From 02ee0ff2fae82f8a4dbe983448f2199af4992a82 Mon Sep 17 00:00:00 2001 From: Jakub Eichner Date: Wed, 26 Apr 2023 08:07:17 +0200 Subject: [PATCH] kenlm solution --- dev-0/out.tsv | 21038 +++++++++++++++++++++++----------------------- kenlm.ipynb | 1988 +++++ kenlm_2words.py | 79 + kenlm_4words.py | 79 + lm0.py | 13 - test-A/out.tsv | 7414 ++++++++++++++++ 6 files changed, 20079 insertions(+), 10532 deletions(-) create mode 100644 kenlm.ipynb create mode 100644 kenlm_2words.py create mode 100644 kenlm_4words.py delete mode 100644 lm0.py create mode 100644 test-A/out.tsv diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 03691f4..5fdb550 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -the:0.5 a:0.3 :0.2 -the:0.5 a:0.3 :0.2 -be:0.6 a:0.35 :0.05 -but:0.85 :0.15 -the:0.5 a:0.3 :0.2 -the:0.5 a:0.3 :0.2 -the:0.5 a:0.3 :0.2 -the:0.5 a:0.3 :0.2 -the:0.5 a:0.3 :0.2 -the:0.5 a:0.3 :0.2 -the:0.5 a:0.3 :0.2 -the:0.5 a:0.3 :0.2 -the:0.5 a:0.3 :0.2 -the:0.5 a:0.3 :0.2 -the:0.5 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+1,1988 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# xzcat -f1 train/in.tsv.xz | cut -f7,8 | sed 's/-\\\\n/ /g' | sed 's/\\\\n//g' | sed 's/\\\\//g' | ../kenlm/build/bin/lmplz -o 5 > kenlm_model.arpa\n", + "# ../kenlm/build/bin/build_binary kenlm_model.arpa kenlm_model.binary " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading train data...\n" + ] + } + ], + "source": [ + "import regex as re\n", + "\n", + "# save train text to file\n", + "\n", + "def clean_string(text):\n", + " text = text.lower()\n", + " text = re.sub(r\" -\\\\*\\\\n\", \"\", text)\n", + " text = re.sub(r\"\\\\n\", \" \", text)\n", + " text = text.strip()\n", + " return text\n", + "\n", + "train_text = \"\"\n", + "print(\"Reading train data...\")\n", + "with open(\"train/in.tsv\", encoding=\"utf8\", mode=\"rt\") as file, open(\"train/expected.tsv\", encoding=\"utf8\", mode=\"rt\") as expected:\n", + " for t_line, e_line in zip(file, expected):\n", + " t_line = t_line.split(\"\\t\")\n", + " train_text += clean_string(t_line[-2]) + f\" {clean_string(e_line)} \" + clean_string(t_line[-1])\n", + "\n", + "# save train_text to file\n", + "print(\"saving to file...\")\n", + "with open(\"train_text.txt\", encoding=\"utf8\", mode=\"w\") as file:\n", + " file.write(train_text)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-7.822547912597656\n" + ] + } + ], + "source": [ + "import kenlm\n", + "\n", + "path = 'test_model.binary'\n", + "model = kenlm.Model(path)\n", + "\n", + "sentence = \"of the way\"\n", + "print(model.score(sentence))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Run predictions on dev-0 data...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 0%| | 8/10519 [08:16<40:44:33, 13.95s/it] " + ] + } + ], + "source": [ + "from tqdm import tqdm\n", + "import regex as re\n", + "from nltk.tokenize import word_tokenize\n", + "from english_words import get_english_words_set\n", + "\n", + "\n", + "\n", + "def clean_string(text):\n", + " text = text.lower()\n", + " text = re.sub(r\" -\\\\*\\\\n\", \"\", text)\n", + " text = re.sub(r\"\\\\n\", \" \", text)\n", + " text = text.strip()\n", + " return text\n", + "\n", + "\n", + "def get_word_predictions(w1, w2,):\n", + " for word in get_english_words_set(['web2'], lower=True):\n", + " sentence = w1 + ' ' + word + ' ' + w2\n", + " text_score = model.score(sentence, bos=False, eos=False)\n", + " yield((word, text_score))\n", + "\n", + "def argmax(w1,w2):\n", + " # get top 10 predictions from predict_line\n", + " top_10 = sorted(list(get_word_predictions(w1,w2)), key=lambda x: -x[1])[:10]\n", + " output_line = \" \".join([\"{}:{:.8f}\".format(w, p) for w, p in top_10])\n", + " return output_line\n", + "\n", + " # print(f\"{sentence}: {text_score}\")\n", + "\n", + " # probs = list(argmax(w1, w2, w4, w5, v, v2, v3))\n", + " # sum_prob = sum(p for (w, p) in probs)\n", + "\n", + " # try:\n", + " # probs = [(w, p / sum_prob) for w, p in probs]\n", + " # except ZeroDivisionError:\n", + " # return \"the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1\"\n", + "\n", + " # top_probs = sorted(probs, key=lambda x: -x[1])[:4]\n", + " # top_probs = [(w,p) for (w,p) in top_probs if p > 0]\n", + " \n", + " # del probs\n", + " # del sum_prob\n", + "\n", + " # if len(top_probs) == 0:\n", + " # return \"the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1\"\n", + " \n", + " # left_prob = 1 - sum(p for (w, p) in top_probs)\n", + " # if left_prob < 0.1:\n", + " # left_prob = 0.1\n", + "\n", + " # output_line = \" \".join([\"{}:{:.8f}\".format(w, p) for w, p in top_probs])\n", + " # output_line += \" :{:.8f}\".format(left_prob)\n", + "\n", + " # # print(f\"{w1} {w2} {w}\" for w in out_line.split(\" \"))\n", + "\n", + " # return output_line\n", + "\n", + "\n", + "def run_predictions(source_folder):\n", + " print(f\"Run predictions on {source_folder} data...