From a0b3741babb26cdd26d9bf0ae320da68d77097f9 Mon Sep 17 00:00:00 2001 From: Luis Quintanilla <46974588+luisquintanilla@users.noreply.github.com> Date: Thu, 9 Oct 2025 16:18:32 -0400 Subject: [PATCH 01/11] Initial commit --- docs/ai/conceptual/data-ingestion.md | 130 ++++++++++++++++++ .../ai/media/data-ingestion/DataIngestion.png | Bin 0 -> 49252 bytes docs/ai/toc.yml | 2 + 3 files changed, 132 insertions(+) create mode 100644 docs/ai/conceptual/data-ingestion.md create mode 100644 docs/ai/media/data-ingestion/DataIngestion.png diff --git a/docs/ai/conceptual/data-ingestion.md b/docs/ai/conceptual/data-ingestion.md new file mode 100644 index 0000000000000..f339091d7c2f7 --- /dev/null +++ b/docs/ai/conceptual/data-ingestion.md @@ -0,0 +1,130 @@ +--- +title: Data ingestion +description: Introduction to data ingestion +author: luisquintanilla +ms.author: luquinta +ms.date: 11/11/2025 +ms.topic: concept-article +--- + +# Data Ingestion + +## What is data ingestion? + +Data ingestion is the process of collecting, reading, and preparing data from different sources such as files, databases, APIs, or cloud services so it can be used in downstream applications. In practice, this follows the familiar Extract-Transform-Load (ETL) workflow: + +- **Extract** data from its original source, whether that is a PDF, Word document, audio file, or web API. +- **Transform** the data by cleaning, chunking, enriching, or converting formats. +- **Load** the data into a destination like a database, vector store, or AI model for retrieval and analysis. + +For AI and machine learning scenarios, especially Retrieval-Augmented Generation (RAG), data ingestion is not just about moving data. It is about making data usable for intelligent applications. This means representing documents in a way that preserves their structure and meaning, splitting them into manageable chunks, enriching them with metadata or embeddings, and storing them so they can be retrieved quickly and accurately. + +## Why data ingestion matters for AI applications + +Imagine you're building a RAG-powered chatbot to help employees find information across your company's vast collection of documents. These documents might include PDFs, Word files, PowerPoint presentations, and web pages scattered across different systems. + +Your chatbot needs to understand and search through thousands of documents to provide accurate, contextual answers. But raw documents aren't suitable for AI systems. You need to transform them into a format that preserves meaning while making them searchable and retrievable. + +This is where data ingestion becomes critical. You need to extract text from different file formats, break large documents into smaller chunks that fit within AI model limits, enrich the content with metadata, generate embeddings for semantic search, and store everything in a way that enables fast retrieval. Each step requires careful consideration of how to preserve the original meaning and context. + +## What is Microsoft.Extensions.DataIngestion? + +Microsoft.Extensions.DataIngestion provides foundational .NET components for data ingestion. It enables developers to read, process, and prepare documents for AI and machine learning workflows, especially Retrieval-Augmented Generation (RAG) scenarios. + +With these building blocks, developers can create robust, flexible, and intelligent data ingestion pipelines tailored for their application needs: + +- **Unified document representation:** Represent any file type (PDF, Image, Microsoft Word, etc.) in a consistent format that works well with large language models. +- **Flexible data ingestion:** Read documents from both cloud services and local sources using multiple built-in readers, making it easy to bring in data from wherever it lives. +- **Built-in AI enhancements:** Automatically enrich content with summaries, sentiment analysis, keyword extraction, privacy-focused PII removal, and classification, preparing your data for intelligent workflows. +- **Customizable chunking strategies:** Split documents into chunks using token-based, section-based, or semantic-aware approaches, so you can optimize for your retrieval and analysis needs. +- **Production-ready storage:** Store processed chunks in popular vector databases and document stores, with support for embedding generation, making your pipelines ready for real-world scenarios. +- **End-to-end pipeline composition:** Chain together readers, processors, chunkers, and writers with the DocumentPipeline API, reducing boilerplate and making it easy to build, customize, and extend complete workflows. + +All of these components are open and extensible by design. You can add custom logic, new connectors, and extend the system to support emerging AI scenarios. By standardizing how documents are represented, processed, and stored, .NET developers can build reliable, scalable, and maintainable data pipelines without reinventing the wheel for every project. + +### Building on stable foundations + +![Data Ingestion Architecture Diagram](../media/data-ingestion/DataIngestion.png) + +These new data ingestion abstractions are built on top of proven and extensible components in the .NET ecosystem, ensuring reliability, interoperability, and seamless integration with existing AI workflows: + +- **Microsoft.ML.Tokenizers:** Tokenizers provide the foundation for chunking documents based on tokens. This enables precise splitting of content, which is essential for preparing data for large language models and optimizing retrieval strategies. +- **Microsoft.Extensions.AI:** This set of libraries powers enrichment transformations using large language models. It enables features like summarization, sentiment analysis, keyword extraction, and embedding generation, making it easy to enhance your data with intelligent insights. +- **Microsoft.Extensions.VectorData:** This set of libraries offers a consistent interface for storing processed chunks in a wide variety of vector stores, including Qdrant, Azure SQL, CosmosDB, MongoDB, ElasticSearch, and many more. This ensures your data pipelines are ready for production and can scale across different storage backends. + +In addition to familiar patterns and tools, these abstractions build on already extensible components. Plug-in capability and interoperability are paramount, so as the rest of the .NET AI ecosystem grows, the capabilities of the data ingestion components grow as well. This approach empowers developers to easily integrate new connectors, enrichments, and storage options, keeping their pipelines future-ready and adaptable to evolving AI scenarios. + +## Data