From 71895fad8ff70c277bcbe0a15da3ceb68f3e875b Mon Sep 17 00:00:00 2001 From: Panos Vagenas <35837085+vagenas@users.noreply.github.com> Date: Wed, 18 Dec 2024 16:41:14 +0100 Subject: [PATCH] add Docling converter (#292) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * add Docling converter Signed-off-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com> * Update and rename docling-converter.md to docling.md --------- Signed-off-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com> Co-authored-by: Bilge YĆ¼cel --- integrations/docling.md | 94 ++++++++++++++++++++++++++++++++++++++++ logos/docling.png | Bin 0 -> 264436 bytes 2 files changed, 94 insertions(+) create mode 100644 integrations/docling.md create mode 100644 logos/docling.png diff --git a/integrations/docling.md b/integrations/docling.md new file mode 100644 index 00000000..80bea7f6 --- /dev/null +++ b/integrations/docling.md @@ -0,0 +1,94 @@ +--- +layout: integration +name: Docling +description: Use Docling to locally parse and chunk PDF, DOCX, and other document types in Haystack +authors: + - name: DS4SD + socials: + github: DS4SD +pypi: https://pypi.org/project/docling-haystack +repo: https://github.com/DS4SD/docling-haystack +type: Data Ingestion +report_issue: https://github.com/DS4SD/docling/issues +logo: /logos/docling.png +version: Haystack 2.0 +toc: true +--- +### **Table of Contents** +- [Overview](#overview) +- [Installation](#installation) +- [Usage](#usage) +- [License](#license) + +## Overview + +[Docling](https://github.com/DS4SD/docling) locally parses PDF, DOCX, HTML, and other +document formats into a rich standardized representation (incl. layout, tables etc.), +which it can then export to Markdown, JSON, and others. + +Check out the [Docling docs](https://ds4sd.github.io/docling/) for more details. + +This integration introduces Docling support, enabling Haystack users to: +- use various document types in LLM applications with ease and speed, and +- leverage Docling's rich format for advanced, document-native grounding. + +## Installation + +```bash +pip install docling-haystack +``` + +## Usage + +### Components + +This integration introduces `DoclingConverter`, a component which reads document +file paths (local or URL) and outputs Haystack `Document` objects. + +`DoclingConverter` supports two different export modes, see `export_type` initialization +argument further below. + +### Use Docling Converter + +#### Docling Converter Initialization + +`DoclingConverter` creation can be parametrized via the following `__init__()` +arguments, most of which refer to the initialization and usage of the underlying Docling +[`DocumentConverter`](https://ds4sd.github.io/docling/usage/) and +[chunker](https://ds4sd.github.io/docling/concepts/chunking/) instances: + +- `converter`: The Docling `DocumentConverter` to use; if not set, a system default is + used. +- `convert_kwargs`: Any parameters to pass to Docling conversion; if not set, a system + default is used. +- `export_type`: The export mode to use: `ExportType.DOC_CHUNKS` (default) chunks each + input document (see `chunker`) and captures each individual chunk as a separate + Haystack `Document`, while `ExportType.MARKDOWN` captures each input document as a + separate Haystack `Document` (in which case splitting is likely required downstream). +- `md_export_kwargs`: Any parameters to pass to Markdown export (in case of + `ExportType.MARKDOWN`). +- `chunker`: The Docling chunker instance to use; if not set, a system default is used + (in case of `ExportType.DOC_CHUNKS`). +- `meta_extractor`: The extractor instance to use for populating the output document + metadata; if not set, a system default is used. + +#### Standalone + +```python +from docling_haystack.converter import DoclingConverter + +converter = DoclingConverter() +documents = converter.run(paths=["https://arxiv.org/pdf/2408.09869"])["documents"] + +print(repr(documents[2].content)) +# -> Abstract\nThis technical report introduces Docling [...] +``` + +#### In a Pipeline + +Check out [this notebook](https://ds4sd.github.io/docling/examples/rag_haystack/) +illustrating usage in a complete example with indexing and RAG pipelines. + +### License + +MIT License. diff --git a/logos/docling.png b/logos/docling.png new file mode 100644 index 0000000000000000000000000000000000000000..8763d718963bc356dd3a10500f619f0a967c9ca1 GIT binary patch literal 264436 zcmd42bzGERw>L~9sURRJNC?s}bR%5?D$@rJ41GwfMDM6re9`Rejx{PkbLeweq#M61QfSl_8Y!mH-ntLftKxyd52! z;1b@_%zx*V0KcRE%*V|1_Yrq{X=Vd09VP{5Hz<=ZuP`q^vkW1Vl$$k7;<2Lgf4mI7 zNi)B2cXyHCA@z@PfKK=~d+;m#gzR!}8R zzz&wboI~?bLe0^_2C4~lvT=VQ%`Ct#DD?jr(zmt#pCj6CwqOPTZaGZ5c(J-bZot$4hD+0;0)paEcP!7|7+Or|2nMT z?BMM71gHu0UsV3*IZ6B-({i>3Ly*5z{@0M2f`X2lGtAZjjKLqPJY-T+QV^+!^NXW#I;u zw*lfK%`6Xt*#bH7VFKpB*2W3y#ssvKpI7YPU-EhZ1yc5ZXEEP@-_5_Mlj8dy^#8N@ z|7Ll>d;k0mSTtZ7`To;3f-nDRU7=3Eq`Cpysl>r2hk=0^Vhg0>e@F!e21lGn+yIxN 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