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.