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main.tf
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terraform {
required_providers {
google = {
source = "hashicorp/google"
version = "~> 5.0"
}
zenml = {
source = "zenml-io/zenml"
}
}
}
data "google_client_config" "current" {}
data "google_project" "project" {
project_id = data.google_client_config.current.project
}
data "zenml_server" "zenml_info" {}
locals {
zenml_pro_tenant_id = try(data.zenml_server.zenml_info.metadata["tenant_id"], null)
dashboard_url = try(data.zenml_server.zenml_info.dashboard_url, "")
# Check if the dashboard URL indicates a ZenML Cloud deployment
is_zenml_cloud = length(regexall("^https://cloud\\.zenml\\.io/", local.dashboard_url)) > 0
is_zenml_cloud_staging = length(regexall("^https://staging\\.cloud\\.zenml\\.io/", local.dashboard_url)) > 0
zenml_pro_aws_account = local.is_zenml_cloud ? "715803424590" : "339712793861"
# Split version string into array of numbers [major, minor, patch]
zenml_version_parts = [for part in split(".", data.zenml_server.zenml_info.version) : tonumber(part)]
# Convert to a comparable number where each version part is padded with zeros
# This gives us a number like: major * 1000000 + minor * 1000 + patch
zenml_version_comparable = (
coalesce(local.zenml_version_parts[0], 0) * 1000000 +
coalesce(local.zenml_version_parts[1], 0) * 1000 +
coalesce(local.zenml_version_parts[2], 0)
)
# Compare with target versions (0.63.0 = 63000, 0.73.0 = 73000)
is_version_gt_0_63 = local.zenml_version_comparable > 63000
is_version_gte_0_73 = local.zenml_version_comparable >= 73000
zenml_pro_tenant_iam_role_name = local.zenml_pro_tenant_id != null ? "zenml-${local.zenml_pro_tenant_id}" : ""
# Use workload identity federation only when connected to a ZenML Pro tenant running version higher than 0.63.0 and
# not using SkyPilot. SkyPilot cannot be used with workload identity federation because it does not support the GCP
# temporary credentials generated by ZenML from the workload identity pool. ZenML higher than 0.63.0 is required
# because the GCP workload identity federation feature was not available as a GCP Service Connector feature before
# that version.
use_workload_identity = (local.is_zenml_cloud || local.is_zenml_cloud_staging) && var.orchestrator != "skypilot" && local.is_version_gt_0_63
}
resource "random_id" "resource_name_suffix" {
# This will generate a string of 12 characters, encoded as base64 which makes
# it 8 characters long
byte_length = 6
}
# Enable required APIs
resource "google_project_service" "common_services" {
for_each = toset([
"iam.googleapis.com",
"artifactregistry.googleapis.com",
"storage-api.googleapis.com",
"cloudbuild.googleapis.com",
"aiplatform.googleapis.com",
])
service = each.key
disable_on_destroy = false
}
resource "google_project_service" "composer" {
count = var.orchestrator == "airflow" ? 1 : 0
service = "composer.googleapis.com"
disable_on_destroy = false
}
resource "google_storage_bucket" "artifact_store" {
name = "zenml-${data.google_project.project.number}-${random_id.resource_name_suffix.hex}"
location = data.google_client_config.current.region
depends_on = [google_project_service.common_services]
force_destroy = true
}
resource "google_artifact_registry_repository" "container_registry" {
location = data.google_client_config.current.region
repository_id = "zenml-${random_id.resource_name_suffix.hex}"
format = "DOCKER"
depends_on = [google_project_service.common_services]
}
resource "google_composer_environment" "composer_env" {
count = var.orchestrator == "airflow" ? 1 : 0
name = "zenml-${random_id.resource_name_suffix.hex}"
region = data.google_client_config.current.region
storage_config {
bucket = google_storage_bucket.artifact_store.name
}
config {
environment_size = "ENVIRONMENT_SIZE_SMALL"
