NVIDIA A100 40GB with NVLINK

NVIDIA A100 40GB with NVLINK

Specification

Property

gpu

GPUs

4x NVIDIA A100 TENSOR CORE GPU

Chip

GA100

Transistors

54 Billion

Manufacturing

7 nm

Chip Size

826 mm²

FP32-ALUs

6.912

INT32-ALUs

6.912

SMs

108

Tensor Cores

432

INT4-Performance

1.248 TOPS / 2.496 TOPS*

INT8-Performance

624 TOPS / 1.248 TOPS*

FP16-Performance

312 TFLOPS / 624 TFLOPS*

Bfloat16-Performance

312 TFLOPS / 624 TFLOPS*

FP32-Performance

19,5 TFLOPS

TF32-TensorCore-Performance

156 TFLOPS / 312 TFLOPS*

FP64-Performance

9,7 TFLOPS

FP64-TensorCore-Performance

19,5 TFLOPS

GPU Memory

40 GB

GPU Memory Type

HBM2

Memory Interface

5.120 Bit

Memory

1.555 GB/s

Max Thermal
Design Power (TDP)

400 W

*With sparsity

Topology

GPU topology is important to efficient GPU usage for some applications, e.g. Gaussian. The Table below shows the GPUs in one GPU compute node, the CPU affinity, and the NUMA affinity.

GPUs

CPU affinity

NUMA affinity

GPUs

CPU affinity

NUMA affinity

NVIDIA A100 GPU 0

CPU cores 48-63

NUMA node 3

NVIDIA A100 GPU 1

CPU cores 16-31

NUMA node 1

NVIDIA A100 GPU 2

CPU cores 112-127

NUMA node 7

NVIDIA A100 GPU 3

CPU cores 80-95

NUMA node 5

The figure below shows the GPUs and their NUMA affinity.

 

 

CUDA Capability Major/Minor version number: 8.0 Total amount of global memory: 40441 MBytes (42405855232 bytes) (108) Multiprocessors, ( 64) CUDA Cores/MP: 6912 CUDA Cores GPU Max Clock rate: 1410 MHz (1.41 GHz) Memory Clock rate: 1215 Mhz Memory Bus Width: 5120-bit L2 Cache Size: 41943040 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 number of registers available per block: 65536 Warp size: 32 Maximum number of threads per multiprocessor: 2048 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 5 copy engine(s) Run time limit on kernels: No Integrated GPU sharing Host Memory: No Support host page-locked memory mapping: Yes Alignment requirement for Surfaces: Yes Device has ECC support: Enabled Device supports Unified Addressing (UVA): Yes Device supports Compute Preemption: Yes Supports Cooperative Kernel Launch: Yes Supports MultiDevice Co-op Kernel Launch: Yes