Use Dictionary lookup for supplied IDs to Embedding Operator #148
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karlhigley
approved these changes
May 12, 2023
The op now adds the embedding tag automatically, and the input schema cannot have both a CATEGORICAL and EMBEDDING tag
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unknown_valueoption enable unknown IDs to set a default the value for the embedding returned for ids that are not found in the set of pre-trained embeddingsmmapparameter to make it optional when passing a file. Currently if passing a file without mmap=True, we get an unrelated error.Example
Using 10 million IDs. The operator transform runs in roughly 500-600 milliseonds. This scales proportionaly with the number of IDs.
After this change the operator transform runs in 50-60 microseconds with 10 million IDs.