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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. IPageLayoutCallback class | Aspose.Words for No...

    Aspose.Words.Layout.IPageLayoutCallback class. Implement this interface if you want to have your own custom method called during build and rendering of page layout Model....and rendering of page layout model. Remarks The primary use for...possible to build page layout model for only a few pages at start...

    reference.aspose.com/words/nodejs-net/aspose.wo...
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  4. Module.DetectAreasMode.DOCUMENT|Documentation

    How Aspose.OCR for JavaScript via C++ determines the structure of a document using the Module.DetectAreasMode.DOCUMENT Model....DOCUMENT Contents [ Hide ] This model works best with large amounts...this document areas detection model: var settings = Module . WasmAsposeOCRRecogni...

    docs.aspose.com/ocr/javascript-cpp/areas-detect...
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  5. 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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  6. Module.DetectAreasMode.TABLE|Documentation

    How Aspose.OCR for JavaScript via C++ determines the structure of a document using the Module.DetectAreasMode.TABLE algorithm....Contents [ Hide ] When this model is enabled, OCR engine detects...cells. This areas detection model is recommended when working...

    docs.aspose.com/ocr/javascript-cpp/areas-detect...
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  7. AI-Powered Presentation Translator|Aspose.Slide...

    Translate PowerPoint slides with AI using Aspose.Slides for .NET. Localize PPT, PPTX and ODP while preserving layout—fast and developer-friendly. Try it....integrates with external AI models over the internet. This functionality...different AI provider or language model. Aspose.Slides handles the communication...

    docs.aspose.com/slides/net/ai/translator/
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  8. 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.... Enough RAM for the chosen model. Qwen25Preset needs roughly...(100-500 MB) from GitHub and the model file (~4 GB for Qwen25Preset...

    docs.aspose.com/llm/net/hello-world/
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  9. Customizing presets|Documentation

    Override fields on built-in Aspose.LLM for .NET presets — either instance-level tweaks or a subclass for reusable configuration....substitute entire services (custom model loaders, custom prompt formatters)...Subclasses inherit the base preset’s model source and chat template — you...

    docs.aspose.com/llm/net/developer-reference/pre...
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  10. Save and restore session|Documentation

    Persist an Aspose.LLM for .NET chat session to disk and resume it in a later process or on another machine....context of the first — the model remembers the customer’s scenario...across major versions. Same model file. Load on a machine that...

    docs.aspose.com/llm/net/use-cases/save-and-rest...
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