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  1. SummaryLength enumeration | Aspose.Words for Py...

    aspose.words.ai.SummaryLength enumeration. Enumerates possible lengths of summary....text using OpenAI and Google models. first_doc = aw . Document...Google generative language models. model = aw . ai . AiModel . create...

    reference.aspose.com/words/python-net/aspose.wo...
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  2. Introduction to Complex Barcodes|Documentation

    Learn how complex barcodes use typed business data Models, carrier symbologies, and structured decoding workflows in Aspose.BarCode for Java....Java separates the business model, the physical carrier symbology...initializes a Swiss QR payment model: SwissQRCodetext codetext =...

    docs.aspose.com/barcode/java/developer-guide/co...
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  3. 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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  4. Summarize a Document|Aspose.Words for Node.js v...

    Summarize a document. Aspose.Words for Node.js simplifies document summarization using OpenAI, Google and Anthropic AI Models by allowing you to specify the summary length....summarization using AI‑powered models, making it easier to process...advanced generative language models from OpenAI , Google and Anthropic...

    docs.aspose.com/words/nodejs-net/summarize-a-do...
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  5. index.md

    ## Summarize(*[Document](../../..aspose.words/document/), [SummarizeOptions](../../summarizeoptions/)*) {#summarize} Generates a summary of the specified document, with options to adjust the length......leverages the connected AI model for content processing. ```csharp...text using OpenAI and Google models. ```csharp Document firstDoc...

    reference.aspose.com/words/net/aspose.words.ai/...
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  6. Features|Documentation

    Capabilities of Aspose.LLM for .NET, local inference, chat sessions, vision input, acceleration, session persistence, and what the SDK does not do....lets you run large language models on your own machine or server...Run models on your CPU or GPU. Input, prompts, and model weights...

    docs.aspose.com/llm/net/product-overview/features/
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  7. 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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  8. 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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  9. 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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  10. Troubleshooting|Documentation

    Diagnose and fix common Aspose.LLM for .NET problems, binary download failures, out-of-memory, GPU detection, Model load, garbled output, license, performance....or model load failed. See Binary download fails or Model not...InvalidOperationExce during model load Model not loading cudaErrorOutOfMemory...

    docs.aspose.com/llm/net/troubleshooting/
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