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Posted to commits@madlib.apache.org by ok...@apache.org on 2017/12/28 22:52:19 UTC
[45/51] [abbrv] [partial] madlib-site git commit: Additional updates
for 1.13 release
http://git-wip-us.apache.org/repos/asf/madlib-site/blob/6c103d3e/docs/v1.13/create__indicators_8sql__in.html
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diff --git a/docs/v1.13/create__indicators_8sql__in.html b/docs/v1.13/create__indicators_8sql__in.html
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+<!-- HTML header for doxygen 1.8.4-->
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+<title>MADlib: create_indicators.sql_in File Reference</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
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+ <td style="padding-left: 0.5em;">
+ <div id="projectname">
+ <span id="projectnumber">1.13</span>
+ </div>
+ <div id="projectbrief">User Documentation for MADlib</div>
+ </td>
+ <td> <div id="MSearchBox" class="MSearchBoxInactive">
+ <span class="left">
+ <img id="MSearchSelect" src="search/mag_sel.png"
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+ class="ui-resizable-handle">
+ </div>
+</div>
+<script type="text/javascript">
+$(document).ready(function(){initNavTree('create__indicators_8sql__in.html','');});
+</script>
+<div id="doc-content">
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+ onmouseover="return searchBox.OnSearchSelectShow()"
+ onmouseout="return searchBox.OnSearchSelectHide()"
+ onkeydown="return searchBox.OnSearchSelectKey(event)">
+</div>
+
+<!-- iframe showing the search results (closed by default) -->
+<div id="MSearchResultsWindow">
+<iframe src="javascript:void(0)" frameborder="0"
+ name="MSearchResults" id="MSearchResults">
+</iframe>
+</div>
+
+<div class="header">
+ <div class="summary">
+<a href="#func-members">Functions</a> </div>
+ <div class="headertitle">
+<div class="title">create_indicators.sql_in File Reference</div> </div>
+</div><!--header-->
+<div class="contents">
+
+<p>SQL functions for dummy coding categorical variables.
+<a href="#details">More...</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a0add50a6ab76682bde7825fc54f4d64b"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="create__indicators_8sql__in.html#a0add50a6ab76682bde7825fc54f4d64b">create_indicator_variables</a> (text source_table, text out_table, text categorical_cols, boolean keep_null, text distributed_by)</td></tr>
+<tr class="memdesc:a0add50a6ab76682bde7825fc54f4d64b"><td class="mdescLeft"> </td><td class="mdescRight">Create new table containing dummy coded variables for categorical variables. <a href="#a0add50a6ab76682bde7825fc54f4d64b">More...</a><br /></td></tr>
+<tr class="separator:a0add50a6ab76682bde7825fc54f4d64b"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:a05dbb30d8dd8589e75a96b3232cafe65"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="create__indicators_8sql__in.html#a05dbb30d8dd8589e75a96b3232cafe65">create_indicator_variables</a> (text source_table, text out_table, text categorical_cols, boolean keep_null)</td></tr>
+<tr class="memdesc:a05dbb30d8dd8589e75a96b3232cafe65"><td class="mdescLeft"> </td><td class="mdescRight">Create new table containing dummy coded variables for categorical variables. <a href="#a05dbb30d8dd8589e75a96b3232cafe65">More...</a><br /></td></tr>
+<tr class="separator:a05dbb30d8dd8589e75a96b3232cafe65"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:a617b67999ab8c9c07fb0d24101a1115d"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="create__indicators_8sql__in.html#a617b67999ab8c9c07fb0d24101a1115d">create_indicator_variables</a> (text source_table, text out_table, text categorical_cols)</td></tr>
+<tr class="separator:a617b67999ab8c9c07fb0d24101a1115d"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:a839b64f47a11a35c5df24ee93e36ba26"><td class="memItemLeft" align="right" valign="top">varchar </td><td class="memItemRight" valign="bottom"><a class="el" href="create__indicators_8sql__in.html#a839b64f47a11a35c5df24ee93e36ba26">create_indicator_variables</a> (varchar message)</td></tr>
+<tr class="separator:a839b64f47a11a35c5df24ee93e36ba26"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:a5d0ef27bc38be2b4b5f063cf7b560d1f"><td class="memItemLeft" align="right" valign="top">varchar </td><td class="memItemRight" valign="bottom"><a class="el" href="create__indicators_8sql__in.html#a5d0ef27bc38be2b4b5f063cf7b560d1f">create_indicator_variables</a> ()</td></tr>
+<tr class="separator:a5d0ef27bc38be2b4b5f063cf7b560d1f"><td class="memSeparator" colspan="2"> </td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><p>Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownership. The ASF licenses this file to you under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at</p>
+<p><a href="http://www.apache.org/licenses/LICENSE-2.0">http://www.apache.org/licenses/LICENSE-2.0</a></p>
+<p>Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.</p>
+<dl class="section date"><dt>Date</dt><dd>June 2014</dd></dl>
+<dl class="section see"><dt>See also</dt><dd>Calculates dummy-coded indicator variables for categorical variables </dd></dl>
+</div><h2 class="groupheader">Function Documentation</h2>
+<a id="a0add50a6ab76682bde7825fc54f4d64b"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a0add50a6ab76682bde7825fc54f4d64b">◆ </a></span>create_indicator_variables() <span class="overload">[1/5]</span></h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">void create_indicator_variables </td>
+ <td>(</td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>source_table</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>out_table</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>categorical_cols</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">boolean </td>
