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<li class="navelem"><a class="el" href="namespacedataug.html">dataug</a></li><li class="navelem"><a class="el" href="classdataug_1_1Augmented__model.html">Augmented_model</a></li> </ul>
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<div class="title">dataug.Augmented_model Class Reference</div> </div>
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Inheritance diagram for dataug.Augmented_model:</div>
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Collaboration diagram for dataug.Augmented_model:</div>
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<div class="center"><img src="classdataug_1_1Augmented__model__coll__graph.png" border="0" usemap="#dataug_8Augmented__model_coll__map" alt="Collaboration graph"/></div>
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<center><span class="legend">[<a href="graph_legend.html">legend</a>]</span></center></div>
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<table class="memberdecls">
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<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
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Public Member Functions</h2></td></tr>
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||||
<tr class="memitem:a057f438ee15dcd93cb6040b7389e3785"><td class="memItemLeft" align="right" valign="top">def </td><td class="memItemRight" valign="bottom"><a class="el" href="classdataug_1_1Augmented__model.html#a057f438ee15dcd93cb6040b7389e3785">__init__</a> (self, data_augmenter, model)</td></tr>
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||||
<tr class="separator:a057f438ee15dcd93cb6040b7389e3785"><td class="memSeparator" colspan="2"> </td></tr>
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||||
<tr class="memitem:ad49e8b4696636766d9f7a31aeb497182"><td class="memItemLeft" align="right" valign="top">def </td><td class="memItemRight" valign="bottom"><a class="el" href="classdataug_1_1Augmented__model.html#ad49e8b4696636766d9f7a31aeb497182">forward</a> (self, x)</td></tr>
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||||
<tr class="separator:ad49e8b4696636766d9f7a31aeb497182"><td class="memSeparator" colspan="2"> </td></tr>
|
||||
<tr class="memitem:af5fae5304c9d75f50ffc4ee1ac7db9ac"><td class="memItemLeft" align="right" valign="top">def </td><td class="memItemRight" valign="bottom"><a class="el" href="classdataug_1_1Augmented__model.html#af5fae5304c9d75f50ffc4ee1ac7db9ac">augment</a> (self, mode=True)</td></tr>
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||||
<tr class="separator:af5fae5304c9d75f50ffc4ee1ac7db9ac"><td class="memSeparator" colspan="2"> </td></tr>
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||||
<tr class="memitem:afec6a703c32dc59eb23e9ae23358be07"><td class="memItemLeft" align="right" valign="top">def </td><td class="memItemRight" valign="bottom"><a class="el" href="classdataug_1_1Augmented__model.html#afec6a703c32dc59eb23e9ae23358be07">train</a> (self, mode=True)</td></tr>
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<tr class="separator:afec6a703c32dc59eb23e9ae23358be07"><td class="memSeparator" colspan="2"> </td></tr>
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<tr class="memitem:aff7c48066b6c81cccfdab4bc68b696eb"><td class="memItemLeft" align="right" valign="top">def </td><td class="memItemRight" valign="bottom"><a class="el" href="classdataug_1_1Augmented__model.html#aff7c48066b6c81cccfdab4bc68b696eb">eval</a> (self)</td></tr>
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<tr class="separator:aff7c48066b6c81cccfdab4bc68b696eb"><td class="memSeparator" colspan="2"> </td></tr>
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||||
<tr class="memitem:a8604cb4a03363f3631b3321d531484e3"><td class="memItemLeft" align="right" valign="top">def </td><td class="memItemRight" valign="bottom"><a class="el" href="classdataug_1_1Augmented__model.html#a8604cb4a03363f3631b3321d531484e3">items</a> (self)</td></tr>
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<tr class="separator:a8604cb4a03363f3631b3321d531484e3"><td class="memSeparator" colspan="2"> </td></tr>
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||||
<tr class="memitem:a399dd88785d6f9f8f01a4d562ae1f015"><td class="memItemLeft" align="right" valign="top">def </td><td class="memItemRight" valign="bottom"><a class="el" href="classdataug_1_1Augmented__model.html#a399dd88785d6f9f8f01a4d562ae1f015">update</a> (self, modules)</td></tr>
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<tr class="separator:a399dd88785d6f9f8f01a4d562ae1f015"><td class="memSeparator" colspan="2"> </td></tr>
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||||
<tr class="memitem:a0452448f74cc24e6a9c3564a6d8bf5c7"><td class="memItemLeft" align="right" valign="top">def </td><td class="memItemRight" valign="bottom"><a class="el" href="classdataug_1_1Augmented__model.html#a0452448f74cc24e6a9c3564a6d8bf5c7">is_augmenting</a> (self)</td></tr>
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||||
<tr class="separator:a0452448f74cc24e6a9c3564a6d8bf5c7"><td class="memSeparator" colspan="2"> </td></tr>
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||||
<tr class="memitem:a1b9db2dc8c0f15bcb8185d23bb126d5f"><td class="memItemLeft" align="right" valign="top">def </td><td class="memItemRight" valign="bottom"><a class="el" href="classdataug_1_1Augmented__model.html#a1b9db2dc8c0f15bcb8185d23bb126d5f">TF_names</a> (self)</td></tr>
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<tr class="separator:a1b9db2dc8c0f15bcb8185d23bb126d5f"><td class="memSeparator" colspan="2"> </td></tr>
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||||
<tr class="memitem:ad4adbd067e1370602884983ed2f751fa"><td class="memItemLeft" align="right" valign="top">def </td><td class="memItemRight" valign="bottom"><a class="el" href="classdataug_1_1Augmented__model.html#ad4adbd067e1370602884983ed2f751fa">__getitem__</a> (self, key)</td></tr>
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||||
<tr class="separator:ad4adbd067e1370602884983ed2f751fa"><td class="memSeparator" colspan="2"> </td></tr>
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||||
