Skip to main content

Airflow REST APIs to create and manage DAGS

Project description

OpenMetadata Airflow Managed DAGS Api

This is a plugin for Apache Airflow >= 1.10 and Airflow >=2.x that exposes REST APIs to deploy an OpenMetadata workflow definition and manage DAGS and tasks.

Development

You can run make branch=issue-3659-v2 test_up and specify any branch from OpenMetadata that you'd need to test the changes in the APIs. This will prepare a separated airflow container.

The command will build the image by downloading the branch changes inside the container. This helps us test the REST APIs using some ongoing changes on OpenMetadata as well.

Requirements

First, make sure that Airflow is properly installed with the latest version 2.3.3. From the docs:

Then, install following packages in your scheduler and webserver python env.

pip install openmetadata-airflow-managed-apis       

Configuration

Add the following section to airflow.cfg

[openmetadata_airflow_apis]
dag_generated_configs = {AIRFLOW_HOME}/dag_generated_configs

substitute AIRFLOW_HOME with your airflow installation home

Deploy

pip install "apache-airflow==2.3.3" --constraint "https://raw.githubusercontent.com/apache/airflow/constraints-2.3.3/constraints-3.9.txt"
  1. Install the package

  2. mkdir -p {AIRFLOW_HOME}/dag_generated_configs

  3. (re)start the airflow webserver and scheduler

    airflow webserver
    airflow scheduler
    

Validate

You can check that the plugin is correctly loaded by going to http://{AIRFLOW_HOST}:{AIRFLOW_PORT}/restapi, or accessing the REST_API_PLUGIN view through the Admin dropdown.

APIs

Enable JWT Auth tokens

Plugin enables JWT Token based authentication for Airflow versions 1.10.4 or higher when RBAC support is enabled.

Generating the JWT access token
curl -XPOST http://localhost:8080/api/v1/security/login -H "Content-Type: application/json" -d '{"username":"admin", "password":"admin", "refresh":true, "provider": "db"}'
Examples:
curl -X POST http://localhost:8080/api/v1/security/login -H "Content-Type: application/json" -d '{"username":"admin", "password":"admin", "refresh":true, "provider": "db"}'
Sample response which includes access_token and refresh_token.
{
 "access_token":"eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpYXQiOjE2MDQyMTc4MzgsIm5iZiI6MTYwNDIxNzgzOCwianRpIjoiMTI4ZDE2OGQtMTZiOC00NzU0LWJiY2EtMTEyN2E2ZTNmZWRlIiwiZXhwIjoxNjA0MjE4NzM4LCJpZGVudGl0eSI6MSwiZnJlc2giOnRydWUsInR5cGUiOiJhY2Nlc3MifQ.xSWIE4lR-_0Qcu58OiSy-X0XBxuCd_59ic-9TB7cP9Y",
 "refresh_token":"eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpYXQiOjE2MDQyMTc4MzgsIm5iZiI6MTYwNDIxNzgzOCwianRpIjoiZjA5NTNkODEtNWY4Ni00YjY0LThkMzAtYzg5NTYzMmFkMTkyIiwiZXhwIjoxNjA2ODA5ODM4LCJpZGVudGl0eSI6MSwidHlwZSI6InJlZnJlc2gifQ.VsiRr8_ulCoQ-3eAbcFz4dQm-y6732QR6OmYXsy4HLk"
}

By default, JWT access token is valid for 15 mins and refresh token is valid for 30 days. You can renew the access token with the help of refresh token as shown below.

Renewing the Access Token
curl -X POST "http://{AIRFLOW_HOST}:{AIRFLOW_PORT}/api/v1/security/refresh" -H 'Authorization: Bearer <refresh_token>'
Examples:
curl -X POST "http://localhost:8080/api/v1/security/refresh" -H 'Authorization: Bearer eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpYXQiOjE2MDQyMTc4MzgsIm5iZiI6MTYwNDIxNzgzOCwianRpIjoiZjA5NTNkODEtNWY4Ni00YjY0LThkMzAtYzg5NTYzMmFkMTkyIiwiZXhwIjoxNjA2ODA5ODM4LCJpZGVudGl0eSI6MSwidHlwZSI6InJlZnJlc2gifQ.VsiRr8_ulCoQ-3eAbcFz4dQm-y6732QR6OmYXsy4HLk'
sample response returns the renewed access token as shown below.
{
 "access_token":"eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpYXQiOjE2MDQyODQ2OTksIm5iZiI6MTYwNDI4NDY5OSwianRpIjoiZDhhN2IzMmYtMWE5Zi00Y2E5LWFhM2ItNDEwMmU3ZmMyMzliIiwiZXhwIjoxNjA0Mjg1NTk5LCJpZGVudGl0eSI6MSwiZnJlc2giOmZhbHNlLCJ0eXBlIjoiYWNjZXNzIn0.qY2e-bNSgOY-YboinOoGqLfKX9aQkdRjo025mZwBadA"
}

Enable API requests with JWT

If the Authorization header is not added in the api request,response error:
{"msg":"Missing Authorization Header"}
Pass the additional Authorization:Bearer <access_token> header in the rest API request.

