From b72b6e15b84ebf5fc8085f93f8e119e5a44c38ab Mon Sep 17 00:00:00 2001 From: Marcel Gongora <2498591+msgongora@users.noreply.github.com> Date: Mon, 30 Oct 2023 17:06:19 -0400 Subject: [PATCH] chore: sync main-cbsi with upstream/master Squashed commit of the following: commit f88f4b53ea5ed8416ed01e7285fa6018ddb8bd0b Author: Shane Glass <23001651+shanecglass@users.noreply.github.com> Date: Mon Oct 23 15:10:22 2023 -0400 feat: data_warehouse Add GenAI capabilities (#272) commit b7efc4d41ee5cc0ad4b6558dccc1b4696929525f Author: Awais Malik Date: Thu Oct 19 15:38:43 2023 -0700 fix: adds a null check for expiration time (#268) commit 405972a27da0c0165b93f83162e4a595ec289263 Author: Shane Glass <23001651+shanecglass@users.noreply.github.com> Date: Tue Oct 17 17:03:10 2023 -0400 fix: update workflow.tftpl (#266) commit 1046e0d2960665a9ad24dc9bbcf61d81a5f0a260 Author: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com> Date: Tue Oct 17 09:29:48 2023 -0700 chore(deps): update cft/developer-tools docker tag to v1.17 (#265) Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com> commit ceef79860adbfe879bbb8ceaa8997f3bfc47d90d Author: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com> Date: Tue Oct 17 09:48:20 2023 -0600 chore(master): release 7.0.0 (#249) commit 1a7620be0d97b2182204b85483f580f0f9fc4c08 Author: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com> Date: Tue Oct 10 09:11:32 2023 -0700 chore(deps): Update module github.com/GoogleCloudPlatform/cloud-foundation-toolkit/infra/blueprint-test to v0.9.0 (#260) Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com> commit 7fd5bcbb4eca4d71a0d1c9b7fb7f4d19ae21ddbf Author: Awais Malik Date: Mon Oct 9 14:33:52 2023 -0700 fix: upgraded versions.tf to include minor bumps from tpg v5 (#261) Co-authored-by: Andrew Peabody Co-authored-by: Jason Davenport commit e97adfb1984592a6f9e4eea8f8bdc3d2969e3d2d Author: Shane Glass <23001651+shanecglass@users.noreply.github.com> Date: Mon Oct 9 15:27:46 2023 -0400 feat!: data_warehosue migrating to TheLook Ecommerce dataset (#257) commit 096ca4ee651152d040f8c555832488991773ddb8 Author: Lloyd Armstrong Date: Mon Oct 9 18:28:35 2023 +0200 fix: upgrade hashicorp/google to 5.0 (#259) Co-authored-by: Lloyd Armstrong --- CHANGELOG.md | 23 + Makefile | 2 +- README.md | 2 +- build/int.cloudbuild.yaml | 2 +- build/lint.cloudbuild.yaml | 2 +- examples/basic_bq/versions.tf | 3 +- examples/basic_view/versions.tf | 3 +- examples/data_warehouse/versions.tf | 3 +- examples/multiple_tables/versions.tf | 3 +- examples/scheduled_queries/versions.tf | 3 +- main.tf | 10 +- metadata.yaml | 2 +- modules/authorization/README.md | 2 +- modules/authorization/metadata.yaml | 2 +- modules/authorization/versions.tf | 4 +- modules/data_warehouse/README.md | 31 +- .../assets/data-warehouse-architecture.json | 2 +- .../assets/data-warehouse-architecture.png | Bin 65420 -> 194538 bytes .../assets/data-warehouse-architecture.svg | 2763 ++++++++++++++++- modules/data_warehouse/bigquery.tf | 288 +- modules/data_warehouse/main.tf | 34 +- modules/data_warehouse/metadata.display.yaml | 3 + modules/data_warehouse/metadata.yaml | 132 +- modules/data_warehouse/outputs.tf | 6 +- .../schema/distribution_centers_schema.json | 22 + .../src/schema/events_schema.json | 67 + .../src/schema/inventory_items_schema.json | 62 + .../src/schema/order_items_schema.json | 57 + .../src/schema/orders_schema.json | 47 + .../src/schema/products_schema.json | 47 + .../src/schema/users_schema.json | 77 + .../src/sql/sp_bigqueryml_generate_create.sql | 17 + .../sql/sp_bigqueryml_generate_describe.sql | 92 + .../src/sql/sp_bigqueryml_model.sql | 75 +- .../src/sql/sp_lookerstudio_report.sql | 274 +- .../src/sql/sp_provision_lookup_tables.sql | 48 +- .../src/sql/sp_sample_queries.sql | 250 +- .../src/sql/sp_sample_translation_queries.sql | 61 +- .../data_warehouse/src/taxi_trips_schema.json | 116 - .../data_warehouse/templates/workflow.tftpl | 9 +- modules/data_warehouse/variables.tf | 6 + modules/data_warehouse/versions.tf | 6 +- modules/data_warehouse/workflows.tf | 11 +- modules/scheduled_queries/README.md | 2 +- modules/scheduled_queries/metadata.yaml | 2 +- modules/scheduled_queries/versions.tf | 4 +- modules/udf/README.md | 2 +- modules/udf/metadata.yaml | 2 +- modules/udf/versions.tf | 4 +- test/integration/go.mod | 2 +- test/integration/go.sum | 4 +- test/setup/versions.tf | 6 +- versions.tf | 4 +- 53 files changed, 4084 insertions(+), 617 deletions(-) create mode 100644 modules/data_warehouse/src/schema/distribution_centers_schema.json create mode 100644 modules/data_warehouse/src/schema/events_schema.json create mode 100644 modules/data_warehouse/src/schema/inventory_items_schema.json create mode 100644 modules/data_warehouse/src/schema/order_items_schema.json create mode 100644 modules/data_warehouse/src/schema/orders_schema.json create mode 100644 modules/data_warehouse/src/schema/products_schema.json create mode 100644 modules/data_warehouse/src/schema/users_schema.json create mode 100644 modules/data_warehouse/src/sql/sp_bigqueryml_generate_create.sql create mode 100644 modules/data_warehouse/src/sql/sp_bigqueryml_generate_describe.sql delete mode 100644 modules/data_warehouse/src/taxi_trips_schema.json diff --git a/CHANGELOG.md b/CHANGELOG.md index 2765cc40..4da08d64 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -4,6 +4,29 @@ All notable changes to this project will be documented in this file. The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/), and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). +## [7.0.0](https://github.com/terraform-google-modules/terraform-google-bigquery/compare/v6.1.1...v7.0.0) (2023-10-10) + + +### ⚠ BREAKING CHANGES + +* data_warehosue migrating to TheLook Ecommerce dataset ([#257](https://github.com/terraform-google-modules/terraform-google-bigquery/issues/257)) + +### Features + +* data_warehosue migrating to TheLook Ecommerce dataset ([#257](https://github.com/terraform-google-modules/terraform-google-bigquery/issues/257)) ([e97adfb](https://github.com/terraform-google-modules/terraform-google-bigquery/commit/e97adfb1984592a6f9e4eea8f8bdc3d2969e3d2d)) +* data_warehouse add labels to objects ([#253](https://github.com/terraform-google-modules/terraform-google-bigquery/issues/253)) ([70962af](https://github.com/terraform-google-modules/terraform-google-bigquery/commit/70962afc68366e8ef1214b9ad747d3d15fa7f313)) + + +### Bug Fixes + +* data_warehouse add bigquery data policy api ([#254](https://github.com/terraform-google-modules/terraform-google-bigquery/issues/254)) ([f2aa4f3](https://github.com/terraform-google-modules/terraform-google-bigquery/commit/f2aa4f392e94603ca831c40c6c08dc3fbdae8af4)) +* data_warehouse api identity dependency for p/s ([#252](https://github.com/terraform-google-modules/terraform-google-bigquery/issues/252)) ([d2c1256](https://github.com/terraform-google-modules/terraform-google-bigquery/commit/d2c125676f176c8fa33eb9dad12b7ed992dee6ac)) +* **deps:** update terraform terraform-google-modules/project-factory/google to 14.3 ([#245](https://github.com/terraform-google-modules/terraform-google-bigquery/issues/245)) ([cf6869c](https://github.com/terraform-google-modules/terraform-google-bigquery/commit/cf6869c8f37999f4b765b7b9ac501c73a5ca3e36)) +* update architecture diagrams, fix integration test ([#241](https://github.com/terraform-google-modules/terraform-google-bigquery/issues/241)) ([bc5abf8](https://github.com/terraform-google-modules/terraform-google-bigquery/commit/bc5abf8cb55bfc2c9939a1be6d6adfa7212e3a17)) +* update workflow.tftpl bc subworkflow creates bq not biglake tables ([#246](https://github.com/terraform-google-modules/terraform-google-bigquery/issues/246)) ([fc7d4ae](https://github.com/terraform-google-modules/terraform-google-bigquery/commit/fc7d4ae15376a22a5f37c140fc4b1c1c4ad3aa52)) +* upgrade hashicorp/google to 5.0 ([#259](https://github.com/terraform-google-modules/terraform-google-bigquery/issues/259)) ([096ca4e](https://github.com/terraform-google-modules/terraform-google-bigquery/commit/096ca4ee651152d040f8c555832488991773ddb8)) +* upgraded versions.tf to include minor bumps from tpg v5 ([#261](https://github.com/terraform-google-modules/terraform-google-bigquery/issues/261)) ([7fd5bcb](https://github.com/terraform-google-modules/terraform-google-bigquery/commit/7fd5bcbb4eca4d71a0d1c9b7fb7f4d19ae21ddbf)) + ## [6.1.1](https://github.com/terraform-google-modules/terraform-google-bigquery/compare/v6.1.0...v6.1.1) (2023-07-20) diff --git a/Makefile b/Makefile index fb2b149a..2bd060df 100644 --- a/Makefile +++ b/Makefile @@ -18,7 +18,7 @@ # Make will use bash instead of sh SHELL := /usr/bin/env bash -DOCKER_TAG_VERSION_DEVELOPER_TOOLS := 1.16 +DOCKER_TAG_VERSION_DEVELOPER_TOOLS := 1.17 DOCKER_IMAGE_DEVELOPER_TOOLS := cft/developer-tools REGISTRY_URL := gcr.io/cloud-foundation-cicd ENABLE_BPMETADATA := 1 diff --git a/README.md b/README.md index 67537cc3..cea22940 100644 --- a/README.md +++ b/README.md @@ -27,7 +27,7 @@ Basic usage of this module is as follows: ```hcl module "bigquery" { source = "terraform-google-modules/bigquery/google" - version = "~> 6.1" + version = "~> 7.0" dataset_id = "foo" dataset_name = "foo" diff --git a/build/int.cloudbuild.yaml b/build/int.cloudbuild.yaml index 812e560d..705e9ed9 100644 --- a/build/int.cloudbuild.yaml +++ b/build/int.cloudbuild.yaml @@ -53,4 +53,4 @@ tags: - 'integration' substitutions: _DOCKER_IMAGE_DEVELOPER_TOOLS: 'cft/developer-tools' - _DOCKER_TAG_VERSION_DEVELOPER_TOOLS: '1.16' + _DOCKER_TAG_VERSION_DEVELOPER_TOOLS: '1.17' diff --git a/build/lint.cloudbuild.yaml b/build/lint.cloudbuild.yaml index fab56a49..410bea53 100644 --- a/build/lint.cloudbuild.yaml +++ b/build/lint.cloudbuild.yaml @@ -21,4 +21,4 @@ tags: - 'lint' substitutions: _DOCKER_IMAGE_DEVELOPER_TOOLS: 'cft/developer-tools' - _DOCKER_TAG_VERSION_DEVELOPER_TOOLS: '1.16' + _DOCKER_TAG_VERSION_DEVELOPER_TOOLS: '1.17' diff --git a/examples/basic_bq/versions.tf b/examples/basic_bq/versions.tf index 96fc6080..6a252892 100644 --- a/examples/basic_bq/versions.tf +++ b/examples/basic_bq/versions.tf @@ -17,8 +17,7 @@ terraform { required_providers { google = { - source = "hashicorp/google" - version = "~> 4.0" + source = "hashicorp/google" } } required_version = ">= 0.13" diff --git a/examples/basic_view/versions.tf b/examples/basic_view/versions.tf index 96fc6080..6a252892 100644 --- a/examples/basic_view/versions.tf +++ b/examples/basic_view/versions.tf @@ -17,8 +17,7 @@ terraform { required_providers { google = { - source = "hashicorp/google" - version = "~> 4.0" + source = "hashicorp/google" } } required_version = ">= 0.13" diff --git a/examples/data_warehouse/versions.tf b/examples/data_warehouse/versions.tf index 948215bf..2b719d12 100644 --- a/examples/data_warehouse/versions.tf +++ b/examples/data_warehouse/versions.tf @@ -17,8 +17,7 @@ terraform { required_providers { google = { - source = "hashicorp/google" - version = "~> 4.52" + source = "hashicorp/google" } } required_version = ">= 0.13" diff --git a/examples/multiple_tables/versions.tf b/examples/multiple_tables/versions.tf index 96fc6080..6a252892 100644 --- a/examples/multiple_tables/versions.tf +++ b/examples/multiple_tables/versions.tf @@ -17,8 +17,7 @@ terraform { required_providers { google = { - source = "hashicorp/google" - version = "~> 4.0" + source = "hashicorp/google" } } required_version = ">= 0.13" diff --git a/examples/scheduled_queries/versions.tf b/examples/scheduled_queries/versions.tf index 7f7043fd..51e20bd0 100644 --- a/examples/scheduled_queries/versions.tf +++ b/examples/scheduled_queries/versions.tf @@ -18,8 +18,7 @@ terraform { required_providers { google = { - source = "hashicorp/google" - version = "~> 4.0" + source = "hashicorp/google" } } } diff --git a/main.tf b/main.tf index 8d50a8c9..fd4af704 100644 --- a/main.tf +++ b/main.tf @@ -155,7 +155,7 @@ resource "google_bigquery_table" "main" { labels = each.value["labels"] schema = each.value["schema"] clustering = each.value["clustering"] - expiration_time = each.value["expiration_time"] + expiration_time = each.value["expiration_time"] != null ? each.value["expiration_time"] : 0 project = var.project_id deletion_protection = each.value["deletion_protection"] @@ -163,7 +163,7 @@ resource "google_bigquery_table" "main" { for_each = each.value["time_partitioning"] != null ? [each.value["time_partitioning"]] : [] content { type = time_partitioning.value["type"] - expiration_ms = time_partitioning.value["expiration_ms"] + expiration_ms = time_partitioning.value["expiration_ms"] != null ? time_partitioning.value["expiration_ms"] : 0 field = time_partitioning.value["field"] require_partition_filter = time_partitioning.value["require_partition_filter"] } @@ -219,7 +219,7 @@ resource "google_bigquery_table" "materialized_view" { description = each.value["description"] labels = each.value["labels"] clustering = each.value["clustering"] - expiration_time = each.value["expiration_time"] + expiration_time = each.value["expiration_time"] != null ? each.value["expiration_time"] : 0 project = var.project_id deletion_protection = false @@ -227,7 +227,7 @@ resource "google_bigquery_table" "materialized_view" { for_each = each.value["time_partitioning"] != null ? [each.value["time_partitioning"]] : [] content { type = time_partitioning.value["type"] - expiration_ms = time_partitioning.value["expiration_ms"] + expiration_ms = time_partitioning.value["expiration_ms"] != null ? time_partitioning.value["expiration_ms"] : 0 field = time_partitioning.value["field"] require_partition_filter = time_partitioning.value["require_partition_filter"] } @@ -265,7 +265,7 @@ resource "google_bigquery_table" "external_table" { table_id = each.key description = each.value["description"] labels = each.value["labels"] - expiration_time = each.value["expiration_time"] + expiration_time = each.value["expiration_time"] != null ? each.value["expiration_time"] : 0 project = var.project_id deletion_protection = false diff --git a/metadata.yaml b/metadata.yaml index a6e399bd..a5399c26 100644 --- a/metadata.yaml +++ b/metadata.yaml @@ -24,7 +24,7 @@ spec: source: repo: https://github.com/terraform-google-modules/terraform-google-bigquery sourceType: git - version: 6.1.0 + version: 7.0.0 actuationTool: flavor: Terraform version: '>= 0.13' diff --git a/modules/authorization/README.md b/modules/authorization/README.md index d8a3624d..87291515 100644 --- a/modules/authorization/README.md +++ b/modules/authorization/README.md @@ -17,7 +17,7 @@ Example: ```hcl module "dataset" { source = "terraform-google-modules/bigquery/google" - version = "~> 6.1" + version = "~> 7.0" dataset_id = "example_dataset" dataset_name = "example_dataset" diff --git a/modules/authorization/metadata.yaml b/modules/authorization/metadata.yaml index fea0bb6f..820510b9 100644 --- a/modules/authorization/metadata.yaml +++ b/modules/authorization/metadata.yaml @@ -25,7 +25,7 @@ spec: repo: https://github.com/terraform-google-modules/terraform-google-bigquery sourceType: git dir: /modules/authorization - version: 6.1.0 + version: 7.0.0 actuationTool: flavor: Terraform version: '>= 0.13' diff --git a/modules/authorization/versions.tf b/modules/authorization/versions.tf index 42391ba5..f494a773 100644 --- a/modules/authorization/versions.tf +++ b/modules/authorization/versions.tf @@ -20,12 +20,12 @@ terraform { google = { source = "hashicorp/google" - version = ">= 4.44, < 5.0" + version = ">= 4.44, < 6" } } provider_meta "google" { - module_name = "blueprints/terraform/terraform-google-bigquery:authorization/v6.1.1" + module_name = "blueprints/terraform/terraform-google-bigquery:authorization/v7.0.0" } } diff --git a/modules/data_warehouse/README.md b/modules/data_warehouse/README.md index c697bd28..e00b2540 100644 --- a/modules/data_warehouse/README.md +++ b/modules/data_warehouse/README.md @@ -12,9 +12,10 @@ The resources/services/activations/deletions that this module will create/trigge - Creates a BigQuery Dataset - Creates a BigQuery Table - Creates a Google Cloud Storage bucket -- Loads the Google Cloud Storage bucket with data from https://console.cloud.google.com/marketplace/product/city-of-new-york/nyc-tlc-trips +- Loads the Google Cloud Storage bucket with data from [TheLook eCommerce Public Dataset](https://console.cloud.google.com/marketplace/product/bigquery-public-data/thelook-ecommerce) - Provides SQL examples - Creates and inferences with a BigQuery ML model +- Creates a remote model and uses Generative AI to generate text through a BigQuery ML remote model - Creates a Looker Studio report ### preDeploy @@ -27,7 +28,7 @@ To deploy this blueprint you must have an active billing account and billing per ## Usage Functional examples are included in the -[examples](./examples/) directory. +[examples](../../examples/data_warehouse/README.md) directory. ## Inputs @@ -40,6 +41,7 @@ Functional examples are included in the | labels | A map of labels to apply to contained resources. | `map(string)` | 
{
  "data-warehouse": true
}
| no | | project\_id | Google Cloud Project ID | `string` | n/a | yes | | region | Google Cloud Region | `string` | n/a | yes | +| text\_generation\_model\_name | Name of the BigQuery ML GenAI remote model that connects to the LLM used for text generation | `string` | `"text_generate_model"` | no | ## Outputs @@ -47,7 +49,7 @@ Functional examples are included in the |------|-------------| | bigquery\_editor\_url | The URL to launch the BigQuery editor with the sample query procedure opened | | ds\_friendly\_name | Dataset name | -| lookerstudio\_report\_url | The URL to create a new Looker Studio report displays a sample dashboard for the taxi data analysis | +| lookerstudio\_report\_url | The URL to create a new Looker Studio report displays a sample dashboard for the e-commerce data analysis | | neos\_tutorial\_url | The URL to launch the in-console tutorial for the EDW solution | | raw\_bucket | Raw bucket name | @@ -61,8 +63,8 @@ These sections describe requirements for using this module. The following dependencies must be available: -- [Terraform][terraform] v0.13 -- [Terraform Provider for GCP][terraform-provider-gcp] plugin v3.0 +- [Terraform](https://github.com/hashicorp/terraform) v0.13 +- [Terraform Provider for GCP](https://github.com/hashicorp/terraform-provider-google) plugin v3.0 ### Service Account @@ -76,8 +78,8 @@ the resources of this module: - Pub/Sub Admin: `roles/pubsub.admin` - Dataplex Admin: `roles/dataplex.admin` -The [Project Factory module][project-factory-module] and the -[IAM module][iam-module] may be used in combination to provision a +The [Project Factory module](./.terraform/modules/project-services/README.md) and the +[IAM module](https://github.com/terraform-google-modules/terraform-google-iam) may be used in combination to provision a service account with the necessary roles applied. ### APIs @@ -85,13 +87,18 @@ service account with the necessary roles applied. A project with the following APIs enabled must be used to host the resources of this module: +- Vertex AI API: `aiplatform.googleapis.com` - BigQuery API: `bigquery.googleapis.com` +- BigQuery Connection API: `bigqueryconnection.googleapis.com` - BigQuery Data Policy API: `bigquerydatapolicy.googleapis.com` +- BigQuery Data Transfer Service API: `bigquerydatatransfer.googleapis.com` - BigQuery Migration API: `bigquerymigration.googleapis.com` -- BigQuery Storage API: `bigquerystorage.googleapis.com` -- BigQuery Connection API: `bigqueryconnection.googleapis.com` - BigQuery Reservations API: `bigqueryreservation.googleapis.com` -- BigQuery Data Transfer Service API: `bigquerydatatransfer.googleapis.com` +- BigQuery Storage API: `bigquerystorage.googleapis.com` +- Google Cloud APIs: `cloudapis.googleapis.com` +- Cloud Build API: `cloudbuild.googleapis.com` +- Compute Engine API: `compute.googleapis.com` +- Infrastructure Manager API: `config.googleapis.com` - Data Catalog API: `datacatalog.googleapis.com` - Data Lineage API: `datalineage.googleapis.com` - Eventarc API: `eventarc.googleapis.com` @@ -101,10 +108,10 @@ resources of this module: - Google Cloud Storage JSON API: `storage-api.googleapis.com` - Google Cloud Workflows API: `workflows.googleapis.com` -The [Project Factory module][project-factory-module] can be used to +The [Project Factory module](./.terraform/modules/project-services/README.md) can be used to provision a project with the necessary APIs enabled. ## Security Disclosures -Please see our [security disclosure process](./SECURITY.md). +Please see our [security disclosure process](../../SECURITY.md). diff --git a/modules/data_warehouse/assets/data-warehouse-architecture.json b/modules/data_warehouse/assets/data-warehouse-architecture.json index 48afe9c9..bc42429f 100644 --- a/modules/data_warehouse/assets/data-warehouse-architecture.json +++ b/modules/data_warehouse/assets/data-warehouse-architecture.json @@ -1 +1 @@ -{"version":"0.2.3","resources":[["UHRN8URZWaOiEoegPEZvR",{"documentation_url":"https://cloud.google.com/compute/docs/regions-zones","deployable":false,"block":{"attributes":{"region":{"type":"string","field_type":"single-select","description":"Region","description_kind":"plain","required":true,"placeholder":"us-central1","display":true,"validation_regex":"[a-z]-[a-z]+[0-9]{1}?$","gcp_resource":"region","api_dependency":{"project":""}},"team":{"type":"string","description":"The team name that will manage this resource. 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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/modules/data_warehouse/bigquery.tf b/modules/data_warehouse/bigquery.tf index 33175b87..c94ccaa8 100644 --- a/modules/data_warehouse/bigquery.tf +++ b/modules/data_warehouse/bigquery.tf @@ -18,21 +18,24 @@ # # Create the BigQuery dataset resource "google_bigquery_dataset" "ds_edw" { project = module.project-services.project_id - dataset_id = "ds_edw" + dataset_id = "thelook" friendly_name = "My EDW Dataset" description = "My EDW Dataset with tables" location = var.region labels = var.labels delete_contents_on_destroy = var.force_destroy + + depends_on = [time_sleep.wait_after_apis] } -# # Create a BigQuery connection +# # Create a BigQuery connection for Cloud Storage to create BigLake tables resource "google_bigquery_connection" "ds_connection" { project = module.project-services.project_id connection_id = "ds_connection" location = var.region friendly_name = "Storage Bucket Connection" cloud_resource {} + depends_on = [time_sleep.wait_after_apis] } # # Grant IAM access to the BigQuery Connection account for Cloud Storage @@ -42,106 +45,267 @@ resource "google_storage_bucket_iam_binding" "bq_connection_iam_object_viewer" { members = [ "serviceAccount:${google_bigquery_connection.ds_connection.cloud_resource[0].service_account_id}", ] +} - depends_on = [ - google_bigquery_connection.ds_connection, - ] +# # Create a BigQuery connection for Vertex AI to support GenerativeAI use cases +resource "google_bigquery_connection" "vertex_ai_connection" { + project = module.project-services.project_id + connection_id = "genai_connection" + location = var.region + friendly_name = "BigQuery ML Connection" + cloud_resource {} + depends_on = [time_sleep.wait_after_apis] } -# # Create a BigQuery external table -resource "google_bigquery_table" "tbl_edw_taxi" { +# # Grant IAM access to the BigQuery Connection account for Vertex AI +resource "google_project_iam_member" "bq_connection_iam_vertex_ai" { + for_each = toset([ + "roles/aiplatform.user", + "roles/bigquery.connectionUser", + "roles/serviceusage.serviceUsageConsumer", + ] + ) + project = module.project-services.project_id + role = each.key + member = "serviceAccount:${google_bigquery_connection.vertex_ai_connection.cloud_resource[0].service_account_id}" +} + +# # Create a Biglake table for events with metadata caching +resource "google_bigquery_table" "tbl_edw_events" { dataset_id = google_bigquery_dataset.ds_edw.dataset_id - table_id = "taxi_trips" + table_id = "events" project = module.project-services.project_id deletion_protection = var.deletion_protection + schema = file("${path.module}/src/schema/events_schema.json") + external_data_configuration { autodetect = true - connection_id = "${module.project-services.project_id}.