Thread Hierarchy
Understanding CUDA's thread organization and hierarchy.
Thread Organization
CUDA organizes threads in a hierarchical structure:
- Thread: The basic unit of execution
- Block: A group of threads that can cooperate
- Grid: A collection of blocks that execute the same kernel
- Warp: A group of 32 threads that execute together
Thread Indexing Example
Here's an example showing how to work with thread and block indices:
Loading...
Thread Synchronization
CUDA provides several synchronization mechanisms:
__syncthreads()
- Synchronizes all threads in a blockcudaDeviceSynchronize()
- Synchronizes the host with the device- Atomic operations for thread-safe memory access
- CUDA events for asynchronous operation synchronization