CUDA
(CUDA)
Definition
CUDA (CUDA) Tool
CUDA is a parallel computing platform and programming model developed by NVIDIA that enables developers to use NVIDIA GPUs for general purpose processing to accelerate computational tasks.
Expertise Level
Level 1
Basic
1. Understands the basic concepts of CUDA programming and GPU architecture.
2. Can write simple CUDA kernels and manage GPU memory.
3. Able to compile and run basic CUDA programs.
Level 2
Intermediate
1. Optimizes CUDA kernels for better performance using shared memory and parallelism.
2. Manages complex memory hierarchies efficiently.
3. Debugs and profiles CUDA applications to identify bottlenecks.
Level 3
Advanced
1. Designs and implements highly optimized CUDA applications for complex algorithms.
2. Utilizes advanced CUDA features such as streams, asynchronous operations, and multi-GPU programming.
3. Integrates CUDA with other parallel computing frameworks and performance tuning at system level.
