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Ricardo Montañana Gómez
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<div id="projectbrief">Bayesian Network Classifiers using libtorch from scratch</div>
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<a href="#pub-methods">Public Member Functions</a> &#124;
<a href="#pub-static-methods">Static Public Member Functions</a> &#124;
<a href="classbayesnet_1_1_t_a_n_ld-members.html">List of all members</a> </div>
<div class="headertitle"><div class="title">bayesnet::TANLd Class Reference</div></div>
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<tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="pub-methods" name="pub-methods"></a>
Public Member Functions</h2></td></tr>
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<tr class="inherit_header pub_methods_classbayesnet_1_1_classifier"><td colspan="2" onclick="javascript:dynsection.toggleInherit('pub_methods_classbayesnet_1_1_classifier')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classbayesnet_1_1_classifier.html">bayesnet::Classifier</a></td></tr>
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<tr class="memitem:a6bb02467321b4e51b066daeeb29a88e8 inherit pub_methods_classbayesnet_1_1_classifier" id="r_a6bb02467321b4e51b066daeeb29a88e8"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_classifier.html#a6bb02467321b4e51b066daeeb29a88e8">dump_cpt</a> () const override</td></tr>
<tr class="separator:a6bb02467321b4e51b066daeeb29a88e8 inherit pub_methods_classbayesnet_1_1_classifier"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a363db4d3edc674f6c65446f99cb9fa2e inherit pub_methods_classbayesnet_1_1_classifier" id="r_a363db4d3edc674f6c65446f99cb9fa2e"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_classifier.html#a363db4d3edc674f6c65446f99cb9fa2e">setHyperparameters</a> (const nlohmann::json &amp;hyperparameters) override</td></tr>
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<tr class="inherit_header pub_methods_classbayesnet_1_1_base_classifier"><td colspan="2" onclick="javascript:dynsection.toggleInherit('pub_methods_classbayesnet_1_1_base_classifier')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classbayesnet_1_1_base_classifier.html">bayesnet::BaseClassifier</a></td></tr>
<tr class="memitem:ac4e33e5450cbd7ffe7b8ba5608106722 inherit pub_methods_classbayesnet_1_1_base_classifier" id="r_ac4e33e5450cbd7ffe7b8ba5608106722"><td class="memItemLeft" align="right" valign="top">std::vector&lt; std::string &gt; &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_base_classifier.html#ac4e33e5450cbd7ffe7b8ba5608106722">getValidHyperparameters</a> ()</td></tr>
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<tr class="inherit_header pub_methods_classbayesnet_1_1_proposal"><td colspan="2" onclick="javascript:dynsection.toggleInherit('pub_methods_classbayesnet_1_1_proposal')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classbayesnet_1_1_proposal.html">bayesnet::Proposal</a></td></tr>
<tr class="memitem:a74cb430a04f97fae86e675618a011275 inherit pub_methods_classbayesnet_1_1_proposal" id="r_a74cb430a04f97fae86e675618a011275"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_proposal.html#a74cb430a04f97fae86e675618a011275">Proposal</a> (torch::Tensor &amp;pDataset, std::vector&lt; std::string &gt; &amp;features_, std::string &amp;className_)</td></tr>
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</table><table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="pub-static-methods" name="pub-static-methods"></a>
Static Public Member Functions</h2></td></tr>
<tr class="memitem:a58d8f587e24ddda44978f17a5adfff50" id="r_a58d8f587e24ddda44978f17a5adfff50"><td class="memItemLeft" align="right" valign="top">static std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="#a58d8f587e24ddda44978f17a5adfff50">version</a> ()</td></tr>
<tr class="separator:a58d8f587e24ddda44978f17a5adfff50"><td class="memSeparator" colspan="2">&#160;</td></tr>
