2021-12-27 17:45:07.871890: W tensorflow/core/data/root_dataset.cc:167] Optimization loop failed: Cancelled: Operation was cancelled
2021-12-27 17:45:07.877953: W tensorflow/core/data/root_dataset.cc:167] Optimization loop failed: Cancelled: Operation was cancelled
2021-12-27 17:45:07.911729: W tensorflow/core/data/root_dataset.cc:167] Optimization loop failed: Cancelled: Operation was cancelled
2021-12-27 17:45:08.332561: W tensorflow/core/data/root_dataset.cc:167] Optimization loop failed: Cancelled: Operation was cancelled
2021-12-27 17:45:08.338739: W tensorflow/core/data/root_dataset.cc:167] Optimization loop failed: Cancelled: Operation was cancelled
2021-12-27 17:45:08.643981: W tensorflow/core/data/root_dataset.cc:167] Optimization loop failed: Cancelled: Operation was cancelled
2021-12-27 17:45:08.798146: W tensorflow/core/data/root_dataset.cc:167] Optimization loop failed: Cancelled: Operation was cancelled
2021-12-27 17:45:08.804127: W tensorflow/core/data/root_dataset.cc:167] Optimization loop failed: Cancelled: Operation was cancelled
2021-12-27 17:45:09.134902: W tensorflow/core/data/root_dataset.cc:167] Optimization loop failed: Cancelled: Operation was cancelled
2021-12-27 17:45:10.016327: W tensorflow/core/data/root_dataset.cc:167] Optimization loop failed: Cancelled: Operation was cancelled
2021-12-27 17:45:10.231629: W tensorflow/core/data/root_dataset.cc:167] Optimization loop failed: Cancelled: Operation was cancelled
2021-12-27 17:45:10.907995: W tensorflow/core/data/root_dataset.cc:167] Optimization loop failed: Cancelled: Operation was cancelled
2021-12-27 17:45:10.914152: W tensorflow/core/data/root_dataset.cc:167] Optimization loop failed: Cancelled: Operation was cancelled
2021-12-27 17:45:12.144025: W tensorflow/core/data/root_dataset.cc:167] Optimization loop failed: Cancelled: Operation was cancelled

出现问题的原因：
可能是你的数据迭代器的批次大小问题，尝试调节以下，让他小于你的训练数据数。

解决方式：

这样问题即可解决，但这只是尽可能避免这个问题，还是会出现优化失败的问题。