wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A guide to optimizing medium-sized mean operations that reduce values along the first axis of a tensor.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A guide to optimizing medium-sized mean operations that reduce values along the first axis of a tensor.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A guide to optimizing small product reductions, which multiply a group of tensor values into one result.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A guide to combining an element-by-element calculation with a reduction, which combines many values into fewer results such as a sum.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A guide to optimizing large two-dimensional sum reductions when the non-reduced axis is very large and the reduced axis is medium-sized.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A performance-optimization method for a specialized 3D tensor operation using Weighted SwiGLU during backward computation. It reshapes data and divides work to improve parallel processing while keeping within on-chip memory limits.
wenyi-li/awesome-agent-kernel-skills
Skill Claude Code
A guide for generating operation-kernel code and revising it based on feedback. It supports several GPU and CPU kernel languages and domain-specific tools.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A guide to core CPU C++ operations, including common kernel structures, KernelBench coding rules, and embedded extensions.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A guide to making programs run faster on ARM processors, including NEON SIMD instructions, numerical stability, and debugging.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A guide to speeding up programs on x86-64 processors using AVX, a set of instructions that processes several values at once.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A set of complete examples showing how PyTorch code can work together with CUDA C code for GPU computing.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A quick reference listing PyPTO API signatures and the rules that constrain their use.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A beginner guide to PyPTO that turns a baseline forward pass into an executable description of the intended behavior before implementation and optimization.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A troubleshooting note for PyPTO programs that use `pypto.view`, explaining that its shape must be fixed when the code is compiled.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A guide to improving PyPTO performance, with rules and an order for tuning tiles, loops, and reductions such as softmax and normalization.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A reference for PyPTO syntax rules, including where scalar values and tensors may appear in expressions and function calls.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A reference for the TileLang CUDA API, including function usage and parameter meanings when generating CUDA kernels.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
An introduction to TileLang CUDA, covering its main ideas, kernel structure, and common programming patterns for GPU code.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A collection of complete examples showing how to use PyTorch with TileLang to write CUDA GPU programs.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A guide to optimizing TileLang CUDA memory access, including shared-memory allocation, data layout, coalesced access, and avoiding bank conflicts.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A guide to general TileLang CUDA performance tuning, debugging, and platform limitations.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A set of standard TileLang CUDA patterns and templates for elementwise work, reductions, matrix multiplication, and matrix-vector multiplication.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A guide to synchronization in TileLang CUDA, covering shared-memory cooperation, thread safety, and preventing deadlocks.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A troubleshooting guide for Triton kernels on Ascend NPUs, with examples of fixing unified-buffer and CBUF overflows caused by blocks that are too large.
wenyi-li/awesome-agent-kernel-skills
Skill Claude CodeCodex
A methodology for deeply optimizing fused operators on Ascend NPUs, including elementwise, normalization, softmax with top-k, and matrix multiplication with activation.
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