${var.region}.ds_connection" + connection_id = google_bigquery_connection.ds_connection.name source_format = "PARQUET" - source_uris = ["gs://${google_storage_bucket.raw_bucket.name}/new-york-taxi-trips/tlc-yellow-trips-2022/taxi-*.Parquet"] + source_uris = ["gs://${google_storage_bucket.raw_bucket.name}/thelook-ecommerce/events.parquet"] + } + + labels = var.labels +} + +# # Create a Biglake table for inventory_items +resource "google_bigquery_table" "tbl_edw_inventory_items" { + dataset_id = google_bigquery_dataset.ds_edw.dataset_id + table_id = "inventory_items" + project = module.project-services.project_id + deletion_protection = var.deletion_protection + + schema = file("${path.module}/src/schema/inventory_items_schema.json") + external_data_configuration { + autodetect = true + connection_id = google_bigquery_connection.ds_connection.name + source_format = "PARQUET" + source_uris = ["gs://${google_storage_bucket.raw_bucket.name}/thelook-ecommerce/inventory_items.parquet"] } - schema = file("${path.module}/src/taxi_trips_schema.json") + labels = var.labels +} + +# # Create a Biglake table with metadata caching for order_items +resource "google_bigquery_table" "tbl_edw_order_items" { + dataset_id = google_bigquery_dataset.ds_edw.dataset_id + table_id = "order_items" + project = module.project-services.project_id + deletion_protection = var.deletion_protection + + schema = file("${path.module}/src/schema/order_items_schema.json") + + external_data_configuration { + autodetect = true + connection_id = google_bigquery_connection.ds_connection.name + source_format = "PARQUET" + source_uris = ["gs://${google_storage_bucket.raw_bucket.name}/thelook-ecommerce/order_items.parquet"] + } labels = var.labels +} - depends_on = [ - google_bigquery_connection.ds_connection, - google_storage_bucket.raw_bucket, - ] +# # Create a Biglake table for orders +resource "google_bigquery_table" "tbl_edw_orders" { + dataset_id = google_bigquery_dataset.ds_edw.dataset_id + table_id = "orders" + project = module.project-services.project_id + deletion_protection = var.deletion_protection + + schema = file("${path.module}/src/schema/orders_schema.json") + + external_data_configuration { + autodetect = true + connection_id = google_bigquery_connection.ds_connection.name + source_format = "PARQUET" + source_uris = ["gs://${google_storage_bucket.raw_bucket.name}/thelook-ecommerce/orders.parquet"] + } + + labels = var.labels } -# Load Queries for Stored Procedure Execution -# # Load Lookup Data Tables -resource "google_bigquery_routine" "sp_provision_lookup_tables" { - project = module.project-services.project_id - dataset_id = google_bigquery_dataset.ds_edw.dataset_id - routine_id = "sp_provision_lookup_tables" - routine_type = "PROCEDURE" - language = "SQL" - definition_body = templatefile("${path.module}/src/sql/sp_provision_lookup_tables.sql", { project_id = module.project-services.project_id }) +# # Create a Biglake table for products +resource "google_bigquery_table" "tbl_edw_products" { + dataset_id = google_bigquery_dataset.ds_edw.dataset_id + table_id = "products" + project = module.project-services.project_id + deletion_protection = var.deletion_protection - depends_on = [ - google_bigquery_dataset.ds_edw, - ] + schema = file("${path.module}/src/schema/products_schema.json") + + external_data_configuration { + autodetect = true + connection_id = google_bigquery_connection.ds_connection.name + source_format = "PARQUET" + source_uris = ["gs://${google_storage_bucket.raw_bucket.name}/thelook-ecommerce/products.parquet"] + } + + labels = var.labels } +# # Create a Biglake table for products +resource "google_bigquery_table" "tbl_edw_users" { + dataset_id = google_bigquery_dataset.ds_edw.dataset_id + table_id = "users" + project = module.project-services.project_id + deletion_protection = var.deletion_protection + + schema = file("${path.module}/src/schema/users_schema.json") -# # Add Looker Studio Data Report Procedure -resource "google_bigquery_routine" "sproc_sp_demo_datastudio_report" { - project = module.project-services.project_id - dataset_id = google_bigquery_dataset.ds_edw.dataset_id - routine_id = "sp_lookerstudio_report" - routine_type = "PROCEDURE" - language = "SQL" - definition_body = templatefile("${path.module}/src/sql/sp_lookerstudio_report.sql", { project_id = module.project-services.project_id }) + external_data_configuration { + autodetect = true + connection_id = google_bigquery_connection.ds_connection.name + source_format = "PARQUET" + source_uris = ["gs://${google_storage_bucket.raw_bucket.name}/thelook-ecommerce/users.parquet"] + } + + labels = var.labels +} + +# Load Queries for Stored Procedure Execution +# # Load Distribution Center Lookup Data Tables +resource "google_bigquery_routine" "sp_provision_lookup_tables" { + project = module.project-services.project_id + dataset_id = google_bigquery_dataset.ds_edw.dataset_id + routine_id = "sp_provision_lookup_tables" + routine_type = "PROCEDURE" + language = "SQL" + definition_body = templatefile("${path.module}/src/sql/sp_provision_lookup_tables.sql", { + project_id = module.project-services.project_id, + dataset_id = google_bigquery_dataset.ds_edw.dataset_id + } + ) +} + +# Add Looker Studio Data Report Procedure +resource "google_bigquery_routine" "sproc_sp_demo_lookerstudio_report" { + project = module.project-services.project_id + dataset_id = google_bigquery_dataset.ds_edw.dataset_id + routine_id = "sp_lookerstudio_report" + routine_type = "PROCEDURE" + language = "SQL" + definition_body = templatefile("${path.module}/src/sql/sp_lookerstudio_report.sql", { + project_id = module.project-services.project_id, + dataset_id = google_bigquery_dataset.ds_edw.dataset_id + } + ) depends_on = [ - google_bigquery_table.tbl_edw_taxi, + google_bigquery_table.tbl_edw_inventory_items, + google_bigquery_table.tbl_edw_order_items, + google_bigquery_routine.sp_provision_lookup_tables, ] } # # Add Sample Queries resource "google_bigquery_routine" "sp_sample_queries" { - project = module.project-services.project_id - dataset_id = google_bigquery_dataset.ds_edw.dataset_id - routine_id = "sp_sample_queries" - routine_type = "PROCEDURE" - language = "SQL" - definition_body = templatefile("${path.module}/src/sql/sp_sample_queries.sql", { project_id = module.project-services.project_id }) + project = module.project-services.project_id + dataset_id = google_bigquery_dataset.ds_edw.dataset_id + routine_id = "sp_sample_queries" + routine_type = "PROCEDURE" + language = "SQL" + definition_body = templatefile("${path.module}/src/sql/sp_sample_queries.sql", { + project_id = module.project-services.project_id, + dataset_id = google_bigquery_dataset.ds_edw.dataset_id + } + ) depends_on = [ - google_bigquery_table.tbl_edw_taxi, + google_bigquery_table.tbl_edw_inventory_items, + google_bigquery_table.tbl_edw_order_items, ] } -# # Add Bigquery ML Model + +# Add Bigquery ML Model for clustering resource "google_bigquery_routine" "sp_bigqueryml_model" { - project = module.project-services.project_id - dataset_id = google_bigquery_dataset.ds_edw.dataset_id - routine_id = "sp_bigqueryml_model" - routine_type = "PROCEDURE" - language = "SQL" - definition_body = templatefile("${path.module}/src/sql/sp_bigqueryml_model.sql", { project_id = module.project-services.project_id }) + project = module.project-services.project_id + dataset_id = google_bigquery_dataset.ds_edw.dataset_id + routine_id = "sp_bigqueryml_model" + routine_type = "PROCEDURE" + language = "SQL" + definition_body = templatefile("${path.module}/src/sql/sp_bigqueryml_model.sql", { + project_id = module.project-services.project_id, + dataset_id = google_bigquery_dataset.ds_edw.dataset_id + } + ) + depends_on = [ + google_bigquery_table.tbl_edw_order_items, + ] +} + +# Create Bigquery ML Model for using text generation +resource "google_bigquery_routine" "sp_bigqueryml_generate_create" { + project = module.project-services.project_id + dataset_id = google_bigquery_dataset.ds_edw.dataset_id + routine_id = "sp_bigqueryml_generate_create" + routine_type = "PROCEDURE" + language = "SQL" + definition_body = templatefile("${path.module}/src/sql/sp_bigqueryml_generate_create.sql", { + project_id = module.project-services.project_id, + dataset_id = google_bigquery_dataset.ds_edw.dataset_id, + connection_id = google_bigquery_connection.vertex_ai_connection.id, + model_name = var.text_generation_model_name, + region = var.region + } + ) +} + +# Query Bigquery ML Model for describing customer clusters +resource "google_bigquery_routine" "sp_bigqueryml_generate_describe" { + project = module.project-services.project_id + dataset_id = google_bigquery_dataset.ds_edw.dataset_id + routine_id = "sp_bigqueryml_generate_describe" + routine_type = "PROCEDURE" + language = "SQL" + definition_body = templatefile("${path.module}/src/sql/sp_bigqueryml_generate_describe.sql", { + project_id = module.project-services.project_id, + dataset_id = google_bigquery_dataset.ds_edw.dataset_id, + model_name = var.text_generation_model_name + } + ) depends_on = [ - google_bigquery_table.tbl_edw_taxi, + google_bigquery_routine.sp_bigqueryml_generate_create ] } # # Add Translation Scripts resource "google_bigquery_routine" "sp_sample_translation_queries" { - project = module.project-services.project_id - dataset_id = google_bigquery_dataset.ds_edw.dataset_id - routine_id = "sp_sample_translation_queries" - routine_type = "PROCEDURE" - language = "SQL" - definition_body = templatefile("${path.module}/src/sql/sp_sample_translation_queries.sql", { project_id = module.project-services.project_id }) - + project = module.project-services.project_id + dataset_id = google_bigquery_dataset.ds_edw.dataset_id + routine_id = "sp_sample_translation_queries" + routine_type = "PROCEDURE" + language = "SQL" + definition_body = templatefile("${path.module}/src/sql/sp_sample_translation_queries.sql", { + project_id = module.project-services.project_id, + dataset_id = google_bigquery_dataset.ds_edw.dataset_id + } + ) depends_on = [ - google_bigquery_table.tbl_edw_taxi, + google_bigquery_table.tbl_edw_inventory_items, ] } @@ -151,6 +315,8 @@ resource "google_project_service_identity" "bigquery_data_transfer_sa" { provider = google-beta project = module.project-services.project_id service = "bigquerydatatransfer.googleapis.com" + + depends_on = [time_sleep.wait_after_apis] } # # Grant the DTS service account access @@ -162,6 +328,8 @@ resource "google_project_iam_member" "dts_service_account_roles" { project = module.project-services.project_id role = each.key member = "serviceAccount:${google_project_service_identity.bigquery_data_transfer_sa.email}" + + depends_on = [time_sleep.wait_after_apis] } # Create specific service account for DTS Run @@ -206,7 +374,7 @@ resource "google_bigquery_data_transfer_config" "dts_config" { data_source_id = "scheduled_query" schedule = "every day 00:00" params = { - query = "CALL `${module.project-services.project_id}.ds_edw.sp_bigqueryml_model`()" + query = "CALL `${module.project-services.project_id}.${google_bigquery_dataset.ds_edw.dataset_id}.sp_bigqueryml_model`()" } service_account_name = google_service_account.dts.email diff --git a/modules/data_warehouse/main.tf b/modules/data_warehouse/main.tf index 6d452f99..c29dbe53 100644 --- a/modules/data_warehouse/main.tf +++ b/modules/data_warehouse/main.tf @@ -1,4 +1,4 @@ -/** +/* * Copyright 2023 Google LLC * * Licensed under the Apache License, Version 2.0 (the "License"); @@ -23,6 +23,7 @@ module "project-services" { enable_apis = var.enable_apis activate_apis = [ + "aiplatform.googleapis.com", "bigquery.googleapis.com", "bigqueryconnection.googleapis.com", "bigquerydatatransfer.googleapis.com", @@ -60,6 +61,11 @@ module "project-services" { ] } +resource "time_sleep" "wait_after_apis" { + create_duration = "90s" + depends_on = [module.project-services] +} + // Create random ID to be used for deployment uniqueness resource "random_id" "id" { byte_length = 4 @@ -77,10 +83,12 @@ resource "google_storage_bucket" "raw_bucket" { public_access_prevention = "enforced" + depends_on = [time_sleep.wait_after_apis] + labels = var.labels } -# # Set up the provisioning bucketstorage bucket +# # Set up the provisioning storage bucket resource "google_storage_bucket" "provisioning_bucket" { name = "ds-edw-provisioner-${random_id.id.hex}" project = module.project-services.project_id @@ -90,6 +98,8 @@ resource "google_storage_bucket" "provisioning_bucket" { public_access_prevention = "enforced" + depends_on = [time_sleep.wait_after_apis] + labels = var.labels } @@ -99,6 +109,8 @@ resource "google_pubsub_topic" "topic" { name = "provisioning-topic" project = module.project-services.project_id + depends_on = [time_sleep.wait_after_apis] + labels = var.labels } @@ -112,6 +124,8 @@ resource "google_pubsub_topic_iam_binding" "binding" { # # Get the GCS service account to trigger the pub/sub notification data "google_storage_project_service_account" "gcs_account" { project = module.project-services.project_id + + depends_on = [time_sleep.wait_after_apis] } # # Create the Storage trigger @@ -120,7 +134,9 @@ resource "google_storage_notification" "notification" { bucket = google_storage_bucket.provisioning_bucket.name payload_format = "JSON_API_V1" topic = google_pubsub_topic.topic.id - depends_on = [google_pubsub_topic_iam_binding.binding] + depends_on = [ + google_pubsub_topic_iam_binding.binding, + ] } # # Create the Eventarc trigger @@ -132,7 +148,6 @@ resource "google_eventarc_trigger" "trigger_pubsub_tf" { attribute = "type" value = "google.cloud.pubsub.topic.v1.messagePublished" - } destination { workflow = google_workflows_workflow.workflow.id @@ -148,7 +163,6 @@ resource "google_eventarc_trigger" "trigger_pubsub_tf" { labels = var.labels depends_on = [ - google_workflows_workflow.workflow, google_project_iam_member.eventarc_service_account_invoke_role, ] } @@ -159,6 +173,8 @@ resource "google_service_account" "eventarc_service_account" { project = module.project-services.project_id account_id = "eventarc-sa-${random_id.id.hex}" display_name = "Service Account for Cloud Eventarc" + + depends_on = [time_sleep.wait_after_apis] } # # Grant the Eventarc service account Workflow Invoker Access @@ -166,13 +182,9 @@ resource "google_project_iam_member" "eventarc_service_account_invoke_role" { project = module.project-services.project_id role = "roles/workflows.invoker" member = "serviceAccount:${google_service_account.eventarc_service_account.email}" - - depends_on = [ - google_service_account.eventarc_service_account - ] } -// Sleep for 60 seconds to drop start file +// Sleep for 120 seconds to drop start file resource "time_sleep" "wait_to_startfile" { depends_on = [ google_storage_notification.notification, @@ -180,7 +192,7 @@ resource "time_sleep" "wait_to_startfile" { google_workflows_workflow.workflow ] - create_duration = "60s" + create_duration = "120s" } // Drop start file for workflow to execute diff --git a/modules/data_warehouse/metadata.display.yaml b/modules/data_warehouse/metadata.display.yaml index 0d315116..a36218db 100644 --- a/modules/data_warehouse/metadata.display.yaml +++ b/modules/data_warehouse/metadata.display.yaml @@ -46,3 +46,6 @@ spec: region: name: region title: Region + text_generation_model_name: + name: text_generation_model_name + title: Text Generation Model Name diff --git a/modules/data_warehouse/metadata.yaml b/modules/data_warehouse/metadata.yaml index fca307d2..671d25b4 100644 --- a/modules/data_warehouse/metadata.yaml +++ b/modules/data_warehouse/metadata.yaml @@ -25,78 +25,84 @@ spec: repo: https://github.com/terraform-google-modules/terraform-google-bigquery sourceType: git dir: /modules/data_warehouse - version: 6.1.0 + version: 7.0.0 actuationTool: flavor: Terraform - version: '>= 0.13' + version: ">= 0.13" description: {} content: documentation: - - title: Create a Data Warehouse - url: https://cloud.google.com/architecture/big-data-analytics/data-warehouse - - title: Learn about BigQuery - url: https://cloud.google.com/bigquery/docs/introduction + - title: Create a Data Warehouse + url: https://cloud.google.com/architecture/big-data-analytics/data-warehouse + - title: Learn about BigQuery + url: https://cloud.google.com/bigquery/docs/introduction examples: - - name: basic_bq - location: examples/basic_bq - - name: basic_view - location: examples/basic_view - - name: data_warehouse - location: examples/data_warehouse - - name: multiple_tables - location: examples/multiple_tables - - name: scheduled_queries - location: examples/scheduled_queries + - name: basic_bq + location: examples/basic_bq + - name: basic_view + location: examples/basic_view + - name: data_warehouse + location: examples/data_warehouse + - name: multiple_tables + location: examples/multiple_tables + - name: scheduled_queries + location: examples/scheduled_queries interfaces: variables: - - name: deletion_protection - description: Whether or not to protect GCS resources from deletion when solution is modified or changed. - varType: string - defaultValue: true - - name: enable_apis - description: Whether or not to enable underlying apis in this solution. - varType: string - defaultValue: true - - name: force_destroy - description: Whether or not to protect BigQuery resources from deletion when solution is modified or changed. - varType: string - defaultValue: false - - name: labels - description: A map of labels to apply to contained resources. - varType: map(string) - defaultValue: - edw-bigquery: true - - name: project_id - description: Google Cloud Project ID - varType: string - required: true - - name: region - description: Google Cloud Region - varType: string - required: true + - name: deletion_protection + description: Whether or not to protect GCS resources from deletion when solution is modified or changed. + varType: string + defaultValue: true + - name: enable_apis + description: Whether or not to enable underlying apis in this solution. + varType: string + defaultValue: true + - name: force_destroy + description: Whether or not to protect BigQuery resources from deletion when solution is modified or changed. + varType: string + defaultValue: false + - name: labels + description: A map of labels to apply to contained resources. + varType: map(string) + defaultValue: + data-warehouse: true + - name: project_id + description: Google Cloud Project ID + varType: string + defaultValue: null + required: true + - name: region + description: Google Cloud Region + varType: string + defaultValue: null + required: true + - name: text_generation_model_name + description: Name of the BigQuery ML GenAI remote model that connects to the LLM used for text generation + varType: string + defaultValue: text_generate_model outputs: - - name: bigquery_editor_url - description: The URL to launch the BigQuery editor with the sample query procedure opened - - name: ds_friendly_name - description: Dataset name - - name: lookerstudio_report_url - description: The URL to create a new Looker Studio report displays a sample dashboard for the taxi data analysis - - name: neos_tutorial_url - description: The URL to launch the in-console tutorial for the EDW solution - - name: raw_bucket - description: Raw bucket name + - name: bigquery_editor_url + description: The URL to launch the BigQuery editor with the sample query procedure opened + - name: ds_friendly_name + description: Dataset name + - name: lookerstudio_report_url + description: The URL to create a new Looker Studio report displays a sample dashboard for the e-commerce data analysis + - name: neos_tutorial_url + description: The URL to launch the in-console tutorial for the EDW solution + - name: raw_bucket + description: Raw bucket name requirements: roles: - - level: Project - roles: - - roles/bigquery.admin - - roles/cloudkms.cryptoKeyEncrypterDecrypter - - roles/owner + - level: Project + roles: + - roles/bigquery.admin + - roles/cloudkms.cryptoKeyEncrypterDecrypter + - roles/owner services: - - cloudkms.googleapis.com - - cloudresourcemanager.googleapis.com - - bigquery.googleapis.com - - bigquerystorage.googleapis.com - - bigqueryconnection.googleapis.com - - serviceusage.googleapis.com - - iam.googleapis.com + - cloudkms.googleapis.com + - cloudresourcemanager.googleapis.com + - bigquery.googleapis.com + - bigquerystorage.googleapis.com + - bigqueryconnection.googleapis.com + - serviceusage.googleapis.com + - iam.googleapis.com diff --git a/modules/data_warehouse/outputs.tf b/modules/data_warehouse/outputs.tf index 207794a9..120d3904 100644 --- a/modules/data_warehouse/outputs.tf +++ b/modules/data_warehouse/outputs.tf @@ -25,12 +25,12 @@ output "raw_bucket" { } output "lookerstudio_report_url" { - value = "https://lookerstudio.google.com/reporting/create?c.reportId=402d64d6-2a14-45a1-b159-0dcc88c62cd5&ds.ds0.datasourceName=vw_taxi&ds.ds0.projectId=${var.project_id}&ds.ds0.type=TABLE&ds.ds0.datasetId=ds_edw&ds.ds0.tableId=vw_lookerstudio_report" - description = "The URL to create a new Looker Studio report displays a sample dashboard for the taxi data analysis" + value = "https://lookerstudio.google.com/reporting/create?c.reportId=8a6517b8-8fcd-47a2-a953-9d4fb9ae4794&ds.ds_profit.datasourceName=lookerstudio_report_profit&ds.ds_profit.projectId=${module.project-services.project_id}&ds.ds_profit.type=TABLE&ds.ds_profit.datasetId=${google_bigquery_dataset.ds_edw.dataset_id}&ds.ds_profit.tableId=lookerstudio_report_profit&ds.ds_dc.datasourceName=lookerstudio_report_distribution_centers&ds.ds_dc.projectId=${module.project-services.project_id}&ds.ds_dc.type=TABLE&ds.ds_dc.datasetId=${google_bigquery_dataset.ds_edw.dataset_id}&ds.ds_dc.tableId=lookerstudio_report_distribution_centers" + description = "The URL to create a new Looker Studio report displays a sample dashboard for the e-commerce data analysis" } output "bigquery_editor_url" { - value = "https://console.cloud.google.com/bigquery?project=${var.project_id}&ws=!1m5!1m4!6m3!1s${var.project_id}!2sds_edw!3ssp_sample_queries" + value = "https://console.cloud.google.com/bigquery?project=${module.project-services.project_id}&ws=!1m5!1m4!6m3!1s${module.project-services.project_id}!2s${google_bigquery_dataset.ds_edw.dataset_id}!3ssp_sample_queries" description = "The URL to launch the BigQuery editor with the sample query procedure opened" } diff --git a/modules/data_warehouse/src/schema/distribution_centers_schema.json b/modules/data_warehouse/src/schema/distribution_centers_schema.json new file mode 100644 index 00000000..c50e6779 --- /dev/null +++ b/modules/data_warehouse/src/schema/distribution_centers_schema.json @@ -0,0 +1,22 @@ +[ + { + "mode": "NULLABLE", + "name": "id", + "type": "INTEGER" + }, + { + "mode": "NULLABLE", + "name": "name", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "latitude", + "type": "FLOAT" + }, + { + "mode": "NULLABLE", + "name": "longitude", + "type": "FLOAT" + } +] diff --git a/modules/data_warehouse/src/schema/events_schema.json b/modules/data_warehouse/src/schema/events_schema.json new file mode 100644 index 00000000..4a5a1f3f --- /dev/null +++ b/modules/data_warehouse/src/schema/events_schema.json @@ -0,0 +1,67 @@ +[ + { + "mode": "NULLABLE", + "name": "id", + "type": "INTEGER" + }, + { + "mode": "NULLABLE", + "name": "user_id", + "type": "INTEGER" + }, + { + "mode": "NULLABLE", + "name": "sequence_number", + "type": "INTEGER" + }, + { + "mode": "NULLABLE", + "name": "session_id", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "created_at", + "type": "TIMESTAMP" + }, + { + "mode": "NULLABLE", + "name": "ip_address", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "city", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "state", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "postal_code", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "browser", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "traffic_source", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "uri", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "event_type", + "type": "STRING" + } +] diff --git a/modules/data_warehouse/src/schema/inventory_items_schema.json b/modules/data_warehouse/src/schema/inventory_items_schema.json new file mode 100644 index 00000000..4b064798 --- /dev/null +++ b/modules/data_warehouse/src/schema/inventory_items_schema.json @@ -0,0 +1,62 @@ +[ + { + "mode": "NULLABLE", + "name": "id", + "type": "INTEGER" + }, + { + "mode": "NULLABLE", + "name": "product_id", + "type": "INTEGER" + }, + { + "mode": "NULLABLE", + "name": "created_at", + "type": "TIMESTAMP" + }, + { + "mode": "NULLABLE", + "name": "sold_at", + "type": "TIMESTAMP" + }, + { + "mode": "NULLABLE", + "name": "cost", + "type": "FLOAT" + }, + { + "mode": "NULLABLE", + "name": "product_category", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "product_name", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "product_brand", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "product_retail_price", + "type": "FLOAT" + }, + { + "mode": "NULLABLE", + "name": "product_department", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "product_sku", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "product_distribution_center_id", + "type": "INTEGER" + } +] diff --git a/modules/data_warehouse/src/schema/order_items_schema.json b/modules/data_warehouse/src/schema/order_items_schema.json new file mode 100644 index 00000000..9b0d6829 --- /dev/null +++ b/modules/data_warehouse/src/schema/order_items_schema.json @@ -0,0 +1,57 @@ +[ + { + "mode": "NULLABLE", + "name": "id", + "type": "INTEGER" + }, + { + "mode": "NULLABLE", + "name": "order_id", + "type": "INTEGER" + }, + { + "mode": "NULLABLE", + "name": "user_id", + "type": "INTEGER" + }, + { + "mode": "NULLABLE", + "name": "product_id", + "type": "INTEGER" + }, + { + "mode": "NULLABLE", + "name": "inventory_item_id", + "type": "INTEGER" + }, + { + "mode": "NULLABLE", + "name": "status", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "created_at", + "type": "TIMESTAMP" + }, + { + "mode": "NULLABLE", + "name": "shipped_at", + "type": "TIMESTAMP" + }, + { + "mode": "NULLABLE", + "name": "delivered_at", + "type": "TIMESTAMP" + }, + { + "mode": "NULLABLE", + "name": "returned_at", + "type": "TIMESTAMP" + }, + { + "mode": "NULLABLE", + "name": "sale_price", + "type": "FLOAT" + } +] diff --git a/modules/data_warehouse/src/schema/orders_schema.json b/modules/data_warehouse/src/schema/orders_schema.json new file mode 100644 index 00000000..bb872ca5 --- /dev/null +++ b/modules/data_warehouse/src/schema/orders_schema.json @@ -0,0 +1,47 @@ +[ + { + "mode": "NULLABLE", + "name": "order_id", + "type": "INTEGER" + }, + { + "mode": "NULLABLE", + "name": "user_id", + "type": "INTEGER" + }, + { + "mode": "NULLABLE", + "name": "status", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "gender", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "created_at", + "type": "TIMESTAMP" + }, + { + "mode": "NULLABLE", + "name": "returned_at", + "type": "TIMESTAMP" + }, + { + "mode": "NULLABLE", + "name": "shipped_at", + "type": "TIMESTAMP" + }, + { + "mode": "NULLABLE", + "name": "delivered_at", + "type": "TIMESTAMP" + }, + { + "mode": "NULLABLE", + "name": "num_of_item", + "type": "INTEGER" + } +] diff --git a/modules/data_warehouse/src/schema/products_schema.json b/modules/data_warehouse/src/schema/products_schema.json new file mode 100644 index 00000000..da918220 --- /dev/null +++ b/modules/data_warehouse/src/schema/products_schema.json @@ -0,0 +1,47 @@ +[ + { + "mode": "NULLABLE", + "name": "id", + "type": "INTEGER" + }, + { + "mode": "NULLABLE", + "name": "cost", + "type": "FLOAT" + }, + { + "mode": "NULLABLE", + "name": "category", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "name", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "brand", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "retail_price", + "type": "FLOAT" + }, + { + "mode": "NULLABLE", + "name": "department", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "sku", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "distribution_center_id", + "type": "INTEGER" + } +] diff --git a/modules/data_warehouse/src/schema/users_schema.json b/modules/data_warehouse/src/schema/users_schema.json new file mode 100644 index 00000000..ae067f0d --- /dev/null +++ b/modules/data_warehouse/src/schema/users_schema.json @@ -0,0 +1,77 @@ +[ + { + "mode": "NULLABLE", + "name": "id", + "type": "INTEGER" + }, + { + "mode": "NULLABLE", + "name": "first_name", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "last_name", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "email", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "age", + "type": "INTEGER" + }, + { + "mode": "NULLABLE", + "name": "gender", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "state", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "street_address", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "postal_code", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "city", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "country", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "latitude", + "type": "FLOAT" + }, + { + "mode": "NULLABLE", + "name": "longitude", + "type": "FLOAT" + }, + { + "mode": "NULLABLE", + "name": "traffic_source", + "type": "STRING" + }, + { + "mode": "NULLABLE", + "name": "created_at", + "type": "TIMESTAMP" + } +] diff --git a/modules/data_warehouse/src/sql/sp_bigqueryml_generate_create.sql b/modules/data_warehouse/src/sql/sp_bigqueryml_generate_create.sql new file mode 100644 index 00000000..898e2e00 --- /dev/null +++ b/modules/data_warehouse/src/sql/sp_bigqueryml_generate_create.sql @@ -0,0 +1,17 @@ +-- Copyright 2023 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. + +CREATE OR REPLACE MODEL `${project_id}.${dataset_id}.${model_name}` +REMOTE WITH CONNECTION `${connection_id}` +OPTIONS (REMOTE_SERVICE_TYPE = 'CLOUD_AI_LARGE_LANGUAGE_MODEL_V1'); diff --git a/modules/data_warehouse/src/sql/sp_bigqueryml_generate_describe.sql b/modules/data_warehouse/src/sql/sp_bigqueryml_generate_describe.sql new file mode 100644 index 00000000..cd19742a --- /dev/null +++ b/modules/data_warehouse/src/sql/sp_bigqueryml_generate_describe.sql @@ -0,0 +1,92 @@ +-- Copyright 2023 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. + +/* +This sample query demonstrates how you can use a remote model from Vertex AI to use Generative AI to help describe the results of your BigQuery Machine Learning model. This query requires the sp_bigqueryml_generate_create routine to run first, since that creates the model connection between BigQuery and Vertex AI so you can leverage Vertex's GenAI capabilities. This runs as part of the Workflow created in the Jump Start Solution Deployment, but may take some time to generate. + +It also requires the sp_bigqueryml_model routine to be run, since this query analyzes the output of the K-means model that clusters customers into buying patterns. You can verify if this routine has successfully run by running the following query that describes its output: + +/* +Run a query to see the results of the model +--------------------------------------------- + +SELECT + CONCAT('cluster ', CAST(centroid_id as STRING)) as cluster, + avg_spend as average_spend, + count_orders as count_of_orders, + days_since_order +FROM ( + SELECT + centroid_id, + feature, + ROUND(numerical_value, 2) as value + FROM + ML.CENTROIDS(MODEL `${dataset_id}.customer_segment_clustering`) +) +PIVOT ( + SUM(value) + FOR feature IN ('avg_spend', 'count_orders', 'days_since_order') +) +ORDER BY centroid_id +*/ + +/* +If this query fails because the model doesn't yet exist, you can manually run this routine to create the K-means model with the query below: + +Call sp_bigqueryml_model routine +----------------------------------- + +CALL `thelook.sp_bigqueryml_model`(); +*/ + +/* +SELECT * +FROM ML.GENERATE_TEXT( + MODEL `${project_id}.${dataset_id}.${model_name}`, + ( + with clusters AS( + SELECT + CONCAT('cluster ', CAST(centroid_id as STRING)) as centroid, + avg_spend as average_spend, + count_orders as count_of_orders, + days_since_order + FROM ( + SELECT centroid_id, feature, ROUND(numerical_value, 2) as value + FROM ML.CENTROIDS(MODEL `${project_id}.${dataset_id}.customer_segment_clustering`) + ) + PIVOT ( + SUM(value) + FOR feature IN ('avg_spend', 'count_orders', 'days_since_order') + ) + ORDER BY centroid_id + ) + + SELECT + "Pretend you're a creative strategist, given the following clusters come up with creative brand persona and title labels for each of these clusters, and explain step by step; what would be the next marketing step for these clusters" || " " || clusters.centroid || ", Average Spend $" || clusters.average_spend || ", Count of orders per person " || clusters.count_of_orders || ", Days since last order " || clusters.days_since_order AS prompt + FROM + clusters + ), + -- See the BigQuery "Generate Text" docs to better understand how changing these inputs will impact your results: https://cloud.google.com/bigquery/docs/generate-text#generate_text + STRUCT( + 800 AS max_output_tokens, + 0.8 AS temperature, + 40 AS top_k, + 0.8 AS top_p, + TRUE AS flatten_json_output + ) + ) +; +*/ + +SELECT 'OPEN THE STORED PROCEDURE FOR MORE DETAILS' as sql_text; diff --git a/modules/data_warehouse/src/sql/sp_bigqueryml_model.sql b/modules/data_warehouse/src/sql/sp_bigqueryml_model.sql index 152ee298..83efd546 100644 --- a/modules/data_warehouse/src/sql/sp_bigqueryml_model.sql +++ b/modules/data_warehouse/src/sql/sp_bigqueryml_model.sql @@ -12,29 +12,60 @@ -- See the License for the specific language governing permissions and -- limitations under the License. -/* Run a query to see the prediction results of the model +/* +Run a query to see the results of the model -- -select * from ML.PREDICT(MODEL ds_edw.model_taxi_estimate, - TABLE ds_edw.taxi_trips) - limit 1000; */ +SELECT + CONCAT('cluster ', CAST(centroid_id as STRING)) as cluster, + avg_spend as average_spend, + count_orders as count_of_orders, + days_since_order +FROM ( + SELECT + centroid_id, + feature, + ROUND(numerical_value, 2) as value + FROM + ML.CENTROIDS(MODEL `${dataset_id}.customer_segment_clustering`) +) +PIVOT ( + SUM(value) + FOR feature IN ('avg_spend', 'count_orders', 'days_since_order') +) +ORDER BY centroid_id +*/ --Model Example CREATE OR REPLACE MODEL - `${project_id}.ds_edw.model_taxi_estimate` -OPTIONS ( MODEL_TYPE='LINEAR_REG', - LS_INIT_LEARN_RATE=0.15, - L1_REG=1, - MAX_ITERATIONS=5 ) AS -SELECT - pickup_datetime, - dropoff_datetime, - IFNULL(passenger_count,0) passenger_count, - IFNULL(trip_distance,0) trip_distance, - IFNULL(rate_code,'') rate_code, - IFNULL(payment_type,'') payment_type, - IFNULL(fare_amount,0) label, - IFNULL(pickup_location_id,'') pickup_location_id -FROM - `${project_id}.ds_edw.taxi_trips` -WHERE - fare_amount > 0; + `${project_id}.${dataset_id}.customer_segment_clustering` + OPTIONS( + MODEL_TYPE = 'KMEANS', -- model name + NUM_CLUSTERS = 5, -- how many clusters to create + KMEANS_INIT_METHOD = 'KMEANS++', + STANDARDIZE_FEATURES = TRUE -- note: normalization taking place to scale the range of independent variables (each feature contributes proportionately to the final distance) + ) + AS ( + SELECT + * EXCEPT (user_id) + FROM ( + SELECT + user_id, + DATE_DIFF(CURRENT_DATE(), CAST(MAX(order_created_date) as DATE), day) as days_since_order, ---RECENCY + COUNT(DISTINCT order_id) as count_orders, --FREQUENCY + AVG(sale_price) as avg_spend --MONETARY + FROM ( + SELECT + user_id, + order_id, + sale_price, + created_at as order_created_date + FROM + `${project_id}.${dataset_id}.order_items` + WHERE + created_at BETWEEN TIMESTAMP('2020-07-31 00:00:00') + AND TIMESTAMP('2023-07-31 00:00:00') + ) + GROUP BY user_id + ) + ) +; diff --git a/modules/data_warehouse/src/sql/sp_lookerstudio_report.sql b/modules/data_warehouse/src/sql/sp_lookerstudio_report.sql index 423ed5a5..88d643ca 100644 --- a/modules/data_warehouse/src/sql/sp_lookerstudio_report.sql +++ b/modules/data_warehouse/src/sql/sp_lookerstudio_report.sql @@ -12,99 +12,213 @@ -- See the License for the specific language governing permissions and -- limitations under the License. -CREATE OR REPLACE TABLE `${project_id}.ds_edw.lookerstudio_report` +CREATE OR REPLACE VIEW `${project_id}.${dataset_id}.lookerstudio_report_distribution_centers` OPTIONS( labels=[("data-warehouse","true")] ) AS -WITH TaxiData AS +WITH OrdersData AS ( -SELECT VENDOR_ID as TaxiCompany, - EXTRACT(YEAR FROM Pickup_DateTime) AS Year, - EXTRACT(WEEK FROM Pickup_DateTime) AS WeekNumber, - CONCAT('Week ',FORMAT("%02d", - EXTRACT(WEEK FROM Pickup_DateTime))) AS WeekName, - CONCAT(VENDOR_ID,':',EXTRACT(YEAR FROM Pickup_DateTime),':',FORMAT("%02d",EXTRACT(WEEK FROM Pickup_DateTime))) AS GroupPartition, - COUNT(1) AS NumberOfRides, - AVG(Trip_Distance) AS AvgDistance, - SUM(Fare_Amount) AS Total_Fare_Amount, - SUM(Extra) AS Total_Surcharge, - SUM(MTA_Tax) AS Total_MTA_Tax, - SUM(Tolls_Amount) AS Total_Tolls_Amount, - SUM(imp_Surcharge) AS Total_Improvement_Surcharge, - SUM(Tip_Amount) AS Total_Tip_Amount, - SUM(Total_Amount) AS Total_Total_Amount - FROM `${project_id}.ds_edw.taxi_trips` AS taxi_trips - WHERE Pickup_DateTime BETWEEN '2022-01-01' AND '2022-02-02' --'2015-01-01' AND '2021-12-31' -- There is odd data in some of the source files from NYC - GROUP BY 1, 2, 3, 4, 5 + SELECT dc.name AS distribution_center_name, + EXTRACT(YEAR FROM order_items.created_at) AS year, + EXTRACT(WEEK FROM order_items.created_at) AS week_number, + CONCAT('Week ',FORMAT("%02d", + EXTRACT(WEEK FROM order_items.created_at))) AS week_name, + EXTRACT(DATE FROM TIMESTAMP_TRUNC(order_items.created_at, WEEK)) AS week_start_date, + CONCAT(product_distribution_center_id,':',EXTRACT(YEAR FROM order_items.created_at), + ':',FORMAT("%02d",EXTRACT(WEEK FROM order_items.created_at))) AS GroupPartition, + COUNT(order_items.product_id) AS products_ordered_count, + COUNT(DISTINCT order_items.order_id) AS orders_count, + SUM(cost) AS inventory_sold_cost_total, + AVG(cost) AS inventory_sold_cost_avg, + SUM(order_items.sale_price - cost) AS profit_total, + AVG(order_items.sale_price - cost) AS profit_avg, + AVG(TIMESTAMP_DIFF(delivered_at, shipped_at, HOUR)) AS shipping_hours, + AVG(TIMESTAMP_DIFF(shipped_at, order_items.created_at, HOUR)) AS processing_hours, + AVG(TIMESTAMP_DIFF(delivered_at, order_items.created_at, HOUR)) AS order_to_delivery_hours + FROM + `${project_id}.