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<li class="navelem"><a class="el" href="namespacemxnet.html">mxnet</a></li><li class="navelem"><a class="el" href="classmxnet_1_1Imperative.html">Imperative</a></li> </ul>
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<a href="#nested-classes">Classes</a> |
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<div class="title">mxnet::Imperative Class Reference</div> </div>
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<p>runtime functions for <a class="el" href="classmxnet_1_1NDArray.html" title="ndarray interface ">NDArray</a>
<a href="classmxnet_1_1Imperative.html#details">More...</a></p>
<p><code>#include &lt;<a class="el" href="imperative_8h_source.html">imperative.h</a>&gt;</code></p>
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Collaboration diagram for mxnet::Imperative:</div>
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Classes</h2></td></tr>
<tr class="memitem:"><td align="right" class="memItemLeft" valign="top">class  </td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative_1_1AGInfo.html">AGInfo</a></td></tr>
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<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
Public Member Functions</h2></td></tr>
<tr class="memitem:a05de0382a6aecf2cb8ee1c0a7c021bae"><td align="right" class="memItemLeft" valign="top">bool </td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative.html#a05de0382a6aecf2cb8ee1c0a7c021bae">is_training</a> () const </td></tr>
<tr class="memdesc:a05de0382a6aecf2cb8ee1c0a7c021bae"><td class="mdescLeft"> </td><td class="mdescRight">whether operator recording is on. <a href="#a05de0382a6aecf2cb8ee1c0a7c021bae">More...</a><br/></td></tr>
<tr class="separator:a05de0382a6aecf2cb8ee1c0a7c021bae"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:a2c1495dbdc4439fd534307fa981b77f0"><td align="right" class="memItemLeft" valign="top">bool </td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative.html#a2c1495dbdc4439fd534307fa981b77f0">set_is_training</a> (bool is_train)</td></tr>
<tr class="memdesc:a2c1495dbdc4439fd534307fa981b77f0"><td class="mdescLeft"> </td><td class="mdescRight">turn on or turn off operator recording for autograd. <a href="#a2c1495dbdc4439fd534307fa981b77f0">More...</a><br/></td></tr>
<tr class="separator:a2c1495dbdc4439fd534307fa981b77f0"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:a62790da5baceaad22abdf23326770239"><td align="right" class="memItemLeft" valign="top">bool </td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative.html#a62790da5baceaad22abdf23326770239">is_recording</a> () const </td></tr>
<tr class="memdesc:a62790da5baceaad22abdf23326770239"><td class="mdescLeft"> </td><td class="mdescRight">whether operator recording is on. <a href="#a62790da5baceaad22abdf23326770239">More...</a><br/></td></tr>
<tr class="separator:a62790da5baceaad22abdf23326770239"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:abc9227372b3d4f4b5ec8ed33ba6e68ad"><td align="right" class="memItemLeft" valign="top">bool </td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative.html#abc9227372b3d4f4b5ec8ed33ba6e68ad">set_is_recording</a> (bool <a class="el" href="classmxnet_1_1Imperative.html#a62790da5baceaad22abdf23326770239">is_recording</a>)</td></tr>
<tr class="memdesc:abc9227372b3d4f4b5ec8ed33ba6e68ad"><td class="mdescLeft"> </td><td class="mdescRight">turn on or turn off operator recording for autograd. <a href="#abc9227372b3d4f4b5ec8ed33ba6e68ad">More...</a><br/></td></tr>
<tr class="separator:abc9227372b3d4f4b5ec8ed33ba6e68ad"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:aa3703d3d283ade74c85efead444e314e"><td align="right" class="memItemLeft" valign="top">bool </td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative.html#aa3703d3d283ade74c85efead444e314e">is_np_shape</a> () const </td></tr>
<tr class="separator:aa3703d3d283ade74c85efead444e314e"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:af42019a5dcb5799b46aa2164237b8aec"><td align="right" class="memItemLeft" valign="top">bool </td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative.html#af42019a5dcb5799b46aa2164237b8aec">set_is_np_shape</a> (bool <a class="el" href="classmxnet_1_1Imperative.html#aa3703d3d283ade74c85efead444e314e">is_np_shape</a>)</td></tr>
