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new 21b7e3abae6 Implement terraform code to provision Vertex AI resources
(#27979)
21b7e3abae6 is described below
commit 21b7e3abae6dd10bfbed010f1a8611fe6a5f3ddc
Author: Damon <damondoug...@users.noreply.github.com>
AuthorDate: Fri Aug 25 16:18:55 2023 +0000
Implement terraform code to provision Vertex AI resources (#27979)
---
.../vertex-ai-featurestore/README.md | 74 +++
.../vertex-ai-featurestore/featurestore.tf | 89 +++
.../vertex-ai-featurestore/synthea.tfvars | 621 +++++++++++++++++++++
.../vertex-ai-featurestore/variables.tf | 51 ++
4 files changed, 835 insertions(+)
diff --git
a/.test-infra/terraform/google-cloud-platform/vertex-ai-featurestore/README.md
b/.test-infra/terraform/google-cloud-platform/vertex-ai-featurestore/README.md
new file mode 100644
index 00000000000..a84e5f62383
--- /dev/null
+++
b/.test-infra/terraform/google-cloud-platform/vertex-ai-featurestore/README.md
@@ -0,0 +1,74 @@
+<!--
+ 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.
+-->
+
+# Overview
+
+This module provisions a
+[Vertex AI Featurestore](https://cloud.google.com/vertex-ai/docs/featurestore).
+
+# Requirements and Usage
+
+See [Google Cloud Platform
requirements](../../../google-cloud-platform/README.md)
+for details on requirements
+and usage.
+
+## 1. Initialize the terraform module
+
+```
+cd .test-infra/terraform/google-cloud-platform/vertex-ai-featurestore
+terraform init
+```
+
+## 2. Create a *.tfvars file
+
+Create a `*.tfvars` file in the same directory as this module.
+
+```
+cd .test-infra/terraform/google-cloud-platform/vertex-ai-featurestore
+touch vars.tfvars
+```
+
+See [Examples](#examples) below for some example `*.tfvars` files.
+
+## 3. Apply the terraform module.
+
+```
+cd .test-infra/terraform/google-cloud-platform/vertex-ai-featurestore
+terraform apply -var-file=vars.tfvars
+```
+
+# Examples
+
+## synthea.tfvars
+
+This directory holds a [synthea.tfvars](synthea.tfvars) to generate an
+example Vertex AI Featurestore based on data generated from
+https://github.com/synthetichealth/synthea
+and stored in Google Cloud FHIR Store with BigQuery streaming.
+See:
https://cloud.google.com/healthcare-api/docs/how-tos/fhir-bigquery-streaming
+for more details.
+
+To apply using this `*.tfvars` file:
+
+```
+cd .test-infra/terraform/google-cloud-platform/vertex-ai-featurestore
+terraform apply -var-file=synthea.tfvars
+```
+
+You will be prompted for any remaining unset variables.
diff --git
a/.test-infra/terraform/google-cloud-platform/vertex-ai-featurestore/featurestore.tf
b/.test-infra/terraform/google-cloud-platform/vertex-ai-featurestore/featurestore.tf
new file mode 100644
index 00000000000..e7f0d9d563c
--- /dev/null
+++
b/.test-infra/terraform/google-cloud-platform/vertex-ai-featurestore/featurestore.tf
@@ -0,0 +1,89 @@
+/*
+ * 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"]
+}
diff --git
a/.test-infra/terraform/google-cloud-platform/vertex-ai-featurestore/synthea.tfvars
b/.test-infra/terraform/google-cloud-platform/vertex-ai-featurestore/synthea.tfvars
new file mode 100644
index 00000000000..b3b39edbbda
--- /dev/null
+++
b/.test-infra/terraform/google-cloud-platform/vertex-ai-featurestore/synthea.tfvars
@@ -0,0 +1,621 @@
+/*
+ * 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.
+ */
+
+/*
+ * This tfvars file represents a Vertex AI Featurestore based on data generated
+ * from https://github.com/synthetichealth/synthea and stored in Google Cloud
+ * FHIR Store with BigQuery streaming.