<tr class="memitem:a875e90c6e69ec6bf1233a80ba97b1791"><td class="memItemLeft" align="right" valign="top">def </td><td class="memItemRight" valign="bottom"><a class="el" href="classdataug_1_1Augmented__model.html#a875e90c6e69ec6bf1233a80ba97b1791">__str__</a> (self)</td></tr>
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||||
<tr class="separator:a875e90c6e69ec6bf1233a80ba97b1791"><td class="memSeparator" colspan="2"> </td></tr>
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</table>
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<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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<div class="textblock"><pre class="fragment">Wrapper for a Data Augmentation module and a model.
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Attributes:
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_mods (nn.ModuleDict): A dictionary containing the modules.
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_data_augmentation (bool): Wether data augmentation should be used.
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</pre> </div><h2 class="groupheader">Constructor & Destructor Documentation</h2>
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<a id="a057f438ee15dcd93cb6040b7389e3785"></a>
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<h2 class="memtitle"><span class="permalink"><a href="#a057f438ee15dcd93cb6040b7389e3785">◆ </a></span>__init__()</h2>
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<div class="memitem">
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<div class="memproto">
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<table class="memname">
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<tr>
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<td class="memname">def dataug.Augmented_model.__init__ </td>
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<td>(</td>
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<td class="paramtype"> </td>
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<td class="paramname"><em>self</em>, </td>
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</tr>
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<tr>
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<td class="paramkey"></td>
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<td></td>
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<td class="paramtype"> </td>
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<td class="paramname"><em>data_augmenter</em>, </td>
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</tr>
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<tr>
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<td class="paramkey"></td>
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<td></td>
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<td class="paramtype"> </td>
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<td class="paramname"><em>model</em> </td>
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</tr>
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<tr>
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<td></td>
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<td>)</td>
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<td></td><td></td>
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</tr>
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</table>
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</div><div class="memdoc">
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<pre class="fragment">Init Augmented Model.
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By default, data augmentation will be performed.
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Args:
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data_augmenter (nn.Module): Data augmentation module.
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model (nn.Module): Network.
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</pre>
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</div>
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</div>
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<h2 class="groupheader">Member Function Documentation</h2>
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<a id="ad4adbd067e1370602884983ed2f751fa"></a>
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<h2 class="memtitle"><span class="permalink"><a href="#ad4adbd067e1370602884983ed2f751fa">◆ </a></span>__getitem__()</h2>
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<div class="memitem">
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<div class="memproto">
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<table class="memname">
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||||
<tr>
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<td class="memname">def dataug.Augmented_model.__getitem__ </td>
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<td>(</td>
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<td class="paramtype"> </td>
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<td class="paramname"><em>self</em>, </td>
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</tr>
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||||
<tr>
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<td class="paramkey"></td>
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<td></td>
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<td class="paramtype"> </td>
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<td class="paramname"><em>key</em> </td>
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</tr>
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<tr>
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<td></td>
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<td>)</td>
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<td></td><td></td>
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</tr>
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</table>
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</div><div class="memdoc">
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<pre class="fragment">Access to the modules.
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Args:
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key (string): Name of the module to access.
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Returns:
|
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nn.Module.
