mlp

ML in Production 2024

Simple App

How to run

docker pull alexuvarovskii/flask-app docker run -p 5050:5050 alexuvarovskii/flask-app

DVC

Install DVC

pip install dvc

Init DVC

mkdir data
cd data
dvc init --subdir

Export AWS credentials

export AWS_ACCESS_KEY_ID=<YOUR_AWS_ACCESS_KEY_ID>
export AWS_SECRET_ACCESS_KEY=<YOUR_AWS_SECRET_ACCESS_KEY>

Create bucket on S3, you can do thies via AWS console or using AWS CLI

aws s3api create-bucket --bucket <YOUR_BUCKET_NAME>

Configure remote storage

dvc remote add -d storage s3://mlp-data-2024/data

git commit -m "Initialize DVC"

Add data

cp -r /path/to/data data/
dvc add data

git add data.dvc data/.gitignore

git commit -m "Add data"
git push

Pull data

git clone https://github.com/alexuvarovskyi/mlp
cd data
dvc pull