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model

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  1. index.md

    ## with_api_key(api_key) {#str} Sets a specified API key to the Model. ```python def with_api_key(self, api_key: str): ... ``` | Parameter | Type | Description | | --- | --- | --- | | api_key | str......a specified API key to the model. ```python def with_api_key(self...text using OpenAI and Google models. ```python first_doc = aw....

    reference.aspose.com/words/python-net/aspose.wo...
  2. index.md

    ## with_organization(organization_id) {#str} Sets a specified Organization to the Model. ```python def with_organization(self, organization_id: str): ... ``` | Parameter | Type | Description | | --......specified Organization to the model. ```python def with_organization(self...text using OpenAI and Google models. ```python first_doc = aw....

    reference.aspose.com/words/python-net/aspose.wo...
  3. 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/
  4. System prompt recipes|Documentation

    Effective system prompts for Aspose.LLM for .NET chat sessions, concise assistant, structured output, role-play, tool-use stand-ins, and format enforcement.... For reasoning-tuned models (DeepSeek-R1, Qwen3 with chain-of-thought)...output on the caller side: the model can still misbehave and produce...

    docs.aspose.com/llm/net/use-cases/system-prompt...
  5. Programming with Documents|Aspose.Words for Pyt...

    Use the Aspose.Words for Python via .NET Document Object Model classes to programmatically create, modify, and manage documents with python-net. Work with document properties, settings, and content, as well as with document appearance through the management of colors, shapes, fonts and other graphics....to use the Document Object Model to create, modify, and manage...Aspose.Words Document Object Model classes. Articles in this section...

    docs.aspose.com/words/python-net/programming-wi...
  6. GPU deployment with CUDA|Documentation

    Deploy Aspose.LLM for .NET on NVIDIA GPUs, select CUDA, offload all layers, configure multi-GPU split, and size VRAM for Model + KV cache....maximum throughput for a given model size. Multi-GPU server where...where you need to split a large model. Cloud VM with CUDA-capable...

    docs.aspose.com/llm/net/use-cases/gpu-deploymen...
  7. JPG Image In Dxf Not showing in Pdf - Free Supp...

    Problem: You have a DXF file with an embedded map image. It shows correctly in AutoCAD viewer but disappears in the PDF generated by Aspose CAD....getKey(); // ✅ Skip Model - slow, not a printable sheet...equalsIgnoreCase(“Model”)) { // LOG.info("Skipping Model "); // continue;...

    forum.aspose.com/t/jpg-image-in-dxf-not-showing...
  8. SummarizeOptions Class | Aspose.Words for .NET

    Discover the Aspose.Words.AI.SummarizeOptions class to customize and enhance your document summarization for clearer insights and improved content management....text using OpenAI and Google models. Document firstDoc = new Document...generative language models. AiModel model = (( OpenAiModel ) AiModel...

    reference.aspose.com/words/net/aspose.words.ai/...
  9. 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...
  10. 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...