By default, sessions Identity and Access Management permissions are at the project-level. This document describes how to use IAM Conditions to control more granular access to Vertex AI Agent Engine Sessions resources.
Overview
IAM Conditions lets you grant access to session and session event resources only if specified conditions are met. You can control access to sessions based on the userId string within the Session resource using the API attribute aiplatform.googleapis.com/sessionUserId with an expression written in Common Expression Language. User ID is an arbitrary string that is provided when creating sessions, like userId = "userA".
These conditional Identity and Access Management policies are created at the project level and apply to all sessions and session events within a project. You can apply IAM conditions to all kinds of principals, including users of your project and service accounts.
IAM Conditions are useful for granting Identity and Access Management (IAM) permissions to many related session resources simultaneously, including those that don't exist yet. You can restrict access to your sessions and events so that a user can only access their own information, or so developers can only view certain Session resources without special permission grants.
Before you begin
To set up conditional Identity and Access Management policies for sessions and session events, do the following:
- Review IAM Conditions: Familiarize yourself with the IAM Conditions overview.
- Determine necessary roles: Identify which specialized Session IAM roles are appropriate for your use case to ensure the principle of least privilege.
-
Identify affected principals: Identify who in your
organization should receive which permissions. For example, consider the
following:
- Should users be able to see another user's sessions?
- Should developers be able to see all sessions?
- Should project administrators be able to see all sessions?
- Should certain agent identities be able to access certain sessions?
-
Grant IAM roles: Ensure you have the
required roles that contain the necessary permissions you need to perform
the tasks in this document.
To get the permissions that you need to apply IAM Conditions to Vertex AI Agent Engine Session resources, ask your administrator to grant you the following IAM roles:
- For projects: Project IAM Admin (`roles/resourcemanager.projectIamAdmin`)
For more information about granting roles, see Manage access to projects, folders, and organizations.
These predefined roles contain the permissions required to apply IAM Conditions to Vertex AI Agent Engine Session resources. To see the exact permissions that are required, expand the Required permissions section:
Required permissions
The following permissions are required to apply IAM Conditions to Vertex AI Agent Engine Session resources:
-
Set conditional IAM access at the project level:
`resourcemanager.projects.setIamPolicy`
You might also be able to get these permissions with custom roles or other predefined roles.
If you plan to use IAM Conditions across your organization, you also need permissions to manage organization policies.
Creating conditional access for sessions
Grant conditional access to sessions by adding a condition to an Identity and Access Management policy binding at the project level. The condition uses the api.getAttribute('aiplatform.googleapis.com/sessionUserId', "") function to inspect the user ID of the session resource. You define a user ID when you create a session.
For a detailed guide on creating IAM policies with conditions, see Conditions in allow policies.
To grant a single role to a principal, do the following:
In the Google Cloud console, go to the IAM page. Select your project. Select a principal to grant a role to: To grant a role to a principal who already has other roles on the resource,
find a row containing the principal, click
Edit principal in that row,
and click Add another role. To grant a role to a service agent, select the Include
Google-provided role grants checkbox to see its email address. To grant a role to a principal who doesn't have any existing roles on the
resource, click Grant
Access, then enter a
principal identifier—for
example,
Select a role to grant from the drop-down list. For best security practices,
choose a role that includes only the permissions that your principal needs.
You can choose one of the
specialized Session IAM roles. Add a condition to the role, using Click Save. The principal is granted the role on the resource.Console
my-user@example.com or
//iam.googleapis.com/locations/global/workforcePools/example-pool/group/example-group@example.com.aiplatform.googleapis.com/sessionUserId as the
API attribute. See the below examples for some possible condition statements.
In the Google Cloud console, activate Cloud Shell.
At the bottom of the Google Cloud console, a
Cloud Shell
session starts and displays a command-line prompt. Cloud Shell is a shell environment
with the Google Cloud CLI
already installed and with values already set for
your current project. It can take a few seconds for the session to initialize.
The
Before using any of the command data below,
make the following replacements:
For the principal type
Select a role to grant from the drop-down list. For best security practices,
choose a role that includes only the permissions that your principal needs.
You can choose one of the
specialized Session IAM roles.
Execute the
following
command:
The response contains the updated IAM policy.
gcloud
add-iam-policy-binding
command lets you quickly grant a role to a principal.
PROJECT_ID: Your Google Cloud project ID. Project IDs
are alphanumeric, like my-project.
PRINCIPAL: An identifier for the principal, or member,
which usually has the following form:
PRINCIPAL_TYPE:ID.
For example, user:my-user@example.com or
principalSet://iam.googleapis.com/locations/global/workforcePools/example-pool/group/example-group@example.com.
For a full list of the values that PRINCIPAL can have, see Principal identifiers.user, the domain name in the identifier must be
a Google Workspace domain or a Cloud Identity domain. To learn how to set
up a Cloud Identity domain, see the
overview of Cloud Identity.ROLE_NAME: The name of the role that you want
to revoke. Use one of the following formats:
roles/aiplatform.IDENTIFIERprojects/PROJECT_ID/roles/IDENTIFIERCONDITION: Add a condition to the role, using
aiplatform.googleapis.com/sessionUserId as the API attribute.
See the below examples for some possible condition statements.
