The release includes support for non-contiguous sigmoid operations in OpenCL, enhancing compatibility and performance across various hardware platforms. This update is part of a broader set of improvements and new binary distributions for multiple operating systems and backends, including macOS, Linux, Windows, Android, and openEuler, with support for CUDA, Vulkan, ROCm, OpenVINO, SYCL, and other accelerators.
The update enables f32 and q5_k multi-column GEMV by default for Adreno X2 on X2E devices, improving performance for specific computational tasks in the llama.cpp framework.
The fix addresses intermittent CI failures in TOPK_MOE tests caused by near ties in logits, particularly with uniform random inputs and narrow-range gating functions like sqrt_softplus. The solution involves redrawing logits until group selection and top-k decisions have a relative margin of 1e-4 in double precision, and constructing logits by inverting the gating function using a grid-based approach to ensure consistent expert selection across backends.
从 GPT Images 2.0 开始，GPT 就一直是我唯一使用的画图工具。对我来说，它的质量无与伦比。Nano Banana Pro 之类的，我都没再用了。它似乎已经退出比赛了，至少在我的日常使用里是这样。两个月前，Images 2.5 加强了主体一致性和多轮编辑，也改善了细节、复杂布局和速度。Sketch 草图、模板、图片评论和提示词分享，也是在...
Article URL: https://github.com/akustikrausch/amigent Comments URL: https://news.ycombinator.com/item?id=50372207 Points: 2 # Comments: 0
Article URL: https://github.com/ag3ntsc4rn/autorun-audit Comments URL: https://news.ycombinator.com/item?id=50374018 Points: 1 # Comments: 0
Article URL: https://github.com/zoghlamimostafa/BrowserForge-MCP Comments URL: https://news.ycombinator.com/item?id=50373055 Points: 1 # Comments: 0
Article URL: https://github.com/akshit-bansal11/edgepad Comments URL: https://news.ycombinator.com/item?id=50374433 Points: 1 # Comments: 1
Article URL: https://github.com/AlgoVesta/mcp Comments URL: https://news.ycombinator.com/item?id=50375559 Points: 1 # Comments: 0
Article URL: https://github.com/losfair/l4h Comments URL: https://news.ycombinator.com/item?id=50376232 Points: 1 # Comments: 0
