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<a href="#pub-methods">Public Member Functions</a> |
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<div class="title">gather_type Class Reference</div> </div>
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<p>The graph loader function is a line parser used for distributed graph construction.
<a href="classgather__type.html#details">More...</a></p>
<p><code>#include <<a class="el" href="als__vertex__program_8hpp_source.html">als_vertex_program.hpp</a>></code></p>
<p><a href="classgather__type-members.html">List of all members.</a></p>
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<tr class="heading"><td colspan="2"><h2><a name="pub-methods"></a>
Public Member Functions</h2></td></tr>
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 </td><td class="memItemRight" valign="bottom"><a class="el" href="classgather__type.html#a0ef41a0943ab5f4348eaff240ba87774">gather_type</a> ()</td></tr>
<tr class="memdesc:a0ef41a0943ab5f4348eaff240ba87774"><td class="mdescLeft"> </td><td class="mdescRight">basic default constructor <br/></td></tr>
<tr class="memitem:aac64cb2fd36d4c39fad0816895df907b"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="aac64cb2fd36d4c39fad0816895df907b"></a>
 </td><td class="memItemRight" valign="bottom"><a class="el" href="classgather__type.html#aac64cb2fd36d4c39fad0816895df907b">gather_type</a> (const vec_type &X, const double y)</td></tr>
<tr class="memdesc:aac64cb2fd36d4c39fad0816895df907b"><td class="mdescLeft"> </td><td class="mdescRight">This constructor computes XtX and Xy and stores the result in XtX and Xy. <br/></td></tr>
<tr class="memitem:a672f8aac3ab0b1bb48e857b77307f621"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classgather__type.html">gather_type</a> & </td><td class="memItemRight" valign="bottom"><a class="el" href="classgather__type.html#a672f8aac3ab0b1bb48e857b77307f621">operator+=</a> (const <a class="el" href="classgather__type.html">gather_type</a> &other)</td></tr>
<tr class="memdesc:a672f8aac3ab0b1bb48e857b77307f621"><td class="mdescLeft"> </td><td class="mdescRight">Save the values to a binary archive. <a href="#a672f8aac3ab0b1bb48e857b77307f621"></a><br/></td></tr>
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Public Attributes</h2></td></tr>
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mat_type </td><td class="memItemRight" valign="bottom"><a class="el" href="classgather__type.html#a79352d3ca5b6957aa4b21276c20da59f">XtX</a></td></tr>
<tr class="memdesc:a79352d3ca5b6957aa4b21276c20da59f"><td class="mdescLeft"> </td><td class="mdescRight">Stores the current sum of nbr.factor.transpose() * nbr.factor. <br/></td></tr>
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vec_type </td><td class="memItemRight" valign="bottom"><a class="el" href="classgather__type.html#a319a1856f1ad204ad8fd13592ab9a201">Xy</a></td></tr>
<tr class="memdesc:a319a1856f1ad204ad8fd13592ab9a201"><td class="mdescLeft"> </td><td class="mdescRight">Stores the current sum of nbr.factor * edge.obs. <br/></td></tr>
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<hr/><a name="details" id="details"></a><h2>Detailed Description</h2>
<div class="textblock"><p>The graph loader function is a line parser used for distributed graph construction. </p>
<p>The gather type used to construct XtX and Xty needed for the ALS update</p>
<p>To compute the ALS update we need to compute the sum of </p>
<div class="fragment"><div class="line"> sum: <a class="code" href="classgather__type.html#a79352d3ca5b6957aa4b21276c20da59f" title="Stores the current sum of nbr.factor.transpose() * nbr.factor.">XtX</a> = nbr.factor.transpose() * nbr.factor </div>
<div class="line"> sum: <a class="code" href="classgather__type.html#a319a1856f1ad204ad8fd13592ab9a201" title="Stores the current sum of nbr.factor * edge.obs.">Xy</a> = nbr.factor * <a class="code" href="structedge.html">edge</a>.obs</div>
</div><!-- fragment --><p> For each of the neighbors of a vertex.</p>
<p>To do this in the Gather-Apply-Scatter model the gather function computes and returns a pair consisting of XtX and Xy which are then added. The gather type represents that tuple and provides the necessary <a class="el" href="classgather__type.html#a672f8aac3ab0b1bb48e857b77307f621" title="Save the values to a binary archive.">gather_type::operator+=</a> operation. </p>
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<td class="memname"><a class="el" href="classgather__type.html">gather_type</a>& gather_type::operator+= </td>
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<td class="paramtype">const <a class="el" href="classgather__type.html">gather_type</a> & </td>
<td class="paramname"><em>other</em></td><td>)</td>
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<p>Save the values to a binary archive. </p>
<p>Read the values from a binary archive Computes XtX += other.XtX and Xy += other.Xy updating this tuples value </p>
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<hr/>The documentation for this class was generated from the following file:<ul>
<li>example_apps/matrix_factorization/graphlab_gas/<a class="el" href="als__vertex__program_8hpp_source.html">als_vertex_program.hpp</a></li>
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