Rust-GPU/rust-cuda
Rust Cuda
rust-cuda 是一个 GPU 编程框架和设备编译器，允许使用 Rust 在 NVIDIA 硬件上开发和执行高性能内核。它提供了一个驱动程序包装器来管理设备内存分配和内核启动，有效地作为一个无需依赖 C++ 即可编写 GPU 计算逻辑的系统。
该项目包含一个计算库，其中包含用于神经网络加速和硬件加速光线追踪的硬件优化原语。它利用一个编译工具链，将源代码转换为用于在图形处理器上执行的低级中间表示。
该框架涵盖了设备资源管理、内核开发以及高精度整数运算的模拟。它还支持设备端随机数生成和特定目标的计算优化。
提供预配置的容器镜像，以简化跨不同硬件架构的编译器工具链和开发环境的配置。
Features
- GPU Compilers - Provides a complete toolchain that translates Rust source code into optimized NVIDIA GPU hardware instructions.
- GPU Kernel Programming - Provides a framework for writing and executing high-performance GPU kernels using Rust.
- Compute Libraries - Ships a compute library with hardware-optimized primitives for neural networks and raytracing.
- GPU Resource Management - Implements a high-level driver interface to manage the lifecycle and allocation of GPU buffers and kernels.
- CUDA Driver Wrappers - Provides a programmatic abstraction for controlling NVIDIA GPU device memory and kernel execution.
- GPU Kernel Development - Provides a framework for managing thread indices and memory allocation to create device-side logic.
- CUDA Kernel Compilers - Compiles GPU source code into target-specific CUDA kernels with a Rust interface.
- GPU Compute Toolchains - Provides an integrated development environment and compiler for writing high-performance Rust compute kernels.
- Intermediate Representations - Compiles Rust source code into a PTX-based intermediate representation for GPU execution.
- CUDA Accelerated Neural Networks - Implements hardware-optimized primitives to accelerate deep learning workloads on NVIDIA GPUs.
- GPU Kernel Primitives - Provides highly tuned GPU kernels for standard deep learning operations tuned for tensor cores.
- Raytracing Primitives - Interfaces directly with specialized GPU circuits to compute light paths and perform image denoising.
- Raytracing Simulations - Uses specialized GPU circuits to implement physical light transport and path tracing simulations.
- Real-Time Raytracing - Implements real-time raytracing techniques using specialized hardware circuits for physical light transport.
- Hardware Driver API Mappings - Provides mappings that link high-level programmatic calls to native NVIDIA hardware driver and runtime APIs.
- Binary Instruction Execution - Executes low-level binary instructions on graphics hardware using a specialized intermediate representation.
- Compilation Target Specifications - Defines specific hardware compute capabilities during compilation to optimize machine code for target versions.
- Hardware-Targeted Compilation - Configures compilation rules to optimize binaries for specific GPU hardware revisions and architectures.
