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Added 0_Simple/globalToShmemAsyncCopy. Inspector (Mac) to easily find and manipulate any element of your design. Now that more sophisticated hardware debugging tools are available and more are on the way, NVIDIA will be focusing on supporting these tools instead of the legacy device emulation functionality.0 and cuDNN to C:toolscuda , update your PATH to match:Moving Plex from. CUDA C/C++ kernels are now compiled to standard ELF format Support for device emulation mode has been packaged in a separate version of the CUDA C Runtime (CUDART), and is deprecated in this release.

Added 0_Simple/bf16TensorCoreGemm. AlsoMakes use of asynchronous copy from global to shared memory using cuda pipeline which leads to further performance gain. Demonstrates double precision GEMM computation using the WMMA API for double precision employing the Tensor Cores. Added 0_Simple/dmmaTensorCoreGemm.

Also makes use of asynchronousCopy from global to shared memory using cuda pipeline which leads to further performance gain. Demonstrates tf32 (e8m10) GEMM computation using the WMMA API for tf32 employing the Tensor Cores. Added 0_Simple/tf32TensorCoreGemm.

Demonstrates binary_partition cooperative groups creation and usage in divergent path. Added 0_Simple/binaryPartitionCG. Added warp aggregated atomic multi bucket increments kernel using labeled_partition cooperative groups in 6_Advanced/warpAggregatedAtomicsCG which can be used on compute capability 7.0 and above GPU architectures. Demonstrates the arrive wait barriers.

Added two new reduction kernels in 6_Advanced/reduction one which demonstrates reduce_add_sync intrinstic supported on compute capability 8.0 and another which uses cooperative_groups::reduceFunction which does thread_block_tile level reduction introduced from CUDA 11.0 Removed 7_CUDALibraries/nvgraph_Pagerank, 7_CUDALibraries/nvgraph_SemiRingSpMV, 7_CUDALibraries/nvgraph_SpectralClustering, 7_CUDALibraries/nvgraph_SSSP as the NVGRAPH library is dropped from CUDA Toolkit 11.0. Demonstrates compressible memory allocation using cuMemMap API.

Demonstrates warp aggregated atomics using Cooperative Groups. Added 6_Advanced/warpAggregatedAtomicsCG. Demonstrates Spectral Clustering using NVGRAPH Library. Added 7_CUDALibraries/nvgraph_SpectralClustering.

Demonstrates a conjugate gradient solver on GPU using Multi Block Cooperative Groups. Added 6_Advanced/conjugateGradientMultiBlockCG. Demonstrates single pass reduction using Multi Block Cooperative Groups.

Added 7_CUDALibraries/cannyEdgeDetectorNPP. Demonstrates how any border version of an NPP filtering function can be used in the most common mode (with border controlEnabled), can be used to duplicate the results of the equivalent non-border version of the NPP function, and can be used toEnable and disable border control on various source image edges depending on what portion of the source image is being used Added 7_CUDALibraries/FilterBorderControlNPP. Updated 6_Advanced/shfl_scan to use newly added *_sync equivalent of the shfl intrinsics.

Added 7_CUDALibraries/cuSolverSp_LowlevelQR. Demonstrates Cholesky factorization using cuSolverSP's low level APIs. Added 7_CUDALibraries/cuSolverSp_LowlevelCholesky. The Canny Edge Detection function combines and improves on the techniquesRequired to produce an edge detection image using multiple steps. You can generate a grayscale image from a color imageBy first calling nppiColorToGray() or nppiRGBToGray().

Demonstrates Semi-Ring SpMV using nvGRAPH Library. Added 7_CUDALibraries/nvgraph_SemiRingSpMV. Demonstrates Page Rank computation using nvGRAPH Library. Added 7_CUDALibraries/nvgraph_Pagerank. Demonstrates Bi-Conjugate Gradient Stabilized (BiCGStab) iterative method for nonsymmetric and symmetric positive definite Added 7_CUDALibraries/BiCGStab.