resilience_mode = "STANDARD_RESILIENCE"
}
}
resource "google_service_account" "zenml_sa" {
account_id = "zenml-${random_id.resource_name_suffix.hex}"
display_name = "ZenML Service Account"
}
# Update IAM roles for the service account
resource "google_project_iam_member" "storage_object_user" {
project = data.google_client_config.current.project
role = "roles/storage.objectUser"
member = "serviceAccount:${google_service_account.zenml_sa.email}"
condition {
title = "Restrict access to the ZenML bucket"
description = "Grants access only to the ZenML bucket"
expression = "resource.name.startsWith('projects/_/buckets/${google_storage_bucket.artifact_store.name}')"
}
}
resource "google_project_iam_member" "artifact_registry_writer" {
project = data.google_client_config.current.project
role = "roles/artifactregistry.createOnPushWriter"
member = "serviceAccount:${google_service_account.zenml_sa.email}"
condition {
title = "Restrict access to the ZenML container registry"
description = "Grants access only to the ZenML container registry"
expression = "resource.name.startsWith('projects/${data.google_project.project.number}/locations/${data.google_client_config.current.region}/repositories/${google_artifact_registry_repository.container_registry.repository_id}')"
}
}
resource "google_project_iam_member" "cloud_build_editor" {
project = data.google_client_config.current.project
role = "roles/cloudbuild.builds.editor"
member = "serviceAccount:${google_service_account.zenml_sa.email}"
}
resource "google_project_iam_member" "cloud_build_builder" {
project = data.google_client_config.current.project
role = "roles/cloudbuild.builds.builder"
member = "serviceAccount:${google_service_account.zenml_sa.email}"
}
resource "google_project_iam_member" "ai_platform_service_agent" {
project = data.google_client_config.current.project
role = "roles/aiplatform.serviceAgent"
member = "serviceAccount:${google_service_account.zenml_sa.email}"
}
resource "google_project_iam_member" "skypilot_browser" {
count = var.orchestrator == "skypilot" ? 1 : 0
project = data.google_client_config.current.project
role = "roles/browser"
member = "serviceAccount:${google_service_account.zenml_sa.email}"
}
resource "google_project_iam_member" "skypilot_compute_admin" {
count = var.orchestrator == "skypilot" ? 1 : 0
project = data.google_client_config.current.project
role = "roles/compute.admin"
member = "serviceAccount:${google_service_account.zenml_sa.email}"
}
resource "google_project_iam_member" "skypilot_iam_service_account_admin" {
count = var.orchestrator == "skypilot" ? 1 : 0
project = data.google_client_config.current.project
role = "roles/iam.serviceAccountAdmin"
member = "serviceAccount:${google_service_account.zenml_sa.email}"
}
resource "google_project_iam_member" "skypilot_service_account_user" {
count = var.orchestrator == "skypilot" ? 1 : 0
project = data.google_client_config.current.project
role = "roles/iam.serviceAccountUser"
member = "serviceAccount:${google_service_account.zenml_sa.email}"
}
resource "google_project_iam_member" "skypilot_service_usage_admin" {
count = var.orchestrator == "skypilot" ? 1 : 0
project = data.google_client_config.current.project
role = "roles/serviceusage.serviceUsageAdmin"
member = "serviceAccount:${google_service_account.zenml_sa.email}"
}
resource "google_project_iam_member" "skypilot_storage_admin" {
count = var.orchestrator == "skypilot" ? 1 : 0
project = data.google_client_config.current.project
role = "roles/storage.admin"
member = "serviceAccount:${google_service_account.zenml_sa.email}"
}
resource "google_project_iam_member" "skypilot_security_admin" {
count = var.orchestrator == "skypilot" ? 1 : 0
project = data.google_client_config.current.project
role = "roles/iam.securityAdmin"
member = "serviceAccount:${google_service_account.zenml_sa.email}"
