|  | import ffmpeg | 
					
						
						|  | import numpy as np | 
					
						
						|  |  | 
					
						
						|  |  | 
					
						
						|  |  | 
					
						
						|  | import os | 
					
						
						|  | import sys | 
					
						
						|  |  | 
					
						
						|  | import random | 
					
						
						|  |  | 
					
						
						|  | import csv | 
					
						
						|  |  | 
					
						
						|  | platform_stft_mapping = { | 
					
						
						|  | "linux": "stftpitchshift", | 
					
						
						|  | "darwin": "stftpitchshift", | 
					
						
						|  | "win32": "stftpitchshift.exe", | 
					
						
						|  | } | 
					
						
						|  |  | 
					
						
						|  | stft = platform_stft_mapping.get(sys.platform) | 
					
						
						|  |  | 
					
						
						|  |  | 
					
						
						|  |  | 
					
						
						|  | def CSVutil(file, rw, type, *args): | 
					
						
						|  | if type == "formanting": | 
					
						
						|  | if rw == "r": | 
					
						
						|  | with open(file) as fileCSVread: | 
					
						
						|  | csv_reader = list(csv.reader(fileCSVread)) | 
					
						
						|  | return ( | 
					
						
						|  | (csv_reader[0][0], csv_reader[0][1], csv_reader[0][2]) | 
					
						
						|  | if csv_reader is not None | 
					
						
						|  | else (lambda: exec('raise ValueError("No data")'))() | 
					
						
						|  | ) | 
					
						
						|  | else: | 
					
						
						|  | if args: | 
					
						
						|  | doformnt = args[0] | 
					
						
						|  | else: | 
					
						
						|  | doformnt = False | 
					
						
						|  | qfr = args[1] if len(args) > 1 else 1.0 | 
					
						
						|  | tmb = args[2] if len(args) > 2 else 1.0 | 
					
						
						|  | with open(file, rw, newline="") as fileCSVwrite: | 
					
						
						|  | csv_writer = csv.writer(fileCSVwrite, delimiter=",") | 
					
						
						|  | csv_writer.writerow([doformnt, qfr, tmb]) | 
					
						
						|  | elif type == "stop": | 
					
						
						|  | stop = args[0] if args else False | 
					
						
						|  | with open(file, rw, newline="") as fileCSVwrite: | 
					
						
						|  | csv_writer = csv.writer(fileCSVwrite, delimiter=",") | 
					
						
						|  | csv_writer.writerow([stop]) | 
					
						
						|  |  | 
					
						
						|  |  | 
					
						
						|  | def load_audio(file, sr, DoFormant, Quefrency, Timbre): | 
					
						
						|  | converted = False | 
					
						
						|  | DoFormant, Quefrency, Timbre = CSVutil("csvdb/formanting.csv", "r", "formanting") | 
					
						
						|  | try: | 
					
						
						|  |  | 
					
						
						|  |  | 
					
						
						|  |  | 
					
						
						|  | file = ( | 
					
						
						|  | file.strip(" ").strip('"').strip("\n").strip('"').strip(" ") | 
					
						
						|  | ) | 
					
						
						|  | file_formanted = file.strip(" ").strip('"').strip("\n").strip('"').strip(" ") | 
					