</table><table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="inherited" name="inherited"></a>
Additional Inherited Members</h2></td></tr>
<tr class="inherit_header pro_methods_classbayesnet_1_1_t_a_n"><td colspan="2" onclick="javascript:dynsection.toggleInherit('pro_methods_classbayesnet_1_1_t_a_n')"><img src="closed.png" alt="-"/>&#160;Protected Member Functions inherited from <a class="el" href="classbayesnet_1_1_t_a_n.html">bayesnet::TAN</a></td></tr>
<tr class="memitem:a0296c5af907bfbc5a0c8309aca7a2a48 inherit pro_methods_classbayesnet_1_1_t_a_n" id="r_a0296c5af907bfbc5a0c8309aca7a2a48"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_t_a_n.html#a0296c5af907bfbc5a0c8309aca7a2a48">buildModel</a> (const torch::Tensor &amp;weights) override</td></tr>
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<tr class="inherit_header pro_methods_classbayesnet_1_1_classifier"><td colspan="2" onclick="javascript:dynsection.toggleInherit('pro_methods_classbayesnet_1_1_classifier')"><img src="closed.png" alt="-"/>&#160;Protected Member Functions inherited from <a class="el" href="classbayesnet_1_1_classifier.html">bayesnet::Classifier</a></td></tr>
<tr class="memitem:a11d1d74615d8c844210dd0f9af7bba1c inherit pro_methods_classbayesnet_1_1_classifier" id="r_a11d1d74615d8c844210dd0f9af7bba1c"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_classifier.html#a11d1d74615d8c844210dd0f9af7bba1c">checkFitParameters</a> ()</td></tr>
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<tr class="memitem:a225466de262d98d5c12e176bb1e51823 inherit pro_methods_classbayesnet_1_1_classifier" id="r_a225466de262d98d5c12e176bb1e51823"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_classifier.html#a225466de262d98d5c12e176bb1e51823">trainModel</a> (const torch::Tensor &amp;weights) override</td></tr>
<tr class="separator:a225466de262d98d5c12e176bb1e51823 inherit pro_methods_classbayesnet_1_1_classifier"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a3247e1fdc38db1b22592a15e74c5c29f inherit pro_methods_classbayesnet_1_1_classifier" id="r_a3247e1fdc38db1b22592a15e74c5c29f"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_classifier.html#a3247e1fdc38db1b22592a15e74c5c29f">buildDataset</a> (torch::Tensor &amp;y)</td></tr>
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<tr class="inherit_header pro_methods_classbayesnet_1_1_proposal"><td colspan="2" onclick="javascript:dynsection.toggleInherit('pro_methods_classbayesnet_1_1_proposal')"><img src="closed.png" alt="-"/>&#160;Protected Member Functions inherited from <a class="el" href="classbayesnet_1_1_proposal.html">bayesnet::Proposal</a></td></tr>
<tr class="memitem:a4bb3ff09d7f6191775057193750fc2a2 inherit pro_methods_classbayesnet_1_1_proposal" id="r_a4bb3ff09d7f6191775057193750fc2a2"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_proposal.html#a4bb3ff09d7f6191775057193750fc2a2">checkInput</a> (const torch::Tensor &amp;X, const torch::Tensor &amp;y)</td></tr>
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<tr class="memitem:ac12374f86c22798e152da4abe094cb1e inherit pro_methods_classbayesnet_1_1_proposal" id="r_ac12374f86c22798e152da4abe094cb1e"><td class="memItemLeft" align="right" valign="top">torch::Tensor&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_proposal.html#ac12374f86c22798e152da4abe094cb1e">prepareX</a> (torch::Tensor &amp;X)</td></tr>
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<tr class="memitem:a6088404577834de890622fc1a2a8ffb6 inherit pro_methods_classbayesnet_1_1_proposal" id="r_a6088404577834de890622fc1a2a8ffb6"><td class="memItemLeft" align="right" valign="top">map&lt; std::string, std::vector&lt; int &gt; &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_proposal.html#a6088404577834de890622fc1a2a8ffb6">localDiscretizationProposal</a> (const map&lt; std::string, std::vector&lt; int &gt; &gt; &amp;states, <a class="el" href="classbayesnet_1_1_network.html">Network</a> &amp;model)</td></tr>
