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aspose.llm

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  1. 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....SendMessageToSession : using Aspose.LLM ; using Aspose.LLM.Abstractions.Parameters...

    docs.aspose.com/llm/net/developer-reference/mul...
    more..

  2. AsposeLLMApi facade|Documentation

    Detailed reference for AsposeLLMApi — the single-instance facade class of Aspose.llm for .NET. Covers construction, every public method, exception semantics, and lifecycle....single public facade class of Aspose.LLM for .NET. Every chat operation...Class overview namespace Aspose.LLM ; public partial class AsposeLLMApi...

    docs.aspose.com/llm/net/developer-reference/asp...
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  3. Customizing presets|Documentation

    Override fields on built-in Aspose.llm for .NET presets — either instance-level tweaks or a subclass for reusable configuration.... using Aspose.LLM ; using Aspose.LLM.Abstractions.Parameters...reusable configuration. using Aspose.LLM.Abstractions.Parameters.Presets...

    docs.aspose.com/llm/net/developer-reference/pre...
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  4. Using built-in presets|Documentation

    Pick and use a built-in Aspose.llm for .NET preset for your scenario — text vs vision, size vs speed, and task-based selection....Minimal usage using Aspose.LLM ; using Aspose.LLM.Abstractions.Parameters...

    docs.aspose.com/llm/net/developer-reference/pre...
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  5. Chat templates|Documentation

    Eight vision chat templates Aspose.llm for .NET recognizes and selects automatically — LLaVA, Qwen2VL, Qwen3VL, Pixtral, InternVL, Gemma3, Llama4, MiniCPMV.... Aspose.LLM for .NET ships eight templates...template dispatch table in Aspose.LLM.Interop.Multimodal.VisualModelChatTempl...

    docs.aspose.com/llm/net/developer-reference/mul...
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  6. Metal|Documentation

    Run Aspose.llm for .NET on Apple Silicon with Metal acceleration — unified memory, GPU offload, and Apple M-series performance notes....Contents [ Hide ] Metal is Aspose.LLM for .NET’s preferred backend...configure. Select Metal using Aspose.LLM.Abstractions.Acceleration...

    docs.aspose.com/llm/net/developer-reference/acc...
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  7. CUDA|Documentation

    Run Aspose.llm for .NET on NVIDIA GPUs with CUDA acceleration — driver requirements, compute capability, single and multi-GPU setup....is the fastest backend for Aspose.LLM for .NET on NVIDIA GPUs....qualifies. Select CUDA using Aspose.LLM.Abstractions.Acceleration...

    docs.aspose.com/llm/net/developer-reference/acc...
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  8. Logging and diagnostics|Documentation

    Integrate ILogger with Aspose.llm for .NET, enable native debug logs, and interpret tagged log output for multimodal, context, and KV cache diagnostics....diagnostics Contents [ Hide ] Aspose.LLM for .NET routes diagnostic...

    docs.aspose.com/llm/net/developer-reference/log...
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  9. License errors|Documentation

    Fix license-related failures in Aspose.llm for .NET — Not licensed for this method, expired temporary license, wrong file path, embedded resource not found.... Aspose.LLM does not have an evaluation...process). var license = new Aspose . LLM . License (); license ....

    docs.aspose.com/llm/net/troubleshooting/license...
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  10. CPU|Documentation

    Run Aspose.llm for .NET on CPU only — AVX512, AVX2, and NoAVX variants, threading, and performance expectations....the fallback backend for Aspose.LLM for .NET when no supported...a specific variant: using Aspose.LLM.Abstractions.Acceleration...

    docs.aspose.com/llm/net/developer-reference/acc...
    more..