+ <td class="paramname"><em>keep_null</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>distributed_by</em> </td>
+ </tr>
+ <tr>
+ <td></td>
+ <td>)</td>
+ <td></td><td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+<dl class="params"><dt>Parameters</dt><dd>
+ <table class="params">
+ <tr><td class="paramname">source_table</td><td>Name of table containing categorical variable </td></tr>
+ <tr><td class="paramname">out_table</td><td>Name of table to output dummy variables </td></tr>
+ <tr><td class="paramname">categorical_cols</td><td>Comma-separated list of column names to dummy code </td></tr>
+ <tr><td class="paramname">keep_null</td><td>Boolean to determine the behavior for rows with NULL value </td></tr>
+ <tr><td class="paramname">distributed_by</td><td>Comma-separated list of column names to use for distribution of output</td></tr>
+ </table>
+ </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Void </dd></dl>
+
+</div>
+</div>
+<a id="a05dbb30d8dd8589e75a96b3232cafe65"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a05dbb30d8dd8589e75a96b3232cafe65">◆ </a></span>create_indicator_variables() <span class="overload">[2/5]</span></h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">void create_indicator_variables </td>
+ <td>(</td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>source_table</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>out_table</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>categorical_cols</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">boolean </td>
+ <td class="paramname"><em>keep_null</em> </td>
+ </tr>
+ <tr>
+ <td></td>
+ <td>)</td>
+ <td></td><td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+<dl class="params"><dt>Parameters</dt><dd>
+ <table class="params">
+ <tr><td class="paramname">source_table</td><td>Name of table containing categorical variable </td></tr>
+ <tr><td class="paramname">out_table</td><td>Name of table to output dummy variables </td></tr>
+ <tr><td class="paramname">categorical_cols</td><td>Comma-separated list of column names to dummy code </td></tr>
+ <tr><td class="paramname">keep_null</td><td>Boolean to determine the behavior for rows with NULL value</td></tr>
+ </table>
+ </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>Void </dd></dl>
+
+</div>
+</div>
+<a id="a617b67999ab8c9c07fb0d24101a1115d"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a617b67999ab8c9c07fb0d24101a1115d">◆ </a></span>create_indicator_variables() <span class="overload">[3/5]</span></h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">void create_indicator_variables </td>
+ <td>(</td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>source_table</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>out_table</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>categorical_cols</em> </td>
+ </tr>
+ <tr>
+ <td></td>
+ <td>)</td>
+ <td></td><td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a id="a839b64f47a11a35c5df24ee93e36ba26"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a839b64f47a11a35c5df24ee93e36ba26">◆ </a></span>create_indicator_variables() <span class="overload">[4/5]</span></h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">varchar create_indicator_variables </td>
+ <td>(</td>
+ <td class="paramtype">varchar </td>
+ <td class="paramname"><em>message</em></td><td>)</td>
+ <td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a id="a5d0ef27bc38be2b4b5f063cf7b560d1f"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a5d0ef27bc38be2b4b5f063cf7b560d1f">◆ </a></span>create_indicator_variables() <span class="overload">[5/5]</span></h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">varchar create_indicator_variables </td>
+ <td>(</td>
+ <td class="paramname"></td><td>)</td>
+ <td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+</div><!-- contents -->
+</div><!-- doc-content -->
+<!-- start footer part -->
+<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
+ <ul>
+ <li class="navelem"><a class="el" href="dir_68267d1309a1af8e8297ef4c3efbcdba.html">src</a></li><li class="navelem"><a class="el" href="dir_efbcf68973d247bbf15f9eecae7f24e3.html">ports</a></li><li class="navelem"><a class="el" href="dir_a4a48839224ef8488facbffa8a397967.html">postgres</a></li><li class="navelem"><a class="el" href="dir_dc596537ad427a4d866006d1a3e1fe29.html">modules</a></li><li class="navelem"><a class="el" href="dir_8d53e1c0026e7e34b4cd68f8b91426d6.html">utilities</a></li><li class="navelem"><a class="el" href="create__indicators_8sql__in.html">create_indicators.sql_in</a></li>
+ <li class="footer">Generated on Wed Dec 27 2017 19:05:54 for MADlib by
+ <a href="http://www.doxygen.org/index.html">
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ </ul>
+</div>
+</body>
+</html>
http://git-wip-us.apache.org/repos/asf/madlib-site/blob/6c103d3e/docs/v1.13/crf_8sql__in.html
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diff --git a/docs/v1.13/crf_8sql__in.html b/docs/v1.13/crf_8sql__in.html
new file mode 100644
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+<title>MADlib: crf.sql_in File Reference</title>
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+ <td style="padding-left: 0.5em;">
+ <div id="projectname">
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+ </div>
+ <div id="projectbrief">User Documentation for MADlib</div>
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+ <td> <div id="MSearchBox" class="MSearchBoxInactive">
+ <span class="left">
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+<a href="#func-members">Functions</a> </div>
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+<div class="title">crf.sql_in File Reference</div> </div>
+</div><!--header-->
+<div class="contents">
+
+<p>SQL functions for conditional random field.
