python/pipelines/automl_tabular_pl_v2.yaml [4142:5965]:
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        predictions_gcs_source:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        dataflow_disk_size:
          defaultValue: 50.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_machine_type:
          defaultValue: n1-standard-4
          isOptional: true
          parameterType: STRING
        dataflow_max_workers_num:
          defaultValue: 5.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_service_account:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_subnetwork:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_use_public_ips:
          defaultValue: true
          isOptional: true
          parameterType: BOOLEAN
        dataflow_workers_num:
          defaultValue: 1.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        root_dir:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        feature_attributions:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-importer:
    executorLabel: exec-importer
    inputDefinitions:
      parameters:
        uri:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        artifact:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
  comp-merge-materialized-splits:
    executorLabel: exec-merge-materialized-splits
    inputDefinitions:
      artifacts:
        split_0:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
        split_1:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
    outputDefinitions:
      artifacts:
        splits:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
  comp-model-batch-explanation:
    executorLabel: exec-model-batch-explanation
    inputDefinitions:
      artifacts:
        explanation_metadata_artifact:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
          isOptional: true
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        accelerator_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        accelerator_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_destination_output_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_source_input_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        gcs_destination_output_uri_prefix:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        gcs_source_uris:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        generate_explanation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        instances_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        job_display_name:
          parameterType: STRING
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        machine_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        manual_batch_tuning_parameters_batch_size:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        max_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        model_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        starting_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
    outputDefinitions:
      artifacts:
        batchpredictionjob:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
        bigquery_output_table:
          artifactType:
            schemaTitle: google.BQTable
            schemaVersion: 0.0.1
        gcs_output_directory:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-batch-explanation-2:
    executorLabel: exec-model-batch-explanation-2
    inputDefinitions:
      artifacts:
        explanation_metadata_artifact:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
          isOptional: true
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        accelerator_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        accelerator_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_destination_output_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_source_input_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        gcs_destination_output_uri_prefix:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        gcs_source_uris:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        generate_explanation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        instances_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        job_display_name:
          parameterType: STRING
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        machine_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        manual_batch_tuning_parameters_batch_size:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        max_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        model_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        starting_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
    outputDefinitions:
      artifacts:
        batchpredictionjob:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
        bigquery_output_table:
          artifactType:
            schemaTitle: google.BQTable
            schemaVersion: 0.0.1
        gcs_output_directory:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-batch-explanation-3:
    executorLabel: exec-model-batch-explanation-3
    inputDefinitions:
      artifacts:
        explanation_metadata_artifact:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
          isOptional: true
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        accelerator_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        accelerator_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_destination_output_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_source_input_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        gcs_destination_output_uri_prefix:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        gcs_source_uris:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        generate_explanation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        instances_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        job_display_name:
          parameterType: STRING
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        machine_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        manual_batch_tuning_parameters_batch_size:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        max_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        model_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        starting_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
    outputDefinitions:
      artifacts:
        batchpredictionjob:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
        bigquery_output_table:
          artifactType:
            schemaTitle: google.BQTable
            schemaVersion: 0.0.1
        gcs_output_directory:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-batch-predict:
    executorLabel: exec-model-batch-predict
    inputDefinitions:
      artifacts:
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        accelerator_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        accelerator_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_destination_output_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_source_input_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        gcs_destination_output_uri_prefix:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        gcs_source_uris:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        generate_explanation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        instances_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        job_display_name:
          parameterType: STRING
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        machine_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        manual_batch_tuning_parameters_batch_size:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        max_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        model_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        starting_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
    outputDefinitions:
      artifacts:
        batchpredictionjob:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
        bigquery_output_table:
