Commit
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97391a1
1
Parent(s):
4af5fb3
chore: Add integration tests files
Browse files- .dockerignore +1 -0
- .gitattributes +1 -0
- compose.yml +78 -0
- tests/__init__.py +0 -0
- tests/dog.jpeg +3 -0
- tests/pytest.ini +3 -0
- tests/requirements.txt +2 -0
- tests/test_integration.py +54 -0
.dockerignore
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uploads
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.gitattributes
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.jpeg filter=lfs diff=lfs merge=lfs -text
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compose.yml
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version: "3.2"
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services:
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api:
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image: flask_api
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container_name: ml_api
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build:
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context: ./api
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target: build
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ports:
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- "8000:5000"
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depends_on:
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- redis
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- model
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volumes:
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- ./uploads:/src/uploads
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environment:
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POSTGRES_DB: $POSTGRES_DB
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POSTGRES_USER: $POSTGRES_USER
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POSTGRES_PASSWORD: $POSTGRES_PASSWORD
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DATABASE_HOST: $DATABASE_HOST
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SECRET_KEY: $SECRET_KEY
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networks:
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- shared_network
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redis:
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image: redis:6.2.6
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networks:
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- shared_network
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db:
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image: postgres:latest
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container_name: postgres_db
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environment:
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POSTGRES_DB: $POSTGRES_DB
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POSTGRES_USER: $POSTGRES_USER
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POSTGRES_PASSWORD: $POSTGRES_PASSWORD
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volumes:
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- postgres_data:/var/lib/postgresql/data
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ports:
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- "5432:5432"
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networks:
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- shared_network
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model:
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image: ml_service
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container_name: ml_service
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build:
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context: ./model
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dockerfile: ./Dockerfile
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depends_on:
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- redis
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volumes:
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- ./uploads:/src/uploads
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networks:
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- shared_network
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ui:
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image: ml_ui
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container_name: ml_ui
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build:
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context: ./ui
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target: build
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ports:
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- "9090:9090"
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depends_on:
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- api
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environment:
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- API_HOST=api
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- API_PORT=5000
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networks:
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- shared_network
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networks:
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shared_network:
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external: true
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volumes:
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postgres_data:
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tests/__init__.py
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File without changes
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tests/dog.jpeg
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![]() |
Git LFS Details
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tests/pytest.ini
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[pytest]
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filterwarnings =
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ignore::DeprecationWarning
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tests/requirements.txt
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pytest==7.1.2
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requests==2.28.1
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tests/test_integration.py
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import requests
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# 💡 NOTE Run tests with pytest test_integration.py -W ignore::DeprecationWarning
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def login(username, password):
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"""
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Test the login function with valid credentials
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"""
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url = "http://0.0.0.0:8000/login"
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headers = {
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"accept": "application/json",
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"Content-Type": "application/x-www-form-urlencoded",
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}
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data = {
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"grant_type": "",
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"username": username,
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"password": password,
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"scope": "",
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"client_id": "",
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"client_secret": "",
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}
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response = requests.post(url, headers=headers, data=data)
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if response.status_code == 200:
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return response.json()["access_token"]
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else:
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return None
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def test_login():
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"""
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Test the login function with valid credentials
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"""
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token = login("admin@example.com", "admin")
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assert token is not None
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def test_predict():
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"""
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Test the predict function with valid credentials
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"""
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token = login("admin@example.com", "admin")
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files = [("file", ("dog.jpeg", open("dog.jpeg", "rb"), "image/jpeg"))]
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headers = {"Authorization": f"Bearer {token}"}
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response = requests.post(
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"http://localhost:8000/model/predict",
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headers=headers,
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files=files,
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)
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assert response.status_code == 200
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data = response.json()
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assert data["success"] == True
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assert data["prediction"] == "Eskimo_dog"
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assert data["score"] == 0.9346
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