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  1. PenaltyContextSize|Documentation

    Window size in Aspose.LLM for .NET over which repetition, presence, and frequency penalties are computed — how many recent tokens count....Type int Default -1 (use the model’s full context size) Range -1...contribute. Penalties are local; the model can freely reuse words that...

    docs.aspose.com/llm/net/developer-reference/par...
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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. summarize...method utilizes the connected AI model for processing each document...

    reference.aspose.com/words/nodejs-net/aspose.wo...
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  3. 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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  4. Estimate memory requirements|Documentation

    Predict RAM and VRAM use for Aspose.LLM for .NET — Model weights, KV cache, projector, intermediate buffers. Worked examples for common presets....claim memory when the SDK runs: Model weights. KV cache. Vision projector...Component Approximate size Model weights parameters × bytes_per_parameter...

    docs.aspose.com/llm/net/how-to/estimate-memory-...
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  5. 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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  6. 总结文档|Aspose.Words为Python via .NET

    总结一个文档。 Aspose.Words为Python 通过允许您指定摘要长度，使用OpenAI和GoogleAI模型简化文档摘要。...Google generative language models. model = aw . ai . AiModel . create...with_api_key ( api_key ) . as_open_ai_model () options = aw . ai . SummarizeOptions...

    docs.aspose.com/words/zh/python-net/summarize-a...
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  7. 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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  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. 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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  10. 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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