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Extrapolators don't assert that dimensions of features and grid match #42

@martintb

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@martintb

Extrapolators should make sure that at pipeline creation or at runtime, that the dimensions of the feature_input_variable and grid_variable match. Without this check, this can lead to a cryptic error about array sizes that doesn't hint at the solution.

This would apply to all classification extrapolators.

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