file.endswith('structure.txt'):\n",
    "            print(file)\n",
    "            words = parse_tokens_from_phrase_structure(os.path.join(root,file))\n",
    "            for word in words:\n",
    "                if not word in phonetic_dict.keys():\n",
    "                    phonetic_dict[word], _ = get_phonetic_transcription(word)\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#write dict to json file\n",
    "with open('heroes_eval_phonetic_dict_proper_wsubs.txt', 'w') as file:\n",
    "     file.write(json.dumps(phonetic_dict, indent=4)) # use `json.loads` to do the reverse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "#read dict from file\n",
    "with open('heroes_eval_phonetic_dict.txt', 'r') as file:\n",
    "     phonetic_dict = json.load(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def generate_pho(transcription_file, output_file):\n",
    "    with open(transcription_file, 'r') as f:\n",
    "        transcription = f.read()\n",
    "        \n",
    "    command = 'espeak -v mb-es1 -q --pho --phonout=' + output_file + ' -f ' + transcription_file\n",
    "    cmd_tokens = command.split()\n",
    "    output = subprocess.check_output(cmd_tokens)\n",
    "    output_str = output.decode()\n",
    "    return output_str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "s3_8_0370.subtitle_raw.transcript.txt\n",
      "s2_8_0062.subtitle_raw.transcript.txt\n",
      "s3_2_0031.subtitle_raw.transcript.txt\n",
      "s2_7_0156.subtitle_raw.transcript.txt\n",
      "s3_6_0096.subtitle_raw.transcript.txt\n",
      "s3_8_0289.subtitle_raw.transcript.txt\n",
      "s2_4_0314.subtitle.transcript.txt\n",
      "s2_5_0346.subtitle.transcript.txt\n",
      "s2_5_0387.subtitle.transcript.txt\n",
      "s2_7_0143.subtitle_raw.transcript.txt\n"
     ]
    }
   ],
   "source": [
    "#CREATE DEFAULT PHO FILES\n",
    "mt_output_dir = '/home/alp/Documents/playground-linux/SugarDub/sub_synthesis_redo/structure/'\n",
    "default_pho_dir = '/home/alp/Documents/playground-linux/SugarDub/sub_synthesis_redo/default_pho/'\n",
    "\n",
    "for root, direc, files in os.walk(mt_output_dir):\n",
    "    for file in files:\n",
    "        if file.endswith('transcript.txt'):\n",
    "            print(file)\n",
    "            file_id = file.split('.')[0]\n",
    "            \n",
    "            pho_out = os.path.join(default_pho_dir, file_id + '.default.pho')\n",
    "            \n",
    "            generate_pho(os.path.join(root,file), pho_out)\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "#FUNCTIONS FOR SYNTHESIS BENDING\n",
    "#main\n",
    "def bend_pho_to_structure(phrase_structure_file, default_pho_file, output_pho_file=None, bend=True, verbose=False):\n",
    "    phrase_structure = parse_phrase_structure(phrase_structure_file)\n",
    "    default_phoneme_data = parse_pho(default_pho_file, skip_silence=True)\n",
    "\n",
    "    phoneme_seq = get_phoneme_seq(default_phoneme_data)\n",
    "\n",
    "    if verbose: print(phoneme_seq)\n",
    "\n",
    "    desired_phrase_info = []\n",
    "    phrase_boundaries = []\n",
    "    phrase_durations = []\n",
    "    phrase_pausings = []\n",
    "    phrase_begin_index = 0\n",
    "    at_default_phrase_duration = 0\n",
    "    bend_ratios = []\n",
    "    \n",
    "    for phrase_id, (phrase_tokens, start_time, end_time, pause_after) in enumerate(phrase_structure):\n",
    "\n",
    "        search_beginning_index = phrase_begin_index\n",
    "        \n",
    "        if verbose: \n",