ingestion building blocks + +The Microsoft.Extensions.DataIngestion library is built around several key components that work together to create a complete data processing pipeline. Let's explore each component and how they fit together. + +### Documents and Document Readers + +At the foundation of the library is the `Document` type, which provides a unified way to represent any file format without losing important information. The `Document` is Markdown-centric because large language models work best with Markdown formatting. + +The `DocumentReader` abstraction handles loading documents from various sources, whether local files or remote URIs. The library includes several built-in readers: + +- **Azure Document Intelligence** +- **LlamaParse** +- **MarkItDown** +- **Markdown** + +This design means you can work with documents from different sources using the same consistent API, making your code more maintainable and flexible. + +```csharp +// TODO: Add code snippet +``` + +### Document Processing + +Document processors apply transformations at the document level to enhance and prepare content. The library currently supports: + +- **Image processing** to extract text and descriptions from images within documents +- **Table processing** to preserve tabular data structure and make it searchable + +### Chunks and Chunking Strategies + +Once you have a document loaded, you typically need to break it down into smaller pieces called chunks. Chunks represent subsections of a document that can be efficiently processed, stored, and retrieved by AI systems. This chunking process is essential for retrieval-augmented generation scenarios where you need to find the most relevant pieces of information quickly. + +The library provides several chunking strategies to fit different use cases: + +- **Token-based chunking** splits text based on token counts, ensuring chunks fit within model limits +- **Section-based chunking** splits on headers and natural document boundaries +- **Semantic-aware chunking** preserves complete thoughts and ideas across chunk boundaries + +These chunking strategies build on the Microsoft.ML.Tokenizers library to intelligently split text into appropriately sized pieces that work well with large language models. The right chunking strategy depends on your document types and how you plan to retrieve information. + +```csharp +// TODO: Add code snippet +``` + +### Chunk Processing and Enrichment + +After documents are split into chunks, you can apply processors to enhance and enrich the content. Chunk processors work on individual pieces and can perform: + +- **Content enrichment** including automatic summaries, sentiment analysis, and keyword extraction +- **PII removal** for privacy-focused content sanitization using large language models +- **Classification** for automated content categorization based on predefined categories + +These processors use Microsoft.Extensions.AI to leverage large language models for intelligent content transformation, making your chunks more useful for downstream AI applications. + +### Document Writer and Storage + +The `DocumentWriter` stores processed chunks into a data store for later retrieval. Using Microsoft.Extensions.AI and Microsoft.Extensions.VectorData, the library provides abstractions and implementations that support storing chunks in any vector store supported by Microsoft.Extensions.VectorData. + +This includes popular options like Azure SQL Server, CosmosDB, PostgreSQL, MongoDB, and many others. The writer can also automatically generate embeddings for your chunks using Microsoft.Extensions.AI, making them ready for semantic search and retrieval scenarios. + +### Document Processing Pipeline + +The `DocumentPipeline` API allows you to chain together the various data ingestion components into a complete workflow. You can combine: + +- **Readers** to load documents from various sources +- **Processors** to transform and enrich document content +- **Chunkers** to break documents into manageable pieces +- **Writers** to store the final results in your chosen data store + +This pipeline approach reduces boilerplate code and makes it easy to build, test, and maintain complex data ingestion workflows. + +```csharp +//TODO: Add code snippet +``` \ No newline at end of file diff --git a/docs/ai/media/data-ingestion/DataIngestion.png b/docs/ai/media/data-ingestion/DataIngestion.png new file mode 100644 index 0000000000000000000000000000000000000000..ee897f2e08b03165eafea2fe3f5dee947a71901e GIT binary patch literal 49252 zcmd?R2T)X7*DVT7lO%%(N>WJzl9e1qf@CEtp`k%Q$vH!df&sxql4wA3lpvBpf@DM_ zC&@`r5CI8q?d}FS-}&zU-n&(|>YTb&r;g3qd#}CXoMVnT*1o5$sZ4g{#1R}E9I{I) z7q8&p;PK$#z>J6pKuLOY#%UZJ);>2yLpOV`>$Y}QIPAg-m|yHd0yd7WZtTJr*@cA6 zot*eAZOyG+%<}S8}t5CGG{_8zZt39k-Tx}g4 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docs/ai/conceptual/data-ingestion.md | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/docs/ai/conceptual/data-ingestion.md b/docs/ai/conceptual/data-ingestion.md index f339091d7c2f7..10126e9b58d50 100644 --- a/docs/ai/conceptual/data-ingestion.md +++ b/docs/ai/conceptual/data-ingestion.md @@ -29,16 +29,16 @@ This is where data ingestion becomes critical. You need to extract text from dif ## What is Microsoft.Extensions.DataIngestion? -Microsoft.Extensions.DataIngestion provides foundational .NET components for data ingestion. It enables developers to read, process, and prepare documents for AI and machine learning workflows, especially Retrieval-Augmented Generation (RAG) scenarios. +[Microsoft.Extensions.DataIngestion](https://www.nuget.org/packages/Microsoft.Extensions.DataIngestion) provides foundational .NET components for data ingestion. It enables developers to read, process, and prepare documents for AI and machine learning workflows, especially Retrieval-Augmented Generation (RAG) scenarios. With these building blocks, developers can create robust, flexible, and intelligent data ingestion pipelines tailored for their application needs: - **Unified document representation:** Represent any file type (PDF, Image, Microsoft Word, etc.) in a consistent format that works well with large language models. - **Flexible data ingestion:** Read documents from both cloud services and local sources using multiple built-in readers, making it easy to bring in data from wherever it lives. -- **Built-in AI enhancements:** Automatically enrich content with summaries, sentiment analysis, keyword extraction, privacy-focused PII removal, and classification, preparing your data for intelligent workflows. +- **Built-in AI enhancements:** Automatically enrich content with