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torchtext.vocab import build_vocab_from_iterator +from torch.utils.data import DataLoader +import torch import pandas as pd +import regex as re import csv -import os -import kenlm -from collections import Counter, defaultdict -from math import log10 +import itertools +from os.path import exists +vocab_size = 30000 +embed_size = 150 #%% +# funkcje pomocnicze def clean(text): - text = str(text).lower().strip().replace("’", "'").replace('\\n', " ").replace("'t", " not").replace("'s", " is").replace("'ll", " will").replace("'m", " am").replace("'ve", " have").replace(",", "").replace("-", "").replace(".", "").replace("'", "".replace("”", "").replace(">", "")) + text = str(text).strip().lower() + text = re.sub("’|>|<|\.|\\|\"|”|-|,|\*|:|\/", "", text) + text = text.replace('\\n', " ").replace("'t", " not").replace("'s", " is").replace("'ll", " will").replace("'m", " am").replace("'ve", " have") + text = text.replace("'", "") return text +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_data(d): + for line in d: + yield get_words_from_line(line) + +#%% +class Model(torch.nn.Module): + def __init__(self, vocabulary_size, embedding_size): + super(Model, self).__init__() + self.model = torch.nn.Sequential( + torch.nn.Embedding(vocabulary_size, embedding_size), + torch.nn.Linear(embedding_size, vocabulary_size), + torch.nn.Softmax() + ) + + def forward(self, x): + return self.model(x) + +#%% +class Trigrams(torch.utils.data.IterableDataset): + def __init__(self, data, vocabulary_size): + self.vocab = build_vocab_from_iterator( + get_word_lines_from_data(data), + max_tokens = vocabulary_size, + specials = ['']) + self.vocab.set_default_index(self.vocab['']) + self.vocabulary_size = vocabulary_size + self.data = data + + @staticmethod + def look_ahead_iterator(gen): + w1 = None + for item in gen: + if w1 is not None: + yield (w1, item) + w1 = item + + def __iter__(self): + return self.look_ahead_iterator( + (self.vocab[t] for t in itertools.chain.from_iterable(get_word_lines_from_data(self.data)))) + + +#%% +# ładowanie danych treningowych train_in = pd.read_csv("train/in.tsv.xz", sep='\t', header=None, encoding="UTF-8", on_bad_lines="skip", quoting=csv.QUOTE_NONE, nrows=300000)[[6, 7]] train_expected = pd.read_csv("train/expected.tsv", sep='\t', header=None, encoding="UTF-8", on_bad_lines="skip", quoting=csv.QUOTE_NONE, nrows=300000) -data = pd.concat([train_in, train_expected], axis=1) -data = data[6] + data[0] + data[7] -data = data.apply(clean) - -if not os.path.isfile('train_file.txt'): - with open("train_file.txt", "w+") as f: - for text in data: - f.write(text + "\n") +train_data = pd.concat([train_in, train_expected], axis=1) +train_data = train_data[6] + train_data[0] + train_data[7] +train_data = train_data.apply(clean) +train_dataset = Trigrams(train_data, vocab_size) #%% -#get_ipython().system('../kenlm/build/bin/lmplz -o 4 < train_file.txt > model.arpa --skip_symbols') -model = kenlm.Model("model.arpa") +# trenowanie/wczytywanie modelu +device = 'cuda' if torch.cuda.is_available() else 'cpu' +model = Model(vocab_size, embed_size).to(device) +if(not exists('model1.bin')): + data = DataLoader(train_dataset, batch_size=200) + 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') +else: + model.load_state_dict(torch.load('model1.bin')) + #%% -import nltk +vocab = train_dataset.vocab + +def predict(tokens): + ixs = torch.tensor(vocab.forward(tokens)).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) + result = "" + for word, prob in list(zip(top_words, top_probs)): + result += f"{word}:{prob} " + result += f':0.01' + return result + from nltk import word_tokenize -nltk.download('punkt') - -most_common = defaultdict(lambda: 0) -for text in data: - words = word_tokenize(text) - if "d" in words: - words.remove("d") - for w in words: - most_common[w] += 1 -most_common = Counter(most_common).most_common(8000) - -#%% -def predict(path, result_path): - data = pd.read_csv(path, sep='\t', header=None, encoding="UTF-8", on_bad_lines="skip", quoting=csv.QUOTE_NONE) +def predict_file(result_path, data): with open(result_path, "w+", encoding="UTF-8") as f: - for i, row in data.iterrows(): + for row in data: result = {} - before = word_tokenize(clean(str(row[6])))[-3:] - if(len(before) < 2): + before = word_tokenize(clean(str(row)))[-1:] + if(len(before) < 1): result = "a:0.2 the:0.2 to:0.2 of:0.1 and:0.1 of:0.1 :0.1" else: - for w in most_common: - word = w[0] - prob = model.score(" ".join(before + [word])) - result[word] = prob - predictions = dict(Counter(result).most_common(12)) - result = "" - for word, prob in predictions.items(): - result += f"{word}:{prob} " - result += f':{log10(0.99)}' + result = predict(before) f.write(result + "\n") print(result) +#%% +dev_data = pd.read_csv("dev-0/in.tsv.xz", sep='\t', header=None, quoting=csv.QUOTE_NONE)[6] +dev_data = dev_data.apply(clean) +predict_file("dev-0/out.tsv", dev_data) -predict("dev-0/in.tsv.xz", "dev-0/out.tsv") -predict("test-A/in.tsv.xz", "test-A/out.tsv") \ No newline at end of file +test_data = pd.read_csv("test-A/in.tsv.xz", sep='\t', header=None, quoting=csv.QUOTE_NONE)[6] +test_data = test_data.apply(clean) +predict_file("test-A/out.tsv", test_data) \ No newline at end of file diff --git a/test-A/out.tsv b/test-A/out.tsv index 3d59449..25e8393 100644 --- a/test-A/out.tsv +++ 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