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CudaKernelGenerator

Struct CudaKernelGenerator 

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pub struct CudaKernelGenerator { /* private fields */ }
Expand description

CUDA kernel generator

Generates PTX (Parallel Thread Execution) code for NVIDIA GPUs. Supports compute capabilities from 5.0 (Maxwell) to 9.0 (Hopper).

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impl CudaKernelGenerator

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pub fn new(compute_capability: (u32, u32)) -> Self

Create a new CUDA kernel generator

§Arguments
  • compute_capability - GPU compute capability (e.g., (7, 5) for sm_75)
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pub fn set_tensor_cores(&mut self, enable: bool)

Enable or disable tensor core usage

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pub fn generate_ptx(&self, graph: &ComputationGraph) -> JitResult<String>

Generate PTX assembly code for the computation graph

Future implementation will:

  • Analyze graph for optimal thread block configuration
  • Generate fused kernels for element-wise operation chains
  • Emit specialized tensor core instructions (WMMA) for matrix ops
  • Apply memory coalescing patterns
  • Generate multi-kernel launches for large graphs
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pub fn estimate_launch_config( &self, graph: &ComputationGraph, ) -> LaunchConfiguration

Estimate kernel launch configuration for a graph

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