python/pipelines/automl_tabular_pl_v1.yaml [2367:2545]:
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          parameterType: NUMBER_INTEGER
        pipelinechannel--location:
          parameterType: STRING
        pipelinechannel--prediction_type:
          parameterType: STRING
        pipelinechannel--project:
          parameterType: STRING
        pipelinechannel--root_dir:
          parameterType: STRING
        pipelinechannel--string-not-empty-Output:
          parameterType: STRING
        pipelinechannel--tabular-stats-and-example-gen-downsampled_test_split_json:
          parameterType: LIST
        pipelinechannel--tabular-stats-and-example-gen-test_split_json:
          parameterType: LIST
        pipelinechannel--target_column:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        feature-attribution-2-feature_attributions:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
        model-evaluation-2-evaluation_metrics:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
  comp-condition-7:
    dag:
      outputs:
        artifacts:
          feature-attribution-3-feature_attributions:
            artifactSelectors:
            - outputArtifactKey: feature-attribution-3-feature_attributions
              producerSubtask: condition-8
          model-evaluation-3-evaluation_metrics:
            artifactSelectors:
            - outputArtifactKey: model-evaluation-3-evaluation_metrics
              producerSubtask: condition-8
      tasks:
        automl-tabular-ensemble-3:
          cachingOptions:
            enableCache: true
          componentRef:
            name: comp-automl-tabular-ensemble-3
          dependentTasks:
          - automl-tabular-stage-1-tuner-2
          - automl-tabular-transform-2
          inputs:
            artifacts:
              dataset_schema:
                componentInputArtifact: pipelinechannel--tabular-stats-and-example-gen-dataset_schema
              instance_baseline:
                componentInputArtifact: pipelinechannel--tabular-stats-and-example-gen-instance_baseline
              metadata:
                componentInputArtifact: pipelinechannel--tabular-stats-and-example-gen-metadata
              transform_output:
                taskOutputArtifact:
                  outputArtifactKey: transform_output
                  producerTask: automl-tabular-transform-2
              tuning_result_input:
                taskOutputArtifact:
                  outputArtifactKey: tuning_result_output
                  producerTask: automl-tabular-stage-1-tuner-2
              warmup_data:
                componentInputArtifact: pipelinechannel--tabular-stats-and-example-gen-eval_split
            parameters:
              encryption_spec_key_name:
                componentInputParameter: pipelinechannel--encryption_spec_key_name
              export_additional_model_without_custom_ops:
                componentInputParameter: pipelinechannel--export_additional_model_without_custom_ops
              location:
                componentInputParameter: pipelinechannel--location
              project:
                componentInputParameter: pipelinechannel--project
              root_dir:
                componentInputParameter: pipelinechannel--root_dir
          taskInfo:
            name: automl-tabular-ensemble-3
        automl-tabular-infra-validator-3:
          cachingOptions:
            enableCache: true
          componentRef:
            name: comp-automl-tabular-infra-validator-3
          dependentTasks:
          - automl-tabular-ensemble-3
          inputs:
            artifacts:
              unmanaged_container_model:
                taskOutputArtifact:
                  outputArtifactKey: unmanaged_container_model
                  producerTask: automl-tabular-ensemble-3
          taskInfo:
            name: automl-tabular-infra-validator-3
        automl-tabular-stage-1-tuner-2:
          cachingOptions:
            enableCache: true
          componentRef:
            name: comp-automl-tabular-stage-1-tuner-2
          dependentTasks:
          - automl-tabular-transform-2
          inputs:
            artifacts:
              materialized_eval_split:
                taskOutputArtifact:
                  outputArtifactKey: materialized_eval_split
                  producerTask: automl-tabular-transform-2
              materialized_train_split:
                taskOutputArtifact:
                  outputArtifactKey: materialized_train_split
                  producerTask: automl-tabular-transform-2
              metadata:
                componentInputArtifact: pipelinechannel--tabular-stats-and-example-gen-metadata
              transform_output:
                taskOutputArtifact:
                  outputArtifactKey: transform_output
                  producerTask: automl-tabular-transform-2
            parameters:
              deadline_hours:
                componentInputParameter: pipelinechannel--calculate-training-parameters-2-distill_stage_1_deadline_hours
              disable_early_stopping:
                componentInputParameter: pipelinechannel--disable_early_stopping
              encryption_spec_key_name:
                componentInputParameter: pipelinechannel--encryption_spec_key_name
              location:
