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diff --git a/ivy/.doctrees/docs/functional/ivy/meta/ivy.functional.ivy.meta.reptile_step.doctree b/ivy/.doctrees/docs/functional/ivy/meta/ivy.functional.ivy.meta.reptile_step.doctree
diff --git a/ivy/.doctrees/docs/helpers/ivy_tests.test_ivy.helpers.globals.doctree b/ivy/.doctrees/docs/helpers/ivy_tests.test_ivy.helpers.globals.doctree
diff --git a/ivy/.doctrees/docs/stateful/ivy.stateful.layers.doctree b/ivy/.doctrees/docs/stateful/ivy.stateful.layers.doctree
diff --git a/ivy/.doctrees/environment.pickle b/ivy/.doctrees/environment.pickle
diff --git a/ivy/.doctrees/index.doctree b/ivy/.doctrees/index.doctree
diff --git a/...docs/functional/ivy/experimental/ivy.functional.ivy.experimental.layers.rst.txt b/...docs/functional/ivy/experimental/ivy.functional.ivy.experimental.layers.rst.txt
@@ -131,6 +131,9 @@ Layers
    ivy.functional.ivy.experimental.layers.rfftn
 
 
+   ivy.functional.ivy.experimental.layers.rnn
+
+
    ivy.functional.ivy.experimental.layers.sliding_window
 
 
@@ -267,6 +270,8 @@ Layers
 
 .. autofunction:: ivy.rfftn
 
+.. autofunction:: ivy.rnn
+
 .. autofunction:: ivy.sliding_window
 
 .. autofunction:: ivy.stft

diff --git a/...onal/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rnn.rst.txt b/...onal/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rnn.rst.txt
@@ -0,0 +1,8 @@
+rnn
+===
+
+.. autofunction:: ivy.rnn
+
+.. autoskippablemethod:: ivy.Array.rnn
+
+.. autoskippablemethod:: ivy.Container.rnn
diff --git a/ivy/demos/README.html b/ivy/demos/README.html
@@ -782,6 +782,7 @@
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+<li class="toctree-l4"><a class="reference internal" href="../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rnn.html">rnn</a></li>
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diff --git a/ivy/demos/assets/01_template.html b/ivy/demos/assets/01_template.html
@@ -781,6 +781,7 @@
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 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rfftn.html">rfftn</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rnn.html">rnn</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.sliding_window.html">sliding_window</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.stft.html">stft</a></li>
 </ul>

diff --git a/ivy/demos/examples_and_demos.html b/ivy/demos/examples_and_demos.html
@@ -780,6 +780,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.reduce_window.html">reduce_window</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rfft.html">rfft</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rfftn.html">rfftn</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rnn.html">rnn</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.sliding_window.html">sliding_window</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.stft.html">stft</a></li>
 </ul>

diff --git a/ivy/demos/examples_and_demos/alexnet_demo.html b/ivy/demos/examples_and_demos/alexnet_demo.html
@@ -787,6 +787,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.reduce_window.html">reduce_window</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rfftn.html">rfftn</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rnn.html">rnn</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.sliding_window.html">sliding_window</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.stft.html">stft</a></li>
 </ul>

diff --git a/ivy/demos/examples_and_demos/bert_demo.html b/ivy/demos/examples_and_demos/bert_demo.html
@@ -785,6 +785,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.reduce_window.html">reduce_window</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rfftn.html">rfftn</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rnn.html">rnn</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.sliding_window.html">sliding_window</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.stft.html">stft</a></li>
 </ul>

diff --git a/ivy/demos/examples_and_demos/image_segmentation_with_ivy_unet.html b/ivy/demos/examples_and_demos/image_segmentation_with_ivy_unet.html
@@ -787,6 +787,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.reduce_window.html">reduce_window</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rfft.html">rfft</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rfftn.html">rfftn</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rnn.html">rnn</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.sliding_window.html">sliding_window</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.stft.html">stft</a></li>
 </ul>

diff --git a/ivy/demos/examples_and_demos/mmpretrain_to_jax.html b/ivy/demos/examples_and_demos/mmpretrain_to_jax.html
@@ -783,6 +783,7 @@
 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.reduce_window.html">reduce_window</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rfftn.html">rfftn</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rnn.html">rnn</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.sliding_window.html">sliding_window</a></li>
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