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Version: v0.16.0

Create an adversarial similarity test

Overview​

An adversarial similarity validation test enables you to analyze a model or dataset.

note

To learn more about an adversarial similarity test, see Adversarial similarity.

Instructions​

Test a model​

caution

To run an adversarial similarity test on a model, you need to set any Connection as Worker.

To create an adversarial similarity test for a model, consider the following instructions:

  1. In the H2O Model Validation navigation menu, click Tests.
  2. Click the New test tab.
  3. In the Model list, select the model you want to utilize for the adversarial similarity test.
  4. Click the Adversarial similarity card.
    note

    After selecting a model, H2O Model Validation greys out unsupported tests while highlighting applicable tests.

  5. Define the adversarial similarity test settings.
    note

    To learn about each setting for an adversarial similarity test, see Settings: Adversarial similarity.

  6. Click Run adversarial similarity test.
    note

    See Metrics: Adversarial similarity to learn about the generated metrics for the adversarial similarity test.

Test a dataset​

caution

To run an adversarial test on a dataset, you need to set any Connection as Worker, and you need to have the Connection(s) utilized to import the dataset(s) as Connected.

  • Exception: If you made the dataset(s) available in H2O Model Validation when you imported a dataset or model, you do not need to have the Connection(s) utilized to import the dataset(s) as Connected. In other words, if you selected the Download datasets from DAI instance checkbox when importing a model or dataset, you do not need to have the Connection(s) utilized to import the dataset(s) as Connected.

To create an adversarial similarity test for a dataset, consider the following instructions:

  1. In the H2O Model Validation navigation menu, click Tests.
  2. Click the New test tab.
  3. In the Dataset list, select the dataset you want to utilize for the adversarial similarity test.
  4. Click the Adversarial similarity card.
    note

    After selecting a model, H2O Model Validation greys out unsupported tests while highlighting applicable tests.

  5. Define the adversarial similarity test settings.
    note

    To learn about each setting for an adversarial similarity test, see Settings: Adversarial similarity.

  6. Click Run adversarial similarity test.
    note

    See Metrics: Adversarial similarity to learn about the generated metrics for the adversarial similarity test.

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