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removed ml.googleapis.com from APIs list
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‎AutoMLOps_User_Guide.pdf

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‎CHANGELOG.md

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# Change Log
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All notable changes to this project will be documented in this file.
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## [1.2.2] - 2023-09-25
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### Added
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### Changed
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- Commented out change from 1.2.1 to set cloud functions default registry to artifact-registry; there appears to be an auth bug with this setting
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- Updated documentation
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### Fixed
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- Removed legacy ml.googleapis.com API that is deprecated as of 9/25/2023
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## [1.2.1] - 2023-09-20
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‎README.md

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@@ -169,7 +169,6 @@ Based on the above user selection, AutoMLOps will enable up to the following API
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- [compute.googleapis.com](https://cloud.google.com/compute/docs/reference/rest/v1)
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- [iam.googleapis.com](https://cloud.google.com/iam/docs/reference/rest)
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- [iamcredentials.googleapis.com](https://cloud.google.com/iam/docs/reference/credentials/rest)
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- [ml.googleapis.com](https://cloud.google.com/ai-platform/training/docs/reference/rest)
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- [pubsub.googleapis.com](https://cloud.google.com/pubsub/docs/reference/rest)
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- [run.googleapis.com](https://cloud.google.com/run/docs/reference/rest)
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- [storage.googleapis.com](https://cloud.google.com/storage/docs/apis)

‎examples/inferencing/00_batch_prediction_example.ipynb

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"- [compute.googleapis.com](https://cloud.google.com/compute/docs/reference/rest/v1)\n",
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"- [iam.googleapis.com](https://cloud.google.com/iam/docs/reference/rest)\n",
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"- [iamcredentials.googleapis.com](https://cloud.google.com/iam/docs/reference/credentials/rest)\n",
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"- [ml.googleapis.com](https://cloud.google.com/ai-platform/training/docs/reference/rest)\n",
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"- [pubsub.googleapis.com](https://cloud.google.com/pubsub/docs/reference/rest)\n",
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"- [run.googleapis.com](https://cloud.google.com/run/docs/reference/rest)\n",
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"- [storage.googleapis.com](https://cloud.google.com/storage/docs/apis)\n",
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"\n",
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"AutoMLOps will create the following service account and update [IAM permissions](https://cloud.google.com/iam/docs/understanding-roles) during the provision step:\n",
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"1. Pipeline Runner Service Account (defaults to: vertex-pipelines@PROJECT_ID.iam.gserviceaccount.com). Roles added:\n",
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"- roles/aiplatform.serviceAgent\n",
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"- roles/aiplatform.user\n",
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"- roles/artifactregistry.reader\n",
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"- roles/bigquery.user\n",
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"- roles/bigquery.dataEditor\n",
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"- roles/iam.serviceAccountUser\n",
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"- roles/storage.admin\n",
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"- roles/cloudfunctions.admin\n",
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"\n",
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"# User Guide\n",
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"\n",

‎examples/inferencing/01_customer_churn_model_monitoring_example.ipynb

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"- [compute.googleapis.com](https://cloud.google.com/compute/docs/reference/rest/v1)\n",
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"- [iam.googleapis.com](https://cloud.google.com/iam/docs/reference/rest)\n",
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"- [iamcredentials.googleapis.com](https://cloud.google.com/iam/docs/reference/credentials/rest)\n",
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"- [ml.googleapis.com](https://cloud.google.com/ai-platform/training/docs/reference/rest)\n",
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"- [pubsub.googleapis.com](https://cloud.google.com/pubsub/docs/reference/rest)\n",
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"- [run.googleapis.com](https://cloud.google.com/run/docs/reference/rest)\n",
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"- [storage.googleapis.com](https://cloud.google.com/storage/docs/apis)\n",
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"\n",
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"AutoMLOps will create the following service account and update [IAM permissions](https://cloud.google.com/iam/docs/understanding-roles) during the provision step:\n",
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"1. Pipeline Runner Service Account (defaults to: vertex-pipelines@PROJECT_ID.iam.gserviceaccount.com). Roles added:\n",
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"- roles/aiplatform.serviceAgent\n",
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"- roles/aiplatform.user\n",
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"- roles/artifactregistry.reader\n",
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"- roles/bigquery.user\n",
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"- roles/bigquery.dataEditor\n",
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"- roles/iam.serviceAccountUser\n",
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"- roles/storage.admin\n",
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"- roles/cloudfunctions.admin\n",
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"\n",
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"# User Guide\n",
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"\n",

