class_docstr: Overrides BaseDecoder to include rnn inputs in the output.
class_docstr_tok: ["Overrides","BaseDecoder","to","include","rnn","inputs","in","the","output","."]
code: def step(self, time, inputs, state, name=None):
      results = super(Seq2SeqLstmDecoder, self).step(
          time, inputs, state, name
      )
      outputs = Seq2SeqLstmDecoderOutput(
          rnn_input=inputs,
          rnn_output=results[0].rnn_output,
          sample_id=results[0].sample_id,
      )
      return (outputs,) + results[1:]
  
imports: import collections
  from magenta.contrib import rnn
  from magenta.contrib import seq2seq
  import tensorflow.compat.v1
label_desc: Use image node_id 4 for calling the Seq2SeqLstmDecoder obj's underlying member method code with example usage: obj.step(time, inputs, state, name) and returns: unknown