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diff --git a/.doctrees/docs/functional/ivy/experimental/ivy.functional.ivy.experimental.layers.doctree b/.doctrees/docs/functional/ivy/experimental/ivy.functional.ivy.experimental.layers.doctree
diff --git a/...vy/experimental/layers/ivy.functional.ivy.experimental.layers.adaptive_avg_pool1d.doctree b/...vy/experimental/layers/ivy.functional.ivy.experimental.layers.adaptive_avg_pool1d.doctree
diff --git a/...vy/experimental/layers/ivy.functional.ivy.experimental.layers.adaptive_avg_pool2d.doctree b/...vy/experimental/layers/ivy.functional.ivy.experimental.layers.adaptive_avg_pool2d.doctree
diff --git a/...vy/experimental/layers/ivy.functional.ivy.experimental.layers.adaptive_max_pool2d.doctree b/...vy/experimental/layers/ivy.functional.ivy.experimental.layers.adaptive_max_pool2d.doctree
diff --git a/...vy/experimental/layers/ivy.functional.ivy.experimental.layers.adaptive_max_pool3d.doctree b/...vy/experimental/layers/ivy.functional.ivy.experimental.layers.adaptive_max_pool3d.doctree
diff --git a/...cs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.fft2.doctree b/...cs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.fft2.doctree
diff --git a/...s/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.ifftn.doctree b/...s/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.ifftn.doctree
diff --git a/...ional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.max_unpool1d.doctree b/...ional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.max_unpool1d.doctree
diff --git a/...onal/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.reduce_window.doctree b/...onal/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.reduce_window.doctree
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diff --git a/...ocs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rnn.doctree b/...ocs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.rnn.doctree
diff --git a/...nal/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.sliding_window.doctree b/...nal/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.sliding_window.doctree
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diff --git a/.doctrees/docs/functional/ivy/general/ivy.functional.ivy.general.arg_info.doctree b/.doctrees/docs/functional/ivy/general/ivy.functional.ivy.general.arg_info.doctree
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diff --git a/...al/ivy/general/ivy.functional.ivy.general.function_unsupported_devices_and_dtypes.doctree b/...al/ivy/general/ivy.functional.ivy.general.function_unsupported_devices_and_dtypes.doctree
diff --git a/.doctrees/docs/functional/ivy/general/ivy.functional.ivy.general.gather.doctree b/.doctrees/docs/functional/ivy/general/ivy.functional.ivy.general.gather.doctree
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diff --git a/.doctrees/docs/functional/ivy/general/ivy.functional.ivy.general.inplace_increment.doctree b/.doctrees/docs/functional/ivy/general/ivy.functional.ivy.general.inplace_increment.doctree
diff --git a/.doctrees/docs/functional/ivy/general/ivy.functional.ivy.general.inplace_update.doctree b/.doctrees/docs/functional/ivy/general/ivy.functional.ivy.general.inplace_update.doctree
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diff --git a/.doctrees/docs/functional/ivy/general/ivy.functional.ivy.general.set_inplace_mode.doctree b/.doctrees/docs/functional/ivy/general/ivy.functional.ivy.general.set_inplace_mode.doctree
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diff --git a/...trees/docs/functional/ivy/general/ivy.functional.ivy.general.set_shape_array_mode.doctree b/...trees/docs/functional/ivy/general/ivy.functional.ivy.general.set_shape_array_mode.doctree
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diff --git a/.doctrees/docs/functional/ivy/general/ivy.functional.ivy.general.unset_inplace_mode.doctree b/.doctrees/docs/functional/ivy/general/ivy.functional.ivy.general.unset_inplace_mode.doctree
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diff --git a/.doctrees/docs/functional/ivy/general/ivy.functional.ivy.general.vmap.doctree b/.doctrees/docs/functional/ivy/general/ivy.functional.ivy.general.vmap.doctree
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diff --git a/.doctrees/docs/functional/ivy/meta/ivy.functional.ivy.meta.maml_step.doctree b/.doctrees/docs/functional/ivy/meta/ivy.functional.ivy.meta.maml_step.doctree
diff --git a/.doctrees/docs/functional/ivy/meta/ivy.functional.ivy.meta.reptile_step.doctree b/.doctrees/docs/functional/ivy/meta/ivy.functional.ivy.meta.reptile_step.doctree
diff --git a/.doctrees/docs/helpers/ivy_tests.test_ivy.helpers.globals.doctree b/.doctrees/docs/helpers/ivy_tests.test_ivy.helpers.globals.doctree
diff --git a/.doctrees/docs/stateful/ivy.stateful.layers.doctree b/.doctrees/docs/stateful/ivy.stateful.layers.doctree
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diff --git a/.doctrees/index.doctree b/.doctrees/index.doctree
diff --git a/docs/functional/ivy/experimental/ivy.functional.ivy.experimental.layers.html b/docs/functional/ivy/experimental/ivy.functional.ivy.experimental.layers.html
diff --git a/...l/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.adaptive_avg_pool1d.html b/...l/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.adaptive_avg_pool1d.html
@@ -1419,7 +1419,7 @@
 <h1>adaptive_avg_pool1d<a class="headerlink" href="#adaptive-avg-pool1d" title="Link to this heading">#</a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="ivy.adaptive_avg_pool1d">
-<span class="sig-prename descclassname"><span class="pre">ivy.</span></span><span class="sig-name descname"><span class="pre">adaptive_avg_pool1d</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_size</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/unifyai/ivy/blob/main/ivy/functional/ivy/experimental/layers.py#L2294-L2359"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#ivy.adaptive_avg_pool1d" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">ivy.</span></span><span class="sig-name descname"><span class="pre">adaptive_avg_pool1d</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_size</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/unifyai/ivy/blob/main/ivy/functional/ivy/experimental/layers.py#L2327-L2392"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#ivy.adaptive_avg_pool1d" title="Link to this definition">#</a></dt>
 <dd><p>Apply a 1D adaptive average pooling over an input signal composed of
 several input planes.</p>
 <dl class="field-list simple">

