[Voxtral TTS] Add multilingual support in gradio demo (#2151)
Signed-off-by: Chen-Yo Sun <chenyo.sun@mistral.ai> Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
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@@ -58,7 +58,7 @@ python3 examples/offline_inference/voxtral_tts/end2end.py \
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| `--num-prompts N` | Number of replicate prompts to run for measuring performance (default: 1) |
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| `--streaming` | Use streaming generation via `AsyncOmni` (default: blocking `Omni`) |
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| `--concurrency N` | Max concurrent requests per wave (must be used with `--streaming`, must evenly divide `--num-prompts`) |
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| `--voice NAME` | Voice preset to use instead of reference audio file (e.g., casual_female, casual_male, cheerful_female, neutral_female, neutral_male) |
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| `--voice NAME` | Voice preset to use instead of reference audio file. Check Huggingface `mistralai/Voxtral-4B-TTS-2603` to get the list of available voices |
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| `--write-audio` | Write generated audio to WAV files |
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| `--profiling-mode` | Enable profiling mode (reduces max tokens to 50) |
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| `--log-stats` | Enable detailed statistics logging |
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@@ -14,6 +14,7 @@ import io
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import json
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import logging
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import socket
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import time
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import uuid
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from datetime import datetime
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from pathlib import Path
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@@ -35,6 +36,178 @@ logger.setLevel(logging.INFO)
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_BASE_URL = f"{socket.gethostname()}:7860"
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# Default fallback voices - comprehensive list
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_DEFAULT_VOICES = [
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"casual_female",
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"casual_male",
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"cheerful_female",
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"neutral_female",
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"neutral_male",
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"ar_male",
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"de_female",
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"de_male",
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"es_female",
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"es_male",
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"fr_female",
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"fr_male",
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"hi_female",
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"hi_male",
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"it_female",
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"it_male",
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"nl_female",
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"nl_male",
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"pt_female",
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"pt_male",
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]
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def organize_voices_by_language(voices: list[str]) -> tuple[list[str], dict[str, list[str]]]:
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"""Organize voices into language categories.
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Args:
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voices: List of voice names (e.g., ["neutral_male", "es_female", "fr_male"])
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Returns:
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Tuple of (sorted list of language categories, dictionary mapping language to voices)
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"""
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# Define language prefixes and their display names
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LANGUAGE_PREFIXES = {
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"ar": "Arabic",
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"de": "German",
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"es": "Spanish",
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"fr": "French",
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"it": "Italian",
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"nl": "Dutch",
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"pt": "Portuguese",
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"hi": "Hindi",
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}
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# Initialize language to voices mapping
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language_voices: dict[str, list[str]] = {}
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for voice in voices:
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# Check for language prefix
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found_language = None
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for prefix, lang_name in LANGUAGE_PREFIXES.items():
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if voice.lower().startswith(f"{prefix}_"):
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found_language = lang_name
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break
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if found_language:
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# Add voice to its language category
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if found_language not in language_voices:
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language_voices[found_language] = []
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language_voices[found_language].append(voice)
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else:
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# Add to English (voices without language prefix)
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if "English" not in language_voices:
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language_voices["English"] = []
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language_voices["English"].append(voice)
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# Sort voices within each language category, with neutral_male first for English
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for lang in language_voices:
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if lang == "English":
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language_voices[lang].sort(key=lambda v: (0 if v == "neutral_male" else 1, v))
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else:
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language_voices[lang].sort()
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# Sort language categories (English first, then alphabetically)
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sorted_languages = sorted(language_voices.keys(), key=lambda x: (0 if x == "English" else 1, x.lower()))
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return sorted_languages, language_voices
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# Configuration for server health check
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_SERVER_CHECK_TIMEOUT = 300.0 # 5 minutes max wait
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_SERVER_CHECK_INTERVAL = 5.0 # 5 seconds between retries
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def wait_for_server(base_url: str, timeout: float = _SERVER_CHECK_TIMEOUT) -> bool:
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"""Block until the server is available or timeout is reached.
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Args:
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base_url: Base URL of the server (e.g., "http://localhost:8091/v1")
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timeout: Maximum time to wait in seconds
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Returns:
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True if server became available, False if timeout reached
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"""
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start_time = time.time()
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# Health endpoint is at /health (not /v1/health)
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health_url = base_url.replace("/v1", "") + "/health"
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logger.info(f"Waiting for server at {base_url} to become available...")
