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libraries/radpdfprocessing/features/gen-ai-powered-document-insights/partial-context-question-processor.md

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|**PartialContextQuestionProcessor(IChatClient chatClient, int modelMaxInputTokenLimit, ISimpleTextDocument document)**|_Specific*_ |Creates an instance with built-in embeddings storage|
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|**PartialContextQuestionProcessor(IChatClient chatClient, IEmbeddingsStorage embeddingsStorage, int modelMaxInputTokenLimit, ISimpleTextDocument document)**|Any|Creates an instance with custom embeddings storage|
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> _*Specific_ The .NET {{site.mindotnetversion}}+ (Target OS Windows) + [Packages for .NET {{site.mindotnetversion}} and .NET {{site.maxdotnetversion}} for Windows]({%slug available-nuget-packages%}#packages-for-net-framework-and-net-{{site.mindotnetversion}}-and-net-{{site.maxdotnetversion}}-for-windows) constructor uses **DefaultEmbeddingsStorage** internally, while the cross-platform constructor requires a custom implementation of **IEmbeddingsStorage** as shown in the [Custom IEmbeddingsStorage Setup]({%slug radpdfprocessing-features-gen-ai-powered-document-insights-partial-context-question-processor%}#implementing-custom-iembeddingsstorage) section.
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> _*Specific_ The .NET {{site.mindotnetversion}}+ (Target OS Windows) + [Packages for .NET {{site.mindotnetversion}} and .NET {{site.maxdotnetversion}} for Windows]({%slug available-nuget-packages%}#packages-for-net-framework-and-net-{{site.mindotnetversion}}-and-net-{{site.maxdotnetversion}}-for-windows) constructor uses **DefaultEmbeddingsStorage** internally, while the cross-platform and .NET Framework constructor requires a custom implementation of **IEmbeddingsStorage** as shown in the [Custom IEmbeddingsStorage Setup]({%slug radpdfprocessing-features-gen-ai-powered-document-insights-partial-context-question-processor%}#implementing-custom-iembeddingsstorage) section.
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### Properties and Methods
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<snippet id='libraries-pdf-features-gen-ai-ask-questions-using-partial-context'/>
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#### Example 2: Using PartialContextQuestionProcessor with Custom Embeddings (.NET Standard/.NET Framework)
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#### Example 2: Using PartialContextQuestionProcessor with Custom Embeddings (.NET Standard)
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This example demonstrates how to use the **PartialContextQuestionProcessor** with a custom embeddings storage implementation as described in the [Custom IEmbeddingsStorage Setup]({%slug radpdfprocessing-features-gen-ai-powered-document-insights-partial-context-question-processor%}#implementing-custom-iembeddingsstorage) section:
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libraries/radpdfprocessing/formats-and-conversion/pdf/pdfformatprovider/pdfformatprovider.md

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The result from the import method is a [__RadFixedDocument__]({%slug radpdfprocessing-model-radfixeddocument%}), which can be used like any code-generated document.
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>Import support is limited to the features that are supported by the export so it is possible that you cannot import all of your custom PDF documents.
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>Import support is limited to the features that are supported by the export, so it is possible that you cannot import all of your custom PDF documents.
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>note Complete examples showing importing and exporting a document are available in the [SDK repository on GitHub](https://github.com/telerik/document-processing-sdk/tree/master/PdfProcessing).
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}
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{{endregion}}
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>important When exporting a digitally signed document a stream that allows both reading and writing should be passed otherwise an exception is thrown: NotSupportedException: 'Stream does not support reading.' For example creаte the output stream like this: 'new FileStream("signed.pdf", FileMode.OpenOrCreate, FileAccess.ReadWrite)'.
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>important When exporting a digitally signed document a stream that allows both reading and writing should be passed otherwise an exception is thrown: NotSupportedException: 'Stream does not support reading.' For example, create the output stream like this: 'new FileStream("signed.pdf", FileMode.OpenOrCreate, FileAccess.ReadWrite)'.
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The resulting document can be opened in any application which supports PDF documents.
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The resulting document can be opened in any application that supports PDF documents.
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## See Also
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libraries/radspreadprocessing/features/formulas/custom-functions.md

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* [Cell Value Types]({%slug radspreadprocessing-working-with-cells-cell-value-types%})
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* [ArgumentInterpretation](https://docs.telerik.com/devtools/document-processing/api/Telerik.Windows.Documents.Spreadsheet.Expressions.Functions.ArgumentInterpretation.html)
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* [ArrayArgumentInterpretation](https://docs.telerik.com/devtools/document-processing/api/Telerik.Windows.Documents.Spreadsheet.Expressions.Functions.ArrayArgumentInterpretation.html)
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* [CustomFunctions SDK](https://github.com/telerik/xaml-sdk)
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* [CustomFunctions SDK](https://github.com/telerik/xaml-sdk/tree/master/Spreadsheet/WPF/CustomFunctions)

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