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Deploy-ML-Model-FastAPI-MLFlow-MINIO-MySQL

This repository about how to deploy machine learning model end serving with FastAPI and using MLFlow-MINIO

Schema

Create a new enviroment

-conda create -n myenv python=3.8

-conda activate myenv

-pip install -r requirements.txt

Docker run

-docker-compose up -d mysql mlflow minio

Connect mysql container

Connect mysql container

-docker exec -it mlflow_db mysql -u root -p

Create database

-mysql> create database traindatabase;

Create user

-mysql> CREATE USER 'trainUser'@'%' IDENTIFIED BY 'Password';

Grand mlops_user on mlops database

-mysql> GRANT ALL PRIVILEGES ON traindatabase.* TO 'trainUser'@'%' WITH GRANT OPTION;

-mysql> FLUSH PRIVILEGES;

-mysql> exit

Train model and register MLFlow

-cd trainModel/ -python trainModelwithMlflow.py

Run FastAPI

-cd .. -uvicorn main:app --host 0.0.0.0 --port 8002 --reload

Run Localhost

http://localhost:8002/docs

Detail Blog

deploy-ml-model-fastapi-mlflow-minio-mysql's People

Contributors

duzgunilaslan avatar

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