${dataset_id}.order_items` AS order_items + JOIN + `${project_id}.${dataset_id}.inventory_items` AS inventory_items ON order_items.product_id = inventory_items.product_id AND order_items.inventory_item_id = inventory_items.id + JOIN + `${project_id}.${dataset_id}.distribution_centers` AS dc ON inventory_items.product_distribution_center_id = dc.id + WHERE + order_items.created_at IS NOT NULL + AND order_items.created_at <= CURRENT_TIMESTAMP() + GROUP BY 1, 2, 3, 4, 5, 6 ) , LagPercents AS ( -SELECT TaxiCompany, - Year, - WeekNumber, - WeekName, - NumberOfRides, - GroupPartition, - AvgDistance, - Total_Fare_Amount, - Total_Surcharge, - Total_MTA_Tax, - Total_Tolls_Amount, - Total_Improvement_Surcharge, - Total_Tip_Amount, - Total_Total_Amount, - LAG(NumberOfRides) OVER (PARTITION BY TaxiCompany ORDER BY Year, WeekNumber ASC) AS Prior_Week_NumberOfRides, - LAG(AvgDistance) OVER (PARTITION BY TaxiCompany ORDER BY Year, WeekNumber ASC) AS Prior_Week_AvgDistance, - LAG(Total_Fare_Amount) OVER (PARTITION BY TaxiCompany ORDER BY Year, WeekNumber ASC) AS Prior_Week_Total_Fare_Amount, - LAG(Total_Surcharge) OVER (PARTITION BY TaxiCompany ORDER BY Year, WeekNumber ASC) AS Prior_Week_Total_Surcharge, - LAG(Total_MTA_Tax) OVER (PARTITION BY TaxiCompany ORDER BY Year, WeekNumber ASC) AS Prior_Week_Total_MTA_Tax, - LAG(Total_Tolls_Amount) OVER (PARTITION BY TaxiCompany ORDER BY Year, WeekNumber ASC) AS Prior_Week_Total_Tolls_Amount, - LAG(Total_Improvement_Surcharge) OVER (PARTITION BY TaxiCompany ORDER BY Year, WeekNumber ASC) AS Prior_Week_Total_Improvement_Surcharge, - LAG(Total_Tip_Amount) OVER (PARTITION BY TaxiCompany ORDER BY Year, WeekNumber ASC) AS Prior_Week_Total_Tip_Amount, - LAG(Total_Total_Amount) OVER (PARTITION BY TaxiCompany ORDER BY Year, WeekNumber ASC) AS Prior_Week_Total_Total_Amount - FROM TaxiData + SELECT distribution_center_name, + year, + week_number, + week_name, + week_start_date, + GroupPartition, + products_ordered_count, + orders_count, + profit_total, + profit_avg, + inventory_sold_cost_total, + inventory_sold_cost_avg, + shipping_hours, + processing_hours, + order_to_delivery_hours, + LAG(products_ordered_count) OVER (PARTITION BY distribution_center_name ORDER BY year DESC, week_number DESC) AS prior_week_products_ordered_count, + LAG(orders_count) OVER (PARTITION BY distribution_center_name ORDER BY year DESC, week_number DESC) AS prior_week_orders_count, + LAG(profit_total) OVER (PARTITION BY distribution_center_name ORDER BY year DESC, week_number DESC) AS prior_week_profit_total, + LAG(profit_avg) OVER (PARTITION BY distribution_center_name ORDER BY year DESC, week_number DESC) AS prior_week_profit_avg, + LAG(inventory_sold_cost_total) OVER (PARTITION BY distribution_center_name ORDER BY year DESC, week_number DESC) AS prior_week_inventory_sold_cost_total, + LAG(inventory_sold_cost_avg) OVER (PARTITION BY distribution_center_name ORDER BY year DESC, week_number DESC) AS prior_week_inventory_sold_cost_avg, + LAG(shipping_hours) OVER (PARTITION BY distribution_center_name ORDER BY year DESC, week_number DESC) AS prior_week_shipping_hours, + LAG(processing_hours) OVER (PARTITION BY distribution_center_name ORDER BY year DESC, week_number DESC) AS prior_week_processing_hours, + LAG(order_to_delivery_hours) OVER (PARTITION BY distribution_center_name ORDER BY year DESC, week_number DESC) AS prior_week_order_to_delivery_hours + FROM OrdersData ) , PercentChange AS ( -SELECT TaxiCompany, - Year, - WeekNumber, - WeekName, - GroupPartition, - NumberOfRides, - AvgDistance, - Total_Fare_Amount, - Total_Surcharge, - Total_MTA_Tax, - Total_Tolls_Amount, - Total_Improvement_Surcharge, - Total_Tip_Amount, - Total_Total_Amount, - Prior_Week_NumberOfRides, - Prior_Week_AvgDistance, - Prior_Week_Total_Fare_Amount, - Prior_Week_Total_Surcharge, - Prior_Week_Total_MTA_Tax, - Prior_Week_Total_Tolls_Amount, - Prior_Week_Total_Improvement_Surcharge, - Prior_Week_Total_Tip_Amount, - Prior_Week_Total_Total_Amount, - SAFE_DIVIDE(CAST(NumberOfRides - Prior_Week_NumberOfRides AS NUMERIC) , CAST(Prior_Week_NumberOfRides AS NUMERIC)) AS PercentChange_NumberOfRides, - SAFE_DIVIDE(CAST(AvgDistance - Prior_Week_AvgDistance AS NUMERIC) , CAST(Prior_Week_AvgDistance AS NUMERIC)) AS PercentChange_AvgDistance, - SAFE_DIVIDE((Total_Fare_Amount - Prior_Week_Total_Fare_Amount) , Prior_Week_Total_Fare_Amount) AS PercentChange_Total_Fare_Amount, - SAFE_DIVIDE((Total_Surcharge - Prior_Week_Total_Surcharge) , Prior_Week_Total_Surcharge) AS PercentChange_Total_Surcharge, - SAFE_DIVIDE((Total_MTA_Tax - Prior_Week_Total_MTA_Tax) , Prior_Week_Total_MTA_Tax) AS PercentChange_Total_MTA_Tax, - SAFE_DIVIDE((Total_Tolls_Amount - Prior_Week_Total_Tolls_Amount) , Prior_Week_Total_Tolls_Amount) AS PercentChange_Total_Tolls_Amount, - SAFE_DIVIDE((Total_Improvement_Surcharge - Prior_Week_Total_Improvement_Surcharge) , Prior_Week_Total_Improvement_Surcharge) AS PercentChange_Total_Improvement_Surcharge, - SAFE_DIVIDE((Total_Tip_Amount - Prior_Week_Total_Tip_Amount) , Prior_Week_Total_Tip_Amount) AS PercentChange_Total_Tip_Amount, - SAFE_DIVIDE((Total_Total_Amount - Prior_Week_Total_Total_Amount) , Prior_Week_Total_Total_Amount) AS PercentChange_Total_Total_Amount + SELECT distribution_center_name, + year, + week_number, + week_name, + week_start_date, + GroupPartition, + products_ordered_count, + orders_count, + profit_total, + profit_avg, + inventory_sold_cost_total, + inventory_sold_cost_avg, + shipping_hours, + processing_hours, + order_to_delivery_hours, + prior_week_products_ordered_count, + prior_week_orders_count, + prior_week_profit_total, + prior_week_profit_avg, + prior_week_inventory_sold_cost_total, + prior_week_inventory_sold_cost_avg, + prior_week_shipping_hours, + prior_week_processing_hours, + prior_week_order_to_delivery_hours, + SAFE_DIVIDE(CAST(products_ordered_count - prior_week_products_ordered_count AS NUMERIC) , CAST(prior_week_products_ordered_count AS NUMERIC)) AS percent_change_products_ordered_count, + SAFE_DIVIDE(CAST(orders_count - prior_week_orders_count AS NUMERIC) , CAST(prior_week_orders_count AS NUMERIC)) AS percent_change_orders_count, + SAFE_DIVIDE((profit_total - prior_week_profit_total) , prior_week_profit_total) AS percent_change_profit_total, + SAFE_DIVIDE((profit_avg - prior_week_profit_avg) , prior_week_profit_avg) AS percent_change_profit_avg, + SAFE_DIVIDE((inventory_sold_cost_total - prior_week_inventory_sold_cost_total) , prior_week_inventory_sold_cost_total) AS percent_change_inventory_sold_cost_total, + SAFE_DIVIDE((inventory_sold_cost_avg - prior_week_inventory_sold_cost_avg) , prior_week_inventory_sold_cost_avg) AS percent_change_inventory_sold_cost_avg, + SAFE_DIVIDE((shipping_hours - prior_week_shipping_hours) , prior_week_shipping_hours) AS percent_change_shipping_hours, + SAFE_DIVIDE((processing_hours - prior_week_processing_hours) , prior_week_processing_hours) AS percent_change_processing_hours, + SAFE_DIVIDE((order_to_delivery_hours - prior_week_order_to_delivery_hours) , prior_week_order_to_delivery_hours) AS percent_change_order_to_delivery_hours FROM LagPercents ) SELECT * - FROM PercentChange +FROM PercentChange ORDER BY GroupPartition; -CREATE OR REPLACE VIEW `${project_id}.ds_edw.vw_lookerstudio_report` as -SELECT * FROM `${project_id}.ds_edw.lookerstudio_report` -WHERE Year in (2022); +CREATE OR REPLACE VIEW `${project_id}.${dataset_id}.lookerstudio_report_profit` +OPTIONS( + labels=[("data-warehouse","true")] +) +AS +with SubsetInventory AS( + SELECT + SUM(ROUND(product_retail_price,2)) AS revenue_total, + SUM(ROUND(cost,2)) AS cost_total, + SUM(ROUND(product_retail_price-cost, 2)) AS profit_total, + CONCAT(product_department, " - ", product_category) AS product_dept_cat, + EXTRACT(DATE from sold_at) AS sold_at_day + FROM + `${project_id}.${dataset_id}.inventory_items` + WHERE + sold_at <= CURRENT_TIMESTAMP() + GROUP BY + product_dept_cat, sold_at_day +), + +Inventory7d AS ( + SELECT + product_dept_cat, + sold_at_day AS day, + revenue_total, + cost_total, + profit_total, + SUM(ROUND(revenue_total,2)) OVER (PARTITION BY product_dept_cat ORDER BY UNIX_DATE(sold_at_day) ASC RANGE BETWEEN 6 PRECEDING and CURRENT ROW) AS revenue_last_7d, + SUM(ROUND(cost_total,2)) OVER (PARTITION BY product_dept_cat ORDER BY UNIX_DATE(sold_at_day) ASC RANGE BETWEEN 6 PRECEDING and CURRENT ROW) AS cost_last_7d + FROM + SubsetInventory +), + +Lags AS ( + SELECT + product_dept_cat, + day, + revenue_total, + cost_total, + profit_total, + revenue_last_7d, + cost_last_7d, + ROUND(SAFE_SUBTRACT(revenue_last_7d, cost_last_7d),2) AS profit_last_7d, + LAG(revenue_last_7d,30) OVER (PARTITION BY product_dept_cat ORDER BY UNIX_DATE(day) ASC) AS prior_month_revenue_last_7d, + LAG(cost_last_7d,30) OVER (PARTITION BY product_dept_cat ORDER BY UNIX_DATE(day) ASC) AS prior_month_cost_last_7d, + LAG(revenue_last_7d,365) OVER (PARTITION BY product_dept_cat ORDER BY UNIX_DATE(day) ASC) AS prior_year_revenue_last_7d, + LAG(cost_last_7d,365) OVER (PARTITION BY product_dept_cat ORDER BY UNIX_DATE(day) ASC) AS prior_year_cost_last_7d, + FROM + Inventory7d +), + +LagPercentages AS ( + SELECT + day, + product_dept_cat, + revenue_total, + cost_total, + profit_total, + revenue_last_7d, + prior_month_revenue_last_7d, + prior_year_revenue_last_7d, + SAFE_DIVIDE((revenue_last_7d - prior_month_revenue_last_7d), prior_month_revenue_last_7d) AS percent_change_revenue_month, + SAFE_DIVIDE((revenue_last_7d - prior_year_revenue_last_7d), prior_year_revenue_last_7d) AS percent_change_revenue_year, + cost_last_7d, + prior_month_cost_last_7d, + prior_year_cost_last_7d, + SAFE_DIVIDE((cost_last_7d - prior_month_cost_last_7d), prior_month_cost_last_7d) AS percent_change_cost_month, + SAFE_DIVIDE((cost_last_7d - prior_year_cost_last_7d), prior_year_cost_last_7d) AS percent_change_cost_year, + profit_last_7d, + ROUND(SAFE_SUBTRACT(prior_month_revenue_last_7d, prior_month_cost_last_7d),2) AS prior_month_profit_last_7d, + ROUND(SAFE_SUBTRACT(prior_year_revenue_last_7d, prior_year_cost_last_7d),2) AS prior_year_profit_last_7d, + FROM + Lags +), + +ProfitPercentages AS ( + SELECT + day, + product_dept_cat, + revenue_total, + revenue_last_7d, + prior_month_revenue_last_7d, + percent_change_revenue_month, + prior_year_revenue_last_7d, + percent_change_revenue_year, + cost_total, + cost_last_7d, + prior_month_cost_last_7d, + percent_change_cost_month, + prior_year_cost_last_7d, + percent_change_cost_year, + profit_total, + profit_last_7d, + prior_month_profit_last_7d, + SAFE_DIVIDE((profit_last_7d - prior_month_profit_last_7d), prior_month_profit_last_7d) AS percent_change_profit_month, + prior_year_profit_last_7d, + SAFE_DIVIDE((profit_last_7d - prior_year_profit_last_7d), prior_year_profit_last_7d) AS percent_change_profit_year + FROM + LagPercentages + ORDER BY + day DESC +) + +SELECT * +FROM ProfitPercentages +ORDER BY day DESC; diff --git a/modules/data_warehouse/src/sql/sp_provision_lookup_tables.sql b/modules/data_warehouse/src/sql/sp_provision_lookup_tables.sql index 1cacb53b..3a6457f5 100644 --- a/modules/data_warehouse/src/sql/sp_provision_lookup_tables.sql +++ b/modules/data_warehouse/src/sql/sp_provision_lookup_tables.sql @@ -12,36 +12,36 @@ -- See the License for the specific language governing permissions and -- limitations under the License. -CREATE OR REPLACE TABLE `${project_id}.ds_edw.vendor` - ( - Vendor_Id INTEGER, - Vendor_Description STRING - ) -OPTIONS( - labels=[("data-warehouse","true")] -) -AS -SELECT 1, 'Creative Mobile Technologies, LLC' -UNION ALL -SELECT 2, 'VeriFone Inc.'; +CREATE OR REPLACE TABLE `${project_id}.