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Create app.py
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app.py
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import os
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import sys
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import tempfile
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import gradio as gr
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import numpy as np
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import soundfile as sf
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from huggingface_hub import snapshot_download
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MODEL_REPO = "KevinAHM/pocket-tts-onnx"
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os.environ.setdefault("TOKENIZERS_PARALLELISM", "false")
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os.environ.setdefault("OMP_NUM_THREADS", "2")
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_repo_dir = snapshot_download(
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repo_id=MODEL_REPO,
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allow_patterns=[
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"pocket_tts_onnx.py",
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"onnx/*",
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"tokenizer.model",
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"text_conditioner.onnx",
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"reference_sample.wav",
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"requirements.txt",
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],
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)
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sys.path.insert(0, _repo_dir)
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from pocket_tts_onnx import PocketTTSOnnx
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_tts_cache = {}
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def get_tts(temperature: float, lsd_steps: int):
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key = (float(temperature), int(lsd_steps))
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if key not in _tts_cache:
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_tts_cache[key] = PocketTTSOnnx(temperature=float(temperature), lsd_steps=int(lsd_steps))
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return _tts_cache[key]
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def synthesize(ref_audio_path, text, temperature, lsd_steps):
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text = (text or "").strip()
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if not ref_audio_path:
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raise gr.Error("Upload a reference audio file.")
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if not text:
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raise gr.Error("Enter some text.")
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tts = get_tts(temperature, lsd_steps)
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audio = tts.generate(text=text, voice=ref_audio_path)
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sr = getattr(tts, "sample_rate", 24000)
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audio_np = np.asarray(audio)
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if audio_np.ndim > 1:
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audio_np = audio_np.squeeze()
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out_path = os.path.join(tempfile.gettempdir(), "pocket_tts_out.wav")
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sf.write(out_path, audio_np, sr)
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return out_path
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with gr.Blocks() as demo:
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gr.Markdown("# Pocket TTS ONNX (Voice Cloning)\nUpload a short reference voice sample, type text, and generate audio.")
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with gr.Row():
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ref_audio = gr.Audio(label="Reference Audio", type="filepath")
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text = gr.Textbox(label="Text", lines=6, value="Hello, this is a test of voice cloning.")
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with gr.Row():
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temperature = gr.Slider(0.1, 1.2, value=0.7, step=0.05, label="Temperature")
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lsd_steps = gr.Slider(1, 10, value=10, step=1, label="LSD Steps")
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generate = gr.Button("Generate", variant="primary")
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out_audio = gr.Audio(label="Output", type="filepath")
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generate.click(
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fn=synthesize,
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inputs=[ref_audio, text, temperature, lsd_steps],
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outputs=[out_audio],
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api_name="generate",
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)
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if __name__ == "__main__":
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demo.launch()
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