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with httpx.Client(timeout=5.0) as client:
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while time.time() - start_time < timeout:
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try:
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resp = client.get(health_url)
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if resp.status_code == 200:
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logger.info("Server is now available!")
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return True
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except Exception:
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pass
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elapsed = time.time() - start_time
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logger.info(f"Server not yet available ({elapsed:.1f}s elapsed), retrying in {_SERVER_CHECK_INTERVAL}s...")
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time.sleep(_SERVER_CHECK_INTERVAL)
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logger.warning(f"Server did not become available within {timeout}s timeout")
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return False
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def fetch_voices_and_languages(base_url: str, model: str) -> tuple[list[str], dict[str, list[str]]]:
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"""Fetch available voices from the server API and organize by language.
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This function blocks until the server is available, then fetches the list
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of available voices from the /v1/audio/voices endpoint and organizes them.
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Args:
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base_url: Base URL of the server API (e.g., "http://localhost:8091/v1")
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model: Model name (used for logging)
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Returns:
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Tuple of (sorted language list, dictionary mapping language to voices)
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"""
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# Always wait for server - if server is not up, demo cannot do anything
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if not wait_for_server(base_url):
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logger.warning("Server unavailable, using fallback voices")
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languages, language_voices = organize_voices_by_language(_DEFAULT_VOICES)
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return languages, language_voices
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try:
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with httpx.Client(timeout=10.0) as client:
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# The audio/voices endpoint is directly under /v1, not nested
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resp = client.get(
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f"{base_url}/audio/voices",
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headers={"Authorization": "Bearer EMPTY"},
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)
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if resp.status_code == 200:
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data = resp.json()
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voices = data.get("voices", [])
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if voices:
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logger.info(f"Fetched {len(voices)} voices from server: {voices}")
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languages, language_voices = organize_voices_by_language(sorted(voices))
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return languages, language_voices
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logger.warning("Server returned empty voices list")
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except Exception as e:
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logger.warning(f"Failed to fetch voices from server: {e}")
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# Fallback to default voices
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logger.info(f"Using fallback voices: {_DEFAULT_VOICES}")
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languages, language_voices = organize_voices_by_language(_DEFAULT_VOICES)
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return languages, language_voices
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def make_update_voice_dropdown(language_voices: dict[str, list[str]]):
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"""Return a callback that updates the voice dropdown when the user
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selects a different language."""
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def update_voice_dropdown(language: str) -> gr.Dropdown:
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voices = language_voices.get(language, [])
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return gr.Dropdown(choices=voices, value=voices[0] if voices else None, interactive=True)
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return update_voice_dropdown
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def run_inference(
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voice_name: str,
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@@ -99,39 +272,59 @@ def _save_example(
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def _load_from_share(
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outputs_dir: Path | None,
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request: gr.Request,
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) -> tuple[str | None, str, str | None, dict[str, Any], str]:
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languages: list[str] | None = None,
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language_voices: dict[str, list[str]] | None = None,
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) -> tuple[str, str, str | None, str | None, dict[str, Any], str]:
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"""
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Called on page load. If ?share_id=... is present, load stored example.
