Microsoft Azure Developer LoadTesting Client Library for Python
Project description
Azure Load Testing client library for Python
Azure Load Testing provides client library in python to the user by which they can interact natively with Azure Load Testing service. Azure Load Testing is a fully managed load-testing service that enables you to generate high-scale load. The service simulates traffic for your applications, regardless of where they're hosted. Developers, testers, and quality assurance (QA) engineers can use it to optimize application performance, scalability, or capacity.
Documentation
Various documentation is available to help you get started
Getting started
Installing the package
python -m pip install azure-developer-loadtesting
Prequisites
- Python 3.7 or later is required to use this package.
- You need an Azure subscription to use this package.
- An existing Azure Developer LoadTesting instance.
Create with an Azure Active Directory Credential
To use an Azure Active Directory (AAD) token credential, provide an instance of the desired credential type obtained from the azure-identity library.
To authenticate with AAD, you must first pip install azure-identity
After setup, you can choose which type of credential from azure.identity to use.
As an example, sign in via the Azure CLI az login
command and DefaultAzureCredential will authenticate as that user.
Use the returned token credential to authenticate the client.
Create the client
Azure Developer LoadTesting SDK has 2 sub-clients of the main client (LoadTestingClient
) to interact with the service, 'administration' and 'test_run'.
from azure.developer.loadtesting import LoadTestAdministrationClient
# for managing authentication and authorization
# can be installed from pypi, follow: https://pypi.org/project/azure-identity/
# using DefaultAzureCredentials, read more at: https://learn.microsoft.com/en-us/python/api/azure-identity/azure.identity.defaultazurecredential?view=azure-python
from azure.identity import DefaultAzureCredential
client = LoadTestAdministrationClient(endpoint='<endpoint>', credential=DefaultAzureCredential())
<endpoint>
refers to the data-plane endpoint/URL of the resource.
Key concepts
The Azure Load Test client library for python allows you to interact with each of these components through the use of clients. There are two top-level clients which are the main entry points for the library
LoadTestAdministrationClient
(azure.developer.loadtesting.LoadTestAdministrationClient
)LoadTestRunClient
(azure.developer.loadtesting.LoadTestRunClient
)
These two clients also have there asynchronous counterparts, which are
LoadTestAdministrationClient
(azure.developer.loadtesting.aio.LoadTestAdministrationClient
)LoadTestRunClient
(azure.developer.loadtesting.aio.LoadTestRunClient
)
Load Test Administration Client
The LoadTestAdministrationClient
is used to administer and configure the load tests, app components and metrics.
Test
A test specifies the test script, and configuration settings for running a load test. You can create one or more tests in an Azure Load Testing resource.
App Component
When you run a load test for an Azure-hosted application, you can monitor resource metrics for the different Azure application components (server-side metrics). While the load test runs, and after completion of the test, you can monitor and analyze the resource metrics in the Azure Load Testing dashboard.
Metrics
During a load test, Azure Load Testing collects metrics about the test execution. There are two types of metrics:
-
Client-side metrics give you details reported by the test engine. These metrics include the number of virtual users, the request response time, the number of failed requests, or the number of requests per second.
-
Server-side metrics are available for Azure-hosted applications and provide information about your Azure application components. Metrics can be for the number of database reads, the type of HTTP responses, or container resource consumption.
Test Run Client
The LoadTestRunClient
is used to start and stop test runs corresponding to a load test. A test run represents one execution of a load test. It collects the logs associated with running the Apache JMeter script, the load test YAML configuration, the list of app components to monitor, and the results of the test.
Data-Plane Endpoint
Data-plane of Azure Load Testing resources is addressable using the following URL format:
00000000-0000-0000-0000-000000000000.aaa.cnt-prod.loadtesting.azure.com
The first GUID 00000000-0000-0000-0000-000000000000
is the unique identifier used for accessing the Azure Load Testing resource. This is followed by aaa
which is the Azure region of the resource.