Linux, macOS, or Cloud Shell
gcloud projects add-iam-policy-binding PROJECT_ID \
--member=PRINCIPAL --role=ROLE_NAME \
--condition=CONDITION
Windows (PowerShell)
gcloud projects add-iam-policy-binding PROJECT_ID `
--member=PRINCIPAL --role=ROLE_NAME `
--condition=CONDITION
Windows (cmd.exe)
gcloud projects add-iam-policy-binding PROJECT_ID ^
--member=PRINCIPAL --role=ROLE_NAME ^
--condition=CONDITION
To learn how to apply or remove a Terraform configuration, see
Basic Terraform commands.
For more information, see the
Terraform provider reference documentation.
If you are using Terraform to set your IAM policies, you can include a condition
in the google_project_iam_member resource to restrict a member's access to sessions. Replace the following variables:
Terraform
resource "google_project_iam_member" "example" {
project = "PROJECT_ID"
role = "ROLE"
member = "MEMBER"
condition {
title = "Session Access Condition"
description = "IAM condition for Session"
expression = "CONDITION"
}
}
PROJECT_ID: Your Google Cloud project ID. Project IDs
are alphanumeric, like my-project.
ROLE: The IAM role to grant, for example, roles/aiplatform.sessionEditor.
MEMBER: The principal to grant the role to, for example, user:developerA@corp.com. For a full list of the values that MEMBER can have, see Principal identifiers.
CONDITION: Your IAM condition statement using aiplatform.googleapis.com/sessionUserId as the API attribute. See the below examples for some possible condition statements.
Best practices for User Id-level permissions
When you build conditions for sessions, use the following best practices:
- Use specialized Session IAM roles: Session IAM Conditions should only be used for roles that apply to sessions and session Events. You can use specialized roles such as
aiplatform.googleapis.com/sessionViewer,aiplatform.googleapis.com/sessionEditor, andaiplatform.googleapis.com/sessionUserto prevent overly permissive access. See the Specialized Session IAM Roles section for more details. - Use positive conditions: We recommend using positive conditions (such as checks for equality or the presence of prefixes) on
aiplatform.googleapis.com/sessionUserIdfor greater accuracy. Since unsupported types and services are represented by an empty user ID, negative conditions (such as checks for inequality) might inadvertently match a wide range of resources, which can be overly permissive and allow for unexpected permission granting. - Shorten conditions if possible: We recommend using the shortest and simplest logic within your IAM condition expressions, especially if you plan on having a large amount of conditions. IAM allow policies have a size limitation, and simplifying conditions will prevent running into IAM limitations. See Limitations for more details. For example, you can simplify checking for two different user IDs by combining the compound statement:
api.getAttribute('aiplatform.googleapis.com/sessionUserId', '') == 'sessionA' || api.getAttribute('aiplatform.googleapis.com/sessionUserId', '') == sessionB'as it evaluates to the same result as the shorter statementapi.getAttribute('aiplatform.googleapis.com/sessionUserId', '') in ['sessionA', 'sessionB'].
Specialized Session IAM roles
It is critical to prevent overly permissive IAM policies when using IAM Conditions. The following table lists specialized roles that you can use when granting conditional IAM roles for session APIs:
| Role Name | Description | Included Permissions |
|---|---|---|
roles/aiplatform.sessionViewer |
Grants read-only access to sessions and listing events. |
|
roles/aiplatform.sessionEditor |
Grants write access to sessions and appending events. |
|
roles/aiplatform.sessionUser |
Grants full access to sessions and events, including all viewer and editor permissions. | Includes all permissions of both sessionEditor and sessionViewer. |
Using IAM Conditions with Sessions
This section covers the following examples of using IAM Conditions with Sessions:
- Grant read access to sessions with exact user ID match.
- Grant write access to sessions containing a specific prefix in the user ID.
- Grant full access to sessions containing one of two user IDs.
Grant read access to sessions with exact user ID match
The following condition grants the individual userA@gmail.com view access only to sessions that have the exact user ID userA.
This means that the individual has the ability to get sessions and list the session events, as long as the user ID is exactly userA. The user doesn't have access to sessions with user ID such as userB.
{ "members": ["user:userA@gmail.com"], "role": "roles/aiplatform.sessionViewer", "condition": { "title": "Session Access Condition", "expression": "api.getAttribute('aiplatform.googleapis.com/sessionUserId', '') == 'userA'" } }
Grant write access to sessions containing a specific prefix in the user ID
The following condition grants the individual developerA@corp.com edit access to any sessions that contain the user ID starting with user. You can use startsWith for prefix checking and endsWith for suffix checking.
This means that the developer has the ability to create, update, and delete sessions, along with appending events, with user IDs such as userA or user1234.
{ "members": ["user:developerA@corp.com"], "role": "roles/aiplatform.sessionEditor", "condition": { "title": "Session Access Condition", "expression": "api.getAttribute('aiplatform.googleapis.com/sessionUserId', '').startsWith('user')" } }
Grant full access to sessions containing one of two user IDs
The following condition grants the group group:engineering@corp.com user (viewer and editor) access to sessions that have only user IDs userA or user123.
{ "members": ["group:engineering@corp.com"], "role": "roles/aiplatform.sessionUser", "condition": { "title": "Session Access Condition", "expression": "api.getAttribute('aiplatform.googleapis.com/sessionUserId', '') in ['userA', 'user123']" } }
Limitations
- Principal limit: IAM policies are limited to 1500 unique principals. This limit can be managed by using Google groups. See more at Limits on all principals.
ListSessionsAPI support: The ListSessions API doesn't support IAM conditions. To grant ListSessions permissions, you must grant the principal an unconditional role, such asaiplatform.googleapis.com/sessionViewer,aiplatform.googleapis.com/sessionUser, or a relevant unconditional Vertex AI role.