90630b51-52b1-4439-b1bf-eb470d6a88b4.yml

context: TESTING
created: "2019-04-26T01:09:44.343543Z"
id: 90630b51-52b1-4439-b1bf-eb470d6a88b4
inputs:
  - name: inputs
outputs:
  - data: steps.5.produce
    name: "output predictions"
schema: "https://metadata.datadrivendiscovery.org/schemas/v0/pipeline.json"
steps:
  - arguments:
      inputs:
        data: inputs.0
        type: CONTAINER
    outputs:
      - id: produce
    primitive:
      id: f31f8c1f-d1c5-43e5-a4b2-2ae4a761ef2e
      name: "Denormalize datasets"
      python_path: d3m.primitives.data_transformation.denormalize.Common
      version: 0.2.0
    type: PRIMITIVE
  - arguments:
      inputs:
        data: steps.0.produce
        type: CONTAINER
    outputs:
      - id: produce
    primitive:
      id: 4b42ce1e-9b98-4a25-b68e-fad13311eb65
      name: "Extract a DataFrame from a Dataset"
      python_path: d3m.primitives.data_transformation.dataset_to_dataframe.Common
      version: 0.3.0
    type: PRIMITIVE
  - arguments:
      inputs:
        data: steps.1.produce
        type: CONTAINER
    outputs:
      - id: produce
    primitive:
      id: 8f2e51e8-da59-456d-ae29-53912b2b9f3d
      name: "Columns image reader"
      python_path: d3m.primitives.data_preprocessing.image_reader.Common
      version: 0.2.0
    type: PRIMITIVE
  - arguments:
      inputs:
        data: steps.2.produce
        type: CONTAINER
    outputs:
      - id: produce
    primitive:
      id: 6544f5c9-a220-4242-a635-ab13c3dce5fa
      name: "Ndarray Column Flatten"
      python_path: d3m.primitives.data_preprocessing.ndarray_flatten.Common
      version: 0.1.0
    type: PRIMITIVE
  - arguments:
      inputs:
        data: steps.3.produce
        type: CONTAINER
      outputs:
        data: steps.3.produce
        type: CONTAINER
    outputs:
      - id: produce
    hyperparams:
      learning_rate:
        data: 0.01
        type: VALUE
      use_semantic_types:
        data: true
        type: VALUE
      add_index_columns:
        data: true
        type: VALUE
    primitive:
      id: 25b08bb7-12f0-4447-a75b-5856ead6227e
      name: "ArrayFire Logistic Regression"
      python_path: d3m.primitives.classification.logistic_regression.ArrayFire
      version: 0.1.0
    type: PRIMITIVE
  - arguments:
      inputs:
        data: steps.4.produce
        type: CONTAINER
      reference:
        data: steps.1.produce
        type: CONTAINER
    outputs:
      - id: produce
    primitive:
      id: 8d38b340-f83f-4877-baaa-162f8e551736
      name: "Construct pipeline predictions output"
      python_path: d3m.primitives.data_transformation.construct_predictions.Common
      version: 0.3.0
    type: PRIMITIVE