\")\n", + " \n", + " with open(f\"{source_folder}/in.tsv\", encoding=\"utf8\", mode=\"rt\") as file:\n", + " train_data = file.readlines()\n", + "\n", + " with open(f\"{source_folder}/out_kenlm.tsv\", \"w\", encoding=\"utf-8\") as output_file:\n", + " for line in tqdm(train_data):\n", + " line = line.split(\"\\t\")\n", + " \n", + " l1 = clean_string(line[-2])\n", + " l2 = clean_string(line[-1])\n", + "\n", + " if not l1 or not l2:\n", + " out_line = \"the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1\"\n", + " else:\n", + " w1 = word_tokenize(l1)[-1:][0]\n", + " w2 = word_tokenize(l2)[0][0] \n", + " out_line = argmax(w1, w2)\n", + " \n", + " output_file.write(out_line + \"\\n\")\n", + " \n", + "\n", + "run_predictions(\"dev-0\")\n", + "# run_predictions(\"test-A\", V_counter, V2, V3, V4)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "432022\n" + ] + } + ], + "source": [ + "# with open(\"train/in.tsv\", encoding=\"utf8\", mode=\"rt\") as file:\n", + "# train_data = file.readlines()\n", + "# print(len(train_data))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['rin',\n", + " '11K',\n", + " 'ui',\n", + " 'i',\n", + " 'rsognfd',\n", + " 'inlriliinnts',\n", + " 'i',\n", + " '>',\n", + " 'r',\n", + " 'the',\n", + " 'town',\n", + " 'ofy',\n", + " '.-Jinn',\n", + " ',',\n", + " 'in',\n", + " 'the',\n", + " 'county',\n", + " 'of',\n", + " 'Lincoln',\n", + " 'Rrspcrtfully',\n", + " 'rop',\n", + " 'HHont',\n", + " ',',\n", + " 'that',\n", + " 'the',\n", + " 'part',\n", + " 'ol',\n", + " 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'also',\n", + " 'true',\n", + " 'that',\n", + " 'the',\n", + " 'Republican',\n", + " 'par',\n", + " 'ty',\n", + " 'is',\n", + " 'National',\n", + " 'in',\n", + " 'its',\n", + " 'and',\n", + " 'design',\n", + " ',',\n", + " 'and',\n", + " 'hence',\n", + " ',',\n", + " 'every',\n", + " 'election',\n", + " ',',\n", + " 'be',\n", + " 'it',\n", + " 'of',\n", + " 'State.or',\n", + " ';',\n", + " 'County',\n", + " ',',\n", + " 'or',\n", + " 'of',\n", + " 'town',\n", + " ',',\n", + " 'or',\n", + " 'of',\n", + " 'city',\n", + " ',',\n", + " 'partakesalike',\n", + " 'of',\n", + " 'a',\n", + " 'National',\n", + " 'nature',\n", + " ',',\n", + " 'and',\n", + " 'their',\n", + " 're',\n", + " 'sults',\n", + " 'enter',\n", + " 'into',\n", + " 'all',\n", + " 'our',\n", + " 'general',\n", + " 'concerns.But',\n", + " 'I',\n", + " 'now',\n", + " 'propose',\n", + " 'to',\n", + " 'speak',\n", + " 'to',\n", + " 'you',\n", + " 'offacts',\n", + " 'which',\n", + " 'more',\n", + " 'immediately',\n", + " 'interestyou',\n", + " '.',\n", + " 'I',\n", + " 'am',\n", + " 'before',\n", + " 'you',\n", + " 'as',\n", + " 'your',\n", + " 'candidatefor',\n", + " 'Governor',\n", + " 'not',\n", + " 'of',\n", + " 'my',\n", + " 'own',\n", + " 'choice',\n", + " ',',\n", + " \"'\",\n", + " 'Imay',\n", + " 'justly',\n", + " 'say',\n", + " '.',\n", + " 'Ody',\n", + " 'ambition',\n", + " 'was',\n", + " 'satis',\n", + " 'fied',\n", + " 'with',\n", + " 'one',\n", + " 'term',\n", + " ',',\n", + " 'and',\n", + " 'I',\n", + " 'had',\n", + " 'hoped',\n", + " 'to',\n", + " 're',\n", + " 'tire',\n", + " 'from',\n", + " 'the',\n", + " 'cares',\n", + " 'of',\n", + " 'office',\n", + " 'to',\n", + " 'devote',\n", + " 'mytime',\n", + " 'to',\n", + " 'interests',\n", + " 'of',\n", + " 'a',\n", + " 'private',\n", + " 'nature',\n", + " '.',\n", + " 'Yetsummoned',\n", + " 'as',\n", + " 'I',\n", + " 'was',\n", + " ',',\n", + " 'by',\n", + " 'the',\n", + " 'unanimouschoice',\n", + " 'of',\n", + " 'your',\n", + " 'representatives',\n", + " 'in',\n", + " 'Conven',\n", + " 'tion',\n", + " ',',\n", + " 'I',\n", + " 'felt',\n", + " 'constrained',\n", + " 'to',\n", + " 'accept',\n", + " 'the',\n", + " 'callof',\n", + " '.',\n", + " 'the',\n", + " 'Republican',\n", + " 'party',\n", + " ',',\n", + " 'and',\n", + " 'I',\n", + " 'am',\n", + " 'hereto',\n", + " 'open',\n", + " 'to',\n", + " 'you',\n", + " 'my',\n", + " 'heart',\n", + " 'and',\n", + " 'my',\n", + " 'mind',\n", + " 'up',\n", + " 'on',\n", + " 'public',\n", + " 'questions',\n", + " 'in',\n", + " 'which',\n", + " 'you',\n", + " 'justlymanifest',\n", + " 'a',\n", + " 'deep',\n", + " 'interest',\n", + " '.']" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from nltk.tokenize import word_tokenize\n", + "word_tokenize(text)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'the': 9065021,\n", + " 'of': 5472207,\n", + " 'and': 4299259,\n", + " 'to': 3575612,\n", + " 'a': 2710622,\n", + " 'in': 2686894,\n", + " 'that': 1467928,\n", + " 'is': 1279167,\n", + " 'it': 1167772,\n", + " 'for': 1144284,\n", + " 'be': 992701,\n", + " 'was': 986130,\n", + " 'as': 879790,\n", + " 'at': 863453,\n", + " 'by': 858066,\n", + " 'on': 819505,\n", + " 'i': 816076,\n", + " 'with': 794078,\n", + " 'he': 776888,\n", + " 'or': 674438,\n", + " 'this': 627203,\n", + " 'his': 618101,\n", + " 'not': 604947,\n", + " 'from': 576711,\n", + " 'which': 572596,\n", + " 'are': 528619,\n", + " 'will': 519112,\n", + " 'have': 513257,\n", + " 's': 489456,\n", + " 'tho': 465585,\n", + " 'all': 463084,\n", + " 'but': 460675,\n", + " 'they': 450993,\n", + " 'an': 420170,\n", + " 'one': 413809,\n", + " 'had': 396904,\n", + " 'has': 386379,\n", + " 'their': 377294,\n", + " 'been': 