Principle:AUTOMATIC1111 Stable diffusion webui Memory Management
Definition
Sub-quadratic memory attention algorithm for processing large images without out-of-memory errors.
Motivation
Standard self-attention scales quadratically with sequence length, making it infeasible to process high-resolution images on consumer GPUs. A sub-quadratic attention mechanism reduces peak memory usage, allowing users to generate larger images without encountering OOM crashes.
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