summaries, sentiment analysis, keyword extraction and classification, preparing your data for intelligent workflows. - **Customizable chunking strategies:** Split documents into chunks using token-based, section-based, or semantic-aware approaches, so you can optimize for your retrieval and analysis needs. - **Production-ready storage:** Store processed chunks in popular vector databases and document stores, with support for embedding generation, making your pipelines ready for real-world scenarios. -- **End-to-end pipeline composition:** Chain together readers, processors, chunkers, and writers with the DocumentPipeline API, reducing boilerplate and making it easy to build, customize, and extend complete workflows. +- **End-to-end pipeline composition:** Chain together readers, processors, chunkers, and writers with the `IngestionPipeline` API, reducing boilerplate and making it easy to build, customize, and extend complete workflows. All of these components are open and extensible by design. You can add custom logic, new connectors, and extend the system to support emerging AI scenarios. By standardizing how documents are represented, processed, and stored, .NET developers can build reliable, scalable, and maintainable data pipelines without reinventing the wheel for every project. @@ -46,7 +46,7 @@ All of these components are open and extensible by design. You can add custom lo ![Data Ingestion Architecture Diagram](../media/data-ingestion/DataIngestion.png) -These new data ingestion abstractions are built on top of proven and extensible components in the .NET ecosystem, ensuring reliability, interoperability, and seamless integration with existing AI workflows: +These new data ingestion building blocks are built on top of proven and extensible components in the .NET ecosystem, ensuring reliability, interoperability, and seamless integration with existing AI workflows: - **Microsoft.ML.Tokenizers:** Tokenizers provide the foundation for chunking documents based on tokens. This enables precise splitting of content, which is essential for preparing data for large language models and optimizing retrieval strategies. - **Microsoft.Extensions.AI:** This set of libraries powers enrichment transformations using large language models. It enables features like summarization, sentiment analysis, keyword extraction, and embedding generation, making it easy to enhance your data with intelligent insights. @@ -56,18 +56,18 @@ In addition to familiar patterns and tools, these abstractions build on already ## Data ingestion building blocks -The Microsoft.Extensions.DataIngestion library is built around several key components that work together to create a complete data processing pipeline. Let's explore each component and how they fit together. +The [Microsoft.Extensions.DataIngestion](https://www.nuget.org/packages/Microsoft.Extensions.DataIngestion) library is built around several key components that work together to create a complete data processing pipeline. Let's explore each component and how they fit together. ### Documents and Document Readers -At the foundation of the library is the `Document` type, which provides a unified way to represent any file format without losing important information. The `Document` is Markdown-centric because large language models work best with Markdown formatting. +At the foundation of the library is the `IngestionDocument` type, which provides a unified way to represent any file format without losing important information. The `IngestionDocument` is Markdown-centric because large language models work best with Markdown formatting. -The `DocumentReader` abstraction handles loading documents from various sources, whether local files or remote URIs. The library includes several built-in readers: +The `IngestionDocumentReader` abstraction handles loading documents from various sources, whether local files or streams. There are few readers available: - **Azure Document Intelligence** - **LlamaParse** -- **MarkItDown** -- **Markdown** +- **[MarkItDown](https://www.nuget.org/packages/Microsoft.Extensions.DataIngestion.MarkItDown)** +- **[Markdown](https://www.nuget.org/packages/Microsoft.Extensions.DataIngestion.Markdig/)** This design means you can work with documents from different sources using the same consistent API, making your code more maintainable and flexible. @@ -127,4 +127,4 @@ This pipeline approach reduces boilerplate code and makes it easy to build, test ```csharp //TODO: Add code snippet -``` \ No newline at end of file +``` From ef70e3d8806dafa4b045cb7b3097e24afc96aa9c Mon Sep 17 00:00:00 2001 From: Adam Sitnik Date: Fri, 21 Nov 2025 18:59:51 +0100 Subject: [PATCH 03/11] add missing samples, update type names and some of the descriptions --- docs/ai/conceptual/data-ingestion.md | 74 +++++++++++++++++++--------- 1 file changed, 52 insertions(+), 22 deletions(-) diff --git a/docs/ai/conceptual/data-ingestion.md b/docs/ai/conceptual/data-ingestion.md index 10126e9b58d50..3dbcfede96cd4 100644 --- a/docs/ai/conceptual/data-ingestion.md +++ b/docs/ai/conceptual/data-ingestion.md @@ -39,6 +39,7 @@ With these building blocks, developers can create robust, flexible, and intellig - **Customizable chunking strategies:** Split documents into chunks using token-based, section-based, or semantic-aware approaches, so you can optimize for your retrieval and analysis needs. - **Production-ready storage:** Store processed chunks in popular vector databases and document stores, with support for embedding generation, making your pipelines ready for real-world scenarios. - **End-to-end pipeline composition:** Chain together readers, processors, chunkers, and writers with the `IngestionPipeline` API, reducing boilerplate and making it easy to build, customize, and extend complete workflows. +- **Performance and scalability:** Designed for scalable data processing, these components can handle large volumes of data efficiently, making them suitable for enterprise-grade applications. All of these components are open and extensible by design. You can add custom logic, new connectors, and extend the system to support emerging AI scenarios. By standardizing how documents are represented, processed, and stored, .NET developers can build reliable, scalable, and maintainable data pipelines without reinventing the wheel for every project. @@ -64,23 +65,16 @@ At the foundation of the library is the `IngestionDocument` type, which provides The `IngestionDocumentReader` abstraction handles loading documents from various sources, whether local files or streams. There are few readers available: -- **Azure Document