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Allow cell reuse when creating cells in parallel #48

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@fbeutel fbeutel commented Jul 29, 2021

Sometime, the cell creation is expensive and benefits from parallelization. At the same time, some sub-cells can be reused between cells.

Currently, this fails because when ProcessPoolExecutor (or similar parallelization structures) are used, sub-cells are pickled and deserialized again. When merging the parallel cells together in the end, comparison for those sub-cells fails because they have no common identity anymore.

This adds a UUID when a cell is created, such that cells can be identified by their UUID.

Possible downside is that if a user modifies a sub-cell after it has been pickled, the changes might get lost, but this can easily be avoided by finishing the sub-cell before using it.

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