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  1. 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...
  2. 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...
  3. 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...
  4. IAiModelText class | Aspose.Words for Python

    aspose.words.ai.IAiModelText class. The common interface for AI Models designed to generate a variety of text-based content....The common interface for AI models designed to generate a variety...leverages the connected AI model for checking grammar of document...

    reference.aspose.com/words/python-net/aspose.wo...
  5. Session file portability|Documentation

    When you can safely move a saved Aspose.LLM for .NET chat session between machines, versions, and Models — and what breaks compatibility....SDK versions, or different models is a different story. This...side within the same major. Model file Same Hugging Face repository...

    docs.aspose.com/llm/net/developer-reference/ses...
  6. 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/
  7. PDF AI Copilot|Aspose.PDF for .NET

    This article describes how AI Copilot can be used to process the PDF document with Aspose.PDF library....such as the model, temperature, number of tokens, model instructions...such as the model, temperature, number of tokens, model instructions...

    docs.aspose.com/pdf/net/ai-copilot/
  8. Multimodal context parameters|Documentation

    Configure the mtmd (multimodal) context in Aspose.LLM for .NET — GPU offload for the vision projector, timing diagnostics, thread count, verbosity, and media marker.... The base text model is configured by ContextParameters...the GPU alongside the base model. The mmproj is typically small...

    docs.aspose.com/llm/net/developer-reference/par...
  9. 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...

    docs.aspose.com/llm/net/developer-reference/par...
  10. CheckTensors|Documentation

    Validate Model tensor data on load in Aspose.LLM for .NET — adds startup time; use when suspecting corrupt GGUF....catches corrupted or truncated models early — cleaner than a mysterious...(false — no validation) Category Model loading Field on ModelInferenceParame...

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