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I noticed that cuDF has been integrated into Velox as a GPU backend in #12412, and I recently came across Wave. I’m curious about how cuDF and Wave position themselves relative to each other, given their overlapping focus on database operators.
From what I understand, cuDF’s integration into Velox aligns with the Composable Data Management paradigm, where GPU-accelerated primitives are modularly integrated into a broader execution framework. Does Wave serve a complementary or distinct purpose in this landscape? For instance, is it focused on a specific layer (e.g., IO on Nimble&Alpha that cudf does not support) or hardware target beyond GPUs?
I’d appreciate any insights you can share to help clarify their respective roles!
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Hi all,
I noticed that cuDF has been integrated into Velox as a GPU backend in #12412, and I recently came across Wave. I’m curious about how cuDF and Wave position themselves relative to each other, given their overlapping focus on database operators.
From what I understand, cuDF’s integration into Velox aligns with the Composable Data Management paradigm, where GPU-accelerated primitives are modularly integrated into a broader execution framework. Does Wave serve a complementary or distinct purpose in this landscape? For instance, is it focused on a specific layer (e.g., IO on Nimble&Alpha that cudf does not support) or hardware target beyond GPUs?
I’d appreciate any insights you can share to help clarify their respective roles!
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