374978,\n", + " 'no': 366339,\n", + " 'said': 353115,\n", + " 'were': 348313,\n", + " 'who': 342015,\n", + " 'we': 319853,\n", + " 'there': 311264,\n", + " 'would': 290263,\n", + " '1': 286386,\n", + " 't': 275743,\n", + " 'so': 272336,\n", + " 'if': 271926,\n", + " 'any': 269024,\n", + " 'when': 268129,\n", + " 'her': 258976,\n", + " 'them': 240990,\n", + " 'him': 237535,\n", + " 'mr': 229137,\n", + " 'its': 224384,\n", + " 'you': 223369,\n", + " 'out': 222458,\n", + " 'our': 213779,\n", + " 'other': 213610,\n", + " 'time': 211490,\n", + " 'more': 207219,\n", + " 'upon': 200290,\n", + " 'than': 199152,\n", + " 'made': 198649,\n", + " 'up': 197991,\n", + " 'day': 194396,\n", + " 'such': 193026,\n", + " 'two': 192820,\n", + " 'may': 192332,\n", + " 'tbe': 190738,\n", + " 'some': 183696,\n", + " 'state': 179728,\n", + " 'j': 178635,\n", + " 'do': 176230,\n", + " 'man': 175854,\n", + " 'now': 174816,\n", + " 'can': 174633,\n", + " 'she': 172474,\n", + " 'm': 166226,\n", + " 'into': 166143,\n", + " 'e': 166003,\n", + " 'w': 164759,\n", + " 'about': 164037,\n", + " 'n': 163632,\n", + " 'new': 162739,\n", + " 'l': 158739,\n", + " 'my': 158632,\n", + " 'only': 155874,\n", + " 'men': 155281,\n", + " 'city': 149928,\n", + " 'ing': 149573,\n", + " 'then': 149545,\n", + " 'shall': 148173,\n", + " 'these': 145383,\n", + " 'after': 144729,\n", + " 'should': 142414,\n", + " 'o': 140683,\n", + " 'over': 140671,\n", + " 'great': 139053,\n", + " 'county': 135720,\n", + " 'good': 135681,\n", + " 'very': 135509,\n", + " 'what': 135139,\n", + " 'every': 134754,\n", + " 'r': 134054,\n", + " 'years': 133524,\n", + " 'd': 133321,\n", + " 'c': 132482,\n", + " 'being': 130985,\n", + " 'people': 130583,\n", + " 'first': 127281,\n", + " '000': 127084,\n", + " 're': 125442,\n", + " 'many': 124439,\n", + " 'most': 123285,\n", + " 'could': 123230,\n", + " 'under': 122289,\n", + " 'h': 121514,\n", + " 'before': 118539,\n", + " 'well': 118108,\n", + " 'per': 114940,\n", + " 'last': 114552,\n", + " 'work': 113010,\n", + " 'same': 112079,\n", + " 'where': 111579,\n", + " 'me': 111346,\n", + " 'f': 110556,\n", + " 'mrs': 108039,\n", + " 'those': 107671,\n", + " 'ot': 107631,\n", + " 'feet': 106860,\n", + " 'much': 106570,\n", + " 'year': 104062,\n", + " 'make': 103103,\n", + " 'states': 101683,\n", + " 'three': 99943,\n", + " 'while': 97401,\n", + " 'house': 97187,\n", + " 'also': 95849,\n", + " 'old': 95558,\n", + " 'through': 94245,\n", + " 'each': 93521,\n", + " 'way': 93193,\n", + " 'country': 92494,\n", + " 'tion': 92215,\n", + " 'us': 92158,\n", + " 'little': 92011,\n", + " 'court': 90894,\n", + " 'place': 90642,\n", + " 'down': 90465,\n", + " '2': 90005,\n", + " 'b': 89797,\n", + " 'must': 89316,\n", + " 'did': 88750,\n", + " 'land': 88682,\n", + " 'north': 87040,\n", + " 'con': 85792,\n", + " 'part': 85665,\n", + " 'south': 85226,\n", + " 'your': 85192,\n", + " 'street': 84360,\n", + " 'aud': 83993,\n", + " 'public': 81839,\n", + " 'law': 81740,\n", + " 'long': 81409,\n", + " 'without': 81332,\n", + " 'here': 80105,\n", + " 'against': 79394,\n", + " 'de': 78915,\n", + " 'th': 77471,\n", + " 'u': 76398,\n", + " 'ed': 76228,\n", + " 'until': 75857,\n", + " 'p': 75604,\n", + " 'take': 75389,\n", + " 'large': 75219,\n", + " 'united': 75181,\n", + " 'line': 74996,\n", + " 'right': 74664,\n", + " 'few': 74474,\n", + " 'general': 74442,\n", + " 'ol': 74202,\n", + " 'life': 73885,\n", + " 'west': 73557,\n", + " 'like': 73209,\n", + " 'own': 72963,\n", + " 'bo': 72946,\n", + " 'found': 72887,\n", + " 'never': 72376,\n", + " '4': 72237,\n", + " 'company': 71150,\n", + " 'present': 70655,\n", + " '3': 70322,\n", + " 'go': 70233,\n", + " 'water': 70171,\n", + " 'money': 69656,\n", + " 'just': 69335,\n", + " 'party': 68859,\n", + " 'government': 68460,\n", + " 'home': 68371,\n", + " 'ho': 67622,\n", + " 'even': 66865,\n", + " 'days': 66663,\n", + " 'lie': 65871,\n", + " 'business': 64810,\n", + " 'ever': 64807,\n", + " 'get': 64435,\n", + " 'interest': 64157,\n", + " '10': 63963,\n", + " 'how': 63854,\n", + " 'war': 63838,\n", + " 'taken': 63488,\n", + " 'during': 62969,\n", + " 'given': 62934,\n", + " 'see': 62869,\n", + " 'four': 62746,\n", + " 'come': 62435,\n", + " 'case': 61818,\n", + " 'having': 61386,\n", + " 'came': 60657,\n", + " 'know': 60620,\n", + " 'side': 60173,\n", + " 'com': 60088,\n", + " 'between': 60033,\n", + " 'order': 60029,\n", + " 'back': 59161,\n", + " 'give': 58993,\n", + " 'st': 58879,\n", + " 'iu': 58846,\n", + " 'john': 58509,\n", + " 'say': 58438,\n", + " 'best': 58191,\n", + " 'put': 58187,\n", + " 'too': 58037,\n", + " 'half': 57773,\n", + " 'office': 57699,\n", + " 'thence': 57646,\n", + " 'lot': 57528,\n", + " 'fact': 57223,\n", + " 'known': 57118,\n", + " 'both': 56984,\n", + " 'power': 56978,\n", + " 'number': 56772,\n", + " 'night': 56261,\n", + " 'la': 56044,\n", + " 'world': 55992,\n", + " 'president': 55991,\n", + " 'another': 55779,\n", + " 'district': 55515,\n", + " 'v': 55512,\n", + " 'next': 55126,\n", + " 'less': 55053,\n", + " 'ii': 54831,\n", + " 'went': 54645,\n", + " 'york': 54529,\n", + " 