‎examples/llmops/finetuning-flan-t5/00_llmops_finetuning_flan_t5_example.ipynb

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"- [compute.googleapis.com](https://cloud.google.com/compute/docs/reference/rest/v1)\n",
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"- [iam.googleapis.com](https://cloud.google.com/iam/docs/reference/rest)\n",
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"- [iamcredentials.googleapis.com](https://cloud.google.com/iam/docs/reference/credentials/rest)\n",
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"- [ml.googleapis.com](https://cloud.google.com/ai-platform/training/docs/reference/rest)\n",
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"- [pubsub.googleapis.com](https://cloud.google.com/pubsub/docs/reference/rest)\n",
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"- [run.googleapis.com](https://cloud.google.com/run/docs/reference/rest)\n",
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"- [storage.googleapis.com](https://cloud.google.com/storage/docs/apis)\n",
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"\n",
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"AutoMLOps will create the following service account and update [IAM permissions](https://cloud.google.com/iam/docs/understanding-roles) during the provision step:\n",
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"1. Pipeline Runner Service Account (defaults to: vertex-pipelines@PROJECT_ID.iam.gserviceaccount.com). Roles added:\n",
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"- roles/aiplatform.serviceAgent\n",
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"- roles/aiplatform.user\n",
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"- roles/artifactregistry.reader\n",
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"- roles/bigquery.user\n",
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"- roles/bigquery.dataEditor\n",
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"- roles/iam.serviceAccountUser\n",
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"- roles/storage.admin\n",
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"- roles/cloudfunctions.admin\n",
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"\n",
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"# User Guide\n",
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"\n",

‎examples/training/.gcloudignore

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# This file specifies files that are *not* uploaded to Google Cloud
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# using gcloud. It follows the same syntax as .gitignore, with the addition of
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# "#!include" directives (which insert the entries of the given .gitignore-style
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# file at that point).
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#
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# For more information, run:
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# $ gcloud topic gcloudignore
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#
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.gcloudignore
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# If you would like to upload your .git directory, .gitignore file or files
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# from your .gitignore file, remove the corresponding line
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# below:
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.git
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.gitignore
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node_modules
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#!include:.gitignore

