app.py

import json
import os
import tempfile

import gradio as gr
import TTS
from TTS.utils.synthesizer import Synthesizer
import numpy as np
from huggingface_hub import snapshot_download
from omegaconf import OmegaConf

from ipa.ipa import get_ipa, parse_ipa
from replace.tts import ChangedVitsConfig

TTS.tts.configs.vits_config.VitsConfig = ChangedVitsConfig

def load_model(model_id):
    model_dir = snapshot_download(model_id)
    config_file_path = os.path.join(model_dir, "config.json")
    model_ckpt_path = os.path.join(model_dir, "model.pth")
    speaker_file_path = os.path.join(model_dir, "speakers.pth")
    language_file_path = os.path.join(model_dir, "language_ids.json")

    temp_config_path = "temp_config.json"
    with open(config_file_path, "r") as f:
        content = f.read()
        content = content.replace("speakers.pth", speaker_file_path)
        content = content.replace("language_ids.json", language_file_path)
        f.close()
    with open(temp_config_path, "w") as f:
        f.write(content)
        f.close()
    return Synthesizer(tts_checkpoint=model_ckpt_path, tts_config_path=temp_config_path)

OmegaConf.register_new_resolver("load_model", load_model)

models_config = OmegaConf.to_object(OmegaConf.load("configs/models.yaml"))

def text_to_speech(model_id: str, speaker: str, dialect, text: str):
    model = models_config[model_id]["model"]
    if len(text) == 0:
        raise gr.Error("請勿輸入空字串。")
    words, ipa, pinyin, missing_words = get_ipa(text, dialect=dialect)
    if len(missing_words) > 0:
        raise gr.Error(
            f"句子中的[{','.join(missing_words)}]目前無法轉成 ipa。請嘗試其他句子。"
        )

    wav = model.tts(
        parse_ipa(ipa),
        speaker_name=speaker,
        language_name=dialect,
        split_sentences=False,
    )

    return words, pinyin, (16000, np.array(wav))

def when_model_selected(model_id):
    model_config = models_config[model_id]
    speaker_drop_down_choices = [(k,v) for k, v in model_config["speaker_mapping"].items()]
    dialect_drop_down_choices = model_config["avalible_dialect"]
    return gr.update(choices=speaker_drop_down_choices), gr.update(choices=dialect_drop_down_choices)


demo = gr.Blocks(
    title="臺灣客語語音生成系統",
    css="@import url(https://tauhu.tw/tauhu-oo.css);",
    theme=gr.themes.Default(
        font=(
            "tauhu-oo",
            gr.themes.GoogleFont("Source Sans Pro"),
            "ui-sans-serif",
            "system-ui",
            "sans-serif",
        )
    ),
)

with demo:

    default_model_id = list(models_config.keys())[0]
    model_drop_down = gr.Dropdown(
        models_config.keys(),
        value=default_model_id,
    )
    speaker_drop_down = gr.Dropdown(
        choices=[(k,v) for k, v in models_config[default_model_id]["speaker_mapping"].items()],
        value=list(models_config[default_model_id]["speaker_mapping"].values())[0]
    )
    dialect_drop_down = gr.Dropdown(
        choices=models_config[default_model_id]["avalible_dialect"],
        value=models_config[default_model_id]["avalible_dialect"][0]
    )

    model_drop_down.input(
        when_model_selected,
        inputs=[model_drop_down],
        outputs=[speaker_drop_down, dialect_drop_down]
    )



    gr.Markdown(
        """
        # 臺灣客語語音生成系統
        """
    )
    gr.Interface(
        text_to_speech,
        inputs=[
            model_drop_down,
            speaker_drop_down,
            dialect_drop_down,
            gr.Textbox(),
        ],
        outputs=[
            gr.Textbox(interactive=False, label="word segment"),
            gr.Textbox(interactive=False, label="pinyin"),
            gr.Audio(
                interactive=False, label="generated speech", show_download_button=True
            ),
        ],
        allow_flagging="auto",
    )

demo.launch()