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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"Obviously we know the parents and what they're about," another fan, Dylan Hexley, 23, says. "So we were interested to see what talent he's got and see if he can create his own path.
Several community members have pointed out that Brandon White’s deposits on INTEROCO do seem to include unique art assets and source code related to Cookie’s Bustle. However, these do not prove ownership of the game’s copyright. There are many reasons why someone might have these assets. For example, the VGHF Library has high-resolution art and development assets from Tomb Raider III. This does not mean that we own the copyright to Tomb Raider III.