Update app.py
Browse files
app.py
CHANGED
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import gradio as gr
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import pickle
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import gradio as gr
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def classify_lyrics(lyric):
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search_query = lyric
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text_search_query = [at.split(chr(32)) for at in search_query.lower().split(chr(10))]
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tsq = []
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for t in text_search_query:
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for tt in t:
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tsq.append(''.join(filter(str.isalpha, tt.lower())))
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clean_text_search_query = list(dict.fromkeys(tsq))
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clean_text_search_query_set = set(clean_text_search_query)
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random.shuffle(lyrics_set_final)
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texts_match_ratios = []
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for l in tqdm.tqdm(lyrics_set_final):
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text_set = set(l[2])
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word_match_count = len(clean_text_search_query_set & text_set)
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match_ratio = word_match_count / len(min(clean_text_search_query_set, text_set))
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words_match_consequtive_ratio = sum([1 if a == b else 0 for a, b in zip(clean_text_search_query, l[2])]) / len(min(clean_text_search_query, l[2]))
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texts_match_ratios.append((match_ratio + words_match_consequtive_ratio) / 2)
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sorted_texts_match_ratios = sorted(set(texts_match_ratios), reverse=True)
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result = lyrics_set_final[texts_match_ratios.index(sorted_texts_match_ratios[0])][:2]
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print(result, texts_match_ratios.index(sorted_texts_match_ratios[0]), texts_match_ratios.count(sorted_texts_match_ratios[0]))
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return texts_match_ratios.index(sorted_texts_match_ratios[0]), result[0], result[1]
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demo = gr.Interface(
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fn=classify_lyrics,
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inputs=["text"],
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outputs=["number", "text", "text"],
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)
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if __name__ == "__main__":
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print('Loading data...')
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with open('English_Lyrics_Ordered_Sets_Small_1358353.pickle', 'rb') as f:
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lyrics_set_final = pickle.load(f)
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print('Done!')
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demo.launch()
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