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m:0.015779620219309978 change:0.013259766841683724 place:0.011127926644707558 :0.9215370742365235 +a:0.411764705882353 the:0.15492957746478875 county:0.10891089108910892 :0.3243948255637493 +whatever:0.13561847988077497 taken:0.06396255850234009 and:0.0499194847020934 them:0.0491283676703645 a:0.03494176372712147 :0.6664293455173056 +man:0.021773992373757173 point:0.016416794273708204 m:0.015726971220712527 change:0.013207076999750812 place:0.01107510416295716 :0.9218000609691142 to:0.02 be:0.02 the:0.02 or:0.01 not:0.01 and:0.01 a:0.01 :0.9 diff --git a/run.py b/run.py index 4d9c614..68f34dd 100644 --- a/run.py +++ b/run.py @@ -4,62 +4,70 @@ import pandas as pd import csv import regex as re +default_pred = 'to:0.02 be:0.02 the:0.02 or:0.01 not:0.01 and:0.01 a:0.01 :0.9' + def preprocess(text): text = text.lower().replace('-\\n', '').replace('\\n', ' ') return re.sub(r'\p{P}', '', text) -def predict(before, after): - prediction = dict(Counter(dict(trigram[before, after])).most_common(5)) - result = '' - prob = 0.0 - for key, value in prediction.items(): - prob += value - result += f'{key}:{value} ' - if prob == 0.0: - return 'to:0.02 be:0.02 the:0.02 or:0.01 not:0.01 and:0.01 a:0.01 :0.9' - result += f':{max(1 - prob, 0.01)}' - return result +class Model(): + def __init__(self, alpha, test_file_name): + train_data = pd.read_csv('train/in.tsv.xz', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE, + nrows=20000) + train_labels = pd.read_csv('train/expected.tsv', sep='\t', on_bad_lines='skip', header=None, + quoting=csv.QUOTE_NONE, nrows=20000) + train_data = train_data[[6, 7]] + train_data = pd.concat([train_data, train_labels], axis=1) + train_data['line'] = train_data[6] + train_data[0] + train_data[7] + + self.file = train_data[['line']] + 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): + text = preprocess(str(row['line'])) + words = word_tokenize(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): + count = 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(count + self.alpha + len(word_2)) + + def predict(self, before, after): + prediction = dict(Counter(dict(self.model[before, after])).most_common(5)) + result = [] + prob = 0.0 + for key, value in prediction.items(): + prob += value + result.append(f'{key}:{value} ') + if prob == 0.0: + return default_pred + result.append(f':{max(1 - prob, 0.01)}') + return ''.join(result) + + def make_prediction(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: + for _, row in data.iterrows(): + before, after = word_tokenize(preprocess(str(row[6]))), word_tokenize(preprocess(str(row[7]))) + if len(before) < 3 or len(after) < 3: + prediction = default_pred + else: + prediction = self.predict(before[-1], after[0]) + file_out.write(prediction + '\n') -def make_prediction(file): - data = pd.read_csv(f'{file}/in.tsv.xz', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE) - with open(f'{file}/out.tsv', 'w', encoding='utf-8') as file_out: - for _, row in data.iterrows(): - before, after = word_tokenize(preprocess(str(row[6]))), word_tokenize(preprocess(str(row[7]))) - if len(before) < 3 or len(after) < 3: - prediction = 'to:0.02 be:0.02 the:0.02 or:0.01 not:0.01 and:0.01 a:0.01 :0.9' - else: - prediction = predict(before[-1], after[0]) - file_out.write(prediction + '\n') - - -train_data = pd.read_csv('train/in.tsv.xz', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE, nrows=20000) -train_labels = pd.read_csv('train/expected.tsv', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE, nrows=20000) -train_data = train_data[[6, 7]] -train_data = pd.concat([train_data, train_labels], axis=1) -train_data['line'] = train_data[6] + train_data[0] + train_data[7] - - -trigram = defaultdict(lambda: defaultdict(lambda: 0)) - -rows = train_data.iterrows() -rows_len = len(train_data) -for index, (_, row) in enumerate(rows): - text = preprocess(str(row['line'])) - words = word_tokenize(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: - trigram[(word_1, word_3)][word_2] += 1 - -model_len = len(trigram) -for index, words_1_3 in enumerate(trigram): - count = sum(trigram[words_1_3].values()) - for word_2 in trigram[words_1_3]: - trigram[words_1_3][word_2] += 0.25 - 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