Artemis architecture

High-level overview

This is a high-level overview of the Artemis architecture:

Detailed Architecture

Here are additional details on the Artemis architecture:

Glossary

Components and APIs

Falcon Optimisation API

The main metadata service of the platform. Stores all of the information about projects being optimised.

Thor File API

Handles all the file storage operations needed for the platform. Uses S3/Minio as its storage backend.

Vision Chat API

Acts as a generic wrapper to all of the LLMs the platform can interact with.

Loki Task API

Coordinates execution of tasks and orchestration of workers inside the platform. Additionally handles providing kafka notifications that facilitate live update of process status and progress.

Enigma Auth API

Stores all metadata regarding user authorisation and authentication.

Artemis Frontend

The frontend of the platform, which acts as the main way to interact with the Artemis system. It is the only element of the platform that is accessible through the ingress without needing authentication.

Workers

Every worker is responsible for executing a specific task assigned to it. Each worker can execute one task at a time. They receive tasks through RabbitMQ and interact with Loki Task API to provide info about their execution status.

Extract Worker

Handles analysis of projects to identify locations inside the code that can be optimised/improved.

Filter Worker

Verifies whether suggested code changes can still successfully run their compilation, unit tests or benchmarks

Optimise Worker

Generates and executes different combinations of code suggestions and searches for the most optimal one using a genetic search algorithm.

Utility Worker

Powers the code suggestion download feature.

AI Apply Worker

Accepts as input existing parts of code in a repository and utilising LLMs suggests way to improve them according to the task the user wants to accomplish.

Summarise Worker

Accepts a piece of code and generates a summary using an LLM.

Auto Repair Worker

Accepts a piece of code and an execution error and generates a repaired version of this code utilising LLMs.

PR Create Worker

Automatically creates a pull request with code changes the platform generated.

Embedding Worker

Processes a code repository to generate embeddings that can be used in conjuction with the chat functionality of the platform.

Rerank Worker

Accepts a list of code recommendations and assigns a score for a variety of goals on each one.

Pair Coder Worker

Experimental worker that generates code changes based on a generic task utilising a code agent.