    "            print(\"====================\")\n",
    "            print('search_beginning_index', search_beginning_index)\n",
    "        for token_index, token in enumerate(phrase_tokens):\n",
    "            phoneme_rep = morpheme2phoneme(token, phonetic_dict)\n",
    "\n",
    "            #word_begin = KnuthMorrisPratt(phoneme_seq, phoneme_rep, search_beginning_index)\n",
    "            word_begin = search_beginning_index\n",
    "\n",
    "            word_end = word_begin + len(phoneme_rep)\n",
    "            word_length = word_end - word_begin\n",
    "            if verbose: print(\"%s %i - %i\\t %s\"%(token, word_begin, word_end, ''.join(phoneme_seq[word_begin: word_end])))\n",
    "            search_beginning_index = word_end\n",
    "            if word_begin == -1:\n",
    "                return False\n",
    "\n",
    "        default_phrase_duration = get_duration_of_interval(default_phoneme_data, phrase_begin_index, word_end)\n",
    "        at_default_phrase_duration += default_phrase_duration\n",
    "        if verbose: print('--> default phrase duration', default_phrase_duration)\n",
    "        if verbose: print('--> at_default_phrase_duration', at_default_phrase_duration)\n",
    "\n",
    "        if bend:\n",
    "            desired_phrase_duration = (end_time - start_time)* 1000\t#desired duration\n",
    "            desired_pause = int(pause_after * 1000)\n",
    "            if verbose: print('--> desired phrase duration', desired_phrase_duration)\n",
    "            bend_ratio = desired_phrase_duration / default_phrase_duration\n",
    "        else:\n",
    "            bend_ratio = 1.0\n",
    "            if phrase_id + 1 < len(phrase_structure):\n",
    "                sub_interval = phrase_structure[phrase_id + 1][1] - at_default_phrase_duration/1000\n",
    "                desired_pause = int(sub_interval * 1000)\n",
    "            else:\n",
    "                desired_pause = 0\n",
    "\n",
    "        desired_phrase_info.append(((phrase_begin_index, word_end), bend_ratio, desired_pause))\n",
    "        at_default_phrase_duration += desired_pause\n",
    "        bend_ratios.append(bend_ratio)\n",
    "        \n",
    "        if verbose: \n",
    "            print(\"====================\")\n",
    "            print(\"interval\", (phrase_begin_index, word_end))\n",
    "            print(\"ratio\", bend_ratio)\n",
    "            print(\"pause\", desired_pause)\n",
    "            print(\"====================\\n\")\n",
    "            \n",
    "            \n",
    "        phrase_begin_index = search_beginning_index\n",
    "    if verbose: \n",
    "        print(\"--------------------========desired phrasing========--------------------\")\n",
    "        print(desired_phrase_info)\n",
    "        \n",
    "\n",
    "    #bend the durations of the phrases and form the desired phoneme data\n",
    "    bent_phoneme_data = []\n",
    "    for (search_beginning_index, end_index), bend_ratio, pause_after in desired_phrase_info:\n",
    "        if verbose: print('desired_phrase_info: %i-%i, %f, %f'%(search_beginning_index, end_index, bend_ratio, pause_after))\n",
    "        for phoneme_info in default_phoneme_data[search_beginning_index:end_index]:\n",
    "            if verbose: \n",
    "                print('default_phoneme_info', phoneme_info)\n",
    "            new_duration = int(float(phoneme_info[1]) * bend_ratio)\n",
    "            new_phoneme_info = (phoneme_info[0], '%i'%new_duration, phoneme_info[2])\n",
