sglang-sota-performance
CommunityBenchmark, profile, and patch SGLang to SOTA.
AuthorBBuf
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Automates end-to-end performance optimization for a single model by coordinating cross-framework benchmarking, profiling, and patching to reach SOTA results on a target hardware setup.
Core Features & Use Cases
- Benchmark across SGLang, vLLM, and TensorRT-LLM to identify best deployment commands for a given model.
- Run torch-profiler analysis to locate kernel bottlenecks, overlap opportunities, and fusion patterns.
- Patch SGLang conservatively based on evidence and revalidate with the same workload to close performance gaps.
Quick Start
Provide a model identifier, target hardware, workload description, and artifact root, then run the SGLang SOTA loop to start the optimization cycle.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 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: sglang-sota-performance Download link: https://github.com/BBuf/AI-Infra-Auto-Driven-SKILLS/archive/main.zip#sglang-sota-performance Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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