Minimal runtime core of Caffe, Forward only, GPU support and Memory efficiency.
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Jul 15, 2020 - C++
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forward-only
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Pure Forward-Only Autograd-Free PINN engine driving single-clock FMA weight alignment under FNG V3. Precision-engineered as the core mathematical physics backbone to rectify high-order moment skewness inside distributed LLM attention rails.
distributed-systems zero-copy cuda high-performance-computing gpu-acceleration compiler-optimization forward-only fault-tolerant pinn jax system-software xla autograd-free
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Jul 25, 2026 - Python
0ns zero-copy, autograd-free hybrid guide layer (Pre-Transformer Packet Rectifier). Uses viscous Burgers' & Vorticity under FNG V3 to pre-rectify high-order skewness & stream clean tensor manifolds straight into LLM Attention.
zero-copy transformer high-performance-computing fluid-dynamics forward-only pybind11 plugin-architecture pinn burgers-equation jax vorticity cuda-kernel hardware-software-codesign llm backpropagation-free vram-optimization kv-cache-optimization xla-compiler autograd-free
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Jul 25, 2026 - Python
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