Cross-link to drums/bass/other specialist variants
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README.md
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## Files in this repo
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- [`handler.py`](handler.py) — `EndpointHandler` class HF Inference Endpoints
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## Single-stem specialist variants (faster, smaller)
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If you only need **one** stem in production, ship a specialist sub-model
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instead of the full 4-bag ensemble. Same per-stem quality, ~160 MB instead
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of ~640 MB, ~2.6× faster on M4 Pro MPS:
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| Repo | Stem | Use cases |
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|---|---|---|
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| [`htdemucs-ft-drums-pytorch`](https://huggingface.co/StemSplitio/htdemucs-ft-drums-pytorch) | drums | Drum extraction, beat transcription, sample-pack creation |
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| [`htdemucs-ft-bass-pytorch`](https://huggingface.co/StemSplitio/htdemucs-ft-bass-pytorch) | bass | Bassline transcription, mix rebalancing, sub-bass mastering |
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| [`htdemucs-ft-other-pytorch`](https://huggingface.co/StemSplitio/htdemucs-ft-other-pytorch) | other / instrumental | Karaoke instrumentals (pair with this vocals model), sample-flipping |
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This repo (the full bag) remains the best choice when you need vocals plus
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any other stem in a single request — it amortises the inference cost across
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all 4 stems.
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---
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## Files in this repo
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- [`handler.py`](handler.py) — `EndpointHandler` class HF Inference Endpoints
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