Upload APIs.py
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APIs.py
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| 1 |
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import os
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| 2 |
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import numpy as np
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| 3 |
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import requests
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| 4 |
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import yaml
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| 5 |
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import pyloudnorm as pyln
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from scipy.io.wavfile import write
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| 7 |
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import torchaudio
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from retrying import retry
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| 9 |
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| 10 |
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os.environ['OPENBLAS_NUM_THREADS'] = '1'
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| 11 |
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SAMPLE_RATE = 32000
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| 12 |
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| 13 |
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def get_service_url():
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| 14 |
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service_url = os.environ.get('WAVJOURNEY_SERVICE_URL')
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| 15 |
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return service_url
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| 17 |
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def get_service_port():
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| 18 |
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service_port = os.environ.get('WAVJOURNEY_SERVICE_PORT')
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return service_port
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| 21 |
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with open('config.yaml', 'r') as file:
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| 22 |
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config = yaml.safe_load(file)
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| 23 |
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service_port = get_service_port()
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| 24 |
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localhost_addr = get_service_url()
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| 25 |
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enable_sr = config['Speech-Restoration']['Enable']
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| 26 |
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def LOUDNESS_NORM(audio, sr=32000, volumn=-25):
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# peak normalize audio to -1 dB
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peak_normalized_audio = pyln.normalize.peak(audio, -10.0)
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# measure the loudness first
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meter = pyln.Meter(sr) # create BS.1770 meter
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loudness = meter.integrated_loudness(peak_normalized_audio)
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# loudness normalize audio to -12 dB LUFS
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normalized_audio = pyln.normalize.loudness(peak_normalized_audio, loudness, volumn)
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return normalized_audio
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def WRITE_AUDIO(wav, name=None, sr=SAMPLE_RATE):
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| 38 |
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"""
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| 39 |
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function: write audio numpy to .wav file
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@params:
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wav: np.array [samples]
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"""
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| 43 |
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if name is None:
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name = 'output.wav'
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| 45 |
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if len(wav.shape) > 1:
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wav = wav[0]
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| 48 |
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# declipping
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max_value = np.max(np.abs(wav))
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if max_value > 1:
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wav *= 0.9 / max_value
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# write audio
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write(name, sr, np.round(wav*32767).astype(np.int16))
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| 57 |
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| 58 |
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def READ_AUDIO_NUMPY(wav, sr=SAMPLE_RATE):
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| 59 |
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"""
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| 60 |
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function: read audio numpy
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| 61 |
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return: np.array [samples]
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| 62 |
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"""
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| 63 |
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waveform, sample_rate = torchaudio.load(wav)
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| 64 |
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| 65 |
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if sample_rate != sr:
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| 66 |
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waveform = torchaudio.functional.resample(waveform, orig_freq=sample_rate, new_freq=sr)
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| 67 |
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| 68 |
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wav_numpy = waveform[0].numpy()
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return wav_numpy
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def MIX(wavs=[['1.wav', 0.], ['2.wav', 10.]], out_wav='out.wav', sr=SAMPLE_RATE):
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"""
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wavs:[[wav_name, absolute_offset], ...]
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"""
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max_length = max([int(wav[1]*sr + len(READ_AUDIO_NUMPY(wav[0]))) for wav in wavs])
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template_wav = np.zeros(max_length)
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| 79 |
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| 80 |
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for wav in wavs:
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| 81 |
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cur_name, cur_offset = wav
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| 82 |
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cur_wav = READ_AUDIO_NUMPY(cur_name)
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| 83 |
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cur_len = len(cur_wav)
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| 84 |
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cur_offset = int(cur_offset * sr)
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| 85 |
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| 86 |
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# mix
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| 87 |
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template_wav[cur_offset:cur_offset+cur_len] += cur_wav
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| 88 |
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| 89 |
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WRITE_AUDIO(template_wav, name=out_wav)
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| 90 |
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| 91 |
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def CAT(wavs, out_wav='out.wav'):
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| 92 |
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"""
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| 93 |
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wavs: List of wav file ['1.wav', '2.wav', ...]
