From be8f7cc880ccb64eed2f02fc3504be551228d649 Mon Sep 17 00:00:00 2001 From: Wojciech Jarmosz Date: Sun, 3 Apr 2022 18:05:34 +0200 Subject: [PATCH] Word gap prediction - solution --- .gitignore | 1 + dev-0/out.tsv | 10519 +++++++++++++++++++++++++++++++++++++++++++++++ run.py | 65 + test-A/out.tsv | 7414 +++++++++++++++++++++++++++++++++ 4 files changed, 17999 insertions(+) create mode 100644 dev-0/out.tsv create mode 100644 run.py create mode 100644 test-A/out.tsv diff --git a/.gitignore b/.gitignore index 1c18d74..283930c 100644 --- a/.gitignore +++ b/.gitignore @@ -6,3 +6,4 @@ *.o .DS_Store .token +env \ No newline at end of file diff --git a/dev-0/out.tsv b/dev-0/out.tsv new file mode 100644 index 0000000..06eba87 --- /dev/null +++ b/dev-0/out.tsv @@ -0,0 +1,10519 @@ +the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1 +nof:0.09375 color:0.0625 of:0.0625 purpose:0.0625 conceiving:0.03125 nthe:0.03125 :0.65625 +the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1 +I:0.08333333333333333 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defaultdict(lambda: defaultdict(lambda: 0)) + + def read_train_data(self, file): + data = pd.read_csv(file, sep="\t", error_bad_lines=False, index_col=0, header=None) + for index, row in data[:90000].iterrows(): + text = str(row[6]) + ' ' + str(row[7]) + tokens = self.tokenizer.tokenize(text) + for w1, w2, w3 in trigrams(tokens, pad_right=True, pad_left=True): + if w1 and w2 and w3: + self.model[(w2, w3)][w1] += 1 + self.model[(w1, w2)][w3] += 1 + + for word_pair in self.model: + num_n_grams = float(sum(self.model[word_pair].values())) + for word in self.model[word_pair]: + self.model[word_pair][word] /= num_n_grams + + def generate_outputs(self, input_file, output_file): + data = pd.read_csv(input_file, sep='\t', error_bad_lines=False, index_col=0, header=None, quoting=csv.QUOTE_NONE) + with open(output_file, 'w') as f: + for index, row in data.iterrows(): + text = str(row[7]) + tokens = self.tokenizer.tokenize(text) + if len(tokens) < 4: + prediction = 'the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1' + else: + prediction = word_gap_prediction.predict_probs(tokens[0], tokens[1]) + f.write(prediction + '\n') + + def predict_probs(self, word1, word2): + predictions = dict(self.model[word1, word2]) + most_common = dict(Counter(predictions).most_common(6)) + + total_prob = 0.0 + str_prediction = '' + + for word, prob in most_common.items(): + total_prob += prob + 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" + + return str_prediction + +word_gap_prediction = WordGapPrediction() +word_gap_prediction.read_train_data('./train/in.tsv') +word_gap_prediction.generate_outputs('dev-0/in.tsv', 'dev-0/out.tsv') +word_gap_prediction.generate_outputs('test-A/in.tsv', 'test-A/out.tsv') \ No newline at end of file diff --git a/test-A/out.tsv b/test-A/out.tsv new file mode 100644 index 0000000..acb6df8 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