README.md

Tests for Multi Gpu Clusters

This repo contains the means to build a docker image that does some sanity checks using nvidia-smi and 4 real-world performance tests.

Sanity Tests

create logs of :

-   nvidia-smi

-   nvidia-smi topo -m

-   nvidia-smi -a

Performance Tests

4 different settings each with 9 combinations of batch and input sizes

-   linear: runs vectors through a small MLP

-   lstm: runs sequences through a multi-layer BiLSTM

-   bert: runs bAbI sequences through a pretrained BERT model with Classification head

-   bert_fp16: same as above, uses fp16 mode

Usage

For Kubernetes use edit gputestv100.yaml for your gpu needs and pvc. Logs are saved under /pvc/results/gpu_perftests/