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e_line in zip(train, expected): t_line = t_line.decode("utf-8") @@ -42,15 +43,15 @@ with lzma.open(f'{PREFIX_TRAIN}/in.tsv.xz', 'r') as train, open(f'{PREFIX_TRAIN} t_line_cleared = t_line_splitted_by_tab[-2] + ' ' + e_line + ' ' + t_line_splitted_by_tab[-1] + words += t_line_cleared.split() - trainset += t_line_cleared + ' ' + counter_lines+=1 + if counter_lines > 90000: + break -trainset = trainset.replace('\\n', ' ') # lzmaFile = lzma.open('dev-0/in.tsv.xz', 'rb') # content = lzmaFile.read().decode("utf-8") - -words = trainset.split() # words = get_words(trainset) ngrams_ = ngrams(words, 2) @@ -59,7 +60,7 @@ ngrams_ = ngrams(words, 2) def create_probabilities_bigrams(w_c, b_c): probabilities_bigrams = {} for bigram, bigram_amount in b_c.items(): - if bigram_amount <=6: + if bigram_amount <=2: continue p_word_before = bigram_amount / w_c[bigram[0]] p_word_after = bigram_amount / w_c[bigram[1]] @@ -67,18 +68,17 @@ def create_probabilities_bigrams(w_c, b_c): return probabilities_bigrams - words_c = Counter(words) +word_='' bigram_c = Counter(ngrams_) +ngrams_='' probabilities = create_probabilities_bigrams(words_c, bigram_c) items = probabilities.items() probabilities = OrderedDict(sorted(items, key=lambda t:t[1], reverse=True)) -probabilities +items='' # sorted_by_freq = freq_list(ngrams) -# print(bigram_c) - PREFIX_VALID = 'test-A' @@ -137,7 +137,16 @@ with lzma.open(f'{PREFIX_VALID}/in.tsv.xz', 'r') as train: for word_, p in probs_ordered.items(): if counter_>4: break - result_string += f"{word_}:{str(p)} " + re_ = re.search(r'\p{L}+', word_) + if re_: + word_cleared = re_.group(0) + result_string += f"{word_cleared}:{str(p)} " + + else: + if result_string == '': + result_string = f"the:0.5 a:0.3 " + continue + counter_+=1 result_string += ':0.1' print(result_string) diff --git a/test-A/out.tsv b/test-A/out.tsv index 8bc6e72..857fcfc 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,24 +1,23 @@ the:0.5 a:0.3 :0.2 the:0.5 a:0.3 :0.2 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