fsm-engine
CommunityAutomate disciplined GPU kernel tuning loops.
Software Engineering#automation#profiling#cuda#kernel optimization#finite state machine#gpu tuning#sparse gemm
Authorcodes1gn
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill solves the challenge of running long, error-prone GPU kernel optimization experiments by enforcing a finite state machine workflow with persistent state, validation gates, and autonomous resume support.
Core Features & Use Cases
- FSM-Driven Tuning Control: Manages GPU kernel optimization through structured states including profiling, ideation, implementation, measurement, decision, and storage.
- Experiment Reliability Guardrails: Uses state files, validation scripts, idea deduplication, checkpoints, and compaction summaries to prevent skipped steps and repeated experiments.
- Use Case: Optimize sparse GEMM kernels on NVIDIA Hopper GPUs by continuously testing data-driven improvements from current best kernels or from scratch baselines while preserving progress across sessions.
Quick Start
Use the fsm-engine skill to start a CroqTuner GPU kernel optimization run from the best existing kernel for the specified shape and data type.
Dependency Matrix
Required Modules
jqgit
Components
scripts
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: fsm-engine Download link: https://github.com/codes1gn/CroqTuner/archive/main.zip#fsm-engine Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 545,000+ vetted skills library on demand.