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  1. AiModel.with_api_key method | Aspose.Words for ...

    AiModel.with_api_key method. Sets a specified API key to the Model....a specified API key to the model. def with_api_key ( self , api_key...text using OpenAI and Google models. first_doc = aw . Document...

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  2. AiModel.summarize method | Aspose.Words for Python

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

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  3. EnableInfill|Documentation

    Fill-in-the-middle infill sampler in Aspose.LLM for .NET — specialized mode for code completion Models that support it.... Only useful for models trained for FIM (code-completion-oriented)...(Fill-in-the-Middle) pattern used by code models trained with FIM tokens (for...

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  4. Page Count way off - Free Support Forum - aspos...

    I loaded the attached PDFi nto an Aspose Document and the reported page count is 7 but there are 429 pages in the PDF David-Foster-Wallace-Infinite-Jest.pdf (4.7 MB) LoadOptions loadOptions = new LoadOptions(); loadOpt…...Words Document Object Model . But on the other hand PDF...into the Flow Document Object Model. Unfortunately, such conversion...

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  5. YarnAttnFactor|Documentation

    YaRN magnitude scaling factor in Aspose.LLM for .NET — scales attention magnitudes at long positions; leave null to use the Model default.... Default null (use model default) Range Typical 1.0 –...as a reasonable choice; the model’s metadata usually carries the...

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  6. 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...

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  7. 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...

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  8. 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...

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  9. 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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  10. GpuLayers|Documentation

    Number of Model layers to offload to GPU in Aspose.LLM for .NET — 0 for CPU-only, 999 for full offload, partial for memory-tight GPUs.... N (where 1 ≤ N < model’s layer count) Partial offload...offload. First N layers on GPU. ≥ model's layer count (idiomatic 999...

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