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Add local Kokoro TTS engine
Browse files- tts_engine.py +112 -0
tts_engine.py
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"""
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tts_engine.py — local + provider TTS for LINGO.
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Primary path: local Kokoro in the Space container. This avoids relying on
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Hugging Face Inference Providers for text-to-speech because the current
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hf-inference provider does not serve Kokoro TTS.
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Fallback path: remote HF/provider endpoint if configured.
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"""
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from __future__ import annotations
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import io
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import logging
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from typing import Any
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import httpx
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import numpy as np
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import soundfile as sf
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from config import Settings
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logger = logging.getLogger(__name__)
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_KOKORO_PIPELINE: Any | None = None
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def _get_kokoro_pipeline() -> Any:
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global _KOKORO_PIPELINE
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if _KOKORO_PIPELINE is None:
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from kokoro import KPipeline
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_KOKORO_PIPELINE = KPipeline(lang_code="a")
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logger.info("Loaded local Kokoro TTS pipeline.")
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return _KOKORO_PIPELINE
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def synthesize_local_kokoro_wav(text: str, voice: str = "af_heart") -> bytes:
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"""Return WAV bytes generated by local Kokoro."""
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pipeline = _get_kokoro_pipeline()
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generator = pipeline(text, voice=voice)
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chunks: list[np.ndarray] = []
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sample_rate = 24_000
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for _graphemes, _phonemes, audio in generator:
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arr = np.asarray(audio, dtype=np.float32)
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if arr.ndim > 1:
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arr = arr.mean(axis=1)
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chunks.append(arr)
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if not chunks:
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raise RuntimeError("Local Kokoro returned no audio chunks")
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audio_all = np.concatenate(chunks)
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buf = io.BytesIO()
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sf.write(buf, audio_all, sample_rate, format="WAV")
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return buf.getvalue()
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async def synthesize_provider_wav(
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text: str,
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http_client: httpx.AsyncClient,
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settings: Settings,
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) -> bytes:
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"""Attempt remote provider TTS using both known payload shapes."""
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headers = {
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"Authorization": f"Bearer {settings.hf_token}",
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"Content-Type": "application/json",
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}
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payloads = [{"text_inputs": text}, {"inputs": text}]
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last_exc: Exception | None = None
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for payload in payloads:
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try:
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resp = await http_client.post(
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settings.hf_tts_url,
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json=payload,
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headers=headers,
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timeout=75.0,
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)
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if resp.status_code in {400, 404, 415, 422}:
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last_exc = RuntimeError(
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f"TTS rejected payload {list(payload.keys())}: {resp.text[:200]}"
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)
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continue
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resp.raise_for_status()
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content_type = resp.headers.get("content-type", "")
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if "application/json" in content_type:
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raise RuntimeError(f"TTS returned JSON instead of audio: {resp.text[:300]}")
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return resp.content
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except (httpx.HTTPStatusError, httpx.RequestError, RuntimeError) as exc:
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last_exc = exc
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raise RuntimeError("Provider TTS failure") from last_exc
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async def synthesize_tts_wav(
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text: str,
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http_client: httpx.AsyncClient | None,
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settings: Settings,
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) -> bytes:
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"""Synthesize TTS with local Kokoro first, provider fallback second."""
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try:
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return synthesize_local_kokoro_wav(text)
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except Exception as local_exc: # noqa: BLE001
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logger.warning("Local Kokoro TTS failed: %s", local_exc)
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if http_client is None:
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raise RuntimeError("Local TTS failure and no provider client supplied") from local_exc
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try:
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return await synthesize_provider_wav(text, http_client, settings)
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except Exception as provider_exc: # noqa: BLE001
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raise RuntimeError(f"TTS failure: local={local_exc}; provider={provider_exc}") from provider_exc
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