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[AIRFLOW-3406] Implement an Azure CosmosDB operator (#4265)
Add an operator and hook to manipulate and use Azure CosmosDB documents, including creation, deletion, and updating documents and collections. Includes sensor to detect documents being added to a collection.
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# -*- coding: utf-8 -*- | ||
# | ||
# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you under the Apache License, Version 2.0 (the | ||
# "License"); you may not use this file except in compliance | ||
# with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, | ||
# software distributed under the License is distributed on an | ||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
# KIND, either express or implied. See the License for the | ||
# specific language governing permissions and limitations | ||
# under the License. | ||
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""" | ||
This is only an example DAG to highlight usage of AzureCosmosDocumentSensor to detect | ||
if a document now exists. | ||
You can trigger this manually with `airflow trigger_dag example_cosmosdb_sensor`. | ||
*Note: Make sure that connection `azure_cosmos_default` is properly set before running | ||
this example.* | ||
""" | ||
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from airflow import DAG | ||
from airflow.contrib.sensors.azure_cosmos_sensor import AzureCosmosDocumentSensor | ||
from airflow.contrib.operators.azure_cosmos_insertdocument_operator import AzureCosmosInsertDocumentOperator | ||
from airflow.utils import dates | ||
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default_args = { | ||
'owner': 'airflow', | ||
'depends_on_past': False, | ||
'start_date': dates.days_ago(2), | ||
'email': ['airflow@example.com'], | ||
'email_on_failure': False, | ||
'email_on_retry': False | ||
} | ||
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dag = DAG('example_cosmosdb_sensor', default_args=default_args) | ||
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dag.doc_md = __doc__ | ||
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t1 = AzureCosmosDocumentSensor( | ||
task_id='check_cosmos_file', | ||
database_name='airflow_example_db', | ||
collection_name='airflow_example_coll', | ||
document_id='airflow_checkid', | ||
azure_cosmos_conn_id='azure_cosmos_default', | ||
dag=dag) | ||
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t2 = AzureCosmosInsertDocumentOperator( | ||
task_id='insert_cosmos_file', | ||
dag=dag, | ||
database_name='airflow_example_db', | ||
collection_name='new-collection', | ||
document={"id": "someuniqueid", "param1": "value1", "param2": "value2"}, | ||
azure_cosmos_conn_id='azure_cosmos_default') | ||
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t2.set_upstream(t1) |
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# -*- coding: utf-8 -*- | ||
# | ||
# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you under the Apache License, Version 2.0 (the | ||
# "License"); you may not use this file except in compliance | ||
# with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, | ||
# software distributed under the License is distributed on an | ||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
# KIND, either express or implied. See the License for the | ||
# specific language governing permissions and limitations | ||
# under the License. | ||
import azure.cosmos.cosmos_client as cosmos_client | ||
from azure.cosmos.errors import HTTPFailure | ||
import uuid | ||
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from airflow.exceptions import AirflowBadRequest | ||
from airflow.hooks.base_hook import BaseHook | ||
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class AzureCosmosDBHook(BaseHook): | ||
""" | ||
Interacts with Azure CosmosDB. | ||
login should be the endpoint uri, password should be the master key | ||
optionally, you can use the following extras to default these values | ||
{"database_name": "<DATABASE_NAME>", "collection_name": "COLLECTION_NAME"}. | ||
:param azure_cosmos_conn_id: Reference to the Azure CosmosDB connection. | ||
:type azure_cosmos_conn_id: str | ||
""" | ||
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def __init__(self, azure_cosmos_conn_id='azure_cosmos_default'): | ||
self.conn_id = azure_cosmos_conn_id | ||
self.connection = self.get_connection(self.conn_id) | ||
self.extras = self.connection.extra_dejson | ||
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self.endpoint_uri = self.connection.login | ||
self.master_key = self.connection.password | ||
self.default_database_name = self.extras.get('database_name') | ||
self.default_collection_name = self.extras.get('collection_name') | ||
self.cosmos_client = None | ||
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def get_conn(self): | ||
