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feat(vector search): Add examples for mutate, PSC, and VPC (#755)
* feat(vector search): Add examples for mutate, PSC, and VPC * set PSC allowlist project to name instead of number * Allow destruction of google_service_networking_connection when residual resources still exist See hashicorp/terraform-provider-google#18729 and b/308248337#comment7 for more context * Make deployed_index_ids unique * Fix PSC allowlist project ids --------- Co-authored-by: Katie McLaughlin <[email protected]>
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/** | ||
* Copyright 2024 Google LLC | ||
* | ||
* Licensed 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. | ||
*/ | ||
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# [START aiplatform_deploy_index_endpoint_psc_sample] | ||
provider "google" { | ||
region = "us-central1" | ||
} | ||
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resource "google_vertex_ai_index_endpoint_deployed_index" "default" { | ||
depends_on = [google_vertex_ai_index_endpoint.default] | ||
index_endpoint = google_vertex_ai_index_endpoint.default.id | ||
index = google_vertex_ai_index.default.id | ||
deployed_index_id = "deployed_index_for_psc" | ||
} | ||
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resource "google_vertex_ai_index_endpoint" "default" { | ||
display_name = "sample-endpoint" | ||
description = "A sample index endpoint with Private Service Connect enabled" | ||
region = "us-central1" | ||
private_service_connect_config { | ||
enable_private_service_connect = true | ||
project_allowlist = [ | ||
data.google_project.project.project_id, | ||
] | ||
} | ||
} | ||
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data "google_project" "project" {} | ||
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# Cloud Storage bucket name must be unique | ||
resource "random_id" "default" { | ||
byte_length = 8 | ||
} | ||
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# Create a Cloud Storage bucket | ||
resource "google_storage_bucket" "bucket" { | ||
name = "vertex-ai-index-bucket-${random_id.default.hex}" | ||
location = "us-central1" | ||
uniform_bucket_level_access = true | ||
} | ||
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# Create index content | ||
resource "google_storage_bucket_object" "data" { | ||
name = "contents/data.json" | ||
bucket = google_storage_bucket.bucket.name | ||
content = <<EOF | ||
{"id": "42", "embedding": [0.5, 1.0], "restricts": [{"namespace": "class", "allow": ["cat", "pet"]},{"namespace": "category", "allow": ["feline"]}]} | ||
{"id": "43", "embedding": [0.6, 1.0], "restricts": [{"namespace": "class", "allow": ["dog", "pet"]},{"namespace": "category", "allow": ["canine"]}]} | ||
EOF | ||
} | ||
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resource "google_vertex_ai_index" "default" { | ||
region = "us-central1" | ||
display_name = "sample-index-batch-update" | ||
description = "A sample index for batch update" | ||
labels = { | ||
foo = "bar" | ||
} | ||
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metadata { | ||
contents_delta_uri = "gs://${google_storage_bucket.bucket.name}/contents" | ||
config { | ||
dimensions = 2 | ||
approximate_neighbors_count = 150 | ||
distance_measure_type = "DOT_PRODUCT_DISTANCE" | ||
algorithm_config { | ||
tree_ah_config { | ||
leaf_node_embedding_count = 500 | ||
leaf_nodes_to_search_percent = 7 | ||
} | ||
} | ||
} | ||
} | ||
index_update_method = "BATCH_UPDATE" | ||
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timeouts { | ||
create = "2h" | ||
update = "1h" | ||
} | ||
} | ||
# [END aiplatform_deploy_index_endpoint_psc_sample] |
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/** | ||
* Copyright 2024 Google LLC | ||
* | ||
* Licensed 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. | ||
*/ | ||
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# [START aiplatform_deploy_index_endpoint_vpc_sample] | ||
provider "google" { | ||
region = "us-central1" | ||
} | ||
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resource "google_vertex_ai_index_endpoint_deployed_index" "default" { | ||
depends_on = [google_vertex_ai_index_endpoint.default] | ||
index_endpoint = google_vertex_ai_index_endpoint.default.id | ||
index = google_vertex_ai_index.default.id | ||
deployed_index_id = "deployed_index_for_vpc" | ||
} | ||
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resource "google_vertex_ai_index_endpoint" "default" { | ||
display_name = "sample-endpoint" | ||
description = "A sample index endpoint within a VPC network" | ||
region = "us-central1" | ||
network = "projects/${data.google_project.project.number}/global/networks/${google_compute_network.default.name}" | ||
depends_on = [ | ||
google_service_networking_connection.default | ||
] | ||
} | ||
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resource "google_service_networking_connection" "default" { | ||
network = google_compute_network.default.id | ||
service = "servicenetworking.googleapis.com" | ||
reserved_peering_ranges = [google_compute_global_address.default.name] | ||
# Workaround to allow `terraform destroy`, see https://github.com/hashicorp/terraform-provider-google/issues/18729 | ||
deletion_policy = "ABANDON" | ||
} | ||
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resource "google_compute_global_address" "default" { | ||
name = "sample-address" | ||
purpose = "VPC_PEERING" | ||
address_type = "INTERNAL" | ||
