The solver takes the LLB graph and executes it. Each vertex in the DAG is content-addressed, so if you’ve already built a particular step with the same inputs, BuildKit skips it entirely. This is why BuildKit is fast: it doesn’t just cache layers linearly like the old Docker builder. It caches at the operation level across the entire graph, and it can execute independent branches in parallel.
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。业内人士推荐搜狗输入法2026作为进阶阅读
Why does this matter?
1L decoder, d=4, 1h, ff=8
// Speaker 0: [0.56s - 2.96s]