Intelligence** -- **LlamaParse** - **[MarkItDown](https://www.nuget.org/packages/Microsoft.Extensions.DataIngestion.MarkItDown)** - **[Markdown](https://www.nuget.org/packages/Microsoft.Extensions.DataIngestion.Markdig/)** -This design means you can work with documents from different sources using the same consistent API, making your code more maintainable and flexible. +And we are actively working on adding more readers (including **LlamaParse** and **Azure Document Intelligence**). -```csharp -// TODO: Add code snippet -``` +This design means you can work with documents from different sources using the same consistent API, making your code more maintainable and flexible. ### Document Processing -Document processors apply transformations at the document level to enhance and prepare content. The library currently supports: - -- **Image processing** to extract text and descriptions from images within documents -- **Table processing** to preserve tabular data structure and make it searchable +Document processors apply transformations at the document level to enhance and prepare content. The library currently provides `ImageAlternativeTextEnricher` class as a built-in processor that uses large language models to generate descriptive alternative text for images within documents. ### Chunks and Chunking Strategies @@ -88,35 +82,60 @@ Once you have a document loaded, you typically need to break it down into smalle The library provides several chunking strategies to fit different use cases: -- **Token-based chunking** splits text based on token counts, ensuring chunks fit within model limits -- **Section-based chunking** splits on headers and natural document boundaries -- **Semantic-aware chunking** preserves complete thoughts and ideas across chunk boundaries +- **Header-based chunking** to split on headers. +- **Section-based chunking** to split on sections (example: pages). +- **Semantic-aware chunking** to preserve complete thoughts. These chunking strategies build on the Microsoft.ML.Tokenizers library to intelligently split text into appropriately sized pieces that work well with large language models. The right chunking strategy depends on your document types and how you plan to retrieve information. ```csharp -// TODO: Add code snippet +Tokenizer tokenizer = TiktokenTokenizer.CreateForModel("gpt-4"); +IngestionChunkerOptions options = new(tokenizer) +{ + MaxTokensPerChunk = 2000, + OverlapTokens = 0 +}; +IngestionChunker chunker = new HeaderChunker(options); ``` ### Chunk Processing and Enrichment After documents are split into chunks, you can apply processors to enhance and enrich the content. Chunk processors work on individual pieces and can perform: -- **Content enrichment** including automatic summaries, sentiment analysis, and keyword extraction -- **PII removal** for privacy-focused content sanitization using large language models -- **Classification** for automated content categorization based on predefined categories +- **Content enrichment** including automatic summaries (`SummaryEnricher`), sentiment analysis (`SentimentEnricher`), and keyword extraction (`KeywordEnricher`). +- **Classification** for automated content categorization based on predefined categories (`ClassificationEnricher`). -These processors use Microsoft.Extensions.AI to leverage large language models for intelligent content transformation, making your chunks more useful for downstream AI applications. +These processors use [Microsoft.Extensions.AI.Abstractions](https://www.nuget.org/packages/Microsoft.Extensions.AI.Abstractions) to leverage large language models for intelligent content transformation, making your chunks more useful for downstream AI applications. ### Document Writer and Storage -The `DocumentWriter` stores processed chunks into a data store for later retrieval. Using Microsoft.Extensions.AI and Microsoft.Extensions.VectorData, the library provides abstractions and implementations that support storing chunks in any vector store supported by Microsoft.Extensions.VectorData. +The `IngestionChunkWriter` stores processed chunks into a data store for later retrieval. Using Microsoft.Extensions.AI and [Microsoft.Extensions.VectorData.Abstractions](https://www.nuget.org/packages/Microsoft.Extensions.VectorData.Abstractions), the library provides the `VectorStoreWriter` class that supports storing chunks in any vector store supported by Microsoft.Extensions.VectorData. -This includes popular options like Azure SQL Server, CosmosDB, PostgreSQL, MongoDB, and many others. The writer can also automatically generate embeddings for your chunks using Microsoft.Extensions.AI, making them ready for semantic search and retrieval scenarios. +This includes popular options like [Qdrant](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.Qdrant), [SQL Server](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.SqlServer), [CosmosDB](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.CosmosNoSQL), [MongoDB](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.MongoDB), [ElasticSearch](https://www.nuget.org/packages/Elastic.SemanticKernel.Connectors.Elasticsearch), and many more. The writer can also automatically generate embeddings for your chunks using Microsoft.Extensions.AI, making them ready for semantic search and retrieval scenarios. + +```csharp +OpenAIClient openAIClient = new( + new ApiKeyCredential(Environment.GetEnvironmentVariable("GITHUB_TOKEN")!), + new OpenAIClientOptions { Endpoint = new Uri("https://models.github.ai/inference") }); + +IEmbeddingGenerator> embeddingGenerator = + openAIClient.GetEmbeddingClient("text-embedding-3-small").AsIEmbeddingGenerator(); + +using SqliteVectorStore vectorStore = new( + "Data Source=vectors.db;Pooling=false", + new() + { + EmbeddingGenerator = embeddingGenerator + }); + +// The writer requires the embedding dimension count to be specified. +// For OpenAI's `text-embedding-3-small`, the dimension count is 1536. +using VectorStoreWriter writer = new(vectorStore, dimensionCount: 1536); +``` ### Document Processing Pipeline -The `DocumentPipeline` API allows you to chain together the various data ingestion components into a complete workflow. You can combine: +The `IngestionPipeline` API allows you to chain together the various data ingestion components into a complete workflow. You can combine: - **Readers** to load documents from various sources - **Processors** to transform and enrich document content @@ -126,5 +145,16 @@ The `DocumentPipeline` API allows you to chain together the various data ingesti This pipeline approach reduces boilerplate code and makes it easy to build, test, and