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  1. NSeqMax|Documentation

    Maximum parallel sequences in Aspose.LLM for .NET — matters for recurrent Models; leave at default for standard transformers....recurrent or state-tracking models. Standard transformer chat...typically 1 for transformer models) Range 1 and above; power-of-two...

    docs.aspose.com/llm/net/developer-reference/par...
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  2. AI Grammar Checking|Aspose.Words for Python via...

    Check a document grammar. Aspose.Words for Python allows users to check grammar and detect errors in documents using OpenAI, Google, and Claude Models....checking on a document with AI models, including sample code and...OpenAI, Google, and Claude models' families listed in the AiModelType...

    docs.aspose.com/words/python-net/grammar-checking/
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  3. Aspose.Words.Layout | Aspose.Words for .NET

    Explore Aspose.Words.Layout for precise document formatting insights. Access page locations and element positioning to enhance your document's layout....to walk over the page layout model. Available properties are type...and rendering of page layout model. Enumeration Enumeration Description...

    reference.aspose.com/words/net/aspose.words.lay...
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  4. Reduce first-token latency|Documentation

    Cut the time to first response in Aspose.LLM for .NET — warm up the engine, shorten system prompts, size batches correctly, and avoid cold starts....Cold-start — binary download, model load, session creation. Happens...ever: downloads binaries + model (100-500 MB + 2-15 GB). Several...

    docs.aspose.com/llm/net/how-to/reduce-first-tok...
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  5. AI-powered Features in Python | Translate a Doc...

    Use Aspose.Words for Python to summarize, translate, and check grammar of documents with AI, enabling smarter and automated document processing workflows....built on top of large language models (LLMs) like OpenAI, Google...aspose-words Initialize an AI model (for example, Gemini 1.5 Flash):...

    blog.aspose.com/words/ai-powered-features-aspos...
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  6. RopeFreqScale|Documentation

    RoPE frequency scaling factor in Aspose.LLM for .NET — multiplicative factor applied to RoPE frequencies; null or 0 uses the Model default.... Default null (use model default) Range 0 – 1.0 ; < 1...Scenario Value Default (use model metadata) null Simple 2× extension...

    docs.aspose.com/llm/net/developer-reference/par...
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  7. Aspose::Words::AI::SummarizeOptions class | Asp...

    Aspose::Words::AI::SummarizeOptions class. Allows to specify various options for summarizing document content in C++....text using OpenAI and Google models. auto firstDoc = System ::...Google generative language models. System :: SharedPtr < Aspose...

    reference.aspose.com/words/cpp/aspose.words.ai/...
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  8. Self-hosted LLM Aspose.Words for .NET | Self-ho...

    Aspose.Words for .NET supports for self-hosted LLMs, enabling secure, flexible, and cost-efficient AI document processing without third-party APIs....self-hosted Large Language Models (LLMs) for AI-enhanced document...infrastructure Cost Control : Host models on your own hardware, avoiding...

    blog.aspose.com/words/self-hosted-llm-aspose-wo...
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  9. GPU not detected|Documentation

    Aspose.LLM for .NET runs on CPU when you expected GPU — diagnose driver, acceleration selection, binary mismatch, GpuLayers setting....GpuLayers — if 0 , the model stays on CPU even if the binary...Version >= 525 and the GPU model. If nvidia-smi does not find...

    docs.aspose.com/llm/net/troubleshooting/gpu-not...
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  10. How-to recipes|Documentation

    Short focused recipes for Aspose.LLM for .NET — Model picking, quantization primer, speed-vs-quality tuning, cancellation, first-token latency, memory estimation....want… Go to A decision (which model, which quantization, what settings)...Choosing your setup Select a model by task — decision table over...

    docs.aspose.com/llm/net/how-to/
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