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gpu

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  1. Troubleshooting|Documentation

    Diagnose and fix common Aspose.LLM for .NET problems — binary download failures, out-of-memory, Gpu detection, model load, garbled output, license, performance....expected → Performance issues or GPU not detected . Slow only on first...at CPU speed despite a GPU present GPU not detected Replies contain...

    docs.aspose.com/llm/net/troubleshooting/
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  2. System requirements|Documentation

    Minimum requirements and prerequisites for developing applications with Aspose.OCR for C++....29 or later GPU support To use Aspose.Ocr.Cpp-GPU you will need...need a CUDA capable GPU and NVIDIA CUDA Toolkit . Read Installation...

    docs.aspose.com/ocr/cpp/system-requirements/
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  3. Estimate memory requirements|Documentation

    Predict RAM and VRAM use for Aspose.LLM for .NET — model weights, KV cache, projector, intermediate buffers. Worked examples for common presets....examples Qwen25Preset on a 12 GB GPU Weights (7B Q4_K_M): 3.5 GB KV...Qwen3Preset at full 32K on a 16 GB GPU Weights (8B Q4_K_M): 4 GB KV...

    docs.aspose.com/llm/net/how-to/estimate-memory-...
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  4. External dependencies|Documentation

    Third-party components used by Aspose.OCR for .NET....Gpu version 1.16.3 (for Aspose.OCR-GPU only). Aspose...install Aspose.OCR / Aspose.OCR-GPU for .NET NuGet package. You will...

    docs.aspose.com/ocr/net/third-party/
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  5. Use cases|Documentation

    End-to-end scenarios with runnable code for Aspose.LLM for .NET — simple chat, multi-turn conversations, session persistence, and custom presets....— no GPU, tune threads, set realistic expectations. GPU deployment...with CUDA — NVIDIA GPUs, single and multi-GPU. Integration with...

    docs.aspose.com/llm/net/use-cases/
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  6. Out of memory|Documentation

    Fix out-of-memory errors in Aspose.LLM for .NET — Gpu VRAM, system RAM, KV cache growth, swap thrashing.... On GPU: nvidia-smi showing the process...cudaErrorOutOfMemory , hipErrorOutOfMemory GPU VRAM System.OutOfMemoryException...

    docs.aspose.com/llm/net/troubleshooting/out-of-...
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  7. Hardware Based Rendering of 3D Geometry|Documen...

    Using Aspose.3D for Python via .NET API, developers can program the Gpu (graphics processing unit) and setup the graphics hardware for rendering 3D geometry instead of the fixed function pipeline.... developers can program the GPU (graphics processing unit) and...calculate the final pixel color in GPU side Render States - It provides...

    docs.aspose.com/3d/python-net/hardware-based-re...
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  8. Performance issues|Documentation

    Diagnose slow throughput, high first-token latency, and performance spikes in Aspose.LLM for .NET....says cpu while you have a GPU — see GPU not detected . 2. Verify...model keeps half on CPU — the GPU cannot accelerate what is not...

    docs.aspose.com/llm/net/troubleshooting/perform...
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  9. Quick wins|Documentation

    Five compact recipes for common Aspose.LLM for .NET tasks — first message, image input, session save/restore, CPU-only run, and CUDA Gpu run....Expect lower throughput than GPU inference; a 7B Q4 model typically...preparation). 5. Run on a CUDA GPU Request CUDA acceleration and...

    docs.aspose.com/llm/net/quick-wins/
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  10. Parameters|Documentation

    Reference for the eight parameter bags exposed by PresetCoreBase in Aspose.LLM for .NET — model source, inference, context, chat, sampler, engine, binary manager, multimodal context....the model loads into memory GPU offload, tensor split, memory...context mtmd (vision) context GPU offload for projector, verbosity...

    docs.aspose.com/llm/net/developer-reference/par...
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