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  1. Long context tuning|Documentation

    Configure Aspose.LLM for .NET for 128K-262K contexts — pick the right preset, enable flash attention, quantize the KV cache, and manage memory.... Q8_0 ; // Full GPU offload. preset . BaseModelInferencePa...tokens of prompt: 80-100 t/s on GPU. At 32K: 40-60 t/s. At 131K:...

    docs.aspose.com/llm/net/use-cases/long-context-...
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  2. Custom preset|Documentation

    Customize a built-in Aspose.LLM for .NET preset or build one from scratch — three patterns for bringing your own parameters or your own GGUF model....(temperature, context size, GPU layers). Apply the same tuning.... GpuLayers = 999 ; // full GPU offload if available } } // Use...

    docs.aspose.com/llm/net/use-cases/custom-preset/
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  3. Bring your own GGUF|Documentation

    Run a custom GGUF model in Aspose.LLM for .NET — pick the file, write a preset, verify compatibility, tune parameters....PreferredAcceleratio and GpuLayers per your GPU. Repetitive output Default sampler...templates — how detection works. GPU deployment with CUDA Long context...

    docs.aspose.com/llm/net/use-cases/bring-your-ow...
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  4. AsposeAI class|Documentation

    AI-powered OCR postprocessing with LLM/VLM models for smarter table output, text correction, and keyword extraction....Number of model layers to run on GPU. Increase for faster inference...

    docs.aspose.com/ocr/net/ai/
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  5. Extensibility|Documentation

    Replace core services in Aspose.LLM for .NET via dependency injection — IModelLoader, IModelFileProvider, IPromptFormatter, IMediaProcessor. Advanced customization for niche scenarios....different model, sampler settings, GPU layers — use a preset and the...

    docs.aspose.com/llm/net/developer-reference/ext...
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  6. Aspose.3D 1.2.0中的公共 API 更改|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....如何三角剖分网格 三角网格对于游戏行业很有用，因为三角形是GPU硬件支持的唯一受支持的基元 (非三角数据在驱动程序级别进行...

    docs.aspose.com/3d/zh/net/public-api-changes-in...
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  7. Aspose.OCR for Java|Documentation

    Aspose.OCR for Java is an easy-to-use Java API for converting scanned images and photographs to text....resource-intensive tasks to the GPU. Aspose experience with machine...

    docs.aspose.com/ocr/java/
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  8. Vision presets|Documentation

    Built-in vision presets in Aspose.LLM for .NET — Qwen VL, Gemma 3 Vision, Ministral 3 Vision, with model sources, projector files, and picker guidance....MtmdContextParameter — control projector GPU offload, threading, and verbosity...

    docs.aspose.com/llm/net/developer-reference/mul...
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  9. Aspose.OCR for C++|Documentation

    Aspose.OCR for C++ is an easy-to-use C and C++ API for converting scanned images and photographs to text....resource-intensive tasks to the GPU. Aspose experience with machine...

    docs.aspose.com/ocr/cpp/
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  10. Hello, world!|Documentation

    Minimal end-to-end example with Aspose.LLM for .NET — create the API from a preset, send a message, and print the response....session save/restore, CPU-only and GPU runs. Multi-turn chat — start...

    docs.aspose.com/llm/net/hello-world/
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