add vc code

This commit is contained in:
lyuxiang.lx
2024-09-26 10:49:22 +08:00
parent ed87445540
commit 49015f63e6
7 changed files with 43 additions and 216 deletions

View File

@@ -25,6 +25,7 @@ class CosyVoice:
def __init__(self, model_dir, load_jit=True, load_onnx=False):
instruct = True if '-Instruct' in model_dir else False
vc = True if '-VC' in model_dir else False
self.model_dir = model_dir
if not os.path.exists(model_dir):
model_dir = snapshot_download(model_dir)
@@ -36,6 +37,7 @@ class CosyVoice:
'{}/speech_tokenizer_v1.onnx'.format(model_dir),
'{}/spk2info.pt'.format(model_dir),
instruct,
vc,
configs['allowed_special'])
self.model = CosyVoiceModel(configs['llm'], configs['flow'], configs['hift'])
self.model.load('{}/llm.pt'.format(model_dir),
@@ -58,7 +60,7 @@ class CosyVoice:
model_input = self.frontend.frontend_sft(i, spk_id)
start_time = time.time()
logging.info('synthesis text {}'.format(i))
for model_output in self.model.inference(**model_input, stream=stream, speed=speed):
for model_output in self.model.tts(**model_input, stream=stream, speed=speed):
speech_len = model_output['tts_speech'].shape[1] / 22050
logging.info('yield speech len {}, rtf {}'.format(speech_len, (time.time() - start_time) / speech_len))
yield model_output
@@ -70,7 +72,7 @@ class CosyVoice:
model_input = self.frontend.frontend_zero_shot(i, prompt_text, prompt_speech_16k)
start_time = time.time()
logging.info('synthesis text {}'.format(i))
for model_output in self.model.inference(**model_input, stream=stream, speed=speed):
for model_output in self.model.tts(**model_input, stream=stream, speed=speed):
speech_len = model_output['tts_speech'].shape[1] / 22050
logging.info('yield speech len {}, rtf {}'.format(speech_len, (time.time() - start_time) / speech_len))
yield model_output
@@ -83,7 +85,7 @@ class CosyVoice:
model_input = self.frontend.frontend_cross_lingual(i, prompt_speech_16k)
start_time = time.time()
logging.info('synthesis text {}'.format(i))
for model_output in self.model.inference(**model_input, stream=stream, speed=speed):
for model_output in self.model.tts(**model_input, stream=stream, speed=speed):
speech_len = model_output['tts_speech'].shape[1] / 22050
logging.info('yield speech len {}, rtf {}'.format(speech_len, (time.time() - start_time) / speech_len))
yield model_output
@@ -97,8 +99,17 @@ class CosyVoice:
model_input = self.frontend.frontend_instruct(i, spk_id, instruct_text)
start_time = time.time()
logging.info('synthesis text {}'.format(i))
for model_output in self.model.inference(**model_input, stream=stream, speed=speed):
for model_output in self.model.tts(**model_input, stream=stream, speed=speed):
speech_len = model_output['tts_speech'].shape[1] / 22050
logging.info('yield speech len {}, rtf {}'.format(speech_len, (time.time() - start_time) / speech_len))
yield model_output
start_time = time.time()
def inference_vc(self, source_speech_16k, prompt_speech_16k, stream=False, speed=1.0):
model_input = self.frontend.frontend_vc(source_speech_16k, prompt_speech_16k)
start_time = time.time()
for model_output in self.model.vc(**model_input, stream=stream, speed=speed):
speech_len = model_output['tts_speech'].shape[1] / 22050
logging.info('yield speech len {}, rtf {}'.format(speech_len, (time.time() - start_time) / speech_len))
yield model_output
start_time = time.time()