Commit
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457c02a
1
Parent(s):
97391a1
chore: Add stress test file with Locust
Browse files- stress_test/dog.jpeg +3 -0
- stress_test/locustfile.py +58 -0
stress_test/dog.jpeg
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Git LFS Details
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stress_test/locustfile.py
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from typing import Optional
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import requests
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from locust import HttpUser, between, task
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API_BASE_URL = "http://localhost:8000"
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def login(username: str, password: str) -> Optional[str]:
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"""This function calls the login endpoint of the API to authenticate the user and get a token.
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Args:
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username (str): email of the user
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password (str): password of the user
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Returns:
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Optional[str]: token if login is successful, None otherwise
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"""
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url = f"{API_BASE_URL}/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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class APIUser(HttpUser):
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"""Represents a user in the API."""
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wait_time = between(1, 5)
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@task(1)
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def predict(self):
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"""Predicts an image using the model."""
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token = login("admin@example.com", "admin")
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files = [
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("file", ("dog.jpeg", open("stress_test/dog.jpeg", "rb"), "image/jpeg"))
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]
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headers = {"Authorization": f"Bearer {token}"}
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payload = {}
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self.client.post(
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"http://0.0.0.0:8000/model/predict",
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headers=headers,
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data=payload,
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files=files,
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)
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