'far': 54511,\n", + " 'within': 53995,\n", + " 'ex': 53978,\n", + " 'left': 53894,\n", + " 'young': 53382,\n", + " 'town': 53122,\n", + " 'off': 53096,\n", + " '5': 52989,\n", + " 'hundred': 52853,\n", + " '8': 52792,\n", + " 'east': 52776,\n", + " 'five': 52647,\n", + " 'point': 52614,\n", + " 'use': 52450,\n", + " '*': 51877,\n", + " 'pay': 51822,\n", + " 'among': 51741,\n", + " 'yet': 51263,\n", + " 'several': 51056,\n", + " 'done': 50859,\n", + " 'bill': 50841,\n", + " 'white': 50826,\n", + " 'nnd': 50740,\n", + " 'held': 50550,\n", + " 'property': 50547,\n", + " 'road': 50330,\n", + " 'might': 50244,\n", + " 'board': 49911,\n", + " 'again': 49873,\n", + " 'high': 49557,\n", + " 'whole': 49391,\n", + " 'miss': 48883,\n", + " 'g': 48808,\n", + " 'act': 48591,\n", + " 'still': 48504,\n", + " 'hand': 48430,\n", + " 'end': 48330,\n", + " 'matter': 48328,\n", + " 'away': 48199,\n", + " 'sale': 48080,\n", + " 'ment': 47671,\n", + " 'ten': 47613,\n", + " 'because': 47468,\n", + " 'school': 47413,\n", + " 'twenty': 47404,\n", + " 'above': 47384,\n", + " 'called': 46828,\n", + " 'american': 46822,\n", + " 'y': 46356,\n", + " 'cent': 46222,\n", + " 'amount': 46115,\n", + " 'course': 45302,\n", + " 'ago': 45238,\n", + " 'small': 45187,\n", + " 'week': 45112,\n", + " 'six': 45092,\n", + " 'used': 44799,\n", + " 'section': 44395,\n", + " 'since': 44346,\n", + " 'dr': 44303,\n", + " 'once': 44211,\n", + " 'took': 44000,\n", + " '11': 43914,\n", + " 'ami': 43913,\n", + " '7': 43733,\n", + " 'himself': 43626,\n", + " 'nothing': 43490,\n", + " 'paid': 43343,\n", + " 'better': 43336,\n", + " 'am': 43321,\n", + " 'let': 43230,\n", + " 'bad': 43152,\n", + " 'soon': 43000,\n", + " 'clock': 42944,\n", + " 'however': 42464,\n", + " 'head': 42236,\n", + " 'k': 42178,\n", + " 'en': 42174,\n", + " 'does': 42024,\n", + " 'certain': 41908,\n", + " 'along': 41676,\n", + " 'pro': 41173,\n", + " 'body': 40913,\n", + " 'near': 40745,\n", + " 'committee': 40642,\n", + " 'thing': 40575,\n", + " 'question': 40132,\n", + " 'cause': 40071,\n", + " 'full': 40009,\n", + " 'others': 39921,\n", + " 'set': 39912,\n", + " 'brought': 39789,\n", + " 'al': 39459,\n", + " 'think': 39390,\n", + " 'making': 39357,\n", + " 'miles': 39337,\n", + " 'thought': 39327,\n", + " 'second': 39271,\n", + " 'morning': 39184,\n", + " 'though': 39178,\n", + " 'times': 39105,\n", + " 'girl': 38804,\n", + " 'boy': 38784,\n", + " '6': 38763,\n", + " 'co': 38623,\n", + " 'room': 38449,\n", + " 'following': 38325,\n", + " 'name': 38301,\n", + " 'wife': 38295,\n", + " 'church': 38274,\n", + " 'dollars': 38002,\n", + " 'always': 37648,\n", + " 'enough': 37486,\n", + " 'thus': 37477,\n", + " 'un': 37410,\n", + " 'almost': 37402,\n", + " 'cannot': 37223,\n", + " 'able': 37192,\n", + " 'river': 36841,\n", + " 'find': 36795,\n", + " '00': 36793,\n", + " 'ground': 36537,\n", + " 'due': 36444,\n", + " 'children': 36286,\n", + " 'got': 36227,\n", + " 'free': 36206,\n", + " 'light': 36137,\n", + " 'action': 36062,\n", + " 'ia': 36049,\n", + " 'washington': 35891,\n", + " 'friends': 35600,\n", + " 'says': 35599,\n", + " 'stock': 35587,\n", + " 'lo': 35573,\n", + " 'whom': 35563,\n", + " 'whose': 35346,\n", + " 'service': 35273,\n", + " 'received': 35272,\n", + " 'means': 34777,\n", + " 'person': 34759,\n", + " 'necessary': 34700,\n", + " 'nor': 34676,\n", + " 'told': 34675,\n", + " 'death': 34557,\n", + " 'sent': 34369,\n", + " 'further': 34226,\n", + " 'purpose': 34128,\n", + " 'er': 34115,\n", + " 'things': 34079,\n", + " 'tha': 33661,\n", + " 'congress': 33650,\n", + " 'bis': 33499,\n", + " 'passed': 33493,\n", + " 'seen': 33484,\n", + " 'national': 33330,\n", + " 'building': 33234,\n", + " 'keep': 33214,\n", + " 'front': 33196,\n", + " 'block': 33088,\n", + " 'real': 33028,\n", + " 'aa': 32803,\n", + " 'going': 32767,\n", + " 'past': 32699,\n", + " 'whether': 32622,\n", + " 'months': 32443,\n", + " 'dis': 32419,\n", + " 'ly': 32398,\n", + " 'true': 32297,\n", + " 'sum': 32271,\n", + " 'woman': 32180,\n", + " 'subject': 32114,\n", + " '50': 32109,\n", + " 'either': 32013,\n", + " 'railroad': 31994,\n", + " 'son': 31985,\n", + " 'members': 31976,\n", + " 'union': 31922,\n", + " 'system': 31839,\n", + " '0': 31799,\n", + " 'gold': 31698,\n", + " 'around': 31668,\n", + " 'persons': 31587,\n", + " '20': 31585,\n", + " 'sold': 31542,\n", + " 'duty': 31529,\n", + " 'market': 31376,\n", + " 'least': 31270,\n", + " 'show': 31147,\n", + " 'form': 30989,\n", + " 'hands': 30983,\n", + " '12': 30964,\n", + " 'saw': 30856,\n", + " 'tlie': 30853,\n", + " 'family': 30818,\n", + " 'cost': 30746,\n", + " 'report': 30665,\n", + " 'why': 30549,\n", + " 'nearly': 30520,\n", + " 'election': 30453,\n", + " 'short': 30337,\n", + " 'price': 30306,\n", + " 'become': 30266,\n", + " 'notice': 30132,\n", + " 'look': 30122,\n", + " 'condition': 30013,\n", + " '30': 29989,\n", + " 'open': 29981,\n", + " 'meeting': 29913,\n", + " 'kind': 29855,\n", + " 'lots': 29836,\n", + " 'corner': 29771,\n", + " 'women': 29510,\n", + " 'together': 29506,\n", + " 'possible': 29491,\n", + " 'ihe': 