From 37775b359bb3459be4b0fe9afde927797d44f487 Mon Sep 17 00:00:00 2001 From: Wojciech Jarmosz Date: Sun, 1 May 2022 23:58:10 +0200 Subject: [PATCH] Neural bigrams --- dev-0/out.tsv | 21038 +++++++++++++++++++++++------------------------ run.py | 276 +- test-A/out.tsv | 14828 ++++++++++++++++----------------- 3 files changed, 18139 insertions(+), 18003 deletions(-) diff --git a/dev-0/out.tsv b/dev-0/out.tsv index cf6b29d..126560a 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -thence:-11.013943672180176 the:-11.102350234985352 general:-11.744659423828125 line:-12.045204162597656 a:-12.188407897949219 of:-12.327315330505371 run:-12.342525482177734 and:-12.348197937011719 said:-12.492960929870605 feet:-12.503560066223145 to:-12.546756744384766 few:-12.56585693359375 :-0.004364805402450088 -growth:-6.821326732635498 head:-6.858763694763184 passage:-6.912683486938477 power:-6.936779499053955 own:-6.9371867179870605 strength:-6.943673133850098 will:-6.955103397369385 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--single-branch git://gonito.net/challenging-america-word-gap-prediction -b master + +!xzcat ./challenging-america-word-gap-prediction/train/in.tsv.xz > ./challenging-america-word-gap-prediction/train/in.tsv + +!xzcat ./challenging-america-word-gap-prediction/dev-0/in.tsv.xz > ./challenging-america-word-gap-prediction/dev-0/in.tsv + +!xzcat ./challenging-america-word-gap-prediction/test-A/in.tsv.xz > ./challenging-america-word-gap-prediction/test-A/in.tsv + import pandas as pd -import csv + +def read_train_data(file): + data = pd.read_csv(file, sep="\t", error_bad_lines=False, index_col=0, header=None) + with open('input_train.txt', 'w') as f: + for index, row in data[:500000].iterrows(): + first_part = str(row[6]).replace('\\n', '') + sec_part = str(row[7]).replace('\\n', '') + if first_part != 'nan': + f.write(first_part + '\n') + if sec_part != 'nan': + f.write(sec_part + '\n') + +read_train_data('./challenging-america-word-gap-prediction/train/in.tsv') + +!head -10 input_train.txt + +from itertools import islice + import regex as re + import sys + from torchtext.vocab import build_vocab_from_iterator + + + def get_words_from_line(line): + line = line.rstrip() + yield '' + for m in re.finditer(r'[\p{L}0-9\*]+|\p{P}+', line): + yield m.group(0).lower() + yield '' + + + def get_word_lines_from_file(file_name): + with open(file_name, 'r') as fh: + for line in fh: + yield get_words_from_line(line) + + vocab_size = 30000 + + vocab = build_vocab_from_iterator( + get_word_lines_from_file('input_train.txt'), + max_tokens = vocab_size, + specials = ['']) + +vocab['is'] + +print(vocab['is']) + +from torch import nn + import torch + + embed_size = 100 + + class SimpleBigramNeuralLanguageModel(nn.Module): + def __init__(self, vocabulary_size, embedding_size): + super(SimpleBigramNeuralLanguageModel, self).__init__() + self.model = nn.Sequential( + nn.Embedding(vocabulary_size, embedding_size), + nn.Linear(embedding_size, vocabulary_size), + nn.Softmax() + ) + + def forward(self, x): + return self.model(x) + + model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size) + + vocab.set_default_index(vocab['']) + +!shuf < input_train.txt > input_train.shuf.txt + +from torch.utils.data import IterableDataset +import itertools + +def look_ahead_iterator(gen): + prev = None + for item in gen: + if prev is not None: + yield (prev, item) + prev = item + +class Bigrams(IterableDataset): + def __init__(self, text_file, vocabulary_size): + self.vocab = build_vocab_from_iterator( + get_word_lines_from_file(text_file), + max_tokens = vocabulary_size, + specials = ['']) + self.vocab.set_default_index(self.vocab['']) + self.vocabulary_size = vocabulary_size + self.text_file = text_file + + def __iter__(self): + return look_ahead_iterator( + (self.vocab[t] for t in itertools.chain.from_iterable(get_word_lines_from_file(self.text_file)))) + +train_dataset = Bigrams('input_train.shuf.txt', vocab_size) + +from torch.utils.data import DataLoader + + +device = 'cuda' +model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device) +data = DataLoader(train_dataset, batch_size=5000) +optimizer = torch.optim.Adam(model.parameters()) +criterion = torch.nn.NLLLoss() + +model.train() +step = 0 +for x, y in data: + x = x.to(device) + y = y.to(device) + optimizer.zero_grad() + ypredicted = model(x) + loss = criterion(torch.log(ypredicted), y) + if step % 100 == 0: + print(step, loss) + step += 1 + loss.backward() + optimizer.step() + +torch.save(model.state_dict(), 'model1.bin') + +device = 'cuda' +model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device) +model.load_state_dict(torch.load('model1.bin')) +model.eval() + +ixs = torch.tensor(vocab.forward(['he'])).to(device) + +out = model(ixs) +top = torch.topk(out[0], 10) +top_indices = top.indices.tolist() +top_probs = top.values.tolist() +top_words = vocab.lookup_tokens(top_indices) +list(zip(top_words, top_indices, top_probs)) + +import regex as re + +def predict_word(word): + device = 'cuda' + model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device) + model.load_state_dict(torch.load('model1.bin')) + model.eval() + + ixs = torch.tensor(vocab.forward([word])).to(device) + + out = model(ixs) + top = torch.topk(out[0], 8) + top_indices = top.indices.tolist() + top_probs = top.values.tolist() + top_words = vocab.lookup_tokens(top_indices) + to_return = '' + total = 1.0 + for el in list(zip(top_words, top_indices, top_probs)): + pattern = re.compile("^([A-Za-z0-9])+$") + if re.match(pattern, el[0]): + if total - top_probs[0] >= 0: + to_return += f'{el[0]}:{top_probs[0]} ' + total -= top_probs[0] + if total != 1.0: + to_return += f':{total}' + return to_return + +!pip install nltk + from nltk.tokenize import RegexpTokenizer -from english_words import english_words_set -from nltk import trigrams -import os -import kenlm -from math import log10 +tokenizer = RegexpTokenizer(r"\w+") +import csv -class WordGapPrediction: - - def __init__(self): - self.tokenizer = RegexpTokenizer(r"\w+") - self.model = None - self.vocab = set() - self.alpha = 0.6 - - def read_train_data(self, file): - data = pd.read_csv(file, sep="\t", error_bad_lines=False, index_col=0, header=None) - with open('input_train.txt', 'w') as f: - for index, row in data[:500000].iterrows(): - first_part = str(row[6]) - sec_part = str(row[7]) - if first_part != 'nan': - f.write(first_part + '\n') - if sec_part != 'nan': - f.write(sec_part + '\n') - os.system('sh ./kenlm.sh') - self.model = kenlm.Model("model.binary") - - 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(): - first_context = row[6] - sec_context = row[7] - first_context_tokens = self.tokenizer.tokenize(first_context) - sec_context_tokens = self.tokenizer.tokenize(sec_context) - if len(first_context_tokens) + len(sec_context_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(first_context_tokens[-1], sec_context_tokens[0]) - f.write(prediction + '\n') - - def predict_probs(self, word1, word2): - - predictions = [] - for word in english_words_set: - sentence = word1 + ' ' + word + ' ' + word2 - text_score = self.model.score(sentence, bos=False, eos=False) - - if len(predictions) < 12: - predictions.append((word, text_score)) +def generate_outputs(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(): + first_context = row[6] + sec_context = row[7] + first_context_tokens = tokenizer.tokenize(first_context) + sec_context_tokens = tokenizer.tokenize(sec_context) + if len(first_context_tokens) + len(sec_context_tokens) < 4: + prediction = 'the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1' else: - worst_score = None - for score in predictions: - if not worst_score: - worst_score = score - else: - if worst_score[1] > score[1]: - worst_score = score - if worst_score[1] < text_score: - predictions.remove(worst_score) - predictions.append((word, text_score)) - probs = sorted(predictions, key=lambda tup: tup[1], reverse=True) - pred_str = '' - for word, prob in probs: - pred_str += f'{word}:{prob} ' - pred_str += f':{log10(0.99)}' - return pred_str + prediction = predict_word(first_context_tokens[-1]) + if not prediction: + prediction = 'the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1' + f.write(prediction + '\n') -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 +generate_outputs('./challenging-america-word-gap-prediction/dev-0/in.tsv', './challenging-america-word-gap-prediction/dev-0/out.tsv') +generate_outputs('./challenging-america-word-gap-prediction/test-A/in.tsv', './challenging-america-word-gap-prediction/test-A/out.tsv') + +!wget https://gonito.net/get/bin/geval + +!chmod u+x geval + +!./geval -t ./challenging-america-word-gap-prediction/dev-0/ --metric PerplexityHashed \ No newline at end of file diff --git a/test-A/out.tsv b/test-A/out.tsv index 18d9e49..f56de83 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7414 @@ -point:-7.016009330749512 box:-7.782910346984863 and:-7.801992416381836 paper:-7.810772895812988 tax:-7.82711935043335 vote:-7.845952987670898 blow:-8.006036758422852 cent:-8.073709487915039 cold:-8.074483871459961 tariff:-8.104719161987305 man:-8.172781944274902 foothold:-8.175540924072266 :-0.004364805402450088 -is:-7.089903354644775 place:-7.21726131439209 and:-7.352344512939453 man:-7.46701717376709 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