| /* |
| * Licensed to the Apache Software Foundation (ASF) under one |
| * or more contributor license agreements. See the NOTICE file |
| * distributed with this work for additional information |
| * regarding copyright ownership. The ASF licenses this file |
| * to you under the Apache License, Version 2.0 (the |
| * "License"); you may not use this file except in compliance |
| * with the License. You may obtain a copy of the License at |
| * |
| * http://www.apache.org/licenses/LICENSE-2.0 |
| * |
| * Unless required by applicable law or agreed to in writing, software |
| * distributed under the License is distributed on an "AS IS" BASIS, |
| * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| * See the License for the specific language governing permissions and |
| * limitations under the License. |
| */ |
| |
| provider "google" { |
| project = var.project |
| } |
| |
| resource "google_project_service" "required" { |
| service = "aiplatform.googleapis.com" |
| disable_on_destroy = false |
| } |
| |
| resource "random_string" "postfix" { |
| length = 6 |
| upper = false |
| special = false |
| } |
| |
| resource "google_vertex_ai_featurestore" "default" { |
| depends_on = [google_project_service.required] |
| name = "${var.featurestore.name_prefix}_${random_string.postfix.result}" |
| region = var.region |
| online_serving_config { |
| fixed_node_count = var.featurestore.fixed_node_count |
| } |
| } |
| |
| resource "google_vertex_ai_featurestore_entitytype" "entities" { |
| depends_on = [google_project_service.required] |
| for_each = var.featurestore.entity_types |
| name = each.key |
| featurestore = google_vertex_ai_featurestore.default.id |
| description = each.value.description |
| monitoring_config { |
| |
| categorical_threshold_config { |
| value = 0.3 |
| } |
| |
| numerical_threshold_config { |
| value = 0.3 |
| } |
| |
| snapshot_analysis { |
| disabled = false |
| monitoring_interval_days = 1 |
| staleness_days = 21 |
| } |
| } |
| } |
| |
| locals { |
| features = flatten([ |
| for entitytype_name, entitytype in var.featurestore.entity_types : [ |
| for feature_name, feature_type in entitytype.features : { |
| entitytype_name = entitytype_name |
| feature_name = feature_name |
| feature_type = feature_type |
| } |
| ] |
| ]) |
| features_map = tomap({ |
| for feature in local.features : |
| "${feature["entitytype_name"]}.${feature["feature_name"]}" => feature |
| }) |
| } |
| |
| resource "google_vertex_ai_featurestore_entitytype_feature" "features" { |
| depends_on = [google_project_service.required] |
| for_each = local.features_map |
| name = each.value["feature_name"] |
| entitytype = google_vertex_ai_featurestore_entitytype.entities[each.value["entitytype_name"]].id |
| value_type = each.value["feature_type"] |
| } |