Re:Show HN: R2R – Open-source framework for production-grade...
by gardnr on Monday February 26, 2024 @08:56PM
(#39519159)
Do you plan to offer content aware chunking?
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Re:Show HN: R2R – Open-source framework for production-grade...
by magundu on Monday February 26, 2024 @09:13PM
(#39519293)
What is content aware chunking?
Re:Show HN: R2R – Open-source framework for production-grade...
by Art9681 on Monday February 26, 2024 @09:33PM
(#39519449)
Using content appropriate delimiters to create the chunks. If its a Python document, split it at the proper delimiters. If its an HTML document, JSON, etc. We wouldn't want to split a chunk in the middle of a function or paragraph. Or maybe we would. But that is what OP is refering to I believe.
Re:Show HN: R2R – Open-source framework for production-grade...
by chiccomagnus on Tuesday February 27, 2024 @07:07AM
(#39523076)
That's a good point, and documents too needs different chunking techniques. You don't want to split a word file the same way you split an excel...
Re:Show HN: R2R – Open-source framework for production-grade...
by ocolegro on Tuesday February 27, 2024 @01:10PM
(#39527358)
Yes, this is on the shortlist.
Do you have any preferred frameworks?
Re:Show HN: R2R – Open-source framework for production-grade...
by gardnr on Wednesday February 28, 2024 @03:54AM
(#39535613)
I haven't found any frameworks that offer it. The best explanation of an implementation that can take a stream of unformatted text and map over it to determine when a topic changes is explained in this video: https://youtu.be/8OJC21T2SL4?t=1932
They compute embeddings using a window of three sentences and then compute distance to find the largest deltas to break up the text into "topics". It is computationally expensive.
Re:Show HN: R2R – Open-source framework for production-grade...
by gardnr on Wednesday February 28, 2024 @09:01AM
(#39538013)
I just noticed this has been added to langchain: https://python.langchain.com/docs/modules/data_connection/do...
Re:Show HN: R2R – Open-source framework for production-grade...
by chiccomagnus on Thursday February 29, 2024 @06:01AM
(#39548032)
check out this https://preprocess.co