I Tatti - Harvard Center for Italian Renaissance Studies

Odoma developed Idios, a multi-model reverse image search application with an HTTP API that allows to store and search for images that are visually similar.

Features

• Fully Dockerized for quick deployment and development set up

• Simple GUI to upload images and test functionality

• HTTP API for sending requests programmatically

• Easy scaling by spawning multiple workers

• Further indexing scaling with Milvus cloud native architecture

Components

• Standalone Milvus vector database and dependencies (minio and etcd)

• Python worker(s) to compute image image embeddings and interact with Milvus

• FastAPI based, stateless HTTP API. FastAPI leverages python typing to process requests parameters, responses, and documentation.

• RabbitMQ to manage the job queue between the API and the worker(s)

Added value

• Expert implementation of the requested API accoding to specifications

• Thorough testing and documentation

• Ready to scale up to the project's future needs

More about this project:

Link to result: https://github.com/lklic/idios.