${dataset_id}.distribution_centers` -CREATE OR REPLACE TABLE `${project_id}.ds_edw.payment_type` ( - Payment_Type_Id INTEGER, - Payment_Type_Description STRING + id INTEGER, + name STRING, + longitude FLOAT64, + latitude FLOAT64, + distribution_center_geom GEOGRAPHY ) -OPTIONS( - labels=[("data-warehouse","true")] -) + OPTIONS( + labels=[("data-warehouse","true")] + ) AS -SELECT 1, 'Credit card' +SELECT 1, 'Memphis TN', -89.9711, 35.1174, ST_GEOGPOINT(-89.9711, 35.1174) +UNION ALL +SELECT 2, 'Chicago IL', -87.6847, 41.8369, ST_GEOGPOINT(-87.6847, 41.8369) +UNION ALL +SELECT 3, 'Houston TX', -95.3698, 29.7604, ST_GEOGPOINT(-95.3698, 29.7604) +UNION ALL +SELECT 4, 'Los Angeles CA', -118.25, 34.05, ST_GEOGPOINT(-118.25, 34.05) +UNION ALL +SELECT 5, 'New Orleans LA', -90.0667, 29.95, ST_GEOGPOINT(-90.0667, 29.95) UNION ALL -SELECT 2, 'Cash' +SELECT 6, 'Port Authority of New York/New Jersey NY/NJ', -73.7834, 40.634, ST_GEOGPOINT(-73.7834, 40.634) UNION ALL -SELECT 3, 'No charge' +SELECT 7, 'Philadelphia PA', -75.1667, 39.95, ST_GEOGPOINT(-75.1667, 39.95) UNION ALL -SELECT 4, 'Dispute' +SELECT 8, 'Mobile AL', -88.0431, 30.6944, ST_GEOGPOINT(-88.0431, 30.6944) UNION ALL -SELECT 5, 'Unknown' +SELECT 9, 'Charleston SC', -79.9333, 32.7833, ST_GEOGPOINT(-79.9333, 32.7833) UNION ALL -SELECT 6, 'Voided trip'; +SELECT 10, 'Savannah GA', -81.1167, 32.0167, ST_GEOGPOINT(-81.1167, 32.0167) +; diff --git a/modules/data_warehouse/src/sql/sp_sample_queries.sql b/modules/data_warehouse/src/sql/sp_sample_queries.sql index c88183ba..fdb4ace3 100644 --- a/modules/data_warehouse/src/sql/sp_sample_queries.sql +++ b/modules/data_warehouse/src/sql/sp_sample_queries.sql @@ -29,118 +29,118 @@ Clean up / Reset script: --Rank, Pivot, Json --- Query: Get trips over $50 for each day of the week. --- Shows: Date Functions, Joins, Group By, Having, Ordinal Group/Having -SELECT FORMAT_DATE("%w", Pickup_DateTime) AS WeekdayNumber, - FORMAT_DATE("%A", Pickup_DateTime) AS WeekdayName, - vendor.Vendor_Description, - payment_type.Payment_Type_Description, - SUM(taxi_trips.Total_Amount) AS high_value_trips - FROM `${project_id}.ds_edw.taxi_trips` AS taxi_trips - INNER JOIN `${project_id}.ds_edw.vendor` AS vendor - ON cast(taxi_trips.Vendor_Id as INT64) = vendor.Vendor_Id - AND taxi_trips.Pickup_DateTime BETWEEN '2022-01-01' AND '2022-02-01' - LEFT JOIN `${project_id}.ds_edw.payment_type` AS payment_type - ON cast(taxi_trips.payment_type as INT64) = payment_type.Payment_Type_Id -GROUP BY 1, 2, 3, 4 -HAVING SUM(taxi_trips.Total_Amount) > 50 -ORDER BY WeekdayNumber, 3, 4; +-- Query: See the order price quartiles for each day of the week. +-- Shows: Date Functions, Joins, Group By, Having, Ordinal Group/Having, Quantiles +SELECT + FORMAT_DATE("%w", created_at) AS WeekdayNumber, + FORMAT_DATE("%A", created_at) AS WeekdayName, + APPROX_QUANTILES(order_price, 4) AS quartiles + FROM ( + SELECT + created_at, + SUM(sale_price) AS order_price + FROM + `${project_id}.${dataset_id}.order_items` + GROUP BY + order_id, 1 + HAVING SUM(sale_price) > 10) + GROUP BY + 1, 2 + ORDER BY + WeekdayNumber, 3 +; +-- Query: Items with less than 30 days of inventory remaining +WITH Orders AS ( + SELECT + order_items.product_id AS product_id, + COUNT(order_items.id) AS count_sold_30d + FROM + `${project_id}.${dataset_id}.order_items` AS order_items + WHERE + order_items.created_at > TIMESTAMP_SUB(CURRENT_TIMESTAMP(), INTERVAL 30 DAY) + GROUP BY + product_id +), --- Query: amounts (Cash/Credit) by passenger type -WITH TaxiDataRanking AS -( -SELECT CAST(Pickup_DateTime AS DATE) AS Pickup_Date, - cast(taxi_trips.payment_type as INT64) as Payment_Type_Id, - taxi_trips.Passenger_Count, - taxi_trips.Total_Amount, - RANK() OVER (PARTITION BY CAST(Pickup_DateTime AS DATE), - taxi_trips.payment_type - ORDER BY taxi_trips.Passenger_Count DESC, - taxi_trips.Total_Amount DESC) AS Ranking - FROM `${project_id}.ds_edw.taxi_trips` AS taxi_trips - WHERE taxi_trips.Pickup_DateTime BETWEEN '2022-01-01' AND '2022-02-01' - AND cast(taxi_trips.payment_type as INT64) IN (1,2) -) -SELECT Pickup_Date, - Payment_Type_Description, - Passenger_Count, - Total_Amount - FROM TaxiDataRanking - INNER JOIN `${project_id}.ds_edw.payment_type` AS payment_type - ON TaxiDataRanking.Payment_Type_Id = payment_type.Payment_Type_Id -WHERE Ranking = 1 -ORDER BY Pickup_Date, Payment_Type_Description; - +OnHand AS ( + SELECT + inventory.product_id AS product_id, + inventory.product_name AS product_name, + COUNT(inventory.id) AS count_in_stock + FROM + `${project_id}.${dataset_id}.inventory_items` AS inventory + WHERE + inventory.sold_at IS NULL + GROUP BY + product_id, + product_name + ORDER BY + count_in_stock DESC +), --- Query: data summed by payment type and passenger count, then pivoted based upon payment type -WITH MonthlyData AS -( -SELECT FORMAT_DATE("%B", taxi_trips.Pickup_DateTime) AS MonthName, - FORMAT_DATE("%m", taxi_trips.Pickup_DateTime) AS MonthNumber, - CASE WHEN cast(taxi_trips.payment_type as INT64) = 1 THEN 'Credit' - WHEN cast(taxi_trips.payment_type as INT64) = 2 THEN 'Cash' - WHEN cast(taxi_trips.payment_type as INT64) = 3 THEN 'NoCharge' - WHEN cast(taxi_trips.payment_type as INT64) = 4 THEN 'Dispute' - END AS PaymentDescription, - taxi_trips.Passenger_Count, - taxi_trips.Total_Amount - FROM `${project_id}.ds_edw.taxi_trips` AS taxi_trips - WHERE taxi_trips.Pickup_DateTime BETWEEN '2022-01-01' AND '2022-02-01' - AND Passenger_Count IS NOT NULL - AND cast(payment_type as INT64) IN (1,2,3,4) +End30dInventory AS ( + SELECT + OnHand.*, + Orders.count_sold_30d, + count_in_stock - count_sold_30d AS expected_inventory_30d + FROM + OnHand + INNER JOIN + Orders USING (product_id) ) -SELECT MonthName, - Passenger_Count, - FORMAT("%'d", CAST(Credit AS INTEGER)) AS Credit, - FORMAT("%'d", CAST(Cash AS INTEGER)) AS Cash, - FORMAT("%'d", CAST(NoCharge AS INTEGER)) AS NoCharge, - FORMAT("%'d", CAST(Dispute AS INTEGER)) AS Dispute - FROM MonthlyData - PIVOT(SUM(Total_Amount) FOR PaymentDescription IN ('Credit', 'Cash', 'NoCharge', 'Dispute')) -ORDER BY MonthNumber, Passenger_Count; +SELECT + RANK() OVER (ORDER BY expected_inventory_30d ASC) AS rank, + End30dInventory.product_name, + End30dInventory.expected_inventory_30d, + End30dInventory.count_in_stock AS current_stock, + End30dInventory.count_sold_30d +FROM + End30dInventory +ORDER BY + rank ASC, current_stock DESC +; --- Query: data pivoted by payment type -WITH MonthlyData AS -( -SELECT FORMAT_DATE("%B", taxi_trips.Pickup_DateTime) AS MonthName, - FORMAT_DATE("%m", taxi_trips.Pickup_DateTime) AS MonthNumber, - CASE WHEN cast(taxi_trips.payment_type as INT64) = 1 THEN 'Credit' - WHEN cast(taxi_trips.payment_type as INT64) = 2 THEN 'Cash' - WHEN cast(taxi_trips.payment_type as INT64) = 3 THEN 'NoCharge' - WHEN cast(taxi_trips.payment_type as INT64) = 4 THEN 'Dispute' - END AS PaymentDescription, - SUM(taxi_trips.Total_Amount) AS Total_Amount - FROM `${project_id}.ds_edw.taxi_trips` AS taxi_trips - WHERE taxi_trips.Pickup_DateTime BETWEEN '2022-01-01' AND '2022-02-01' - AND Passenger_Count IS NOT NULL - AND cast(taxi_trips.payment_type as INT64) IN (1,2,3,4) - GROUP BY 1, 2, 3 +-- Query: data summed by month, then pivoted by department +with MonthlyData AS( + SELECT + sold_at, + FORMAT_DATE("%B", inventory.sold_at) AS month_name, + FORMAT_DATE("%m", inventory.sold_at) AS month_number, + SAFE_SUBTRACT(inventory.product_retail_price, inventory.cost) AS profit, + inventory.product_department AS product_department + FROM + `${project_id}.${dataset_id}.inventory_items` AS inventory + WHERE + sold_at IS NOT NULL ) -SELECT MonthName, - FORMAT("%'d", CAST(Credit AS INTEGER)) AS Credit, - FORMAT("%'d", CAST(Cash AS INTEGER)) AS Cash, - FORMAT("%'d", CAST(NoCharge AS INTEGER)) AS NoCharge, - FORMAT("%'d", CAST(Dispute AS INTEGER)) AS Dispute - FROM MonthlyData - PIVOT(SUM(Total_Amount) FOR PaymentDescription IN ('Credit', 'Cash', 'NoCharge', 'Dispute')) -ORDER BY MonthNumber; +SELECT + month_name, + FORMAT("%'d", CAST(Profit_Men AS INTEGER)) AS Profit_Men, + FORMAT("%'d", CAST(Profit_Women AS INTEGER)) AS Profit_Women +FROM + MonthlyData +PIVOT + (SUM(profit) AS Profit FOR product_department IN ("Men", "Women")) +ORDER BY month_number ASC +; --- Query: See what day of the week in each month has the greatest amount (that's the month/day to work) -WITH WeekdayData AS -( -SELECT FORMAT_DATE("%B", Pickup_DateTime) AS MonthName, - FORMAT_DATE("%m", Pickup_DateTime) AS MonthNumber, - FORMAT_DATE("%A", Pickup_DateTime) AS WeekdayName, - SUM(taxi_trips.Total_Amount) AS Total_Amount - FROM `${project_id}.ds_edw.taxi_trips` AS taxi_trips - WHERE taxi_trips.Pickup_DateTime BETWEEN '2022-01-01' AND '2022-02-01' - AND cast(taxi_trips.payment_type as INT64) IN (1,2,3,4) +-- Query: See what day of the week in each month has the greatest amount of sales(that's the month/day to work) +WITH WeekdayData AS ( + SELECT + FORMAT_DATE("%B", inventory.sold_at) AS month_name, + FORMAT_DATE("%m", inventory.sold_at) AS month_number, + FORMAT_DATE("%A", inventory.sold_at) AS weekday_name, + SUM(inventory.product_retail_price) AS revenue + FROM + `${project_id}.${dataset_id}.inventory_items` AS inventory + WHERE + inventory.sold_at IS NOT NULL GROUP BY 1, 2, 3 ) -SELECT MonthName, +SELECT month_name, FORMAT("%'d", CAST(Sunday AS INTEGER)) AS Sunday, FORMAT("%'d", CAST(Monday AS INTEGER)) AS Monday, FORMAT("%'d", CAST(Tuesday AS INTEGER)) AS Tuesday, @@ -149,5 +149,49 @@ SELECT MonthName, FORMAT("%'d", CAST(Friday AS INTEGER)) AS Friday, FORMAT("%'d", CAST(Saturday AS INTEGER)) AS Saturday, FROM WeekdayData - PIVOT(SUM(Total_Amount) FOR WeekdayName IN ('Sunday','Monday','Tuesday','Wednesday','Thursday','Friday','Saturday')) -ORDER BY MonthNumber; + PIVOT(SUM(revenue) FOR weekday_name IN ('Sunday','Monday','Tuesday','Wednesday','Thursday','Friday','Saturday')) +ORDER BY month_number +; + +-- Query: Revenue pivoted by category name for each month. +-- This query dynamically generates the pivot column names based on the distinct values in the product_category column +EXECUTE IMMEDIATE FORMAT(""" + with Subset AS( + SELECT + EXTRACT(MONTH FROM inventory.sold_at) AS month_number, + inventory.product_category, + inventory.product_retail_price + FROM + `${project_id}.${dataset_id}.inventory_items` AS inventory + WHERE + inventory.sold_at IS NOT NULL) + + SELECT + CASE + WHEN month_number = 1 THEN 'January' + WHEN month_number = 2 THEN 'February' + WHEN month_number = 3 THEN 'March' + WHEN month_number = 4 THEN 'April' + WHEN month_number = 5 THEN 'May' + WHEN month_number = 6 THEN 'June' + WHEN month_number = 7 THEN 'July' + WHEN month_number = 8 THEN 'August' + WHEN month_number = 9 THEN 'September' + WHEN month_number = 10 THEN 'October' + WHEN month_number = 11 THEN 'November' + WHEN month_number = 12 THEN 'December' + END AS month_name, + * EXCEPT (month_number) + FROM + Subset + PIVOT (SUM(Subset.product_retail_price) as Revenue FOR product_category IN %s) + ORDER BY month_number; + """, + ( + SELECT + CONCAT("(", STRING_AGG(DISTINCT CONCAT("'", product_category, "'"), ','), ")") + FROM + `${project_id}.${dataset_id}.inventory_items` + ) +) +; diff --git a/modules/data_warehouse/src/sql/sp_sample_translation_queries.sql b/modules/data_warehouse/src/sql/sp_sample_translation_queries.sql index c59ede6a..fa7c410f 100644 --- a/modules/data_warehouse/src/sql/sp_sample_translation_queries.sql +++ b/modules/data_warehouse/src/sql/sp_sample_translation_queries.sql @@ -16,56 +16,27 @@ The queries below are examples of non-BigQuery SQL syntax that can be used with the interactive translator to see before and after changes performed. -The sample queries below use PostgreSQL syntax.*/ +The sample query below uses PostgreSQL syntax.*/ /* Query 1 ------------- -CREATE TABLE taxi_trips (payment_type VARCHAR, Vendor_Id VARCHAR); -SELECT FORMAT_DATE("%w", Pickup_DateTime) AS WeekdayNumber, - FORMAT_DATE("%A", Pickup_DateTime) AS WeekdayName, - vendor.Vendor_Description, - payment_type.Payment_Type_Description, - SUM(taxi_trips.Total_Amount) AS high_value_trips - FROM ds_edw.taxi_trips AS taxi_trips - INNER JOIN ds_edw.vendor AS vendor - ON cast(taxi_trips.Vendor_Id as int) = vendor.Vendor_Id - AND taxi_trips.Pickup_DateTime BETWEEN '2022-01-01' AND '2022-02-01' - LEFT JOIN ds_edw.payment_type AS payment_type - ON taxi_trips.payment_type::int = payment_type.Payment_Type_Id -GROUP BY 1, 2, 3, 4 -HAVING SUM(taxi_trips.Total_Amount) > 50 -ORDER BY WeekdayNumber, 3, 4; +CREATE TABLE ${project_id}.${dataset_id}.inventory_items (id VARCHAR, product_id VARCHAR, created_at TIMESTAMP, sold_at TIMESTAMP, cost NUMERIC, product_category VARCHAR, product_name VARCHAR, product_brand VARCHAR, product_retail_price NUMERIC, product_department VARCHAR, product_sku VARCHAR, product_distribution_center_id VARCHAR); +CREATE TABLE ${project_id}.${dataset_id}.order_items (id INTEGER, order_id INTEGER, user_id INTEGER, product_id INTEGER, inventory_item_id INTEGER, status VARCHAR, created_at TIMESTAMP, shipped_at TIMESTAMP, delivered_at TIMESTAMP, returned_at TIMESTAMP, sale_price NUMERIC); + +SELECT + EXTRACT(dow from order_items.created_at) AS WeekdayNumber, + TO_CHAR(order_items.created_at, 'DAY') AS WeekdayName, + inventory.product_category AS product_category, + COUNT(DISTINCT order_items.order_id) AS num_high_value_orders +FROM ${project_id}.${dataset_id}.inventory_items AS inventory + INNER JOIN ${project_id}.${dataset_id}.order_items AS order_items + ON inventory.id::int = order_items.inventory_item_id + AND cast(inventory.product_id as int) = order_items.product_id + AND order_items.created_at BETWEEN TO_TIMESTAMP('2022-01-01','YYYY-MM-DD') AND TO_TIMESTAMP('2022-12-31','YYYY-MM-DD') +GROUP BY 1, 2, 3 +HAVING AVG(order_items.sale_price) > 85; */ -/* Query 2 -------------- -CREATE TABLE taxi_trips (payment_type VARCHAR, Vendor_Id VARCHAR); - -WITH TaxiDataRanking AS -( -SELECT CAST(Pickup_DateTime AS DATE) AS Pickup_Date, - taxi_trips.payment_type as Payment_Type_Id, - taxi_trips.Passenger_Count, - taxi_trips.Total_Amount, - RANK() OVER (PARTITION BY CAST(Pickup_DateTime AS DATE), - taxi_trips.payment_type - ORDER BY taxi_trips.Passenger_Count DESC, - taxi_trips.Total_Amount DESC) AS Ranking - FROM ds_edw.taxi_trips AS taxi_trips -WHERE taxi_trips.Pickup_DateTime BETWEEN '2022-01-01' AND '2022-02-01' - AND taxi_trips.payment_type::int IN (1,2) -) -SELECT Pickup_Date, - Payment_Type_Description, - Passenger_Count, - Total_Amount - FROM TaxiDataRanking - INNER JOIN ds_edw.payment_type AS payment_type - ON TaxiDataRanking.Payment_Type_Id = payment_type.Payment_Type_Id -WHERE Ranking = 1 -ORDER BY Pickup_Date, Payment_Type_Description; -*/ - SELECT 'OPEN THE STORED PROCEDURE FOR MORE DETAILS TO USE THE TRANSLATION SERVICE' as sql_text; diff --git a/modules/data_warehouse/src/taxi_trips_schema.json b/modules/data_warehouse/src/taxi_trips_schema.json deleted file mode 100644 index 5bf80035..00000000 --- a/modules/data_warehouse/src/taxi_trips_schema.json +++ /dev/null @@ -1,116 +0,0 @@ -[ - { - "name": "vendor_id", - "type": "STRING", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "pickup_datetime", - "type": "TIMESTAMP", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "dropoff_datetime", - "type": "TIMESTAMP", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "passenger_count", - "type": "INTEGER", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "trip_distance", - "type": "NUMERIC", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "rate_code", - "type": "STRING", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "store_and_fwd_flag", - "type": "STRING", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "payment_type", - "type": "STRING", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "fare_amount", - "type": "NUMERIC", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "extra", - "type": "NUMERIC", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "mta_tax", - "type": "NUMERIC", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "tip_amount", - "type": "NUMERIC", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "tolls_amount", - "type": "NUMERIC", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "imp_surcharge", - "type": "NUMERIC", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "airport_fee", - "type": "NUMERIC", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "total_amount", - "type": "NUMERIC", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "pickup_location_id", - "type": "STRING", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "data_file_year", - "type": "INTEGER", - "mode": "NULLABLE", - "description": "" - }, - { - "name": "data_file_month", - "type": "INTEGER", - "mode": "NULLABLE", - "description": "" - } - ] diff --git a/modules/data_warehouse/templates/workflow.tftpl b/modules/data_warehouse/templates/workflow.tftpl index b39338a6..b0df5dd9 100644 --- a/modules/data_warehouse/templates/workflow.tftpl +++ b/modules/data_warehouse/templates/workflow.tftpl @@ -38,7 +38,7 @@ copy_objects: call: googleapis.storage.v1.objects.list args: bucket: $${source_bucket} - prefix: "new-york-taxi-trips/tlc-yellow-trips-2022" + prefix: "thelook-ecommerce" result: list_result - start_counter: assign: @@ -79,10 +79,13 @@ create_tables: - assignStepTables: assign: - results: {} + - dataset_id: ${dataset_id} - project_id: $${sys.get_env("GOOGLE_CLOUD_PROJECT_ID")} - map: - 1: $${"CALL `"+project_id+".ds_edw.sp_provision_lookup_tables`();"} - 2: $${"CALL `"+project_id+".ds_edw.sp_lookerstudio_report`();"} + 1: $${"CALL `"+project_id+"."+dataset_id+".sp_provision_lookup_tables`();"} + 2: $${"CALL `"+project_id+"."+dataset_id+".sp_lookerstudio_report`();"} + 3: $${"CALL `"+project_id+"."+dataset_id+".sp_bigqueryml_model`();"} + 4: $${"CALL `"+project_id+"."+dataset_id+".sp_bigqueryml_generate_create`();"} - loopStepTables: for: value: key diff --git a/modules/data_warehouse/variables.tf b/modules/data_warehouse/variables.tf index 55f4438f..6c494453 100644 --- a/modules/data_warehouse/variables.tf +++ b/modules/data_warehouse/variables.tf @@ -24,6 +24,12 @@ variable "region" { description = "Google Cloud Region" } +variable "text_generation_model_name" { + type = string + description = "Name of the BigQuery ML GenAI remote model that connects to the LLM used for text generation" + default = "text_generate_model" + +} variable "labels" { type = map(string) description = "A map of labels to apply to contained resources." diff --git a/modules/data_warehouse/versions.tf b/modules/data_warehouse/versions.tf index c274758f..8cfd8e9b 100644 --- a/modules/data_warehouse/versions.tf +++ b/modules/data_warehouse/versions.tf @@ -18,11 +18,11 @@ terraform { required_providers { google = { source = "hashicorp/google" - version = "~> 4.52" + version = ">= 4.52, < 6" } google-beta = { source = "hashicorp/google-beta" - version = "~> 4.52" + version = ">= 4.52, < 6" } random = { source = "hashicorp/random" @@ -40,6 +40,6 @@ terraform { required_version = ">= 0.13" provider_meta "google" { - module_name = "blueprints/terraform/terraform-google-bigquery:data_warehouse/v6.1.1" + module_name = "blueprints/terraform/terraform-google-bigquery:data_warehouse/v7.0.0" } } diff --git a/modules/data_warehouse/workflows.tf b/modules/data_warehouse/workflows.tf index c8835944..81973415 100644 --- a/modules/data_warehouse/workflows.tf +++ b/modules/data_warehouse/workflows.tf @@ -14,8 +14,7 @@ * limitations under the License. */ -# Set up Workflows service account -# # Set up the Workflows service account +# Set up the Workflows service account resource "google_service_account" "workflow_service_account" { project = module.project-services.project_id account_id = "cloud-workflow-sa-${random_id.id.hex}" @@ -32,12 +31,11 @@ resource "google_project_iam_member" "workflow_service_account_roles" { "roles/bigquery.connectionUser", "roles/bigquery.jobUser", "roles/bigquery.dataEditor", - ]) - + ] + ) project = module.project-services.project_id role = each.key member = "serviceAccount:${google_service_account.workflow_service_account.email}" - } # # Create the workflow @@ -49,7 +47,8 @@ resource "google_workflows_workflow" "workflow" { service_account = google_service_account.workflow_service_account.id source_contents = templatefile("${path.module}/templates/workflow.tftpl", { - raw_bucket = google_storage_bucket.raw_bucket.name + raw_bucket = google_storage_bucket.raw_bucket.name, + dataset_id = google_bigquery_dataset.ds_edw.dataset_id }) labels = var.labels diff --git a/modules/scheduled_queries/README.md b/modules/scheduled_queries/README.md index 8347558c..96811182 100644 --- a/modules/scheduled_queries/README.md +++ b/modules/scheduled_queries/README.md @@ -7,7 +7,7 @@ Example: ```hcl module "dataset" { source = "terraform-google-modules/bigquery/google" - version = "~> 6.1" + version = "~> 7.0" dataset_id = "example_dataset" dataset_name = "example_dataset" diff --git a/modules/scheduled_queries/metadata.yaml b/modules/scheduled_queries/metadata.yaml index fbaa5a29..1edd83d8 100644 --- a/modules/scheduled_queries/metadata.yaml +++ b/modules/scheduled_queries/metadata.yaml @@ -25,7 +25,7 @@ spec: repo: https://github.com/terraform-google-modules/terraform-google-bigquery sourceType: git dir: /modules/scheduled_queries - version: 6.1.0 + version: 7.0.0 actuationTool: flavor: Terraform version: '>= 0.13' diff --git a/modules/scheduled_queries/versions.tf b/modules/scheduled_queries/versions.tf index 2c48c3c9..07b70238 100644 --- a/modules/scheduled_queries/versions.tf +++ b/modules/scheduled_queries/versions.tf @@ -20,11 +20,11 @@ terraform { google = { source = "hashicorp/google" - version = "~> 4.0" + version = ">= 4.0, < 6" } } provider_meta "google" { - module_name = "blueprints/terraform/terraform-google-bigquery:scheduled_queries/v6.1.1" + module_name = "blueprints/terraform/terraform-google-bigquery:scheduled_queries/v7.0.0" } } diff --git a/modules/udf/README.md b/modules/udf/README.md index 8bd56717..ea65a655 100644 --- a/modules/udf/README.md +++ b/modules/udf/README.md @@ -18,7 +18,7 @@ module "dataset" { module "add_udfs" { source = "terraform-google-modules/bigquery/google//modules/udf" - version = "~> 6.1" + version = "~> 7.0" dataset_id = module.dataset.bigquery_dataset.dataset_id project_id = module.dataset.bigquery_dataset.project diff --git a/modules/udf/metadata.yaml b/modules/udf/metadata.yaml index c0712239..4c791c7e 100644 --- a/modules/udf/metadata.yaml +++ b/modules/udf/metadata.yaml @@ -25,7 +25,7 @@ spec: repo: https://github.com/terraform-google-modules/terraform-google-bigquery sourceType: git dir: /modules/udf - version: 6.1.0 + version: 7.0.0 actuationTool: flavor: Terraform version: '>= 0.13' diff --git a/modules/udf/versions.tf b/modules/udf/versions.tf index e82789c1..37ecb836 100644 --- a/modules/udf/versions.tf +++ b/modules/udf/versions.tf @@ -20,12 +20,12 @@ terraform { google = { source = "hashicorp/google" - version = ">= 3.53, < 5.0" + version = ">= 3.53, < 6" } } provider_meta "google" { - module_name = "blueprints/terraform/terraform-google-bigquery:udf/v6.1.1" + module_name = "blueprints/terraform/terraform-google-bigquery:udf/v7.0.0" } } diff --git a/test/integration/go.mod b/test/integration/go.mod index b6e5e13d..ee2b13b5 100644 --- a/test/integration/go.mod +++ b/test/integration/go.mod @@ -3,7 +3,7 @@ module github.com/terraform-google-modules/terraform-google-bigquery/test/integr go 1.20 require ( - github.com/GoogleCloudPlatform/cloud-foundation-toolkit/infra/blueprint-test v0.8.1 + github.com/GoogleCloudPlatform/cloud-foundation-toolkit/infra/blueprint-test v0.9.0 github.com/stretchr/testify v1.8.4 ) diff --git a/test/integration/go.sum b/test/integration/go.sum index 28647a6a..93df89fb 100644 --- a/test/integration/go.sum +++ b/test/integration/go.sum @@ -187,8 +187,8 @@ cloud.google.com/go/workflows v1.7.0/go.mod h1:JhSrZuVZWuiDfKEFxU0/F1PQjmpnpcoIS dmitri.shuralyov.com/gpu/mtl v0.0.0-20190408044501-666a987793e9/go.mod h1:H6x//7gZCb22OMCxBHrMx7a5I7Hp++hsVxbQ4BYO7hU= github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU= github.com/BurntSushi/xgb v0.0.0-20160522181843-27f122750802/go.mod h1:IVnqGOEym/WlBOVXweHU+Q+/VP0lqqI8lqeDx9IjBqo= -github.com/GoogleCloudPlatform/cloud-foundation-toolkit/infra/blueprint-test v0.8.1 h1:erzHPGm9u0JWWTLSHDRcPTV0CnEAVH1QmPoFDlYB/PU= -github.com/GoogleCloudPlatform/cloud-foundation-toolkit/infra/blueprint-test v0.8.1/go.mod h1:MKce59reXZa9rwYplsr7DBbDIw444JNZvH5hmGEMJTg= +github.com/GoogleCloudPlatform/cloud-foundation-toolkit/infra/blueprint-test v0.9.0 h1:ebMd3XxPg0fufE8E32cGIT4ymbJDT8+AmguE1aNmcxw= +github.com/GoogleCloudPlatform/cloud-foundation-toolkit/infra/blueprint-test v0.9.0/go.mod h1:MKce59reXZa9rwYplsr7DBbDIw444JNZvH5hmGEMJTg= github.com/OneOfOne/xxhash v1.2.2/go.mod h1:HSdplMjZKSmBqAxg5vPj2TmRDmfkzw+cTzAElWljhcU= github.com/agext/levenshtein v1.2.3 h1:YB2fHEn0UJagG8T1rrWknE3ZQzWM06O8AMAatNn7lmo= github.com/agext/levenshtein v1.2.3/go.mod h1:JEDfjyjHDjOF/1e4FlBE/PkbqA9OfWu2ki2W0IB5558= diff --git a/test/setup/versions.tf b/test/setup/versions.tf index c8bfbd15..e3c89fc3 100644 --- a/test/setup/versions.tf +++ b/test/setup/versions.tf @@ -18,12 +18,10 @@ terraform { required_version = ">= 0.13" required_providers { google = { - source = "hashicorp/google" - version = ">= 3.53.0, < 5.0" + source = "hashicorp/google" } google-beta = { - source = "hashicorp/google-beta" - version = ">= 3.53.0, < 5.0" + source = "hashicorp/google-beta" } } } diff --git a/versions.tf b/versions.tf index 49d5fcfc..12c29831 100644 --- a/versions.tf +++ b/versions.tf @@ -21,12 +21,12 @@ terraform { google = { source = "hashicorp/google" - version = ">= 4.42, < 5.0" + version = ">= 4.42, < 6" } } provider_meta "google" { - module_name = "blueprints/terraform/terraform-google-bigquery/v6.1.1" + module_name = "blueprints/terraform/terraform-google-bigquery/v7.0.0" } }