+ * See:
https://cloud.google.com/healthcare-api/docs/how-tos/fhir-bigquery-streaming
+ * for more details.
+ */
+
+region = "us-central1"
+
+featurestore = {
+ name_prefix = "synthea"
+ fixed_node_count = 1
+ entity_types = {
+ // Flags whether patient has condition identified by the Snomed code.
+ // Featurestore indexes features by an ID and a timestamp to reflect
+ // what is known about a feature at a given time. A tuple of a patient's
+ // id, timestamp and condition flags represents known active conditions
+ // of a patient at that point in time.
+ // See https://browser.ihtsdotools.org/ for more information about
+ // Snomed codes.
+ conditions = {
+ description = "Flags whether patient has condition identified by the
Snomed code."
+ features = {
+ snomed_10509002 = "BOOL"
+ snomed_105531004 = "BOOL"
+ snomed_10939881000119105 = "BOOL"
+ snomed_109838007 = "BOOL"
+ snomed_110030002 = "BOOL"
+ snomed_110359009 = "BOOL"
+ snomed_111282000 = "BOOL"
+ snomed_111287006 = "BOOL"
+ snomed_1121000119107 = "BOOL"
+ snomed_1231000119100 = "BOOL"
+ snomed_124171000119105 = "BOOL"
+ snomed_125601008 = "BOOL"
+ snomed_125605004 = "BOOL"
+ snomed_126906006 = "BOOL"
+ snomed_127013003 = "BOOL"
+ snomed_127295002 = "BOOL"
+ snomed_128188000 = "BOOL"
+ snomed_128613002 = "BOOL"
+ snomed_132281000119108 = "BOOL"
+ snomed_14760008 = "BOOL"
+ snomed_1501000119109 = "BOOL"
+ snomed_1551000119108 = "BOOL"
+ snomed_156073000 = "BOOL"
+ snomed_157141000119108 = "BOOL"
+ snomed_15724005 = "BOOL"
+ snomed_157265008 = "BOOL"
+ snomed_15777000 = "BOOL"
+ snomed_15802004 = "BOOL"
+ snomed_160701002 = "BOOL"
+ snomed_160903007 = "BOOL"
+ snomed_160904001 = "BOOL"
+ snomed_160968000 = "BOOL"
+ snomed_16114001 = "BOOL"
+ snomed_161665007 = "BOOL"
+ snomed_161679004 = "BOOL"
+ snomed_162573006 = "BOOL"
+ snomed_162864005 = "BOOL"
+ snomed_171131006 = "BOOL"
+ snomed_1734006 = "BOOL"
+ snomed_183996000 = "BOOL"
+ snomed_185086009 = "BOOL"
+ snomed_1871000124103 = "BOOL"
+ snomed_19169002 = "BOOL"
+ snomed_192127007 = "BOOL"
+ snomed_195662009 = "BOOL"
+ snomed_195967001 = "BOOL"
+ snomed_196416002 = "BOOL"
+ snomed_197927001 = "BOOL"
+ snomed_198992004 = "BOOL"
+ snomed_201834006 = "BOOL"
+ snomed_203082005 = "BOOL"
+ snomed_213150003 = "BOOL"
+ snomed_221360009 = "BOOL"
+ snomed_22298006 = "BOOL"
+ snomed_224295006 = "BOOL"
+ snomed_224299000 = "BOOL"
+ snomed_224355006 = "BOOL"
+ snomed_230265002 = "BOOL"
+ snomed_230690007 = "BOOL"
+ snomed_232353008 = "BOOL"
+ snomed_233604007 = "BOOL"
+ snomed_233678006 = "BOOL"
+ snomed_234466008 = "BOOL"
+ snomed_235595009 = "BOOL"
+ snomed_235919008 = "BOOL"
+ snomed_236077008 = "BOOL"
