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Vishal-Padia avatar Vishal-Padia commented on June 14, 2024

To use the same step instance and configuration don't specify the id parameter when calling run_model. This will reuse the same step instance each time:

for model in models:
  if model_config[model]['active']:
    run_model(X_train, y_train, X_test, y_test, model, configuration)

Or I think you can create the step instance once and reuse it:

model_step = run_model.with_id("model")

for model in models:
  if model_config[model]['active']:
    model_step(X_train, y_train, X_test, y_test, model, configuration)

This isn't a bug - it's just creating new step instances each time run_model is called with a different id. To reuse the configuration, you need to reuse the same step instance.

from zenml.

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