}
resource "google_service_account_key" "zenml_sa_key" {
# When connected to a ZenML Pro tenant, we don't need to create a service
# account key. We use workload identity federation instead to grant access to
# the AWS IAM role associated with the ZenML Pro tenant.
count = local.use_workload_identity ? 0 : 1
service_account_id = google_service_account.zenml_sa.name
}
resource "google_iam_workload_identity_pool" "workload_identity_pool" {
count = local.use_workload_identity ? 1 : 0
workload_identity_pool_id = "zenml-${random_id.resource_name_suffix.hex}"
}
resource "google_iam_workload_identity_pool_provider" "aws_provider" {
count = local.use_workload_identity ? 1 : 0
workload_identity_pool_id = google_iam_workload_identity_pool.workload_identity_pool[0].workload_identity_pool_id
workload_identity_pool_provider_id = "zenml-pro-aws"
attribute_condition = "attribute.aws_role_name=='${local.zenml_pro_tenant_iam_role_name}'"
aws {
account_id = local.zenml_pro_aws_account
}
attribute_mapping = {
"google.subject" = "assertion.arn"
"attribute.aws_role_name" = "assertion.arn.extract('assumed-role/{role_name}/')"
}
depends_on = [google_project_service.common_services]
}
resource "google_service_account_iam_binding" "workload_identity_binding" {
count = local.use_workload_identity ? 1 : 0
service_account_id = google_service_account.zenml_sa.name
role = "roles/iam.workloadIdentityUser"
members = [
"principalSet://iam.googleapis.com/projects/${data.google_project.project.number}/locations/global/workloadIdentityPools/${google_iam_workload_identity_pool.workload_identity_pool[0].workload_identity_pool_id}/attribute.aws_role_name/${local.zenml_pro_tenant_iam_role_name}"
]
depends_on = [
google_project_service.common_services,
google_iam_workload_identity_pool.workload_identity_pool[0],
]
}
# We need one more role for the service account if we are using workload
# identity federation: roles/iam.serviceAccountTokenCreator
resource "google_project_iam_member" "service_account_token_creator" {
count = local.use_workload_identity ? 1 : 0
project = data.google_client_config.current.project
role = "roles/iam.serviceAccountTokenCreator"
member = "serviceAccount:${google_service_account.zenml_sa.email}"
}
locals {
# The service connector configuration is different depending on whether we are
# using the ZenML Pro tenant or not.
service_connector_config = {
external_account = {
project_id = "${data.google_client_config.current.project}"
external_account_json = local.use_workload_identity ? jsonencode({
"type" : "external_account",
"audience" : "//iam.googleapis.com/projects/${data.google_project.project.number}/locations/global/workloadIdentityPools/${google_iam_workload_identity_pool.workload_identity_pool[0].workload_identity_pool_id}/providers/${google_iam_workload_identity_pool_provider.aws_provider[0].workload_identity_pool_provider_id}",
"subject_token_type" : "urn:ietf:params:aws:token-type:aws4_request",
"token_url" : "https://sts.googleapis.com/v1/token",
"service_account_impersonation_url" : "https://iamcredentials.googleapis.com/v1/projects/-/serviceAccounts/${google_service_account.zenml_sa.email}:generateAccessToken",
"credential_source" = {
"environment_id" : "aws1",
"region_url" : "http://169.254.169.254/latest/meta-data/placement/availability-zone",
"url" : "http://169.254.169.254/latest/meta-data/iam/security-credentials",
"regional_cred_verification_url" : "https://sts.{region}.amazonaws.com?Action=GetCallerIdentity&Version=2011-06-15"
}
}) : ""
}
service_account = {
service_account_json = local.use_workload_identity ? "" : google_service_account_key.zenml_sa_key.0.private_key
}
service_account_skypilot = {
service_account_json = local.use_workload_identity ? "" : google_service_account_key.zenml_sa_key.0.private_key
# The Skypilot orchestrator does not support GCP temporary credentials
generate_temporary_tokens = false
}
}
}
# Artifact Store Component
resource "zenml_service_connector" "gcs" {
name = var.zenml_stack_name == "" ? "terraform-gcs-${random_id.resource_name_suffix.hex}" : "${var.zenml_stack_name}-gcs"
type = "gcp"
auth_method = local.use_workload_identity ? "external-account" : "service-account"
resource_type = "gcs-bucket"
resource_id = google_storage_bucket.artifact_store.name
configuration = local.service_connector_config[local.use_workload_identity ? "external_account" : "service_account"]
labels = {
"zenml:provider" = "gcp"