    "            if verbose: \n",
    "                print('new_phoneme_info', new_phoneme_info)\n",
    "                print('...')\n",
    "            bent_phoneme_data.append(new_phoneme_info)\n",
    "\n",
    "        pause_info = ('_', pause_after, [])\n",
    "        bent_phoneme_data.append(pause_info)\n",
    "        if verbose: \n",
    "            print('pause_info', pause_info)\n",
    "        \n",
    "    #kill last pause\n",
    "    bent_phoneme_data.pop()\n",
    "    bent_phoneme_data.append(('_', 100, []))\n",
    "    bent_phoneme_data.append(('_', 1, []))\n",
    "\n",
    "    #write bent_phoneme_data to pho file\n",
    "    if output_pho_file:\n",
    "        with open(output_pho_file, 'w') as f:\n",
    "            for i, phoneme_info in enumerate(bent_phoneme_data):\n",
    "                f.write(\"%s\\t%s\\t%s\"%(phoneme_info[0], phoneme_info[1], ' '.join(phoneme_info[2])))\n",
    "                if not i == len(bent_phoneme_data):\n",
    "                    f.write(\"\\n\")\n",
    "    \n",
    "    return True, bend_ratios\n",
    "   \n",
    "    \n",
    "#for reading desired phrase structure\n",
    "def parse_phrase_structure(phrase_stucture_file):\n",
    "    phrase_structure = []\n",
    "    with open(phrase_stucture_file, 'r') as f:\n",
    "        for l in f:\n",
    "            fields = l.split('\\t')\n",
    "            start_time = float(fields[0])\n",
    "            end_time = float(fields[1])\n",
    "            pause_after = float(fields[2])\n",
    "            tokens = ast.literal_eval(fields[3])\n",
    "            phrase_structure.append((tokens, start_time, end_time, pause_after))\n",
    "    return phrase_structure\n",
    "\n",
    "\n",
    "#pho file parser for reading default phoneme timings\n",
    "def parse_pho(pho_file, skip_silence=False):\n",
    "    phoneme_data = []\n",
    "    with open(pho_file, 'r') as f:\n",
    "        for l in f:\n",
    "            l_elems = l.split()\n",
    "            if l_elems:\n",
    "                if skip_silence and l_elems[0] == '_':\n",
    "                    continue\n",
    "                if len(l_elems) == 2:\n",
    "                    phoneme_data.append((l_elems[0], l_elems[1], []))\n",
    "                else:\n",
    "                    phoneme_data.append((l_elems[0], l_elems[1], l_elems[2:]))\n",
    "\n",
    "    return phoneme_data\n",
    "\n",
    "def get_phoneme_seq(phoneme_data):\n",
    "    phoneme_list = []\n",
    "    for phon_info in phoneme_data:\n",
    "        phoneme_list.append(phon_info[0])\n",
    "    return phoneme_list\n",
    "    #return ''.join(phoneme_list)\n",
    "\n",
    "def morpheme2phoneme(morpheme, phonetic_dict):\n",
    "    try:\n",
    "        return phonetic_dict[morpheme]\n",
    "    except:\n",
    "        print(\"%s not in dict\"%morpheme) #TODO\n",
    "        return 0\n",
    "\n",
    "def get_duration_of_interval(phoneme_data, start_index, end_index):\n",
    "    duration = 0\n",
    "    for phoneme_info in phoneme_data[start_index: end_index]:\n",
    "        duration += int(phoneme_info[1])\n",
    "    return duration\n",
    "\n",
    "def KnuthMorrisPratt(text, pattern, search_from):\n",
    "\n",
    "    '''Yields all starting positions of copies of the pattern in the text.\n",
    "Calling conventions are similar to string.find, but its arguments can be\n",
    "lists or iterators, not just strings, it returns all matches, not just\n",
