| import librosa |
| import numpy as np |
| import av |
| from io import BytesIO |
| import ffmpeg |
| import os |
| import sys |
|
|
| import random |
| from infer.lib.csvutil import CSVutil |
| |
|
|
| platform_stft_mapping = { |
| 'linux': 'stftpitchshift', |
| 'darwin': 'stftpitchshift', |
| 'win32': 'stftpitchshift.exe', |
| } |
|
|
| stft = platform_stft_mapping.get(sys.platform) |
|
|
| def wav2(i, o, format): |
| inp = av.open(i, 'rb') |
| if format == "m4a": format = "mp4" |
| out = av.open(o, 'wb', format=format) |
| if format == "ogg": format = "libvorbis" |
| if format == "mp4": format = "aac" |
|
|
| ostream = out.add_stream(format) |
|
|
| for frame in inp.decode(audio=0): |
| for p in ostream.encode(frame): out.mux(p) |
|
|
| for p in ostream.encode(None): out.mux(p) |
|
|
| out.close() |
| inp.close() |
|
|
| def audio2(i, o, format, sr): |
| inp = av.open(i, 'rb') |
| out = av.open(o, 'wb', format=format) |
| if format == "ogg": format = "libvorbis" |
| if format == "f32le": format = "pcm_f32le" |
|
|
| ostream = out.add_stream(format, channels=1) |
| ostream.sample_rate = sr |
|
|
| for frame in inp.decode(audio=0): |
| for p in ostream.encode(frame): out.mux(p) |
|
|
| out.close() |
| inp.close() |
|
|
| def load_audion(file, sr): |
| try: |
| file = ( |
| file.strip(" ").strip('"').strip("\n").strip('"').strip(" ") |
| ) |
| with open(file, "rb") as f: |
| with BytesIO() as out: |
| audio2(f, out, "f32le", sr) |
| return np.frombuffer(out.getvalue(), np.float32).flatten() |
|
|
| except AttributeError: |
| audio = file[1] / 32768.0 |
| if len(audio.shape) == 2: |
| audio = np.mean(audio, -1) |
| return librosa.resample(audio, orig_sr=file[0], target_sr=16000) |
|
|
| except Exception as e: |
| raise RuntimeError(f"Failed to load audio: {e}") |
|
|
|
|
|
|
|
|
| def load_audio(file, sr, DoFormant=False, Quefrency=1.0, Timbre=1.0): |
| 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() |
|
|
|
|
| def check_audio_duration(file): |
| try: |
| file = file.strip(" ").strip('"').strip("\n").strip('"').strip(" ") |
|
|
| probe = ffmpeg.probe(file) |
|
|
| duration = float(probe['streams'][0]['duration']) |
|
|
| if duration < 0.76: |
| print( |
| f"\n------------\n" |
| f"Audio file, {file.split('/')[-1]}, under ~0.76s detected - file is too short. Target at least 1-2s for best results." |
| f"\n------------\n\n" |
| ) |
| return False |
|
|
| return True |
| except Exception as e: |
| raise RuntimeError(f"Failed to check audio duration: {e}") |