‎examples/training/00_introduction_training_example.ipynb

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"- [compute.googleapis.com](https://cloud.google.com/compute/docs/reference/rest/v1)\n",
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"- [iam.googleapis.com](https://cloud.google.com/iam/docs/reference/rest)\n",
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"- [iamcredentials.googleapis.com](https://cloud.google.com/iam/docs/reference/credentials/rest)\n",
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"- [ml.googleapis.com](https://cloud.google.com/ai-platform/training/docs/reference/rest)\n",
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"- [pubsub.googleapis.com](https://cloud.google.com/pubsub/docs/reference/rest)\n",
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"- [run.googleapis.com](https://cloud.google.com/run/docs/reference/rest)\n",
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"- [storage.googleapis.com](https://cloud.google.com/storage/docs/apis)\n",
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"\n",
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"AutoMLOps will create the following service account and update [IAM permissions](https://cloud.google.com/iam/docs/understanding-roles) during the provision step:\n",
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"1. Pipeline Runner Service Account (defaults to: vertex-pipelines@PROJECT_ID.iam.gserviceaccount.com). Roles added:\n",
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"- roles/aiplatform.serviceAgent\n",
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"- roles/aiplatform.user\n",
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"- roles/artifactregistry.reader\n",
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"- roles/bigquery.user\n",
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"- roles/bigquery.dataEditor\n",
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"- roles/iam.serviceAccountUser\n",
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"- roles/storage.admin\n",
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"- roles/cloudfunctions.admin\n",
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"\n",
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"# User Guide\n",
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"\n",
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"cell_type": "code",
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"execution_count": 13,
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"id": "a7e1efd9",
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"metadata": {},
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"metadata": {
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"scrolled": false
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"WARNING: Provisioning requires these permissions:\n",
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"-iam.serviceAccounts.list\n",
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"-storage.buckets.create\n",
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"-cloudscheduler.jobs.create\n",
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"-iam.serviceAccounts.create\n",
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"-serviceusage.services.use\n",
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"-serviceusage.services.enable\n",
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"-artifactregistry.repositories.create\n",
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"-source.repos.list\n",
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"-artifactregistry.repositories.list\n",
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"-cloudbuild.builds.list\n",
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"-iam.serviceAccounts.list\n",
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"-pubsub.topics.list\n",
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"-pubsub.subscriptions.create\n",
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"-cloudbuild.builds.create\n",
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"-storage.buckets.create\n",
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"-pubsub.topics.create\n",
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"-cloudfunctions.functions.create\n",
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"-cloudfunctions.functions.get\n",
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"-pubsub.subscriptions.create\n",
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"-iam.serviceAccounts.actAs\n",
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"-storage.buckets.get\n",
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"-resourcemanager.projects.setIamPolicy\n",
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"-cloudscheduler.jobs.list\n",
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"-storage.buckets.get\n",
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"-iam.serviceAccounts.actAs\n",
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"-iam.serviceAccounts.create\n",
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"-source.repos.create\n",
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"-pubsub.subscriptions.list\n",
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"-cloudscheduler.jobs.list\n",
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"-artifactregistry.repositories.create\n",
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"-serviceusage.services.enable\n",
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"-cloudfunctions.functions.get\n",
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"-source.repos.list\n",
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"-pubsub.topics.list\n",
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"-cloudbuild.builds.list\n",
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"-artifactregistry.repositories.list\n",
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"\n",
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"You are currently using: srastatter@google.com. Please check your account permissions.\n",
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"The following are the recommended roles for provisioning:\n",
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"-roles/artifactregistry.admin\n",
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"-roles/iam.serviceAccountUser\n",
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"-roles/serviceusage.serviceUsageAdmin\n",