29406,\n", + " 'gave': 29384,\n", + " '100': 29274,\n", + " 'themselves': 29250,\n", + " 'reason': 29105,\n", + " 'labor': 29043,\n", + " 'ter': 29006,\n", + " 'judge': 28965,\n", + " 'vote': 28927,\n", + " 'result': 28914,\n", + " 'third': 28722,\n", + " 'run': 28717,\n", + " 'fair': 28653,\n", + " 'tin': 28635,\n", + " 'value': 28498,\n", + " 'mortgage': 28465,\n", + " 'eight': 28464,\n", + " 'ad': 28331,\n", + " 'position': 28286,\n", + " 'evening': 28178,\n", + " 'wo': 28163,\n", + " 'thereof': 28056,\n", + " '9': 28023,\n", + " 'tor': 27921,\n", + " 'lor': 27839,\n", + " 'provided': 27801,\n", + " 'bank': 27781,\n", + " 'cut': 27746,\n", + " 'im': 27696,\n", + " 'described': 27667,\n", + " 'believe': 27648,\n", + " 'hour': 27634,\n", + " 'paper': 27584,\n", + " 'hold': 27567,\n", + " 'live': 27543,\n", + " '15': 27446,\n", + " 'acres': 27399,\n", + " 'god': 27370,\n", + " 'early': 27298,\n", + " '25': 27277,\n", + " 'quarter': 27190,\n", + " 'thirty': 27132,\n", + " 'want': 27115,\n", + " 'therefore': 27093,\n", + " 'late': 27091,\n", + " 'call': 26989,\n", + " 'charge': 26959,\n", + " 'heard': 26900,\n", + " 'army': 26885,\n", + " 'effect': 26707,\n", + " 'waa': 26689,\n", + " 'laws': 26659,\n", + " 'face': 26638,\n", + " 'oi': 26628,\n", + " 'cents': 26425,\n", + " 'stand': 26384,\n", + " 'age': 26226,\n", + " 'kept': 26167,\n", + " 'fire': 26109,\n", + " 'tne': 26103,\n", + " 'date': 25797,\n", + " 'placed': 25621,\n", + " 'common': 25606,\n", + " 'mind': 25554,\n", + " 'william': 25538,\n", + " 'march': 25514,\n", + " 'door': 25482,\n", + " 'heart': 25459,\n", + " 'republican': 25359,\n", + " 'aid': 25218,\n", + " 'special': 25161,\n", + " 'force': 25130,\n", + " 'ap': 25055,\n", + " 'beginning': 25026,\n", + " 'thousand': 25006,\n", + " 'secretary': 25005,\n", + " 'strong': 24999,\n", + " 'ac': 24935,\n", + " 'claim': 24931,\n", + " 'farm': 24896,\n", + " 'officers': 24822,\n", + " 'father': 24813,\n", + " 'estate': 24803,\n", + " 'political': 24619,\n", + " 'tax': 24583,\n", + " 'except': 24565,\n", + " 'manner': 24525,\n", + " 'cases': 24524,\n", + " 'lands': 24481,\n", + " 'department': 24456,\n", + " 'ar': 24372,\n", + " 'hard': 24357,\n", + " 'already': 24286,\n", + " 'proper': 24281,\n", + " 'hi': 24258,\n", + " 'required': 24237,\n", + " 'low': 24225,\n", + " 'air': 24213,\n", + " 'trust': 24206,\n", + " 'asked': 24203,\n", + " 'james': 24201,\n", + " 'blood': 24189,\n", + " 'book': 24186,\n", + " 'meet': 24156,\n", + " 'poor': 24116,\n", + " 'fall': 24072,\n", + " 'george': 24063,\n", + " 'trade': 24019,\n", + " 'big': 23973,\n", + " 'quite': 23900,\n", + " 'car': 23566,\n", + " 'ready': 23514,\n", + " 'often': 23510,\n", + " 'close': 23374,\n", + " 'field': 23359,\n", + " 'bonds': 23337,\n", + " 'read': 23320,\n", + " 'attention': 23309,\n", + " 'view': 23229,\n", + " 'class': 23192,\n", + " 'red': 23181,\n", + " 'hut': 23150,\n", + " 'care': 23107,\n", + " 'mother': 23095,\n", + " 'black': 23081,\n", + " 'tell': 23073,\n", + " 'deed': 23072,\n", + " 'return': 23011,\n", + " 'gen': 23006,\n", + " 'tions': 22984,\n", + " 'lost': 22978,\n", + " 'something': 22884,\n", + " 'favor': 22766,\n", + " 'nt': 22733,\n", + " 'rate': 22629,\n", + " 'health': 22618,\n", + " 'weeks': 22573,\n", + " 'fine': 22567,\n", + " 'oil': 22549,\n", + " 'taking': 22481,\n", + " 'hereby': 22425,\n", + " 'follows': 22375,\n", + " 'hours': 22368,\n", + " 'hope': 22366,\n", + " 'july': 22337,\n", + " 'letter': 22320,\n", + " 'seven': 22309,\n", + " 'turned': 22295,\n", + " 'pre': 22155,\n", + " 'change': 22088,\n", + " 'yesterday': 22085,\n", + " 'demand': 22065,\n", + " 'don': 22026,\n", + " 'corn': 22006,\n", + " 'governor': 21960,\n", + " 'democratic': 21956,\n", + " 'senate': 21946,\n", + " 'need': 21937,\n", + " 'coming': 21932,\n", + " 'prices': 21903,\n", + " 'try': 21890,\n", + " 'knew': 21885,\n", + " 'eyes': 21879,\n", + " 'virginia': 21859,\n", + " 'carried': 21841,\n", + " 'minutes': 21785,\n", + " 'train': 21780,\n", + " 'opinion': 21763,\n", + " 'itself': 21699,\n", + " 'doubt': 21693,\n", + " 'leave': 21663,\n", + " 'grand': 21626,\n", + " 'account': 21583,\n", + " 'month': 21563,\n", + " 'nature': 21520,\n", + " 'citizens': 21483,\n", + " 'sell': 21470,\n", + " 'food': 21406,\n", + " 'rather': 21324,\n", + " 'western': 21296,\n", + " 'nation': 21288,\n", + " 'character': 21283,\n", + " 'bring': 21268,\n", + " 'although': 21250,\n", + " 'ns': 21219,\n", + " 'seems': 21196,\n", + " 'probably': 21095,\n", + " 'southern': 21015,\n", + " 'dead': 20966,\n", + " 'worth': 20918,\n", + " 'anything': 20847,\n", + " 'began': 20846,\n", + " 'li': 20795,\n", + " 'child': 20729,\n", + " 'silver': 20723,\n", + " 'according': 20646,\n", + " 'fifty': 20565,\n", + " 'hall': 20553,\n", + " 'important': 20539,\n", + " 'charles': 20488,\n", + " 'smith': 20474,\n", + " 'chief': 20472,\n", + " 'doing': 20464,\n", + " 'love': 20462,\n", + " 'turn': 20440,\n", + " 'june': 20423,\n", + " 'ti': 20420,\n", + " 'senator': 20412,\n", + " 'feel': 20405,\n", + " 'wheat': 20394,\n", + " 'latter': 20375,\n", + " 