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README.md
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---
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license: mit
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tags:
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- coreml
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- tts
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- vibevoice
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- apple-silicon
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- semantic-encoder
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---
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# VibeVoice Semantic Encoder (CoreML)
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Streaming semantic encoder for [VibeVoice](https://huggingface.co/microsoft/VibeVoice-1.5B) TTS, exported as a stateful CoreML MLPackage.
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Shared between 1.5B and 7B models (identical encoder weights, 128-dim output).
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## Usage
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Auto-downloaded by [vibevoice-mlx](https://github.com/gafiatulin/vibevoice-mlx) when CoreML is available:
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```bash
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pip install mlx coremltools soundfile transformers huggingface_hub safetensors
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git clone https://github.com/gafiatulin/vibevoice-mlx && cd vibevoice-mlx
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# CoreML semantic encoder is auto-downloaded on first use
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python run/e2e_pipeline.py --model microsoft/VibeVoice-1.5B --text "Hello!" --output hello.wav
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```
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Without CoreML (Linux, or no coremltools), the pipeline falls back to a pure MLX semantic encoder.
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## Architecture
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- **Type**: Causal σ-VAE encoder with streaming conv caches
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- **Input**: 3200 audio samples (one speech frame at 24kHz)
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- **Output**: 128-dim semantic features
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- **State**: 34 conv cache buffers (ct.StateType, requires iOS 18+)
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- **Compute units**: CPU_AND_GPU (ANE not supported for stateful models)
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- **Size**: 657 MB (fp16 weights)
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## Performance
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| Backend | Latency | Pipeline RTF (1.5B INT8) |
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|---------|---------|--------------------------|
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| CoreML | 4.8ms/frame | 3.1x |
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| Pure MLX | 11.5ms/frame | 2.6x |
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## Source
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Built from [microsoft/VibeVoice-1.5B](https://huggingface.co/microsoft/VibeVoice-1.5B) using [vibevoice-coreml](https://github.com/gafiatulin/vibevoice-coreml) conversion scripts.
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