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"-roles/cloudbuild.builds.editor\n",
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"-roles/cloudfunctions.admin\n",
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"-roles/storage.admin\n",
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"-roles/source.admin\n",
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"-roles/iam.serviceAccountUser\n",
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"-roles/cloudscheduler.admin\n",
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"-roles/iam.serviceAccountAdmin\n",
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"-roles/storage.admin\n",
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"-roles/cloudscheduler.admin\n",
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"-roles/artifactregistry.admin\n",
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"-roles/pubsub.editor\n",
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"-roles/cloudbuild.builds.editor\n",
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"-roles/resourcemanager.projectIamAdmin\n",
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"-roles/cloudfunctions.admin\n",
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"\n",
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"\u001b[0;32m Setting up API services in project automlops-sandbox \u001b[0m\n",
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"Operation \"operations/acat.p2-45373616427-2910359e-ca81-4af7-997d-7452e76b8677\" finished successfully.\n",
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"Operation \"operations/acat.p2-45373616427-a14841f0-e60d-4c6c-ace7-073e858c1888\" finished successfully.\n",
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"\u001b[0;32m Setting up Artifact Registry in project automlops-sandbox \u001b[0m\n",
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"Listing items under project automlops-sandbox, location us-central1.\n",
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"\n",
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"dry-beans-dt-artifact-registry DOCKER STANDARD_REPOSITORY Artifact Registry dry-beans-dt-artifact-registry in us-central1. us-central1 Google-managed key 2023-09-05T11:25:48 2023-09-20T13:10:52 9080.502\n",
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"dry-beans-dt-artifact-registry DOCKER STANDARD_REPOSITORY Artifact Registry dry-beans-dt-artifact-registry in us-central1. us-central1 Google-managed key 2023-09-05T11:25:48 2023-09-20T14:07:57 9794.524\n",
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"Artifact Registry: dry-beans-dt-artifact-registry already exists in project automlops-sandbox\n",
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"\u001b[0;32m Setting up Storage Bucket in project automlops-sandbox \u001b[0m\n",
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"gs://automlops-sandbox-dry-beans-dt-bucket/\n",
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"\u001b[0;32m Deploying Cloud Functions: dry-beans-dt-job-submission-svc in project automlops-sandbox \u001b[0m\n",
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"Deploying function (may take a while - up to 2 minutes)...\n",
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"..\n",
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"For Cloud Build Logs, visit: https://console.cloud.google.com/cloud-build/builds;region=us-central1/02d7faae-e8b0-409b-84e2-cb2ad5c86164?project=45373616427\n",
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"...........................................................done.\n",
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"For Cloud Build Logs, visit: https://console.cloud.google.com/cloud-build/builds;region=us-central1/71111d1b-0448-4f22-862b-d040e37cedf2?project=45373616427\n",
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"................................................................done.\n",
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"availableMemoryMb: 512\n",
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"buildId: 02d7faae-e8b0-409b-84e2-cb2ad5c86164\n",
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"buildName: projects/45373616427/locations/us-central1/builds/02d7faae-e8b0-409b-84e2-cb2ad5c86164\n",
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"buildId: 71111d1b-0448-4f22-862b-d040e37cedf2\n",
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"buildName: projects/45373616427/locations/us-central1/builds/71111d1b-0448-4f22-862b-d040e37cedf2\n",
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"dockerRegistry: ARTIFACT_REGISTRY\n",
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"entryPoint: process_request\n",
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"eventTrigger:\n",
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"name: projects/automlops-sandbox/locations/us-central1/functions/dry-beans-dt-job-submission-svc\n",
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"runtime: python39\n",
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"serviceAccountEmail: vertex-pipelines@automlops-sandbox.iam.gserviceaccount.com\n",
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"sourceUploadUrl: https://storage.googleapis.com/uploads-961973632599.us-central1.cloudfunctions.appspot.com/fce36a97-cf63-49c5-94ab-144dcf125cdd.zip\n",
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"sourceUploadUrl: https://storage.googleapis.com/uploads-961973632599.us-central1.cloudfunctions.appspot.com/de8b497b-dff0-4ba2-b88c-d9b59f868941.zip\n",
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"status: ACTIVE\n",
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"timeout: 540s\n",
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"updateTime: '2023-09-20T18:01:23.259Z'\n",
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"versionId: '3'\n",
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"updateTime: '2023-09-25T16:24:11.187Z'\n",
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"versionId: '5'\n",
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"\u001b[0;32m Setting up Cloud Build Trigger in project automlops-sandbox \u001b[0m\n",
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"name: dry-beans-dt-build-trigger\n",
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"Cloudbuild Trigger already exists in project automlops-sandbox for repo dry-beans-dt-repository\n",

