prefect_azure.cosmos_db

Tasks for interacting with Azure Cosmos DB

cosmos_db_create_item async

Create an item in the container.

To update or replace an existing item, use the upsert_item method.

Parameters:

Name	Type	Description	Default
body	Dict[str, Any]	A dict-like object representing the item to create.	required
container	Union[str, ContainerProxy, Dict[str, Any]]	The ID (name) of the container, a ContainerProxy instance, or a dict representing the properties of the container to be retrieved.	required
database	Union[str, DatabaseProxy, Dict[str, Any]]	The ID (name), dict representing the properties or DatabaseProxy instance of the database to read.	required
cosmos_db_credentials	AzureCosmosDbCredentials	Credentials to use for authentication with Azure.	required
**kwargs	Any	Additional keyword arguments to pass.	{}

Returns:

Type	Description
Dict[str, Any]	A dict representing the new item.

Example

Create an item in the container.

To update or replace an existing item, use the upsert_item method.

import uuid

from prefect import flow

from prefect_azure import AzureCosmosDbCredentials
from prefect_azure.cosmos_db import cosmos_db_create_item

@flow
def example_cosmos_db_create_item_flow():
    connection_string = "connection_string"
    cosmos_db_credentials = AzureCosmosDbCredentials(connection_string)

    body = {
        "firstname": "Olivia",
        "age": 3,
        "id": str(uuid.uuid4())
    }
    container = "Persons"
    database = "SampleDB"

    result = cosmos_db_create_item(
        body,
        container,
        database,
        cosmos_db_credentials
    )
    return result

example_cosmos_db_create_item_flow()

Source code in prefect_azure/cosmos_db.py

@task
async def cosmos_db_create_item(
    body: Dict[str, Any],
    container: Union[str, "ContainerProxy", Dict[str, Any]],
    database: Union[str, "DatabaseProxy", Dict[str, Any]],
    cosmos_db_credentials: AzureCosmosDbCredentials,
    **kwargs: Any,
) -> Dict[str, Any]:
    """
    Create an item in the container.

    To update or replace an existing item, use the upsert_item method.

    Args:
        body: A dict-like object representing the item to create.
        container: The ID (name) of the container, a ContainerProxy instance,
            or a dict representing the properties of the container to be retrieved.
        database: The ID (name), dict representing the properties
            or DatabaseProxy instance of the database to read.
        cosmos_db_credentials: Credentials to use for authentication with Azure.
        **kwargs: Additional keyword arguments to pass.

    Returns:
        A dict representing the new item.

    Example:
        Create an item in the container.

        To update or replace an existing item, use the upsert_item method.
        ```python
        import uuid

        from prefect import flow

        from prefect_azure import AzureCosmosDbCredentials
        from prefect_azure.cosmos_db import cosmos_db_create_item

        @flow
        def example_cosmos_db_create_item_flow():
            connection_string = "connection_string"
            cosmos_db_credentials = AzureCosmosDbCredentials(connection_string)

            body = {
                "firstname": "Olivia",
                "age": 3,
                "id": str(uuid.uuid4())
            }
            container = "Persons"
            database = "SampleDB"

            result = cosmos_db_create_item(
                body,
                container,
                database,
                cosmos_db_credentials
            )
            return result

        example_cosmos_db_create_item_flow()
        ```
    """
    logger = get_run_logger()
    logger.info(
        "Creating the item within container %s under %s database",
        container,
        database,
    )

    container_client = cosmos_db_credentials.get_container_client(container, database)
    create_item = partial(container_client.create_item, body, **kwargs)
    result = await to_thread.run_sync(create_item)
    return result

cosmos_db_query_items async

Return all results matching the given query.

You can use any value for the container name in the FROM clause, but often the container name is used. In the examples below, the container name is "products," and is aliased as "p" for easier referencing in the WHERE clause.

Parameters:

Name	Type	Description	Default
query	str	The Azure Cosmos DB SQL query to execute.	required
container	Union[str, ContainerProxy, Dict[str, Any]]	The ID (name) of the container, a ContainerProxy instance, or a dict representing the properties of the container to be retrieved.	required
database	Union[str, DatabaseProxy, Dict[str, Any]]	The ID (name), dict representing the properties or DatabaseProxy instance of the database to read.	required
cosmos_db_credentials	AzureCosmosDbCredentials	Credentials to use for authentication with Azure.	required
parameters	Optional[List[Dict[str, object]]]	Optional array of parameters to the query. Each parameter is a dict() with 'name' and 'value' keys.	None
partition_key	Optional[Any]	Partition key for the item to retrieve.	None
**kwargs	Any	Additional keyword arguments to pass.	{}

Returns:

Type	Description
List[Union[str, dict]]	An list of results.

Example

Query SampleDB Persons container where age >= 44

from prefect import flow

from prefect_azure import AzureCosmosDbCredentials
from prefect_azure.cosmos_db import cosmos_db_query_items

@flow
def example_cosmos_db_query_items_flow():
    connection_string = "connection_string"
    cosmos_db_credentials = AzureCosmosDbCredentials(connection_string)

    query = "SELECT * FROM c where c.age >= @age"
    container = "Persons"
    database = "SampleDB"
    parameters = [dict(name="@age", value=44)]

    results = cosmos_db_query_items(
        query,
        container,
        database,
        cosmos_db_credentials,
        parameters=parameters,
        enable_cross_partition_query=True,
    )
    return results

example_cosmos_db_query_items_flow()

Source code in prefect_azure/cosmos_db.py

@task
async def cosmos_db_query_items(
    query: str,
    container: Union[str, "ContainerProxy", Dict[str, Any]],
    database: Union[str, "DatabaseProxy", Dict[str, Any]],
    cosmos_db_credentials: AzureCosmosDbCredentials,
    parameters: Optional[List[Dict[str, object]]] = None,
    partition_key: Optional[Any] = None,
    **kwargs: Any,
) -> List[Union[str, dict]]:
    """
    Return all results matching the given query.