+ snomed_237602007 = "BOOL"
+ snomed_239720000 = "BOOL"
+ snomed_239872002 = "BOOL"
+ snomed_239873007 = "BOOL"
+ snomed_24079001 = "BOOL"
+ snomed_241929008 = "BOOL"
+ snomed_246677007 = "BOOL"
+ snomed_248595008 = "BOOL"
+ snomed_249497008 = "BOOL"
+ snomed_25064002 = "BOOL"
+ snomed_254632001 = "BOOL"
+ snomed_254637007 = "BOOL"
+ snomed_254837009 = "BOOL"
+ snomed_25675004 = "BOOL"
+ snomed_262521009 = "BOOL"
+ snomed_262574004 = "BOOL"
+ snomed_263102004 = "BOOL"
+ snomed_266934004 = "BOOL"
+ snomed_266948004 = "BOOL"
+ snomed_267020005 = "BOOL"
+ snomed_267036007 = "BOOL"
+ snomed_267060006 = "BOOL"
+ snomed_267102003 = "BOOL"
+ snomed_26929004 = "BOOL"
+ snomed_271737000 = "BOOL"
+ snomed_271825005 = "BOOL"
+ snomed_274531002 = "BOOL"
+ snomed_275272006 = "BOOL"
+ snomed_278860009 = "BOOL"
+ snomed_283371005 = "BOOL"
+ snomed_283385000 = "BOOL"
+ snomed_283545005 = "BOOL"
+ snomed_284549007 = "BOOL"
+ snomed_284551006 = "BOOL"
+ snomed_288959006 = "BOOL"
+ snomed_300916003 = "BOOL"
+ snomed_301011002 = "BOOL"
+ snomed_302297009 = "BOOL"
+ snomed_302870006 = "BOOL"
+ snomed_307731004 = "BOOL"
+ snomed_30832001 = "BOOL"
+ snomed_312157006 = "BOOL"
+ snomed_312608009 = "BOOL"
+ snomed_314529007 = "BOOL"
+ snomed_315268008 = "BOOL"
+ snomed_32911000 = "BOOL"
+ snomed_33737001 = "BOOL"
+ snomed_359817006 = "BOOL"
+ snomed_35999006 = "BOOL"
+ snomed_361055000 = "BOOL"
+ snomed_363406005 = "BOOL"
+ snomed_367498001 = "BOOL"
+ snomed_368581000119106 = "BOOL"
+ snomed_36923009 = "BOOL"
+ snomed_36955009 = "BOOL"
+ snomed_36971009 = "BOOL"
+ snomed_370143000 = "BOOL"
+ snomed_370247008 = "BOOL"
+ snomed_384709000 = "BOOL"
+ snomed_386661006 = "BOOL"
+ snomed_38822007 = "BOOL"
+ snomed_389087006 = "BOOL"
+ snomed_398152000 = "BOOL"
+ snomed_398254007 = "BOOL"
+ snomed_39848009 = "BOOL"
+ snomed_39898005 = "BOOL"
+ snomed_399211009 = "BOOL"
+ snomed_399261000 = "BOOL"
+ snomed_399912005 = "BOOL"
+ snomed_40055000 = "BOOL"
+ snomed_401303003 = "BOOL"
+ snomed_401314000 = "BOOL"
+ snomed_40275004 = "BOOL"
+ snomed_403190006 = "BOOL"
+ snomed_403191005 = "BOOL"
+ snomed_403192003 = "BOOL"
+ snomed_408512008 = "BOOL"
+ snomed_409089005 = "BOOL"
+ snomed_414545008 = "BOOL"
+ snomed_414667000 = "BOOL"
+ snomed_422034002 = "BOOL"
+ snomed_422587007 = "BOOL"
+ snomed_422650009 = "BOOL"
+ snomed_423315002 = "BOOL"
+ snomed_424132000 = "BOOL"
+ snomed_424393004 = "BOOL"
+ snomed_427419006 = "BOOL"
+ snomed_428251008 = "BOOL"
+ snomed_428915008 = "BOOL"
+ snomed_429280009 = "BOOL"
+ snomed_431855005 = "BOOL"
+ snomed_431856006 = "BOOL"
+ snomed_431857002 = "BOOL"
+ snomed_433144002 = "BOOL"
+ snomed_43724002 = "BOOL"