""" | ||
Return a cosmos db client. | ||
""" | ||
if self.cosmos_client is not None: | ||
return self.cosmos_client | ||
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# Initialize the Python Azure Cosmos DB client | ||
self.cosmos_client = cosmos_client.CosmosClient(self.endpoint_uri, {'masterKey': self.master_key}) | ||
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return self.cosmos_client | ||
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def __get_database_name(self, database_name=None): | ||
db_name = database_name | ||
if db_name is None: | ||
db_name = self.default_database_name | ||
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if db_name is None: | ||
raise AirflowBadRequest("Database name must be specified") | ||
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return db_name | ||
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def __get_collection_name(self, collection_name=None): | ||
coll_name = collection_name | ||
if coll_name is None: | ||
coll_name = self.default_collection_name | ||
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if coll_name is None: | ||
raise AirflowBadRequest("Collection name must be specified") | ||
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return coll_name | ||
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def does_collection_exist(self, collection_name, database_name=None): | ||
""" | ||
Checks if a collection exists in CosmosDB. | ||
""" | ||
if collection_name is None: | ||
raise AirflowBadRequest("Collection name cannot be None.") | ||
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existing_container = list(self.get_conn().QueryContainers( | ||
get_database_link(self.__get_database_name(database_name)), { | ||
"query": "SELECT * FROM r WHERE r.id=@id", | ||
"parameters": [ | ||
{"name": "@id", "value": collection_name} | ||
] | ||
})) | ||
if len(existing_container) == 0: | ||
return False | ||
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return True | ||
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def create_collection(self, collection_name, database_name=None): | ||
""" | ||
Creates a new collection in the CosmosDB database. | ||
""" | ||
if collection_name is None: | ||
raise AirflowBadRequest("Collection name cannot be None.") | ||
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# We need to check to see if this container already exists so we don't try | ||
# to create it twice | ||
existing_container = list(self.get_conn().QueryContainers( | ||
get_database_link(self.__get_database_name(database_name)), { | ||
"query": "SELECT * FROM r WHERE r.id=@id", | ||
"parameters": [ | ||
{"name": "@id", "value": collection_name} | ||
] | ||
})) | ||
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# Only create if we did not find it already existing | ||
if len(existing_container) == 0: | ||
self.get_conn().CreateContainer( | ||
get_database_link(self.__get_database_name(database_name)), | ||
{"id": collection_name}) | ||
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def does_database_exist(self, database_name): | ||
""" | ||
Checks if a database exists in CosmosDB. | ||
""" | ||
if database_name is None: | ||
raise AirflowBadRequest("Database name cannot be None.") | ||
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existing_database = list(self.get_conn().QueryDatabases({ | ||
"query": "SELECT * FROM r WHERE r.id=@id", | ||
"parameters": [ | ||
{"name": "@id", "value": database_name} | ||
] | ||
})) | ||
if len(existing_database) == 0: | ||
return False | ||
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return True | ||
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def create_database(self, database_name): | ||
""" | ||
Creates a new database in CosmosDB. | ||
""" | ||
if database_name is None: | ||
raise AirflowBadRequest("Database name cannot be None.") | ||
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# We need to check to see if this database already exists so we don't try | ||
# to create it twice | ||
existing_database = list(self.get_conn().QueryDatabases({ | ||
"query": "SELECT * FROM r WHERE r.id=@id", | ||
"parameters": [ | ||
{"name": "@id", "value": database_name} | ||
] | ||
})) | ||
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# Only create if we did not find it already existing | ||
if len(existing_database) == 0: | ||
self.get_conn().CreateDatabase({"id": database_name}) | ||
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def delete_database(self, database_name): | ||
""" | ||
Deletes an existing database in CosmosDB. | ||
""" | ||
if database_name is None: | ||
raise AirflowBadRequest("Database name cannot be None.") | ||
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self.get_conn().DeleteDatabase(get_database_link(database_name)) | ||