Added 1_Utilities/topologyQuery. Demonstrates C++11 feature support in CUDA. Added 6_Advanced/c++11_cuda. Demonstrates simple example to use CUBLAS-XT library. Added 7_CUDALibraries/simpleCUBLASXT. Demonstrates Single Source Shortest Path(SSSP) computation using nvGRAPH Library.

Its purpose is served by 0_Simple/template. Removed 0_Simple/template_runtime. Demonstrates system wide atomic instructions on migratable memory. Added 0_Simple/systemWideAtomics. Demonstrates scalar product calculation of two vectors of FP16 numbers. Added 0_Simple/fp16ScalarProduct.

The Makefile GCC option has been deprecated. Please use TARGET_ARCH to set the targeted build architecture The Makefile x86_64=1 and ARMv7=1 options have been deprecated.

Demonstrates how to compile clock function kernel at runtime using libNVRTC to measure the performance of kernel accurately. Added 0_Simple/clock_nvrtc. Please use VS Solution files provided to build respective The CUDA Samples are no longer shipped as prebuilt binaries on Windows.

Added 0_Simple/simpleAtomicIntrinsics_nvrtc. Demonstrates compilation of CUDA kernel having assert() at runtime using libNVRTC. Added 0_Simple/simpleAssert_nvrtc. Demonstrates compilation of matrix multiplication CUDA kernel at runtime using libNVRTC. Added 0_Simple/matrixMul_nvrtc. Demonstrates compilation of CUDA kernel having PTX embedded at runtime using libNVRTC.

Added 0_Simple/vectorAdd_nvrtc. Demonstrates compilation of CUDA kernel which uses vote intrinsics at runtime using libNVRTC. Added 0_Simple/simpleVoteIntrinsics_nvrtc. Demonstrates compilation of templatized dynamically allocated shared memory arrays CUDA kernel at runtime using libNVRTC. Added 0_Simple/simpleTemplates_nvrtc.

Added 4_Finance/BlackScholes_nvrtc. Demonstrates runtime compilation using libNVRTC of CUDA kernel which evaluates fair call price for a given set of European Added 4_Finance/binomialOptions_nvrtc.

Demonstrates how to build and use an intercept library with CUDA. Added 7_CUDALibraries/cuHook. Demonstrates runtime compilation using libNVRTC of CUDA kernel which implements Niederreiter Quasirandom Sequence GeneratorAnd Inverse Cumulative Normal Distribution functions for the generation of Standard Normal Distributions. Added 4_Finance/quasirandomGenerator_nvrtc.

Removed 3_Imaging/cudaEncode. Demonstrates how to compute a 2D-convolution of a signal with a filter by transforming both into frequency domain, multiplying Added 7_CUDALibraries/simpleCUFFT_2d_MGPU. Demonstrates how to compute a 1D-convolution of a signal with a filter by transforming both into frequency domain, multiplyingThem together, and transforming the signal back to time domain on Multiple GPUs. Added 7_CUDALibraries/simpleCUFFT_MGPU. Demonstrates how to compute a 1D-convolution of a signal with a filter using a user-supplied CUFFT callback routine, rather

The 4_Finance/quasirandomGenerator sample is now restricted to running on GPUs with SM architecture 2.0 or greater. The 4_Finance/binomialOptions sample is now restricted to running on GPUs with SM architecture 2.0 or greater. The topic will be covered in a blog post at Parallel Forall. Removed 4_Finance/ExcelCUDA2010. The topic will be covered in a blog post at Parallel Forall. Removed 4_Finance/ExcelCUDA2007.

Only the ARM hard-float floating point ABI is supported.Both native ARMv7 compilation and cross compilation from Linux makefiles have been updated to generate code for the AMRv7Architecture. The 7_CUDALibraries/MersenneTwisterGP11213 sample now demonstrates how to use the static CURAND library on Linux and Mac. The 7_CUDALibraries/conjugateGradient sample now demonstrates how to use the static CUBLAS and CUSPARSE libraries on Linux and Mac.

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