+ snomed_43878008 = "BOOL"
+ snomed_44054006 = "BOOL"
+ snomed_443165006 = "BOOL"
+ snomed_444448004 = "BOOL"
+ snomed_444470001 = "BOOL"
+ snomed_44465007 = "BOOL"
+ snomed_444814009 = "BOOL"
+ snomed_446096008 = "BOOL"
+ snomed_446654005 = "BOOL"
+ snomed_449868002 = "BOOL"
+ snomed_4557003 = "BOOL"
+ snomed_45816000 = "BOOL"
+ snomed_46177005 = "BOOL"
+ snomed_47505003 = "BOOL"
+ snomed_47693006 = "BOOL"
+ snomed_48333001 = "BOOL"
+ snomed_48724000 = "BOOL"
+ snomed_49436004 = "BOOL"
+ snomed_49727002 = "BOOL"
+ snomed_49915006 = "BOOL"
+ snomed_5251000175109 = "BOOL"
+ snomed_53827007 = "BOOL"
+ snomed_55680006 = "BOOL"
+ snomed_55822004 = "BOOL"
+ snomed_56018004 = "BOOL"
+ snomed_5602001 = "BOOL"
+ snomed_56786000 = "BOOL"
+ snomed_57676002 = "BOOL"
+ snomed_58150001 = "BOOL"
+ snomed_59621000 = "BOOL"
+ snomed_60234000 = "BOOL"
+ snomed_60573004 = "BOOL"
+ snomed_6072007 = "BOOL"
+ snomed_62106007 = "BOOL"
+ snomed_62564004 = "BOOL"
+ snomed_62718007 = "BOOL"
+ snomed_64859006 = "BOOL"
+ snomed_6525002 = "BOOL"
+ snomed_65275009 = "BOOL"
+ snomed_65363002 = "BOOL"
+ snomed_65710008 = "BOOL"
+ snomed_65966004 = "BOOL"
+ snomed_66857006 = "BOOL"
+ snomed_67782005 = "BOOL"
+ snomed_67811000119102 = "BOOL"
+ snomed_68235000 = "BOOL"
+ snomed_68496003 = "BOOL"
+ snomed_68566005 = "BOOL"
+ snomed_68962001 = "BOOL"
+ snomed_698306007 = "BOOL"
+ snomed_698754002 = "BOOL"
+ snomed_69896004 = "BOOL"
+ snomed_703151001 = "BOOL"
+ snomed_706870000 = "BOOL"
+ snomed_706893006 = "BOOL"
+ snomed_70704007 = "BOOL"
+ snomed_713197008 = "BOOL"
+ snomed_713458007 = "BOOL"
+ snomed_7200002 = "BOOL"
+ snomed_72892002 = "BOOL"
+ snomed_73430006 = "BOOL"
+ snomed_73438004 = "BOOL"
+ snomed_73595000 = "BOOL"
+ snomed_741062008 = "BOOL"
+ snomed_74400008 = "BOOL"
+ snomed_75498004 = "BOOL"
+ snomed_76571007 = "BOOL"
+ snomed_770349000 = "BOOL"
+ snomed_78275009 = "BOOL"
+ snomed_79586000 = "BOOL"
+ snomed_79619009 = "BOOL"
+ snomed_80394007 = "BOOL"
+ snomed_80583007 = "BOOL"
+ snomed_82423001 = "BOOL"
+ snomed_83664006 = "BOOL"
+ snomed_840539006 = "BOOL"
+ snomed_840544004 = "BOOL"
+ snomed_84229001 = "BOOL"
+ snomed_84757009 = "BOOL"
+ snomed_86406008 = "BOOL"
+ snomed_86849004 = "BOOL"
+ snomed_87433001 = "BOOL"
+ snomed_88805009 = "BOOL"
+ snomed_90460009 = "BOOL"
+ snomed_90560007 = "BOOL"
+ snomed_90781000119102 = "BOOL"
+ snomed_91302008 = "BOOL"
+ snomed_91434003 = "BOOL"
+ snomed_91861009 = "BOOL"
+ snomed_92691004 = "BOOL"
+ snomed_93761005 = "BOOL"
+ snomed_94260004 = "BOOL"
+ snomed_95417003 = "BOOL"
+ snomed_97331000119101 = "BOOL"
+ }
+ }
+
+ // Flags whether patient has active medication identified by its RxNorm
code.
