Production-grade GPU profiling with NVIDIA Nsight Compute integration
Production-grade profiling using nv-nsight-cu-cli with comprehensive hardware metrics
Profile specific __global__ functions with targeted analysis
Full executable profiling with complete call graphs
Direct nv-nsight-cu-cli integration with custom metrics
Inline performance metrics displayed above CUDA kernels with real-time execution time, SM efficiency, and memory throughput.
Color-coded performance indicators:
Green
>80% efficiency (optimized kernels)
Orange
40-80% efficiency (moderate performance)
Red
<40% efficiency (needs optimization)
Beyond kernel-level metrics, RightNow AI provides per-line profiling showing execution time, instruction count, and performance hotspots at source code granularity.
Smart Line Toggle: After kernel profiling completes, click "Show Line Profiling" to toggle per-line metrics view in editor.
Learn more: See CUDA Setup to configure profiling, Advanced Features for profiling data persistence, and Agentic AI Optimization for iterative kernel optimization.