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Add rewriting logic and other operators (split, gather) to pandas API #296

@shreyashankar

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@shreyashankar

We only support map, filter, reduce, and equijoin in our Pandas integration. We should add the split and gather operators, as well as our rewriting logic.

Adding rewriting logic may be quite complicated, because user pipelines may have operations beyond the semantic operators. But we should at least be able to add the split and gather operators.

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