+ // Featurestore indexes features by an ID and a timestamp to reflect
+ // what is known about a feature at a given time. A tuple of a patient's
+ // id, timestamp and medication flags represents known active medications
+ // of a patient at that point in time.
+ // See https://www.nlm.nih.gov/research/umls/rxnorm/index.html for more
+ // details about RxNorm codes.
+ medications = {
+ description = "Flags whether patient has active medication identified by
its RxNorm code"
+ features = {
+ rxnorm_1000126 = "BOOL"
+ rxnorm_108515 = "BOOL"
+ rxnorm_1116635 = "BOOL"
+ rxnorm_1234995 = "BOOL"
+ rxnorm_1361048 = "BOOL"
+ rxnorm_1361226 = "BOOL"
+ rxnorm_1601380 = "BOOL"
+ rxnorm_1605257 = "BOOL"
+ rxnorm_1659131 = "BOOL"
+ rxnorm_1659149 = "BOOL"
+ rxnorm_1659263 = "BOOL"
+ rxnorm_1664986 = "BOOL"
+ rxnorm_1665060 = "BOOL"
+ rxnorm_1719286 = "BOOL"
+ rxnorm_1723208 = "BOOL"
+ rxnorm_1728805 = "BOOL"
+ rxnorm_1729584 = "BOOL"
+ rxnorm_1732136 = "BOOL"
+ rxnorm_1732186 = "BOOL"
+ rxnorm_1734919 = "BOOL"
+ rxnorm_1735006 = "BOOL"
+ rxnorm_1736776 = "BOOL"
+ rxnorm_1736854 = "BOOL"
+ rxnorm_1737466 = "BOOL"
+ rxnorm_1740467 = "BOOL"
+ rxnorm_1790099 = "BOOL"
+ rxnorm_1796676 = "BOOL"
+ rxnorm_1803932 = "BOOL"
+ rxnorm_1804799 = "BOOL"
+ rxnorm_1807510 = "BOOL"
+ rxnorm_1808217 = "BOOL"
+ rxnorm_1809104 = "BOOL"
+ rxnorm_1856546 = "BOOL"
+ rxnorm_1860480 = "BOOL"
+ rxnorm_1873983 = "BOOL"
+ rxnorm_1946840 = "BOOL"
+ rxnorm_198039 = "BOOL"
+ rxnorm_198240 = "BOOL"
+ rxnorm_198440 = "BOOL"
+ rxnorm_199224 = "BOOL"
+ rxnorm_1997015 = "BOOL"
+ rxnorm_200243 = "BOOL"
+ rxnorm_200349 = "BOOL"
+ rxnorm_205923 = "BOOL"
+ rxnorm_2119714 = "BOOL"
+ rxnorm_212033 = "BOOL"
+ rxnorm_2123111 = "BOOL"
+ rxnorm_226719 = "BOOL"
+ rxnorm_238100 = "BOOL"
+ rxnorm_242969 = "BOOL"
+ rxnorm_309845 = "BOOL"
+ rxnorm_310261 = "BOOL"
+ rxnorm_311034 = "BOOL"
+ rxnorm_311700 = "BOOL"
+ rxnorm_312617 = "BOOL"
+ rxnorm_313212 = "BOOL"
+ rxnorm_389221 = "BOOL"
+ rxnorm_542347 = "BOOL"
+ rxnorm_562366 = "BOOL"
+ rxnorm_583214 = "BOOL"
+ rxnorm_597195 = "BOOL"
+ rxnorm_727711 = "BOOL"
+ rxnorm_727762 = "BOOL"
+ rxnorm_749196 = "BOOL"
+ rxnorm_752899 = "BOOL"
+ rxnorm_807283 = "BOOL"
+ rxnorm_854235 = "BOOL"
+ rxnorm_854252 = "BOOL"
+ rxnorm_854255 = "BOOL"
+ rxnorm_855812 = "BOOL"
+ rxnorm_979485 = "BOOL"
+ rxnorm_999999 = "BOOL"
+ }
+ }
+
+ // Flags as 'LOW', 'MID', 'HIGH' patient's observations and measurements
+ // identified by its Loinc Code.