+<a href="#details">More...</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a2e7104fea95ca76587e7fae9bcb0d7ed"><td class="memItemLeft" align="right" valign="top">float8 [] </td><td class="memItemRight" valign="bottom"><a class="el" href="crf_8sql__in.html#a2e7104fea95ca76587e7fae9bcb0d7ed">lincrf_lbfgs_step_transition</a> (float8[], float8[], float8[], float8[], float8, float8, float8[])</td></tr>
+<tr class="separator:a2e7104fea95ca76587e7fae9bcb0d7ed"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:a45f3eaf0c80cdfa99872cd071020d5c7"><td class="memItemLeft" align="right" valign="top">float8 [] </td><td class="memItemRight" valign="bottom"><a class="el" href="crf_8sql__in.html#a45f3eaf0c80cdfa99872cd071020d5c7">lincrf_lbfgs_step_merge_states</a> (float8[] state1, float8[] state2)</td></tr>
+<tr class="separator:a45f3eaf0c80cdfa99872cd071020d5c7"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:a5bf4b2738003096f4eeeccd0eb5e98f0"><td class="memItemLeft" align="right" valign="top">float8 [] </td><td class="memItemRight" valign="bottom"><a class="el" href="crf_8sql__in.html#a5bf4b2738003096f4eeeccd0eb5e98f0">lincrf_lbfgs_step_final</a> (float8[] state)</td></tr>
+<tr class="separator:a5bf4b2738003096f4eeeccd0eb5e98f0"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:a47ef6b30d54ac4ef89cb664a681d1067"><td class="memItemLeft" align="right" valign="top">float8 </td><td class="memItemRight" valign="bottom"><a class="el" href="crf_8sql__in.html#a47ef6b30d54ac4ef89cb664a681d1067">internal_lincrf_lbfgs_converge</a> (float8[] state)</td></tr>
+<tr class="separator:a47ef6b30d54ac4ef89cb664a681d1067"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:aff63c9a56bebf501a2f40971271605c2"><td class="memItemLeft" align="right" valign="top">lincrf_result </td><td class="memItemRight" valign="bottom"><a class="el" href="crf_8sql__in.html#aff63c9a56bebf501a2f40971271605c2">internal_lincrf_lbfgs_result</a> (float8[] state)</td></tr>
+<tr class="separator:aff63c9a56bebf501a2f40971271605c2"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:a590cd748d8e18055d851e7d4f4a3ca00"><td class="memItemLeft" align="right" valign="top">aggregate float8 [] </td><td class="memItemRight" valign="bottom"><a class="el" href="crf_8sql__in.html#a590cd748d8e18055d851e7d4f4a3ca00">lincrf_lbfgs_step</a> (float8[], float8[], float8[], float8, float8, float8[])</td></tr>
+<tr class="separator:a590cd748d8e18055d851e7d4f4a3ca00"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:a73693c959db4ca3dbfd1b9debcca2c8f"><td class="memItemLeft" align="right" valign="top">aggregate anyarray </td><td class="memItemRight" valign="bottom"><a class="el" href="crf_8sql__in.html#a73693c959db4ca3dbfd1b9debcca2c8f">array_union</a> (anyarray)</td></tr>
+<tr class="separator:a73693c959db4ca3dbfd1b9debcca2c8f"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:a20c096420d878cdd66dac6a232483737"><td class="memItemLeft" align="right" valign="top">integer </td><td class="memItemRight" valign="bottom"><a class="el" href="crf_8sql__in.html#a20c096420d878cdd66dac6a232483737">compute_lincrf</a> (text source, text sparse_R, text dense_M, text sparse_M, text featureSize, integer tagSize, integer maxNumIterations)</td></tr>
+<tr class="separator:a20c096420d878cdd66dac6a232483737"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:a336ac57ae3d07e331646d397c7651d3d"><td class="memItemLeft" align="right" valign="top">text </td><td class="memItemRight" valign="bottom"><a class="el" href="crf_8sql__in.html#a336ac57ae3d07e331646d397c7651d3d">lincrf_train</a> (text train_feature_tbl, text train_featureset_tbl, text label_tbl, text crf_stats_tbl, text crf_weights_tbl, integer max_iterations)</td></tr>
+<tr class="memdesc:a336ac57ae3d07e331646d397c7651d3d"><td class="mdescLeft"> </td><td class="mdescRight">Compute linear-chain crf coefficients and diagnostic statistics. <a href="#a336ac57ae3d07e331646d397c7651d3d">More...</a><br /></td></tr>
+<tr class="separator:a336ac57ae3d07e331646d397c7651d3d"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:a6b7059a5e22e40eae252c718217bf574"><td class="memItemLeft" align="right" valign="top">text </td><td class="memItemRight" valign="bottom"><a class="el" href="crf_8sql__in.html#a6b7059a5e22e40eae252c718217bf574">lincrf_train</a> (text train_feature_tbl, text train_featureset_tbl, text label_tbl, text crf_stats_tbl, text crf_weights_tbl)</td></tr>
+<tr class="separator:a6b7059a5e22e40eae252c718217bf574"><td class="memSeparator" colspan="2"> </td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><dl class="section date"><dt>Date</dt><dd>July 2012</dd></dl>
+<dl class="section see"><dt>See also</dt><dd>For a brief introduction to conditional random field, see the module description <a class="el" href="group__grp__crf.html">Conditional Random Field</a>. </dd></dl>
+</div><h2 class="groupheader">Function Documentation</h2>
+<a id="a73693c959db4ca3dbfd1b9debcca2c8f"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a73693c959db4ca3dbfd1b9debcca2c8f">◆ </a></span>array_union()</h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">aggregate anyarray array_union </td>
+ <td>(</td>
+ <td class="paramtype">anyarray </td>
+ <td class="paramname"></td><td>)</td>
+ <td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a id="a20c096420d878cdd66dac6a232483737"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a20c096420d878cdd66dac6a232483737">◆ </a></span>compute_lincrf()</h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">integer compute_lincrf </td>
+ <td>(</td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>source</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>sparse_R</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>dense_M</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>sparse_M</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>featureSize</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">integer </td>
