CONVERTING NATURAL LANGUAGE QUERIES INTO QUERY LANGUAGE SYNTAX
Techniques for converting natural language queries into query language syntax are disclosed. In some embodiments, a natural language query is processed using an artificial intelligence based framework, and an output query specified in a prescribed query language is generated by converting or translating the processed natural language query into the prescribed query language using the artificial intelligence based framework.
1 . A method, comprising:
processing a natural language query using an artificial intelligence based framework; and
generating an output query specified in a prescribed query language by translating the processed natural language query into the prescribed query language using the artificial intelligence based framework.
2 . The method of claim 1 , wherein the generated output query specified in the prescribed query language is used to query network or security data.
3 . The method of claim 1 , wherein the generated output query specified in the prescribed query language is used to filter network or security data.
4 . The method of claim 1 , wherein processing the natural language query comprises analyzing the natural language query using one or more language models comprising the artificial intelligence based framework.
5 . The method of claim 1 , wherein processing the natural language query comprises extracting relevant information from the natural language query using one or more language models comprising the artificial intelligence based framework.
6 . The method of claim 1 , wherein the processed natural language query is translated into the prescribed query language using one or more language models comprising the artificial intelligence based framework.
7 . The method of claim 1 , wherein the prescribed query language comprises a proprietary query language.
8 . The method of claim 1 , wherein the prescribed query language comprises a proprietary query language associated with a network and security operations platform.
9 . The method of claim 1 , further comprising discovering enhancements in the prescribed query language using one or more language models comprising the artificial intelligence based framework based on processing received natural language queries including the natural language query.
10 . The method of claim 1 , wherein the artificial intelligence based framework provides an option for receiving user feedback with respect to the generated output query.
11 . The method of claim 1 , wherein the artificial intelligence based framework comprises one or more language models.
12 . The method of claim 1 , wherein the artificial intelligence based framework comprises one or more natural language processing (NLP) models.
13 . The method of claim 1 , wherein the artificial intelligence based framework comprises one or more large language models (LLMs).
14 . The method of claim 1 , wherein the artificial intelligence based framework is at least in part trained to learn one or more query languages.
15 . The method of claim 1 , wherein the artificial intelligence based framework is at least in part trained to learn domain-specific information associated with one or more private networks.
16 . The method of claim 1 , wherein the artificial intelligence based framework is at least in part trained to learn a syntax of a proprietary query language associated with a network and security operations platform.
17 . The method of claim 1 , wherein the artificial intelligence based framework comprises an external, cloud-based service.
18 . The method of claim 1 , wherein the artificial intelligence based framework comprises a network and security operations platform or portal thereof.
19 . A system, comprising:
a processor configured to:
process a natural language query using an artificial intelligence based framework; and
generate an output query specified in a prescribed query language by translating the processed natural language query into the prescribed query language using the artificial intelligence based framework; and
a memory coupled to the processor and configured to provide the processor with instructions.
20 . A computer program product embodied in a non-transitory computer readable medium and comprising computer instructions for:
processing a natural language query using an artificial intelligence based framework; and
generating an output query specified in a prescribed query language by translating the processed natural language query into the prescribed query language using the artificial intelligence based framework.