+ // Featurestore indexes features by an ID and a timestamp to reflect
+ // what is known about a feature at a given time. A tuple of a patient's
+ // id, timestamp and observations represents the latest known value
+ // of a patient at that point in time.
+ // See https://loinc.org/ for more information about Loinc codes.
+ observations = {
+ description = "Flags whether patient has active medication identified by
its Loinc code"
+ features = {
+ loinc_10230_1 = "STRING"
+ loinc_10480_2 = "STRING"
+ loinc_10834_0 = "STRING"
+ loinc_14627_4 = "STRING"
+ loinc_14804_9 = "STRING"
+ loinc_14959_1 = "STRING"
+ loinc_1742_6 = "STRING"
+ loinc_1751_7 = "STRING"
+ loinc_17861_6 = "STRING"
+ loinc_18262_6 = "STRING"
+ loinc_18752_6 = "STRING"
+ loinc_19123_9 = "STRING"
+ loinc_1920_8 = "STRING"
+ loinc_1960_4 = "STRING"
+ loinc_1975_2 = "STRING"
+ loinc_1988_5 = "STRING"
+ loinc_19926_5 = "STRING"
+ loinc_19994_3 = "STRING"
+ loinc_2019_8 = "STRING"
+ loinc_2021_4 = "STRING"
+ loinc_2027_1 = "STRING"
+ loinc_2028_9 = "STRING"
+ loinc_20447_9 = "STRING"
+ loinc_20454_5 = "STRING"
+ loinc_20505_4 = "STRING"
+ loinc_20565_8 = "STRING"
+ loinc_20570_8 = "STRING"
+ loinc_2069_3 = "STRING"
+ loinc_2075_0 = "STRING"
+ loinc_2085_9 = "STRING"
+ loinc_2093_3 = "STRING"
+ loinc_21000_5 = "STRING"
+ loinc_21377_7 = "STRING"
+ loinc_2157_6 = "STRING"
+ loinc_2160_0 = "STRING"
+ loinc_21905_5 = "STRING"
+ loinc_21906_3 = "STRING"
+ loinc_21907_1 = "STRING"
+ loinc_21908_9 = "STRING"
+ loinc_21924_6 = "STRING"
+ loinc_2276_4 = "STRING"
+ loinc_2339_0 = "STRING"
+ loinc_2345_7 = "STRING"
+ loinc_24467_3 = "STRING"
+ loinc_2498_4 = "STRING"
+ loinc_2500_7 = "STRING"
+ loinc_2502_3 = "STRING"
+ loinc_2514_8 = "STRING"
+ loinc_2532_0 = "STRING"
+ loinc_25428_4 = "STRING"
+ loinc_2571_8 = "STRING"
+ loinc_26453_1 = "STRING"
+ loinc_26464_8 = "STRING"
+ loinc_26515_7 = "STRING"
+ loinc_2703_7 = "STRING"
+ loinc_2705_2 = "STRING"
+ loinc_2708_6 = "STRING"
+ loinc_2713_6 = "STRING"
+ loinc_2744_1 = "STRING"
+ loinc_2746_6 = "STRING"
+ loinc_2777_1 = "STRING"
+ loinc_2823_3 = "STRING"
+ loinc_28245_9 = "STRING"
+ loinc_2857_1 = "STRING"
+ loinc_2885_2 = "STRING"
+ loinc_29463_7 = "STRING"
+ loinc_2947_0 = "STRING"
+ loinc_2951_2 = "STRING"
+ loinc_29554_3 = "STRING"
+ loinc_3016_3 = "STRING"
+ loinc_3024_7 = "STRING"
+ loinc_30385_9 = "STRING"
+ loinc_30428_7 = "STRING"
+ loinc_3094_0 = "STRING"
+ loinc_3173_2 = "STRING"
+ loinc_3184_9 = "STRING"
+ loinc_32167_9 = "STRING"
+ loinc_32207_3 = "STRING"
+ loinc_32465_7 = "STRING"
+ loinc_32623_1 = "STRING"
+ loinc_32693_4 = "STRING"
