477 lines
14 KiB
Markdown
477 lines
14 KiB
Markdown
# Agent Engine Module
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The module creates Agent Engine and related dependencies.
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- It supports both source based deployments (aka in-line deployment) and serialized object deployment (aka pickle deployment).
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- For serialized object deployment, the module creates a GCS bucket to store the pickled object and related dependencies.
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- It supports Customer Managed Encryption Keys (CMEK) to encrypt both the reasoning engine and the GCS bucket.
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- It provides support for both managed and unmanaged (Terraform doesn't track updates to code) deployments.
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- It provides support for VPC-SC (via PSC-I).
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- It provides support for custom and default service accounts.
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- It provides support for environment variables and secrets from Secret Manager.
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- It supports both Python-based and container-based deployments.
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## TOC
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<!-- BEGIN TOC -->
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- [TOC](#toc)
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- [Minimal deployment](#minimal-deployment)
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- [Serialized Object Deployment](#serialized-object-deployment)
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- [Unmanaged deployments](#unmanaged-deployments)
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- [Identities](#identities)
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- [Private networking: setup PSC-I](#private-networking-setup-psc-i)
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- [Specify an encryption key](#specify-an-encryption-key)
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- [Define environment variables and use secrets](#define-environment-variables-and-use-secrets)
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- [Container-based deployment](#container-based-deployment)
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- [Memory Bank](#memory-bank)
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- [Getting values from context](#getting-values-from-context)
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- [Disable deletion protection](#disable-deletion-protection)
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- [Variables](#variables)
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- [Outputs](#outputs)
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<!-- END TOC -->
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## Minimal deployment
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This example shows how to deploy an agent engine with minimal configuration, using source code from a local path.
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```hcl
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module "agent_engine" {
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source = "./fabric/modules/agent-engine"
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name = "my-agent"
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project_id = var.project_id
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region = var.region
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agent_engine_config = {
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agent_framework = "google-adk"
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}
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deployment_config = {
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source_files_config = {
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source_path = "assets/src/source.tar.gz"
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}
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}
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}
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# tftest inventory=minimal.yaml
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```
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You can change the name of the tar.gz package, of the requirement file, the name of the Python file and the name of the agent function by using the `deployment_config.source_files_config` variable.
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You can also provide custom build arguments for the container image by using the `deployment_config.source_files_config.image_spec` variable.
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```hcl
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module "agent_engine" {
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source = "./fabric/modules/agent-engine"
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name = "my-agent"
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project_id = var.project_id
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region = var.region
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agent_engine_config = {
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agent_framework = "google-adk"
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}
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deployment_config = {
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source_files_config = {
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source_path = "assets/src/source.tar.gz"
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python_spec = null
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image_spec = {
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build_args = {
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"ENV" = "production"
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}
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}
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}
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}
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}
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# tftest inventory=image-spec.yaml
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```
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## Serialized Object Deployment
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You can also manually serialize your agent by using the [cloudpickle library](https://github.com/cloudpipe/cloudpickle) and pass the `pickle.pkl`, `dependencies.tar.gz` and `requirements.txt` files to the module.
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```hcl
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module "agent_engine" {
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source = "./fabric/modules/agent-engine"
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name = "my-agent"
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project_id = var.project_id
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region = var.region
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agent_engine_config = {
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agent_framework = "google-adk"
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}
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deployment_config = {
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package_config = {
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pickle_path = "assets/src/pickle.pkl"
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dependencies_path = "assets/src/dependencies.tar.gz"
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requirements_path = "assets/src/requirements.txt"
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}
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}
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}
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# tftest inventory=minimal-pickle.yaml
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```
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If the files are already in a GCS bucket, you can pass the GCS URIs to the module.
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```hcl
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module "agent_engine" {
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source = "./fabric/modules/agent-engine"
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name = "my-agent"
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project_id = var.project_id
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region = var.region
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agent_engine_config = {
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agent_framework = "google-adk"
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}
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deployment_config = {
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package_config = {
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are_paths_local = false
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pickle_path = "gs://my-bucket/pickle.pkl"
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dependencies_path = "gs://my-bucket/dependencies.tar.gz"
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requirements_path = "gs://my-bucket/requirements.txt"
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}
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}
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}
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# tftest inventory=pickle-gcs.yaml
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```
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## Unmanaged deployments
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If you want to use the module just to bootstrap the infrastructure and then manage the code updates yourself, you can set the `managed` variable to `false`.
