How to retrieve H2O model from mojo zip file?

Question

I saved H2O model using model.download_mojo(path="path", get_genmodel_jar=True) . I want retrieve that model to use in jupyter notebook again. How can I do that? Thanks.

Answer 1

You can do this:

data = h2o.import_file(path='training_dataset.csv')
original_model = H2OGeneralizedLinearEstimator()
original_model.train(x = ["Some column", "Another column"], y = "response", training_frame=data)

path = '/path/to/model/directory/model.zip'
original_model.download_mojo(path)

And then in a new notebook do this:

path = '/path/to/model/directory/model.zip'
imported_model = h2o.import_mojo(path)
new_observations = h2o.import_file(path='new_observations.csv')
predictions = imported_model.predict(new_observations)

[ Taken from this page in the documentation:

• http://docs.h2o.ai/h2o/latest-stable/h2o-docs/data-science/mojo_import.html ]