AIF-C01 · Question #202
A publishing company built a Retrieval Augmented Generation (RAG) based solution to give its users the ability to interact with published content. New content is published daily. The company wants…
The correct answer is A. Generation of content embeddings C. Creation of the search index. In a RAG pipeline, generating content embeddings and creating the search index can be done offline in batch processes because they involve static published content. This enables the system to be updated periodically without affecting real-time user interactions. User queries…
Question
A publishing company built a Retrieval Augmented Generation (RAG) based solution to give its users the ability to interact with published content. New content is published daily. The company wants to provide a near real-time experience to users. Which steps in the RAG pipeline should the company implement by using offline batch processing to meet these requirements? (Choose two.)
Options
- AGeneration of content embeddings
- BGeneration of embeddings for user queries
- CCreation of the search index
- DRetrieval of relevant content
- EResponse generation for the user
How the community answered
(67 responses)- A84% (56)
- B6% (4)
- D9% (6)
- E1% (1)
Explanation
In a RAG pipeline, generating content embeddings and creating the search index can be done offline in batch processes because they involve static published content. This enables the system to be updated periodically without affecting real-time user interactions. User queries and response generation, on the other hand, must occur in real time.
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