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...
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Inspired by Mastodon's new Web UI makeover, I used Claude to make a nice Linux desktop client, using Rust and GTK4. Comments URL: https://news.ycombinator.com/item?id=50371490 Points: 1 # Comments: 0
