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turing

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A PyTorch library for simulating Turing machines with neural networks. Includes constructions from Siegelmann & Sontag (1995) and Wei, Chen & Ma (2021).

  • Updated May 13, 2026
  • Python

Veda sparse attention for ComfyUI's MiniMax-H3, with a hand-written CUDA kernel for NVIDIA Turing (sm_75) so it runs on RTX 2080 Ti / GTX 16-series and any compute-capability 7.5 card. Upstream Veda only supports SM80+. Measured on one 2080 Ti: 4.16x at 768x768x124, 1.83x at 512x512x124.

  • Updated Oct 31, 2026
  • Python

Compiler MVP that detects Transformer fusion patterns, generates optimized CUDA kernels with WMMA Tensor Cores, and executes them on real GPU hardware — 10.5 TFLOPs on RTX 2070, correctness validated against PyTorch.

  • Updated Jul 26, 2026
  • Python

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