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  1. Translate a Document|Aspose.Words for .NET

    Translate a document. Aspose.Words for .NET simplifies document translation using Google AI Models, allowing you to specify the target language....Google generative language models, which allows developers to...languages, the Google AI-based model will be able to translate all...

    docs.aspose.com/words/net/translate-a-document/
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  2. Summarize a Document|Aspose.Words for Java

    Summarize a document. Aspose.Words for Java simplifies document summarization using OpenAI and Google 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 and Google , as...

    docs.aspose.com/words/java/summarize-a-document/
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  3. Tune for speed vs quality|Documentation

    Move a preset along the speed-quality curve in Aspose.LLM for .NET — Model size, quantization, sampler, context, GPU offload....new Llama32Preset (); // 3B model preset . ContextParameters ...new Oss20Preset (); // 20B model preset . ContextParameters ...

    docs.aspose.com/llm/net/how-to/tune-for-speed-v...
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  4. Metal|Documentation

    Run Aspose.LLM for .NET on Apple Silicon with Metal acceleration — unified memory, GPU offload, and Apple M-series performance notes.... If the model plus KV cache fit in system...memory ceilings per Mac: Mac model Unified memory options M1 /...

    docs.aspose.com/llm/net/developer-reference/acc...
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  5. Long context tuning|Documentation

    Configure Aspose.LLM for .NET for 128K-262K contexts — pick the right preset, enable flash attention, quantize the KV cache, and manage memory.... At 131K context, a 7B model’s KV cache alone is 8-16 GB...using Aspose.LLM.Abstractions.Models ; preset . ContextParameters...

    docs.aspose.com/llm/net/use-cases/long-context-...
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  6. GoogleAiModel constructor | Aspose.Words for No...

    Aspose.Words.AI.GoogleAiModel constructor...name string The name of the model. For example, gemini-2.5-flash...name string The name of the model. For example, gemini-2.5-flash...

    reference.aspose.com/words/nodejs-net/aspose.wo...
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  7. 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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  8. Aspose::Words::AI::SummaryLength enum | Aspose....

    Aspose::Words::AI::SummaryLength enum. Enumerates possible lengths of summary 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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  9. 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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  10. SummarizeOptions class | Aspose.Words for Python

    aspose.words.ai.SummarizeOptions class. Allows to specify various options for summarizing document content....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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