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  1. Convert documents for RAG pipelines | GroupDocs

    Prepare PDF, Word, and Excel documents as Markdown for retrieval-augmented generation with LLMs...structured text format for chunking and embedding. Markdown is...Markdown"] C["Markdown"] D["Text Chunking"] E["Vector Embeddings"] F["LLM...

    docs.groupdocs.com/markdown/net/convert-for-rag/
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  2. Search by chunks | GroupDocs

    This article describes search by Chunks, which returns the results of a search in parts....Searching / Search by chunks Search by chunks Leave feedback The...ability to perform search by chunks. In this mode, a search returns...

    docs.groupdocs.com/search/net/search-by-chunks/
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  3. Convert documents for RAG pipelines | GroupDocs

    Prepare PDF, Word, and Excel documents as Markdown for retrieval-augmented generation with LLMs...structured text format for chunking and embedding. Markdown is...Markdown"] C["Markdown"] D["Text Chunking"] E["Vector Embeddings"] F["LLM...

    docs.groupdocs.com/markdown/python-net/convert-...
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  4. Working with metadata in PNG images | GroupDocs

    Reading PNG metadata properties The GroupDocs.Metadata API supports extracting format-specific information from PNG images. The following are the steps to read the native PNG metadata. Load a PNG image Get the root metadata package Extract the native metadata package using PngRootPackage.PngPackage Read the PNG metadata properties AdvancedUsage.ManagingMetadataForSpecificFormats.Image.Png.PngReadTextChunks using (Metadata metadata = new Metadata(Constants.InputPng)) { var root = metadata.GetRootPackage(); foreach (var Chunk in root.PngPackage.TextChunks) { Console.WriteLine(Chunk.Keyword); Console.WriteLine(Chunk.Text); var compressedChunk = Chunk as PngCompressedTextChunk; if (compressedChunk !...PngRootPackage >(); foreach ( var chunk in root . PngPackage . TextChunks...WriteLine ( chunk . Keyword ); Console . WriteLine ( chunk . Text...

    docs.groupdocs.com/metadata/net/working-with-me...
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  5. rag-basic.txt

    Chunk (8065 chars): **Professional Services** A catalog of engagements offered by Meridian Outd......Chunk (8065 chars): **Professional Services** A catalog of engagements...

    docs.groupdocs.com/markdown/java/_output_files/...
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  6. convert-rag.txt

    Chunk (34602 chars): **HOME BASED PROFESSIONAL SERVICES *Business Plan* TABLE OF CONTENTS** I......Chunk (34602 chars): **HOME BASED PROFESSIONAL SERVICES *Business...

    docs.groupdocs.com/markdown/python-net/_output_...
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  7. Prepare Documents for RAG in Java: A Six-Stage ...

    Architecture of an on-premise RAG ingestion pipeline in Java: Word, PDF, email and ZIP files become heading-scoped Markdown Chunks with source and parent lineage in JSON Lines....Java: A Six-Stage Markdown Chunking Architecture Prepare Documents...Java: A Six-Stage Markdown Chunking Architecture Leave feedback...

    docs.groupdocs.com/parser/java/use-cases/prepar...
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  8. rag-basic.txt

    Chunk (7889 chars): **Professional Services** A catalog of engagements offered by Meridian Ou......Chunk (7889 chars): **Professional Services** A catalog of engagements...

    docs.groupdocs.com/markdown/net/_output_files/d...
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  9. Document Parsing for RAG in Java: On-Premise Ma...

    How Java teams turn Word, PDF, email and ZIP claim files into heading-scoped Markdown Chunks for RAG with GroupDocs.Parser for Java, on-premise and citable....claim inbox to citable RAG chunks, on your own servers Table...GitHub: document-to-markdown-rag-chunks-java The Claims Desk Problem:...

    blog.groupdocs.com/parser/prepare-documents-rag...
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  10. Working with metadata in AVI files | GroupDocs

    Reading AVI header properties The GroupDocs.Metadata API supports extracting format-specific information from AVI file headers. The following are the steps to read the header of an AVI file. Load an AVI video Get the root metadata package Extract the native metadata package using the AviRootPackage.getHeader method Read the AVI header properties advanced_usage.managing_metadata_for_specific_formats.video.avi.AviReadHeaderProperties try (Metadata metadata = new Metadata(Constants.InputAvi)) { AviRootPackage root = metadata.getRootPackageGeneric(); System.out.println(root.getHeader().getAviHeaderFlags()); System.out.println(root.getHeader().getHeight()); System.out.println(root.getHeader().getWidth()); System.out.println(root.getHeader().getTotalFrames()); System.out.println(root.getHeader().getInitialFrames()); System.out.println(root.getHeader().getMaxBytesPerSec()); System.... } Extract RIFF INFO chunk metadata The AVI format is derived...with metadata in the INFO chunk. The chunk may include information...

    docs.groupdocs.com/metadata/java/working-with-m...
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