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import regex as re import csv import itertools from os.path import exists +from nltk import word_tokenize + +import nltk +nltk.download('punkt') vocab_size = 30000 embed_size = 150 @@ -32,11 +36,7 @@ def clean(text): 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 '' + return word_tokenize(line) def get_word_lines_from_data(d): @@ -120,8 +120,6 @@ else: vocab = train_dataset.vocab -import nltk -nltk.download('punkt') def predict(tokens): ixs = torch.tensor(vocab.forward(tokens)).to(device) out = model(ixs) @@ -132,17 +130,16 @@ def predict(tokens): result = "" for word, prob in list(zip(top_words, top_probs)): result += f"{word}:{prob} " - result += f':0.01' + result += f':0.001' return result -from nltk import word_tokenize def predict_file(result_path, data): with open(result_path, "w+", encoding="UTF-8") as f: for row in data: result = {} 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" + result = "the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1" else: result = predict(before) f.write(result + "\n") @@ -151,8 +148,10 @@ def predict_file(result_path, data): dev_data = pd.read_csv("gdrive/MyDrive/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_file("dev-0-out.tsv", dev_data) test_data = pd.read_csv("gdrive/MyDrive/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 +predict_file("test-A-out.tsv", test_data) + +!cp -r "model1.bin" "gdrive/MyDrive/model1.bin" \ No newline at end of file diff --git a/test-A/out.tsv b/test-A/out.tsv index fa23ee2..dd96c05 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7414 @@ 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