feat: deterministic per-voice RNG seed for consistent voice across requests (v6.7)
Each API request now seeds PyTorch's CPU and CUDA RNGs before generation. The seed is auto-derived from the voice name (stable MD5 hash) if not set in voices.json, so all existing voices get consistent voice character with zero config changes. Override per-voice with "seed": <int> in voices.json. Previously the sampling RNG was unseeded, causing pitch/modulation drift across requests even when speaker embeddings (.pt files) were identical. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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@ -1,6 +1,14 @@
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--- /tmp/upstream_openai_server.py 2026-06-20 20:43:53.380341702 +0200
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+++ build/examples/openai_server.py 2026-06-20 21:18:30.515352046 +0200
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@@ -66,6 +66,8 @@
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--- /tmp/upstream_openai_server.py 2026-06-21 14:29:34.858114787 +0200
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+++ build/examples/openai_server.py 2026-06-21 14:26:33.557536313 +0200
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@@ -36,6 +36,7 @@
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"""
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import argparse
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import asyncio
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+import hashlib
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import io
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import json
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import logging
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@@ -66,10 +67,29 @@
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tts_model = None
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voices: dict = {}
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@ -9,7 +17,28 @@
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default_voice: Optional[str] = None
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SAMPLE_RATE = 24000 # updated once the model loads
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_model_lock = threading.Lock() # prevent concurrent GPU inference
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@@ -145,6 +147,21 @@
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+
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+def _voice_seed(voice_name: str) -> int:
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+ """Return a stable per-voice seed derived from the voice name.
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+
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+ Used as the default when no explicit 'seed' is set in voices.json.
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+ MD5 is used only for its stable byte output — not for security.
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+ """
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+ return int(hashlib.md5(voice_name.encode()).hexdigest(), 16) % (2 ** 31)
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+
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+
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+def _seed_rng(seed: int) -> None:
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+ """Seed PyTorch CPU and CUDA RNGs for reproducible sampling."""
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+ torch.manual_seed(seed)
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+ if torch.cuda.is_available():
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+ torch.cuda.manual_seed_all(seed)
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+
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+
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# ---------------------------------------------------------------------------
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# Request / response models
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# ---------------------------------------------------------------------------
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@@ -145,6 +165,21 @@
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def resolve_voice(voice_name: str) -> dict:
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"""Return voice config dict or fall back to default, else raise 400."""
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@ -31,7 +60,7 @@
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if voice_name in voices:
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return voices[voice_name]
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if default_voice and default_voice in voices:
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@@ -168,7 +185,47 @@
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@@ -168,7 +203,47 @@
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# ---------------------------------------------------------------------------
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@ -80,7 +109,11 @@
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"""
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Run generate_voice_clone_streaming in a background thread and yield
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raw PCM bytes for each chunk as they arrive.
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@@ -182,10 +239,15 @@
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@@ -179,13 +254,19 @@
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def producer():
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try:
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with _model_lock:
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+ _seed_rng(voice_cfg.get("seed", _voice_seed(voice_name)))
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for chunk, _sr, _timing in tts_model.generate_voice_clone_streaming(
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text=text,
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language=voice_cfg.get("language", "Auto"),
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@ -98,7 +131,11 @@
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):
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q.put(chunk)
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except Exception as exc:
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@@ -247,8 +309,14 @@
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@@ -244,11 +325,18 @@
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def _generate():
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with _model_lock:
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+ _seed_rng(voice_cfg.get("seed", _voice_seed(req.voice)))
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return tts_model.generate_voice_clone(
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text=req.input,
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language=voice_cfg.get("language", "Auto"),
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@ -114,7 +151,7 @@
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)
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audio_arrays, sr = await loop.run_in_executor(None, _generate)
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@@ -259,7 +327,7 @@
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@@ -259,7 +347,7 @@
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async def audio_stream():
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if fmt == "wav":
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yield _wav_header(SAMPLE_RATE) # stream with unknown data length
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@ -123,7 +160,7 @@
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yield raw_chunk
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return StreamingResponse(audio_stream(), media_type=content_type)
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@@ -306,16 +374,20 @@
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@@ -306,16 +394,20 @@
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p.add_argument("--host", default="0.0.0.0", help="Bind host (default: 0.0.0.0)")
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p.add_argument("--port", type=int, default=8000, help="Bind port (default: 8000)")
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p.add_argument("--device", default="cuda", help="Torch device (default: cuda)")
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@ -145,7 +182,7 @@
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with open(args.voices) as f:
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voices = json.load(f)
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default_voice = next(iter(voices))
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@@ -344,6 +416,7 @@
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@@ -344,6 +436,7 @@
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args.model,
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device=args.device,
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dtype=torch.bfloat16,
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