Fix warmup text length and ve attribute for torch.compile
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- Warmup now uses a ~170-char representative sentence so torch.compile JIT-compiles for typical token sequence lengths. Previously "Warmup." compiled for very short shapes, causing a full re-compile (17s) on the first real HA request and pushing total synthesis past 30s. - Compile model.ve (voice encoder) in addition to s3gen — both are convolutional and hit the MIOpen workspace=0 bug. - Fix _patch_timing: attribute is model.ve not model.voice_encoder, so the timing wrap was silently skipping the speaker embedding. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
This commit is contained in:
21
engine.py
21
engine.py
@@ -49,15 +49,18 @@ def load_model() -> bool:
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if torch.cuda.is_available():
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if torch.cuda.is_available():
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# torch.compile replaces MIOpen's convolution path with Triton-generated
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# torch.compile replaces MIOpen's convolution path with Triton-generated
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# kernels, bypassing the workspace=0 fallback entirely. We compile only
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# kernels, bypassing the workspace=0 fallback entirely. We compile s3gen
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# s3gen (HiFiGAN vocoder + flow matching) since that's the bottleneck.
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# (HiFiGAN vocoder + flow matching) and the voice encoder (ve) since both
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# are convolutional and hit the workspace=0 bug.
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# suppress_errors=True falls back to eager for any op compile can't handle.
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# suppress_errors=True falls back to eager for any op compile can't handle.
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try:
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torch._dynamo.config.suppress_errors = True
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torch._dynamo.config.suppress_errors = True
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for attr, label in [("s3gen", "s3gen"), ("ve", "ve")]:
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chatterbox_model.s3gen = torch.compile(chatterbox_model.s3gen, dynamic=True)
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try:
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logger.info("s3gen compiled with torch.compile")
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obj = getattr(chatterbox_model, attr)
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except Exception:
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setattr(chatterbox_model, attr, torch.compile(obj, dynamic=True))
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logger.warning("torch.compile unavailable, running s3gen in eager mode", exc_info=True)
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logger.info(f"{label} compiled with torch.compile")
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except Exception:
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logger.warning(f"torch.compile unavailable for {label}, running in eager mode", exc_info=True)
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_patch_timing(chatterbox_model)
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_patch_timing(chatterbox_model)
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logger.info("Model loaded successfully")
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logger.info("Model loaded successfully")
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@@ -87,7 +90,7 @@ def _patch_timing(model) -> None:
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pass
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pass
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try:
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try:
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# Speaker/voice encoder — xvector embedding from reference audio
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# Speaker/voice encoder — xvector embedding from reference audio
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_wrap(model.voice_encoder, "forward", "voice_encoder (speaker embedding)")
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_wrap(model.ve, "forward", "ve (speaker embedding)")
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except AttributeError:
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except AttributeError:
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pass
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pass
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try:
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try:
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8
main.py
8
main.py
@@ -23,7 +23,13 @@ def _warmup(voices: dict) -> None:
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audio_prompt = resolve_voice(None, voices) if voices else None
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audio_prompt = resolve_voice(None, voices) if voices else None
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logger.info("Running warmup synthesis to populate MIOpen kernel cache...")
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logger.info("Running warmup synthesis to populate MIOpen kernel cache...")
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try:
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try:
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engine.synthesize(text="Warmup.", audio_prompt_path=audio_prompt)
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engine.synthesize(
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text=(
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"This is a warmup synthesis request used to pre-compile neural network kernels "
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"for typical text lengths, so that the first real request runs at full speed."
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),
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audio_prompt_path=audio_prompt,
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)
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logger.info("Warmup complete — MIOpen cache populated")
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logger.info("Warmup complete — MIOpen cache populated")
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except Exception:
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except Exception:
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logger.warning("Warmup synthesis failed (non-fatal)", exc_info=True)
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logger.warning("Warmup synthesis failed (non-fatal)", exc_info=True)
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