    "the first one, and it does not need the whole text in memory at once.\n",
    "Whenever it yields, it will have read the text exactly up to and including\n",
    "the match that caused the yield.'''\n",
    "\n",
    "    # allow indexing into pattern and protect against change during yield\n",
    "    pattern = list(pattern)\n",
    "\n",
    "    # build table of shift amounts\n",
    "    shifts = [1] * (len(pattern) + 1)\n",
    "    shift = 1\n",
    "    for pos in range(len(pattern)):\n",
    "        while shift <= pos and pattern[pos] != pattern[pos-shift]:\n",
    "            shift += shifts[pos-shift]\n",
    "        shifts[pos+1] = shift\n",
    "\n",
    "    # do the actual search\n",
    "    startPos = 0\n",
    "    matchLen = 0\n",
    "    for c in text[search_from:]:\n",
    "        while matchLen == len(pattern) or \\\n",
    "              matchLen >= 0 and pattern[matchLen] != c:\n",
    "            startPos += shifts[matchLen]\n",
    "            matchLen -= shifts[matchLen]\n",
    "        matchLen += 1\n",
    "        if matchLen == len(pattern):\n",
    "            return startPos + search_from\n",
    "    \n",
    "    return -1 #not found\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#bend sample for subtitle synthesis\n",
    "sample_id = 's2_7_00'\n",
    "phrase_structure_file = 'sub_synthesis/structure/' + sample_id + '.subtitle.structure.txt'\n",
    "default_pho_file = 'sub_synthesis/default_pho/' + sample_id + '.default.pho'\n",
    "output_pho_file = sample_id + '.subunbent.pho'\n",
    "def_p = bend_pho_to_structure(phrase_structure_file, default_pho_file, output_pho_file, bend=False, verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['k', 'e', 'a', 'T', 'e', 's', 'a', 'k', 'i', 'd', 'o', 'n', 'd', 'e', 'e', 's', 't', 'a', 'm', 'o', 's']\n",
      "====================\n",
      "search_beginning_index 0\n",
      "qué 0 - 2\t ke\n",
      "--> default phrase duration 160\n",
      "--> at_default_phrase_duration 160\n",
      "--> desired phrase duration 320.0\n",
      "====================\n",
      "interval (0, 2)\n",
      "ratio 2.0\n",
      "pause 990\n",
      "====================\n",
      "\n",
      "====================\n",
      "search_beginning_index 2\n",
      "haces 2 - 6\t aTes\n",
      "aquí 6 - 9\t aki\n",
      "--> default phrase duration 582\n",
      "--> at_default_phrase_duration 1732\n",
      "--> desired phrase duration 530.0\n",
      "====================\n",
      "interval (2, 9)\n",
      "ratio 0.9106529209621993\n",
      "pause 600\n",
      "====================\n",
      "\n",
      "====================\n",
      "search_beginning_index 9\n",
      "dónde 9 - 14\t donde\n",
      "estamos 14 - 21\t estamos\n",
      "--> default phrase duration 785\n",
      "--> at_default_phrase_duration 3117\n",
      "--> desired phrase duration 510.0000000000002\n",
      "====================\n",
      "interval (9, 21)\n",
      "ratio 0.6496815286624207\n",
      "pause 680\n",
      "====================\n",
      "\n",
      "--------------------========desired phrasing========--------------------\n",
      "[((0, 2), 2.0, 990), ((2, 9), 0.9106529209621993, 600), ((9, 21), 0.6496815286624207, 680)]\n",
      "desired_phrase_info: 0-2, 2.000000, 990.000000\n",
      "default_phoneme_info ('k', '112', [])\n",
      "new_phoneme_info ('k', '224', [])\n",
      "...\n",
      "default_phoneme_info ('e', '48', ['0', '114', '80', '107', '100', '107'])\n",
