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This repository has been archived by the owner on Nov 1, 2024. It is now read-only.
I noticed that some data preprocessing operations used in recommendation systems like bucketize, sigridHash, and firstX are implemented in: torcharrow/tree/main/csrc/velox/functions/rec
I would like to ask if other preprocessing operations for recommendation system be supported in the future?
For example, recent paper from Meta[1] mentioned 16 kinds of common preprocessing operations in the Table-11 including: bucketize, sigridHash, firstX, Cartesian, IdListTransform, BoxCox, MapId, and NGram.
Most of them are not supported now. Will these operations be supported in torcharrow in the future?
[1] Zhao, Mark, et al. "Understanding data storage and ingestion for large-scale deep recommendation model training: industrial product." Proceedings of the 49th Annual International Symposium on Computer Architecture. 2022.
The text was updated successfully, but these errors were encountered:
Hi,
I noticed that some data preprocessing operations used in recommendation systems like
bucketize, sigridHash, and firstX
are implemented in: torcharrow/tree/main/csrc/velox/functions/recI would like to ask if other preprocessing operations for recommendation system be supported in the future?
For example, recent paper from Meta[1] mentioned 16 kinds of common preprocessing operations in the Table-11 including:
bucketize, sigridHash, firstX, Cartesian, IdListTransform, BoxCox, MapId, and NGram.
Most of them are not supported now. Will these operations be supported in torcharrow in the future?
[1] Zhao, Mark, et al. "Understanding data storage and ingestion for large-scale deep recommendation model training: industrial product." Proceedings of the 49th Annual International Symposium on Computer Architecture. 2022.
The text was updated successfully, but these errors were encountered: