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  1. IAiModelText.summarize method | Aspose.Words fo...

    aspose.words.ai.IAiModelText.summarize method...leverages the connected AI model for content processing. def...method utilizes the connected AI model for processing each document...

    reference.aspose.com/words/python-net/aspose.wo...
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  2. AnthropicAiModel.summarize method | Aspose.Word...

    aspose.words.ai.AnthropicAiModel.summarize method...leverages the connected AI model for content processing. def...method utilizes the connected AI model for processing each document...

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  3. PoolingType|Documentation

    Embedding pooling strategy in Aspose.LLM for .NET — how per-token embeddings are reduced to a single vector.... enum Default null (use model default) Values Unspecified...Behavior Unspecified ( -1 ) Use model default. None ( 0 ) Return per-token...

    docs.aspose.com/llm/net/developer-reference/par...
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  4. ThreadCount|Documentation

    Thread count for mtmd (multimodal) processing in Aspose.LLM for .NET — null defers to native default; lower for CPU-constrained hosts....NThreads — base-model generation threads; independent...parameters — NThreads — base-model counterpart. PrintTimings Verbosity...

    docs.aspose.com/llm/net/developer-reference/par...
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  5. Create Scene with Primitive 3D Shapes|Documenta...

    Aspose.3D for Java API has support of primitive 3D shapes. All parameterized primitives will be converted to mesh automatically while saving in any supported output file format....Scene from Primitive 3D Shapes Modeling is the process of pure creation...new Scene (); // Create a Box model scene . getRootNode (). createChildNode...

    docs.aspose.com/3d/java/create-scene-with-primi...
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  6. 总结文档|Aspose.Words为Python via .NET

    总结一个文档。 Aspose.Words为Python 通过允许您指定摘要长度，使用OpenAI和GoogleAI模型简化文档摘要。...Google generative language models. model = aw . ai . AiModel . create...with_api_key ( api_key ) . as_open_ai_model () options = aw . ai . SummarizeOptions...

    docs.aspose.com/words/zh/python-net/summarize-a...
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  7. Out of memory|Documentation

    Fix out-of-memory errors in Aspose.LLM for .NET — GPU VRAM, system RAM, KV cache growth, swap thrashing....Out-of-memory failures happen at model load, during long sessions,... or when running several models on the same host. The remedy...

    docs.aspose.com/llm/net/troubleshooting/out-of-...
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  8. CPU|Documentation

    Run Aspose.LLM for .NET on CPU only — AVX512, AVX2, and NoAVX variants, threading, and performance expectations....inference, but reasonable for small models (3B-7B parameters) on modern...tokens-per-second for a 7B Q4_K_M model on CPU only: CPU class Approximate...

    docs.aspose.com/llm/net/developer-reference/acc...
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  9. API reference|Documentation

    Links to the full class-level API reference and a summary of the key Aspose.LLM for .NET types....ModelSourceParameter Where to load the model: local path, Aspose ID, or Hugging...repo. ModelInferenceParame Model-load knobs: GPU layers, main...

    docs.aspose.com/llm/net/developer-reference/api...
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  10. AnthropicAiModel.summarize method | Aspose.Word...

    Aspose.Words.AI.AnthropicAiModel.summarize method...leverages the connected AI model for content processing. summarize...method utilizes the connected AI model for processing each document...

    reference.aspose.com/words/nodejs-net/aspose.wo...
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