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Running
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Zero
| import spaces | |
| import sys | |
| import torch | |
| import gradio as gr | |
| import opencc | |
| # 添加第三方库路径 | |
| sys.path.append('third_party/Matcha-TTS') | |
| from cosyvoice.cli.cosyvoice import CosyVoice2 | |
| from cosyvoice.utils.file_utils import load_wav | |
| from huggingface_hub import hf_hub_download | |
| # 繁简转换 | |
| converter = opencc.OpenCC('s2t.json') | |
| # 预设参考音频选项 | |
| PRESET_AUDIO_OPTIONS = { | |
| "ZoengJyutGaai": "asset/张悦楷.wav", | |
| "Trump": "asset/特朗普.wav", | |
| "Taiyi Zhenren": "asset/太乙真人.wav", | |
| "Custom Upload": None | |
| } | |
| # 加载模型 | |
| cosyvoice_base = CosyVoice2( | |
| 'ASLP-lab/Cosyvoice2-Yue', | |
| load_jit=False, load_trt=False, load_vllm=False, fp16=False | |
| ) | |
| print('load model 1') | |
| cosyvoice_zjg = CosyVoice2( | |
| 'ASLP-lab/Cosyvoice2-Yue-ZoengJyutGaai', | |
| load_jit=False, load_trt=False, load_vllm=False, fp16=False | |
| ) | |
| print('load model 2') | |
| # cosyvoice_biaobei = CosyVoice2( | |
| # 'pretrained_models/CosyVoice2-yue-biaobei', | |
| # load_jit=False, load_trt=False, load_vllm=False, fp16=False | |
| # ) | |
| def tts_inference(model_choice, text, preset_audio_choice, custom_audio): | |
| # 选择模型和默认音频 | |
| if model_choice == "CosyVoice2-Yue-ZoengJyutGaai": | |
| model = cosyvoice_zjg | |
| prompt_audio = "asset/sg_017_090.wav" | |
| elif model_choice == "CosyVoice2-精品女音": | |
| model = cosyvoice_base | |
| prompt_audio = "asset/F01_中立_20054.wav" | |
| elif model_choice == "CosyVoice2-Yue": | |
| model = cosyvoice_base | |
| if preset_audio_choice == "Custom Upload": | |
| if custom_audio is None: | |
| return None, "请上传参考音频或选择预设音频" | |
| prompt_audio = custom_audio | |
| else: | |
| prompt_audio = PRESET_AUDIO_OPTIONS[preset_audio_choice] | |
| if prompt_audio is None: | |
| return None, "请选择有效的参考音频" | |
| else: | |
| return None, "未知模型" | |
| model.model.cuda() | |
| # 繁简转换 | |
| text = converter.convert(text) | |
| prompt_speech_16k = load_wav(prompt_audio, 16000) | |
| all_speech = [] | |
| for _, j in enumerate( | |
| model.inference_instruct2( | |
| text, "用粤语说这句话", prompt_speech_16k, stream=False | |
| ) | |
| ): | |
| all_speech.append(j['tts_speech']) | |
| concatenated_speech = torch.cat(all_speech, dim=1) | |
| audio_numpy = concatenated_speech.squeeze(0).cpu().numpy() | |
| sample_rate = model.sample_rate | |
| return (sample_rate, audio_numpy), f"successfully generated:{text}" | |
| # ---- Gradio Interface ---- | |
| with gr.Blocks() as demo: | |
| gr.Markdown("# WenetSpeech-Yue TTS") | |
| # 添加模型说明文字 | |
| gr.Markdown(""" | |
| - Cosyvoice2-Yue: Finetuned CosyVoice2 with WenetSpeech-Yue. | |
| - Cosyvoice2-Yue-ZoengJyutGaai: Finetuned Cosyvoice2-Yue with The Zoeng Jyut Gaai Story-telling Speech Dataset (https://canclid.github.io/zoengjyutgaai/). | |
| """) | |
| with gr.Row(): | |
| with gr.Column(scale=1): | |
| model_choice = gr.Dropdown( | |
| ["CosyVoice2-Yue", "CosyVoice2-Yue-ZoengJyutGaai"], | |
| label="Select model", value="CosyVoice2-Yue" | |
| ) | |
| text_input = gr.Textbox(lines=2, label="Input text") | |
| preset_audio = gr.Dropdown( | |
| choices=list(PRESET_AUDIO_OPTIONS.keys()), | |
| value="Custom Upload", | |
| label="Select speaker prompt (CosyVoice2-Yue only)" | |
| ) | |
| custom_audio = gr.Audio(sources=["upload"], type="filepath", label="Upload prompt audio(CosyVoice2-Yue only)") | |
| generate_btn = gr.Button("Generate") | |
| with gr.Column(scale=1): | |
| output_audio = gr.Audio(type="numpy", label="Generated audio") | |
| status_text = gr.Textbox(label="Status") | |
| generate_btn.click( | |
| fn=tts_inference, | |
| inputs=[model_choice, text_input, preset_audio, custom_audio], | |
| outputs=[output_audio, status_text] | |
| ) | |
| demo.launch() | |