mindspore-ai/akg

AKG (Auto Kernel Generator) is an optimizer for operators in Deep Learning Networks, which provides the ability to automatically fuse ops with specific patterns.

259Stars on the repository
122Mods indexed here, across every type
24d agoLast push, which is what freshness is scored on
Apache-2.0Licence, which decides whether bodies are shown

akg-issue

01

mindspore-ai/akg

Skill Claude CodeCodex

A tool for creating structured issue files for the AKG project, including bug reports, feature proposals, and tasks. It can build them from a written description or from differences between code branches.

not rated 259 24d ago A 71 tokens original Apache-2.0

akg-pr

02

mindspore-ai/akg

Skill Claude CodeCodex

A tool that creates pull-request descriptions from the differences between a current Git branch and a target branch. A pull request is a proposed set of code changes for review and merging.

not rated 259 24d ago A 57 tokens original Apache-2.0

akg-review

03

mindspore-ai/akg

Skill Claude CodeCodex

A read-only pre-submission code review tool for AKG projects. It checks formatting, security-related issues, rebase conflicts, dangerous functions, and compliance with SPEC.md.

not rated 259 24d ago C 67 tokens original Apache-2.0

mindspore-ai/akg

Skill Claude CodeCodex

A tool for turning Cursor agent conversation logs into reusable guidance for improving GPU kernel code. It reads JSONL records, extracts general optimization lessons, and writes them as a SKILL.md file.

not rated 259 24d ago A 91 tokens original Apache-2.0

adaptive-evolve

05

mindspore-ai/akg

Skill Claude CodeCodex

An iterative optimization workflow that creates many code candidates, tests them, keeps the better ones, and produces new variations. An evolutionary algorithm is a search method inspired by selection and mutation.

not rated 259 24d ago A 23 tokens original Apache-2.0

coder-agent

06

mindspore-ai/akg

Skill Claude CodeCodex

A code-generation agent that turns an algorithm design into executable code for GPU programming languages such as CUDA, Triton, and OpenCL. It also targets NVIDIA, AMD, and Intel hardware.

not rated 259 24d ago A 16 tokens original Apache-2.0

cuda-basics

07

mindspore-ai/akg

Skill Claude CodeCodex

A beginner’s guide to CUDA, NVIDIA’s system for running parallel work on GPUs. It explains how GPU threads are grouped and how different kinds of memory are used.

not rated 259 24d ago A 22 tokens original Apache-2.0

designer-agent

08

mindspore-ai/akg

Skill Claude CodeCodex

An algorithm-design agent for planning computation routines before they are coded. It studies data flow, complexity, parallel work, memory access, and possible optimization approaches.

not rated 259 24d ago A 16 tokens original Apache-2.0

email-writing

09

mindspore-ai/akg

Skill Claude CodeCodex

An email-writing guide with templates and advice for business, job-search, customer, team, complaint, and feedback messages.

not rated 259 24d ago A 21 tokens original Apache-2.0

error-handling

10

mindspore-ai/akg

Skill Claude CodeCodex

A guide to detecting and reporting errors in GPU code, especially CUDA programs. It covers checks during compilation-related setup, kernel launch, and execution.

not rated 259 24d ago A 14 tokens original Apache-2.0

web-scraping

11

mindspore-ai/akg

Skill Claude CodeCodex

Web scraping and data extraction best practices.

not rated 259 24d ago A 12 tokens original Apache-2.0

standard-workflow

12

mindspore-ai/akg

Skill Claude CodeCodex

A standard workflow for generating computational operations, with separate design, coding, and verification stages. It uses code generation followed by correctness and performance checks.

not rated 259 24d ago A 20 tokens original Apache-2.0

triton-ascend

13

mindspore-ai/akg

Skill Claude CodeCodex

A guide to writing Triton kernels for Ascend NPUs. Triton is a Python-based language for describing parallel operations that run in blocks across the device.

not rated 259 24d ago A 28 tokens original Apache-2.0

triton-syntax

14

mindspore-ai/akg

Skill Claude CodeCodex

A guide to Triton, a Python-like language for writing GPU programs in blocks of data. It explains its program model, data types, masking, and compiler-managed optimizations.

not rated 259 24d ago A 21 tokens original Apache-2.0

verifier-agent

15

mindspore-ai/akg

Skill Claude CodeCodex

A verification agent that checks generated code for correct results, numerical stability, edge cases, and speed. Profiling means measuring where code spends time and how it uses hardware resources.

not rated 259 24d ago A 16 tokens original Apache-2.0

cpu-basics

16

mindspore-ai/akg

Skill Claude CodeCodex

A guide to writing CPU operations in C++ for PyTorch, including functions compiled and loaded as extensions. It covers tensor data, memory, types, bounds, and a standard five-step kernel structure.

not rated 259 24d ago A 31 tokens original Apache-2.0

mindspore-ai/akg

Skill Claude CodeCodex

A guide to optimizing programs on ARM 64-bit processors, including Apple Silicon and AWS Graviton. It covers NEON, ARM's SIMD system for processing several values in one instruction.

not rated 259 24d ago A 30 tokens original Apache-2.0

mindspore-ai/akg

Skill Claude CodeCodex

A guide to optimizing programs on x86-64 processors, the 64-bit CPUs commonly made by Intel and AMD. It covers SIMD, a way to process several values in one instruction, including AVX, AVX2, and AVX-512.

not rated 259 24d ago A 34 tokens original Apache-2.0

cuda-c-api

19

mindspore-ai/akg

Skill Claude CodeCodex

A reference manual for CUDA C, the C and C++ interface used to write programs for NVIDIA GPUs. It covers function markers, memory declarations, and kernel launch syntax.

not rated 259 24d ago A 13 tokens original Apache-2.0

cuda-c-basics

20

mindspore-ai/akg

Skill Claude CodeCodex

A beginner’s guide to CUDA C, the C/C++ programming model for running work in parallel on NVIDIA GPUs. It covers kernels, threads, blocks, grids, and the GPU’s memory types.

not rated 259 24d ago A 21 tokens original Apache-2.0

mindspore-ai/akg

Skill Claude CodeCodex

A collection of runnable examples showing how to write CUDA C kernels and connect them to PyTorch. The examples use PyTorch’s `load_inline` to compile and load the C++ and CUDA code at runtime.

not rated 259 24d ago A 19 tokens original Apache-2.0

cuda-c-optimization

22

mindspore-ai/akg

Skill Claude CodeCodex

A guide for improving CUDA C programs, which run computations on NVIDIA GPUs. It covers GPU memory access, thread-block sizing, numerical stability, and debugging.

not rated 259 24d ago A 20 tokens original Apache-2.0

cuda-c-patterns

23

mindspore-ai/akg

Skill Claude CodeCodex

A set of three CUDA C programming patterns for running calculations on NVIDIA graphics processors: element-by-element operations, combining many values into one result, and matrix multiplication. It includes code structures and examples for common mathematical functions.

not rated 259 24d ago A 24 tokens original Apache-2.0

hint-mode

24

mindspore-ai/akg

Skill Claude CodeCodex

A guide for describing tunable parameters in a standard hint format. It turns value lists, numeric ranges, fixed values, and powers of two into configuration entries for later automatic tuning.

not rated 259 24d ago A 33 tokens original Apache-2.0

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