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<tr class="memitem:a2b0f55c31882412c44468d8ba1a97fd1"><td align="right" class="memItemLeft" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative.html#a2b0f55c31882412c44468d8ba1a97fd1">RecordOp</a> (nnvm::NodeAttrs &amp;&amp;attrs, const std::vector&lt; <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a> * &gt; &amp;inputs, const std::vector&lt; <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a> * &gt; &amp;outputs, const <a class="el" href="classmxnet_1_1OpStatePtr.html">OpStatePtr</a> &amp;state=<a class="el" href="classmxnet_1_1OpStatePtr.html">OpStatePtr</a>(), std::vector&lt; bool &gt; *p_save_inputs=nullptr, std::vector&lt; bool &gt; *p_save_outputs=nullptr)</td></tr>
<tr class="memdesc:a2b0f55c31882412c44468d8ba1a97fd1"><td class="mdescLeft"> </td><td class="mdescRight">to record operator, return corresponding node. <a href="#a2b0f55c31882412c44468d8ba1a97fd1">More...</a><br/></td></tr>
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<tr class="memitem:ae3a1279e546061bf6062817c93dce0dc"><td align="right" class="memItemLeft" valign="top"><a class="el" href="classmxnet_1_1OpStatePtr.html">OpStatePtr</a> </td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative.html#ae3a1279e546061bf6062817c93dce0dc">Invoke</a> (const <a class="el" href="structmxnet_1_1Context.html">Context</a> &amp;default_ctx, const nnvm::NodeAttrs &amp;attrs, const std::vector&lt; <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a> * &gt; &amp;inputs, const std::vector&lt; <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a> * &gt; &amp;outputs)</td></tr>
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<tr class="memitem:adb41ed890acd4cbe672f088b0284fe84"><td align="right" class="memItemLeft" valign="top"><a class="el" href="classmxnet_1_1OpStatePtr.html">OpStatePtr</a> </td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative.html#adb41ed890acd4cbe672f088b0284fe84">InvokeOp</a> (const <a class="el" href="structmxnet_1_1Context.html">Context</a> &amp;ctx, const nnvm::NodeAttrs &amp;attrs, const std::vector&lt; <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a> * &gt; &amp;inputs, const std::vector&lt; <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a> * &gt; &amp;outputs, const std::vector&lt; <a class="el" href="namespacemxnet.html#a7cd7094ef222e9ae1f520c3b6a214398">OpReqType</a> &gt; &amp;req, const <a class="el" href="namespacemxnet.html#aad5fec2b4bceabbf4b884460cc2e0a2b">DispatchMode</a> dispatch_mode, <a class="el" href="classmxnet_1_1OpStatePtr.html">OpStatePtr</a> state=<a class="el" href="classmxnet_1_1OpStatePtr.html">OpStatePtr</a>())</td></tr>
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<tr class="memitem:aa8c469ce724fb0c0aa27078e84428416"><td align="right" class="memItemLeft" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative.html#aa8c469ce724fb0c0aa27078e84428416">MarkVariables</a> (const std::vector&lt; <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a> * &gt; &amp;variables, const std::vector&lt; <a class="el" href="c__api_8h.html#a796e7ef8260ef40b24af7d1082aa2d84">mx_uint</a> &gt; &amp;grad_reqs, const std::vector&lt; <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a> * &gt; &amp;gradients)</td></tr>
<tr class="memdesc:aa8c469ce724fb0c0aa27078e84428416"><td class="mdescLeft"> </td><td class="mdescRight">mark variables for computing gradients. <a href="#aa8c469ce724fb0c0aa27078e84428416">More...</a><br/></td></tr>
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<tr class="memitem:afa4950a3cf57431f1d0d639c3f7afa7d"><td align="right" class="memItemLeft" valign="top">std::vector&lt; <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a> * &gt; </td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative.html#afa4950a3cf57431f1d0d639c3f7afa7d">Backward</a> (const std::vector&lt; <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a> * &gt; &amp;outputs, const std::vector&lt; <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a> * &gt; &amp;ograds, const std::vector&lt; <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a> * &gt; &amp;variables, bool is_train, bool retain_graph, bool create_graph)</td></tr>
<tr class="memdesc:afa4950a3cf57431f1d0d639c3f7afa7d"><td class="mdescLeft"> </td><td class="mdescRight">compute the gradient of outputs w.r.t variables. <a href="#afa4950a3cf57431f1d0d639c3f7afa7d">More...</a><br/></td></tr>
<tr class="separator:afa4950a3cf57431f1d0d639c3f7afa7d"><td class="memSeparator" colspan="2"> </td></tr>
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<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-static-methods"></a>
Static Public Member Functions</h2></td></tr>
<tr class="memitem:a55cc9d57cddd0aeae5771e1c7d72b00d"><td align="right" class="memItemLeft" valign="top">static <a class="el" href="classmxnet_1_1Imperative.html">Imperative</a></td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative.html#a55cc9d57cddd0aeae5771e1c7d72b00d">Get</a> ()</td></tr>
