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40 changes: 25 additions & 15 deletions README.rst
Original file line number Diff line number Diff line change
Expand Up @@ -232,16 +232,18 @@ you must enable the following APIs:
* The BigQuery Connection API (bigqueryconnection.googleapis.com)
* The Vertex AI API (aiplatform.googleapis.com)

and you must be granted the following IAM roles:
and you must be granted the following IAM roles in the project:

* BigQuery Data Editor (roles/bigquery.dataEditor)
* BigQuery Connection Admin (roles/bigquery.connectionAdmin)
* Service Account User (roles/iam.serviceAccountUser) on the
`service account <https://cloud.google.com/functions/docs/reference/iam/roles#additional-configuration>`__
``[email protected]``
* Service Account User (roles/iam.serviceAccountUser)
* Vertex AI User (roles/aiplatform.user)
* Project IAM Admin (roles/resourcemanager.projectIamAdmin) if using default
BigQuery connection, or Browser (roles/browser) if using a pre-created connection
BigQuery connection, or Browser (roles/browser) if using a pre-configured connection.
This requirement can be avoided by setting
``bigframes.pandas.options.bigquery.skip_bq_connection_check`` option to ``True``,
in which case the connection (default or pre-configured) would be
used as-is without any existence or permission check.


ML locations
Expand Down Expand Up @@ -288,11 +290,17 @@ into `BigQuery remote functions
<https://cloud.google.com/bigquery/docs/remote-functions>`_ . Creating a remote
function in BigQuery DataFrames (See `code samples
<https://cloud.google.com/bigquery/docs/remote-functions#bigquery-dataframes>`_)
creates a BigQuery remote function, a `BigQuery
connection
<https://cloud.google.com/bigquery/docs/create-cloud-resource-connection>`_ ,
and a `Cloud Functions (2nd gen) function
<https://cloud.google.com/functions/docs/concepts/overview>`_ .
creates:

1. A `Cloud Functions (2nd gen) function <https://cloud.google.com/functions/docs/concepts/overview>`_.
2. A `BigQuery connection <https://cloud.google.com/bigquery/docs/create-cloud-resource-connection>`_.
If the BigQuery connection is created, the BigQuery service will
create a
`Google Cloud-managed IAM service account <https://cloud.google.com/bigquery/docs/working-with-connections#before_you_begin>`_
and attach it to the connection. You can use a pre-configured BigQuery
connection if you prefer, in which case the connection creation is skipped.
3. A BigQuery remote function that talks to the cloud function (1) using the BigQuery
connection (2).

BigQuery connections are created in the same location as the BigQuery
DataFrames session, using the name you provide in the custom function
Expand Down Expand Up @@ -331,17 +339,19 @@ To use BigQuery DataFrames remote functions, you must enable the following APIs:
* The Cloud Resource Manager API (cloudresourcemanager.googleapis.com)

To use BigQuery DataFrames remote functions, you must be granted the
following IAM roles:
following IAM roles in the project:

* BigQuery Data Editor (roles/bigquery.dataEditor)
* BigQuery Connection Admin (roles/bigquery.connectionAdmin)
* Cloud Functions Developer (roles/cloudfunctions.developer)
* Service Account User (roles/iam.serviceAccountUser) on the
`service account <https://cloud.google.com/functions/docs/reference/iam/roles#additional-configuration>`__
``[email protected]``
* Service Account User (roles/iam.serviceAccountUser)
* Storage Object Viewer (roles/storage.objectViewer)
* Project IAM Admin (roles/resourcemanager.projectIamAdmin) if using default
BigQuery connection, or Browser (roles/browser) if using a pre-created connection
BigQuery connection, or Browser (roles/browser) if using a pre-configured connection.
This requirement can be avoided by setting
``bigframes.pandas.options.bigquery.skip_bq_connection_check`` option to ``True``,
in which case the connection (default or pre-configured) would be
used as-is without any existence or permission check.

**Limitations**

Expand Down