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Returns: (voice_name, text_prompt, output_audio, submit_btn_update, share_link_text)
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Returns: (language, voice_name, text_prompt, output_audio, submit_btn_update, share_link_text)
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"""
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fallback_language = (
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"English" if languages and "English" in languages else (languages[0] if languages else "English")
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)
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if language_voices:
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voices_list = language_voices.get(fallback_language, [])
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fallback_voice = voices_list[0] if voices_list else None
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else:
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fallback_voice = None
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if outputs_dir is None:
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return "Neutral_Male", "", None, gr.update(interactive=False), ""
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return fallback_language, fallback_voice, "", None, gr.update(interactive=False), ""
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share_id = None
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if request and request.query_params:
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share_id = request.query_params.get("share_id")
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if not share_id:
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return "Neutral_Male", "", None, gr.update(interactive=False), ""
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return fallback_language, fallback_voice, "", None, gr.update(interactive=False), ""
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meta_path = outputs_dir / f"{share_id}.json"
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if not meta_path.exists():
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logger.warning("No stored example for share_id=%s", share_id)
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return "Neutral_Male", "", None, gr.update(interactive=False), ""
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return fallback_language, fallback_voice, "", None, gr.update(interactive=False), ""
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with open(meta_path) as f:
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meta = json.load(f)
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voice = meta.get("voice_name", "Neutral_Male")
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# Determine language and voice from the stored voice name
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voice = meta.get("voice_name", fallback_voice)
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text_prompt = meta.get("text_prompt", "")
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gen_path = meta.get("generated_audio_path")
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# Find which language this voice belongs to
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language = fallback_language
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if language_voices:
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for lang, voices in language_voices.items():
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if voice in voices:
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language = lang
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break
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if _BASE_URL:
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share_link = f"http://{_BASE_URL}?share_id={share_id}"
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else:
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share_link = f"Use this query on your current URL: ?share_id={share_id}"
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return voice, text_prompt, gen_path, gr.update(interactive=True), share_link
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return language, voice, text_prompt, gen_path, gr.update(interactive=True), share_link
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def main(
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@@ -148,15 +341,28 @@ def main(
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outputs_dir = Path(output_dir)
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outputs_dir.mkdir(parents=True, exist_ok=True)
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# Load available voices and organize by language
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# This will block until the server is available
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languages, language_voices = fetch_voices_and_languages(base_url, model)
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with gr.Blocks(title="Voxtral TTS", fill_height=True) as demo:
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gr.Markdown("## Voxtral TTS")
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with gr.Row():
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with gr.Column():
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# Language dropdown (first level)
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default_language = "English" if "English" in languages else languages[0]
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language_dropdown = gr.Dropdown(
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choices=languages,
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label="Language",
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value=default_language,
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)
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# Voice dropdown (second level, updates based on language)
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voices_for_default_lang = language_voices.get(default_language, [])
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voice_name = gr.Dropdown(
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["Neutral_Male", "Neutral_Female", "Cheerful_Female", "Casual_Male", "Casual_Female"],
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choices=voices_for_default_lang,
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label="Voice",
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value="Neutral_Male",
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value=voices_for_default_lang[0] if voices_for_default_lang else None,
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)
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text_prompt = gr.Textbox(
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label="Text prompt",
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@@ -182,6 +388,13 @@ def main(
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visible=outputs_dir is not None,
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)
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# --- Cascading dropdown: update voice list when language changes ---
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language_dropdown.change(
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fn=make_update_voice_dropdown(language_voices),
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inputs=[language_dropdown],
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outputs=voice_name,
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)
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# --- UI logic: disable submit until text is non-empty ---
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def _toggle_submit(text: str):
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enabled = bool(text.strip())
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@@ -216,25 +429,38 @@ def main(
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)
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# --- Clear everything and disable submit again ---
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def _on_reset():
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return (
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"Neutral_Male", # voice_name
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"", # text_prompt
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None, # output_audio
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gr.update(interactive=False), # submit_btn
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"", # share_link_box
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)
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def make_on_reset(languages: list[str], language_voices: dict[str, list[str]]):
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def _on_reset():
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language = "English" if "English" in languages else languages[0]
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voices_list = language_voices.get(language, [])
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voice = voices_list[0] if voices_list else None
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return (
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language, # language_dropdown
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voice, # voice_name
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"", # text_prompt
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None, # output_audio
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gr.update(interactive=False), # submit_btn
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"", # share_link_box
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)
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return _on_reset
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reset_btn.click(
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fn=_on_reset,
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fn=make_on_reset(languages, language_voices),
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inputs=[],
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outputs=[voice_name, text_prompt, output_audio, submit_btn, share_link_box],
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outputs=[language_dropdown, voice_name, text_prompt, output_audio, submit_btn, share_link_box],
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)
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def make_load_from_share(outputs_dir: Path | None, languages: list[str], language_voices: dict[str, list[str]]):
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def _load(request: gr.Request):
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return _load_from_share(outputs_dir, request, languages, language_voices)
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return _load
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demo.load(
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fn=lambda request: _load_from_share(outputs_dir, request),
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fn=make_load_from_share(outputs_dir, languages, language_voices),
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inputs=[],
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outputs=[voice_name, text_prompt, output_audio, submit_btn, share_link_box],
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outputs=[language_dropdown, voice_name, text_prompt, output_audio, submit_btn, share_link_box],
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)
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launch_kwargs: dict[str, Any] = {
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