From 43036240f0bbec01c5789b0304f5ee9ad2321ab9 Mon Sep 17 00:00:00 2001 From: Jan Nowak <95jan.nowak@gmail.com> Date: Mon, 25 Apr 2022 23:18:15 +0200 Subject: [PATCH] Kenlm --- dev-0/out.tsv | 21038 +++++++++++++++++++++++------------------------ run.py | 52 +- test-A/out.tsv | 14828 ++++++++++++++++----------------- 3 files changed, 17964 insertions(+), 17954 deletions(-) diff --git a/dev-0/out.tsv b/dev-0/out.tsv index de096ca..088af42 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1 -color:0.002093502571788195 purpose:0.0013957846675095099 model:0.0013957846675095099 shape:0.0010469257153701672 character:0.0006980667632308245 size:0.0006980667632308245 :0.9926718688513609 -the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1 -which:0.001406085704807049 and:0.001406085704807049 it:0.001054652136997239 he:0.001054652136997239 that:0.001054652136997239 as:0.001054652136997239 :0.992969220042397 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:-0.004364805402450088 +a:-10.220633506774902 to:-11.220937728881836 fair:-11.360032081604004 and:-11.376703262329102 from:-11.381855964660645 in:-11.44186782836914 the:-11.587471008300781 out:-11.59004020690918 into:-11.616954803466797 down:-11.650157928466797 up:-11.650263786315918 back:-11.745454788208008 :-0.004364805402450088 diff --git a/run.py b/run.py index d00a082..519f042 100644 --- a/run.py +++ b/run.py @@ -6,7 +6,8 @@ from nltk import trigrams import regex as re import lzma import kenlm - +from math import log10 +from english_words import english_words_set class WordPred: @@ -31,15 +32,17 @@ class WordPred: with open(output_file, 'w') as out: with lzma.open(file_path, mode='rt') as file: for text in self.read_file(file): - for word in text.split(" "): - if word not in self.words: - out.write(word + "\n") - self.words.add(word) + for mword in text.split(" "): + if mword not in self.words: + out.write(mword + "\n") + self.words.add(mword) def read_words(self, file_path): with open(file_path, 'r') as fin: - for word in fin.readline(): - self.words.add(word.replace("\n","")) + for word in fin.readlines(): + word = word.replace("\n", "") + if word: + self.words.add(word) def create_train_file(self, file_path, output_path, rows=10000): @@ -63,26 +66,33 @@ class WordPred: outputf.write(prediction + '\n') def predict_probs(self, word1, word2): + preds = [] + for word in english_words_set: + sentence = word1 + ' ' + word + ' ' + word2 + words_score = self.model.score(sentence, bos=False, eos=False) - - total_prob = 0.0 + if len(preds) < 12: + preds.append((word, words_score)) + else: + min_score = preds[0] + for score in preds: + if min_score[1] > score[1]: + min_score = score + if min_score[1] < words_score: + preds.remove(min_score) + preds.append((word, words_score)) + probs = sorted(preds, key=lambda sc: sc[1], reverse=True) str_prediction = '' - - for word, prob in most_common.items(): - total_prob += prob + for word, prob in probs: str_prediction += f'{word}:{prob} ' - - if total_prob == 0.0: - return 'the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1' - - if 1 - total_prob >= 0.01: - str_prediction += f":{1 - total_prob}" - else: - str_prediction += f":0.01" + str_prediction += f':{log10(0.99)}' return str_prediction if __name__ == "__main__": wp = WordPred() # wp.create_train_file("train/in.tsv.xz", "train/in.txt") - # wp.fill_words("train/in.tsv.xz", "words.txt") \ No newline at end of file + # wp.fill_words("train/in.tsv.xz", "words.txt") + # wp.read_words("words.txt") + wp.generate_outputs("dev-0/in.tsv.xz", "dev-0/out3.tsv") + wp.generate_outputs("test-A/in.tsv.xz", "test-A/out3.tsv") diff --git a/test-A/out.tsv b/test-A/out.tsv index a6c19a7..3a1b009 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7414 @@ -and:0.019540394708505094 was:0.009503519519986394 that:0.007471900822407006 up:0.007064607336496102 point:0.006608826530833901 out:0.006250020364674295 :0.9435607307170972 -and:0.005401450299413374 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