夏商周三代是青铜器登上历史主舞台的时代。张昌平对二里岗文化早期青铜器形态、组合与铸造工艺的分析，厘清了二里岗文化早期青铜器的阶段性特征。虽然这一时期青铜器生产的规模有限，但“以器载礼”的观念已经形成，这也是推动中原王朝崛起的重要因素。而将高超技艺、审美趣味与政治权力有机融合的礼仪制度，正是中华民族创造力的突出体现。
LSTM + duration prediction
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The problem gets worse in pipelines. When you chain multiple transforms – say, parse, transform, then serialize – each TransformStream has its own internal readable and writable buffers. If implementers follow the spec strictly, data cascades through these buffers in a push-oriented fashion: the source pushes to transform A, which pushes to transform B, which pushes to transform C, each accumulating data in intermediate buffers before the final consumer has even started pulling. With three transforms, you can have six internal buffers filling up simultaneously.