+ <td class="paramname"><em>tagSize</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">integer </td>
+ <td class="paramname"><em>maxNumIterations</em> </td>
+ </tr>
+ <tr>
+ <td></td>
+ <td>)</td>
+ <td></td><td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a id="a47ef6b30d54ac4ef89cb664a681d1067"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a47ef6b30d54ac4ef89cb664a681d1067">◆ </a></span>internal_lincrf_lbfgs_converge()</h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">float8 internal_lincrf_lbfgs_converge </td>
+ <td>(</td>
+ <td class="paramtype">float8 [] </td>
+ <td class="paramname"><em>state</em></td><td>)</td>
+ <td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a id="aff63c9a56bebf501a2f40971271605c2"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#aff63c9a56bebf501a2f40971271605c2">◆ </a></span>internal_lincrf_lbfgs_result()</h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">lincrf_result internal_lincrf_lbfgs_result </td>
+ <td>(</td>
+ <td class="paramtype">float8 [] </td>
+ <td class="paramname"><em>state</em></td><td>)</td>
+ <td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a id="a590cd748d8e18055d851e7d4f4a3ca00"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a590cd748d8e18055d851e7d4f4a3ca00">◆ </a></span>lincrf_lbfgs_step()</h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">aggregate float8 [] lincrf_lbfgs_step </td>
+ <td>(</td>
+ <td class="paramtype">float8 </td>
+ <td class="paramname">[], </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">float8 </td>
+ <td class="paramname">[], </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">float8 </td>
+ <td class="paramname">[], </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">float8 </td>
+ <td class="paramname">, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">float8 </td>
+ <td class="paramname">, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">float8 </td>
+ <td class="paramname">[] </td>
+ </tr>
+ <tr>
+ <td></td>
+ <td>)</td>
+ <td></td><td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a id="a5bf4b2738003096f4eeeccd0eb5e98f0"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a5bf4b2738003096f4eeeccd0eb5e98f0">◆ </a></span>lincrf_lbfgs_step_final()</h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">float8 [] lincrf_lbfgs_step_final </td>
+ <td>(</td>
+ <td class="paramtype">float8 [] </td>
+ <td class="paramname"><em>state</em></td><td>)</td>
+ <td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a id="a45f3eaf0c80cdfa99872cd071020d5c7"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a45f3eaf0c80cdfa99872cd071020d5c7">◆ </a></span>lincrf_lbfgs_step_merge_states()</h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">float8 [] lincrf_lbfgs_step_merge_states </td>
+ <td>(</td>
+ <td class="paramtype">float8 [] </td>
+ <td class="paramname"><em>state1</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">float8 [] </td>
+ <td class="paramname"><em>state2</em> </td>
+ </tr>
+ <tr>
+ <td></td>
+ <td>)</td>
+ <td></td><td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a id="a2e7104fea95ca76587e7fae9bcb0d7ed"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a2e7104fea95ca76587e7fae9bcb0d7ed">◆ </a></span>lincrf_lbfgs_step_transition()</h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">float8 [] lincrf_lbfgs_step_transition </td>
+ <td>(</td>
+ <td class="paramtype">float8 </td>
+ <td class="paramname">[], </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">float8 </td>
+ <td class="paramname">[], </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">float8 </td>
+ <td class="paramname">[], </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">float8 </td>
+ <td class="paramname">[], </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">float8 </td>
+ <td class="paramname">, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">float8 </td>
+ <td class="paramname">, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">float8 </td>
+ <td class="paramname">[] </td>
+ </tr>
+ <tr>
+ <td></td>
+ <td>)</td>
+ <td></td><td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+<a id="a336ac57ae3d07e331646d397c7651d3d"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a336ac57ae3d07e331646d397c7651d3d">◆ </a></span>lincrf_train() <span class="overload">[1/2]</span></h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">text lincrf_train </td>
+ <td>(</td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>train_feature_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>train_featureset_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>label_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>crf_stats_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>crf_weights_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">integer </td>
+ <td class="paramname"><em>max_iterations</em> </td>
+ </tr>
+ <tr>
+ <td></td>
+ <td>)</td>
+ <td></td><td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+<dl class="params"><dt>Parameters</dt><dd>
+ <table class="params">
+ <tr><td class="paramname">source</td><td>Name of the source relation containing the training data </td></tr>
+ <tr><td class="paramname">sparse_R</td><td>Name of the sparse single state feature column (of type DOUBLE PRECISION[]) </td></tr>
+ <tr><td class="paramname">dense_M</td><td>Name of the dense two state feature column (of type DOUBLE PRECISION[]) </td></tr>
+ <tr><td class="paramname">sparse_M</td><td>Name of the sparse two state feature column (of type DOUBLE PRECISION[]) </td></tr>
+ <tr><td class="paramname">featureSize</td><td>Name of feature size column (of type DOUBLE PRECISION) </td></tr>
+ <tr><td class="paramname">tagSize</td><td>The number of tags in the tag set </td></tr>
+ <tr><td class="paramname">featureset</td><td>The unique feature set </td></tr>
