FastAPI + promethues + Grafana

This is a modified version of fastapi-prometheus-grafana project. I just added a touch of AI!

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Installation

There are only two prerequisites:

• Docker
• Docker-compose

git clone https://github.com/silverstone1903/reco-model-monitoring

Usage

Start

docker-compose up -d

If you make any changes you can add --build.

docker-compose up --build -d

Stopping containers

docker-compose down

Container Logs

When running containers with detached mode (-d) they work in the background thus you can't see the flowing logs. If you want to check compose logs with cli you can use logs.

docker-compose logs --tail 50

• FastAPI: http://localhost:8000
• Prometheus: http://localhost:9090
• Grafana: http://localhost:3000

Changelogs

• Docker Image (Python to Python Slim)
• requirements.txt
  • scikit-learn & pandas
• docker-compose.yaml
  • Changed folder structure for Grafana provisioning
  • Change dashboard metrics & graphs
• Added data folder and data_create.py
• Added a touch of AI
  • Created user similarity and item similarity matrices

Blog post (in Turkish): Reco Model Monitoring - FastAPI + Prometheus + Grafana

Screenshots

API

Grafana