1080 Ti vs Titan V vs V100 GPU Benchmarks

Here are the benchmarks comparing the GTX 1080 Ti to the new Titan V (Volta Architecture). Note that the V100 is the same chip as the Titan V so it would perform almost exactly the same.

Contributors:
Stephen Balaban s@lambdal.com, Chuan Li c@lambdal.com, Steven Clarkson sc@lambdal.com

System Software:

• OS: Ubuntu 16.04
• Framework(s): Tensorflow 1.4.1, CUDA 9, cuDNN 7

System Hardware:
Lambda Quad Deep Learning Workstation

• CPU: 1x i7-6850k
• GPU: 4x Titan V GPU, 4x 1080Ti

Inception v3 (Synthetic Data)

                Inceptionv3 (Synthetic Data) in (Images / Sec)
1080              85
1080Ti           136
Titan V          190

VGG19 (Synthetic Data)

                VGG19 (Synthetic Data) in (Images / Sec)
1080              63
1080Ti           107
Titan V          147

Essentially between 37% to 40% more throughput on the Titan V compared with the 1080Ti.