+ <tr><td class="paramname">crf_feature</td><td>The Name of output feature table </td></tr>
+ <tr><td class="paramname">maxNumIterations</td><td>The maximum number of iterations</td></tr>
+ </table>
+ </dd>
+</dl>
+<dl class="section return"><dt>Returns</dt><dd>a composite value:<ul>
+<li><code>coef FLOAT8[]</code> - Array of coefficients, \( \boldsymbol c \)</li>
+<li><code>log_likelihood FLOAT8</code> - Log-likelihood \( l(\boldsymbol c) \)</li>
+<li><code>num_iterations INTEGER</code> - The number of iterations before the algorithm terminated <br />
+<br />
+A 'crf_feature' table is used to store all the features and corresponding weights</li>
+</ul>
+</dd></dl>
+<dl class="section note"><dt>Note</dt><dd>This function starts an iterative algorithm. It is not an aggregate function. Source and column names have to be passed as strings (due to limitations of the SQL syntax). </dd></dl>
+
+</div>
+</div>
+<a id="a6b7059a5e22e40eae252c718217bf574"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a6b7059a5e22e40eae252c718217bf574">◆ </a></span>lincrf_train() <span class="overload">[2/2]</span></h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">text lincrf_train </td>
+ <td>(</td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>train_feature_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>train_featureset_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>label_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>crf_stats_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>crf_weights_tbl</em> </td>
+ </tr>
+ <tr>
+ <td></td>
+ <td>)</td>
+ <td></td><td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+
+</div>
+</div>
+</div><!-- contents -->
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http://git-wip-us.apache.org/repos/asf/madlib-site/blob/6c103d3e/docs/v1.13/crf__data__loader_8sql__in.html
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diff --git a/docs/v1.13/crf__data__loader_8sql__in.html b/docs/v1.13/crf__data__loader_8sql__in.html
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+<!-- HTML header for doxygen 1.8.4-->
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+<title>MADlib: crf_data_loader.sql_in File Reference</title>
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+ <td id="projectlogo"><a href="http://madlib.apache.org"><img alt="Logo" src="madlib.png" height="50" style="padding-left:0.5em;" border="0"/ ></a></td>
+ <td style="padding-left: 0.5em;">
+ <div id="projectname">
+ <span id="projectnumber">1.13</span>
+ </div>
+ <div id="projectbrief">User Documentation for MADlib</div>
+ </td>
+ <td> <div id="MSearchBox" class="MSearchBoxInactive">
+ <span class="left">
+ <img id="MSearchSelect" src="search/mag_sel.png"
+ onmouseover="return searchBox.OnSearchSelectShow()"
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+ <input type="text" id="MSearchField" value="Search" accesskey="S"
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+<!-- end header part -->
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+$(document).ready(function(){initNavTree('crf__data__loader_8sql__in.html','');});
+</script>
+<div id="doc-content">
+<!-- window showing the filter options -->
+<div id="MSearchSelectWindow"
+ onmouseover="return searchBox.OnSearchSelectShow()"
+ onmouseout="return searchBox.OnSearchSelectHide()"
+ onkeydown="return searchBox.OnSearchSelectKey(event)">
+</div>
+
+<!-- iframe showing the search results (closed by default) -->
+<div id="MSearchResultsWindow">
+<iframe src="javascript:void(0)" frameborder="0"
+ name="MSearchResults" id="MSearchResults">
+</iframe>
+</div>
+
+<div class="header">
+ <div class="summary">
+<a href="#func-members">Functions</a> </div>
+ <div class="headertitle">
+<div class="title">crf_data_loader.sql_in File Reference</div> </div>
+</div><!--header-->
+<div class="contents">
+
+<p>Create database tables and import POS/NER training/testing data to the database.
+<a href="#details">More...</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:aaa609ec1d1d4cff0f335fa358091d5c3"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="crf__data__loader_8sql__in.html#aaa609ec1d1d4cff0f335fa358091d5c3">crf_train_data</a> (text datapath)</td></tr>
+<tr class="separator:aaa609ec1d1d4cff0f335fa358091d5c3"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:abf2a39a0b84a5e7ae215db28b3a87f81"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="crf__data__loader_8sql__in.html#abf2a39a0b84a5e7ae215db28b3a87f81">crf_test_data</a> (text datapath)</td></tr>
+<tr class="separator:abf2a39a0b84a5e7ae215db28b3a87f81"><td class="memSeparator" colspan="2"> </td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><dl class="section date"><dt>Date</dt><dd>Feb. 2012 </dd></dl>
+</div><h2 class="groupheader">Function Documentation</h2>
+<a id="abf2a39a0b84a5e7ae215db28b3a87f81"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#abf2a39a0b84a5e7ae215db28b3a87f81">◆ </a></span>crf_test_data()</h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">void crf_test_data </td>
+ <td>(</td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>datapath</em></td><td>)</td>
+ <td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+<dl class="section user"><dt>Input</dt><dd></dd></dl>
+<ol type="1">
+<li>Prepare an input test data segment table, e.g.:</li>
+</ol>
+<ul>
+<li>CREATE TABLE test_segmenttbl (start_pos integer,doc_id integer,seg_text text, max_pos integer) <pre class="fragment">sql> select * from test_segmenttbl order by doc_id, start_pos;
+start_pos | doc_id | seg_text | max_pos
+----------+---------+--------------+-------------
+ 0 | 1 | the | 26
+ 1 | 1 | madlib | 26
+ 2 | 1 | mission | 26
+ 3 | 1 | : | 26
+ 4 | 1 | to | 26
+ 5 | 1 | foster | 26
+ 6 | 1 | widespread | 26
+ 7 | 1 | development | 26
+ 8 | 1 | of | 26
+ 9 | 1 | scalable | 26
+ 10 | 1 | analytic | 26
+ 11 | 1 | skills | 26
+ 12 | 1 | , | 26
+ 13 | 1 | by | 26
+ ...