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| 94 |
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"""
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| 95 |
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wav_num = len(wavs)
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| 96 |
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| 97 |
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segment0 = READ_AUDIO_NUMPY(wavs[0])
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| 98 |
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| 99 |
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cat_wav = segment0
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| 100 |
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| 101 |
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if wav_num > 1:
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| 102 |
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for i in range(1, wav_num):
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| 103 |
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next_wav = READ_AUDIO_NUMPY(wavs[i])
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| 104 |
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cat_wav = np.concatenate((cat_wav, next_wav), axis=-1)
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WRITE_AUDIO(cat_wav, name=out_wav)
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| 108 |
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def COMPUTE_LEN(wav):
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| 109 |
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wav= READ_AUDIO_NUMPY(wav)
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| 110 |
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return len(wav) / 32000
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| 111 |
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| 112 |
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@retry(stop_max_attempt_number=5, wait_fixed=2000)
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| 113 |
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def TTM(text, length=10, volume=-28, out_wav='out.wav'):
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| 114 |
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url = f'http://{localhost_addr}:{service_port}/generate_music'
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| 115 |
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url = "https://zerotwo3-wavjourney.hf.space/generate_music"
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| 116 |
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data = {
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| 117 |
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'text': f'{text}',
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| 118 |
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'length': f'{length}',
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| 119 |
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'volume': f'{volume}',
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| 120 |
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'output_wav': f'{out_wav}',
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| 121 |
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}
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| 122 |
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| 123 |
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response = requests.post(url, json=data)
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| 124 |
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| 125 |
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if response.status_code == 200:
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| 126 |
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print('Success:', response.json()['message'])
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| 127 |
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else:
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| 128 |
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print('Error:', response.json()['API error'])
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| 129 |
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raise RuntimeError(response.json()['API error'])
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| 130 |
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| 131 |
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@retry(stop_max_attempt_number=5, wait_fixed=2000)
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| 132 |
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def TTA(text, length=5, volume=-35, out_wav='out.wav'):
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| 133 |
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url = f'http://{localhost_addr}:{service_port}/generate_audio'
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| 134 |
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url = "https://zerotwo3-wavjourney.hf.space/generate_audio"
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| 135 |
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data = {
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| 136 |
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'text': f'{text}',
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| 137 |
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'length': f'{length}',
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| 138 |
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'volume': f'{volume}',
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| 139 |
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'output_wav': f'{out_wav}',
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| 140 |
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}
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| 141 |
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| 142 |
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response = requests.post(url, json=data)
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| 143 |
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| 144 |
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if response.status_code == 200:
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| 145 |
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print('Success:', response.json()['message'])
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| 146 |
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else:
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| 147 |
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print('Error:', response.json()['API error'])
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| 148 |
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raise RuntimeError(response.json()['API error'])
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| 149 |
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| 150 |
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@retry(stop_max_attempt_number=5, wait_fixed=2000)
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| 151 |
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def TTS(text, volume=-20, out_wav='out.wav', enhanced=enable_sr, speaker_id='', speaker_npz=''):
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| 152 |
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url = f'http://{localhost_addr}:{service_port}/generate_speech'
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| 153 |
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url = "https://zerotwo3-wavjourney.hf.space/generate_speech"
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| 154 |
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data = {
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| 155 |
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'text': f'{text}',
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| 156 |
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'speaker_id': f'{speaker_id}',
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| 157 |
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'speaker_npz': f'{speaker_npz}',
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| 158 |
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'volume': f'{volume}',
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| 159 |
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'output_wav': f'{out_wav}',
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| 160 |
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}
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| 161 |
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| 162 |
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response = requests.post(url, json=data)
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| 163 |
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print(response.json())
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| 164 |
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if response.status_code == 200:
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| 165 |
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print('Success:', response.json()['message'])
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| 166 |
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else:
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| 167 |
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print('Error:', response.json()['API error'])
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| 168 |
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raise RuntimeError(response.json()['API error'])
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| 169 |
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| 170 |
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if enhanced:
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| 171 |
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SR(processfile=out_wav)
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| 172 |
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| 173 |
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@retry(stop_max_attempt_number=5, wait_fixed=2000)
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| 174 |
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def SR(processfile):
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| 175 |
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url = f'http://{localhost_addr}:{service_port}/fix_audio'
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| 176 |
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url = "https://zerotwo3-wavjourney.hf.space/fix_audio"
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| 177 |
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data = {'processfile': f'{processfile}'}
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| 178 |
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| 179 |
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response = requests.post(url, json=data)
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| 180 |
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| 181 |
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if response.status_code == 200:
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| 182 |
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print('Success:', response.json()['message'])
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| 183 |
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else:
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| 184 |
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print('Error:', response.json()['API error'])
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| 185 |
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raise RuntimeError(response.json()['API error'])
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| 186 |
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| 187 |
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@retry(stop_max_attempt_number=5, wait_fixed=2000)
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| 188 |
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def VP(wav_path, out_dir):
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| 189 |
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url = f'http://{localhost_addr}:{service_port}/parse_voice'
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| 190 |
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url = "https://zerotwo3-wavjourney.hf.space/parse_voice"
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| 191 |
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data = {
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| 192 |
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'wav_path': f'{wav_path}',
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| 193 |
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'out_dir':f'{out_dir}'
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| 194 |
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}
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| 195 |
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| 196 |
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response = requests.post(url, json=data)
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| 197 |
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| 198 |
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if response.status_code == 200:
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| 199 |
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print('Success:', response.json()['message'])
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| 200 |
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else:
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| 201 |
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print('Error:', response.json()['API error'])
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| 202 |
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raise RuntimeError(response.json()['API error'])
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