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  1. Out of memory|Documentation

    Fix out-of-memory errors in Aspose.LLM for .NET — GPU VRAM, system RAM, KV cache growth, swap thrashing....Out-of-memory failures happen at model load, during long sessions,... or when running several models on the same host. The remedy...

    docs.aspose.com/llm/net/troubleshooting/out-of-...
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  2. Estimate memory requirements|Documentation

    Predict RAM and VRAM use for Aspose.LLM for .NET — Model weights, KV cache, projector, intermediate buffers. Worked examples for common presets....claim memory when the SDK runs: Model weights. KV cache. Vision projector...Component Approximate size Model weights parameters × bytes_per_parameter...

    docs.aspose.com/llm/net/how-to/estimate-memory-...
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  3. AiModel.summarize method | Aspose.Words for Nod...

    Aspose.Words.AI.AiModel.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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  4. OpenAiModel.summarize method | Aspose.Words for...

    Aspose.Words.AI.OpenAiModel.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. OpenAiModel.summarize method | Aspose.Words for...

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

    reference.aspose.com/words/python-net/aspose.wo...
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  6. ThreadCount|Documentation

    Thread count for mtmd (multimodal) processing in Aspose.LLM for .NET — null defers to native default; lower for CPU-constrained hosts....NThreads — base-model generation threads; independent...parameters — NThreads — base-model counterpart. PrintTimings Verbosity...

    docs.aspose.com/llm/net/developer-reference/par...
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  7. CPU|Documentation

    Run Aspose.LLM for .NET on CPU only — AVX512, AVX2, and NoAVX variants, threading, and performance expectations....inference, but reasonable for small models (3B-7B parameters) on modern...tokens-per-second for a 7B Q4_K_M model on CPU only: CPU class Approximate...

    docs.aspose.com/llm/net/developer-reference/acc...
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  8. Aspose::Words namespace | Aspose.Words for C++ ...

    Aspose::Words namespace. The Aspose.Words namespace provides classes for generating, converting, modifying, rendering and printing Microsoft Word documents without utilizing Microsoft Word in C++....Words Document Object Model (DOM) documentation article...Aspose.Words Document Object Model (DOM) documentation article...

    reference.aspose.com/words/cpp/aspose.words/
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  9. MaxTokens|Documentation

    Hard cap on generated tokens per assistant response in Aspose.LLM for .NET — raise for reasoning Models that emit think blocks....tasks; raise it for reasoning models (Qwen3, DeepSeek-R1) that emit...general-purpose. 2048 – 4096 — reasoning-model output (Qwen3, DeepSeek-R1)...

    docs.aspose.com/llm/net/developer-reference/par...
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  10. 创建带有基本 3D 形状的场景|Documentation

    Aspose.3D for Node.js 通过 Java API 具有对基本 3D 形状的支持。所有参数化基本体在保存到任何受支持的输出文件格式时，都将自动转换为网格。...Scene from Primitive 3D Shapes Modeling is the process of pure creation... Scene (); // Create a Box model scene . getRootNode (). createChildNode...

    docs.aspose.com/3d/zh/nodejs-java/create-scene-...
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