Legacy boolean toggle for flash attention in Aspose.LLM for .NET — prefer FlashAttentionMode enum for new code.... Default null (use model default) Category Attention...explicit override; runtime / model default applies. true — request...
Aspose::Words::Layout::IPageLayoutCallback interface. Implement this interface if you want to have your own custom method called during build and rendering of page layout Model in C++....and rendering of page layout model. class IPageLayoutCallback :...possible to build page layout model for only a few pages at start...
The Aspose.Words.BuildingBlocks module provides classes that allow to access and use AutoText, AutoCorrect entries and Building Blocks in a document....Words Document Object Model (DOM) documentation article...Aspose.Words Document Object Model (DOM) documentation article...
Per-token logit adjustment in Aspose.LLM for .NET — add or subtract a value from any token's logit to favor or ban it....add a per-token offset to the model’s logits before sampling. Positive...Obtaining token IDs requires the model’s tokenizer — not exposed in...
Predict RAM and VRAM use for Aspose.LLM for .NET — Model weights, KV cache, projector, intermediate buffers. Worked examples for common presets....claim memory when the SDK runs: Model weights. KV cache. Vision projector...Component Approximate size Model weights parameters × bytes_per_parameter...
Aspose::Words namespace. The Aspose.Words namespace provides classes for generating, converting, modifying, rendering and printing Microsoft Word documents without utilizing Microsoft Word in C++....Words Document Object Model (DOM) documentation article...Aspose.Words Document Object Model (DOM) documentation article...
Aspose::Words::NodeList class. Represents a collection of nodes matching an XPath query executed using the SelectNodes() method. To learn more, visit the documentation article in C++....Words Document Object Model (DOM) documentation article...#include <Aspose.Words.Cpp/Model/Nodes/NodeType.h> #include <Aspose...
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...
Aspose.Words.AI.OpenAiModel.summarize method...leverages the connected AI model for content processing. summarize...method utilizes the connected AI model for processing each document...
Aspose.Words.AI.AiModel.summarize method...leverages the connected AI model for content processing. summarize...method utilizes the connected AI model for processing each document...