Hardware Integration

Automatic GPU detection and hardware-aware optimization

Automatic GPU Detection

NVIDIA GPUs

Full support for all NVIDIA GPU families:

  • GeForce: RTX 40/30/20 series, GTX 16/10 series
  • Professional: Quadro RTX series
  • Data Center: Tesla, A100, H100
  • Multi-GPU: Cross-GPU profiling and load balancing analysis

CUDA Versions

Support for CUDA Toolkit 11.0-12.5 with automatic version detection and compatibility validation.

Hardware Detection & Monitoring

GPU Hardware Integration

  • Multi-Vendor Detection: NVIDIA, AMD, Intel, Apple Silicon
  • Real-Time Monitoring: nvidia-smi integration for live metrics
  • Hardware Specifications: Automatic detection of compute capability, SM count, memory specs
  • Architecture Support: Turing, Ampere, Ada Lovelace, Hopper optimizations

CUDA Environment Detection

  • Toolkit Detection: Automatic CUDA 11.0-12.5 detection
  • Registry Integration: Windows performance counter access
  • Multi-Version Support: Compatible with various NCU versions
  • Diagnostic Capabilities: Comprehensive environment validation

Architecture-Aware Intelligence

Tailored suggestions for specific GPU architectures:

Turing

Tensor core optimization, RT core utilization

Ampere

Sparse tensor operations, structural sparsity

Ada Lovelace

Ada shader efficiency, RT generation 3

Hopper

Transformer engine, thread block clusters

macOS Support: Coming soon with serverless profiling capabilities

Learn more: See CUDA Setup for configuration details and Advanced Features for hardware-aware .rightnowrules.