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.
章德安这个人物如果出现的话,在前三集里,他就是妥妥的100%的主角,但是三集以后这个人物就没了。我要是去研究历史,写一部历史学专著,或者做一个历史博主,我肯定不会这样,但要去写一个电视剧剧本,尤其是五代十国时期,这是一个必做的功课。
theregister.com,这一点在heLLoword翻译官方下载中也有详细论述
Стендап-комик Руслан Белый (внесен Минюстом РФ в реестр иноагентов), уехавший из России в Испанию, рассказал об отношении к русским за рубежом. Его комик раскрыл в интервью проекту Drama Queens на YouTube-канале издания «Дождь» (внесено Минюстом РФ в реестр иноагентов; признано в России нежелательной организацией).
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python scripts/convert_nemo.py checkpoint.nemo -o model.safetensors --model eou-120m