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Clement Vachet
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ca264b8
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Parent(s):
9ecca49
Improve code based on pylint and black suggestions
Browse files- tests/test_classifier.py +13 -6
- tests/test_lambda.py +15 -6
tests/test_classifier.py
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import pytest
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from classification.classifier import Classifier
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@pytest.fixture
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def setup_pipeline():
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pipeline = Classifier()
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pipeline.train_and_save()
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return pipeline
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@pytest.fixture
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def requests():
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[6.1, 2.8, 4.7, 1.2]
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]
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}
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@pytest.fixture
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def response():
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return ["virginica", "versicolor"]
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def test_response(setup_pipeline, requests, response):
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assert response == setup_pipeline.load_and_test(requests["features"])["predictions"]
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"""
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Testing Classifier module
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"""
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import pytest
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from classification.classifier import Classifier
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@pytest.fixture
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def setup_pipeline():
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"""Setup classifier pipeline - training classifier and saving model"""
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pipeline = Classifier()
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pipeline.train_and_save()
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return pipeline
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@pytest.fixture
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def requests():
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"""Example dataset"""
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return {"features": [[6.5, 3.0, 5.8, 2.2], [6.1, 2.8, 4.7, 1.2]]}
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@pytest.fixture
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def response():
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"""Ground truth response from classifier"""
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return ["virginica", "versicolor"]
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def test_response(setup_pipeline, requests, response):
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"""Tests if classifier returns correct prediction"""
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assert response == setup_pipeline.load_and_test(requests["features"])["predictions"]
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tests/test_lambda.py
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import os
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import sys
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import pytest
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import json
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current_dir = os.path.dirname(os.path.abspath(__file__))
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parent_dir = os.path.dirname(current_dir)
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sys.path.insert(0, os.path.dirname(parent_dir))
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from lambda_function import lambda_handler
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@pytest.fixture
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def event():
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}
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return json_event
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@pytest.fixture
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def context():
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return None
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@pytest.fixture
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def response_prediction():
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return ["virginica", "versicolor"]
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def test_lambda_handler(event, context, response_prediction):
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lambda_response = lambda_handler(event, context)
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assert lambda_response["statusCode"] == 200
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assert json.loads(lambda_response["body"])["predictions"] == response_prediction
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"""
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Testing Lambda handler
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"""
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import os
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import sys
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import json
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import pytest
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from lambda_function import lambda_handler
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current_dir = os.path.dirname(os.path.abspath(__file__))
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parent_dir = os.path.dirname(current_dir)
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sys.path.insert(0, os.path.dirname(parent_dir))
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@pytest.fixture
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def event():
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"""Example json event"""
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json_event = {"features": [[6.5, 3.0, 5.8, 2.2], [6.1, 2.8, 4.7, 1.2]]}
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return json_event
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@pytest.fixture
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def context():
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"""Example context"""
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return None
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@pytest.fixture
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def response_prediction():
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"""Ground truth - API response"""
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return ["virginica", "versicolor"]
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def test_lambda_handler(event, context, response_prediction):
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"""Tests lambda handler"""
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lambda_response = lambda_handler(event, context)
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assert lambda_response["statusCode"] == 200
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assert json.loads(lambda_response["body"])["predictions"] == response_prediction
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