<tr class="separator:a6088404577834de890622fc1a2a8ffb6 inherit pro_methods_classbayesnet_1_1_proposal"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a26024ec85783a790ac46667d735e1941 inherit pro_methods_classbayesnet_1_1_proposal" id="r_a26024ec85783a790ac46667d735e1941"><td class="memItemLeft" align="right" valign="top">map&lt; std::string, std::vector&lt; int &gt; &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_proposal.html#a26024ec85783a790ac46667d735e1941">fit_local_discretization</a> (const torch::Tensor &amp;y)</td></tr>
<tr class="separator:a26024ec85783a790ac46667d735e1941 inherit pro_methods_classbayesnet_1_1_proposal"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pro_attribs_classbayesnet_1_1_classifier"><td colspan="2" onclick="javascript:dynsection.toggleInherit('pro_attribs_classbayesnet_1_1_classifier')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classbayesnet_1_1_classifier.html">bayesnet::Classifier</a></td></tr>
<tr class="memitem:aea401da2c395732dcde94e565b53a485 inherit pro_attribs_classbayesnet_1_1_classifier" id="r_aea401da2c395732dcde94e565b53a485"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_classifier.html#aea401da2c395732dcde94e565b53a485">fitted</a></td></tr>
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<tr class="memitem:a0604b45141b3d8b541ca8aac03293232 inherit pro_attribs_classbayesnet_1_1_classifier" id="r_a0604b45141b3d8b541ca8aac03293232"><td class="memItemLeft" align="right" valign="top">unsigned int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_classifier.html#a0604b45141b3d8b541ca8aac03293232">m</a></td></tr>
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<tr class="memitem:ab34ab485d73d3f76e63bd7e8ecbddee9 inherit pro_attribs_classbayesnet_1_1_classifier" id="r_ab34ab485d73d3f76e63bd7e8ecbddee9"><td class="memItemLeft" align="right" valign="top">unsigned int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_classifier.html#ab34ab485d73d3f76e63bd7e8ecbddee9">n</a></td></tr>
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<tr class="memitem:aba373ae6dd67262e3d8cc8c113544897 inherit pro_attribs_classbayesnet_1_1_classifier" id="r_aba373ae6dd67262e3d8cc8c113544897"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classbayesnet_1_1_network.html">Network</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_classifier.html#aba373ae6dd67262e3d8cc8c113544897">model</a></td></tr>
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<tr class="memitem:a80fde71d6dea24fd2d23a11aa5fb0d84 inherit pro_attribs_classbayesnet_1_1_classifier" id="r_a80fde71d6dea24fd2d23a11aa5fb0d84"><td class="memItemLeft" align="right" valign="top">Metrics&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_classifier.html#a80fde71d6dea24fd2d23a11aa5fb0d84">metrics</a></td></tr>
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<tr class="memitem:abbff645d99c607cae1a4a843381b8db1 inherit pro_attribs_classbayesnet_1_1_classifier" id="r_abbff645d99c607cae1a4a843381b8db1"><td class="memItemLeft" align="right" valign="top">std::vector&lt; std::string &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_classifier.html#abbff645d99c607cae1a4a843381b8db1">features</a></td></tr>
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<tr class="memitem:a9800be045e73f73ef3bef7c9cdc80bb1 inherit pro_attribs_classbayesnet_1_1_classifier" id="r_a9800be045e73f73ef3bef7c9cdc80bb1"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_classifier.html#a9800be045e73f73ef3bef7c9cdc80bb1">className</a></td></tr>
<tr class="separator:a9800be045e73f73ef3bef7c9cdc80bb1 inherit pro_attribs_classbayesnet_1_1_classifier"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a725b62e1d3e4a856265613820efff77f inherit pro_attribs_classbayesnet_1_1_classifier" id="r_a725b62e1d3e4a856265613820efff77f"><td class="memItemLeft" align="right" valign="top">std::map&lt; std::string, std::vector&lt; int &gt; &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_classifier.html#a725b62e1d3e4a856265613820efff77f">states</a></td></tr>
