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…dling Propose ADR 0002: Remove special handling of Optional and Union
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docs/developer/adr/0002-remove-special-handling-of-optional-and-union.md
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# ADR 0002: Remove special handling of Optional and Union | ||
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- Status: accepted | ||
- Deciders: Jan-Lukas, Johannes, Mridul, Simon, Sunyoung | ||
- Date: 2024-04-15 | ||
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## Context | ||
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### General | ||
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Sciline builds a data dependency graph based on type hints of callables. | ||
Some callables may have optional inputs, which are commonly represented by `Optional[T]` in the type hint, for some type `T`. | ||
Therefore, in [#50](https://github.com/scipp/sciline/pull/50) we have added special handling for `Optional` and [#89](https://github.com/scipp/sciline/pull/89) extended this for `Union`. | ||
In the case of `Optional`, they way this works is that `sciline.Pipeline` prunes branches at the node where the optional input used, if any ancestor node has unsatisfied dependencies. | ||
Instead, an implicit `None` provider is added. | ||
This has a series of problems, which we exemplify for the case of `Optional`. | ||
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1. Default values (which are currently ignored by Sciline) are overridden by the implicit `None` provider. | ||
In other words, Sciline assumes that the default value of the optional input is `None`. | ||
2. Entire branches are pruned, which can hide bugs. | ||
If the users added providers for the optional input, they will not be used if any of them has unintentionally unsatisfied dependencies. | ||
3. The special mechanism prevents the (in principle very valid) use of any providers that return an `Optional` or `Union` type. | ||
4. Optional inputs cannot be set to `None` *explicitly*. | ||
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In summary, the special handling of `Optional` and `Union` is too implicit and causes more problems than it solves. | ||
There are a couple more aspects to consider. | ||
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### Readability of user code | ||
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Handling `Optional` explicitly would make user code more readable. | ||
Consider the following example: | ||
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```python | ||
pipeline[MyParam] = 1.2 | ||
``` | ||
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In the current implementation this gives no indication to the user that `MyParam` is not a required input. | ||
Furthermore, if the line is removed, the user may not realize that `MyParam` is available as an optional input. | ||
With the proposed change, the user can make this explicit: | ||
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```python | ||
pipeline[Optional[MyParam]] = 1.2 | ||
``` | ||
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Above it is clear that `MyParam` is optional, and it can be set to `None` explicitly: | ||
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```python | ||
pipeline[Optional[MyParam]] = None | ||
``` | ||
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### Code complexity and maintainability | ||
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The special handling of `Optional` and `Union` is a significant source of complexity in the code, requiring a significant amount of unit testing. | ||
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### Conceptual clarity | ||
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The current redesign of Sciline highlighted that the current implementation is conceptually flawed. | ||
It makes it tricky to represent the internals of `sciline.Pipeline` as a simple data dependency graph. | ||
The special handling of `Optional` and `Union` seems to require pervasive changes to the code, which is a sign that it is not a good fit for the design. | ||
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### Counter arguments | ||
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#### Multiple providers may depend on the same input, but not all optionally | ||
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This seems like a special case that we have not seen in practice, is likely not worth the complexity of the current implementation. | ||
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#### Using a provider returning a non-optional output to fulfill an optional input | ||
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This is a very valid use case, but it would be made impossible if we stop associating a node `T` with an optional input `Optional[T]`. | ||
There are a couple of possible workarounds: | ||
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- Add an explicit `Optional` provider that wraps (or depends on) the non-optional provider. | ||
- Modify the graph structure (which we plan to support in the redesign of Sciline) using something like `pipeline[Optional[MyParam]] = pipeline[MyParam]`. | ||
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#### Using a provider to return one of a union's types | ||
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Same as above, for `Optional[T]`. | ||
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#### Setting union parameters is unwieldy | ||
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Given a provider `f(x: A | B | C) -> D: ...`, a user would need to set a value for the input of `f` like `pipeline[A | B | C] = ...`. | ||
It would be easier if they could be more specific, like `pipeline[A] = ...`. | ||
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In this case, we think defining an alias for `A | B | C` would be a better solution than the current special handling of `Union`. | ||
It would force the user to be more explicit about the input type, which is a good thing. | ||
Conceptually the use of `Union` may just be an indicator that `f` depends on some common aspect of `A`, `B`, and `C`, which could be made explicit by defining a new type or protocol. | ||
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## Decision | ||
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Remove the special handling of `Optional` and `Union`. | ||
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## Consequences | ||
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### Positive | ||
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- Sciline's code will be simplified significantly. | ||
- User code will be more readable. | ||
- Implicit behavior around pruning and using `None` providers will be removed. | ||
- Users can use providers that return `Optional` or `Union` types. | ||
- Decouples the handling of optional inputs from the handling of default values. | ||
This will enable us to make independent decisions about how to handle default values. | ||
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### Negative | ||
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- Workarounds are needed for the use case of using a provider returning a non-optional output to fulfill an optional input, and for setting union parameters. |