"zenml:deployment" = "${var.zenml_stack_deployment}"
}
depends_on = [
google_storage_bucket.artifact_store,
google_service_account.zenml_sa,
google_service_account_key.zenml_sa_key,
google_project_iam_member.storage_object_user,
google_iam_workload_identity_pool.workload_identity_pool[0],
google_iam_workload_identity_pool_provider.aws_provider[0],
google_service_account_iam_binding.workload_identity_binding[0],
google_project_iam_member.service_account_token_creator[0],
]
}
resource "zenml_stack_component" "artifact_store" {
name = var.zenml_stack_name == "" ? "terraform-gcs-${random_id.resource_name_suffix.hex}" : "${var.zenml_stack_name}-gcs"
type = "artifact_store"
flavor = "gcp"
configuration = {
path = "gs://${google_storage_bucket.artifact_store.name}"
}
connector_id = zenml_service_connector.gcs.id
labels = {
"zenml:provider" = "gcp"
"zenml:deployment" = "${var.zenml_stack_deployment}"
}
}
# Container Registry Component
resource "zenml_service_connector" "gar" {
name = var.zenml_stack_name == "" ? "terraform-gar-${random_id.resource_name_suffix.hex}" : "${var.zenml_stack_name}-gar"
type = "gcp"
auth_method = local.use_workload_identity ? "external-account" : "service-account"
resource_type = "docker-registry"
# The resource ID for the Google Artifact Registry is in the format:
# projects/<project-id>/locations/<location>/repositories/<repository-id>
resource_id = "projects/${data.google_client_config.current.project}/locations/${data.google_client_config.current.region}/repositories/${google_artifact_registry_repository.container_registry.repository_id}"
configuration = local.service_connector_config[local.use_workload_identity ? "external_account" : "service_account"]
labels = {
"zenml:provider" = "gcp"
"zenml:deployment" = "${var.zenml_stack_deployment}"
}
depends_on = [
google_artifact_registry_repository.container_registry,
google_service_account.zenml_sa,
google_service_account_key.zenml_sa_key,
google_project_iam_member.artifact_registry_writer,
google_iam_workload_identity_pool.workload_identity_pool[0],
google_iam_workload_identity_pool_provider.aws_provider[0],
google_service_account_iam_binding.workload_identity_binding[0],
google_project_iam_member.service_account_token_creator[0],
]
}
resource "zenml_stack_component" "container_registry" {
name = var.zenml_stack_name == "" ? "terraform-gar-${random_id.resource_name_suffix.hex}" : "${var.zenml_stack_name}-gar"
type = "container_registry"
flavor = "gcp"
configuration = {
uri = "${data.google_client_config.current.region}-docker.pkg.dev/${data.google_client_config.current.project}/${google_artifact_registry_repository.container_registry.repository_id}"
}
connector_id = zenml_service_connector.gar.id
labels = {
"zenml:provider" = "gcp"
"zenml:deployment" = "${var.zenml_stack_deployment}"
}
}
# Orchestrator
locals {
# The orchestrator configuration is different depending on the orchestrator
# chosen by the user. We use the `orchestrator` variable to determine which
# configuration to use and construct a local variable `orchestrator_config` to
# hold the configuration.
orchestrator_config = {
local = {}
vertex = {
location = "${data.google_client_config.current.region}"
workload_service_account = "${google_service_account.zenml_sa.email}"
}
skypilot = {
region = "${data.google_client_config.current.region}"
}
airflow = {
dag_output_dir = "gs://${google_storage_bucket.artifact_store.name}/dags",
operator = "kubernetes_pod",
operator_args = "{\"namespace\": \"composer-user-workloads\", \"config_file\": \"/home/airflow/composer_kube_config\"}"
}
}
}
resource "zenml_service_connector" "gcp" {
name = var.zenml_stack_name == "" ? "terraform-gcp-${random_id.resource_name_suffix.hex}" : "${var.zenml_stack_name}-gcp"
type = "gcp"
auth_method = local.use_workload_identity ? "external-account" : "service-account"
resource_type = "gcp-generic"
configuration = local.service_connector_config[local.use_workload_identity ? "external_account" : (var.orchestrator == "skypilot" ? "service_account_skypilot" : "service_account")]
labels = {
"zenml:provider" = "gcp"
"zenml:deployment" = "${var.zenml_stack_deployment}"
}
depends_on = [
google_service_account.zenml_sa,
google_service_account_key.zenml_sa_key,
google_project_iam_member.storage_object_user,
google_project_iam_member.artifact_registry_writer,
google_project_iam_member.ai_platform_service_agent,
google_project_iam_member.cloud_build_editor,