<tr class="separator:a725b62e1d3e4a856265613820efff77f inherit pro_attribs_classbayesnet_1_1_classifier"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a5d9c9d1bd115ead98bb0ddaf2df5d9a6 inherit pro_attribs_classbayesnet_1_1_classifier" id="r_a5d9c9d1bd115ead98bb0ddaf2df5d9a6"><td class="memItemLeft" align="right" valign="top">torch::Tensor&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_classifier.html#a5d9c9d1bd115ead98bb0ddaf2df5d9a6">dataset</a></td></tr>
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<tr class="memitem:a1fdceba49bf2398b6a4959ddadea177b inherit pro_attribs_classbayesnet_1_1_classifier" id="r_a1fdceba49bf2398b6a4959ddadea177b"><td class="memItemLeft" align="right" valign="top">status_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_classifier.html#a1fdceba49bf2398b6a4959ddadea177b">status</a> = NORMAL</td></tr>
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<tr class="memitem:a8ae8101963f78aefb61093ae66ba1c7d inherit pro_attribs_classbayesnet_1_1_classifier" id="r_a8ae8101963f78aefb61093ae66ba1c7d"><td class="memItemLeft" align="right" valign="top">std::vector&lt; std::string &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_classifier.html#a8ae8101963f78aefb61093ae66ba1c7d">notes</a></td></tr>
<tr class="separator:a8ae8101963f78aefb61093ae66ba1c7d inherit pro_attribs_classbayesnet_1_1_classifier"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pro_attribs_classbayesnet_1_1_base_classifier"><td colspan="2" onclick="javascript:dynsection.toggleInherit('pro_attribs_classbayesnet_1_1_base_classifier')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classbayesnet_1_1_base_classifier.html">bayesnet::BaseClassifier</a></td></tr>
<tr class="memitem:ae2d94700f470b5f4a623965b1c442c6a inherit pro_attribs_classbayesnet_1_1_base_classifier" id="r_ae2d94700f470b5f4a623965b1c442c6a"><td class="memItemLeft" align="right" valign="top">std::vector&lt; std::string &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_base_classifier.html#ae2d94700f470b5f4a623965b1c442c6a">validHyperparameters</a></td></tr>
<tr class="separator:ae2d94700f470b5f4a623965b1c442c6a inherit pro_attribs_classbayesnet_1_1_base_classifier"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pro_attribs_classbayesnet_1_1_proposal"><td colspan="2" onclick="javascript:dynsection.toggleInherit('pro_attribs_classbayesnet_1_1_proposal')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classbayesnet_1_1_proposal.html">bayesnet::Proposal</a></td></tr>
<tr class="memitem:a3645c54c51f9445a66a1ce980be4694e inherit pro_attribs_classbayesnet_1_1_proposal" id="r_a3645c54c51f9445a66a1ce980be4694e"><td class="memItemLeft" align="right" valign="top">torch::Tensor&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_proposal.html#a3645c54c51f9445a66a1ce980be4694e">Xf</a></td></tr>
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<tr class="memitem:a420c1832930cac9d5d5ee9fdc847042e inherit pro_attribs_classbayesnet_1_1_proposal" id="r_a420c1832930cac9d5d5ee9fdc847042e"><td class="memItemLeft" align="right" valign="top">torch::Tensor&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_proposal.html#a420c1832930cac9d5d5ee9fdc847042e">y</a></td></tr>
<tr class="separator:a420c1832930cac9d5d5ee9fdc847042e inherit pro_attribs_classbayesnet_1_1_proposal"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:abfedb22d5ee155cb593bfbfb01cfc773 inherit pro_attribs_classbayesnet_1_1_proposal" id="r_abfedb22d5ee155cb593bfbfb01cfc773"><td class="memItemLeft" align="right" valign="top">map&lt; std::string, mdlp::CPPFImdlp * &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbayesnet_1_1_proposal.html#abfedb22d5ee155cb593bfbfb01cfc773">discretizers</a></td></tr>
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<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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<p class="definition">Definition at line <a class="el" href="_t_a_n_ld_8h_source.html#l00013">13</a> of file <a class="el" href="_t_a_n_ld_8h_source.html">TANLd.h</a>.</p>