+ 24 | 1 | open-source | 26
+ 25 | 1 | development | 26
+ 26 | 1 | . | 26
+</pre></li>
+</ul>
+<dl class="section user"><dt>Usage</dt><dd><ul>
+<li>create tables and import data to the database SELECT madlib.crf_test_data('/path/to/modeldata') </li>
+</ul>
+</dd></dl>
+
+</div>
+</div>
+<a id="aaa609ec1d1d4cff0f335fa358091d5c3"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#aaa609ec1d1d4cff0f335fa358091d5c3">◆ </a></span>crf_train_data()</h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">void crf_train_data </td>
+ <td>(</td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>datapath</em></td><td>)</td>
+ <td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+<dl class="section user"><dt>Input</dt><dd></dd></dl>
+<ol type="1">
+<li>Prepare an input train data segment table, e.g.:</li>
+</ol>
+<ul>
+<li>CREATE TABLE train_segmenttbl (start_pos integer,doc_id integer,seg_text text, max_pos integer) <pre class="fragment">sql> select * from train_segmenttbl order by doc_id, start_pos;
+start_pos | doc_id | seg_text | max_pos
+----------+---------+--------------+-------------
+ 0 | 1 | madlib | 9
+ 1 | 1 | is | 9
+ 2 | 1 | an | 9
+ 3 | 1 | open-source | 9
+ 4 | 1 | library | 9
+ 5 | 1 | for | 9
+ 6 | 1 | scalable | 9
+ 7 | 1 | in-database | 9
+ 8 | 1 | analytics | 9
+ 9 | 1 | . | 9
+ 0 | 2 | it | 16
+ 1 | 2 | provides | 16
+ 2 | 2 |data-parallel | 16
+ 3 | 2 |implementations| 16
+ ...
+ 14 | 2 | unstructured | 16
+ 15 | 2 | data | 16
+ 16 | 2 | . | 16
+</pre></li>
+</ul>
+<ol type="1">
+<li>Prepare an input dictionary table, e.g.,:</li>
+</ol>
+<ul>
+<li>CREATE TABLE crf_dictionary (token text,token_id integer,label text,count integer,total integer) <pre class="fragment">sql> select * from crf_dictionary;
+token | label | count | total
+------------+--------+--------------
+ freefall | 11 | 1 | 1
+ policy | 11 | 2 | 2
+ measures | 12 | 1 | 1
+ commitment | 11 | 1 | 1
+ new | 6 | 1 | 1
+ speech | 11 | 1 | 1
+ 's | 16 | 2 | 2
+ reckon | 30 | 1 | 1
+ underlying | 28 | 1 | 1
+ ...
+</pre></li>
+</ul>
+<ol type="1">
+<li>Prepare an input label table, e.g.,:</li>
+</ol>
+<ul>
+<li>CREATE TABLE labeltbl (id integer,label character varying) <pre class="fragment">sql> select * from labeltbl order by id;
+id | label
+------------+--------
+ 0 | CC
+ 1 | CD
+ 2 | DT
+ 3 | EX
+ 4 | FW
+ 5 | IN
+ 6 | JJ
+...
+ 42 | ,
+ 43 | .
+ 44 | :
+</pre></li>
+</ul>
+<ol type="1">
+<li>Prepare an input regex table, e.g.,:</li>
+</ol>
+<ul>
+<li>CREATE TABLE crf_regex (pattern text,name text) <pre class="fragment">sql> select * from crf_regex;
+pattern | name
+------------- +---------------
+^[A-Z][a-z]+$ | InitCapital%
+ ^[A-Z]+$ | isAllCapital%
+ ^.*[0-9]+.*$ | containsDigit%
+ ^.+[.]$ | endsWithDot%
+ ^.+[,]$ | endsWithComma%
+ ^.+er$ | endsWithER%
+ ^.+est$ | endsWithEst%
+ ^.+ed$ | endsWithED%
+...
+</pre></li>
+</ul>
+<ol type="1">
+<li>Prepare an input feature table, e.g.,:</li>
+</ol>
+<ul>
+<li>CREATE TABLE featuretbl (id integer,name text,prev_label_id integer,label_id integer,weight float) <pre class="fragment">sql> select * from featuretbl order by id;
+id | name | prev_label_id | label_id | weight
+-------------------------------------------------------
+1 | W_chancellor | -1 | 13 | 2.2322
+2 | E.13 | 13 | 5 | 2.3995
+3 | U | -1 | 5 | 1.2164
+4 | W_of | -1 | 5 | 2.8744
+5 | E.5 | 5 | 2 | 3.7716
+6 | W_the | -1 | 2 | 4.1790
+7 | E.2 | 2 | 13 | 0.8957
+...
