diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..51e98b1
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,64 @@
+name: CI for
+
+on:
+  workflow_dispatch:
+  push:
+    branches:
+      - main
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: true
+      matrix:
+        python-version: ["3.11.2"]
+
+    steps:
+    - name: Checkout to mlsd-infra
+      uses: actions/checkout@v2
+
+    - name: Checkout to Similar-Design-Finder
+      uses: actions/checkout@v2
+      with:
+        repository: https://github.com/SimulatorML/Similar-Design-Finder
+        path: repoB
+        token: ${{ secrets.REPO_B_ACCESS_TOKEN }}
+
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v3
+      with:
+        python-version: ${{ matrix.python-version }}
+
+    - name: Install Poetry
+      run: |
+        curl -sSL https://install.python-poetry.org | python3 -
+        echo "export PATH=$HOME/.local/bin:\$PATH" >> $GITHUB_ENV
+
+    - name: Install dependencies
+      working-directory: repoB
+      run: |
+        poetry install
+
+    - name: Format with ruff (black replacement)
+      working-directory: repoB
+      run: |
+        poetry run ruff check . --fix
+
+    - name: Sort and clean imports with isort
+      working-directory: repoB
+      run: |
+        poetry run isort .
+
+    - name: Set PYTHONPATH
+      run: echo "PYTHONPATH=$GITHUB_WORKSPACE/repoB" >> $GITHUB_ENV
+
+    - name: Test with pytest
+      working-directory: repoB
+      run: |
+        poetry run pytest
+
+    - name: Run pre-commit checks
+      working-directory: repoB
+      run: |
+        poetry run pre-commit run --all-files
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..2934357
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,116 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+env/
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+*.egg-info/
+.installed.cfg
+*.egg
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# DotEnv configuration
+.env
+
+# Database
+*.db
+*.rdb
+
+# Pycharm
+.idea
+
+# VS Code
+.vscode/
+
+# Spyder
+.spyproject/
+
+# Jupyter NB Checkpoints
+.ipynb_checkpoints/
+
+# exclude data from source control by default
+# /data/
+
+# Mac OS-specific storage files
+.DS_Store
+
+# vim
+*.swp
+*.swo
+
+# Mypy cache
+.mypy_cache/
+
+# Pyre cache
+.python-version
+
+# Venv environment
+/venv/
+
+# Model folder
+/models/
+/data/
+# data/*
+# !data/processed/
+# data/processed/*
+# !data/processed/predictions.csv
+
+
+
+
+# MLFlow
+/mlruns/
+
+
+
+
+# MLFlow
+/mlruns/
+/data
diff --git a/README.md b/README.md
index eafe9f5..191762d 100644
--- a/README.md
+++ b/README.md
@@ -1 +1,9 @@
-# mlsd-infra
\ No newline at end of file
+# MLSD-Infra
+This repository contains the infrastructure code for the MLSD project.
+
+## Requirements
+- Two data bases: one for development and one for production
+- One S3 data base in Minio
+
+
+We also have backups that are made once a day in the 3AM using cronjobs and rclone sending the backups to Google Drive.
diff --git a/backup/backup_and_upload.sh b/backup/backup_and_upload.sh
new file mode 100644
index 0000000..4086e95
--- /dev/null
+++ b/backup/backup_and_upload.sh
@@ -0,0 +1,83 @@
+#!/bin/bash
+
+# Date and time for the filename
+timestamp=$(date +'%Y%m%d_%H%M%S')
+
+# Path to the directory where the script is located
+backup_dir="$(dirname "$0")"
+
+# Path to the log file
+log_file="$backup_dir/backup_and_upload.log"
+
+# Function to write messages to the log file
+log_message() {
+    echo "[$(date +'%Y-%m-%d %H:%M:%S')] $1" >> "$log_file"
+}
+
+# Create the log file if it doesn't exist
+touch "$log_file"
+
+# Log the start of the backup process
+log_message "Starting backup process."
+
+# Create a backup of the Similar_Design_Finder_Dev database
+log_message "Creating backup of Similar_Design_Finder_Dev database."
+docker exec -t $(docker-compose -f "$backup_dir/../docker-compose.yaml" ps -q postgres_dev) pg_dumpall -U admin > "$backup_dir/pg_cluster_backup_dev_$timestamp.sql"
+if [ $? -eq 0 ]; then
+    log_message "Successfully created backup of Similar_Design_Finder_Dev database."
+else
+    log_message "Error creating backup of Similar_Design_Finder_Dev database."