+ loinc_33037_3 = "STRING"
+ loinc_33728_7 = "STRING"
+ loinc_33756_8 = "STRING"
+ loinc_33762_6 = "STRING"
+ loinc_33914_3 = "STRING"
+ loinc_33959_8 = "STRING"
+ loinc_34533_0 = "STRING"
+ loinc_38208_5 = "STRING"
+ loinc_38265_5 = "STRING"
+ loinc_38483_4 = "STRING"
+ loinc_39156_5 = "STRING"
+ loinc_42719_5 = "STRING"
+ loinc_44261_6 = "STRING"
+ loinc_44667_4 = "STRING"
+ loinc_44963_7 = "STRING"
+ loinc_4544_3 = "STRING"
+ loinc_4548_4 = "STRING"
+ loinc_46240_8 = "STRING"
+ loinc_46288_7 = "STRING"
+ loinc_48065_7 = "STRING"
+ loinc_49765_1 = "STRING"
+ loinc_55277_8 = "STRING"
+ loinc_55758_7 = "STRING"
+ loinc_5767_9 = "STRING"
+ loinc_5770_3 = "STRING"
+ loinc_5778_6 = "STRING"
+ loinc_57905_2 = "STRING"
+ loinc_5792_7 = "STRING"
+ loinc_5794_3 = "STRING"
+ loinc_5797_6 = "STRING"
+ loinc_5799_2 = "STRING"
+ loinc_5802_4 = "STRING"
+ loinc_5803_2 = "STRING"
+ loinc_5804_0 = "STRING"
+ loinc_5811_5 = "STRING"
+ loinc_5902_2 = "STRING"
+ loinc_5905_5 = "STRING"
+ loinc_59408_5 = "STRING"
+ loinc_59460_6 = "STRING"
+ loinc_59461_4 = "STRING"
+ loinc_59557_9 = "STRING"
+ loinc_59576_9 = "STRING"
+ loinc_6075_6 = "STRING"
+ loinc_6082_2 = "STRING"
+ loinc_6085_5 = "STRING"
+ loinc_6095_4 = "STRING"
+ loinc_6106_9 = "STRING"
+ loinc_6158_0 = "STRING"
+ loinc_6189_5 = "STRING"
+ loinc_6206_7 = "STRING"
+ loinc_6246_3 = "STRING"
+ loinc_6248_9 = "STRING"
+ loinc_6273_7 = "STRING"
+ loinc_6276_0 = "STRING"
+ loinc_6298_4 = "STRING"
+ loinc_6299_2 = "STRING"
+ loinc_6301_6 = "STRING"
+ loinc_63513_6 = "STRING"
+ loinc_65750_2 = "STRING"
+ loinc_66519_0 = "STRING"
+ loinc_66524_0 = "STRING"
+ loinc_66529_9 = "STRING"
+ loinc_66534_9 = "STRING"
+ loinc_6690_2 = "STRING"
+ loinc_6768_6 = "STRING"
+ loinc_6833_8 = "STRING"
+ loinc_6844_5 = "STRING"
+ loinc_70006_2 = "STRING"
+ loinc_70274_6 = "STRING"
+ loinc_704_7 = "STRING"
+ loinc_706_2 = "STRING"
+ loinc_711_2 = "STRING"
+ loinc_713_8 = "STRING"
+ loinc_71425_3 = "STRING"
+ loinc_718_7 = "STRING"
+ loinc_71802_3 = "STRING"
+ loinc_72091_2 = "STRING"
+ loinc_72106_8 = "STRING"
+ loinc_72166_2 = "STRING"
+ loinc_72514_3 = "STRING"
+ loinc_7258_7 = "STRING"
+ loinc_731_0 = "STRING"
+ loinc_736_9 = "STRING"
+ loinc_74006_8 = "STRING"
+ loinc_742_7 = "STRING"
+ loinc_751_8 = "STRING"
+ loinc_75325_1 = "STRING"
+ loinc_75443_2 = "STRING"
+ loinc_75626_2 = "STRING"
+ loinc_76504_0 = "STRING"
+ loinc_76690_7 = "STRING"
+ loinc_770_8 = "STRING"
+ loinc_77606_2 = "STRING"
+ loinc_777_3 = "STRING"
+ loinc_785_6 = "STRING"
+ loinc_786_4 = "STRING"
+ loinc_787_2 = "STRING"
+ loinc_788_0 = "STRING"
+ loinc_789_8 = "STRING"