						
						|  |  | 
					
						
						|  |  | 
					
						
						|  |  | 
					
						
						|  | if ( | 
					
						
						|  | lambda DoFormant: True | 
					
						
						|  | if DoFormant.lower() == "true" | 
					
						
						|  | else (False if DoFormant.lower() == "false" else DoFormant) | 
					
						
						|  | )(DoFormant): | 
					
						
						|  | numerator = round(random.uniform(1, 4), 4) | 
					
						
						|  |  | 
					
						
						|  |  | 
					
						
						|  |  | 
					
						
						|  | if not file.endswith(".wav"): | 
					
						
						|  | if not os.path.isfile(f"{file_formanted}.wav"): | 
					
						
						|  | converted = True | 
					
						
						|  |  | 
					
						
						|  |  | 
					
						
						|  | converting = ( | 
					
						
						|  | ffmpeg.input(file_formanted, threads=0) | 
					
						
						|  | .output(f"{file_formanted}.wav") | 
					
						
						|  | .run( | 
					
						
						|  | cmd=["ffmpeg", "-nostdin"], | 
					
						
						|  | capture_stdout=True, | 
					
						
						|  | capture_stderr=True, | 
					
						
						|  | ) | 
					
						
						|  | ) | 
					
						
						|  | else: | 
					
						
						|  | pass | 
					
						
						|  |  | 
					
						
						|  | file_formanted = ( | 
					
						
						|  | f"{file_formanted}.wav" | 
					
						
						|  | if not file_formanted.endswith(".wav") | 
					
						
						|  | else file_formanted | 
					
						
						|  | ) | 
					
						
						|  |  | 
					
						
						|  | print(f" · Formanting {file_formanted}...\n") | 
					
						
						|  |  | 
					
						
						|  | os.system( | 
					
						
						|  | '%s -i "%s" -q "%s" -t "%s" -o "%sFORMANTED_%s.wav"' | 
					
						
						|  | % ( | 
					
						
						|  | stft, | 
					
						
						|  | file_formanted, | 
					
						
						|  | Quefrency, | 
					
						
						|  | Timbre, | 
					
						
						|  | file_formanted, | 
					
						
						|  | str(numerator), | 
					
						
						|  | ) | 
					
						
						|  | ) | 
					
						
						|  |  | 
					
						
						|  | print(f" · Formanted {file_formanted}!\n") | 
					
						
						|  |  | 
					
						
						|  |  | 
					
						
						|  |  | 
					
						
						|  |  | 
					
						
						|  |  | 
					
						
						|  | out, _ = ( | 
					
						
						|  | ffmpeg.input( | 
					
						
						|  | "%sFORMANTED_%s.wav" % (file_formanted, str(numerator)), threads=0 | 
					
						
						|  | ) | 
					
						
						|  | .output("-", format="f32le", acodec="pcm_f32le", ac=1, ar=sr) | 
					
						
						|  | .run( | 
					
						
						|  | cmd=["ffmpeg", "-nostdin"], capture_stdout=True, capture_stderr=True | 
					
						
						|  | ) | 
					
						
						|  | ) | 
					
						
						|  |  | 
					
						
						|  | try: | 
					
						
						|  | os.remove("%sFORMANTED_%s.wav" % (file_formanted, str(numerator))) | 
					
						
						|  | except Exception: | 
					
						
						|  | pass | 
					
						
						|  | print("couldn't remove formanted type of file") | 
					
						
						|  |  | 
					
						
						|  | else: | 
					
						
						|  | out, _ = ( | 
					
						
						|  | ffmpeg.input(file, threads=0) | 
					
						
						|  | .output("-", format="f32le", acodec="pcm_f32le", ac=1, ar=sr) | 
					
						
						|  | .run( | 
					
						
						|  | cmd=["ffmpeg", "-nostdin"], capture_stdout=True, capture_stderr=True | 
					
						
						|  | ) | 
					
						
						|  | ) | 
					
						
						|  | except Exception as e: | 
					
						
						|  | raise RuntimeError(f"Failed to load audio: {e}") | 
					
						
						|  |  | 
					
						
						|  | if converted: | 
					
						
						|  | try: | 
					
						
						|  | os.remove(file_formanted) | 
					
						
						|  | except Exception: | 
					
						
						|  | pass | 
					
						
						|  | print("couldn't remove converted type of file") | 
					
						
						|  | converted = False | 
					
						
						|  |  | 
					
						
						|  | return np.frombuffer(out, np.float32).flatten() | 
					
						
						|  |  |