mindspore-ai

120 mods across 1 repository, 263 stars between them.

mindspore-ai/akg

Skill Claude CodeCodex

A guide to implementing and optimizing operations that process tensor elements independently, such as addition, multiplication, activation functions, and mathematical functions. It includes vectorized access and operation fusion patterns.

not rated 263 +1 yesterday A SkillSpector: pass 71 tokens original Apache-2.0

mindspore-ai/akg

Skill Claude CodeCodex

A collection of complete examples showing how to call Triton CUDA kernels from PyTorch. The examples include vector addition, matrix multiplication, layer normalization, and softmax.

not rated 263 +1 yesterday A SkillSpector: pass 71 tokens original Apache-2.0

mindspore-ai/akg

Skill Claude CodeCodex

A guide to choosing the grid and block layout used to launch Triton CUDA kernels. It explains one-, two-, and three-dimensional grids, block sizes, and handling very large inputs.

not rated 263 +1 yesterday A SkillSpector: pass 65 tokens original Apache-2.0

triton-cuda-matmul

100

mindspore-ai/akg

Skill Claude CodeCodex

A guide to speeding up matrix multiplication, including ordinary, batched, and linear-layer operations, on CUDA GPUs. It covers tiling, shared-memory caching, and Tensor Cores, specialized GPU units for matrix calculations.

not rated 263 +1 yesterday A SkillSpector: pass 73 tokens original Apache-2.0

triton-cuda-memory

101

mindspore-ai/akg

Skill Claude CodeCodex

A guide to improving how Triton CUDA kernels read and arrange data in GPU memory. It covers shared memory, continuous access, avoiding bank conflicts, and data layouts.

not rated 263 +1 yesterday A SkillSpector: pass 66 tokens original Apache-2.0

mindspore-ai/akg

Skill Claude CodeCodex

A general guide to optimizing Triton kernels on CUDA GPUs. It covers block size, warps, pipeline stages, memory access, operation fusion, occupancy, numerical stability, and API limits.

not rated 263 +1 yesterday A SkillSpector: pass 66 tokens original Apache-2.0

triton-cuda-patterns

103

mindspore-ai/akg

Skill Claude CodeCodex

A set of standard Triton CUDA programming patterns for vector operations, reductions, and matrix multiplication. It provides reusable structures for indexing, masked memory access, aggregation, and tiled computation.

not rated 263 +1 yesterday A SkillSpector: pass 70 tokens original Apache-2.0

triton-cuda-reduce

104

mindspore-ai/akg

Skill Claude CodeCodex

A guide to reducing many values into one result on a GPU, such as a sum, average, maximum, softmax, or layer normalization. It covers block-level reduction and numerical-stability techniques.

not rated 263 +1 yesterday A SkillSpector: pass 68 tokens original Apache-2.0

akg-installer

105

mindspore-ai/akg

Agent Claude CodeOpenCode needs its repo

An installation and setup workflow for AKG Agents, including environment preparation, dependency installation, language-model configuration, and verification. It supports both Conda environments and Python virtual environments.

not rated 263 +1 yesterday A 52 tokens original Apache-2.0

akg-op

106

mindspore-ai/akg

Agent Claude CodeOpenCode

A coordinating agent for generating and optimizing individual computational operators or groups of operators across different hardware backends and programming languages.

not rated 263 +1 yesterday A 23 tokens original Apache-2.0

kernelgen

107

mindspore-ai/akg

Agent Claude CodeOpenCode

An agent that discusses computational-operator designs, generates their code, and repeatedly checks and repairs the result until validation succeeds or the process stops.

not rated 263 +1 yesterday A 44 tokens original Apache-2.0

akg-env-setup

108

mindspore-ai/akg

Skill Claude CodeOpenCode needs its repo

An environment setup procedure for AKG Agents that checks the local tools and language-model access, detects hardware and software details, and stores the results in a cache.

not rated 263 +1 yesterday A SkillSpector: pass 60 tokens original Apache-2.0

kernel-designer

109

mindspore-ai/akg

Skill Claude CodeOpenCode

An algorithm-sketch design tool for computational operators. It produces high-level pseudocode and implementation guidance for several programming and hardware languages.

not rated 263 +1 yesterday A SkillSpector: warn 81 tokens original Apache-2.0

kernel-generator

110

mindspore-ai/akg

Skill Claude CodeOpenCode

A code-generation tool for computational operators, with support for several hardware-focused programming languages and frameworks.

not rated 263 +1 yesterday A SkillSpector: pass 61 tokens original Apache-2.0

kernel-verifier

111

mindspore-ai/akg

Skill Claude CodeOpenCode

A verification tool for generated computational-operator code. It first checks the code without running expensive tests, then compares its outputs with the framework implementation.

not rated 263 +1 yesterday A SkillSpector: pass 88 tokens original Apache-2.0

op-task-extractor

112

mindspore-ai/akg

Skill Claude CodeOpenCode

A task-extraction tool that turns source code or a natural-language operator description into a self-contained Python task file for later generation or testing.

not rated 263 +1 yesterday A SkillSpector: pass 27 tokens original Apache-2.0

op-test

113

mindspore-ai/akg

Skill Claude CodeOpenCode

A robustness-testing tool for computational operators, which are small pieces of code that perform tensor calculations.

not rated 263 +1 yesterday A SkillSpector: pass 113 tokens original Apache-2.0

mindspore-ai/akg

Skill OpenCode

A performance-optimization verification tool for checking whether optimized code is still correct and faster in its target environment.

not rated 263 +1 yesterday A SkillSpector: pass 55 tokens original Apache-2.0

search-workflow

115

mindspore-ai/akg

Skill Claude CodeOpenCode

A workflow for searching for better implementations of model operations with methods such as adaptive search or evolution. It runs the search in the background and checks its progress until results are available.

not rated 263 +1 yesterday A SkillSpector: warn 34 tokens original Apache-2.0

skills_creator

116

mindspore-ai/akg

Skill Claude CodeOpenCode

A guide for turning useful lessons from a completed conversation into a reusable OpenCode skill. It describes when to save the lesson and how to structure the skill file.

not rated 263 +1 yesterday A SkillSpector: pass 86 tokens original Apache-2.0

sparse-quantization

117

mindspore-ai/akg

Skill OpenCode

A guide to loading and adapting sparsely quantized models in vLLM-MindSpore. Sparse quantization stores model weights in a smaller numerical format while preserving a sparse structure, and W8A8SC is one such format.

not rated 263 +1 yesterday A SkillSpector: pass 132 tokens original Apache-2.0

mindspore-ai/akg

Skill OpenCode

A guide to improving the processing that follows model inference in vLLM-Ascend, a text-generation system for Huawei Ascend hardware. It covers both PyTorch-based and Triton-based sampling paths.

not rated 263 +1 yesterday A SkillSpector: pass 39 tokens original Apache-2.0

mindspore-ai/akg

Skill OpenCode

A guide to speeding up the processing that happens after vLLM-MindSpore produces model results and before it selects the next tokens. vLLM-MindSpore is a text-generation system adapted for Huawei Ascend hardware.

not rated 263 +1 yesterday A SkillSpector: pass 32 tokens original Apache-2.0

At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: