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DS-1000 / 683 / I'm using tensorflow 2.10.0.

Problem

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Problem:
I'm using tensorflow 2.10.0.
I have a tensor that have shape (50, 100, 512) and i want to reshape it or add a new dimension so that the new tensor have shape (50, 100, 1, 512).
a = tf.constant(np.random.rand(50, 100, 512))

How can I solve it. Thanks

A:
<code>
import tensorflow as tf
import numpy as np


np.random.seed(10)
a = tf.constant(np.random.rand(50, 100, 512))
</code>
result = ... # put solution in this variable
BEGIN SOLUTION
<code>

library

Tensorflow

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Source and history

upstream_id / Original problem ID
683
task_id
4e91c2f5-eba8-5c61-b32e-f0fa502d2a7f
task_key
default--test--683
task_revision_id
1
config / split
default / test

Official source

initial import