Analyze nsys profiles to map GPU hotspots to source functions.
npx skills add https://github.com/sirius-db/sirius --skill optimization-advisor
Please help me install this Agent Skill. Skill: optimization-advisor Source: https://github.com/sirius-db/sirius/tree/main/.claude/skills/optimization-advisor Command: npx skills add https://github.com/sirius-db/sirius --skill optimization-advisor
This Skill helps developers identify specific areas in their code that are causing performance bottlenecks, particularly in GPU-accelerated applications, by analyzing profiling data and mapping performance hotspots directly to source code functions.
nsys profile and pinpoint the exact C++ functions that are consuming the most GPU time or causing excessive synchronization, guiding optimization efforts.Analyze the provided nsys profile report to identify the top 3 optimization targets in the code.
High-intent search queries and answers about installing and using this skill.
To map GPU hotspots to source code functions from nsys profile data, you analyze the profiling report to correlate GPU kernel execution times with their originating C++ functions. This identifies specific areas consuming the most GPU time.
GPU profiling can identify efficiency bottlenecks, synchronization overhead, memory issues, and parallelism opportunities within GPU-accelerated applications. It detects these performance bottlenecks by analyzing execution models and operator-to-source mappings.
You analyze nsys profile reports to pinpoint code optimization targets by parsing the profiling data to find GPU hotspots. This guides optimization efforts by revealing exactly which source functions cause excessive synchronization or memory consumption.
Yes, understanding the Sirius execution model and operator-to-source mapping is required to analyze GPU performance issues effectively. This knowledge is necessary to accurately map detected GPU hotspots back to their originating source code functions.
Yes, you can use bash scripts for GPU profiling and bottleneck detection. The analysis requires running bash scripts to process the nsys profile data and identify specific code optimization targets within your application.
PaddlePaddleInject nsys profiling into FastDeploy GPU inference startup and collect .nsys-rep files.
sandraschiSolve advanced linear algebra problems with LaTeX-formatted explanations and worked examples.
kindoflukeMap nsys profiling hotspots to Sirius source functions for optimization targets.
KentoShimizuIdentify runtime hotspots and quantify their impact from profiling data.