app.py

import pickle
import random

import time
import datetime
from pytz import timezone

import gradio as gr

def classify_lyrics(lyric):

    print('=' * 70)
    print('Req start time: {:%Y-%m-%d %H:%M:%S}'.format(datetime.datetime.now(PDT)))
    start_time = time.time()
    
    print('=' * 70)
    print('Req string:', lyric)
    
    print('=' * 70)
    print('Preparing to search...')
    
    search_query = lyric
    
    text_search_query = [at.split(chr(32)) for at in search_query.lower().split(chr(10))]
    
    tsq = []
    
    for t in text_search_query:
      for tt in t:
        tsq.append(''.join(filter(str.isalpha, tt.lower())))
    clean_text_search_query = list(dict.fromkeys(tsq))
    
    clean_text_search_query_set = set(clean_text_search_query)
    
    random.shuffle(lyrics_set_final)
    
    texts_match_ratios = []

    print('Searching titles...Please wait...')
    
    for l in lyrics_set_final:
    
      text_set = set(l[2])
    
      word_match_count = len(clean_text_search_query_set & text_set)
    
      match_ratio = word_match_count / len(min(clean_text_search_query_set, text_set))
    
      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]))
      
      texts_match_ratios.append((match_ratio + words_match_consequtive_ratio) / 2)
    
    sorted_texts_match_ratios = sorted(set(texts_match_ratios), reverse=True)
    
    result = lyrics_set_final[texts_match_ratios.index(sorted_texts_match_ratios[0])][:2]

    print('Done!')
    print('=' * 70)
    print('Search match ratio:', sorted_texts_match_ratios[0])
    print('Found title/artist and genre:',result[0], "---", result[1])
    print('=' * 70)

    print('Req end time: {:%Y-%m-%d %H:%M:%S}'.format(datetime.datetime.now(PDT)))
    print('-' * 70)
    print('Req execution time:', (time.time() - start_time), 'sec')
    print('=' * 70)
    
    return sorted_texts_match_ratios[0], result[0], result[1]

demo = gr.Interface(
    fn=classify_lyrics,
    inputs=[gr.Textbox(label="Enter any lyrics here", value="So close, no matter how far\nCouldn't be much more from the heart\nForever trusting who we are\nAnd nothing else matters")],
    outputs=[gr.Label(label="Match score"), 
             gr.Textbox(label="Title/Artist"), 
             gr.Textbox(label="Genre (if identified)")],
    title="Algorithmic Lyrics Classifier",
    description="Algorithmic match lyrics classification by artist and genre"
)

if __name__ == "__main__":

    PDT = timezone('US/Pacific')
    
    print('=' * 70)
    print('App start time: {:%Y-%m-%d %H:%M:%S}'.format(datetime.datetime.now(PDT)))
    print('=' * 70)

    print('Loading data...')
    with open('English_Lyrics_Ordered_Sets_Small_1358353.pickle', 'rb') as f:
        lyrics_set_final = pickle.load(f)
    print('=' * 70)
    print('Done!')
    print('=' * 70)

    
    demo.launch()