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Add encdec_attention cache to transformer.py to speed up inference. #116

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  1. The encdec_attention is added to model/transformer.py, it is helpful to speed up inference.
  2. When we convert the pytorch model (model.pt) to onnx models (like fastt5), it is necesaary to show how the encdec attention is used.

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