                componentInputParameter: pipelinechannel--location
              num_parallel_trials:
                componentInputParameter: pipelinechannel--stage_1_num_parallel_trials
              num_selected_trials:
                runtimeValue:
                  constant: 1.0
              project:
                componentInputParameter: pipelinechannel--project
              reduce_search_space_mode:
                componentInputParameter: pipelinechannel--calculate-training-parameters-2-reduce_search_space_mode
              root_dir:
                componentInputParameter: pipelinechannel--root_dir
              run_distillation:
                runtimeValue:
                  constant: 1.0
              single_run_max_secs:
                componentInputParameter: pipelinechannel--calculate-training-parameters-2-stage_1_single_run_max_secs
              worker_pool_specs_override_json:
                componentInputParameter: pipelinechannel--stage_1_tuner_worker_pool_specs_override
          taskInfo:
            name: automl-tabular-stage-1-tuner-2
        automl-tabular-transform-2:
          cachingOptions:
            enableCache: true
          componentRef:
            name: comp-automl-tabular-transform-2
          dependentTasks:
          - write-bp-result-path
          - write-bp-result-path-2
          inputs:
            artifacts:
              dataset_schema:
                componentInputArtifact: pipelinechannel--tabular-stats-and-example-gen-dataset_schema
              eval_split:
                taskOutputArtifact:
                  outputArtifactKey: result
                  producerTask: write-bp-result-path-2
              metadata:
                componentInputArtifact: pipelinechannel--tabular-stats-and-example-gen-metadata
              test_split:
                componentInputArtifact: pipelinechannel--tabular-stats-and-example-gen-test_split
              train_split:
                taskOutputArtifact:
                  outputArtifactKey: result
                  producerTask: write-bp-result-path
            parameters:
              dataflow_disk_size_gb:
                componentInputParameter: pipelinechannel--transform_dataflow_disk_size_gb
              dataflow_machine_type:
                componentInputParameter: pipelinechannel--transform_dataflow_machine_type
              dataflow_max_num_workers:
                componentInputParameter: pipelinechannel--transform_dataflow_max_num_workers
              dataflow_service_account:
                componentInputParameter: pipelinechannel--dataflow_service_account
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python/pipelines/automl_tabular_pl_v3.yaml [2578:2756]:
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          parameterType: NUMBER_INTEGER
        pipelinechannel--location:
          parameterType: STRING
        pipelinechannel--prediction_type:
          parameterType: STRING
        pipelinechannel--project:
          parameterType: STRING
        pipelinechannel--root_dir:
          parameterType: STRING
        pipelinechannel--string-not-empty-Output:
          parameterType: STRING
        pipelinechannel--tabular-stats-and-example-gen-downsampled_test_split_json:
          parameterType: LIST
        pipelinechannel--tabular-stats-and-example-gen-test_split_json:
          parameterType: LIST
        pipelinechannel--target_column:
          parameterType: STRING
    outputDefinitions:
      artifacts:
        feature-attribution-2-feature_attributions:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
        model-evaluation-2-evaluation_metrics:
          artifactType:
            schemaTitle: system.Metrics
            schemaVersion: 0.0.1
  comp-condition-7:
    dag:
      outputs:
        artifacts:
          feature-attribution-3-feature_attributions:
            artifactSelectors:
            - outputArtifactKey: feature-attribution-3-feature_attributions
              producerSubtask: condition-8
          model-evaluation-3-evaluation_metrics:
            artifactSelectors:
            - outputArtifactKey: model-evaluation-3-evaluation_metrics
              producerSubtask: condition-8
      tasks:
        automl-tabular-ensemble-3:
          cachingOptions:
            enableCache: true
          componentRef:
            name: comp-automl-tabular-ensemble-3
          dependentTasks:
          - automl-tabular-stage-1-tuner-2
          - automl-tabular-transform-2
          inputs:
            artifacts:
              dataset_schema:
                componentInputArtifact: pipelinechannel--tabular-stats-and-example-gen-dataset_schema
              instance_baseline:
                componentInputArtifact: pipelinechannel--tabular-stats-and-example-gen-instance_baseline
              metadata:
                componentInputArtifact: pipelinechannel--tabular-stats-and-example-gen-metadata
              transform_output:
                taskOutputArtifact:
                  outputArtifactKey: transform_output
                  producerTask: automl-tabular-transform-2
              tuning_result_input:
                taskOutputArtifact:
                  outputArtifactKey: tuning_result_output
                  producerTask: automl-tabular-stage-1-tuner-2
              warmup_data:
                componentInputArtifact: pipelinechannel--tabular-stats-and-example-gen-eval_split
            parameters:
              encryption_spec_key_name:
                componentInputParameter: pipelinechannel--encryption_spec_key_name
              export_additional_model_without_custom_ops:
                componentInputParameter: pipelinechannel--export_additional_model_without_custom_ops
              location:
                componentInputParameter: pipelinechannel--location
              project:
                componentInputParameter: pipelinechannel--project
              root_dir:
                componentInputParameter: pipelinechannel--root_dir
          taskInfo:
            name: automl-tabular-ensemble-3
        automl-tabular-infra-validator-3:
          cachingOptions:
            enableCache: true
          componentRef:
            name: comp-automl-tabular-infra-validator-3
          dependentTasks:
          - automl-tabular-ensemble-3
          inputs:
            artifacts:
              unmanaged_container_model:
                taskOutputArtifact:
                  outputArtifactKey: unmanaged_container_model
                  producerTask: automl-tabular-ensemble-3
          taskInfo:
            name: automl-tabular-infra-validator-3
        automl-tabular-stage-1-tuner-2:
          cachingOptions:
            enableCache: true
          componentRef:
            name: comp-automl-tabular-stage-1-tuner-2
          dependentTasks:
          - automl-tabular-transform-2
          inputs:
            artifacts:
              materialized_eval_split:
                taskOutputArtifact:
                  outputArtifactKey: materialized_eval_split
                  producerTask: automl-tabular-transform-2
              materialized_train_split:
                taskOutputArtifact:
                  outputArtifactKey: materialized_train_split
                  producerTask: automl-tabular-transform-2
              metadata:
                componentInputArtifact: pipelinechannel--tabular-stats-and-example-gen-metadata
              transform_output:
                taskOutputArtifact:
                  outputArtifactKey: transform_output
                  producerTask: automl-tabular-transform-2
            parameters:
              deadline_hours:
                componentInputParameter: pipelinechannel--calculate-training-parameters-2-distill_stage_1_deadline_hours
              disable_early_stopping:
                componentInputParameter: pipelinechannel--disable_early_stopping
              encryption_spec_key_name:
                componentInputParameter: pipelinechannel--encryption_spec_key_name
              location:
                componentInputParameter: pipelinechannel--location
              num_parallel_trials:
                componentInputParameter: pipelinechannel--stage_1_num_parallel_trials
              num_selected_trials:
                runtimeValue:
                  constant: 1.0
              project:
                componentInputParameter: pipelinechannel--project
              reduce_search_space_mode:
                componentInputParameter: pipelinechannel--calculate-training-parameters-2-reduce_search_space_mode
              root_dir:
                componentInputParameter: pipelinechannel--root_dir
              run_distillation:
                runtimeValue:
                  constant: 1.0
              single_run_max_secs:
                componentInputParameter: pipelinechannel--calculate-training-parameters-2-stage_1_single_run_max_secs
              worker_pool_specs_override_json:
                componentInputParameter: pipelinechannel--stage_1_tuner_worker_pool_specs_override
          taskInfo:
            name: automl-tabular-stage-1-tuner-2
        automl-tabular-transform-2:
          cachingOptions:
            enableCache: true
          componentRef:
            name: comp-automl-tabular-transform-2
          dependentTasks:
          - write-bp-result-path
          - write-bp-result-path-2
          inputs:
            artifacts:
              dataset_schema:
                componentInputArtifact: pipelinechannel--tabular-stats-and-example-gen-dataset_schema
              eval_split:
                taskOutputArtifact:
                  outputArtifactKey: result
                  producerTask: write-bp-result-path-2
              metadata:
                componentInputArtifact: pipelinechannel--tabular-stats-and-example-gen-metadata
              test_split:
                componentInputArtifact: pipelinechannel--tabular-stats-and-example-gen-test_split
              train_split:
                taskOutputArtifact:
                  outputArtifactKey: result
                  producerTask: write-bp-result-path
            parameters:
              dataflow_disk_size_gb:
                componentInputParameter: pipelinechannel--transform_dataflow_disk_size_gb
              dataflow_machine_type:
                componentInputParameter: pipelinechannel--transform_dataflow_machine_type
              dataflow_max_num_workers:
                componentInputParameter: pipelinechannel--transform_dataflow_max_num_workers
              dataflow_service_account:
                componentInputParameter: pipelinechannel--dataflow_service_account
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