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Merge pull request #184 from naylor-b/poem90
added POEM 090 - Group auto ordering
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POEM ID: 090 | ||
Title: Auto ordering of Group subsystems. | ||
authors: naylor-b (Bret Naylor) | ||
Competing POEMs: | ||
Related POEMs: | ||
Associated implementation PR: [PR 2963](https://github.com/OpenMDAO/OpenMDAO/pull/2963) | ||
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Status: | ||
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- [ ] Active | ||
- [ ] Requesting decision | ||
- [x] Accepted | ||
- [ ] Rejected | ||
- [ ] Integrated | ||
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## Motivation | ||
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Subsystem execution order within a Group is currently set in one of two ways. Calling the `set_order` method will | ||
specify the order. Otherwise, the order that subsystems were added to a Group determines their order. In either case, | ||
there is no guarantee that the subsystems will execute in proper data flow order. As models become more complex it's not | ||
always easy to determine the proper dataflow order, and if data flow order is violated then convergence issues may result. | ||
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## Proposed Solution | ||
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This POEM proposes to add an option called `auto_order` to Group that will tell the framework to compute the proper | ||
subsystem order automatically using | ||
[Tarjan's strongly connected components algorithm](https://en.wikipedia.org/wiki/Tarjan%27s_strongly_connected_components_algorithm). | ||
This algorithm groups the subsystems into strongly connected components (cycles) and topologically sorts those components. | ||
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## Example | ||
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```language=python | ||
p = om.Problem() | ||
model = p.model | ||
sub = model.add_subsystem('sub', om.Group()) | ||
sub.add_subsystem('C5', om.ExecComp('y=5.0*x1 - 3.*x2')) | ||
sub.add_subsystem('C1', om.ExecComp('y=2.0*x')) | ||
sub.add_subsystem('C2', om.ExecComp('y=3.0*x1 + 4.*x2')) | ||
sub.add_subsystem('C4', om.ExecComp('y=5.0*x')) | ||
sub.add_subsystem('C3', om.ExecComp(['y=5.0*x', 'z=x'])) | ||
sub.connect('C1.y', ['C2.x1', 'C5.x2']) | ||
sub.connect('C2.y', 'C4.x') | ||
sub.connect('C4.y', 'C3.x') | ||
sub.connect('C3.y', 'C2.x2') | ||
sub.connect('C3.z', 'C5.x1') | ||
sub.options['auto_order'] = True | ||
p.setup() | ||
p.run_model() | ||
# expected: [C1, C2, C4, C3, C5] | ||
# (C2, C3, and C4 form a cycle, so their initial order [C2, C4, C3] remains unchanged) | ||
print([s.name for s in sub._subsystems_myproc]) | ||
``` | ||
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## Notes | ||
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1) Subsystems within a cycle will never be reordered, but if a cycle exists in a Group along with other | ||
subsystems, then the cycle as a whole and the other subsystems will be ordered properly with respect to each other. | ||
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2) Auto ordering requires knowledge of all connections between systems in the model, so it must be done after all | ||
connections are known. Previous versions of OpenMDAO wouldn't have allowed this, because the order of their internal | ||
data strucures, e.g., dicts containing variable metadata, were built up in subsystem execution order. | ||
This meant that if the execution order were to change, then all of the internal data structures would have to be | ||
rebuilt. In order to prevent this, the subsystems of a Group are sorted alphabetically during setup of the | ||
internal data structures so that the order of variables in those data structures is decoupled from the subsystem | ||
execution order. This alphabetical sorting is done in all Groups, whether those Groups have set `auto_order` or | ||
not. If for some reason a user does not want this sorting to occur, for example if they have a model that is | ||
very sensitive to even slight numerical changes, they can set the `allow_post_setup_reorder` option | ||
on the Problem to `False` to turn it off. Turning it off will also disable all auto ordering. |