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import time | |
import os | |
import pickle | |
from src.music.pipeline.music_pipeline import encode_music | |
from src.music2cocktailrep.pipeline.music2cocktailrep import music2cocktailrep, setup_translation_models, debug_translation | |
from src.cocktails.pipeline.cocktailrep2recipe import cocktailrep2recipe | |
from src.debugger import Debugger | |
from datetime import datetime | |
from shutil import copy | |
synestesia_path = '../data/synesthesia/' | |
debugger = Debugger() | |
def pianocktail(record=False, url=None, midi=None, audio=None, processed=None, crop=40, verbose=False, debug=False, level=0): | |
assert url is not None or midi is not None or audio is not None or processed is not None | |
if verbose: print('------\nNew synesthetic exploration!') | |
init_time = time.time() | |
music_ai_rep, music_handcoded_rep, all_paths, error = encode_music(record=record, url=url, audio_path=audio, midi_path=midi, nb_aug=0, noise_injection=False, | |
augmentation=False, processed_path=processed, crop=crop, apply_filtering=False, verbose=verbose, | |
level=level+2) | |
if music_ai_rep is not None: | |
cocktail_rep, affective_cluster_id, affect = music2cocktailrep(music_ai_rep, music_handcoded_rep, verbose=verbose, level=level+2) | |
cocktail_recipes, scores = cocktailrep2recipe(cocktail_rep, target_affective_cluster=affective_cluster_id, verbose=verbose, full_verbose=verbose, level=level+2) | |
cocktail_recipe = cocktail_recipes[0] | |
recipe_score = scores[0] | |
if debug: | |
music_reconstruction = debug_translation(music_ai_rep) | |
debugger.extract_info(all_paths, affective_cluster_id, affect, cocktail_rep, music_reconstruction, recipe_score, verbose=verbose, level=level+2) | |
debug_info = debugger.debug_dict | |
else: | |
debug_info = None | |
if verbose: | |
print(cocktail_recipe.replace('Recipe', ' ' * (level + 2) + 'Generated recipe:').replace('None ()', '')) | |
debugger.print_debug(level=level+2) | |
print(f'\nEnd of synesthetic exploration ({int(time.time() - init_time)} secs).\n------') | |
else: | |
cocktail_recipe = None | |
debug_info = None | |
return cocktail_recipe, debug_info | |
def setup_and_run(url=None, midi=None, audio=None, verbose=False, debug=False, extra_code=None): | |
assert url is not None or midi is not None or audio is not None | |
now = datetime.now() | |
folder_name = f'{now.year}-{now.month}-{now.day}_{now.hour}:{now.minute}:{now.second}' | |
folder_path = synestesia_path + folder_name | |
if extra_code is not None: | |
folder_path += '_' + extra_code | |
if os.path.exists(folder_path): | |
folder_path += '_2' | |
folder_path += '/' | |
os.makedirs(folder_path, exist_ok=True) | |
recipe, debug = pianocktail(url=url, verbose=verbose, debug=debug) | |
with open(folder_path + 'debug.pk', 'wb') as f: | |
pickle.dump(debug, f) | |
with open(folder_path + 'recipe.txt', 'w') as f: | |
f.write(recipe) | |
paths = debug['all_paths'] | |
if paths['url'] is not None: | |
with open(folder_path + 'url.txt', 'w') as f: | |
f.write(paths['url']) | |
for k in ['audio_path', 'midi_path']: | |
origin = paths[k] | |
copy(origin, folder_path + origin.split('/')[-1]) | |
if __name__ == '__main__': | |
urls = ["https://www.youtube.com/watch?v=PLFVGwGQcB0", | |
"https://www.youtube.com/watch?v=VQmuAr93OlI", | |
"https://www.youtube.com/watch?v=Nv2GgV34qIg&list=PLO9E3V4rGLD8_iWrCioJRWZXJJE3Fzu_J&index=4", | |
"https://www.youtube.com/watch?v=qAEIjWYdoYc&list=PLO9E3V4rGLD8_iWrCioJRWZXJJE3Fzu_J&index=1", | |
"https://www.youtube.com/watch?v=M73x3O7dhmg&list=PLO9E3V4rGLD8_iWrCioJRWZXJJE3Fzu_J&index=5"] | |
setup_translation_models() | |
setup_and_run(url=urls[0], verbose=True, debug=True) | |
recipes = [] | |
for url in urls: | |
recipe = pianocktail(url=url, verbose=True, debug=True)[0] | |
recipes.append(recipe) | |
stop = 1 | |