<tr class="separator:a55cc9d57cddd0aeae5771e1c7d72b00d"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:a0b5c5c6c9e7288156a7c633cb5433900"><td align="right" class="memItemLeft" valign="top">static bool </td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative.html#a0b5c5c6c9e7288156a7c633cb5433900">PreferBulkExecInference</a> ()</td></tr>
<tr class="memdesc:a0b5c5c6c9e7288156a7c633cb5433900"><td class="mdescLeft"> </td><td class="mdescRight">Should op execution bulking be employed during inference. <a href="#a0b5c5c6c9e7288156a7c633cb5433900">More...</a><br/></td></tr>
<tr class="separator:a0b5c5c6c9e7288156a7c633cb5433900"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:a99b8ef35060523298e8e7e969d829920"><td align="right" class="memItemLeft" valign="top">static bool </td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative.html#a99b8ef35060523298e8e7e969d829920">PreferBulkExecTrain</a> ()</td></tr>
<tr class="memdesc:a99b8ef35060523298e8e7e969d829920"><td class="mdescLeft"> </td><td class="mdescRight">Should op execution bulking be employed during training. <a href="#a99b8ef35060523298e8e7e969d829920">More...</a><br/></td></tr>
<tr class="separator:a99b8ef35060523298e8e7e969d829920"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:af19dbcd37d7adf9d205b9c2efdb84b6b"><td align="right" class="memItemLeft" valign="top">static int </td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative.html#af19dbcd37d7adf9d205b9c2efdb84b6b">BulkExecMaxNodeTrainFwd</a> ()</td></tr>
<tr class="memdesc:af19dbcd37d7adf9d205b9c2efdb84b6b"><td class="mdescLeft"> </td><td class="mdescRight">The max number of op nodes in a bulk during forward pass of training. <a href="#af19dbcd37d7adf9d205b9c2efdb84b6b">More...</a><br/></td></tr>
<tr class="separator:af19dbcd37d7adf9d205b9c2efdb84b6b"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:a482d9ab2ab7d969c55f7c13797a662a0"><td align="right" class="memItemLeft" valign="top">static int </td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative.html#a482d9ab2ab7d969c55f7c13797a662a0">BulkExecMaxNodeTrainBwd</a> ()</td></tr>
<tr class="memdesc:a482d9ab2ab7d969c55f7c13797a662a0"><td class="mdescLeft"> </td><td class="mdescRight">The max number of op nodes in a bulk during backward pass of training. <a href="#a482d9ab2ab7d969c55f7c13797a662a0">More...</a><br/></td></tr>
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<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="friends"></a>
Friends</h2></td></tr>
<tr class="memitem:ad41557e205cf8f4d6ef70b60587c37cb"><td align="right" class="memItemLeft" valign="top">class </td><td class="memItemRight" valign="bottom"><a class="el" href="classmxnet_1_1Imperative.html#ad41557e205cf8f4d6ef70b60587c37cb">NDArray</a></td></tr>
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<a id="details" name="details"></a><h2 class="groupheader">Detailed Description</h2>
<div class="textblock"><p>runtime functions for <a class="el" href="classmxnet_1_1NDArray.html" title="ndarray interface ">NDArray</a> </p>
</div><h2 class="groupheader">Member Function Documentation</h2>
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<td class="memname">std::vector&lt;<a class="el" href="classmxnet_1_1NDArray.html">NDArray</a>*&gt; mxnet::Imperative::Backward </td>
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<td class="paramtype">const std::vector&lt; <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a> * &gt; &amp; </td>
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<td class="paramtype">const std::vector&lt; <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a> * &gt; &amp; </td>
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<p>compute the gradient of outputs w.r.t variables. </p>
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<td class="memname">static int mxnet::Imperative::BulkExecMaxNodeTrainBwd </td>
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<p>The max number of op nodes in a bulk during backward pass of training. </p>
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<td class="memname">static int mxnet::Imperative::BulkExecMaxNodeTrainFwd </td>
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<p>The max number of op nodes in a bulk during forward pass of training. </p>
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<td class="memname">static <a class="el" href="classmxnet_1_1Imperative.html">Imperative</a>* mxnet::Imperative::Get </td>
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<dl class="section return"><dt>Returns</dt><dd>AutogradRuntime singleton </dd></dl>
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<td class="memname"><a class="el" href="classmxnet_1_1OpStatePtr.html">OpStatePtr</a> mxnet::Imperative::Invoke </td>