+</pre></li>
+</ul>
+<ol type="1">
+<li>Prepare an crf feature set table, e.g.,:</li>
+</ol>
+<ul>
+<li>CREATE TABLE madlib.crf_feature_dic(f_index integer, f_name text, feature integer[]) <pre class="fragment">sql> select * from crf_feature_dic order by id;
+f_index| f_name | feature
+--------------------------------
+0 | W_chancellor | -1
+1 | E.13 | 13
+2 | U | -1
+3 | W_of | -1
+4 | E.5 | 5
+5 | W_the | -1
+...
+</pre></li>
+</ul>
+<dl class="section user"><dt>Usage</dt><dd><ul>
+<li>create tables and import data to the database SELECT madlib.crf_train_data('/path/to/modeldata') </li>
+</ul>
+</dd></dl>
+
+</div>
+</div>
+</div><!-- contents -->
+</div><!-- doc-content -->
+<!-- start footer part -->
+<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
+ <ul>
+ <li class="navelem"><a class="el" href="dir_68267d1309a1af8e8297ef4c3efbcdba.html">src</a></li><li class="navelem"><a class="el" href="dir_efbcf68973d247bbf15f9eecae7f24e3.html">ports</a></li><li class="navelem"><a class="el" href="dir_a4a48839224ef8488facbffa8a397967.html">postgres</a></li><li class="navelem"><a class="el" href="dir_dc596537ad427a4d866006d1a3e1fe29.html">modules</a></li><li class="navelem"><a class="el" href="dir_70e9abe17564e15776adcab8550c7667.html">crf</a></li><li class="navelem"><a class="el" href="crf__data__loader_8sql__in.html">crf_data_loader.sql_in</a></li>
+ <li class="footer">Generated on Wed Dec 27 2017 19:05:54 for MADlib by
+ <a href="http://www.doxygen.org/index.html">
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ </ul>
+</div>
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+</html>
http://git-wip-us.apache.org/repos/asf/madlib-site/blob/6c103d3e/docs/v1.13/crf__feature__gen_8sql__in.html
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diff --git a/docs/v1.13/crf__feature__gen_8sql__in.html b/docs/v1.13/crf__feature__gen_8sql__in.html
new file mode 100644
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+<title>MADlib: crf_feature_gen.sql_in File Reference</title>
+<link href="tabs.css" rel="stylesheet" type="text/css"/>
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+<table cellspacing="0" cellpadding="0">
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+ <tr style="height: 56px;">
+ <td id="projectlogo"><a href="http://madlib.apache.org"><img alt="Logo" src="madlib.png" height="50" style="padding-left:0.5em;" border="0"/ ></a></td>
+ <td style="padding-left: 0.5em;">
+ <div id="projectname">
+ <span id="projectnumber">1.13</span>
+ </div>
+ <div id="projectbrief">User Documentation for MADlib</div>
+ </td>
+ <td> <div id="MSearchBox" class="MSearchBoxInactive">
+ <span class="left">
+ <img id="MSearchSelect" src="search/mag_sel.png"
+ onmouseover="return searchBox.OnSearchSelectShow()"
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+ alt=""/>
+ <input type="text" id="MSearchField" value="Search" accesskey="S"
+ onfocus="searchBox.OnSearchFieldFocus(true)"
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+ <a id="MSearchClose" href="javascript:searchBox.CloseResultsWindow()"><img id="MSearchCloseImg" border="0" src="search/close.png" alt=""/></a>
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+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.13 -->
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+var searchBox = new SearchBox("searchBox", "search",false,'Search');
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+$(document).ready(function(){initNavTree('crf__feature__gen_8sql__in.html','');});
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+<div id="doc-content">
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+ onmouseover="return searchBox.OnSearchSelectShow()"
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+ onkeydown="return searchBox.OnSearchSelectKey(event)">
+</div>
+
+<!-- iframe showing the search results (closed by default) -->
+<div id="MSearchResultsWindow">
+<iframe src="javascript:void(0)" frameborder="0"
+ name="MSearchResults" id="MSearchResults">
+</iframe>
+</div>
+
+<div class="header">
+ <div class="summary">
+<a href="#func-members">Functions</a> </div>
+ <div class="headertitle">
+<div class="title">crf_feature_gen.sql_in File Reference</div> </div>
+</div><!--header-->
+<div class="contents">
+
+<p>SQL function for POS/NER feature extraction.
