6AV3515-1MA20 使用AI設計運行AI的芯片具有很好的對稱性。
Apollo代表著一個有趣的發展，超越了之前所說的機器學習僅用于一些「布局與布線」之類的低層次的設計決策。相比之下，Apollo程序執行的是更高層次的「架構探索」，而不僅僅是創建類似于建筑中的平面設計圖的產物。
當被問及Dean的描述時，主要作者阿米爾雅茲丹巴赫什（AmirYazdanbakhsh）解釋：「我會看到我們的工作和布局布線工作是正交且互補的。相比于計算堆棧中的布局布線，架構探索的層次要更高。」他認為「架構探索」是存在更高性能的改進余地的方式。
但是，為MobileNet或任何其他網絡設計的芯片受到一定程度上的適用性的限制。
文章的作者之一BerkinAkin指出優化結果是芯片和神經網絡共同優化的產物。「神經網絡架構必須了解目標硬件架構，以優化整體系統性能和能效。」他表示，Apollo對于給定的工作負載可能就足夠了，但在芯片和神經網絡之間進行「共同優化」，將在未來產生其他好處。
「我們用ML為給定的工作負載找到的硬件體系結構。當然，在某些情況下，可以靈活地同時優化硬件設計和神經網絡體系結構。實際上，我們正在進行一些此類聯合優化的工作，我們希望可以取得更好的折衷。..」
因此，雖然芯片設計受到AI的工作量的影響，但是新的芯片設計進程也會對神經網絡的設計產生相當的影響，這類的辯證法在未來幾年中可能會以有趣的方式發展。
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