# Mininglamp-AI/cider

<https://repo.masters-masters.com/en/repos/Mininglamp-AI/cider>

[Home](https://repo.masters-masters.com/en) › [Mininglamp-AI](https://repo.masters-masters.com/en/owners/Mininglamp-AI) › [cider](https://repo.masters-masters.com/en/repos/Mininglamp-AI/cider)

Mininglamp-AI/cider has 361 stars on GitHub. Its RepoMasters card: Alpha tier. W8A8/W4A8 inference + optimized SDPA on Apple Silicon — unlocking unused INT8…

| Field | Value |
| --- | --- |
| Owner | [Mininglamp-AI](https://repo.masters-masters.com/en/owners/Mininglamp-AI) |
| Stars | 361 |
| Forks | 17 |
| Language | [Python](https://repo.masters-masters.com/en/languages/python) |
| License | MIT |
| Created | 2026 |
| Topics | apple-silicon, metal, mlx, quantization, w4a8, w8a8 |
| Tier | [Alpha (250 to 699 ★)](https://repo.masters-masters.com/en/ranks/b_movie) |
| View on GitHub | [Mininglamp-AI/cider](https://github.com/Mininglamp-AI/cider) |

## Repository

W8A8/W4A8 inference + optimized SDPA on Apple Silicon — unlocking unused INT8 TensorOps in M5 for 1.2–1.9× faster LLM prefill, plus FlashInfer-inspired GQA decode attention for up to 1.6× SDPA speedup, built as MLX custom primitives.

The tier for repos with 250 to 699 ★. Published odds per card pulled: 20%. Rarity: Uncommon.

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Data: GitHub · Illustration drawn by RepoMasters from the repo’s ID and its language color.