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POEM 097: A Quantity Object to associate units with values. #197
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POEM ID: 097 | ||
Title: Quantities to associate values with units. | ||
authors: robfalck (Rob Falck) | ||
Competing POEMs: | ||
Related POEMs: | ||
Associated implementation PR: | ||
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Status: | ||
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- [x] Active | ||
- [ ] Requesting decision | ||
- [ ] Accepted | ||
- [ ] Rejected | ||
- [ ] Integrated | ||
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## Motivation | ||
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Some teams have been struggling with ways of providing units as part of options. | ||
For instance, you might have a model parameter associated with physical units but don't care to differentiate with respect to it, and thus pass it as an option. | ||
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### Why adding a `units` argument to OptionsDictionary declare_options won't work. | ||
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Some users have experiemented with passing tuples as options, where the second value contains units. | ||
This isn't ideal since another unit may expect a tuple that doesn't involve units, leading to ambiguity. | ||
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We could implement a set_val/get_val with units, as we do with OpenMDAO vectors. The existing `OptionsDictionary.set(**kwargs)` and `OptionsDictionary.temporary(**kwargs)` are not compatible with this, nor is the abiltiy to pass options as keyword arguments to to OpenMDAO Systems. | ||
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Other Python packages exist that handle units, such as [pint](https://pypi.org/project/Pint/). The notion of a _Quantity_ in pint would work well in OpenMDAO, but the syntax of pint, where units are applied by multiplying them in numerical expressions is not very OpenMDAO-esque. Furthermore, we'd need to make sure that we utilize unit conversions as OpenMDAO has defined them. If a user doesn't initialize the pint units registry correctly, they could potentially get inconsistent unit conversions. | ||
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However, the notion of an object, a Quantity, that binds a numerical value to a unit is a good idea and would work in OpenMDAO. | ||
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## Proposed Solution | ||
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OpenMDAO will add a `Quantity` object to the API. | ||
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Quantity will, at a minimum, have a `val` and `units` attributes. | ||
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### Uses of `om.Quantity` | ||
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- Quantities may be used as the values for options. | ||
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- `Problem.__setitem__` will allow values to be set using a Quantity. | ||
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- `Problem.__getitem__` will **NOT** return a quantity, to maintain backwards compatibility. | ||
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- For consistency, we will allow them in the `set_val` method, though using them along with the `units` argument will raise an exception. | ||
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In the future we could examine returning them from `__getitem__` and `get_val` but that would likely break too much existing code. | ||
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### Differences with the `set_val` API. | ||
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We had previously implemented `set_val` and `get_val` to, among other things, allow the specification of units when setting or getting values. | ||
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In hindsight, we could have stuck with dict-like access only and implemented some sort of quantity-like object instead, but those methods are useful for other reasons. Admittedly there is some inconsistency here, but for options especially, having a single object encapsulate both values and units seems preferable. | ||
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## Example | ||
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Declaring Options: | ||
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```language=python | ||
self.options.declare('span', types=(om.Quantity,), default=om.Quantity(45.0, 'ft')) | ||
``` | ||
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Setting Options | ||
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```python | ||
wing.options['span'] = om.Quantity(45.0, 'ft') | ||
``` | ||
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Setting Values | ||
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```python | ||
prob['initial_mass'] = om.Quantity(312.5, 'kg') | ||
``` | ||
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```python | ||
prob.set_val('initial_mass', om.Quantity(312.5, 'kg')) | ||
``` | ||
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The following should raise an exception, due to the duplicate specification of units. | ||
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```python | ||
prob.set_val('initial_mass', val=om.Quantity(312.5, 'kg'), units='kg') | ||
``` | ||
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Retrieving values without units | ||
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```python | ||
span = self.options['span'] | ||
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print(f'span is {span.val} {span.units}) | ||
``` |
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since another option may expect?