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model

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  1. AttentionType|Documentation

    Causal vs non-causal attention in Aspose.LLM for .NET — standard chat uses Causal; embedding workflows may use NonCausal....chat models use causal attention; some embedding models use non-causal...AttentionType? enum Default null (use model default) Values Unspecified...

    docs.aspose.com/llm/net/developer-reference/par...
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  2. AsposeModelId|Documentation

    Second-priority Model source in Aspose.LLM for .NET — identifier into Aspose's internal Model catalog; used when ModelFilePath is unset....identifier into Aspose’s internal model catalog hosted at releases.aspose...Hugging Face fields) Category Model source Field on ModelSourceParameter...

    docs.aspose.com/llm/net/developer-reference/par...
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  3. KvOverrides|Documentation

    Runtime overrides for GGUF metadata keys in Aspose.LLM for .NET — patch context length, RoPE settings, architecture flags without modifying the file....null (no overrides) Category Model metadata Field on ModelInferenceParame...What it does The engine reads model configuration from GGUF metadata...

    docs.aspose.com/llm/net/developer-reference/par...
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  4. IAiModelText.summarize method | Aspose.Words fo...

    Aspose.Words.AI.IAiModelText.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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  5. GoogleAiModel constructor | Aspose.Words for Py...

    aspose.words.ai.GoogleAiModel constructor...Description name str The name of the model. For example, gemini-2.5-flash...Description name str The name of the model. For example, gemini-2.5-flash...

    reference.aspose.com/words/python-net/aspose.wo...
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  6. OpenAiModel.with_project method | Aspose.Words ...

    OpenAiModel.with_project method. Sets a specified Project to the Model....a specified Project to the model. def with_project ( self , project_id...text using OpenAI and Google models. first_doc = aw . Document...

    reference.aspose.com/words/python-net/aspose.wo...
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  7. AiModel.WithApiKey | Aspose.Words for .NET

    Unlock the power of AiModel with the WithApiKey method. Effortlessly set your API key for enhanced functionality and seamless integration....a specified API key to the model. public AiModel WithApiKey (...text using OpenAI and Google models. Document firstDoc = new Document...

    reference.aspose.com/words/net/aspose.words.ai/...
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  8. Understand quantization|Documentation

    Primer on GGUF quantization levels — Q4, Q5, Q8, F16, BF16, IQ variants. What to pick for your memory budget and quality target....Quantization reduces the precision of model weights from the full-precision...approximate; actual size depends on model architecture and specific quantizer...

    docs.aspose.com/llm/net/how-to/understand-quant...
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  9. Custom prompt formatter|Documentation

    Replace IPromptFormatter in Aspose.LLM for .NET to support custom chat templates or post-process Model output....ChatMessage is rendered into the model-ready text before inference...inference, and how the raw model output is cleaned up before the API returns...

    docs.aspose.com/llm/net/developer-reference/ext...
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  10. 3D Objects|Documentation

    Class Libraries & REST APIs for the developers to manipulate & process Files from Word, Excel, PowerPoint, Visio, PDF, CAD & several other categories in Web, Desktop or Mobile apps. Develop & deploy on Windows, Linux, MacOS & Android platforms....Binormal data for all Meshes in 3D Model Convert Mesh to Triangle Mesh...Normal Data for All Meshes of 3D Model Working with Radius of Sphere...

    docs.aspose.com/3d/java/3d-objects/
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