diff --git a/...l/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.adaptive_avg_pool2d.html b/...l/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.adaptive_avg_pool2d.html
@@ -1419,7 +1419,7 @@
 <h1>adaptive_avg_pool2d<a class="headerlink" href="#adaptive-avg-pool2d" title="Link to this heading">#</a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="ivy.adaptive_avg_pool2d">
-<span class="sig-prename descclassname"><span class="pre">ivy.</span></span><span class="sig-name descname"><span class="pre">adaptive_avg_pool2d</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_size</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_format</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'NHWC'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/unifyai/ivy/blob/main/ivy/functional/ivy/experimental/layers.py#L2373-L2472"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#ivy.adaptive_avg_pool2d" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">ivy.</span></span><span class="sig-name descname"><span class="pre">adaptive_avg_pool2d</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_size</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_format</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'NHWC'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/unifyai/ivy/blob/main/ivy/functional/ivy/experimental/layers.py#L2406-L2505"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#ivy.adaptive_avg_pool2d" title="Link to this definition">#</a></dt>
 <dd><p>Apply a 2D adaptive average pooling over an input signal composed of
 several input planes.</p>
 <dl class="field-list simple">

diff --git a/...l/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.adaptive_max_pool2d.html b/...l/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.adaptive_max_pool2d.html
@@ -1419,7 +1419,7 @@
 <h1>adaptive_max_pool2d<a class="headerlink" href="#adaptive-max-pool2d" title="Link to this heading">#</a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="ivy.adaptive_max_pool2d">
-<span class="sig-prename descclassname"><span class="pre">ivy.</span></span><span class="sig-name descname"><span class="pre">adaptive_max_pool2d</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_size</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/unifyai/ivy/blob/main/ivy/functional/ivy/experimental/layers.py#L2102-L2180"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#ivy.adaptive_max_pool2d" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">ivy.</span></span><span class="sig-name descname"><span class="pre">adaptive_max_pool2d</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_size</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/unifyai/ivy/blob/main/ivy/functional/ivy/experimental/layers.py#L2135-L2213"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#ivy.adaptive_max_pool2d" title="Link to this definition">#</a></dt>
 <dd><p>Apply a 2D adaptive maximum pooling over an input signal composed of
 several input planes.</p>
 <dl class="field-list simple">