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```hcl
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module "agent_engine" {
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source = "./fabric/modules/agent-engine"
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name = "my-agent"
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project_id = var.project_id
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region = var.region
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managed = false
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agent_engine_config = {
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agent_framework = "google-adk"
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}
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deployment_config = {
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source_files_config = {
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source_path = "assets/src/source.tar.gz"
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}
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}
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}
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# tftest inventory=unmanaged.yaml
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```
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## Identities
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By default, the module creates agents with unique **agent identities**.
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If you want, you can choose instead to use a custom service account, by changing the `identity_type` to `SERVICE_ACCOUNT`.
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```hcl
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module "agent_engine" {
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source = "./fabric/modules/agent-engine"
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name = "my-agent"
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project_id = var.project_id
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region = var.region
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agent_engine_config = {
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agent_framework = "google-adk"
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identity_type = "SERVICE_ACCOUNT"
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}
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deployment_config = {
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source_files_config = {
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source_path = "assets/src/source.tar.gz"
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}
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}
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}
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# tftest inventory=sa-create.yaml
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```
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Using a custom service account.
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```hcl
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module "agent_engine" {
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source = "./fabric/modules/agent-engine"
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name = "my-agent"
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project_id = var.project_id
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region = var.region
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agent_engine_config = {
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agent_framework = "google-adk"
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identity_type = "SERVICE_ACCOUNT"
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}
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deployment_config = {
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source_files_config = {
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source_path = "assets/src/source.tar.gz"
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}
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}
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service_account_config = {
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create = false
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email = "my-agent@project-id.iam.gserviceaccount.com"
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}
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}
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# tftest inventory=sa-external.yaml
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```
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## Private networking: setup PSC-I
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```hcl
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module "agent_engine" {
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source = "./fabric/modules/agent-engine"
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name = "my-agent"
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project_id = var.project_id
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region = var.region
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agent_engine_config = {
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agent_framework = "google-adk"
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}
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deployment_config = {
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source_files_config = {
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source_path = "assets/src/source.tar.gz"
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}
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}
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networking_config = {
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network_attachment_id = "projects/project-id/regions/europe-west8/networkAttachments/my-nat"
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dns_peering_configs = {
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"googleapis.com." = {
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target_network_name = "my-network"
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}
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}
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}
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}
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# tftest inventory=psc-i.yaml
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```
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## Specify an encryption key
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```hcl
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module "agent_engine" {
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source = "./fabric/modules/agent-engine"
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name = "my-agent"
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project_id = var.project_id
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region = var.region
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agent_engine_config = {
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agent_framework = "google-adk"
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}
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deployment_config = {
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source_files_config = {
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source_path = "assets/src/source.tar.gz"
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}
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}
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encryption_key = "projects/project-id/locations/europe-west8/keyRings/my-keyring/cryptoKeys/my-key"
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}
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# tftest inventory=encryption.yaml
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```
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## Define environment variables and use secrets
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```hcl
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module "agent_engine" {
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source = "./fabric/modules/agent-engine"
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name = "my-agent"
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project_id = var.project_id
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region = var.region
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agent_engine_config = {
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agent_framework = "google-adk"
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environment_variables = {
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FOO = "bar"
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}
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secret_environment_variables = {
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MY_SECRET = {
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secret_id = "projects/project-id/secrets/my-secret"
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}
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}
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}
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deployment_config = {
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source_files_config = {
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source_path = "assets/src/source.tar.gz"
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}
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}
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}
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# tftest inventory=environment.yaml
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```
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## Container-based deployment
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You can deploy your agent as a custom Docker image.
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```hcl
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module "agent_engine" {
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source = "./fabric/modules/agent-engine"
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name = "my-agent"
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project_id = var.project_id
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region = var.region
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agent_engine_config = {
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environment_variables = {
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FOO = "bar"
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}
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}
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deployment_config = {
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container_config = {
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image_uri = "us-central1-docker.pkg.dev/my-project/my-repo/my-image:latest"
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}
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}
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}
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# tftest inventory=container.yaml
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```
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## Memory Bank
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You can optionally configure a Memory Bank to provide long-term persistent memory for your agent.
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```hcl
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module "agent_engine" {
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source = "./fabric/modules/agent-engine"
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name = "my-agent"
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project_id = var.project_id
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region = var.region
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agent_engine_config = {
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agent_framework = "google-adk"
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}
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deployment_config = {
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source_files_config = {
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source_path = "assets/src/source.tar.gz"
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}
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}
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memory_bank_config = {
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disable_memory_revisions = false
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generation_config = {
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model = "projects/my-project/locations/us-central1/publishers/google/models/gemini-2.0-flash-001"
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}
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similarity_search_config = {
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embedding_model = "projects/my-project/locations/us-central1/publishers/google/models/text-embedding-005"
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}
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ttl_config = {
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default_ttl = "2592000s" # 30 days
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}
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}
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}
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#tftest inventory=memory-bank.yaml
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```
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## Getting values from context
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The module allows you to dynamically reference context values for resources created outside this module, through the `context` variable. This includes the definition of custom roles, iam_principals, locations, networks, psc_network_attachments, kms_keys, models and project ids.
