Cuda Toolkit 126 - 2021

FROM nvidia/cuda:12.6.0-devel-ubuntu22.04

| Area | Change | Mitigation | |------|--------|-------------| | | Deprecated, removed in 12.6 | Use CUDA Graphs or stream callbacks | | Texture object API | Some functions require -arch=sm_xx ≥ 70 | Recompile with sm_70+ | | CUDA runtime error codes | cudaError_t now strongly typed in C++ | Use cudaGetErrorString() for formatting | | cudaMallocManaged | Default memory advice changed (prefetch disabled) | Explicitly call cudaMemAdviseSetPreferredLocation | cuda toolkit 126

CUDA Toolkit 12.6 is the latest major iteration of NVIDIA's parallel computing platform, designed to push the boundaries of GPU-accelerated computing for AI, data science, and high-performance computing (HPC). This release focuses heavily on enhancing developer productivity, improving memory management, and providing deeper integration with the latest "Blackwell" and "Hopper" GPU architectures. 🚀 Key Features and Enhancements Blackwell Architecture Support FROM nvidia/cuda:12