Enable adjoint#607
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tommbendall
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tommbendall
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Sorry it's taken me so long to look at this! It's really exciting to have this so thanks very much for getting it working.
Two main questions:
- maybe you already discounted this for a good reason, but we already set floats to be
Constants by default in ourConfigurationobject. Should we just set them straightaway to being real functions there? - One for @jshipton really -- how should the notebook fit with the other notebooks PR #294? It might be that we can cut down on a lot of the explanation of the Gusto code and focus the notebook in this PR on the adjoint? We could potentially move the notebook into this PR into the notebooks PR
| """Base class for specifying options for a transport scheme.""" | ||
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| @abstractproperty | ||
| @abstractmethod |
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Should this actually just be @property?
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| def convert_parameters_to_real_space(parameters, mesh): |
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Naive question, but can we do this conversion from Constant to real function when instantiating the Configuration object? Or is there a reason we need to do it later on?
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i.e. could we do that conversion here:
gusto/gusto/core/configuration.py
Line 87 in d2fe122
Constants? Can we just do straight to real functions?
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Isn't the problem that we need the mesh? Maybe we just pass that to the Configuration class?
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Ah yes, the problem is that we need the mesh. I think it probably would be better to pass mesh to the Configuration class then
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Obviously that unfortunately would make this a bigger change as all examples would need updating!
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Yes, I think that might be why we didn't want to do it... it does feel like a better solution though
| # in the parameters to a function in real space. This conversion is a | ||
| # preventive to avoid issues with adjoint computations, particularly | ||
| # when the parameters are used as controls in sensitivity analyses. | ||
| convert_parameters_to_real_space(parameters, domain.mesh) |
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So if we did the conversion to reals initially, then we wouldn't need to do this in any of the equations?
| u_trial = split(self.trials)[0] | ||
| _, rho_bar, theta_bar = split(self.X_ref)[0:3] | ||
| zero_expr = Constant(0.0)*theta | ||
| # Check this for adjoints |
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Is this is a leftover comment?
Yes, I think that moving the notebook is a good idea - then I can consider them together as a whole. |
…s new parameters now that they are functions on a mesh
… into new_adjoint
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This branch is properly rebased to the main branch.