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:

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Thread Synchronization

CUDA provides several synchronization mechanisms:

  • __syncthreads() - Synchronizes all threads in a block
  • cudaDeviceSynchronize() - Synchronizes the host with the device
  • Atomic operations for thread-safe memory access
  • CUDA events for asynchronous operation synchronization