'entire': 20375,\n", + " 'iron': 20371,\n", + " 'heavy': 20328,\n", + " 'story': 20296,\n", + " 'different': 20231,\n", + " 'record': 20197,\n", + " 'il': 20195,\n", + " 'met': 20185,\n", + " 'ou': 20136,\n", + " 'terms': 20037,\n", + " 'ton': 19905,\n", + " 'spring': 19903,\n", + " 'became': 19897,\n", + " '13': 19826,\n", + " 'peace': 19819,\n", + " 'seemed': 19796,\n", + " 'ship': 19773,\n", + " 'fully': 19727,\n", + " 'ill': 19709,\n", + " 'various': 19682,\n", + " 'post': 19655,\n", + " 'horse': 19616,\n", + " 'named': 19559,\n", + " 'running': 19554,\n", + " 'gone': 19525,\n", + " 'avenue': 19521,\n", + " 'range': 19503,\n", + " 'mo': 19496,\n", + " 'reached': 19480,\n", + " 'ha': 19462,\n", + " 'plan': 19424,\n", + " 'season': 19391,\n", + " 'clerk': 19340,\n", + " 'appear': 19315,\n", + " 'inches': 19302,\n", + " 'convention': 19295,\n", + " 'living': 19292,\n", + " 'portion': 19268,\n", + " 'help': 19267,\n", + " 'member': 19224,\n", + " 'perhaps': 19219,\n", + " 'chicago': 19191,\n", + " 'aad': 19174,\n", + " 'later': 19171,\n", + " 'places': 19117,\n", + " 'rest': 19087,\n", + " 'main': 19080,\n", + " 'rights': 19076,\n", + " '40': 19053,\n", + " 'conditions': 19053,\n", + " 'april': 19024,\n", + " 'future': 19023,\n", + " 'greater': 19019,\n", + " 'constitution': 18998,\n", + " 'foot': 18993,\n", + " 'words': 18974,\n", + " 'success': 18973,\n", + " 'justice': 18935,\n", + " 'hill': 18855,\n", + " 'und': 18825,\n", + " 'streets': 18812,\n", + " 'sec': 18737,\n", + " 'crop': 18729,\n", + " 'forty': 18729,\n", + " 'today': 18701,\n", + " 'loss': 18680,\n", + " '14': 18646,\n", + " 'friend': 18607,\n", + " 'word': 18596,\n", + " 'alone': 18554,\n", + " 'local': 18551,\n", + " 'sea': 18522,\n", + " 'lu': 18511,\n", + " 'payment': 18495,\n", + " 'laid': 18465,\n", + " 'generally': 18461,\n", + " 'winter': 18458,\n", + " 'col': 18410,\n", + " 'majority': 18392,\n", + " 'support': 18372,\n", + " 'history': 18307,\n", + " 'till': 18239,\n", + " 'regard': 18214,\n", + " 'earth': 18210,\n", + " 'england': 18198,\n", + " 'nine': 18193,\n", + " 'aro': 18154,\n", + " 'cash': 18104,\n", + " 'cotton': 18065,\n", + " 'ohio': 18020,\n", + " 'foreign': 17966,\n", + " 'interests': 17953,\n", + " 'king': 17938,\n", + " 'judgment': 17937,\n", + " 'makes': 17916,\n", + " 'stated': 17901,\n", + " 'toward': 17897,\n", + " 'lower': 17875,\n", + " 'wit': 17873,\n", + " 'equal': 17867,\n", + " 'mary': 17853,\n", + " 'wood': 17838,\n", + " 'capital': 17817,\n", + " 'parties': 17781,\n", + " 'felt': 17778,\n", + " 'looked': 17754,\n", + " 'died': 17744,\n", + " 'pass': 17737,\n", + " '18': 17726,\n", + " 'arc': 17712,\n", + " 'moment': 17704,\n", + " 'afternoon': 17700,\n", + " 'ty': 17691,\n", + " 'period': 17680,\n", + " 'lines': 17648,\n", + " 'returned': 17621,\n", + " 'unless': 17614,\n", + " 'increase': 17599,\n", + " 'idea': 17586,\n", + " 'private': 17576,\n", + " '16': 17569,\n", + " 'lake': 17550,\n", + " 'ber': 17529,\n", + " 'giving': 17519,\n", + " 'cold': 17504,\n", + " 'personal': 17444,\n", + " 'lay': 17421,\n", + " 'farmers': 17403,\n", + " 'degrees': 17385,\n", + " 'policy': 17359,\n", + " 'ma': 17356,\n", + " 'ft': 17331,\n", + " 'henry': 17327,\n", + " 'cor': 17305,\n", + " 'territory': 17287,\n", + " 'disease': 17279,\n", + " 'comes': 17200,\n", + " 'supply': 17199,\n", + " 'es': 17189,\n", + " 'spirit': 17174,\n", + " 'boys': 17143,\n", + " 'brown': 17138,\n", + " 'followed': 17117,\n", + " 'ought': 17101,\n", + " 'secured': 17039,\n", + " 'township': 17004,\n", + " 'secure': 16912,\n", + " 'carry': 16885,\n", + " 'society': 16870,\n", + " 'shown': 16865,\n", + " 'fore': 16850,\n", + " 'au': 16850,\n", + " 'sure': 16847,\n", + " 'human': 16805,\n", + " 'monday': 16785,\n", + " 'especially': 16784,\n", + " 'entirely': 16724,\n", + " 'tbo': 16675,\n", + " 'rich': 16674,\n", + " 'clear': 16614,\n", + " 'farmer': 16596,\n", + " 'soil': 16560,\n", + " 'trouble': 16534,\n", + " 'elected': 16524,\n", + " 'coal': 16521,\n", + " 'ward': 16506,\n", + " 'stone': 16477,\n", + " 'self': 16457,\n", + " 'america': 16439,\n", + " 'taxes': 16396,\n", + " 'll': 16384,\n", + " 'tried': 16360,\n", + " 'ana': 16325,\n", + " 'former': 16324,\n", + " 'term': 16310,\n", + " 'honor': 16306,\n", + " 'ordered': 16303,\n", + " 'sunday': 16291,\n", + " 'premises': 16249,\n", + " 'started': 16245,\n", + " 'bed': 16221,\n", + " 'goods': 16187,\n", + " 'instead': 16184,\n", + " 'thomas': 16159,\n", + " 'trial': 16141,\n", + " 'across': 16122,\n", + " 'beautiful': 16119,\n", + " 'pa': 16110,\n", + " 'strength': 16083,\n", + " 'allowed': 16073,\n", + " 'deal': 16044,\n", + " 'port': 15990,\n", + " 'lady': 15937,\n", + " 'highest': 15934,\n", + " 'parts': 15933,\n", + " 'pounds': 15929,\n", + " 'island': 15921,\n", + " 'top': 15883,\n", + " 'deep': 15883,\n", + " 'session': 15874,\n", + " 'recorded': 15839,\n", + " 'control': 15819,\n", + " 'served': 15812,\n", + " 'entered': 15787,\n", + " 'military': 15785,\n", + " 'tl': 15751,\n", + " 'none': 15751,\n", + " 'stood': 15751,\n", + " 'french': 15748,\n", + " 'answer': 