      "new_phoneme_info ('e', '96', ['0', '114', '80', '107', '100', '107'])\n",
      "...\n",
      "pause_info ('_', 990, [])\n",
      "desired_phrase_info: 2-9, 0.910653, 600.000000\n",
      "default_phoneme_info ('a', '47', ['0', '100', '80', '92', '100', '92'])\n",
      "new_phoneme_info ('a', '42', ['0', '100', '80', '92', '100', '92'])\n",
      "...\n",
      "default_phoneme_info ('T', '113', [])\n",
      "new_phoneme_info ('T', '102', [])\n",
      "...\n",
      "default_phoneme_info ('e', '41', ['0', '93', '80', '89', '100', '89'])\n",
      "new_phoneme_info ('e', '37', ['0', '93', '80', '89', '100', '89'])\n",
      "...\n",
      "default_phoneme_info ('s', '100', [])\n",
      "new_phoneme_info ('s', '91', [])\n",
      "...\n",
      "default_phoneme_info ('a', '33', ['0', '96', '80', '92', '100', '92'])\n",
      "new_phoneme_info ('a', '30', ['0', '96', '80', '92', '100', '92'])\n",
      "...\n",
      "default_phoneme_info ('k', '114', [])\n",
      "new_phoneme_info ('k', '103', [])\n",
      "...\n",
      "default_phoneme_info ('i', '134', ['0', '113', '13', '92', '26', '82', '53', '92', '80', '110', '100', '110'])\n",
      "new_phoneme_info ('i', '122', ['0', '113', '13', '92', '26', '82', '53', '92', '80', '110', '100', '110'])\n",
      "...\n",
      "pause_info ('_', 600, [])\n",
      "desired_phrase_info: 9-21, 0.649682, 680.000000\n",
      "default_phoneme_info ('d', '65', [])\n",
      "new_phoneme_info ('d', '42', [])\n",
      "...\n",
      "default_phoneme_info ('o', '45', ['0', '114', '80', '107', '100', '107'])\n",
      "new_phoneme_info ('o', '29', ['0', '114', '80', '107', '100', '107'])\n",
      "...\n",
      "default_phoneme_info ('n', '83', ['100', '100'])\n",
      "new_phoneme_info ('n', '53', ['100', '100'])\n",
      "...\n",
      "default_phoneme_info ('d', '65', [])\n",
      "new_phoneme_info ('d', '42', [])\n",
      "...\n",
      "default_phoneme_info ('e', '38', ['0', '108', '80', '104', '100', '104'])\n",
      "new_phoneme_info ('e', '24', ['0', '108', '80', '104', '100', '104'])\n",
      "...\n",
      "default_phoneme_info ('e', '32', ['0', '111', '80', '107', '100', '107'])\n",
      "new_phoneme_info ('e', '20', ['0', '111', '80', '107', '100', '107'])\n",
      "...\n",
      "default_phoneme_info ('s', '89', [])\n",
      "new_phoneme_info ('s', '57', [])\n",
      "...\n",
      "default_phoneme_info ('t', '50', [])\n",
      "new_phoneme_info ('t', '32', [])\n",
      "...\n",
      "default_phoneme_info ('a', '67', ['0', '112', '26', '91', '54', '82', '66', '83', '80', '86', '100', '86'])\n",
      "new_phoneme_info ('a', '43', ['0', '112', '26', '91', '54', '82', '66', '83', '80', '86', '100', '86'])\n",
      "...\n",
      "default_phoneme_info ('m', '65', [])\n",
      "new_phoneme_info ('m', '42', [])\n",
      "...\n",
      "default_phoneme_info ('o', '46', ['0', '88', '20', '92', '40', '96', '59', '100', '80', '104', '100', '104'])\n",
      "new_phoneme_info ('o', '29', ['0', '88', '20', '92', '40', '96', '59', '100', '80', '104', '100', '104'])\n",
      "...\n",
      "default_phoneme_info ('s', '140', [])\n",
      "new_phoneme_info ('s', '90', [])\n",
      "...\n",
      "pause_info ('_', 680, [])\n"
     ]
    }
   ],
   "source": [
    "#bend sample for synthesis\n",
    "sample_id = 's2_7_0247'\n",
    "phrase_structure_file = 'mt_output/' + sample_id + '.translation.structure.txt'\n",
    "default_pho_file = 'default_pho/' + sample_id + '.default.pho'\n",