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```hcl
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module "agent_engine" {
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source = "./fabric/modules/agent-engine"
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name = "my-agent"
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project_id = "$project_ids:main-project"
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region = "$locations:primary"
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agent_engine_config = {
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agent_framework = "google-adk"
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}
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deployment_config = {
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source_files_config = {
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source_path = "assets/src/source.tar.gz"
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}
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}
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networking_config = {
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network_attachment_id = "$psc_network_attachments:primary"
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dns_peering_configs = {
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"example.com" = {
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target_network_name = "$networks:vpc-1"
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}
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"my-company.local" = {
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target_network_name = "$networks:vpc-2"
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target_project_id = "$project_ids:dns-project"
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}
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}
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}
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service_account_config = {
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create = false
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email = "$iam_principals:my-custom-sa"
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}
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context = {
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iam_principals = {
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my-custom-sa = "my-sa@$test-project-1.iam.gserviceaccount.com"
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}
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locations = {
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primary = "europe-west1"
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}
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networks = {
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vpc-1 = "my-vpc-1"
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vpc-2 = "my-vpc-2"
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}
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project_ids = {
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main-project = "test-project-1"
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dns-project = "company-dns-project"
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}
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psc_network_attachments = {
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primary = "projects/test-project-1/regions/europe-west1/networkAttachments/core-service"
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}
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}
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}
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# tftest inventory=context.yaml
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```
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## Disable deletion protection
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By default you can't neither delete your agent if it has session or your GCS bucket if it has files inside. For testing, you can anyway force the deletion of these resources:
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```hcl
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module "agent_engine" {
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source = "./fabric/modules/agent-engine"
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name = "my-agent"
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project_id = var.project_id
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region = var.region
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enable_deletion_protection = false
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agent_engine_config = {
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agent_framework = "google-adk"
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}
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deployment_config = {
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package_config = {
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pickle_path = "assets/src/pickle.pkl"
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dependencies_path = "assets/src/dependencies.tar.gz"
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requirements_path = "assets/src/requirements.txt"
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}
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}
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}
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# tftest inventory=deletion-protection.yaml
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```
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<!-- BEGIN TFDOC -->
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## Variables
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| name | description | type | required | default |
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| [name](variables.tf#L178) | The name of the agent. | <code>string</code> | ✓ | |
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| [project_id](variables.tf#L197) | The id of the project where to deploy the agent. | <code>string</code> | ✓ | |
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| [region](variables.tf#L203) | The region where to deploy the agent. | <code>string</code> | ✓ | |
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| [agent_engine_config](variables.tf#L17) | The agent configuration. Supported values for agent_framework: 'google-adk', 'langchain', 'langgraph', 'ag2', 'llama-index', 'custom'. | <code>object({…})</code> | | <code>{}</code> |
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| [bucket_config](variables.tf#L50) | The GCS bucket configuration. | <code>object({…})</code> | | <code>{}</code> |
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| [context](variables.tf#L61) | Context-specific interpolations. | <code>object({…})</code> | | <code>{}</code> |
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| [deployment_config](variables.tf#L77) | The deployment configuration. | <code>object({…})</code> | | <code>{}</code> |
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| [description](variables.tf#L128) | The Agent Engine description. | <code>string</code> | | <code>"Terraform managed."</code> |
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| [enable_deletion_protection](variables.tf#L135) | Whether deletion protection should be enabled. | <code>bool</code> | | <code>true</code> |
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| [encryption_key](variables.tf#L142) | The full resource name of the Cloud KMS CryptoKey. | <code>string</code> | | <code>null</code> |
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| [managed](variables.tf#L148) | Whether the Terraform module should control the code updates. | <code>bool</code> | | <code>true</code> |
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| [memory_bank_config](variables.tf#L155) | Configuration for the memory bank. | <code>object({…})</code> | | <code>null</code> |
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| [networking_config](variables.tf#L184) | Networking configuration. | <code>object({…})</code> | | <code>null</code> |
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| [service_account_config](variables-serviceaccount.tf#L18) | Service account configurations. | <code>object({…})</code> | | <code>{}</code> |
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## Outputs
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| name | description | sensitive |
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| [agent](outputs.tf#L17) | The Agent Engine object. | |
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| [id](outputs.tf#L22) | Fully qualified Agent Engine id. | |
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| [identity](outputs.tf#L27) | The agent identity. | |
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<!-- END TFDOC -->
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