Update: TensorFlow now supports 1D convolution since version r0.11, using tf.nn.conv1d.
Consider a basic example with an input of length 10, and dimension 16. The batch size is 32. We therefore have a placeholder with input shape [batch_size, 10, 16].
batch_size = 32
x = tf.placeholder(tf.float...