To monitor a Python application deployed in Alibaba Cloud Container Service for Kubernetes (ACK), you can install an Application Real-Time Monitoring Service (ARMS) component (ack-onepilot) and update the Dockerfile. Then, you can view the monitoring data of the application, such as the application topology, interface calls, and trace analysis. This topic describes how to install an ARMS agent for a Python application deployed in ACK.
If you have any questions when you use an ARMS agent, join the DingTalk group chat (ID: 35568145) for technical support.
Prerequisites
An ACK cluster is created. You can create an ACK dedicated cluster, ACK managed cluster, or ACK Serverless cluster based on your business requirements.
A namespace is created in the cluster. For more information, see Manage namespaces and resource quotas. The namespace used in this example is arms-demo.
Check the versions of Python and frameworks. For more information, see Compatibility requirements of the ARMS agent for Python.
Usage notes
If you need to use Gunicorn for application startup, change unicorn to gunicorn in the command.
Use Unicorn:
unicorn -w 4 -b 0.0.0.0:8000 app:app
Use Gunicorn:
gunicorn -w 4 -k uvicorn.workers.UvicornWorker -b 0.0.0.0:8000 app:app
If Gevent is used, set the
GEVENT_ENABLE
environment variable totrue
.Assuming that your application contains the following code:
from gevent import monkey monkey.patch_all()
Set the
GEVENT_ENABLE
environment variable totrue
:GEVENT_ENABLE=true
Step 1: Install the ack-onepilot component
Log on to the ACK console. In the left-side navigation pane, click Clusters. On the Clusters page, click the name of the cluster to go to the cluster details page.
In the left-side navigation pane, choose
. On the Add-ons page, enter ack-onepilot in the upper-right corner.ImportantMake sure that the ack-onepilot version is 3.2.4 or later.
Click Install on the ack-onepilot card.
NoteBy default, the ack-onepilot component supports 1,000 pods. For every additional 1,000 pods in the cluster, you need to add 0.5 CPU cores and 512 MB memory for the component.
In the dialog box that appears, configure the parameters and click OK. We recommend that you use the default values.
NoteAfter you install ack-onepilot, you can upgrade, configure, or uninstall it on the Add-ons page.
Step 2: Update the Dockerfile
Download the agent installer from the Python Package Index (PyPI) repository.
pip3 install aliyun-bootstrap
Install the ARMS agent for Python using aliyun-bootstrap.
aliyun-bootstrap -a install
Start the application using the ARMS agent for Python.
aliyun-instrument python app.py
Build an image.
You can refer to the following sample Dockerfile to install an ARMS agent.
Step 3: Grant access permissions on ARMS resources
To monitor applications in a serverless Kubernetes (ASK) cluster or applications in a Kubernetes cluster connected to Elastic Container Instance (ECI), you must first authorize the cluster to access ARMS on the Cloud Resource Access Authorization page. Then, restart all pods on which the ack-onepilot component is deployed.
To monitor an application deployed in an ACK cluster with no ARMS Addon Token, perform the following operations to authorize the ACK cluster to access ARMS. If ARMS Addon Token exists, go to Step 4.
NoteIf a cluster has ARMS Addon Token, ARMS performs password-free authorization on the cluster. ARMS Addon Token may not exist in some ACK managed clusters. We recommend that you check whether an ACK managed cluster has ARMS Addon Token before you use ARMS to monitor applications in the cluster. If the cluster has no ARMS Addon Token, you must manually authorize the cluster to access ARMS.
Log on to the ACK console.
In the left-side navigation pane, click Clusters. On the Clusters page, click the name of the cluster.
On the Cluster Information page, click the Cluster Resources tab. Then, click the link next to Worker RAM Role.
On the Permissions tab, click Grant Permission.
Select the AliyunARMSFullAccess policy and click OK.
To monitor an application deployed in an ACK dedicated cluster or registered cluster, make sure that the AliyunARMSFullAccess and AliyunSTSAssumeRoleAccess permissions are granted to the RAM user. For more information about how to grant permissions to a RAM user, see Grant permissions to a RAM user.
After you install the ack-onepilot component, you must enter the AccessKey ID and AccessKey secret of the Alibaba Cloud account in the configuration file of the ack-onepilot component.
In the left-side navigation pane, choose
. Then, click Update next to ack-onepilot.Replace
accessKey
andaccessKeySecret
with the AccessKey ID and AccessKey secret of the Alibaba Cloud account and click OK.NoteFor more information about how to obtain an AccessKey pair, see Create an AccessKey pair.
Restart the Deployment application.
Step 4: Enable Application Monitoring for the application
Log on to the ACK console. In the left-side navigation pane, click Clusters. On the Clusters page, find the cluster that you want to manage, and click Applications in the Actions column.
On the Deployments page, find the application and choose in the Actions column.
To enable Application Monitoring for a new Python application, click Create from YAML on the Deployments page.
Add the following
labels
to the spec > template > metadata section.labels: aliyun.com/app-language: python # Specify a Python application. armsPilotAutoEnable: 'on' armsPilotCreateAppName: "<your-deployment-name>" # Replace <your-deployment-name> with the Deployment name.
The following YAML template shows how to create a Deployment application and enable Application Monitoring for the application:
Verify the result
After about one minute, log on to the ARMS console. In the left-side navigation pane, choose . If the application is displayed on the Application List page, the application is being monitored.