From bf943014f3cf3586a164cccdd5207fe36c631f80 Mon Sep 17 00:00:00 2001 From: pietrzakkuba Date: Sun, 3 Apr 2022 13:29:26 +0200 Subject: [PATCH] test 7 version --- dev-0/out.tsv | 21038 +++++++++++++++++++++++------------------------ model.py | 69 +- test-A/out.tsv | 14828 ++++++++++++++++----------------- 3 files changed, 17969 insertions(+), 17966 deletions(-) diff --git a/dev-0/out.tsv b/dev-0/out.tsv index f0dcc7e..e63798e 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 -the:1.0 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+ed:0.1310344827586207 whatever:0.07931034482758621 and:0.056896551724137934 taken:0.039655172413793106 themselves:0.032758620689655175 :0.6603448275862068 +man:0.019022385271238833 point:0.018275077278440164 d:0.014300757498556338 m:0.01358741805088488 change:0.013485512415503245 :0.9213288494853765 +the:0:2 be:0.2 to:0.2 of:0.15 and:0.15 :0.1 diff --git a/model.py b/model.py index 763c447..d3f0c5a 100644 --- a/model.py +++ b/model.py @@ -1,8 +1,9 @@ -import lzma from nltk.tokenize import word_tokenize from nltk import trigrams import string from collections import defaultdict, Counter +import pandas as pd +import csv trigrams_list = [] @@ -10,7 +11,8 @@ model = defaultdict(lambda: defaultdict(lambda: 0)) def preprocess(text): - _text = text.lower().replace('\\n', ' ').strip() + _text = str(text) + _text = _text.lower().replace("-\\n", "").replace('\\n', ' ').strip() for character in _text: if character not in string.ascii_lowercase + ' ': _text = _text.replace(character, '') @@ -21,7 +23,6 @@ def preprocess(text): def predict(word_before, word_after): - return 'the:1.0' prob_list = dict(Counter(model[(word_before, word_after)]).most_common(5)).items() predictions = [] prob_sum = 0.0 @@ -31,56 +32,58 @@ def predict(word_before, word_after): if prob_sum == 0.0: return 'the:0:2 be:0.2 to:0.2 of:0.15 and:0.15 :0.1' elif prob_sum < 1.0: - predictions.append(f':{1.0 - prob_sum}') + predictions.append(f':{max(1 - prob_sum, 0.01)}') return ' '.join(predictions) -with open('train/in.tsv', 'w', encoding='utf-8') as file: - print('dekompresja pliku') - text = lzma.open('train/in.tsv.xz').read().decode('utf-8') - file.write(text) +file_in = pd.read_csv('train/in.tsv.xz', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE, nrows=200000) +file_expected = pd.read_csv('train/expected.tsv', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE, nrows=200000) -with open('train/in.tsv', encoding='utf-8') as file_in, open('train/expected.tsv', encoding='utf-8') as file_expected: - for index, (line_in, expected) in enumerate(zip(file_in, file_expected)): - if index % 1000 == 0: - print('zbieranie trigramów', index) - _, _, _, _, _, _, before, after = line_in.split('\t') - before, expected, after = preprocess(before), preprocess(expected), preprocess(after) - words = before + expected + after - trigrams_list += trigrams(words, pad_right=True, pad_left=True) - length = len(trigrams_list) - print('zbieranie trigramów:', length) - if length > 1000000: - break +for index, (line_in, expected) in enumerate(zip(file_in.iterrows(), file_expected.iterrows())): + if index % 1000 == 0: + print('zbieranie trigramów', index) + before = line_in[1][6] + after = line_in[1][7] + expected = expected[1][0] + before, expected, after = preprocess(before), preprocess(expected), preprocess(after) + words = before + expected + after + trigrams_list += trigrams(words, pad_right=True, pad_left=True) + length = len(trigrams_list) + +trigrams_len = len(trigrams_list) for index, trigram in enumerate(trigrams_list): if index % 100000 == 0: - print('uczenie modelu', index) - if not trigram[0] or not trigram[1] or not trigram[2]: - continue - model[(trigram[0], trigram[2])][trigram[1]] += 1 - if index == 999999: - break + print(f'uczenie modelu: {index / trigrams_len}') + if trigram[0] and trigram[1] and trigram[2]: + model[(trigram[0], trigram[2])][trigram[1]] += 1 +model_len = len(model) + for index, words_1_3 in enumerate(model): if index % 100000 == 0: - print('normalizacja', index) + print(f'normalizacja: {index / model_len}') count = sum(model[words_1_3].values()) for word_2 in model[words_1_3]: model[words_1_3][word_2] /= float(count) -with open('test-A/in.tsv', encoding='utf-8') as file_in, open('test-A/out.tsv', 'w', encoding='utf-8') as file_out: +file_in = pd.read_csv('test-A/in.tsv.xz', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE) +with open('test-A/out.tsv', 'w', encoding='utf-8') as file_out: print('zapisywanie test-A') - for line_in in file_in: - _, _, _, _, _, _, before, after = line_in.split('\t') + for line_in in file_in.iterrows(): + before = line_in[1][6] + after = line_in[1][7] word_before_in, word_after_in = preprocess(before)[-1], preprocess(after)[0] file_out.write(predict(word_before_in, word_after_in) + '\n') -with open('dev-0/in.tsv', encoding='utf-8') as file_in, open('dev-0/out.tsv', 'w', encoding='utf-8') as file_out: + +file_in = pd.read_csv('dev-0/in.tsv.xz', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE) +with open('dev-0/out.tsv', 'w', encoding='utf-8') as file_out: print('zapisywanie dev-0') - for line_in in file_in: - _, _, _, _, _, _, before, after = line_in.split('\t') + for line_in in file_in.iterrows(): + before = line_in[1][6] + after = line_in[1][7] word_before_in, word_after_in = preprocess(before)[-1], preprocess(after)[0] file_out.write(predict(word_before_in, word_after_in) + '\n') diff --git a/test-A/out.tsv 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