[tf contrib seq2seq] Improve BeamSearchDecoder's ability to handle unknown shapes.
Updated unit tests to contain inputs of unknown shape (at graph build time). Found an issue in the gather helper that stops it from properly propagating the batch size of the output shape. This caused problems with tf.while_loop. Fixed. PiperOrigin-RevId: 157533937
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