prefix_length = 16 | ||
network = google_compute_network.default.id | ||
} | ||
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resource "google_compute_network" "default" { | ||
name = "sample-network" | ||
} | ||
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data "google_project" "project" {} | ||
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# Cloud Storage bucket name must be unique | ||
resource "random_id" "default" { | ||
byte_length = 8 | ||
} | ||
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# Create a Cloud Storage bucket | ||
resource "google_storage_bucket" "bucket" { | ||
name = "vertex-ai-index-bucket-${random_id.default.hex}" | ||
location = "us-central1" | ||
uniform_bucket_level_access = true | ||
} | ||
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# Create index content | ||
resource "google_storage_bucket_object" "data" { | ||
name = "contents/data.json" | ||
bucket = google_storage_bucket.bucket.name | ||
content = <<EOF | ||
{"id": "42", "embedding": [0.5, 1.0], "restricts": [{"namespace": "class", "allow": ["cat", "pet"]},{"namespace": "category", "allow": ["feline"]}]} | ||
{"id": "43", "embedding": [0.6, 1.0], "restricts": [{"namespace": "class", "allow": ["dog", "pet"]},{"namespace": "category", "allow": ["canine"]}]} | ||
EOF | ||
} | ||
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resource "google_vertex_ai_index" "default" { | ||
region = "us-central1" | ||
display_name = "sample-index-batch-update" | ||
description = "A sample index for batch update" | ||
labels = { | ||
foo = "bar" | ||
} | ||
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metadata { | ||
contents_delta_uri = "gs://${google_storage_bucket.bucket.name}/contents" | ||
config { | ||
dimensions = 2 | ||
approximate_neighbors_count = 150 | ||
distance_measure_type = "DOT_PRODUCT_DISTANCE" | ||
algorithm_config { | ||
tree_ah_config { | ||
leaf_node_embedding_count = 500 | ||
leaf_nodes_to_search_percent = 7 | ||
} | ||
} | ||
} | ||
} | ||
index_update_method = "BATCH_UPDATE" | ||
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timeouts { | ||
create = "2h" | ||
update = "1h" | ||
} | ||
} | ||
# [END aiplatform_deploy_index_endpoint_vpc_sample] |
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/** | ||
* Copyright 2024 Google LLC | ||
* | ||
* Licensed 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. | ||
*/ | ||
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# [START aiplatform_mutate_index_endpoint_sample] | ||
provider "google" { | ||
region = "us-central1" | ||
} | ||
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resource "google_vertex_ai_index_endpoint_deployed_index" "default" { | ||
depends_on = [google_vertex_ai_index_endpoint.default] | ||
index_endpoint = google_vertex_ai_index_endpoint.default.id | ||
index = google_vertex_ai_index.default.id | ||
deployed_index_id = "deployed_index_for_mutate" | ||
# This example assumes the deployed index endpoint's resources configuration | ||
# differs from the values specified below. Terraform will mutate the deployed | ||
# index endpoint's resource configuration to match. | ||
automatic_resources { | ||
min_replica_count = 3 | ||
max_replica_count = 5 | ||
} | ||
} | ||
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resource "google_vertex_ai_index_endpoint" "default" { | ||
display_name = "sample-endpoint" | ||
description = "A sample index endpoint with a public endpoint" | ||
region = "us-central1" | ||
public_endpoint_enabled = true | ||
} | ||
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# Cloud Storage bucket name must be unique | ||
resource "random_id" "default" { | ||
byte_length = 8 | ||
} | ||
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# Create a Cloud Storage bucket | ||
resource "google_storage_bucket" "bucket" { | ||
name = "vertex-ai-index-bucket-${random_id.default.hex}" | ||
location = "us-central1" | ||
uniform_bucket_level_access = true | ||
} | ||
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# Create index content | ||
resource "google_storage_bucket_object" "data" { | ||
name = "contents/data.json" | ||
bucket = google_storage_bucket.bucket.name | ||
content = <<EOF | ||
{"id": "42", "embedding": [0.5, 1.0], "restricts": [{"namespace": "class", "allow": ["cat", "pet"]},{"namespace": "category", "allow": ["feline"]}]} | ||
{"id": "43", "embedding": [0.6, 1.0], "restricts": [{"namespace": "class", "allow": ["dog", "pet"]},{"namespace": "category", "allow": ["canine"]}]} | ||
EOF | ||
} | ||
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resource "google_vertex_ai_index" "default" { | ||
region = "us-central1" | ||
display_name = "sample-index-batch-update" | ||
description = "A sample index for batch update" | ||
labels = { | ||
foo = "bar" | ||
} | ||
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metadata { | ||
contents_delta_uri = "gs://${google_storage_bucket.bucket.name}/contents" | ||
config { | ||
dimensions = 2 | ||
approximate_neighbors_count = 150 | ||
distance_measure_type = "DOT_PRODUCT_DISTANCE" | ||
algorithm_config { | ||
tree_ah_config { | ||
leaf_node_embedding_count = 500 | ||
leaf_nodes_to_search_percent = 7 | ||
} | ||
} | ||
} | ||
} | ||
index_update_method = "BATCH_UPDATE" | ||
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timeouts { | ||
create = "2h" | ||
update = "1h" | ||
} | ||
} | ||
# [END aiplatform_mutate_index_endpoint_sample] |
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