Generation of vectors for retrieval augmented generation using backup data

An apparatus, comprising:

• one or more memories storing processor-executable code;
• and
• one or more processors coupled with the one or more memories and individually or collectively operable to execute the code to cause the apparatus to:
• obtain, by a data management system (DMS), a first snapshot of a computing system;
• generate, by the DMS, one or more vectors based at least in part on data from the first snapshot;
• and
• add, by the DMS, to a vector database the one or more vectors along with i) metadata associated with the data from the first snapshot or ii) a pointer to the metadata, wherein the vector database comprises a knowledge repository that is accessible to an application associated with the DMS and further associated with communication with a large language model (LLM),
• wherein the generating the one or more vectors and the adding to the vector database are based on configuration information that schedules the DMS to generate vectors for addition to the vector database in association with acquisition of snapshots of the computing system.

A non-transitory computer-readable medium storing code, the code comprising instructions executable by one or more processors to:

• obtain, by a data management system (DMS), a first snapshot of a computing system associated with the DMS;
• generate, by the DMS, one or more vectors based at least in part on data from the first snapshot;
• and
• add, by the DMS, to a vector database the one or more vectors along with i) metadata associated with the data from the first snapshot or ii) a pointer to the metadata, wherein the vector database comprises a knowledge repository that is accessible to an application associated with the DMS and further associated with communication with a large language model (LLM),
• wherein the generating the one or more vectors and the adding to the vector database are based on configuration information that schedules the DMS to generate vectors for addition to the vector database in association with acquisition of snapshots of the computing system.