+fi
+
+# Create a backup of the Similar_Design_Finder_Prod database
+log_message "Creating backup of Similar_Design_Finder_Prod database."
+docker exec -t $(docker-compose -f "$backup_dir/../docker-compose.yaml" ps -q postgres_prod) pg_dumpall -U admin > "$backup_dir/pg_cluster_backup_prod_$timestamp.sql"
+if [ $? -eq 0 ]; then
+    log_message "Successfully created backup of Similar_Design_Finder_Prod database."
+else
+    log_message "Error creating backup of Similar_Design_Finder_Prod database."
+fi
+
+# Create a backup of the MinIO data
+log_message "Creating backup of MinIO data."
+docker run --rm --volumes-from $(docker-compose -f "$backup_dir/../docker-compose.yaml" ps -q minio) -v "$backup_dir":/backup busybox tar czvf /backup/minio_backup_$timestamp.tar.gz /data
+if [ $? -eq 0 ]; then
+    log_message "Successfully created backup of MinIO data."
+else
+    log_message "Error creating backup of MinIO data."
+fi
+
+# Upload backups to Google Drive
+log_message "Uploading Similar_Design_Finder_Dev database backup to Google Drive."
+rclone copy "$backup_dir/pg_cluster_backup_dev_$timestamp.sql" gdrive:
+if [ $? -eq 0 ]; then
+    log_message "Successfully uploaded Similar_Design_Finder_Dev database backup to Google Drive."
+else
+    log_message "Error uploading Similar_Design_Finder_Dev database backup to Google Drive."
+fi
+
+log_message "Uploading Similar_Design_Finder_Prod database backup to Google Drive."
+rclone copy "$backup_dir/pg_cluster_backup_prod_$timestamp.sql" gdrive:
+if [ $? -eq 0 ]; then
+    log_message "Successfully uploaded Similar_Design_Finder_Prod database backup to Google Drive."
+else
+    log_message "Error uploading Similar_Design_Finder_Prod database backup to Google Drive."
+fi
+
+log_message "Uploading MinIO data backup to Google Drive."
+rclone copy "$backup_dir/minio_backup_$timestamp.tar.gz" gdrive:
+if [ $? -eq 0 ]; then
+    log_message "Successfully uploaded MinIO data backup to Google Drive."
+else
+    log_message "Error uploading MinIO data backup to Google Drive."
+fi
+
+# Delete local backups after uploading
+log_message "Deleting local backups."
+rm "$backup_dir/pg_cluster_backup_dev_$timestamp.sql"
+rm "$backup_dir/pg_cluster_backup_prod_$timestamp.sql"
+rm "$backup_dir/minio_backup_$timestamp.tar.gz"
+
+# Log the completion of the backup process
+log_message "Backup process completed."
+
diff --git a/docker-compose.yaml b/docker-compose.yaml
new file mode 100644
index 0000000..2a400ae
--- /dev/null
+++ b/docker-compose.yaml
@@ -0,0 +1,46 @@
+version: '3.8'
+services:
+  postgres_dev:
+    image: pgvector/pgvector:pg16
+    environment:
+      POSTGRES_USER: ${POSTGRES_USER}
+      POSTGRES_PASSWORD: ${POSTGRES_DB_DEV_PASSWORD}
+      POSTGRES_DB: ${POSTGRES_DB_DEV}
+    volumes:
+      - pgdata_dev:/var/lib/postgresql/data
+    ports:
+      - "5433:5432"
+    restart: always
+
+  postgres_prod:
+    image: pgvector/pgvector:pg16
+    environment:
+      POSTGRES_USER: ${POSTGRES_USER}
+      POSTGRES_PASSWORD: ${POSTGRES_DB_PROD_PASSWORD}
+      POSTGRES_DB: ${POSTGRES_DB_PROD}
+    volumes:
+      - pgdata_prod:/var/lib/postgresql/data
+    ports:
+      - "5432:5432"
+    restart: always
+
+  minio:
+    image: docker.io/bitnami/minio:2022
+    ports:
+      - '9000:9000'
+      - '9001:9001'
+    volumes:
+      - minio_data:/data
+    environment:
+      - MINIO_ROOT_USER=${MINIO_ROOT_USER}
+      - MINIO_ROOT_PASSWORD=${MINIO_ROOT_PASSWORD}
+      - MINIO_DEFAULT_BUCKETS=${MINIO_DEFAULT_BUCKETS}
+    restart: always
+
+volumes:
+  pgdata_dev:
+    external: true
+  pgdata_prod:
+    external: true
+  minio_data:
+    external: true