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  1. AiModel.summarize method | Aspose.Words for Nod...

    Aspose.Words.AI.AiModel.summarize method...leverages the connected AI model for content processing. summarize...method utilizes the connected AI model for processing each document...

    reference.aspose.com/words/nodejs-net/aspose.wo...
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  2. OpenAiModel.summarize method | Aspose.Words for...

    aspose.words.ai.OpenAiModel.summarize method...leverages the connected AI model for content processing. def...method utilizes the connected AI model for processing each document...

    reference.aspose.com/words/python-net/aspose.wo...
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  3. aspose.words module | Aspose.Words for Python

    The aspose.words module provides classes for generating, converting, modifying, rendering and printing Microsoft Word documents without utilizing Microsoft Word....the main class of the object model that represents a Microsoft...Aspose.Words Document Object Model (DOM) documentation article...

    reference.aspose.com/words/python-net/aspose.wo...
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  4. Out of memory|Documentation

    Fix out-of-memory errors in Aspose.LLM for .NET — GPU VRAM, system RAM, KV cache growth, swap thrashing....Out-of-memory failures happen at model load, during long sessions,... or when running several models on the same host. The remedy...

    docs.aspose.com/llm/net/troubleshooting/out-of-...
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  5. Aspose::Words namespace | Aspose.Words for C++ ...

    Aspose::Words namespace. The Aspose.Words namespace provides classes for generating, converting, modifying, rendering and printing Microsoft Word documents without utilizing Microsoft Word in C++....Words Document Object Model (DOM) documentation article...Aspose.Words Document Object Model (DOM) documentation article...

    reference.aspose.com/words/cpp/aspose.words/
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  6. AnthropicAiModel.summarize method | Aspose.Word...

    Aspose.Words.AI.AnthropicAiModel.summarize method...leverages the connected AI model for content processing. summarize...method utilizes the connected AI model for processing each document...

    reference.aspose.com/words/nodejs-net/aspose.wo...
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  7. FlashAttention (legacy)|Documentation

    Legacy boolean toggle for flash attention in Aspose.LLM for .NET — prefer FlashAttentionMode enum for new code.... Default null (use model default) Category Attention...explicit override; runtime / model default applies. true — request...

    docs.aspose.com/llm/net/developer-reference/par...
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  8. Aspose::Words::Layout::IPageLayoutCallback inte...

    Aspose::Words::Layout::IPageLayoutCallback interface. Implement this interface if you want to have your own custom method called during build and rendering of page layout Model in C++....and rendering of page layout model. class IPageLayoutCallback :...possible to build page layout model for only a few pages at start...

    reference.aspose.com/words/cpp/aspose.words.lay...
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  9. Create 3D Presentations in C++|Aspose.Slides Do...

    Generate interactive 3D presentations in C++ with Aspose.Slides effortlessly. Export quickly to PowerPoint and OpenDocument formats for versatile use....create and modify PowerPoint 3D models. This can be achieved by bringing...shape from a 2d shape to a 3D model. Setting the light effect on...

    docs.aspose.com/slides/cpp/3d-presentation/
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  10. CPU|Documentation

    Run Aspose.LLM for .NET on CPU only — AVX512, AVX2, and NoAVX variants, threading, and performance expectations....inference, but reasonable for small models (3B-7B parameters) on modern...tokens-per-second for a 7B Q4_K_M model on CPU only: CPU class Approximate...

    docs.aspose.com/llm/net/developer-reference/acc...
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