15742,\n", + " 'seem': 15725,\n", + " 'saturday': 15654,\n", + " 'legislature': 15644,\n", + " 'sun': 15644,\n", + " 'sufficient': 15627,\n", + " '17': 15585,\n", + " 'houses': 15573,\n", + " 'rev': 15552,\n", + " 'article': 15541,\n", + " 'evidence': 15538,\n", + " 'expected': 15532,\n", + " 'statement': 15512,\n", + " '500': 15496,\n", + " 'object': 15493,\n", + " 'thc': 15493,\n", + " 'built': 15483,\n", + " 'win': 15459,\n", + " 'suit': 15456,\n", + " 'reported': 15446,\n", + " 'attorney': 15443,\n", + " 'club': 15436,\n", + " 'fur': 15432,\n", + " 'note': 15422,\n", + " 'officer': 15418,\n", + " 'total': 15411,\n", + " 'distance': 15389,\n", + " 'ono': 15385,\n", + " 'january': 15384,\n", + " 'cure': 15376,\n", + " 'council': 15371,\n", + " 'issue': 15364,\n", + " 'se': 15350,\n", + " 'immediately': 15310,\n", + " 'race': 15306,\n", + " 'san': 15278,\n", + " 'green': 15273,\n", + " 'wa': 15230,\n", + " 'looking': 15218,\n", + " 'debt': 15201,\n", + " 'firm': 15194,\n", + " 'ers': 15175,\n", + " 'louis': 15158,\n", + " 'roads': 15145,\n", + " 'ne': 15143,\n", + " 'hat': 15138,\n", + " 'twelve': 15108,\n", + " 'forth': 15093,\n", + " 'claims': 15090,\n", + " 'higher': 15077,\n", + " 'offered': 15065,\n", + " 'id': 15058,\n", + " 'august': 15049,\n", + " 'finally': 15046,\n", + " 'receive': 15035,\n", + " 'captain': 15012,\n", + " 'fell': 15011,\n", + " 'commission': 14989,\n", + " 'havo': 14976,\n", + " 'bear': 14965,\n", + " 'bv': 14962,\n", + " 'dakota': 14960,\n", + " 'ness': 14948,\n", + " 'issued': 14938,\n", + " 'husband': 14926,\n", + " 'proposed': 14925,\n", + " 'points': 14912,\n", + " 'principal': 14901,\n", + " 'killed': 14901,\n", + " 'won': 14890,\n", + " 'wide': 14874,\n", + " 'le': 14849,\n", + " 'tie': 14828,\n", + " 'getting': 14805,\n", + " 'store': 14797,\n", + " 'etc': 14782,\n", + " 'single': 14779,\n", + " 'schools': 14751,\n", + " 'news': 14736,\n", + " 'natural': 14726,\n", + " 'direction': 14706,\n", + " 'opened': 14684,\n", + " 'police': 14681,\n", + " 'dry': 14666,\n", + " 'whatever': 14661,\n", + " 'game': 14652,\n", + " 'below': 14648,\n", + " 'trees': 14631,\n", + " 'quiet': 14630,\n", + " 'follow': 14622,\n", + " 'hear': 14621,\n", + " 'desire': 14621,\n", + " 'mining': 14592,\n", + " 'summer': 14561,\n", + " 'ai': 14560,\n", + " 'ir': 14555,\n", + " 'addition': 14547,\n", + " 'page': 14484,\n", + " 'fourth': 14476,\n", + " 'beyond': 14424,\n", + " 'press': 14377,\n", + " 'average': 14376,\n", + " 'dated': 14368,\n", + " 'led': 14362,\n", + " 'regular': 14336,\n", + " 'tba': 14332,\n", + " 'length': 14328,\n", + " 'continued': 14283,\n", + " 'northern': 14280,\n", + " ...}" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pickle\n", + "with open('V.pickle', 'rb') as handle:\n", + " V_counter = pickle.load(handle)\n", + "V_counter" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10000" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(V_counter)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "python11", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.3" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/kenlm_2words.py b/kenlm_2words.py new file mode 100644 index 0000000..00c34a5 --- /dev/null +++ b/kenlm_2words.py @@ -0,0 +1,79 @@ +from tqdm import tqdm +import regex as re +from nltk.tokenize import word_tokenize +from english_words import get_english_words_set +import kenlm +from math import log10 +import pickle + +path = 'kenlm_model.binary' +model = kenlm.Model(path) + +with open('V.pickle', 'rb') as handle: + V_counter = pickle.load(handle) + +def clean_string(text): + text = text.lower() + text = re.sub(r" -\\*\\n", "", text) + text = re.sub(r"\\n", " ", text) + text = text.strip() + return text + + +def predict_probs(w1, w3): + best_scores = [] + pred_str = "" + # for word in get_english_words_set(['web2'], lower=True): + for word in V_counter: + text = ' '.join([w1, word, w3]) + text_score = model.score(text, bos=False, eos=False) + if len(best_scores) < 5: + best_scores.append((word, text_score)) + else: + worst_score = best_scores[-1] + if worst_score[1] < text_score: + best_scores[-1] = (word, text_score) + best_scores = sorted(best_scores, key=lambda tup: tup[1], reverse=True) + + for word, prob in best_scores: + pred_str += f'{word}:{prob} ' + pred_str += f':{log10(0.99)}' + return pred_str + +def get_word_predictions(w1, w2,): + for word in get_english_words_set(['web2'], lower=True): + sentence = w1 + ' ' + word + ' ' + w2 + text_score = model.score(sentence, bos=False, eos=False) + yield((word, text_score)) + +def argmax(w1,w2): + # get top 10 predictions from predict_line + top_10 = sorted(list(get_word_predictions(w1,w2)), key=lambda x: -x[1])[:4] + output_line = " ".join(["{}:{:.8f}".format(w, p) for w, p in top_10]) + return output_line + +def run_predictions(source_folder): + print(f"Run predictions on {source_folder} data...") + + with open(f"{source_folder}/in.tsv", encoding="utf8", mode="rt") as file: + train_data = file.readlines() + + with open(f"{source_folder}/out.tsv", "w", encoding="utf-8") as output_file: + for