‎examples/training/01_clustering_example.ipynb

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"- [compute.googleapis.com](https://cloud.google.com/compute/docs/reference/rest/v1)\n",
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"- [iam.googleapis.com](https://cloud.google.com/iam/docs/reference/rest)\n",
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"- [iamcredentials.googleapis.com](https://cloud.google.com/iam/docs/reference/credentials/rest)\n",
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"- [ml.googleapis.com](https://cloud.google.com/ai-platform/training/docs/reference/rest)\n",
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"- [pubsub.googleapis.com](https://cloud.google.com/pubsub/docs/reference/rest)\n",
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"- [run.googleapis.com](https://cloud.google.com/run/docs/reference/rest)\n",
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"- [storage.googleapis.com](https://cloud.google.com/storage/docs/apis)\n",
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"\n",
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"AutoMLOps will create the following service account and update [IAM permissions](https://cloud.google.com/iam/docs/understanding-roles) during the provision step:\n",
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"1. Pipeline Runner Service Account (defaults to: vertex-pipelines@PROJECT_ID.iam.gserviceaccount.com). Roles added:\n",
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"- roles/aiplatform.serviceAgent\n",
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"- roles/aiplatform.user\n",
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"- roles/artifactregistry.reader\n",
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"- roles/bigquery.user\n",
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"- roles/bigquery.dataEditor\n",
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"- roles/iam.serviceAccountUser\n",
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"- roles/storage.admin\n",
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"- roles/cloudfunctions.admin\n",
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"\n",
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"# User Guide\n",
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"\n",

‎examples/training/02_tensorflow_transfer_learning_gpu_example.ipynb

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"- [compute.googleapis.com](https://cloud.google.com/compute/docs/reference/rest/v1)\n",
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"- [iam.googleapis.com](https://cloud.google.com/iam/docs/reference/rest)\n",
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"- [iamcredentials.googleapis.com](https://cloud.google.com/iam/docs/reference/credentials/rest)\n",
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"- [ml.googleapis.com](https://cloud.google.com/ai-platform/training/docs/reference/rest)\n",
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"- [pubsub.googleapis.com](https://cloud.google.com/pubsub/docs/reference/rest)\n",
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"- [run.googleapis.com](https://cloud.google.com/run/docs/reference/rest)\n",
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"- [storage.googleapis.com](https://cloud.google.com/storage/docs/apis)\n",
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"\n",
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"AutoMLOps will create the following service account and update [IAM permissions](https://cloud.google.com/iam/docs/understanding-roles) during the provision step:\n",
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"1. Pipeline Runner Service Account (defaults to: vertex-pipelines@PROJECT_ID.iam.gserviceaccount.com). Roles added:\n",
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"- roles/aiplatform.serviceAgent\n",
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"- roles/aiplatform.user\n",
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"- roles/artifactregistry.reader\n",
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"- roles/bigquery.user\n",
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"- roles/bigquery.dataEditor\n",
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"- roles/iam.serviceAccountUser\n",
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"- roles/storage.admin\n",
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"- roles/cloudfunctions.admin\n",
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"\n",
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"# User Guide\n",
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"\n",

‎examples/training/03_bqml_introduction_training_example.ipynb

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"- [compute.googleapis.com](https://cloud.google.com/compute/docs/reference/rest/v1)\n",
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"- [iam.googleapis.com](https://cloud.google.com/iam/docs/reference/rest)\n",
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"- [iamcredentials.googleapis.com](https://cloud.google.com/iam/docs/reference/credentials/rest)\n",
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"- [ml.googleapis.com](https://cloud.google.com/ai-platform/training/docs/reference/rest)\n",
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"- [pubsub.googleapis.com](https://cloud.google.com/pubsub/docs/reference/rest)\n",
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"- [run.googleapis.com](https://cloud.google.com/run/docs/reference/rest)\n",
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"- [storage.googleapis.com](https://cloud.google.com/storage/docs/apis)\n",
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"\n",
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"AutoMLOps will create the following service account and update [IAM permissions](https://cloud.google.com/iam/docs/understanding-roles) during the provision step:\n",
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"1. Pipeline Runner Service Account (defaults to: vertex-pipelines@PROJECT_ID.iam.gserviceaccount.com). Roles added:\n",
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"- roles/aiplatform.serviceAgent\n",
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"- roles/aiplatform.user\n",
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"- roles/artifactregistry.reader\n",
117+
"- roles/bigquery.user\n",
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"- roles/bigquery.dataEditor\n",
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"- roles/iam.serviceAccountUser\n",
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"- roles/storage.admin\n",
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"- roles/cloudfunctions.admin\n",
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"\n",
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"# User Guide\n",
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"\n",

