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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Drag to draw a query rectangle and watch which nodes get visited (blue) vs. pruned (red):。关于这个话题，PDF资料提供了深入分析
When news of the arrest got out, people who knew Friedmann were similarly shocked. So were those who only knew of him. Friedmann was one of the most respected prison-reform activists in America. He was the associate director of the Human Rights Defense Center, a prisoners’-rights organization, and the president of the Private Corrections Institute, a watchdog group that monitors the for-profit-prison industry. He was the managing editor of Prison Legal News, a newspaper written by and for inmates. He often addressed the Tennessee legislature and had testified before Congress. He’d spoken at A.C.L.U. and N.A.A.C.P. conferences, lectured at law schools, and consulted on prison legislation for Bernie Sanders.。safew官方版本下载是该领域的重要参考
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2025年，爱茉莉太平洋交出了一份颇为亮眼的成绩单。根据最新发布的财报，集团全年销售额达46232亿韩元，同比增长8.5%；营业利润3680亿韩元，同比大增47.6%，创下自2019年以来时隔六年的最高纪录。