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P2Medium priority, add to the next sprint if no P1 availableMedium priority, add to the next sprint if no P1 availabletype:featureNew feature or requestNew feature or request
Description
Is your feature request related to a problem? Please describe.
We've found in practice that cleaning up files before being used in RAG pipelines does increase overall performance. For example, this Haystack user found the same.
We do have a DocumentCleaner to help with this process, but we found there are some options missing for the type of cleaning we would like to accomplish.
Describe the solution you'd like
The options I'd like to add to the DocumentCleaner are:
- an option that just runs
.strip()on the content of every document. Often times we just want to remove the extra leading and trailing white space, but leave the white space within a chunk alone. For example, in mark down files the extra newlines can matter for formatting. - also an option to provide a regex pattern to remove and a string to replace that regex match with. We currently have a few regex replaces in the
DocumentCleanerand have theremove_regexparameter, but we don't have a way to customize what string should be used to replace the regex match. For example, one scenario that I'd like to do is replace all double newline characters\n\nwith a single newline character\n.
Describe alternatives you've considered
We can create a custom component do perform these operations instead.
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P2Medium priority, add to the next sprint if no P1 availableMedium priority, add to the next sprint if no P1 availabletype:featureNew feature or requestNew feature or request