‎examples/training/04_bqml_forecasting-retail-demand.ipynb

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"- [compute.googleapis.com](https://cloud.google.com/compute/docs/reference/rest/v1)\n",
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"- [iam.googleapis.com](https://cloud.google.com/iam/docs/reference/rest)\n",
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"- [iamcredentials.googleapis.com](https://cloud.google.com/iam/docs/reference/credentials/rest)\n",
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"- [ml.googleapis.com](https://cloud.google.com/ai-platform/training/docs/reference/rest)\n",
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"- [pubsub.googleapis.com](https://cloud.google.com/pubsub/docs/reference/rest)\n",
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"- [run.googleapis.com](https://cloud.google.com/run/docs/reference/rest)\n",
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"- [storage.googleapis.com](https://cloud.google.com/storage/docs/apis)\n",
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"\n",
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"AutoMLOps will create the following service account and update [IAM permissions](https://cloud.google.com/iam/docs/understanding-roles) during the provision step:\n",
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"1. Pipeline Runner Service Account (defaults to: vertex-pipelines@PROJECT_ID.iam.gserviceaccount.com). Roles added:\n",
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"- roles/aiplatform.serviceAgent\n",
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"- roles/aiplatform.user\n",
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"- roles/artifactregistry.reader\n",
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"- roles/bigquery.user\n",
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"- roles/bigquery.dataEditor\n",
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"- roles/iam.serviceAccountUser\n",
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"- roles/storage.admin\n",
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"- roles/cloudfunctions.admin\n",
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"\n",
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"# User Guide\n",
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"\n",

‎google_cloud_automlops/__init__.py

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series of directories to support the creation of Vertex Pipelines.
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"""
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# pylint: disable=invalid-name
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__version__ = '1.2.1'
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__version__ = '1.2.2'
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__author__ = 'Sean Rastatter'
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__credits__ = 'Google'

‎google_cloud_automlops/provisioning/gcloud/templates/provision_resources.sh.j2

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@@ -143,7 +143,6 @@ fi
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echo -e "$GREEN Deploying Cloud Functions: ${PIPELINE_JOB_SUBMISSION_SERVICE_NAME} in project $PROJECT_ID $NC"
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gcloud functions deploy $PIPELINE_JOB_SUBMISSION_SERVICE_NAME \
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--no-allow-unauthenticated \
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--docker-registry="artifact-registry" \
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--trigger-topic=$PUBSUB_TOPIC_NAME \
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--entry-point=process_request \
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--runtime=python39 \

‎google_cloud_automlops/provisioning/terraform/templates/environment/main.tf.j2

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@@ -110,7 +110,7 @@ resource "google_storage_bucket_object" "archive_submission_service_code" {
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resource "google_cloudfunctions_function" "pipeline_job_submission_service" {
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name = var.pipeline_job_submission_service_name
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region = var.pipeline_job_submission_service_location
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docker_registry = "ARTIFACT_REGISTRY"
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# docker_registry = "ARTIFACT_REGISTRY"
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service_account_email = google_service_account.pipeline_job_runner_service_account.email
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runtime = "python39"
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entry_point = "process_request"

‎google_cloud_automlops/utils/utils.py

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@@ -466,7 +466,6 @@ def get_required_apis(defaults: dict) -> Set:
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'compute.googleapis.com',
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'iamcredentials.googleapis.com',
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'iam.googleapis.com',
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'ml.googleapis.com',
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'pubsub.googleapis.com',
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'storage.googleapis.com'])
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if defaults['tooling']['orchestration_framework'] == Orchestrator.KFP.value:

‎setup.py

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@@ -20,7 +20,7 @@
2020

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setup(
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name='google-cloud-automlops',
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version='1.2.1',
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version='1.2.2',
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description='Build MLOps Pipelines in Minutes.',
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long_description=readme_contents,
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long_description_content_type='text/markdown',

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