From 00eb463a96940c78979098a0d2b15728bb491c17 Mon Sep 17 00:00:00 2001 From: pietrzakkuba Date: Sat, 23 Apr 2022 23:11:01 +0200 Subject: [PATCH] 470628 kenlm --- dev-0/out.tsv | 21038 +++++++++++++++++++++++------------------------ run.py | 80 +- test-A/out.tsv | 14828 ++++++++++++++++----------------- 3 files changed, 17969 insertions(+), 17977 deletions(-) diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 61bbe76..9d18bf8 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -the:0.6116504854368932 thence:0.09774436090225563 :0.29060515366085116 -own:0.007417517872526096 place:0.007080299318814805 successors:0.00685276066761316 value:0.0059617686207397965 passage:0.005960435234782998 members:0.005736779128412153 :0.960990439157111 -the:0.24528301886792456 distiuguislied:0.07975460122699386 :0.6749623799050816 -the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1 -pelled:0.13561275451402227 pared:0.039722329348245274 menced:0.039569727237802534 ing:0.03614457831325301 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hole:-6.294750213623047 year:-6.32289457321167 and:-6.395063400268555 :-2.0 +to:-12.465093612670898 will:-12.687947273254395 had:-12.804079055786133 has:-12.812959671020508 have:-12.912622451782227 would:-13.005123138427734 :-2.0 diff --git a/run.py b/run.py index 7e33c45..e9b8e28 100644 --- a/run.py +++ b/run.py @@ -1,10 +1,14 @@ from nltk.tokenize import word_tokenize from nltk import trigrams from collections import defaultdict, Counter +from english_words import english_words_alpha_set import pandas as pd import csv import regex as re import sys +import os +import kenlm +from math import log10 DEFAULT_PREDICTION = 'the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1' @@ -15,54 +19,41 @@ def preprocess(text): -class Model(): - def __init__(self, alpha, train_file_name, test_file_name): +class TrainModel(): + def __init__(self, train_file_name): - file_expected = pd.read_csv(f'{train_file_name}/expected.tsv', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE, nrows=200000) - file_in = pd.read_csv(f'{train_file_name}/in.tsv.xz', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE, nrows=200000) + file_expected = pd.read_csv(f'{train_file_name}/expected.tsv', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE) + file_in = pd.read_csv(f'{train_file_name}/in.tsv.xz', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE) file_in = file_in[[6, 7]] file_concat = pd.concat([file_in, file_expected], axis=1) file_concat['text'] = file_concat[6] + file_concat[0] + file_concat[7] - self.file = file_concat[['text']] - self.test_file_name = test_file_name - self.alpha = alpha; - self.model = defaultdict(lambda: defaultdict(lambda: 0)) + - def train(self): - rows = self.file.iterrows() - rows_len = len(self.file) - for index, (_, row) in enumerate(rows): - if index % 1000 == 0: - print(f'uczenie modelu: {index / rows_len}') - words = word_tokenize(preprocess(str(row['text']))) - for word_1, word_2, word_3 in trigrams(words, pad_right=True, pad_left=True): - if word_1 and word_2 and word_3: - self.model[(word_1, word_3)][word_2] += 1 - model_len = len(self.model) - for index, words_1_3 in enumerate(self.model): - if index % 100000 == 0: - print(f'normalizacja i wygładzanie: {index / model_len}') - occurrences = sum(self.model[words_1_3].values()) - for word_2 in self.model[words_1_3]: - self.model[words_1_3][word_2] += self.alpha - self.model[words_1_3][word_2] /= float(occurrences + self.alpha + len(word_2)) + def build_kenlm_model(self): + with open('text.txt', 'w+', encoding='utf-8') as file: + for _, row in self.file.iterrows(): + file.write(str(row['text']) + '\n') + os.system('./kenlm/build/bin/lmplz -o 4 < text.txt > model.arpa --skip_symbols') + os.system('./kenlm/build/bin/build_binary model.arpa model.binary') + os.system('rm text.txt') + self.kenlm_model = kenlm.Model('model.binary') def predict_row(self, word_before, word_after): - prediction = dict(Counter(dict(self.model[word_before, word_after])).most_common(6)) - result = [] - prob = 0.0 - for key, value in prediction.items(): - prob += value - result.append(f'{key}:{value}') - if prob == 0.0: - return DEFAULT_PREDICTION - result.append(f':{max(1 - prob, 0.01)}') - return ' '.join(result) + scores = {} + for word in english_words_alpha_set: + score = self.kenlm_model.score(word_before + ' ' + word + ' ' + word_after, bos=False, eos=False) + scores[word] = score + prediction = '' + top_probs = Counter(scores).most_common(6) + for word, prob in top_probs: + prediction += f'{word}:{prob} ' + prediction += f':{log10(0.01)}' + return prediction - def predict(self): - data = pd.read_csv(f'{self.test_file_name}/in.tsv.xz', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE) - with open(f'{self.test_file_name}/out.tsv', 'w', encoding='utf-8') as file_out: + def predict(self, test_file_name): + data = pd.read_csv(f'{test_file_name}/in.tsv.xz', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE) + with open(f'{test_file_name}/out.tsv', 'w', encoding='utf-8') as file_out: for _, row in data.iterrows(): words_before, words_after = word_tokenize(preprocess(str(row[6]))), word_tokenize(preprocess(str(row[7]))) if len(words_before) < 3 or len(words_after) < 3: @@ -73,8 +64,9 @@ class Model(): -alpha = float(sys.argv[1]) -print(f'alfa: {alpha}') -model = Model(alpha, 'train', sys.argv[2]) -model.train() -model.predict() +training = TrainModel('train') +training.build_kenlm_model() +training.predict('test-A') +training.predict('dev-0') + + diff --git a/test-A/out.tsv b/test-A/out.tsv index 258d4b0..d742140 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7414 @@ -time:0.04249498449753785 lien:0.04249498449753785 mortgage:0.0367553865652725 put:0.018819660149826424 place:0.018751137811760424 payment:0.01868311264284419 :0.8220007338352208 -is:0.03837020781815502 was:0.02935830890901053 day:0.020352692679252698 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