Examples:

curl -X GET -H 'Authorization: Bearer eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpYXQiOjE2MDQyODQ2OTksIm5iZiI6MTYwNDI4NDY5OSwianRpIjoiZDhhN2IzMmYtMWE5Zi00Y2E5LWFhM2ItNDEwMmU3ZmMyMzliIiwiZXhwIjoxNjA0Mjg1NTk5LCJpZGVudGl0eSI6MSwiZnJlc2giOmZhbHNlLCJ0eXBlIjoiYWNjZXNzIn0.qY2e-bNSgOY-YboinOoGqLfKX9aQkdRjo025mZwBadA' http://localhost:8080/rest_api/api\?api\=dag_state\&dag_id\=dag_test\&run_id\=manual__2020-10-28T17%3A36%3A28.838356%2B00%3A00

Using the API

Once you deploy the plugin and restart the webserver, you can start to use the REST API. Bellow you will see the endpoints that are supported.

Note: If enable RBAC, http://{AIRFLOW_HOST}:{AIRFLOW_PORT}/rest_api/
This web page will show the Endpoints supported and provide a form for you to test submitting to them.

deploy_dag

Description:
  • Deploy a new dag, and refresh dag to session.
Endpoint:
http://{AIRFLOW_HOST}:{AIRFLOW_PORT}/rest_api/api?api=deploy_dag
Method:
  • POST
POST request Arguments:
{
	"workflow": {
		"name": "test_ingestion_x_35",
		"force": "true",
		"pause": "false",
		"unpause": "true",
		"dag_config": {
			"test_ingestion_x_35": {
				"default_args": {
					"owner": "harsha",
					"start_date": "2021-10-29T00:00:00.000Z",
					"end_date": "2021-11-05T00:00:00.000Z",
					"retries": 1,
					"retry_delay_sec": 300
				},
				"schedule_interval": "0 3 * * *",
				"concurrency": 1,
				"max_active_runs": 1,
				"dagrun_timeout_sec": 60,
				"default_view": "tree",
				"orientation": "LR",
				"description": "this is an example dag!",
				"tasks": {
					"task_1": {
						"operator": "airflow.operators.python_operator.PythonOperator",
						"python_callable_name": "metadata_ingestion_workflow",
						"python_callable_file": "metadata_ingestion.py",
						"op_kwargs": {
							"workflow_config": {
								"metadata_server": {
									"config": {
										"api_endpoint": "http://localhost:8585/api",
										"auth_provider_type": "no-auth"
									},
									"type": "metadata-server"
								},
								"sink": {
									"config": {
										"es_host": "localhost",
										"es_port": 9200,
										"index_dashboards": "true",
										"index_tables": "true",
										"index_topics": "true"
									},
									"type": "elasticsearch"
								},
								"source": {
									"config": {
										"include_dashboards": "true",
										"include_tables": "true",
										"include_topics": "true",
										"limit_records": 10
									},
									"type": "metadata"
								}
							}
						}
					}
				}
			}
		}
	}
}
Examples:
curl -H  'Authorization: Bearer eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpYXQiOjE2MzU2NTE1MDAsIm5iZiI6MTYzNTY1MTUwMCwianRpIjoiNWQyZTM3ZDYtNjdiYS00NGZmLThjOWYtMDM0ZTQyNGE3MTZiIiwiZXhwIjoxNjM1NjUyNDAwLCJpZGVudGl0eSI6MSwiZnJlc2giOnRydWUsInR5cGUiOiJhY2Nlc3MifQ.DRUYCAiMh5h2pk1MZZJ4asyVFC20pu35DuAANQ5GxGw' -H 'Content-Type: application/json' -d "@test_ingestion_config.json" -X POST http://localhost:8080/rest_api/api\?api\=deploy_dag```
##### response:
```json
{"message": "Workflow [test_ingestion_x_35] has been created", "status": "success"}

delete_dag

Description:
  • Delete dag based on dag_id.
Endpoint:
http://{AIRFLOW_HOST}:{AIRFLOW_PORT}/rest_api/api?api=delete_dag&dag_id=value
Method:
  • GET
GET request Arguments:
  • dag_id - string - The id of dag.
Examples:
curl -X GET http://localhost:8080/rest_api/api?api=delete_dag&dag_id=dag_test
response:
{
  "message": "DAG [dag_test] deleted",
  "status": "success"
}

Project details


Release history Release notifications | RSS feed

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

openmetadata_managed_apis-1.1.7.0.tar.gz (32.5 kB view details)

Uploaded Source

Built Distribution

File details

Details for the file openmetadata_managed_apis-1.1.7.0.tar.gz.

File metadata

File hashes

Hashes for openmetadata_managed_apis-1.1.7.0.tar.gz
Algorithm Hash digest
SHA256 e6b60c032be012277056411b780948f1bb677a64ebeca58a4f15b80ebc1bb8f1
MD5 bc83732f6643b2e1a1b6cbb7a7107d6d
BLAKE2b-256 060e7c8a650a7f6f60e052d3d0bbdd682bff45d342190e4c86c3429cda67772e

See more details on using hashes here.

File details

Details for the file openmetadata_managed_apis-1.1.7.0-py3-none-any.whl.

File metadata

File hashes

Hashes for openmetadata_managed_apis-1.1.7.0-py3-none-any.whl
Algorithm Hash digest
SHA256 d15c5933c9e042cbb3d2ca027b95a3e1a01345a7f2b662c918ac1f821d4225b2
MD5 d4a3add4eef34854a52de786c08c19de
BLAKE2b-256 86bdffa751f854a7ae74cbd60eb4c53d4d2b5c3c9e9c70c89c2657f4fb82c122

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page