To monitor a Python application deployed in Container Service for Kubernetes (ACK), you can install an Application Real-Time Monitoring Service (ARMS) agent (ack-onepilot) and modify 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 (ack-onepilot) 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) to obtain 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.
The versions of Python and the framework are supported. For more information, see Compatibility requirements of the ARMS agent for Python.
Usage notes
If the application is started by using Unicorn, use Gunicorn instead.
Sample command:
unicorn -w 4 -b 0.0.0.0:8000 app:app
New command:
gunicorn -w 4 -k uvicorn.workers.UvicornWorker -b 0.0.0.0:8000 app:app
If you use gevent coroutines, set the environment variable
GEVENT_ENABLE=true
.Example:
from gevent import monkey monkey.patch_all()
Run the following command to set the environment variable:
GEVENT_ENABLE=true
Step 1: Install an ARMS agent (ack-onepilot)
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 ARMS agent 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 agent.
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: Modify the Dockerfile
Download aliyun-bootstrap from PyPI.
pip3 install aliyun-bootstrap
Install the ARMS agent using aliyun-bootstrap.
aliyun-bootstrap -a install
Use the ARMS agent to start the application.
aliyun-instrument python app.py
Build an image.
Sample Dockerfiles:
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 ARMS agent 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.
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 Alibaba Cloud account. For more information about how to grant permissions to a RAM user, see Grant permissions to a RAM user.
After you install the ARMS agent, you must enter the AccessKey ID and AccessKey secret of the Alibaba Cloud account in the configuration file of the ARMS agent.
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.
(Optional) 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 create a new application, click Create from YAML.
Add the following
labels
to the spec.template.metadata parameter.labels: aliyun.com/app-language: python # Required. Specify that the application uses the Python language. armsPilotAutoEnable: 'on' armsPilotCreateAppName: "<your-deployment-name>" # Specify the display name of the Deployment in ARMS.
The following YAML template shows how to create a Deployment 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.