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def delete_collection(self, collection_name, database_name=None): | ||
""" | ||
Deletes an existing collection in the CosmosDB database. | ||
""" | ||
if collection_name is None: | ||
raise AirflowBadRequest("Collection name cannot be None.") | ||
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self.get_conn().DeleteContainer( | ||
get_collection_link(self.__get_database_name(database_name), collection_name)) | ||
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def upsert_document(self, document, database_name=None, collection_name=None, document_id=None): | ||
""" | ||
Inserts a new document (or updates an existing one) into an existing | ||
collection in the CosmosDB database. | ||
""" | ||
# Assign unique ID if one isn't provided | ||
if document_id is None: | ||
document_id = str(uuid.uuid4()) | ||
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if document is None: | ||
raise AirflowBadRequest("You cannot insert a None document") | ||
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# Add document id if isn't found | ||
if 'id' in document: | ||
if document['id'] is None: | ||
document['id'] = document_id | ||
else: | ||
document['id'] = document_id | ||
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created_document = self.get_conn().CreateItem( | ||
get_collection_link( | ||
self.__get_database_name(database_name), | ||
self.__get_collection_name(collection_name)), | ||
document) | ||
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return created_document | ||
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def insert_documents(self, documents, database_name=None, collection_name=None): | ||
""" | ||
Insert a list of new documents into an existing collection in the CosmosDB database. | ||
""" | ||
if documents is None: | ||
raise AirflowBadRequest("You cannot insert empty documents") | ||
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created_documents = [] | ||
for single_document in documents: | ||
created_documents.append( | ||
self.get_conn().CreateItem( | ||
get_collection_link( | ||
self.__get_database_name(database_name), | ||
self.__get_collection_name(collection_name)), | ||
single_document)) | ||
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return created_documents | ||
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def delete_document(self, document_id, database_name=None, collection_name=None): | ||
""" | ||
Delete an existing document out of a collection in the CosmosDB database. | ||
""" | ||
if document_id is None: | ||
raise AirflowBadRequest("Cannot delete a document without an id") | ||
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self.get_conn().DeleteItem( | ||
get_document_link( | ||
self.__get_database_name(database_name), | ||
self.__get_collection_name(collection_name), | ||
document_id)) | ||
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def get_document(self, document_id, database_name=None, collection_name=None): | ||
""" | ||
Get a document from an existing collection in the CosmosDB database. | ||
""" | ||
if document_id is None: | ||
raise AirflowBadRequest("Cannot get a document without an id") | ||
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try: | ||
return self.get_conn().ReadItem( | ||
get_document_link( | ||
self.__get_database_name(database_name), | ||
self.__get_collection_name(collection_name), | ||
document_id)) | ||
except HTTPFailure: | ||
return None | ||
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def get_documents(self, sql_string, database_name=None, collection_name=None, partition_key=None): | ||
""" | ||
Get a list of documents from an existing collection in the CosmosDB database via SQL query. | ||
""" | ||
if sql_string is None: | ||
raise AirflowBadRequest("SQL query string cannot be None") | ||
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# Query them in SQL | ||
query = {'query': sql_string} | ||
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try: | ||
result_iterable = self.get_conn().QueryItems( | ||
get_collection_link( | ||
self.__get_database_name(database_name), | ||
self.__get_collection_name(collection_name)), | ||
query, | ||
partition_key) | ||
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return list(result_iterable) | ||
except HTTPFailure: | ||
return None | ||
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def get_database_link(database_id): | ||
return "dbs/" + database_id | ||
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def get_collection_link(database_id, collection_id): | ||
return get_database_link(database_id) + "/colls/" + collection_id | ||
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def get_document_link(database_id, collection_id, document_id): | ||
return get_collection_link(database_id, collection_id) + "/docs/" + document_id |
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