Commit
·
35ada21
1
Parent(s):
73d22a4
Introduce Locust load testing for the Skill Classification API, adding a test script, setup instructions, and required dependency.
Browse files- monitoring/locust/locustfile.py +99 -0
- requirements.txt +3 -0
monitoring/locust/locustfile.py
ADDED
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"""
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Locust Load Testing Script for Skill Classification API
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This script defines user behavior for load testing the prediction and monitoring
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endpoints of the Skill Classification API.
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"""
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from locust import HttpUser, task, between
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class SkillClassificationUser(HttpUser):
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"""
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Simulated user for load testing the Skill Classification API.
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This user performs the following actions:
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- Single predictions (most frequent)
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- Batch predictions
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- Monitoring and health checks
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"""
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# Default host for the API (can be overridden via --host flag or Web UI)
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# Use http://localhost:8080 for Docker or http://localhost:8000 for local dev
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host = "http://localhost:8080"
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# Wait between 1 and 5 seconds between tasks to simulate real user behavior
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wait_time = between(1, 5)
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@task(3)
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def predict_single(self):
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"""
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Task 1: Single Prediction (Weight: 3)
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Performs a POST request to /predict with a single issue text.
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This is the main task and executes more frequently due to higher weight.
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"""
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payload = {
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"issue_text": "Fix authentication bug in login module"
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}
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with self.client.post(
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"/predict",
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json=payload,
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catch_response=True
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) as response:
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if response.status_code == 201:
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response.success()
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else:
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response.failure(f"Prediction failed with status {response.status_code}")
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@task(1)
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def predict_batch(self):
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"""
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Task 2: Batch Prediction (Weight: 1)
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Performs a POST request to /predict/batch with multiple issue texts.
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"""
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payload = {
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"issues": [
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{"issue_text": "Test 1"},
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{"issue_text": "Test 2"}
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]
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}
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with self.client.post(
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"/predict/batch",
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json=payload,
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catch_response=True
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) as response:
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if response.status_code == 200:
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response.success()
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else:
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response.failure(f"Batch prediction failed with status {response.status_code}")
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@task(1)
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def monitoring_and_history(self):
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"""
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Task 3: Monitoring and History (Weight: 1)
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Performs GET requests to check prediction history and system health.
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"""
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# Check prediction history
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with self.client.get(
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"/predictions",
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catch_response=True
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) as response:
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if 200 <= response.status_code < 300:
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response.success()
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else:
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response.failure(f"Predictions history failed with status {response.status_code}")
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# Check system health
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with self.client.get(
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"/health",
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catch_response=True
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) as response:
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if 200 <= response.status_code < 300:
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response.success()
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else:
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response.failure(f"Health check failed with status {response.status_code}")
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requirements.txt
CHANGED
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@@ -47,6 +47,9 @@ pytest-json-report>=1.5.0
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pytest-cov>=4.0.0
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pytest-xdist>=3.0.0
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# Data validation and quality
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great_expectations>=0.18.0
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deepchecks>=0.18.0
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pytest-cov>=4.0.0
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pytest-xdist>=3.0.0
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# Load testing
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locust>=2.20.0
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# Data validation and quality
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great_expectations>=0.18.0
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deepchecks>=0.18.0
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