diff --git a/...l/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.adaptive_max_pool3d.html b/...l/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.adaptive_max_pool3d.html
@@ -1419,7 +1419,7 @@
 <h1>adaptive_max_pool3d<a class="headerlink" href="#adaptive-max-pool3d" title="Link to this heading">#</a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="ivy.adaptive_max_pool3d">
-<span class="sig-prename descclassname"><span class="pre">ivy.</span></span><span class="sig-name descname"><span class="pre">adaptive_max_pool3d</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_size</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/unifyai/ivy/blob/main/ivy/functional/ivy/experimental/layers.py#L2194-L2280"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#ivy.adaptive_max_pool3d" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">ivy.</span></span><span class="sig-name descname"><span class="pre">adaptive_max_pool3d</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_size</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/unifyai/ivy/blob/main/ivy/functional/ivy/experimental/layers.py#L2227-L2313"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#ivy.adaptive_max_pool3d" title="Link to this definition">#</a></dt>
 <dd><p>Apply a 3D adaptive maximum pooling over an input signal composed of
 several input planes.</p>
 <dl class="field-list simple">

diff --git a/docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.fft2.html b/docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.fft2.html
@@ -1419,7 +1419,7 @@
 <h1>fft2<a class="headerlink" href="#fft2" title="Link to this heading">#</a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="ivy.fft2">
-<span class="sig-prename descclassname"><span class="pre">ivy.</span></span><span class="sig-name descname"><span class="pre">fft2</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">s</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dim</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">(-2,</span> <span class="pre">-1)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">norm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'backward'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/unifyai/ivy/blob/main/ivy/functional/ivy/experimental/layers.py#L2813-L2880"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#ivy.fft2" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">ivy.</span></span><span class="sig-name descname"><span class="pre">fft2</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">s</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dim</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">(-2,</span> <span class="pre">-1)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">norm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'backward'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/unifyai/ivy/blob/main/ivy/functional/ivy/experimental/layers.py#L2846-L2913"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#ivy.fft2" title="Link to this definition">#</a></dt>
 <dd><p>Compute the 2-dimensional discrete Fourier Transform.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>

diff --git a/docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.ifftn.html b/docs/functional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.ifftn.html
@@ -1419,7 +1419,7 @@
 <h1>ifftn<a class="headerlink" href="#ifftn" title="Link to this heading">#</a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="ivy.ifftn">
-<span class="sig-prename descclassname"><span class="pre">ivy.</span></span><span class="sig-name descname"><span class="pre">ifftn</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">s</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">norm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'backward'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/unifyai/ivy/blob/main/ivy/functional/ivy/experimental/layers.py#L2889-L2969"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#ivy.ifftn" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">ivy.</span></span><span class="sig-name descname"><span class="pre">ifftn</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">s</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">norm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'backward'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/unifyai/ivy/blob/main/ivy/functional/ivy/experimental/layers.py#L2922-L3002"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#ivy.ifftn" title="Link to this definition">#</a></dt>
 <dd><p>Compute the N-dimensional inverse discrete Fourier Transform.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>

diff --git a/...nctional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.max_unpool1d.html b/...nctional/ivy/experimental/layers/ivy.functional.ivy.experimental.layers.max_unpool1d.html
@@ -1419,7 +1419,7 @@
 <h1>max_unpool1d<a class="headerlink" href="#max-unpool1d" title="Link to this heading">#</a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="ivy.max_unpool1d">
-<span class="sig-prename descclassname"><span class="pre">ivy.</span></span><span class="sig-name descname"><span class="pre">max_unpool1d</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indices</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_size</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strides</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_format</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'NCW'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/unifyai/ivy/blob/main/ivy/functional/ivy/experimental/layers.py#L3265-L3342"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#ivy.max_unpool1d" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">ivy.</span></span><span class="sig-name descname"><span class="pre">max_unpool1d</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indices</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_size</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strides</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_format</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'NCW'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/unifyai/ivy/blob/main/ivy/functional/ivy/experimental/layers.py#L3298-L3375"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#ivy.max_unpool1d" title="Link to this definition">#</a></dt>
 <dd><p>Compute a 1-D max unpooling given the 1-D pooled input x and its
 indices.</p>
 <dl class="field-list simple">