The data-plane endpoint is obtained from Control Plane APIs.
Example: 1234abcd-12ab-12ab-12ab-123456abcdef.eus.cnt-prod.loadtesting.azure.com
In the above example, eus
represents the Azure region East US
.
Examples
Creating a load test
from azure.developer.loadtesting import LoadTestAdministrationClient
from azure.identity import DefaultAzureCredential
from azure.core.exceptions import HttpResponseError
import os
TEST_ID = "some-test-id"
DISPLAY_NAME = "my-load-test"
# set SUBSCRIPTION_ID as an environment variable
SUBSCRIPTION_ID = os.environ["SUBSCRIPTION_ID"]
client = LoadTestAdministrationClient(endpoint='<endpoint>', credential=DefaultAzureCredential())
try:
result = client.create_or_update_test(
TEST_ID,
{
"description": "",
"displayName": "My New Load Test",
"loadTestConfig": {
"engineInstances": 1,
"splitAllCSVs": False,
},
"passFailCriteria": {
"passFailMetrics": {
"condition1": {
"clientmetric": "response_time_ms",
"aggregate": "avg",
"condition": ">",
"value": 300
},
"condition2": {
"clientmetric": "error",
"aggregate": "percentage",
"condition": ">",
"value": 50
},
"condition3": {
"clientmetric": "latency",
"aggregate": "avg",
"condition": ">",
"value": 200,
"requestName": "GetCustomerDetails"
}
}
},
"secrets": {
"secret1": {
"value": "https://sdk-testing-keyvault.vault.azure.net/secrets/sdk-secret",
"type": "AKV_SECRET_URI"
}
},
"environmentVariables": {
"my-variable": "value"
}
}
)
print(result)
except HttpResponseError as e:
print('Service responded with error: {}'.format(e.response.json()))
Uploading .jmx file to a Test
from azure.developer.loadtesting import LoadTestAdministrationClient
from azure.identity import DefaultAzureCredential
from azure.core.exceptions import HttpResponseError
TEST_ID = "some-test-id"
FILE_NAME = "some-file-name.jmx"
client = LoadTestAdministrationClient(endpoint='<endpoint>', credential=DefaultAzureCredential())
try:
# uploading .jmx file to a test
resultPoller = client.begin_upload_test_file(TEST_ID, FILE_NAME, open("sample.jmx", "rb"))
# getting result of LRO poller with timeout of 600 secs
validationResponse = resultPoller.result(600)
print(validationResponse)
except HttpResponseError as e:
print("Failed with error: {}".format(e.response.json()))
Running a Test
from azure.developer.loadtesting import LoadTestRunClient
from azure.identity import DefaultAzureCredential
from azure.core.exceptions import HttpResponseError
TEST_ID = "some-test-id"
TEST_RUN_ID = "some-testrun-id"
DISPLAY_NAME = "my-load-test-run"
client = LoadTestRunClient(endpoint='<endpoint>', credential=DefaultAzureCredential())
try:
testRunPoller = client.begin_test_run(
TEST_RUN_ID,
{
"testId": TEST_ID,
"displayName": "My New Load Test Run",
}
)
#waiting for test run status to be completed with timeout = 3600 seconds
result = testRunPoller.result(3600)
print(result)
except HttpResponseError as e:
print("Failed with error: {}".format(e.response.json()))
Next steps
More samples can be found here.
Contributing
This project welcomes contributions and suggestions. Most contributions require you to agree to a Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us the rights to use your contribution. For details, visit https://cla.microsoft.com.
When you submit a pull request, a CLA-bot will automatically determine whether you need to provide a CLA and decorate the PR appropriately (e.g., label, comment). Simply follow the instructions provided by the bot. You will only need to do this once across all repos using our CLA.
This project has adopted the Microsoft Open Source Code of Conduct. For more information, see the Code of Conduct FAQ or contact opencode@microsoft.com with any additional questions or comments.
Troubleshooting
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