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  1. VocabOnly|Documentation

    Load only the vocabulary of the Model in Aspose.LLM for .NET — no weights; used for tokenizer-only scenarios....] VocabOnly loads just the model’s vocabulary and tokenizer without...the weights. The resulting model cannot generate output — it...

    docs.aspose.com/llm/net/developer-reference/par...
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  2. AiModel.Summarize | Aspose.Words for .NET

    Smart document summarization API with customizable length options. Generate concise summaries from any document using AI technology....leverages the connected AI model for content processing. public...text using OpenAI and Google models. Document firstDoc = new Document...

    reference.aspose.com/words/net/aspose.words.ai/...
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  3. AiModel.Timeout | Aspose.Words for .NET

    Sets how long Aspose.Words waits for AI responses, improving performance and reliability....wait before the request to AI model times out. The default value...Examples Shows how to change model default timeout. string apiKey...

    reference.aspose.com/words/net/aspose.words.ai/...
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  4. Translate a Document|Aspose.Words for Python vi...

    Translate a document. Aspose.Words for Python simplifies document translation using Google AI Models, allowing you to specify the target language....using Google generative AI models, including a code example with...with the Gemini 1.5 Flash model. Document translation is a frequently...

    docs.aspose.com/words/python-net/translate-a-do...
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  5. AiModel.setApiKey method | Aspose.Words for Nod...

    AiModel.setApiKey method. Sets a specified API key to the Model....a specified API key to the model. setApiKey ( apiKey : string...text using OpenAI and Google models. let firstDoc = new aw . Document...

    reference.aspose.com/words/nodejs-net/aspose.wo...
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  6. ModelFilePath|Documentation

    Highest-priority Model source in Aspose.LLM for .NET — a local file path; bypasses all download logic....highest-priority source for the model file. When set to a non-empty...Hugging Face fields) Category Model source Field on ModelSourceParameter...

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

    Offload the vision projector to GPU in Aspose.LLM for .NET — null defers to mtmd's auto-detection; explicit true/false forces a choice.... Keeps VRAM for the base model on memory-tight GPUs. The projector...is freeing VRAM for the base model’s KV cache. When to change it...

    docs.aspose.com/llm/net/developer-reference/par...
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  8. Context parameters|Documentation

    Reference for Aspose.LLM for .NET context parameters — context size, batch, threading, rope/YaRN scaling, flash attention, KV cache types....context — how many tokens the model can attend to, how batching...default” or “derive from the model”. Touch these values only when...

    docs.aspose.com/llm/net/developer-reference/par...
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  9. UseMemoryMapping|Documentation

    Toggle mmap-based Model loading in Aspose.LLM for .NET — default true; disable only for network filesystems or specific memory layouts....mapping lets the OS stream the model on demand, which cuts startup...default — usually true ) Category Model loading Field on ModelInferenceParame...

    docs.aspose.com/llm/net/developer-reference/par...
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  10. IAiModelText.Summarize | Aspose.Words for .NET

    Effortlessly summarize documents with IAiModelText. Customize summary length using advanced AI for precise content extraction and enhanced readability....leverages the connected AI model for content processing. public...text using OpenAI and Google models. Document firstDoc = new Document...

    reference.aspose.com/words/net/aspose.words.ai/...
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