@@ -232,16 +232,18 @@ you must enable the following APIs:
232232* The BigQuery Connection API (bigqueryconnection.googleapis.com)
233233* The Vertex AI API (aiplatform.googleapis.com)
234234
235- and you must be granted the following IAM roles:
235+ and you must be granted the following IAM roles in the project :
236236
237237* BigQuery Data Editor (roles/bigquery.dataEditor)
238238* BigQuery Connection Admin (roles/bigquery.connectionAdmin)
239- * Service Account User (roles/iam.serviceAccountUser) on the
240- `service account <https://cloud.google.com/functions/docs/reference/iam/roles#additional-configuration >`__
241- ``PROJECT_NUMBER-compute@developer.gserviceaccount.com ``
239+ * Service Account User (roles/iam.serviceAccountUser)
242240* Vertex AI User (roles/aiplatform.user)
243241* Project IAM Admin (roles/resourcemanager.projectIamAdmin) if using default
244- BigQuery connection, or Browser (roles/browser) if using a pre-created connection
242+ BigQuery connection, or Browser (roles/browser) if using a pre-configured connection.
243+ This requirement can be avoided by setting
244+ ``bigframes.pandas.options.bigquery.skip_bq_connection_check `` option to ``True ``,
245+ in which case the connection (default or pre-configured) would be
246+ used as-is without any existence or permission check.
245247
246248
247249ML locations
@@ -288,11 +290,17 @@ into `BigQuery remote functions
288290<https://cloud.google.com/bigquery/docs/remote-functions> `_ . Creating a remote
289291function in BigQuery DataFrames (See `code samples
290292<https://cloud.google.com/bigquery/docs/remote-functions#bigquery-dataframes> `_)
291- creates a BigQuery remote function, a `BigQuery
292- connection
293- <https://cloud.google.com/bigquery/docs/create-cloud-resource-connection> `_ ,
294- and a `Cloud Functions (2nd gen) function
295- <https://cloud.google.com/functions/docs/concepts/overview> `_ .
293+ creates:
294+
295+ 1. A `Cloud Functions (2nd gen) function <https://cloud.google.com/functions/docs/concepts/overview >`_.
296+ 2. A `BigQuery connection <https://cloud.google.com/bigquery/docs/create-cloud-resource-connection >`_.
297+ If the BigQuery connection is created, the BigQuery service will
298+ create a
299+ `Google Cloud-managed IAM service account <https://cloud.google.com/bigquery/docs/working-with-connections#before_you_begin >`_
300+ and attach it to the connection. You can use a pre-configured BigQuery
301+ connection if you prefer, in which case the connection creation is skipped.
302+ 3. A BigQuery remote function that talks to the cloud function (1) using the BigQuery
303+ connection (2).
296304
297305BigQuery connections are created in the same location as the BigQuery
298306DataFrames session, using the name you provide in the custom function
@@ -331,17 +339,19 @@ To use BigQuery DataFrames remote functions, you must enable the following APIs:
331339* The Cloud Resource Manager API (cloudresourcemanager.googleapis.com)
332340
333341To use BigQuery DataFrames remote functions, you must be granted the
334- following IAM roles:
342+ following IAM roles in the project :
335343
336344* BigQuery Data Editor (roles/bigquery.dataEditor)
337345* BigQuery Connection Admin (roles/bigquery.connectionAdmin)
338346* Cloud Functions Developer (roles/cloudfunctions.developer)
339- * Service Account User (roles/iam.serviceAccountUser) on the
340- `service account <https://cloud.google.com/functions/docs/reference/iam/roles#additional-configuration >`__
341- ``PROJECT_NUMBER-compute@developer.gserviceaccount.com ``
347+ * Service Account User (roles/iam.serviceAccountUser)
342348* Storage Object Viewer (roles/storage.objectViewer)
343349* Project IAM Admin (roles/resourcemanager.projectIamAdmin) if using default
344- BigQuery connection, or Browser (roles/browser) if using a pre-created connection
350+ BigQuery connection, or Browser (roles/browser) if using a pre-configured connection.
351+ This requirement can be avoided by setting
352+ ``bigframes.pandas.options.bigquery.skip_bq_connection_check `` option to ``True ``,
353+ in which case the connection (default or pre-configured) would be
354+ used as-is without any existence or permission check.
345355
346356**Limitations **
347357
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