apiVersion: argoproj.io/v1alpha1
kind: Workflow
metadata:
  generateName: boston-housing-pipeline-
  annotations: {pipelines.kubeflow.org/kfp_sdk_version: 1.1.2, pipelines.kubeflow.org/pipeline_compilation_time: '2022-06-06T15:35:20.931416',
    pipelines.kubeflow.org/pipeline_spec: '{"description": "An example pipeline that
      trains and logs a regression model.", "name": "Boston Housing Pipeline"}'}
  labels: {pipelines.kubeflow.org/kfp_sdk_version: 1.1.2}
spec:
  entrypoint: boston-housing-pipeline
  templates:
  - name: bayes
    container:
      args: [--train_pickle, /tmp/inputs/input-0/data, --train_label, /tmp/inputs/input-1/data]
      image: hubdocker76/titanic-bayes:v6
    inputs:
      artifacts:
      - {name: featureengineering-train_pickle_out, path: /tmp/inputs/input-0/data}
      - {name: featureengineering-train_label_out, path: /tmp/inputs/input-1/data}
    outputs:
      artifacts:
      - {name: bayes-bayes_acc, path: /app/bayes_acc.txt}
  - name: boston-housing-pipeline
    dag:
      tasks:
      - name: bayes
        template: bayes
        dependencies: [featureengineering]
        arguments:
          artifacts:
          - {name: featureengineering-train_label_out, from: '{{tasks.featureengineering.outputs.artifacts.featureengineering-train_label_out}}'}
          - {name: featureengineering-train_pickle_out, from: '{{tasks.featureengineering.outputs.artifacts.featureengineering-train_pickle_out}}'}
      - name: decision-tree
        template: decision-tree
        dependencies: [featureengineering]
        arguments:
          artifacts:
          - {name: featureengineering-train_label_out, from: '{{tasks.featureengineering.outputs.artifacts.featureengineering-train_label_out}}'}
          - {name: featureengineering-train_pickle_out, from: '{{tasks.featureengineering.outputs.artifacts.featureengineering-train_pickle_out}}'}
      - name: featureengineering
        template: featureengineering
        dependencies: [preprocess-data]
        arguments:
          artifacts:
          - {name: preprocess-data-test_pickle, from: '{{tasks.preprocess-data.outputs.artifacts.preprocess-data-test_pickle}}'}
          - {name: preprocess-data-train_pickle, from: '{{tasks.preprocess-data.outputs.artifacts.preprocess-data-train_pickle}}'}
      - {name: preprocess-data, template: preprocess-data}
      - name: random-forest
        template: random-forest
        dependencies: [featureengineering]
        arguments:
          artifacts:
          - {name: featureengineering-train_label_out, from: '{{tasks.featureengineering.outputs.artifacts.featureengineering-train_label_out}}'}
          - {name: featureengineering-train_pickle_out, from: '{{tasks.featureengineering.outputs.artifacts.featureengineering-train_pickle_out}}'}
      - name: regression
        template: regression
        dependencies: [featureengineering]
        arguments:
          artifacts:
          - {name: featureengineering-train_label_out, from: '{{tasks.featureengineering.outputs.artifacts.featureengineering-train_label_out}}'}
          - {name: featureengineering-train_pickle_out, from: '{{tasks.featureengineering.outputs.artifacts.featureengineering-train_pickle_out}}'}
      - name: results
        template: results
        dependencies: [bayes, decision-tree, random-forest, regression, svm]
        arguments:
          artifacts:
          - {name: bayes-bayes_acc, from: '{{tasks.bayes.outputs.artifacts.bayes-bayes_acc}}'}
          - {name: decision-tree-decision_tree_acc, from: '{{tasks.decision-tree.outputs.artifacts.decision-tree-decision_tree_acc}}'}
          - {name: random-forest-random_forest_acc, from: '{{tasks.random-forest.outputs.artifacts.random-forest-random_forest_acc}}'}
          - {name: regression-regression_acc, from: '{{tasks.regression.outputs.artifacts.regression-regression_acc}}'}
          - {name: svm-svm_acc, from: '{{tasks.svm.outputs.artifacts.svm-svm_acc}}'}
      - name: svm