google_project_iam_member.cloud_build_builder,
google_project_iam_member.skypilot_browser[0],
google_project_iam_member.skypilot_compute_admin[0],
google_project_iam_member.skypilot_iam_service_account_admin[0],
google_project_iam_member.skypilot_service_account_user[0],
google_project_iam_member.skypilot_service_usage_admin[0],
google_project_iam_member.skypilot_storage_admin[0],
google_project_iam_member.skypilot_security_admin[0],
google_iam_workload_identity_pool.workload_identity_pool[0],
google_iam_workload_identity_pool_provider.aws_provider[0],
google_service_account_iam_binding.workload_identity_binding[0],
google_project_iam_member.service_account_token_creator[0],
]
}
resource "zenml_stack_component" "orchestrator" {
name = var.zenml_stack_name == "" ? "terraform-${var.orchestrator}-${random_id.resource_name_suffix.hex}" : "${var.zenml_stack_name}-${var.orchestrator}"
type = "orchestrator"
flavor = var.orchestrator == "skypilot" ? "vm_gcp" : var.orchestrator
configuration = local.orchestrator_config[var.orchestrator]
connector_id = contains(["local", "airflow"], var.orchestrator) ? "" : zenml_service_connector.gcp.id
labels = {
"zenml:provider" = "gcp"
"zenml:deployment" = "${var.zenml_stack_deployment}"
}
}
# Step Operator
resource "zenml_stack_component" "step_operator" {
name = var.zenml_stack_name == "" ? "terraform-vertex-${random_id.resource_name_suffix.hex}" : "${var.zenml_stack_name}-vertex"
type = "step_operator"
flavor = "vertex"
configuration = {
region = "${data.google_client_config.current.region}",
service_account = "${google_service_account.zenml_sa.email}"
}
connector_id = zenml_service_connector.gcp.id
labels = {
"zenml:provider" = "gcp"
"zenml:deployment" = "${var.zenml_stack_deployment}"
}
}
# Image Builder
resource "zenml_stack_component" "image_builder" {
name = var.zenml_stack_name == "" ? "terraform-gcp-${random_id.resource_name_suffix.hex}" : "${var.zenml_stack_name}-gcp"
type = "image_builder"
flavor = "gcp"
configuration = {}
connector_id = zenml_service_connector.gcp.id
labels = {
"zenml:provider" = "gcp"
"zenml:deployment" = "${var.zenml_stack_deployment}"
}
}
# Experiment Tracker
resource "zenml_stack_component" "experiment_tracker" {
# The Vertex experiment tracker is only available in ZenML 0.73.0 and above
count = local.is_version_gte_0_73 ? 1 : 0
name = var.zenml_stack_name == "" ? "terraform-gcp-${random_id.resource_name_suffix.hex}" : "${var.zenml_stack_name}-gcp"
type = "experiment_tracker"
flavor = "vertex"
configuration = {
project = "${data.google_client_config.current.project}",
location = "${data.google_client_config.current.region}"
staging_bucket = "gs://${google_storage_bucket.artifact_store.name}"
}
connector_id = zenml_service_connector.gcp.id
labels = {
"zenml:provider" = "gcp"
"zenml:deployment" = "${var.zenml_stack_deployment}"
}
}
# Complete Stack
resource "zenml_stack" "stack" {
name = var.zenml_stack_name == "" ? "terraform-gcp-${random_id.resource_name_suffix.hex}" : var.zenml_stack_name
components = {
artifact_store = zenml_stack_component.artifact_store.id
container_registry = zenml_stack_component.container_registry.id
orchestrator = zenml_stack_component.orchestrator.id
step_operator = zenml_stack_component.step_operator.id
image_builder = zenml_stack_component.image_builder.id
experiment_tracker = local.is_version_gte_0_73 ? zenml_stack_component.experiment_tracker[0].id : null
}
labels = {
"zenml:provider" = "gcp"
"zenml:deployment" = "${var.zenml_stack_deployment}"
}
}
data "zenml_service_connector" "gcs" {
id = zenml_service_connector.gcs.id
}
data "zenml_service_connector" "gar" {
id = zenml_service_connector.gar.id
}
data "zenml_service_connector" "gcp" {
id = zenml_service_connector.gcp.id
}
data "zenml_stack_component" "artifact_store" {
id = zenml_stack_component.artifact_store.id
}
data "zenml_stack_component" "container_registry" {
id = zenml_stack_component.container_registry.id
}
data "zenml_stack_component" "orchestrator" {
id = zenml_stack_component.orchestrator.id
}
data "zenml_stack_component" "step_operator" {
id = zenml_stack_component.step_operator.id
}
data "zenml_stack_component" "image_builder" {
id = zenml_stack_component.image_builder.id
}
data "zenml_stack_component" "experiment_tracker" {
count = local.is_version_gte_0_73 ? 1 : 0
id = zenml_stack_component.experiment_tracker[0].id
}
data "zenml_stack" "stack" {
id = zenml_stack.stack.id
}