maintain complex data ingestion workflows. ```csharp -//TODO: Add code snippet +using IngestionPipeline pipeline = new(reader, chunker, writer, loggerFactory: loggerFactory) +{ + DocumentProcessors = { imageAlternativeTextEnricher }, + ChunkProcessors = { summaryEnricher } +}; + +await foreach (var result in pipeline.ProcessAsync(new DirectoryInfo("."), searchPattern: "*.md")) +{ + Console.WriteLine($"Completed processing '{result.DocumentId}'. Succeeded: '{result.Succeeded}'."); +} ``` + +A single document ingestion failure should not fail the whole pipeline, that is why the `IngestionPipeline.ProcessAsync` implements partial success by returning `IAsyncEnumerable`. The caller is responsible for handling any failures (for example, by re-trying failed documents or stopping on first error). From 93a7d71d1e8040806b61453111d47fafcce2d618 Mon Sep 17 00:00:00 2001 From: Adam Sitnik Date: Fri, 21 Nov 2025 19:28:15 +0100 Subject: [PATCH 04/11] address Copilot feedback --- docs/ai/conceptual/data-ingestion.md | 17 +++++++++-------- 1 file changed, 9 insertions(+), 8 deletions(-) diff --git a/docs/ai/conceptual/data-ingestion.md b/docs/ai/conceptual/data-ingestion.md index 3dbcfede96cd4..4891728a71467 100644 --- a/docs/ai/conceptual/data-ingestion.md +++ b/docs/ai/conceptual/data-ingestion.md @@ -5,6 +5,7 @@ author: luisquintanilla ms.author: luquinta ms.date: 11/11/2025 ms.topic: concept-article +ai-usage: ai-assisted --- # Data Ingestion @@ -21,7 +22,7 @@ For AI and machine learning scenarios, especially Retrieval-Augmented Generation ## Why data ingestion matters for AI applications -Imagine you're building a RAG-powered chatbot to help employees find information across your company's vast collection of documents. These documents might include PDFs, Word files, PowerPoint presentations, and web pages scattered across different systems. +Imagine you're building a RAG-powered chatbot to help employees find information across your company's vast collection of documents. These documents might include PDFs, Word files, PowerPoint presentations, and web pages scattered across different systems. Your chatbot needs to understand and search through thousands of documents to provide accurate, contextual answers. But raw documents aren't suitable for AI systems. You need to transform them into a format that preserves meaning while making them searchable and retrievable. @@ -35,7 +36,7 @@ With these building blocks, developers can create robust, flexible, and intellig - **Unified document representation:** Represent any file type (PDF, Image, Microsoft Word, etc.) in a consistent format that works well with large language models. - **Flexible data ingestion:** Read documents from both cloud services and local sources using multiple built-in readers, making it easy to bring in data from wherever it lives. -- **Built-in AI enhancements:** Automatically enrich content with summaries, sentiment analysis, keyword extraction and classification, preparing your data for intelligent workflows. +- **Built-in AI enhancements:** Automatically enrich content with summaries, sentiment analysis, keyword extraction, and classification, preparing your data for intelligent workflows. - **Customizable chunking strategies:** Split documents into chunks using token-based, section-based, or semantic-aware approaches, so you can optimize for your retrieval and analysis needs. - **Production-ready storage:** Store processed chunks in popular vector databases and document stores, with support for embedding generation, making your pipelines ready for real-world scenarios. - **End-to-end pipeline composition:** Chain together readers, processors, chunkers, and writers with the `IngestionPipeline` API, reducing boilerplate and making it easy to build, customize, and extend complete workflows. @@ -63,12 +64,12 @@ The [Microsoft.Extensions.DataIngestion](https://www.nuget.org/packages/Microsof At the foundation of the library is the `IngestionDocument` type, which provides a unified way to represent any file format without losing important information. The `IngestionDocument` is Markdown-centric because large language models work best with Markdown formatting. -The `IngestionDocumentReader` abstraction handles loading documents from various sources, whether local files or streams. There are few readers available: +The `IngestionDocumentReader` abstraction handles loading documents from various sources, whether local files or streams. A few readers are available: - **[MarkItDown](https://www.nuget.org/packages/Microsoft.Extensions.DataIngestion.MarkItDown)** - **[Markdown](https://www.nuget.org/packages/Microsoft.Extensions.DataIngestion.Markdig/)** -And we are actively working on adding more readers (including **LlamaParse** and **Azure Document Intelligence**). +We're actively working on adding more readers (including **LlamaParse** and **Azure Document Intelligence**). This design means you can work with documents from different sources using the same consistent API, making your code more maintainable and flexible. @@ -137,10 +138,10 @@ using VectorStoreWriter writer = new(vectorStore, dimensionCount: 1536); The `IngestionPipeline` API allows you to chain together the various data ingestion components into a complete workflow. You can combine: -- **Readers** to load documents from various sources -- **Processors** to transform and enrich document content -- **Chunkers** to break documents into manageable pieces -- **Writers** to store the final results in your chosen data store +- **Readers** to load documents from various sources. +- **Processors** to transform and enrich document content. +- **Chunkers** to break documents into manageable pieces. +- **Writers** to store the final results in your chosen data store. This pipeline approach reduces boilerplate code and makes it easy to build, test, and maintain complex data ingestion workflows. From 1336f2af267dfd2048c11d2ef8a97cda7105f5d4 Mon Sep 17 00:00:00 2001 From: Adam Sitnik Date: Wed, 26 Nov 2025 16:50:02 +0100 Subject: [PATCH 05/11] Apply suggestions from code review Co-authored-by: Genevieve Warren <24882762+gewarren@users.noreply.github.com> --- docs/ai/conceptual/data-ingestion.md | 38 +++++++++++++--------------- 1 file changed, 18 insertions(+), 20 deletions(-) diff --git a/docs/ai/conceptual/data-ingestion.md b/docs/ai/conceptual/data-ingestion.md index 4891728a71467..2cfa94e6d650c 100644 --- a/docs/ai/conceptual/data-ingestion.md +++ b/docs/ai/conceptual/data-ingestion.md @@ -8,11 +8,9 @@ ms.topic: concept-article ai-usage: ai-assisted --- -# Data Ingestion +# Data ingestion -## What is data