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<td class="paramtype">const <a class="el" href="structmxnet_1_1Context.html">Context</a> &amp; </td>
<td class="paramname"><em>default_ctx</em>, </td>
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<td class="paramtype">const nnvm::NodeAttrs &amp; </td>
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<td class="paramtype">const std::vector&lt; <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a> * &gt; &amp; </td>
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<td class="memname"><a class="el" href="classmxnet_1_1OpStatePtr.html">OpStatePtr</a> mxnet::Imperative::InvokeOp </td>
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<td class="paramtype">const std::vector&lt; <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a> * &gt; &amp; </td>
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<td class="paramtype">const std::vector&lt; <a class="el" href="namespacemxnet.html#a7cd7094ef222e9ae1f520c3b6a214398">OpReqType</a> &gt; &amp; </td>
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<td class="paramtype">const <a class="el" href="namespacemxnet.html#aad5fec2b4bceabbf4b884460cc2e0a2b">DispatchMode</a> </td>
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<td class="paramtype"><a class="el" href="classmxnet_1_1OpStatePtr.html">OpStatePtr</a> </td>
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<td class="memname">bool mxnet::Imperative::is_np_shape </td>
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<p>brief whether numpy compatibility is on. </p>
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<td class="memname">bool mxnet::Imperative::is_recording </td>
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<p>whether operator recording is on. </p>
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<td class="memname">bool mxnet::Imperative::is_training </td>
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<p>whether operator recording is on. </p>
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<td class="memname">void mxnet::Imperative::MarkVariables </td>
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<td class="paramtype">const std::vector&lt; <a class="el" href="c__api_8h.html#a796e7ef8260ef40b24af7d1082aa2d84">mx_uint</a> &gt; &amp; </td>
<td class="paramname"><em>grad_reqs</em>, </td>
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<td class="paramtype">const std::vector&lt; <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a> * &gt; &amp; </td>
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<p>mark variables for computing gradients. </p>
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<td class="memname">static bool mxnet::Imperative::PreferBulkExecInference </td>
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<p>Should op execution bulking be employed during inference. </p>
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<td class="memname">static bool mxnet::Imperative::PreferBulkExecTrain </td>
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<p>Should op execution bulking be employed during training. </p>
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<td class="memname">void mxnet::Imperative::RecordOp </td>
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<td class="paramtype">nnvm::NodeAttrs &amp;&amp; </td>
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<td class="paramtype">const <a class="el" href="classmxnet_1_1OpStatePtr.html">OpStatePtr</a> &amp; </td>
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<p>to record operator, return corresponding node. </p>
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<p>brief turn on or turn off numpy compatibility switch. </p>
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<p>turn on or turn off operator recording for autograd. </p>
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<td class="memname">bool mxnet::Imperative::set_is_training </td>
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<p>turn on or turn off operator recording for autograd. </p>
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<h2 class="groupheader">Friends And Related Function Documentation</h2>
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<td class="memname">friend class <a class="el" href="classmxnet_1_1NDArray.html">NDArray</a></td>
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<hr/>The documentation for this class was generated from the following file:<ul>
<li>include/mxnet/<a class="el" href="imperative_8h_source.html">imperative.h</a></li>
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