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Add semantic chunking pipeline #812

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davidmezzetti opened this issue Nov 17, 2024 · 1 comment
Open

Add semantic chunking pipeline #812

davidmezzetti opened this issue Nov 17, 2024 · 1 comment
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v8.2.0

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davidmezzetti commented Nov 17, 2024 •
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Evaluate using the Chonkie library to add more sophisticated chunking to txtai.

In reviewing the code, it appears that an interface wrapping a txtai vectors instance could be passed in. With this, any supported txtai vectors model (huggingface, sentence-transformers, LiteLLM, llama-cpp etc) could be used.
@davidmezzetti davidmezzetti changed the title Add Chonkie pipeline Add semantic chunking pipeline Nov 17, 2024
@davidmezzetti davidmezzetti self-assigned this Nov 20, 2024
@davidmezzetti davidmezzetti added this to the v8.1.0 milestone Nov 20, 2024
@davidmezzetti davidmezzetti modified the milestones: v8.1.0, v8.2.0 Dec 10, 2024
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Docling also has some chunkers that are worth considering: https://ds4sd.github.io/docling/examples/hybrid_chunking/

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