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ray-benchmarks's Introduction

Benchmarking ray setups for M.Sc. Thesis

This repository is used for benchmarking several different environments and setups.

Local Setup:

Component Specification
CPU AMD Ryzen 7 3700X 8-Core Processor, 3.59 GHz
RAM 48 GB
GPU RTX 4060 Ti with 8 GB VRAM

Cloud Setup:

The individual deployment types can be seen in their respective folders, but as a baseline we are using Azure Standard_NC4as_T4_v3 GPU Nodes for the Worker nodes and Standard_D2s_v3 for the Head node.

Benchmark Results - Local:

Method Average Time (s) Standard Deviation (s)
Ray Serve Local Call 1.1196 0.0998
Ray Serve API Call 1.1626 0.0963
Ray Actor Call 1.1608 0.1951
Local Call 0.2460 0.0160

Response Times for loca setup over time

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