ingestion? - -Data ingestion is the process of collecting, reading, and preparing data from different sources such as files, databases, APIs, or cloud services so it can be used in downstream applications. In practice, this follows the familiar Extract-Transform-Load (ETL) workflow: +Data ingestion is the process of collecting, reading, and preparing data from different sources such as files, databases, APIs, or cloud services so it can be used in downstream applications. In practice, this process follows the Extract-Transform-Load (ETL) workflow: - **Extract** data from its original source, whether that is a PDF, Word document, audio file, or web API. - **Transform** the data by cleaning, chunking, enriching, or converting formats. @@ -28,27 +26,27 @@ Your chatbot needs to understand and search through thousands of documents to pr This is where data ingestion becomes critical. You need to extract text from different file formats, break large documents into smaller chunks that fit within AI model limits, enrich the content with metadata, generate embeddings for semantic search, and store everything in a way that enables fast retrieval. Each step requires careful consideration of how to preserve the original meaning and context. -## What is Microsoft.Extensions.DataIngestion? +## The Microsoft.Extensions.DataIngestion library -[Microsoft.Extensions.DataIngestion](https://www.nuget.org/packages/Microsoft.Extensions.DataIngestion) provides foundational .NET components for data ingestion. It enables developers to read, process, and prepare documents for AI and machine learning workflows, especially Retrieval-Augmented Generation (RAG) scenarios. +The [📦 Microsoft.Extensions.DataIngestion package](https://www.nuget.org/packages/Microsoft.Extensions.DataIngestion) provides foundational .NET components for data ingestion. It enables developers to read, process, and prepare documents for AI and machine learning workflows, especially Retrieval-Augmented Generation (RAG) scenarios. -With these building blocks, developers can create robust, flexible, and intelligent data ingestion pipelines tailored for their application needs: +With these building blocks, you can create robust, flexible, and intelligent data ingestion pipelines tailored for your application needs: -- **Unified document representation:** Represent any file type (PDF, Image, Microsoft Word, etc.) in a consistent format that works well with large language models. +- **Unified document representation:** Represent any file type (for example, PDF, Image, or Microsoft Word) in a consistent format that works well with large language models. - **Flexible data ingestion:** Read documents from both cloud services and local sources using multiple built-in readers, making it easy to bring in data from wherever it lives. - **Built-in AI enhancements:** Automatically enrich content with summaries, sentiment analysis, keyword extraction, and classification, preparing your data for intelligent workflows. - **Customizable chunking strategies:** Split documents into chunks using token-based, section-based, or semantic-aware approaches, so you can optimize for your retrieval and analysis needs. - **Production-ready storage:** Store processed chunks in popular vector databases and document stores, with support for embedding generation, making your pipelines ready for real-world scenarios. -- **End-to-end pipeline composition:** Chain together readers, processors, chunkers, and writers with the `IngestionPipeline` API, reducing boilerplate and making it easy to build, customize, and extend complete workflows. +- **End-to-end pipeline composition:** Chain together readers, processors, chunkers, and writers with the API, reducing boilerplate and making it easy to build, customize, and extend complete workflows. - **Performance and scalability:** Designed for scalable data processing, these components can handle large volumes of data efficiently, making them suitable for enterprise-grade applications. -All of these components are open and extensible by design. You can add custom logic, new connectors, and extend the system to support emerging AI scenarios. By standardizing how documents are represented, processed, and stored, .NET developers can build reliable, scalable, and maintainable data pipelines without reinventing the wheel for every project. +All of these components are open and extensible by design. You can add custom logic and new connectors, and extend the system to support emerging AI scenarios. By standardizing how documents are represented, processed, and stored, .NET developers can build reliable, scalable, and maintainable data pipelines without "reinventing the wheel" for every project. -### Building on stable foundations +### Built on stable foundations ![Data Ingestion Architecture Diagram](../media/data-ingestion/DataIngestion.png) -These new data ingestion building blocks are built on top of proven and extensible components in the .NET ecosystem, ensuring reliability, interoperability, and seamless integration with existing AI workflows: +These data ingestion building blocks are built on top of proven and extensible components in the .NET ecosystem, ensuring reliability, interoperability, and seamless integration with existing AI workflows: - **Microsoft.ML.Tokenizers:** Tokenizers provide the foundation for chunking documents based on tokens. This enables precise splitting of content, which is essential for preparing data for large language models and optimizing retrieval strategies. - **Microsoft.Extensions.AI:** This set of libraries powers enrichment transformations using large language models. It enables features like summarization, sentiment analysis, keyword extraction, and embedding generation, making it easy to enhance your data with intelligent insights. @@ -58,24 +56,24 @@ In addition to familiar patterns and tools, these abstractions build on already ## Data ingestion building blocks -The [Microsoft.Extensions.DataIngestion](https://www.nuget.org/packages/Microsoft.Extensions.DataIngestion) library is built around several key components that work together to create a complete data processing pipeline. Let's explore each component and how they fit together. +The [Microsoft.Extensions.DataIngestion](https://www.nuget.org/packages/Microsoft.Extensions.DataIngestion) library is built around several key components that work together to create a complete data processing pipeline. This section explores each component and how they fit together. -### Documents and Document Readers +### Documents and document readers -At the foundation of the library is the `IngestionDocument` type, which provides a unified way to represent any file format without losing important information. The `IngestionDocument` is Markdown-centric because large language models work best with Markdown formatting. +At the foundation of the library is the type, which provides a unified way to represent any file format without losing important information. `IngestionDocument` is Markdown-centric because large language models work best with Markdown formatting. -The `IngestionDocumentReader` abstraction handles loading documents from various sources, whether local files or streams. A few readers are available: +The abstraction handles loading documents from various sources, whether local files or streams. A few readers are available: - **[MarkItDown](https://www.nuget.org/packages/Microsoft.Extensions.DataIngestion.MarkItDown)** -- **[Markdown](https://www.nuget.org/packages/Microsoft.Extensions.DataIngestion.Markdig/)** +- **[Markdig](https://www.nuget.org/packages/Microsoft.Extensions.DataIngestion.Markdig/)** -We're actively working on adding more readers (including **LlamaParse** and **Azure Document Intelligence**). +More readers (including **LlamaParse** and **Azure Document Intelligence**) will be added in the future. This design means you can work with documents from different sources using the same consistent API, making your code more maintainable and flexible. -### Document Processing +### Document processing -Document processors apply transformations at the document level to enhance and prepare content. The library currently provides `ImageAlternativeTextEnricher` class as a built-in processor that uses large language models to generate descriptive alternative text for images within documents. +Document processors apply transformations at the document level to enhance and prepare content. The library provides the class as a built-in processor that uses large language models to generate descriptive alternative text for images within documents. ### Chunks and Chunking Strategies From a3477e8e66ba63ab72563e328f90dbcdb5313180 Mon Sep 17 00:00:00 2001 From: Adam Sitnik Date: Wed, 26 Nov 2025 16:52:09 +0100 Subject: [PATCH 06/11] Apply suggestions from code review Co-authored-by: Genevieve Warren <24882762+gewarren@users.noreply.github.com> --- docs/ai/conceptual/data-ingestion.md | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/docs/ai/conceptual/data-ingestion.md b/docs/ai/conceptual/data-ingestion.md index 2cfa94e6d650c..5e49d75bef7ac 100644 --- a/docs/ai/conceptual/data-ingestion.md +++ b/docs/ai/conceptual/data-ingestion.md @@ -75,14 +75,14 @@ This design means you can work with documents from different sources using the s Document processors apply transformations at the document level to enhance and prepare content. The library provides the class as a built-in processor that uses large language models to generate descriptive alternative text for images within documents. -### Chunks and Chunking Strategies +### Chunks and chunking strategies Once you have a document loaded, you typically need to break it down into smaller pieces called chunks. Chunks represent subsections of a document that can be efficiently processed, stored, and retrieved by AI systems. This chunking process is essential for retrieval-augmented generation scenarios where you need to find the most relevant pieces of information quickly. The library provides several chunking strategies to fit different use cases: - **Header-based chunking** to split on headers. -- **Section-based chunking** to split on sections (example: pages). +- **Section-based chunking** to split on sections (for example, pages). - **Semantic-aware chunking** to preserve complete thoughts. These chunking strategies build on the Microsoft.ML.Tokenizers library to intelligently split text into appropriately sized pieces that work well with large language models. The right chunking strategy depends on your document types and how you plan to retrieve information. @@ -97,7 +97,7 @@ IngestionChunkerOptions options = new(tokenizer) IngestionChunker chunker = new HeaderChunker(options); ``` -### Chunk Processing and Enrichment +### Chunk processing and enrichment After documents are split into chunks, you can apply processors to enhance and enrich the content. Chunk processors work on individual pieces and can perform: @@ -106,11 +106,11 @@ After documents are split into chunks, you can apply processors to enhance and e These processors use [Microsoft.Extensions.AI.Abstractions](https://www.nuget.org/packages/Microsoft.Extensions.AI.Abstractions) to leverage large language models for intelligent content transformation, making your chunks more useful for downstream AI applications. -### Document Writer and Storage +### Document writer and storage -The `IngestionChunkWriter` stores processed chunks into a data store for later retrieval. Using Microsoft.Extensions.AI and [Microsoft.Extensions.VectorData.Abstractions](https://www.nuget.org/packages/Microsoft.Extensions.VectorData.Abstractions), the library provides the `VectorStoreWriter` class that supports storing chunks in any vector store supported by Microsoft.Extensions.VectorData. + stores processed chunks into a data store for later retrieval. Using Microsoft.Extensions.AI and [Microsoft.Extensions.VectorData.Abstractions](https://www.nuget.org/packages/Microsoft.Extensions.VectorData.Abstractions), the library provides the class that supports storing chunks in any vector store supported by Microsoft.Extensions.VectorData. -This includes popular options like [Qdrant](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.Qdrant), [SQL Server](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.SqlServer), [CosmosDB](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.CosmosNoSQL), [MongoDB](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.MongoDB), [ElasticSearch](https://www.nuget.org/packages/Elastic.SemanticKernel.Connectors.Elasticsearch), and many more. The writer can also automatically generate embeddings for your chunks using Microsoft.Extensions.AI, making them ready for semantic search and retrieval scenarios. +Vectore stores include popular options like [Qdrant](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.Qdrant), [SQL Server](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.SqlServer), [CosmosDB](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.CosmosNoSQL), [MongoDB](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.MongoDB), [ElasticSearch](https://www.nuget.org/packages/Elastic.SemanticKernel.Connectors.Elasticsearch), and many more. The writer can also