+ loinc_80271_0 = "STRING"
+ loinc_80382_5 = "STRING"
+ loinc_80383_3 = "STRING"
+ loinc_82667_7 = "STRING"
+ loinc_8289_1 = "STRING"
+ loinc_8302_2 = "STRING"
+ loinc_8310_5 = "STRING"
+ loinc_8331_1 = "STRING"
+ loinc_84215_3 = "STRING"
+ loinc_8478_0 = "STRING"
+ loinc_85318_4 = "STRING"
+ loinc_85319_2 = "STRING"
+ loinc_85337_4 = "STRING"
+ loinc_85339_0 = "STRING"
+ loinc_85343_2 = "STRING"
+ loinc_85344_0 = "STRING"
+ loinc_85352_3 = "STRING"
+ loinc_85354_9 = "STRING"
+ loinc_86923_0 = "STRING"
+ loinc_88020_3 = "STRING"
+ loinc_88021_1 = "STRING"
+ loinc_88040_1 = "STRING"
+ loinc_88262_1 = "STRING"
+ loinc_8867_4 = "STRING"
+ loinc_89204_2 = "STRING"
+ loinc_89579_7 = "STRING"
+ loinc_91148_7 = "STRING"
+ loinc_92130_4 = "STRING"
+ loinc_92131_2 = "STRING"
+ loinc_92134_6 = "STRING"
+ loinc_92138_7 = "STRING"
+ loinc_92139_5 = "STRING"
+ loinc_92140_3 = "STRING"
+ loinc_92141_1 = "STRING"
+ loinc_92142_9 = "STRING"
+ loinc_9279_1 = "STRING"
+ loinc_93025_5 = "STRING"
+ loinc_94040_3 = "STRING"
+ loinc_94531_1 = "STRING"
+ loinc_9843_4 = "STRING"
+ loinc_99999_0 = "STRING"
+ loinc_x9999_0 = "STRING"
+ }
+ }
+ }
+}
diff --git
a/.test-infra/terraform/google-cloud-platform/vertex-ai-featurestore/variables.tf
b/.test-infra/terraform/google-cloud-platform/vertex-ai-featurestore/variables.tf
new file mode 100644
index 00000000000..6a87bcc1e56
--- /dev/null
+++
b/.test-infra/terraform/google-cloud-platform/vertex-ai-featurestore/variables.tf
@@ -0,0 +1,51 @@
+/*
+ * 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.
+ */
+
+variable "project" {
+ type = string
+ description = "The Google Cloud Platform (GCP) project within which
resources are provisioned"
+}
+
+variable "region" {
+ type = string
+ description = "The Google Cloud Platform (GCP) region in which to provision
resources"
+}
+
+variable "featurestore" {
+ type = object({
+ // The prefix of the Featurestore name.
+ name_prefix = string
+
+ // The number of nodes to configure the Featurestore.
+ fixed_node_count = number
+
+ // The Featurestore's Entity Type configuration where the map key
configures
+ // the Entity Type name.
+ entity_types = map(object({
+
+ // The Entity Type's features configuration where the map key configures
+ // the Feature name and the value configures its data type such as
+ // BOOL, STRING, INT64, etc.
+ // See
https://cloud.google.com/vertex-ai/docs/reference/rest/v1/projects.locations.featurestores.entityTypes.features#ValueType
+ // for allowed data types.
+ description = string
+ features = map(string)
+ }))
+ })
+ description = "The Vertex AI Featurestore configuration"
+}