line in tqdm(train_data): + line = line.split("\t") + + l1 = clean_string(line[-2]) + l2 = clean_string(line[-1]) + + if not l1 or not l2: + out_line = "the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1" + else: + w1 = word_tokenize(l1)[-1] + w2 = word_tokenize(l2)[0] + out_line = predict_probs(w1, w2) + + output_file.write(out_line + "\n") + + +run_predictions("dev-0") +run_predictions("test-A") diff --git a/kenlm_4words.py b/kenlm_4words.py new file mode 100644 index 0000000..f68afd5 --- /dev/null +++ b/kenlm_4words.py @@ -0,0 +1,79 @@ +from tqdm import tqdm +import regex as re +from nltk.tokenize import word_tokenize +from english_words import get_english_words_set +import kenlm +from math import log10 +import pickle + +path = 'kenlm_model.binary' +model = kenlm.Model(path) + +with open('V.pickle', 'rb') as handle: + V_counter = pickle.load(handle) + +def clean_string(text): + text = text.lower() + text = re.sub(r" -\\*\\n", "", text) + text = re.sub(r"\\n", " ", text) + text = text.strip() + return text + + +def predict_probs(w1, w2, w4, w5): + best_scores = [] + pred_str = "" + # for word in get_english_words_set(['web2'], lower=True): + for word in V_counter: + text = ' '.join([w1, w2, word, w4, w5]) + text_score = model.score(text, bos=False, eos=False) + if len(best_scores) < 5: + best_scores.append((word, text_score)) + else: + worst_score = best_scores[-1] + if worst_score[1] < text_score: + best_scores[-1] = (word, text_score) + best_scores = sorted(best_scores, key=lambda tup: tup[1], reverse=True) + + for word, prob in best_scores: + pred_str += f'{word}:{prob} ' + pred_str += f':{log10(0.99)}' + return pred_str + +def get_word_predictions(w1, w2,): + for word in get_english_words_set(['web2'], lower=True): + sentence = w1 + ' ' + word + ' ' + w2 + text_score = model.score(sentence, bos=False, eos=False) + yield((word, text_score)) + +def argmax(w1,w2): + # get top 10 predictions from predict_line + top_10 = sorted(list(get_word_predictions(w1,w2)), key=lambda x: -x[1])[:4] + output_line = " ".join(["{}:{:.8f}".format(w, p) for w, p in top_10]) + return output_line + +def run_predictions(source_folder): + print(f"Run predictions on {source_folder} data...") + + with open(f"{source_folder}/in.tsv", encoding="utf8", mode="rt") as file: + train_data = file.readlines() + + with open(f"{source_folder}/out.tsv", "w", encoding="utf-8") as output_file: + for line in tqdm(train_data): + line = line.split("\t") + + l1 = clean_string(line[-2]) + l2 = clean_string(line[-1]) + + if not l1 or not l2: + out_line = "the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1" + else: + w1, w2 = word_tokenize(l1)[-2:] + w3, w4 = word_tokenize(l2)[:2] + out_line = predict_probs(w1, w2, w3, w4) + + output_file.write(out_line + "\n") + + +run_predictions("dev-0") +run_predictions("test-A") diff --git a/lm0.py b/lm0.py deleted file mode 100644 index 301b227..0000000 --- a/lm0.py +++ /dev/null @@ -1,13 +0,0 @@ -#!/usr/bin/python3 -import sys -for i, line in enumerate(sys.stdin): - if(line.split('\t')[6].endswith('\n')): - print('hence:0.95 :0.05') - elif(line.split('\t')[6].endswith('ot')): - print('be:0.6 a:0.35 :0.05') - elif(line.split('\t')[6].endswith('.')): - print('but:0.85 :0.15') - elif([l.split(' ') for l in line.split('\t')][5][0].endswith('ing')): - print('this:0.88 :0.12') - else: - print('the:0.5 a:0.3 :0.2') \ No newline at end of file diff --git a/test-A/out.tsv b/test-A/out.tsv new file mode 100644 index 0000000..fd2961e --- /dev/null +++ b/test-A/out.tsv @@ -0,0 +1,7414 @@ +f:-22.279659271240234 the:-22.431541442871094 i:-22.623722076416016 and:-22.629623413085938 of:-22.69460105895996 he:-22.70046615600586 lie:-22.73223876953125 a:-22.813459396362305 r:-22.828672409057617 t:-22.867197036743164 n:-22.92337989807129 e:-22.926637649536133 hat:-22.989072799682617 is:-22.998083114624023 was:-23.05510711669922 :-0.5228787452803376 +and:-17.041629791259766 that:-17.151081085205078 his:-17.16510009765625 the:-17.1951847076416 hat:-17.316837310791016 hence:-17.371601104736328 he:-17.418039321899414 of:-17.488414764404297 f:-17.56529426574707 but:-17.59264373779297 when:-17.60741424560547 1:-17.629384994506836 i:-17.64122772216797 j:-17.650911331176758 lie:-17.672107696533203 :-0.5228787452803376 +and:-24.834514617919922 the:-24.94231605529785 thence:-24.978368759155273 friends:-24.98243522644043 n:-25.08768081665039 of:-25.183591842651367 s:-25.246606826782227 a:-25.27240753173828 in:-25.27264404296875 it:-25.32274627685547 to:-25.373416900634766 few:-25.399091720581055 for:-25.410280227661133 man:-25.43660545349121 h:-25.472715377807617 :-0.5228787452803376 +num:-9.47794246673584 and:-10.020589828491211 to:-10.087197303771973 s:-10.201245307922363 match:-10.271865844726562 bay:-10.311849594116211 d:-10.368534088134766 few:-10.416667938232422 little:-10.428082466125488 c:-10.434602737426758 moment:-10.437911987304688 great:-10.457521438598633 in:-10.494196891784668 r:-10.51028060913086 j:-10.519057273864746 :-0.5228787452803376 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