Chart Structure

The chart contains the following services:

predicate

The main backend service. Inside the container, a FastAPI server is deployed.
The service also includes two init-containers:

• init-db - applies Alembic migrations to the database;
• metric-init - initializes standard Predicate metrics. If the metric already exists, it will not be created, and a corresponding message will be logged.

predicate-manager

A Celery service responsible for executing system tasks (creating a project run, creating necessary nodes, saving results to the database, uploading files to S3, etc.).

predicate-worker

A Celery service responsible for executing computational tasks (nodes) of projects (data extraction, applying transformations to data, applying metrics to data).

predicate-celery-monitor

An auxiliary service responsible for monitoring Celery tasks and saving their state to the database.

predicate-flower

A Celery Flower service responsible for visualizing Celery tasks.

predicate-postgresql

A service responsible for storing the Predicate database.

predicate-rabbitmq

A service responsible for storing the task queue for Celery.