</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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<h2 class="memtitle"><span class="permalink"><a href="#aa509b11435529fc5f38df0e9af8fe860">&#9670;&#160;</a></span>TANLd()</h2>
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<td class="memname">bayesnet::TANLd::TANLd </td>
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<p class="definition">Definition at line <a class="el" href="_t_a_n_ld_8cc_source.html#l00010">10</a> of file <a class="el" href="_t_a_n_ld_8cc_source.html">TANLd.cc</a>.</p>
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<h2 class="groupheader">Member Function Documentation</h2>
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<h2 class="memtitle"><span class="permalink"><a href="#ac1dfa12b4bb1e92584bc3003bbdc466d">&#9670;&#160;</a></span>fit()</h2>
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<td class="memname"><a class="el" href="classbayesnet_1_1_t_a_n_ld.html">TANLd</a> &amp; bayesnet::TANLd::fit </td>
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<td class="paramtype">const std::vector&lt; std::string &gt; &amp;</td> <td class="paramname"><span class="paramname"><em>features</em></span>, </td>
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<td class="paramtype">map&lt; std::string, std::vector&lt; int &gt; &gt; &amp;</td> <td class="paramname"><span class="paramname"><em>states</em></span>&#160;)</td>
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<p class="definition">Definition at line <a class="el" href="_t_a_n_ld_8cc_source.html#l00011">11</a> of file <a class="el" href="_t_a_n_ld_8cc_source.html">TANLd.cc</a>.</p>
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<h2 class="memtitle"><span class="permalink"><a href="#ab15adb287cf64b291c8b574edde6dfc6">&#9670;&#160;</a></span>graph()</h2>
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<td class="memname">std::vector&lt; std::string &gt; bayesnet::TANLd::graph </td>
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<p>Reimplemented from <a class="el" href="classbayesnet_1_1_t_a_n.html">bayesnet::TAN</a>.</p>
<p class="definition">Definition at line <a class="el" href="_t_a_n_ld_8cc_source.html#l00032">32</a> of file <a class="el" href="_t_a_n_ld_8cc_source.html">TANLd.cc</a>.</p>
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<h2 class="memtitle"><span class="permalink"><a href="#ade52d7a07780eb83b8f130adfe218bcd">&#9670;&#160;</a></span>predict()</h2>
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<td class="memname">torch::Tensor bayesnet::TANLd::predict </td>
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<p>Reimplemented from <a class="el" href="classbayesnet_1_1_classifier.html">bayesnet::Classifier</a>.</p>
<p class="definition">Definition at line <a class="el" href="_t_a_n_ld_8cc_source.html#l00027">27</a> of file <a class="el" href="_t_a_n_ld_8cc_source.html">TANLd.cc</a>.</p>
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<h2 class="memtitle"><span class="permalink"><a href="#a58d8f587e24ddda44978f17a5adfff50">&#9670;&#160;</a></span>version()</h2>
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<td class="memname">static std::string bayesnet::TANLd::version </td>
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<span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">static</span></span> </td>
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<p class="definition">Definition at line <a class="el" href="_t_a_n_ld_8h_source.html#l00021">21</a> of file <a class="el" href="_t_a_n_ld_8h_source.html">TANLd.h</a>.</p>
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<hr/>The documentation for this class was generated from the following files:<ul>
<li>/Users/rmontanana/Code/BayesNet/bayesnet/classifiers/<a class="el" href="_t_a_n_ld_8h_source.html">TANLd.h</a></li>
<li>/Users/rmontanana/Code/BayesNet/bayesnet/classifiers/<a class="el" href="_t_a_n_ld_8cc_source.html">TANLd.cc</a></li>
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