+<a href="#details">More...</a></p>
+<table class="memberdecls">
+<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
+Functions</h2></td></tr>
+<tr class="memitem:a3548bd640c2af456f3755cb24b913ebd"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="crf__feature__gen_8sql__in.html#a3548bd640c2af456f3755cb24b913ebd">crf_train_fgen</a> (text train_segment_tbl, text regex_tbl, text label_tbl, text dictionary_tbl, text train_feature_tbl, text train_featureset_tbl)</td></tr>
+<tr class="memdesc:a3548bd640c2af456f3755cb24b913ebd"><td class="mdescLeft"> </td><td class="mdescRight">This function extracts POS/NER features from the training data. <a href="#a3548bd640c2af456f3755cb24b913ebd">More...</a><br /></td></tr>
+<tr class="separator:a3548bd640c2af456f3755cb24b913ebd"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:ad9af2c3d1a4f1c937795634ca297dede"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="crf__feature__gen_8sql__in.html#ad9af2c3d1a4f1c937795634ca297dede">crf_test_fgen</a> (text test_segment_tbl, text dictionary_tbl, text label_tbl, text regex_tbl, text crf_weights_tbl, text viterbi_mtbl, text viterbi_rtbl)</td></tr>
+<tr class="memdesc:ad9af2c3d1a4f1c937795634ca297dede"><td class="mdescLeft"> </td><td class="mdescRight">This function extracts POS/NER features from the testing data. <a href="#ad9af2c3d1a4f1c937795634ca297dede">More...</a><br /></td></tr>
+<tr class="separator:ad9af2c3d1a4f1c937795634ca297dede"><td class="memSeparator" colspan="2"> </td></tr>
+</table>
+<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
+<div class="textblock"><dl class="section date"><dt>Date</dt><dd>February 2012</dd></dl>
+<dl class="section see"><dt>See also</dt><dd>For an introduction to POS/NER feature extraction, see the module description <a class="el" href="group__grp__crf.html">Conditional Random Field</a> </dd></dl>
+</div><h2 class="groupheader">Function Documentation</h2>
+<a id="ad9af2c3d1a4f1c937795634ca297dede"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#ad9af2c3d1a4f1c937795634ca297dede">◆ </a></span>crf_test_fgen()</h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">void crf_test_fgen </td>
+ <td>(</td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>test_segment_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>dictionary_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>label_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>regex_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>crf_weights_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>viterbi_mtbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>viterbi_rtbl</em> </td>
+ </tr>
+ <tr>
+ <td></td>
+ <td>)</td>
+ <td></td><td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+<p>This feature extraction function will produce two factor tables, "m table" (<em>viterbi_mtbl</em>) and "r table" (<em>viterbi_rtbl</em>). The <em>viterbi_mtbl</em> table and <em>viterbi_rtbl</em> table are used to calculate the best label sequence for each sentence.</p>
+<ul>
+<li><em>viterbi_mtbl</em> table encodes the edge features which are solely dependent on upon current label and previous y value. The m table has three columns which are prev_label, label, and value respectively. If the number of labels in \( n \), then the m factor table will \( n^2 \) rows. Each row encodes the transition feature weight value from the previous label to the current label.</li>
+</ul>
+<p><em>startFeature</em> is considered as a special edge feature which is from the beginning to the first token. Likewise, <em>endFeature</em> can be considered as a special edge feature which is from the last token to the very end. So m table encodes the edgeFeature, startFeature, and endFeature. If the total number of labels in the label space is 45 from 0 to 44, then the m factor array is as follows: </p><pre>
+ 0 1 2 3 4 5...44
+startFeature -1 a a a a a a...a
+edgeFeature 0 a a a a a a...a
+edgeFeature 1 a a a a a a...a
+...
+edgeFeature 44 a a a a a a...a
+endFeature 45 a a a a a a...a</pre><ul>
+<li>viterbi_r table is related to specific tokens. It encodes the single state features, e.g., wordFeature, RegexFeature for all tokens. The r table is represented in the following way. <pre>
+ 0 1 2 3 4...44
+token1 a a a a a...a
+token2 a a a a a...a</pre></li>
+</ul>
+<dl class="params"><dt>Parameters</dt><dd>
+ <table class="params">
+ <tr><td class="paramname">test_segment_tbl</td><td>Name of table containing all the tokenized testing sentences. </td></tr>
+ <tr><td class="paramname">dictionary_tbl</td><td>Name of table containing the dictionary_tbl. </td></tr>
+ <tr><td class="paramname">label_tbl</td><td>Name of table containing the the label space used in POS or other NLP tasks. </td></tr>
+ <tr><td class="paramname">regex_tbl</td><td>Name of table containing all the regular expressions to capture regex features. </td></tr>
+ <tr><td class="paramname">crf_weights_tbl</td><td>Name of the table containing featureset weights. </td></tr>
+ <tr><td class="paramname">viterbi_mtbl</td><td>Name of table to store the m factors. </td></tr>
+ <tr><td class="paramname">viterbi_rtbl</td><td>Name of table to store the r factors. </td></tr>
+ </table>
+ </dd>
+</dl>
+
+</div>
+</div>
+<a id="a3548bd640c2af456f3755cb24b913ebd"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a3548bd640c2af456f3755cb24b913ebd">◆ </a></span>crf_train_fgen()</h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">void crf_train_fgen </td>
+ <td>(</td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>train_segment_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>regex_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>label_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>dictionary_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>train_feature_tbl</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">text </td>
+ <td class="paramname"><em>train_featureset_tbl</em> </td>
+ </tr>
+ <tr>
+ <td></td>
+ <td>)</td>
+ <td></td><td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+<dl class="params"><dt>Parameters</dt><dd>
+ <table class="params">
+ <tr><td class="paramname">train_segment_tbl</td><td>Name of table containing all the tokenized training sentences. </td></tr>
+ <tr><td class="paramname">regex_tbl</td><td>Name of table containing all the regular expressions to capture regex features. </td></tr>
+ <tr><td class="paramname">label_tbl</td><td>Name of the label table containing unique ids and label names. </td></tr>
+ <tr><td class="paramname">dictionary_tbl</td><td>Name of table containing the dictionary_tbl. </td></tr>
+ <tr><td class="paramname">train_feature_tbl</td><td>features generated from the traning dataset </td></tr>
+ <tr><td class="paramname">train_featureset_tbl</td><td>unique feature set generated from the training dataset </td></tr>
+ </table>
+ </dd>
+</dl>
+
+</div>
+</div>
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