Middle East crisis – live updates
Abstract:Autoregressive decoding is bottlenecked by its sequential nature. Speculative decoding has become a standard way to accelerate inference by using a fast draft model to predict upcoming tokens from a slower target model, and then verifying them in parallel with a single target model forward pass. However, speculative decoding itself relies on a sequential dependence between speculation and verification. We introduce speculative speculative decoding (SSD) to parallelize these operations. While a verification is ongoing, the draft model predicts likely verification outcomes and prepares speculations pre-emptively for them. If the actual verification outcome is then in the predicted set, a speculation can be returned immediately, eliminating drafting overhead entirely. We identify three key challenges presented by speculative speculative decoding, and suggest principled methods to solve each. The result is Saguaro, an optimized SSD algorithm. Our implementation is up to 2x faster than optimized speculative decoding baselines and up to 5x faster than autoregressive decoding with open source inference engines.
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传统产业改造升级，同样能发展新质生产力。不能大呼隆、一哄而起、一哄而散，一定要因地制宜，各有千秋。“河南坚持把制造业高质量发展作为主攻方向。”河南省人大常委会秘书长吉炳伟代表表示，“十五五”时期，河南将立足资源禀赋和产业基础，找准自身在国家大局中的定位，深入实施传统产业提质升级行动。河南省人大常委会将推动出台制造业高质量发展促进条例，把传统产业这一“基本盘”的提质升级作为法规的规范重点，为“原字号”“老字号”企业设备更新、数字改造，实现“老树发新芽”提供法治保障。，详情可参考体育直播
TrueNAS SCALE with Incus virtualization enabled。91视频是该领域的重要参考