    "#output_pho_file = sample_id + '.subunbent.pho'\n",
    "def_p = bend_pho_to_structure(phrase_structure_file, default_pho_file, output_pho_file=None, bend=True, verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "asetSomutSopornosotrosemosetSomutSoportitantokenopodiamosaTerparati__sitebasaabandonar____\n",
      "['has', 'hecho', 'mucho', 'por', 'nosotros']\n",
      "mutSo\n",
      "6\n"
     ]
    }
   ],
   "source": [
    "print(phoneme_seq)\n",
    "phrase_tokens, start_time, end_time, pause_after = phrase_structure[0]\n",
    "print(phrase_tokens)\n",
    "phoneme_rep = morpheme2phoneme(phrase_tokens[2], phonetic_dict)\n",
    "print(phoneme_rep)\n",
    "word_begin = phoneme_seq.find(phoneme_rep, 0)\n",
    "print(word_begin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "s2_6_0070\n",
      "s3_8_0327\n",
      "s2_7_0158\n",
      "s2_2_0058\n",
      "s2_10_0213\n",
      "s2_4_0207\n",
      "s3_12_0105\n",
      "s3_8_0099\n",
      "s3_9_0287\n",
      "s3_1_0155\n",
      "s2_5_0419\n",
      "s2_6_0127\n",
      "s2_11_0232\n",
      "s2_7_0219\n",
      "s3_10_0098\n",
      "s3_2_0287\n",
      "s2_10_0253\n",
      "s2_8_0071\n",
      "s2_5_0232\n",
      "s2_5_0366\n",
      "s2_1_0170\n",
      "s2_7_0102\n",
      "s2_1_0248\n",
      "s2_6_0075\n"
     ]
    }
   ],
   "source": [
    "#BEND ALL\n",
    "mt_output_dir = '/home/alp/Documents/playground-linux/SugarDub/mt_output'\n",
    "default_pho_dir = '/home/alp/Documents/playground-linux/SugarDub/default_pho/'\n",
    "bent_pho_dir = '/home/alp/Documents/playground-linux/SugarDub/sub_synthesis_redo/unbent_pho/'\n",
    "all_ratios = []\n",
    "\n",
    "for root, direc, files in os.walk(mt_output_dir):\n",
    "    for file in files:\n",
    "        if file.endswith('structure.txt'):\n",
    "            \n",
    "            file_id = file.split('.')[0]\n",
    "            print(file_id)\n",
    "            \n",
    "            phrase_structure_file = os.path.join(mt_output_dir, file)\n",
    "            default_pho_file = os.path.join(default_pho_dir, file_id + '.default.pho')\n",
    "            bent_pho_out = os.path.join(bent_pho_dir, file_id + '.unbent.redo.pho')\n",
    "                                            \n",
    "            all_good, ratios = bend_pho_to_structure(phrase_structure_file, default_pho_file, bend=True, verbose=False)   \n",
    "            #all_good, _ = bend_pho_to_structure(phrase_structure_file, default_pho_file, bent_pho_out, bend=False, verbose=False)         \n",
    "            if not all_good:\n",
    "                print('problem', file_id)\n",
    "                \n",
    "            all_ratios.extend(ratios)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "with open('ratios.txt', 'w') as f:\n",
    "    f.write('[')\n",
    "    for r in all_ratios:\n",
    "        f.write('%f ,'%r)\n",
    "    f.write(']')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "#Functions for synthesis (doesn't work)\n",
    "def synthesize_pho(pho_file, output_wav):\n",
    "    command = 'mbrola ./es1/es1 ' + pho_file + ' ' + output_wav\n",
    "    cmd_tokens = command.split()\n",
    "    output = subprocess.check_output(cmd_tokens)\n",
    "    return output.decode()\n",
    "    print(command)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "#SYNTHESIZE ALL BENT FILES\n",
    "#~BASH: for i in `ls bent_pho`; do mbrola ./es1/es1 bent_pho/$i bent_synth/$i.wav; done"
   ]
  }
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