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Update HSS dummy value logic & expose it in Cast #2362

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Summary: Updates HSS.flatten_observation_features to add dummy values even when the full parameterization is recorded in metadata, as long as inject_dummy_values_to_complete_flat_parameterization=True & there are missing parameters. Also exposes this setting in Cast, to make it usable in experiments.

Differential Revision: D53029754

@facebook-github-bot facebook-github-bot added the CLA Signed Do not delete this pull request or issue due to inactivity. label Apr 13, 2024
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This pull request was exported from Phabricator. Differential Revision: D53029754

…casting parameterization (facebook#2361)

Summary:

When `check_all_parameters_present=True`, we error out if any parameter is missing. When it is False, we need to tolerate any missing parameters and ignore that branch of the HSS tree -- not doing so would be ignoring the argument. The previous implementation would error out while trying to look up the value of the missing parameter if it had dependents.

Reviewed By: Balandat

Differential Revision: D56084081
Summary:

Updates `HSS.flatten_observation_features` to add dummy values even when the full parameterization is recorded in metadata, as long as `inject_dummy_values_to_complete_flat_parameterization=True` & there are missing parameters. Also exposes this setting in `Cast`, to make it usable in experiments.

Differential Revision: D53029754
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This pull request was exported from Phabricator. Differential Revision: D53029754

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This pull request has been merged in 36ff37a.

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