    You can use any value for the container name in the FROM clause,
    but often the container name is used.
    In the examples below, the container name is "products,"
    and is aliased as "p" for easier referencing in the WHERE clause.

    Args:
        query: The Azure Cosmos DB SQL query to execute.
        container: The ID (name) of the container, a ContainerProxy instance,
            or a dict representing the properties of the container to be retrieved.
        database: The ID (name), dict representing the properties
            or DatabaseProxy instance of the database to read.
        cosmos_db_credentials: Credentials to use for authentication with Azure.
        parameters: Optional array of parameters to the query.
            Each parameter is a dict() with 'name' and 'value' keys.
        partition_key: Partition key for the item to retrieve.
        **kwargs: Additional keyword arguments to pass.

    Returns:
        An `list` of results.

    Example:
        Query SampleDB Persons container where age >= 44
        ```python
        from prefect import flow

        from prefect_azure import AzureCosmosDbCredentials
        from prefect_azure.cosmos_db import cosmos_db_query_items

        @flow
        def example_cosmos_db_query_items_flow():
            connection_string = "connection_string"
            cosmos_db_credentials = AzureCosmosDbCredentials(connection_string)

            query = "SELECT * FROM c where c.age >= @age"
            container = "Persons"
            database = "SampleDB"
            parameters = [dict(name="@age", value=44)]

            results = cosmos_db_query_items(
                query,
                container,
                database,
                cosmos_db_credentials,
                parameters=parameters,
                enable_cross_partition_query=True,
            )
            return results

        example_cosmos_db_query_items_flow()
        ```
    """
    logger = get_run_logger()
    logger.info("Running query from container %s in %s database", container, database)

    container_client = cosmos_db_credentials.get_container_client(container, database)
    partial_query_items = partial(
        container_client.query_items,
        query,
        parameters=parameters,
        partition_key=partition_key,
        **kwargs,
    )
    results = await to_thread.run_sync(partial_query_items)
    return results

cosmos_db_read_item async

Get the item identified by item.

Parameters:

Name	Type	Description	Default
item	Union[str, Dict[str, Any]]	The ID (name) or dict representing item to retrieve.	required
partition_key	Any	Partition key for the item to retrieve.	required
container	Union[str, ContainerProxy, Dict[str, Any]]	The ID (name) of the container, a ContainerProxy instance, or a dict representing the properties of the container to be retrieved.	required
database	Union[str, DatabaseProxy, Dict[str, Any]]	The ID (name), dict representing the properties or DatabaseProxy instance of the database to read.	required
cosmos_db_credentials	AzureCosmosDbCredentials	Credentials to use for authentication with Azure.	required
**kwargs	Any	Additional keyword arguments to pass.	{}

Returns:

Type	Description
List[Union[str, dict]]	Dict representing the item to be retrieved.

Example

Read an item using a partition key from Cosmos DB.

from prefect import flow

from prefect_azure import AzureCosmosDbCredentials
from prefect_azure.cosmos_db import cosmos_db_read_item

@flow
def example_cosmos_db_read_item_flow():
    connection_string = "connection_string"
    cosmos_db_credentials = AzureCosmosDbCredentials(connection_string)

    item = "item"
    partition_key = "partition_key"
    container = "container"
    database = "database"

    result = cosmos_db_read_item(
        item,
        partition_key,
        container,
        database,
        cosmos_db_credentials
    )
    return result

example_cosmos_db_read_item_flow()

Source code in prefect_azure/cosmos_db.py

@task
async def cosmos_db_read_item(
    item: Union[str, Dict[str, Any]],
    partition_key: Any,
    container: Union[str, "ContainerProxy", Dict[str, Any]],
    database: Union[str, "DatabaseProxy", Dict[str, Any]],
    cosmos_db_credentials: AzureCosmosDbCredentials,
    **kwargs: Any,
) -> List[Union[str, dict]]:
    """
    Get the item identified by item.

    Args:
        item: The ID (name) or dict representing item to retrieve.
        partition_key: Partition key for the item to retrieve.
        container: The ID (name) of the container, a ContainerProxy instance,
            or a dict representing the properties of the container to be retrieved.
        database: The ID (name), dict representing the properties
            or DatabaseProxy instance of the database to read.
        cosmos_db_credentials: Credentials to use for authentication with Azure.
        **kwargs: Additional keyword arguments to pass.

    Returns:
        Dict representing the item to be retrieved.

    Example:
        Read an item using a partition key from Cosmos DB.
        ```python
        from prefect import flow

        from prefect_azure import AzureCosmosDbCredentials
        from prefect_azure.cosmos_db import cosmos_db_read_item

        @flow
        def example_cosmos_db_read_item_flow():
            connection_string = "connection_string"
            cosmos_db_credentials = AzureCosmosDbCredentials(connection_string)

            item = "item"
            partition_key = "partition_key"
            container = "container"
            database = "database"

            result = cosmos_db_read_item(
                item,
                partition_key,
                container,
                database,
                cosmos_db_credentials
            )
            return result

        example_cosmos_db_read_item_flow()
        ```
    """
    logger = get_run_logger()
    logger.info(
        "Reading item %s with partition_key %s from container %s in %s database",
        item,
        partition_key,
        container,
        database,
    )

    container_client = cosmos_db_credentials.get_container_client(container, database)
    read_item = partial(container_client.read_item, item, partition_key, **kwargs)
    result = await to_thread.run_sync(read_item)
    return result