automatically generate embeddings for your chunks using Microsoft.Extensions.AI, readying them for semantic search and retrieval scenarios. ```csharp OpenAIClient openAIClient = new( @@ -132,9 +132,9 @@ using SqliteVectorStore vectorStore = new( using VectorStoreWriter writer = new(vectorStore, dimensionCount: 1536); ``` -### Document Processing Pipeline +### Document processing pipeline -The `IngestionPipeline` API allows you to chain together the various data ingestion components into a complete workflow. You can combine: +The API allows you to chain together the various data ingestion components into a complete workflow. You can combine: - **Readers** to load documents from various sources. - **Processors** to transform and enrich document content. @@ -156,4 +156,4 @@ await foreach (var result in pipeline.ProcessAsync(new DirectoryInfo("."), searc } ``` -A single document ingestion failure should not fail the whole pipeline, that is why the `IngestionPipeline.ProcessAsync` implements partial success by returning `IAsyncEnumerable`. The caller is responsible for handling any failures (for example, by re-trying failed documents or stopping on first error). +A single document ingestion failure shouldn't fail the whole pipeline. That's why implements partial success by returning `IAsyncEnumerable`. The caller is responsible for handling any failures (for example, by retrying failed documents or stopping on first error). From f86a8f7ce92c30fb6b77f2476c434c75fdf65312 Mon Sep 17 00:00:00 2001 From: Luis Quintanilla <46974588+luisquintanilla@users.noreply.github.com> Date: Tue, 2 Dec 2025 14:32:09 -0500 Subject: [PATCH 07/11] Updated image --- docs/ai/conceptual/data-ingestion.md | 4 ++-- .../ai/media/data-ingestion/DataIngestion.png | Bin 49252 -> 92800 bytes 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/ai/conceptual/data-ingestion.md b/docs/ai/conceptual/data-ingestion.md index 5e49d75bef7ac..00c7b595de12d 100644 --- a/docs/ai/conceptual/data-ingestion.md +++ b/docs/ai/conceptual/data-ingestion.md @@ -16,7 +16,7 @@ Data ingestion is the process of collecting, reading, and preparing data from di - **Transform** the data by cleaning, chunking, enriching, or converting formats. - **Load** the data into a destination like a database, vector store, or AI model for retrieval and analysis. -For AI and machine learning scenarios, especially Retrieval-Augmented Generation (RAG), data ingestion is not just about moving data. It is about making data usable for intelligent applications. This means representing documents in a way that preserves their structure and meaning, splitting them into manageable chunks, enriching them with metadata or embeddings, and storing them so they can be retrieved quickly and accurately. +For AI and machine learning scenarios, especially Retrieval-Augmented Generation (RAG), data ingestion is not just about converting data from one format to another. It is about making data usable for intelligent applications. This means representing documents in a way that preserves their structure and meaning, splitting them into manageable chunks, enriching them with metadata or embeddings, and storing them so they can be retrieved quickly and accurately. ## Why data ingestion matters for AI applications @@ -28,7 +28,7 @@ This is where data ingestion becomes critical. You need to extract text from dif ## The Microsoft.Extensions.DataIngestion library -The [📦 Microsoft.Extensions.DataIngestion package](https://www.nuget.org/packages/Microsoft.Extensions.DataIngestion) provides foundational .NET components for data ingestion. It enables developers to read, process, and prepare documents for AI and machine learning workflows, especially Retrieval-Augmented Generation (RAG) scenarios. +The [📦 Microsoft.Extensions.DataIngestion package](https://www.nuget.org/packages/Microsoft.Extensions.DataIngestion) provides foundational .NET building blocks for data ingestion. It enables developers to read, process, and prepare documents for AI and machine learning workflows, especially Retrieval-Augmented Generation (RAG) scenarios. 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z1cX{uk>AFPHSfwd*X)(ffR(6_7*n-)qqri5+NHpc$)J;@PR%EN=q4(Gdk=RfhfZ|N z%e`8B*Gi&AHl<^%N~9)tB`w~8fX1eV@r-((hD;bKa=r`WcimU(bt`IWp2{BT@c5f$ zXjcoKnu9Thrszh~6a{l?j9h$A(Y*7CLJ<_dZ*x59f53l*5x%GLz0e)s5(qTBb{1K{ z!q!W|s?`2_cVEM!@yA<>f#p(Z+@;06nm*E~DDxmqRnO*+e@Pqm?-d$9Ea$?4+a+;a zr6g7N7B1k?1Dn&IfsmB3ohE`d&Tdd@H)62|S;c`w9bUOICBo}+z1#R$SlioA;<+@i gu&@pxi+WtF?gXEZq Date: Tue, 2 Dec 2025 14:42:28 -0500 Subject: [PATCH 08/11] Fix image naming --- .../{DataIngestion.png => dataingestion.png} | Bin 1 file changed, 0 insertions(+), 0 deletions(-) rename docs/ai/media/data-ingestion/{DataIngestion.png => dataingestion.png} (100%) diff --git a/docs/ai/media/data-ingestion/DataIngestion.png b/docs/ai/media/data-ingestion/dataingestion.png similarity index 100% rename from docs/ai/media/data-ingestion/DataIngestion.png rename to docs/ai/media/data-ingestion/dataingestion.png From c1eedfe1a38258b7c6b24bdac6f6438d069ed918 Mon Sep 17 00:00:00 2001 From: Luis Quintanilla <46974588+luisquintanilla@users.noreply.github.com> Date: Tue, 2 Dec 2025 14:42:52 -0500 Subject: [PATCH 09/11] Update link to image --- docs/ai/conceptual/data-ingestion.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/ai/conceptual/data-ingestion.md b/docs/ai/conceptual/data-ingestion.md index 00c7b595de12d..c09a2a6a1116d 100644 --- a/docs/ai/conceptual/data-ingestion.md +++ b/docs/ai/conceptual/data-ingestion.md @@ -44,7 +44,7 @@ All of these components are open and extensible by design. You can add custom lo ### Built on stable foundations -![Data Ingestion Architecture Diagram](../media/data-ingestion/DataIngestion.png) +![Data Ingestion Architecture Diagram](../media/data-ingestion/dataingestion.png) These data ingestion building blocks are built on top of proven and extensible components in the .NET ecosystem, ensuring reliability, interoperability, and seamless integration with existing AI workflows: From 1ddfc6ea9317df0feafc4f8e4321a5828c9230d2 Mon Sep 17 00:00:00 2001 From: Luis Quintanilla <46974588+luisquintanilla@users.noreply.github.com> Date: Tue, 2 Dec 2025 14:56:25 -0500 Subject: [PATCH 10/11] Update date --- docs/ai/conceptual/data-ingestion.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/ai/conceptual/data-ingestion.md b/docs/ai/conceptual/data-ingestion.md index c09a2a6a1116d..430efb4600ae3 100644 --- a/docs/ai/conceptual/data-ingestion.md +++ b/docs/ai/conceptual/data-ingestion.md @@ -3,7 +3,7 @@ title: Data ingestion 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