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</pre>
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</div>
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</div>
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<a id="a875e90c6e69ec6bf1233a80ba97b1791"></a>
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<h2 class="memtitle"><span class="permalink"><a href="#a875e90c6e69ec6bf1233a80ba97b1791">◆ </a></span>__str__()</h2>
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||||
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||||
<div class="memitem">
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||||
<div class="memproto">
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<table class="memname">
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||||
<tr>
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<td class="memname">def dataug.Augmented_model.__str__ </td>
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<td>(</td>
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<td class="paramtype"> </td>
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||||
<td class="paramname"><em>self</em></td><td>)</td>
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<td></td>
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</tr>
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</table>
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</div><div class="memdoc">
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<pre class="fragment">Name of the module
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Returns:
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||||
String containing the name of the module as well as the higher levels parameters.
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</pre>
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</div>
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</div>
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<a id="af5fae5304c9d75f50ffc4ee1ac7db9ac"></a>
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||||
<h2 class="memtitle"><span class="permalink"><a href="#af5fae5304c9d75f50ffc4ee1ac7db9ac">◆ </a></span>augment()</h2>
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<div class="memitem">
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<div class="memproto">
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<table class="memname">
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<tr>
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<td class="memname">def dataug.Augmented_model.augment </td>
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<td>(</td>
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<td class="paramtype"> </td>
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||||
<td class="paramname"><em>self</em>, </td>
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</tr>
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||||
<tr>
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||||
<td class="paramkey"></td>
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<td></td>
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<td class="paramtype"> </td>
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<td class="paramname"><em>mode</em> = <code>True</code> </td>
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</tr>
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<tr>
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<td></td>
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<td>)</td>
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<td></td><td></td>
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</tr>
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</table>
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</div><div class="memdoc">
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<pre class="fragment">Set the augmentation mode.
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Args:
|
||||
mode (bool): Wether to perform data augmentation on the forward pass. (default: True)
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</pre>
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||||
</div>
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||||
</div>
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||||
<a id="aff7c48066b6c81cccfdab4bc68b696eb"></a>
|
||||
<h2 class="memtitle"><span class="permalink"><a href="#aff7c48066b6c81cccfdab4bc68b696eb">◆ </a></span>eval()</h2>
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<div class="memitem">
|
||||
<div class="memproto">
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<table class="memname">
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||||
<tr>
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||||
<td class="memname">def dataug.Augmented_model.eval </td>
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||||
<td>(</td>
|
||||
<td class="paramtype"> </td>
|
||||
<td class="paramname"><em>self</em></td><td>)</td>
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||||
<td></td>
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||||
</tr>
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||||
</table>
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||||
</div><div class="memdoc">
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||||
<pre class="fragment">Set the module to evaluation mode.
|
||||
</pre>
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||||
</div>
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||||
</div>
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||||
<a id="ad49e8b4696636766d9f7a31aeb497182"></a>
|
||||
<h2 class="memtitle"><span class="permalink"><a href="#ad49e8b4696636766d9f7a31aeb497182">◆ </a></span>forward()</h2>
|
||||
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||||
<div class="memitem">
|
||||
<div class="memproto">
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||||
<table class="memname">
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||||
<tr>
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<td class="memname">def dataug.Augmented_model.forward </td>
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||||
<td>(</td>
|
||||
<td class="paramtype"> </td>
|
||||
<td class="paramname"><em>self</em>, </td>
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</tr>
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<tr>
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||||
<td class="paramkey"></td>
|
||||
<td></td>
|
||||
<td class="paramtype"> </td>
|
||||
<td class="paramname"><em>x</em> </td>
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||||
</tr>
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||||
<tr>
|
||||
<td></td>
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||||
<td>)</td>
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<td></td><td></td>
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</tr>
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</table>
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||||
</div><div class="memdoc">
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<pre class="fragment">Main method of the Augmented model.
|
||||
|
||||
Perform the forward pass of both modules.
|
||||
|
||||
Args:
|
||||
x (Tensor): Batch of data.
|
||||
|
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Returns:
|
||||
Tensor : Output of the networks. Should be logits.
|
||||
</pre>
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</div>
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||||
</div>
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||||
<a id="a0452448f74cc24e6a9c3564a6d8bf5c7"></a>
|
||||
<h2 class="memtitle"><span class="permalink"><a href="#a0452448f74cc24e6a9c3564a6d8bf5c7">◆ </a></span>is_augmenting()</h2>
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||||
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||||
<div class="memitem">
|
||||
<div class="memproto">
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||||
<table class="memname">
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||||
<tr>
|
||||
<td class="memname">def dataug.Augmented_model.is_augmenting </td>
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<td>(</td>
|
||||
<td class="paramtype"> </td>
|
||||
<td class="paramname"><em>self</em></td><td>)</td>
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<td></td>
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||||
</tr>
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||||
</table>
|
||||
</div><div class="memdoc">
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<pre class="fragment">Return wether data augmentation is applied.
|
||||
|
||||
Returns:
|
||||
bool : True if data augmentation is applied.
