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Support data synthesis strategies for joint distributions #371

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cosmicBboy opened this issue Dec 31, 2020 · 2 comments
Open

Support data synthesis strategies for joint distributions #371

cosmicBboy opened this issue Dec 31, 2020 · 2 comments
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discussion needed enhancement New feature or request

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@cosmicBboy
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Is your feature request related to a problem? Please describe.

Currently, data synthesis strategies are apply to single columns or indexes and doesn' support dependencies across two or more columns. It would be nice to be able to support such strategies, however this would introduce considerable complexity to the Check and strategy interface.

Need to come up with a reasonably simple way of specifying strategies that operate on multiple columns. I anticipate needing to implement first-class Check objects that explicitly know about multiple columns, see #75 and #165

@cosmicBboy cosmicBboy added enhancement New feature or request discussion needed labels Dec 31, 2020
@Zac-HD
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Zac-HD commented Feb 6, 2021

This is going to be totally intractable for more than the simplest cases, and have some complicated interactions with e.g. #404 even for those. I'd recommend pushing the problem back onto users and recommending e.g. .map() or @st.composite, at least for now 😕

@cosmicBboy
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cool, I'm thinking of providing some built-in strategies for those simple cases and then providing an interface for custom strategies for users.

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