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For detail of SF1R-Ad-Delivery, go to SF1R-Ad-Delivery
The consumer reads records from MetaQ, extract demanded field, and retrieve user profile from couchbase and AD feature SF1R-Ad-Delivery.
You can custom your own consumer.
Online trigger just increments CONSUMER's output index and commits online train job to hadoop.
Offline trigger also increments CONSUMER's output index, optimizes the offline model by ADMM.