          artifactType:
            schemaTitle: google.BQTable
            schemaVersion: 0.0.1
        gcs_output_directory:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-batch-predict-2:
    executorLabel: exec-model-batch-predict-2
    inputDefinitions:
      artifacts:
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        accelerator_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        accelerator_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_destination_output_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_source_input_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        gcs_destination_output_uri_prefix:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        gcs_source_uris:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        generate_explanation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        instances_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        job_display_name:
          parameterType: STRING
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        machine_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        manual_batch_tuning_parameters_batch_size:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        max_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        model_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        starting_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
    outputDefinitions:
      artifacts:
        batchpredictionjob:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
        bigquery_output_table:
          artifactType:
            schemaTitle: google.BQTable
            schemaVersion: 0.0.1
        gcs_output_directory:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-batch-predict-3:
    executorLabel: exec-model-batch-predict-3
    inputDefinitions:
      artifacts:
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        accelerator_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        accelerator_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_destination_output_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_source_input_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        gcs_destination_output_uri_prefix:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        gcs_source_uris:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        generate_explanation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        instances_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        job_display_name:
          parameterType: STRING
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        machine_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        manual_batch_tuning_parameters_batch_size:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        max_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        model_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        starting_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
    outputDefinitions:
      artifacts:
        batchpredictionjob:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
        bigquery_output_table:
          artifactType:
            schemaTitle: google.BQTable
            schemaVersion: 0.0.1
        gcs_output_directory:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-batch-predict-4:
    executorLabel: exec-model-batch-predict-4
    inputDefinitions:
      artifacts:
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        accelerator_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        accelerator_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_destination_output_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_source_input_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        gcs_destination_output_uri_prefix:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        gcs_source_uris:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        generate_explanation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        instances_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        job_display_name:
          parameterType: STRING
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        machine_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        manual_batch_tuning_parameters_batch_size:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        max_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        model_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        starting_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
    outputDefinitions:
      artifacts:
        batchpredictionjob:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
        bigquery_output_table:
          artifactType:
            schemaTitle: google.BQTable
            schemaVersion: 0.0.1
        gcs_output_directory:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-batch-predict-5:
    executorLabel: exec-model-batch-predict-5
    inputDefinitions:
      artifacts:
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        accelerator_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        accelerator_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_destination_output_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_source_input_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        gcs_destination_output_uri_prefix:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        gcs_source_uris:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        generate_explanation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        instances_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        job_display_name:
          parameterType: STRING
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        machine_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        manual_batch_tuning_parameters_batch_size:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        max_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        model_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        starting_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
    outputDefinitions:
      artifacts:
        batchpredictionjob:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
        bigquery_output_table:
          artifactType:
            schemaTitle: google.BQTable
            schemaVersion: 0.0.1
        gcs_output_directory:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-evaluation:
    executorLabel: exec-model-evaluation
    inputDefinitions:
      artifacts:
        batch_prediction_job:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
      parameters:
        dataflow_disk_size:
          defaultValue: 50.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_machine_type:
          defaultValue: n1-standard-4
          isOptional: true
          parameterType: STRING
        dataflow_max_workers_num:
          defaultValue: 100.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_service_account:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_subnetwork:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_use_public_ips:
          defaultValue: true
          isOptional: true
          parameterType: BOOLEAN
        dataflow_workers_num:
          defaultValue: 10.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        example_weight_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        ground_truth_column:
          parameterType: STRING
        ground_truth_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        prediction_id_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        prediction_label_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        prediction_score_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        problem_type:
          parameterType: STRING
        project:
          parameterType: STRING
        root_dir:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        evaluation_metrics:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-evaluation-2:
    executorLabel: exec-model-evaluation-2
    inputDefinitions:
      artifacts:
        batch_prediction_job:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
      parameters:
        dataflow_disk_size:
          defaultValue: 50.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_machine_type:
          defaultValue: n1-standard-4
          isOptional: true
          parameterType: STRING
        dataflow_max_workers_num:
          defaultValue: 100.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_service_account:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_subnetwork:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_use_public_ips:
          defaultValue: true
          isOptional: true
          parameterType: BOOLEAN
        dataflow_workers_num:
          defaultValue: 10.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        example_weight_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        ground_truth_column:
          parameterType: STRING
        ground_truth_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        prediction_id_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        prediction_label_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        prediction_score_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        problem_type:
          parameterType: STRING
        project:
          parameterType: STRING
        root_dir:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        evaluation_metrics:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-evaluation-3:
    executorLabel: exec-model-evaluation-3
    inputDefinitions:
      artifacts:
        batch_prediction_job:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
      parameters:
        dataflow_disk_size:
          defaultValue: 50.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_machine_type:
          defaultValue: n1-standard-4
          isOptional: true
          parameterType: STRING
        dataflow_max_workers_num:
          defaultValue: 100.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_service_account:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_subnetwork:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_use_public_ips:
          defaultValue: true
          isOptional: true
          parameterType: BOOLEAN
        dataflow_workers_num:
          defaultValue: 10.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        example_weight_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        ground_truth_column:
          parameterType: STRING
        ground_truth_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        prediction_id_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        prediction_label_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        prediction_score_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        problem_type:
          parameterType: STRING
        project:
          parameterType: STRING
        root_dir:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        evaluation_metrics:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-evaluation-import:
    executorLabel: exec-model-evaluation-import
    inputDefinitions:
      artifacts:
        classification_metrics:
          artifactType:
            schemaTitle: google.ClassificationMetrics
            schemaVersion: 0.0.1
          isOptional: true
        explanation:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        feature_attributions:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        forecasting_metrics:
          artifactType:
            schemaTitle: google.ForecastingMetrics
            schemaVersion: 0.0.1
          isOptional: true
        metrics:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        model:
          artifactType:
            schemaTitle: google.VertexModel
            schemaVersion: 0.0.1
        regression_metrics:
          artifactType:
            schemaTitle: google.RegressionMetrics
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        dataset_path:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataset_paths:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        dataset_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        display_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        problem_type:
          isOptional: true
          parameterType: STRING
    outputDefinitions:
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-evaluation-import-2:
    executorLabel: exec-model-evaluation-import-2
    inputDefinitions:
      artifacts:
        classification_metrics:
          artifactType:
            schemaTitle: google.ClassificationMetrics
            schemaVersion: 0.0.1
          isOptional: true
        explanation:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        feature_attributions:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        forecasting_metrics:
          artifactType:
            schemaTitle: google.ForecastingMetrics
            schemaVersion: 0.0.1
          isOptional: true
        metrics:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        model:
          artifactType:
            schemaTitle: google.VertexModel
            schemaVersion: 0.0.1
        regression_metrics:
          artifactType:
            schemaTitle: google.RegressionMetrics
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        dataset_path:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataset_paths:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        dataset_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        display_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        problem_type:
          isOptional: true
          parameterType: STRING
    outputDefinitions:
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-evaluation-import-3:
    executorLabel: exec-model-evaluation-import-3
    inputDefinitions:
      artifacts:
        classification_metrics:
          artifactType:
            schemaTitle: google.ClassificationMetrics
            schemaVersion: 0.0.1
          isOptional: true
        explanation:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        feature_attributions:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        forecasting_metrics:
          artifactType:
            schemaTitle: google.ForecastingMetrics
            schemaVersion: 0.0.1
          isOptional: true
        metrics:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        model:
          artifactType:
            schemaTitle: google.VertexModel
            schemaVersion: 0.0.1
        regression_metrics:
          artifactType:
            schemaTitle: google.RegressionMetrics
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        dataset_path:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataset_paths:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        dataset_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        display_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        problem_type:
          isOptional: true
          parameterType: STRING
    outputDefinitions:
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-upload:
    executorLabel: exec-model-upload
    inputDefinitions:
      artifacts:
        explanation_metadata_artifact:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
          isOptional: true
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        description:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        display_name:
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        model:
          artifactType:
            schemaTitle: google.VertexModel
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-upload-2:
    executorLabel: exec-model-upload-2
    inputDefinitions:
      artifacts:
        explanation_metadata_artifact:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
          isOptional: true
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        description:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        display_name:
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        model:
          artifactType:
            schemaTitle: google.VertexModel
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-upload-3:
    executorLabel: exec-model-upload-3
    inputDefinitions:
      artifacts:
        explanation_metadata_artifact:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
          isOptional: true
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        description:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        display_name:
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        model:
          artifactType:
            schemaTitle: google.VertexModel
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-read-input-uri:
    executorLabel: exec-read-input-uri
    inputDefinitions:
      artifacts:
        split_uri:
          artifactType:
            schemaTitle: system.Dataset
            schemaVersion: 0.0.1
    outputDefinitions:
      parameters:
        Output:
          parameterType: LIST
  comp-read-input-uri-2:
    executorLabel: exec-read-input-uri-2
    inputDefinitions:
      artifacts:
        split_uri:
          artifactType:
            schemaTitle: system.Dataset
            schemaVersion: 0.0.1
    outputDefinitions:
      parameters:
        Output:
          parameterType: LIST
  comp-set-optional-inputs:
    executorLabel: exec-set-optional-inputs
    inputDefinitions:
      artifacts:
        vertex_dataset:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        data_source_bigquery_table_path:
          parameterType: STRING
        data_source_csv_filenames:
          parameterType: STRING
        location:
          parameterType: STRING
        model_display_name:
          parameterType: STRING
        project:
          parameterType: STRING
    outputDefinitions:
      parameters:
        data_source_bigquery_table_path:
          parameterType: STRING
        data_source_csv_filenames:
          parameterType: STRING
        model_display_name:
          parameterType: STRING
  comp-string-not-empty:
    executorLabel: exec-string-not-empty
    inputDefinitions:
      parameters:
        value:
          parameterType: STRING
    outputDefinitions:
      parameters:
        Output:
          parameterType: STRING
  comp-tabular-stats-and-example-gen:
    executorLabel: exec-tabular-stats-and-example-gen
    inputDefinitions:
      parameters:
        additional_experiments:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        additional_experiments_json:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        data_source_bigquery_table_path:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        data_source_csv_filenames:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_disk_size_gb:
          defaultValue: 40.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_machine_type:
          defaultValue: n1-standard-16
          isOptional: true
          parameterType: STRING
        dataflow_max_num_workers:
          defaultValue: 25.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_service_account:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_subnetwork:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_use_public_ips:
          defaultValue: true
          isOptional: true
          parameterType: BOOLEAN
        enable_probabilistic_inference:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        location:
          parameterType: STRING
        optimization_objective:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        optimization_objective_precision_value:
          defaultValue: -1.0
          isOptional: true
          parameterType: NUMBER_DOUBLE
        optimization_objective_recall_value:
          defaultValue: -1.0
          isOptional: true
          parameterType: NUMBER_DOUBLE
        predefined_split_key:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        prediction_type:
          parameterType: STRING
        project:
          parameterType: STRING
        quantiles:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        request_type:
          defaultValue: COLUMN_STATS_ONLY
          isOptional: true
          parameterType: STRING
        root_dir:
          parameterType: STRING
        run_distillation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        stratified_split_key:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        target_column_name:
          parameterType: STRING
        test_fraction:
          defaultValue: -1.0
          isOptional: true
          parameterType: NUMBER_DOUBLE
        timestamp_split_key:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        training_fraction:
          defaultValue: -1.0
          isOptional: true
          parameterType: NUMBER_DOUBLE
        transformations:
          parameterType: STRING
        transformations_path:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        validation_fraction:
          defaultValue: -1.0
          isOptional: true
          parameterType: NUMBER_DOUBLE
        weight_column_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
    outputDefinitions:
      artifacts:
        dataset_schema:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
        dataset_stats:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
        eval_split:
          artifactType:
            schemaTitle: system.Dataset
            schemaVersion: 0.0.1
        instance_baseline:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
        metadata:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
        test_split:
          artifactType:
            schemaTitle: system.Dataset
            schemaVersion: 0.0.1
        train_split:
          artifactType:
            schemaTitle: system.Dataset
            schemaVersion: 0.0.1
      parameters:
        downsampled_test_split_json:
          parameterType: LIST
        gcp_resources:
          parameterType: STRING
        test_split_json:
          parameterType: LIST
  comp-write-bp-result-path:
    executorLabel: exec-write-bp-result-path
    inputDefinitions:
      artifacts:
        bp_job:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
    outputDefinitions:
      artifacts:
        result:
          artifactType:
            schemaTitle: system.Dataset
            schemaVersion: 0.0.1
  comp-write-bp-result-path-2:
    executorLabel: exec-write-bp-result-path-2
    inputDefinitions:
      artifacts:
        bp_job:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
    outputDefinitions:
      artifacts:
        result:
          artifactType:
            schemaTitle: system.Dataset
            schemaVersion: 0.0.1
deploymentSpec:
  executors:
    exec-automl-tabular-cv-trainer:
      container:
        args:
        - --type
        - CustomJob
        - --project
        - '{{$.inputs.parameters[''project'']}}'
        - --location
        - '{{$.inputs.parameters[''location'']}}'
        - --gcp_resources
        - '{{$.outputs.parameters[''gcp_resources''].output_file}}'
        - --payload
        - '{"Concat": ["{\"display_name\": \"automl-tabular-cv-tuner-{{$.pipeline_job_uuid}}-{{$.pipeline_task_uuid}}\",
          \"encryption_spec\": {\"kms_key_name\":\"", "{{$.inputs.parameters[''encryption_spec_key_name'']}}",
          "\"}, \"job_spec\": {\"worker_pool_specs\": [{\"replica_count\": 1, \"machine_spec\":
          {\"machine_type\": \"n1-standard-8\"}, \"container_spec\": {\"image_uri\":\"",
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -



python/pipelines/automl_tabular_pl_v3.yaml [4159:5982]:
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
        predictions_gcs_source:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        dataflow_disk_size:
          defaultValue: 50.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_machine_type:
          defaultValue: n1-standard-4
          isOptional: true
          parameterType: STRING
        dataflow_max_workers_num:
          defaultValue: 5.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_service_account:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_subnetwork:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_use_public_ips:
          defaultValue: true
          isOptional: true
          parameterType: BOOLEAN
        dataflow_workers_num:
          defaultValue: 1.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        root_dir:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        feature_attributions:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-importer:
    executorLabel: exec-importer
    inputDefinitions:
      parameters:
        uri:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        artifact:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
  comp-merge-materialized-splits:
    executorLabel: exec-merge-materialized-splits
    inputDefinitions:
      artifacts:
        split_0:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
        split_1:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
    outputDefinitions:
      artifacts:
        splits:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
  comp-model-batch-explanation:
    executorLabel: exec-model-batch-explanation
    inputDefinitions:
      artifacts:
        explanation_metadata_artifact:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
          isOptional: true
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        accelerator_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        accelerator_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_destination_output_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_source_input_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        gcs_destination_output_uri_prefix:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        gcs_source_uris:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        generate_explanation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        instances_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        job_display_name:
          parameterType: STRING
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        machine_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        manual_batch_tuning_parameters_batch_size:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        max_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        model_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        starting_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
    outputDefinitions:
      artifacts:
        batchpredictionjob:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
        bigquery_output_table:
          artifactType:
            schemaTitle: google.BQTable
            schemaVersion: 0.0.1
        gcs_output_directory:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-batch-explanation-2:
    executorLabel: exec-model-batch-explanation-2
    inputDefinitions:
      artifacts:
        explanation_metadata_artifact:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
          isOptional: true
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        accelerator_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        accelerator_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_destination_output_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_source_input_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        gcs_destination_output_uri_prefix:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        gcs_source_uris:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        generate_explanation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        instances_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        job_display_name:
          parameterType: STRING
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        machine_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        manual_batch_tuning_parameters_batch_size:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        max_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        model_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        starting_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
    outputDefinitions:
      artifacts:
        batchpredictionjob:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
        bigquery_output_table:
          artifactType:
            schemaTitle: google.BQTable
            schemaVersion: 0.0.1
        gcs_output_directory:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-batch-explanation-3:
    executorLabel: exec-model-batch-explanation-3
    inputDefinitions:
      artifacts:
        explanation_metadata_artifact:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
          isOptional: true
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        accelerator_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        accelerator_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_destination_output_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_source_input_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        gcs_destination_output_uri_prefix:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        gcs_source_uris:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        generate_explanation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        instances_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        job_display_name:
          parameterType: STRING
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        machine_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        manual_batch_tuning_parameters_batch_size:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        max_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        model_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        starting_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
    outputDefinitions:
      artifacts:
        batchpredictionjob:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
        bigquery_output_table:
          artifactType:
            schemaTitle: google.BQTable
            schemaVersion: 0.0.1
        gcs_output_directory:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-batch-predict:
    executorLabel: exec-model-batch-predict
    inputDefinitions:
      artifacts:
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        accelerator_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        accelerator_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_destination_output_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_source_input_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        gcs_destination_output_uri_prefix:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        gcs_source_uris:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        generate_explanation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        instances_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        job_display_name:
          parameterType: STRING
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        machine_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        manual_batch_tuning_parameters_batch_size:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        max_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        model_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        starting_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
    outputDefinitions:
      artifacts:
        batchpredictionjob:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
        bigquery_output_table:
          artifactType:
            schemaTitle: google.BQTable
            schemaVersion: 0.0.1
        gcs_output_directory:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-batch-predict-2:
    executorLabel: exec-model-batch-predict-2
    inputDefinitions:
      artifacts:
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        accelerator_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        accelerator_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_destination_output_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_source_input_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        gcs_destination_output_uri_prefix:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        gcs_source_uris:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        generate_explanation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        instances_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        job_display_name:
          parameterType: STRING
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        machine_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        manual_batch_tuning_parameters_batch_size:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        max_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        model_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        starting_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
    outputDefinitions:
      artifacts:
        batchpredictionjob:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
        bigquery_output_table:
          artifactType:
            schemaTitle: google.BQTable
            schemaVersion: 0.0.1
        gcs_output_directory:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-batch-predict-3:
    executorLabel: exec-model-batch-predict-3
    inputDefinitions:
      artifacts:
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        accelerator_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        accelerator_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_destination_output_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_source_input_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        gcs_destination_output_uri_prefix:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        gcs_source_uris:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        generate_explanation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        instances_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        job_display_name:
          parameterType: STRING
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        machine_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        manual_batch_tuning_parameters_batch_size:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        max_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        model_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        starting_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
    outputDefinitions:
      artifacts:
        batchpredictionjob:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
        bigquery_output_table:
          artifactType:
            schemaTitle: google.BQTable
            schemaVersion: 0.0.1
        gcs_output_directory:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-batch-predict-4:
    executorLabel: exec-model-batch-predict-4
    inputDefinitions:
      artifacts:
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        accelerator_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        accelerator_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_destination_output_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_source_input_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        gcs_destination_output_uri_prefix:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        gcs_source_uris:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        generate_explanation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        instances_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        job_display_name:
          parameterType: STRING
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        machine_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        manual_batch_tuning_parameters_batch_size:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        max_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        model_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        starting_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
    outputDefinitions:
      artifacts:
        batchpredictionjob:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
        bigquery_output_table:
          artifactType:
            schemaTitle: google.BQTable
            schemaVersion: 0.0.1
        gcs_output_directory:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-batch-predict-5:
    executorLabel: exec-model-batch-predict-5
    inputDefinitions:
      artifacts:
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        accelerator_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        accelerator_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_destination_output_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        bigquery_source_input_uri:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        gcs_destination_output_uri_prefix:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        gcs_source_uris:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        generate_explanation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        instances_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        job_display_name:
          parameterType: STRING
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        machine_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        manual_batch_tuning_parameters_batch_size:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        max_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        model_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
        starting_replica_count:
          defaultValue: 0.0
          isOptional: true
          parameterType: NUMBER_INTEGER
    outputDefinitions:
      artifacts:
        batchpredictionjob:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
        bigquery_output_table:
          artifactType:
            schemaTitle: google.BQTable
            schemaVersion: 0.0.1
        gcs_output_directory:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-evaluation:
    executorLabel: exec-model-evaluation
    inputDefinitions:
      artifacts:
        batch_prediction_job:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
      parameters:
        dataflow_disk_size:
          defaultValue: 50.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_machine_type:
          defaultValue: n1-standard-4
          isOptional: true
          parameterType: STRING
        dataflow_max_workers_num:
          defaultValue: 100.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_service_account:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_subnetwork:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_use_public_ips:
          defaultValue: true
          isOptional: true
          parameterType: BOOLEAN
        dataflow_workers_num:
          defaultValue: 10.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        example_weight_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        ground_truth_column:
          parameterType: STRING
        ground_truth_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        prediction_id_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        prediction_label_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        prediction_score_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        problem_type:
          parameterType: STRING
        project:
          parameterType: STRING
        root_dir:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        evaluation_metrics:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-evaluation-2:
    executorLabel: exec-model-evaluation-2
    inputDefinitions:
      artifacts:
        batch_prediction_job:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
      parameters:
        dataflow_disk_size:
          defaultValue: 50.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_machine_type:
          defaultValue: n1-standard-4
          isOptional: true
          parameterType: STRING
        dataflow_max_workers_num:
          defaultValue: 100.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_service_account:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_subnetwork:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_use_public_ips:
          defaultValue: true
          isOptional: true
          parameterType: BOOLEAN
        dataflow_workers_num:
          defaultValue: 10.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        example_weight_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        ground_truth_column:
          parameterType: STRING
        ground_truth_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        prediction_id_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        prediction_label_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        prediction_score_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        problem_type:
          parameterType: STRING
        project:
          parameterType: STRING
        root_dir:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        evaluation_metrics:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-evaluation-3:
    executorLabel: exec-model-evaluation-3
    inputDefinitions:
      artifacts:
        batch_prediction_job:
          artifactType:
            schemaTitle: google.VertexBatchPredictionJob
            schemaVersion: 0.0.1
      parameters:
        dataflow_disk_size:
          defaultValue: 50.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_machine_type:
          defaultValue: n1-standard-4
          isOptional: true
          parameterType: STRING
        dataflow_max_workers_num:
          defaultValue: 100.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_service_account:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_subnetwork:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_use_public_ips:
          defaultValue: true
          isOptional: true
          parameterType: BOOLEAN
        dataflow_workers_num:
          defaultValue: 10.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        example_weight_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        ground_truth_column:
          parameterType: STRING
        ground_truth_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        prediction_id_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        prediction_label_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        prediction_score_column:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        predictions_format:
          defaultValue: jsonl
          isOptional: true
          parameterType: STRING
        problem_type:
          parameterType: STRING
        project:
          parameterType: STRING
        root_dir:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        evaluation_metrics:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-evaluation-import:
    executorLabel: exec-model-evaluation-import
    inputDefinitions:
      artifacts:
        classification_metrics:
          artifactType:
            schemaTitle: google.ClassificationMetrics
            schemaVersion: 0.0.1
          isOptional: true
        explanation:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        feature_attributions:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        forecasting_metrics:
          artifactType:
            schemaTitle: google.ForecastingMetrics
            schemaVersion: 0.0.1
          isOptional: true
        metrics:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        model:
          artifactType:
            schemaTitle: google.VertexModel
            schemaVersion: 0.0.1
        regression_metrics:
          artifactType:
            schemaTitle: google.RegressionMetrics
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        dataset_path:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataset_paths:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        dataset_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        display_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        problem_type:
          isOptional: true
          parameterType: STRING
    outputDefinitions:
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-evaluation-import-2:
    executorLabel: exec-model-evaluation-import-2
    inputDefinitions:
      artifacts:
        classification_metrics:
          artifactType:
            schemaTitle: google.ClassificationMetrics
            schemaVersion: 0.0.1
          isOptional: true
        explanation:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        feature_attributions:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        forecasting_metrics:
          artifactType:
            schemaTitle: google.ForecastingMetrics
            schemaVersion: 0.0.1
          isOptional: true
        metrics:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        model:
          artifactType:
            schemaTitle: google.VertexModel
            schemaVersion: 0.0.1
        regression_metrics:
          artifactType:
            schemaTitle: google.RegressionMetrics
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        dataset_path:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataset_paths:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        dataset_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        display_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        problem_type:
          isOptional: true
          parameterType: STRING
    outputDefinitions:
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-evaluation-import-3:
    executorLabel: exec-model-evaluation-import-3
    inputDefinitions:
      artifacts:
        classification_metrics:
          artifactType:
            schemaTitle: google.ClassificationMetrics
            schemaVersion: 0.0.1
          isOptional: true
        explanation:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        feature_attributions:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        forecasting_metrics:
          artifactType:
            schemaTitle: google.ForecastingMetrics
            schemaVersion: 0.0.1
          isOptional: true
        metrics:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
          isOptional: true
        model:
          artifactType:
            schemaTitle: google.VertexModel
            schemaVersion: 0.0.1
        regression_metrics:
          artifactType:
            schemaTitle: google.RegressionMetrics
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        dataset_path:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataset_paths:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        dataset_type:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        display_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        problem_type:
          isOptional: true
          parameterType: STRING
    outputDefinitions:
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-upload:
    executorLabel: exec-model-upload
    inputDefinitions:
      artifacts:
        explanation_metadata_artifact:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
          isOptional: true
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        description:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        display_name:
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        model:
          artifactType:
            schemaTitle: google.VertexModel
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-upload-2:
    executorLabel: exec-model-upload-2
    inputDefinitions:
      artifacts:
        explanation_metadata_artifact:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
          isOptional: true
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        description:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        display_name:
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        model:
          artifactType:
            schemaTitle: google.VertexModel
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-model-upload-3:
    executorLabel: exec-model-upload-3
    inputDefinitions:
      artifacts:
        explanation_metadata_artifact:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
          isOptional: true
        unmanaged_container_model:
          artifactType:
            schemaTitle: google.UnmanagedContainerModel
            schemaVersion: 0.0.1
          isOptional: true
      parameters:
        description:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        display_name:
          parameterType: STRING
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        explanation_metadata:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        explanation_parameters:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        labels:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        location:
          defaultValue: us-central1
          isOptional: true
          parameterType: STRING
        project:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        model:
          artifactType:
            schemaTitle: google.VertexModel
            schemaVersion: 0.0.1
      parameters:
        gcp_resources:
          parameterType: STRING
  comp-read-input-uri:
    executorLabel: exec-read-input-uri
    inputDefinitions:
      artifacts:
        split_uri:
          artifactType:
            schemaTitle: system.Dataset
            schemaVersion: 0.0.1
    outputDefinitions:
      parameters:
        Output:
          parameterType: LIST
  comp-read-input-uri-2:
    executorLabel: exec-read-input-uri-2
    inputDefinitions:
      artifacts:
        split_uri:
          artifactType:
            schemaTitle: system.Dataset
            schemaVersion: 0.0.1
    outputDefinitions:
      parameters:
        Output:
          parameterType: LIST
  comp-set-optional-inputs:
    executorLabel: exec-set-optional-inputs
    inputDefinitions:
      artifacts:
        vertex_dataset:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
      parameters:
        data_source_bigquery_table_path:
          parameterType: STRING
        data_source_csv_filenames:
          parameterType: STRING
        location:
          parameterType: STRING
        model_display_name:
          parameterType: STRING
        project:
          parameterType: STRING
    outputDefinitions:
      parameters:
        data_source_bigquery_table_path:
          parameterType: STRING
        data_source_csv_filenames:
          parameterType: STRING
        model_display_name:
          parameterType: STRING
  comp-string-not-empty:
    executorLabel: exec-string-not-empty
    inputDefinitions:
      parameters:
        value:
          parameterType: STRING
    outputDefinitions:
      parameters:
        Output:
          parameterType: STRING
  comp-tabular-stats-and-example-gen:
    executorLabel: exec-tabular-stats-and-example-gen
    inputDefinitions:
      parameters:
        additional_experiments:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        additional_experiments_json:
          defaultValue: {}
          isOptional: true
          parameterType: STRUCT
        data_source_bigquery_table_path:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        data_source_csv_filenames:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_disk_size_gb:
          defaultValue: 40.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_machine_type:
          defaultValue: n1-standard-16
          isOptional: true
          parameterType: STRING
        dataflow_max_num_workers:
          defaultValue: 25.0
          isOptional: true
          parameterType: NUMBER_INTEGER
        dataflow_service_account:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_subnetwork:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        dataflow_use_public_ips:
          defaultValue: true
          isOptional: true
          parameterType: BOOLEAN
        enable_probabilistic_inference:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        encryption_spec_key_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        location:
          parameterType: STRING
        optimization_objective:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        optimization_objective_precision_value:
          defaultValue: -1.0
          isOptional: true
          parameterType: NUMBER_DOUBLE
        optimization_objective_recall_value:
          defaultValue: -1.0
          isOptional: true
          parameterType: NUMBER_DOUBLE
        predefined_split_key:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        prediction_type:
          parameterType: STRING
        project:
          parameterType: STRING
        quantiles:
          defaultValue: []
          isOptional: true
          parameterType: LIST
        request_type:
          defaultValue: COLUMN_STATS_ONLY
          isOptional: true
          parameterType: STRING
        root_dir:
          parameterType: STRING
        run_distillation:
          defaultValue: false
          isOptional: true
          parameterType: BOOLEAN
        stratified_split_key:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        target_column_name:
          parameterType: STRING
        test_fraction:
          defaultValue: -1.0
          isOptional: true
          parameterType: NUMBER_DOUBLE
        timestamp_split_key:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        training_fraction:
          defaultValue: -1.0
          isOptional: true
          parameterType: NUMBER_DOUBLE
        transformations:
          parameterType: STRING
        transformations_path:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
        validation_fraction:
          defaultValue: -1.0
          isOptional: true
          parameterType: NUMBER_DOUBLE
        weight_column_name:
          defaultValue: ''
          isOptional: true
          parameterType: STRING
    outputDefinitions:
      artifacts:
        dataset_schema:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
        dataset_stats:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
        eval_split:
          artifactType:
            schemaTitle: system.Dataset
            schemaVersion: 0.0.1
        instance_baseline:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
        metadata:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
        test_split:
          artifactType:
            schemaTitle: system.Dataset
            schemaVersion: 0.0.1
        train_split:
          artifactType:
            schemaTitle: system.Dataset
            schemaVersion: 0.0.1
      parameters:
        downsampled_test_split_json:
          parameterType: LIST
        gcp_resources:
          parameterType: STRING
        test_split_json:
          parameterType: LIST
  comp-write-bp-result-path:
    executorLabel: exec-write-bp-result-path
    inputDefinitions:
      artifacts:
        bp_job:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
    outputDefinitions:
      artifacts:
        result:
          artifactType:
            schemaTitle: system.Dataset
            schemaVersion: 0.0.1
  comp-write-bp-result-path-2:
    executorLabel: exec-write-bp-result-path-2
    inputDefinitions:
      artifacts:
        bp_job:
          artifactType:
            schemaTitle: system.Artifact
            schemaVersion: 0.0.1
    outputDefinitions:
      artifacts:
        result:
          artifactType:
            schemaTitle: system.Dataset
            schemaVersion: 0.0.1
deploymentSpec:
  executors:
    exec-automl-tabular-cv-trainer:
      container:
        args:
        - --type
        - CustomJob
        - --project
        - '{{$.inputs.parameters[''project'']}}'
        - --location
        - '{{$.inputs.parameters[''location'']}}'
        - --gcp_resources
        - '{{$.outputs.parameters[''gcp_resources''].output_file}}'
        - --payload
        - '{"Concat": ["{\"display_name\": \"automl-tabular-cv-tuner-{{$.pipeline_job_uuid}}-{{$.pipeline_task_uuid}}\",
          \"encryption_spec\": {\"kms_key_name\":\"", "{{$.inputs.parameters[''encryption_spec_key_name'']}}",
          "\"}, \"job_spec\": {\"worker_pool_specs\": [{\"replica_count\": 1, \"machine_spec\":
          {\"machine_type\": \"n1-standard-8\"}, \"container_spec\": {\"image_uri\":\"",
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