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
<a id="a8604cb4a03363f3631b3321d531484e3"></a>
|
||||
<h2 class="memtitle"><span class="permalink"><a href="#a8604cb4a03363f3631b3321d531484e3">◆ </a></span>items()</h2>
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||||
|
||||
<div class="memitem">
|
||||
<div class="memproto">
|
||||
<table class="memname">
|
||||
<tr>
|
||||
<td class="memname">def dataug.Augmented_model.items </td>
|
||||
<td>(</td>
|
||||
<td class="paramtype"> </td>
|
||||
<td class="paramname"><em>self</em></td><td>)</td>
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||||
<td></td>
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||||
</tr>
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||||
</table>
|
||||
</div><div class="memdoc">
|
||||
<pre class="fragment">Return an iterable of the ModuleDict key/value pairs.
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
<a id="a1b9db2dc8c0f15bcb8185d23bb126d5f"></a>
|
||||
<h2 class="memtitle"><span class="permalink"><a href="#a1b9db2dc8c0f15bcb8185d23bb126d5f">◆ </a></span>TF_names()</h2>
|
||||
|
||||
<div class="memitem">
|
||||
<div class="memproto">
|
||||
<table class="memname">
|
||||
<tr>
|
||||
<td class="memname">def dataug.Augmented_model.TF_names </td>
|
||||
<td>(</td>
|
||||
<td class="paramtype"> </td>
|
||||
<td class="paramname"><em>self</em></td><td>)</td>
|
||||
<td></td>
|
||||
</tr>
|
||||
</table>
|
||||
</div><div class="memdoc">
|
||||
<pre class="fragment">Get the transformations names used by the data augmentation module.
|
||||
|
||||
Returns:
|
||||
list : names of the transformations of the data augmentation module.
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
<a id="afec6a703c32dc59eb23e9ae23358be07"></a>
|
||||
<h2 class="memtitle"><span class="permalink"><a href="#afec6a703c32dc59eb23e9ae23358be07">◆ </a></span>train()</h2>
|
||||
|
||||
<div class="memitem">
|
||||
<div class="memproto">
|
||||
<table class="memname">
|
||||
<tr>
|
||||
<td class="memname">def dataug.Augmented_model.train </td>
|
||||
<td>(</td>
|
||||
<td class="paramtype"> </td>
|
||||
<td class="paramname"><em>self</em>, </td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td class="paramkey"></td>
|
||||
<td></td>
|
||||
<td class="paramtype"> </td>
|
||||
<td class="paramname"><em>mode</em> = <code>True</code> </td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td></td>
|
||||
<td>)</td>
|
||||
<td></td><td></td>
|
||||
</tr>
|
||||
</table>
|
||||
</div><div class="memdoc">
|
||||
<pre class="fragment">Set the module training mode.
|
||||
|
||||
Args:
|
||||
mode (bool): Wether to learn the parameter of the module. (default: None)
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
<a id="a399dd88785d6f9f8f01a4d562ae1f015"></a>
|
||||
<h2 class="memtitle"><span class="permalink"><a href="#a399dd88785d6f9f8f01a4d562ae1f015">◆ </a></span>update()</h2>
|
||||
|
||||
<div class="memitem">
|
||||
<div class="memproto">
|
||||
<table class="memname">
|
||||
<tr>
|
||||
<td class="memname">def dataug.Augmented_model.update </td>
|
||||
<td>(</td>
|
||||
<td class="paramtype"> </td>
|
||||
<td class="paramname"><em>self</em>, </td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td class="paramkey"></td>
|
||||
<td></td>
|
||||
<td class="paramtype"> </td>
|
||||
<td class="paramname"><em>modules</em> </td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td></td>
|
||||
<td>)</td>
|
||||
<td></td><td></td>
|
||||
</tr>
|
||||
</table>
|
||||
</div><div class="memdoc">
|
||||
<pre class="fragment">Update the module dictionnary.
|
||||
|
||||
The new dictionnary should keep the same structure.
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
<hr/>The documentation for this class was generated from the following file:<ul>
|
||||
<li>/home/antoineh/github/smart_augmentation/higher/smart_aug/dataug.py</li>
|
||||
</ul>
|
||||
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|
||||
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|
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|
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|
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|
||||
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