Perverformer Scat Free | 2026 Edition |

| Repository | Description | Link | |------------|-------------|------| | performer-pytorch | Clean, well‑tested Performer implementation (supports CUDA, TorchScript) | https://github.com/lucidrains/performer-pytorch | | torch-sparse-attention | Implements the SCAT block‑sparse causal mask; works with any nn.Module that outputs (B, L, D) | https://github.com/idiap/torch-sparse-attention | | hybrid‑performer‑scat (by Liu et al.) | Official code for the “Linear‑Sparse Transformers” paper; includes training scripts for language modeling up to 1 B params | https://github.com/liu-lab/linear-sparse-transformer |

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