Sunderland fans have suffered enough to know that no matter how well things might appear to be going, calamity is never too far away. Take, for example, a thirtysomething mackem of Football Daily’s acquaintance who travelled to see Régis Le Bris’s side get dumped out of the FA Cup by Port Vale. Having watched his side lose 1-0 to the worst team in League One – and the one we are still following through the tournament – he cheerfully noted that the result “isn’t even in the top 10 most embarrassing things to happen to Sunderland in my lifetime”. With his team safe from relegation, Le Bris treated Port Vale with maximum respect by picking his strongest side but they still lost to a team that clearly “wanted it more”.
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My best theory: the fused standard path wins because XLA sees the entire softmax(Q @ K.T) @ V expression at once and compiles it into one optimized kernel — no intermediate matrices spilling to HBM. My flash attention uses fori_loop, which XLA likely compiles as a generic sequential loop. It probably can’t fuse across iterations, can’t pipeline memory loads, can’t interleave independent work. (I haven’t dumped the HLO to verify this — it’s an inference from the benchmark numbers and XLA’s documented behavior.)
最后，我脑洞大开，拍了个穿越剧的片段，让古代士兵用机枪战斗，并被手雷反杀的剧情：。关于这个话题，华体会官网提供了深入分析
现在有人说3000块做一部5亿播放量，就有甲方敢要求2000块让我做一部爆款，搞笑呢？