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Browse files- README.md +113 -0
- v2/config.json +71 -0
- v2/f0G32k.safetensors +3 -0
- v2/f0G40k.safetensors +3 -0
- v2/f0G48k.safetensors +3 -0
README.md
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---
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license: mit
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library_name: mlx
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tags:
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- mlx
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- voice-conversion
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- rvc
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- apple-silicon
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- audio
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- speech
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---
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# RVC-MLX Pretrained Weights
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MLX-compatible pretrained weights for [RVC (Retrieval-based Voice Conversion)](https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI), converted for use with [rvc-mlx](https://github.com/lucasnewman/rvc-mlx).
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These weights enable high-quality voice conversion on Apple Silicon Macs using the MLX framework.
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## Available Models
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| File | Sample Rate | Size | Description |
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|------|-------------|------|-------------|
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| `v2/f0G48k.safetensors` | 48 kHz | 110 MB | V2 with F0 (pitch) - highest quality |
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| `v2/f0G40k.safetensors` | 40 kHz | 105 MB | V2 with F0 (pitch) |
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| `v2/f0G32k.safetensors` | 32 kHz | 107 MB | V2 with F0 (pitch) |
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All models use:
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- **Architecture**: SynthesizerTrnMs768NSFsid
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- **Input**: 768-dim ContentVec features
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- **F0 Support**: Yes (pitch-aware synthesis)
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## Quick Start
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```python
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from huggingface_hub import hf_hub_download
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# Download the 48kHz model
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weights_path = hf_hub_download(
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repo_id="lexandstuff/rvc-mlx-weights",
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filename="v2/f0G48k.safetensors"
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)
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# Download config
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config_path = hf_hub_download(
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repo_id="lexandstuff/rvc-mlx-weights",
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filename="v2/config.json"
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)
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```
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## Usage with rvc-mlx
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```python
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import json
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from safetensors.numpy import load_file
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from rvc_mlx.models import SynthesizerTrnMs768NSFsid
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# Load config
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with open(config_path) as f:
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configs = json.load(f)
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config = configs["48000"] # or "40000", "32000"
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# Create model
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model = SynthesizerTrnMs768NSFsid(**config)
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# Load weights
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weights = load_file(weights_path)
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# ... load weights into model
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```
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## Model Details
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These are **inference-only** weights - training components (posterior encoder) have been removed to reduce file size.
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### Architecture
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```
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SynthesizerTrnMs768NSFsid
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├── enc_p (TextEncoder) - Encodes ContentVec + pitch
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├── flow (ResidualCoupling) - Normalizing flow for voice conversion
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├── dec (GeneratorNSF) - HiFi-GAN vocoder with neural source filter
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└── emb_g (Embedding) - Speaker embedding
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```
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### Upsampling Rates
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| Sample Rate | Upsample Rates | Total Factor |
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|-------------|----------------|--------------|
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| 32 kHz | [10, 8, 2, 2] | 320x |
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| 40 kHz | [10, 10, 2, 2] | 400x |
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| 48 kHz | [12, 10, 2, 2] | 480x |
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## Original Source
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These weights are converted from the official RVC pretrained models:
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- **Source**: [lj1995/VoiceConversionWebUI](https://huggingface.co/lj1995/VoiceConversionWebUI)
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- **Files**: `pretrained_v2/f0G{32k,40k,48k}.pth`
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## License
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MIT License - same as the original RVC project.
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## Citation
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If you use these weights, please cite the original RVC project:
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```bibtex
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@software{rvc2023,
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author = {RVC-Project},
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title = {Retrieval-based-Voice-Conversion-WebUI},
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year = {2023},
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url = {https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI}
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}
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```
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v2/config.json
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{
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"32000": {
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"model_type": "SynthesizerTrnMs768NSFsid",
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"version": "v2",
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"sample_rate": 32000,
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"f0": true,
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"spec_channels": 1025,
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"segment_size": 32,
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"inter_channels": 192,
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"hidden_channels": 192,
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"filter_channels": 768,
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"n_heads": 2,
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"n_layers": 6,
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"kernel_size": 3,
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"p_dropout": 0,
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"resblock": "1",
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"resblock_kernel_sizes": [3, 7, 11],
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"resblock_dilation_sizes": [[1, 3, 5], [1, 3, 5], [1, 3, 5]],
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"upsample_rates": [10, 8, 2, 2],
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"upsample_initial_channel": 512,
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"upsample_kernel_sizes": [20, 16, 4, 4],
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"spk_embed_dim": 109,
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"gin_channels": 256
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},
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"40000": {
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"model_type": "SynthesizerTrnMs768NSFsid",
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"version": "v2",
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"sample_rate": 40000,
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"f0": true,
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"spec_channels": 1025,
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"segment_size": 32,
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"inter_channels": 192,
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"hidden_channels": 192,
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"filter_channels": 768,
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"n_heads": 2,
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"n_layers": 6,
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"kernel_size": 3,
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"p_dropout": 0,
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"resblock": "1",
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"resblock_kernel_sizes": [3, 7, 11],
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"resblock_dilation_sizes": [[1, 3, 5], [1, 3, 5], [1, 3, 5]],
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"upsample_rates": [10, 10, 2, 2],
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"upsample_initial_channel": 512,
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"upsample_kernel_sizes": [20, 20, 4, 4],
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"spk_embed_dim": 109,
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"gin_channels": 256
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},
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"48000": {
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"model_type": "SynthesizerTrnMs768NSFsid",
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"version": "v2",
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"sample_rate": 48000,
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"f0": true,
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"spec_channels": 1025,
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"segment_size": 32,
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"inter_channels": 192,
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"hidden_channels": 192,
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"filter_channels": 768,
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"n_heads": 2,
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"n_layers": 6,
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"kernel_size": 3,
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"p_dropout": 0,
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"resblock": "1",
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"resblock_kernel_sizes": [3, 7, 11],
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"resblock_dilation_sizes": [[1, 3, 5], [1, 3, 5], [1, 3, 5]],
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"upsample_rates": [12, 10, 2, 2],
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"upsample_initial_channel": 512,
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| 67 |
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"upsample_kernel_sizes": [24, 20, 4, 4],
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"spk_embed_dim": 109,
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| 69 |
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"gin_channels": 256
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}
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}
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v2/f0G32k.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:4579a923bb57bad01ea9225a5fb6b641cd85c99c230e901e0d50705cfc3e6f05
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size 112277704
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v2/f0G40k.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:ccc4dda2fbbe8ec4ad0b614aa004934bfe54087b09fdcdd5cc86c082594a41fb
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size 110196928
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v2/f0G48k.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:c51f93b025a70a7cea32432de1518d1842fec4336772066cc7be2c981189ba24
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size 114915560
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