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Notes

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ML Python

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Amazon EC2 Instance

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Computer Vision

Hardware & Driver Setup

NVIDIA CUDA Toolkit

Installation

Install NVIDIA CUDA Toolkit: https://developer.nvidia.com/cuda-toolkit

• Temp CUDA Toolkit Install directory
Copy

C:\Users\<username>\AppData\Local\Temp\CUDA

• The install process adds the CUDA_PATH, CUDA_PATH_V<version#>, and other System Variables to the Environment Variables, including the specified bin directory to the Path System Variable.
• Install also confirms the following are installed:
• Nsight for Visual Studio 2019
• Nsight Monitor

GPU Confirmation

• Once installed, build the included deviceQuery_vs2019.sln in VS, and run the resulting deviceQuery.exe via CMD to confirm GPU recognition. The following output confirms GPU recognition.
Copy

C:\ProgramData\NVIDIA Corporation\CUDA Samples\v11.2\bin\win64\Debug>deviceQuery.exe
deviceQuery.exe Starting...

CUDA Device Query (Runtime API) version (CUDART static linking)

Detected 1 CUDA Capable device(s)

Device 0: "Quadro RTX 6000"
CUDA Driver Version / Runtime Version          11.2 / 11.2
CUDA Capability Major/Minor version number:    7.5
Total amount of global memory:                 24576 MBytes (25769803776 bytes)
(72) Multiprocessors, ( 64) CUDA Cores/MP:     4608 CUDA Cores
GPU Max Clock rate:                            1770 MHz (1.77 GHz)
Memory Clock rate:                             7001 Mhz
Memory Bus Width:                              384-bit
L2 Cache Size:                                 6291456 bytes
Maximum Texture Dimension Size (x,y,z)         1D=(131072), 2D=(131072, 65536), 3D=(16384, 16384, 16384)
Maximum Layered 1D Texture Size, (num) layers  1D=(32768), 2048 layers
Maximum Layered 2D Texture Size, (num) layers  2D=(32768, 32768), 2048 layers
Total amount of constant memory:               65536 bytes
Total amount of shared memory per block:       49152 bytes
Total shared memory per multiprocessor:        65536 bytes
Total number of registers available per block: 65536
Warp size:                                     32
Maximum number of threads per multiprocessor:  1024
Maximum number of threads per block:           1024
Max dimension size of a thread block (x,y,z): (1024, 1024, 64)
Max dimension size of a grid size    (x,y,z): (2147483647, 65535, 65535)
Maximum memory pitch:                          2147483647 bytes
Texture alignment:                             512 bytes
Concurrent copy and kernel execution:          Yes with 6 copy engine(s)
Run time limit on kernels:                     Yes
Integrated GPU sharing Host Memory:            No
Support host page-locked memory mapping:       Yes
Alignment requirement for Surfaces:            Yes
Device has ECC support:                        Enabled
CUDA Device Driver Mode (TCC or WDDM):         WDDM (Windows Display Driver Model)
Device supports Unified Addressing (UVA):      Yes
Device supports Managed Memory:                Yes
Device supports Compute Preemption:            Yes
Supports Cooperative Kernel Launch:            Yes
Supports MultiDevice Co-op Kernel Launch:      No
Device PCI Domain ID / Bus ID / location ID:   0 / 33 / 0
Compute Mode:
< Default (multiple host threads can use ::cudaSetDevice() with device simultaneously) >

deviceQuery, CUDA Driver = CUDART, CUDA Driver Version = 11.2, CUDA Runtime Version = 11.2, NumDevs = 1
Result = PASS

Resources

Modules

Acronyms

On This Page

• Notes
• Hardware & Driver Setup
• NVIDIA CUDA Toolkit
• Installation
• GPU Confirmation
• Resources
• Modules
• Acronyms