        template: svm
        dependencies: [featureengineering]
        arguments:
          artifacts:
          - {name: featureengineering-train_label_out, from: '{{tasks.featureengineering.outputs.artifacts.featureengineering-train_label_out}}'}
          - {name: featureengineering-train_pickle_out, from: '{{tasks.featureengineering.outputs.artifacts.featureengineering-train_pickle_out}}'}
  - name: decision-tree
    container:
      args: [--train_pickle, /tmp/inputs/input-0/data, --train_label, /tmp/inputs/input-1/data]
      image: hubdocker76/titanic-decision-tree:v1
    inputs:
      artifacts:
      - {name: featureengineering-train_pickle_out, path: /tmp/inputs/input-0/data}
      - {name: featureengineering-train_label_out, path: /tmp/inputs/input-1/data}
    outputs:
      artifacts:
      - {name: decision-tree-decision_tree_acc, path: /app/decision_tree_acc.txt}
  - name: featureengineering
    container:
      args: [--train_pickle, /tmp/inputs/input-0/data, --test_pickle, /tmp/inputs/input-1/data]
      image: hubdocker76/titanic-feature-engineering:v8
    inputs:
      artifacts:
      - {name: preprocess-data-train_pickle, path: /tmp/inputs/input-0/data}
      - {name: preprocess-data-test_pickle, path: /tmp/inputs/input-1/data}
    outputs:
      artifacts:
      - {name: featureengineering-train_label_out, path: /app/train_label_v2}
      - {name: featureengineering-train_pickle_out, path: /app/train_v2}
  - name: preprocess-data
    container:
      args: []
      image: hubdocker76/titanic-pre-process-data:v9
    outputs:
      artifacts:
      - {name: preprocess-data-test_pickle, path: /app/test}
      - {name: preprocess-data-train_pickle, path: /app/train}
    metadata:
      labels:
        kaggle-secret: "true"
  - name: random-forest
    container:
      args: [--train_pickle, /tmp/inputs/input-0/data, --train_label, /tmp/inputs/input-1/data]
      image: hubdocker76/titanic-randomforest:v4
    inputs:
      artifacts:
      - {name: featureengineering-train_pickle_out, path: /tmp/inputs/input-0/data}
      - {name: featureengineering-train_label_out, path: /tmp/inputs/input-1/data}
    outputs:
      artifacts:
      - {name: random-forest-random_forest_acc, path: /app/random_forest_acc.txt}
  - name: regression
    container:
      args: [--train_pickle, /tmp/inputs/input-0/data, --train_label, /tmp/inputs/input-1/data]
      image: hubdocker76/titanic-logistic-regression:v5
    inputs:
      artifacts:
      - {name: featureengineering-train_pickle_out, path: /tmp/inputs/input-0/data}
      - {name: featureengineering-train_label_out, path: /tmp/inputs/input-1/data}
    outputs:
      artifacts:
      - {name: regression-regression_acc, path: /app/regression_acc.txt}
  - name: results
    container:
      args: [--bayes_acc, /tmp/inputs/input-0/data, --regression_acc, /tmp/inputs/input-1/data,
        --random_forest_acc, /tmp/inputs/input-2/data, --decision_tree_acc, /tmp/inputs/input-3/data,
        --svm_acc, /tmp/inputs/input-4/data]
      image: hubdocker76/titanic-results:v9
    inputs:
      artifacts:
      - {name: bayes-bayes_acc, path: /tmp/inputs/input-0/data}
      - {name: regression-regression_acc, path: /tmp/inputs/input-1/data}
      - {name: random-forest-random_forest_acc, path: /tmp/inputs/input-2/data}
      - {name: decision-tree-decision_tree_acc, path: /tmp/inputs/input-3/data}
      - {name: svm-svm_acc, path: /tmp/inputs/input-4/data}
  - name: svm
    container:
      args: [--train_pickle, /tmp/inputs/input-0/data, --train_label, /tmp/inputs/input-1/data]
      image: hubdocker76/titanic-svm:v2
    inputs:
      artifacts:
      - {name: featureengineering-train_pickle_out, path: /tmp/inputs/input-0/data}
      - {name: featureengineering-train_label_out, path: /tmp/inputs/input-1/data}
    outputs:
      artifacts:
      - {name: svm-svm_acc, path: /app/svm_acc.txt}
  arguments:
    parameters: []
  serviceAccountName: pipeline-runner