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Posted to commits@madlib.apache.org by es...@apache.org on 2023/06/14 06:55:42 UTC
[madlib-site] branch asf-site updated: Add 2.0.0 rc1 docs
This is an automated email from the ASF dual-hosted git repository.
espino pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/madlib-site.git
The following commit(s) were added to refs/heads/asf-site by this push:
new c3253a5 Add 2.0.0 rc1 docs
c3253a5 is described below
commit c3253a52119c444c3677388ea7cfbcd092d76621
Author: Ed Espino <es...@apache.org>
AuthorDate: Tue Jun 13 23:55:22 2023 -0700
Add 2.0.0 rc1 docs
---
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docs/rc/group__grp__encode__categorical.html | 21 +-
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docs/rc/group__grp__keras.html | 47 ++--
docs/rc/group__grp__keras__model__arch.html | 30 ++-
.../group__grp__keras__run__model__selection.html | 134 ++++++-----
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docs/rc/group__grp__pca__train.html | 21 +-
docs/rc/group__grp__pivot.html | 21 +-
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docs/rc/group__grp__pred.html | 21 +-
docs/rc/group__grp__prob.html | 21 +-
docs/rc/group__grp__random__forest.html | 59 ++---
docs/rc/group__grp__regml.html | 21 +-
docs/rc/group__grp__robust.html | 21 +-
docs/rc/group__grp__sample.html | 21 +-
docs/rc/group__grp__sampling.html | 21 +-
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docs/rc/group__grp__stemmer.html | 21 +-
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docs/rc/group__grp__svec.html | 21 +-
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docs/rc/group__grp__train__test__split.html | 21 +-
docs/rc/group__grp__tree.html | 21 +-
docs/rc/group__grp__tsa.html | 21 +-
docs/rc/group__grp__unsupervised.html | 21 +-
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docs/rc/group__grp__xgboost.html | 21 +-
docs/rc/hits_8sql__in.html | 21 +-
docs/rc/hypothesis__tests_8sql__in.html | 21 +-
docs/rc/index.html | 21 +-
docs/rc/input__data__preprocessor_8sql__in.html | 21 +-
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docs/rc/kmeans_8sql__in.html | 21 +-
docs/rc/knn_8sql__in.html | 21 +-
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docs/rc/mainpage_8dox.html | 21 +-
docs/rc/marginal_8sql__in.html | 21 +-
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docs/rc/multilogistic_8sql__in.html | 21 +-
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docs/rc/navtreedata.js | 23 ++
docs/rc/ordinal_8sql__in.html | 21 +-
docs/rc/pagerank_8sql__in.html | 21 +-
docs/rc/path_8sql__in.html | 21 +-
docs/rc/pca_8sql__in.html | 21 +-
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docs/rc/pivotalr__arrayops_8sql__in.html | 21 +-
docs/rc/porter__stemmer_8sql__in.html | 21 +-
docs/rc/pred__metrics_8sql__in.html | 21 +-
docs/rc/prob_8sql__in.html | 21 +-
docs/rc/random__forest_8sql__in.html | 33 +--
docs/rc/resize.js | 26 ++-
docs/rc/robust_8sql__in.html | 23 +-
docs/rc/robust__variance__coxph_8sql__in.html | 21 +-
docs/rc/sample_8sql__in.html | 21 +-
docs/rc/search/all_0.html | 6 +-
docs/rc/search/all_1.html | 6 +-
docs/rc/search/all_1.js | 2 +-
docs/rc/search/all_10.html | 6 +-
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docs/rc/search/functions_8.html | 6 +-
docs/rc/search/functions_9.html | 6 +-
docs/rc/search/functions_9.js | 2 +-
docs/rc/search/functions_a.html | 6 +-
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docs/rc/search/variables_3.html | 6 +-
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docs/rc/sketch_8sql__in.html | 21 +-
docs/rc/sparse__linear__systems_8sql__in.html | 21 +-
docs/rc/sssp_8sql__in.html | 21 +-
docs/rc/stratified__sample_8sql__in.html | 21 +-
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docs/rc/svd_8sql__in.html | 21 +-
docs/rc/svec_8sql__in.html | 21 +-
docs/rc/svec__util_8sql__in.html | 21 +-
docs/rc/svm_8sql__in.html | 21 +-
docs/rc/table__to__pmml_8sql__in.html | 21 +-
docs/rc/text__utilities_8sql__in.html | 21 +-
docs/rc/train__test__split_8sql__in.html | 21 +-
docs/rc/utilities_8sql__in.html | 31 ++-
docs/rc/utils__regularization_8sql__in.html | 21 +-
docs/rc/vec2cols_8sql__in.html | 21 +-
docs/rc/viterbi_8sql__in.html | 21 +-
docs/rc/wcc_8sql__in.html | 21 +-
349 files changed, 4391 insertions(+), 2332 deletions(-)
diff --git a/docs/rc/apsp_8sql__in.html b/docs/rc/apsp_8sql__in.html
index 5f51ff9..ff5039e 100644
--- a/docs/rc/apsp_8sql__in.html
+++ b/docs/rc/apsp_8sql__in.html
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<head>
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<title>MADlib: apsp.sql_in File Reference</title>
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@@ -15,20 +15,23 @@
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<tr class="memitem:a69642cec81403897436d3c286bf2b36b"><td class="memItemLeft" align="right" valign="top">anyarray </td><td class="memItemRight" valign="bottom"><a class="el" href="array__ops_8sql__in.html#a69642cec81403897436d3c286bf2b36b">array_cum_prod</a> (anyarray x)</td></tr>
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<tr class="separator:a69642cec81403897436d3c286bf2b36b"><td class="memSeparator" colspan="2"> </td></tr>
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+<tr class="memdesc:a63b04d0dfaad5c6d38ddb1801c5a0a50"><td class="mdescLeft"> </td><td class="mdescRight">This function takes a 2-D array as the input and unnests it by one level. It returns a set of 1-D arrays that correspond to rows of the input array as well as an ID column containing row positions occupied by those 1-D arrays within the 2-D array (the ID column values start with 1 and not 0) <a href="#a63b04d0dfaad5c6d38ddb1801c5a0a50">More...</a><br /></td></tr>
+<tr class="separator:a63b04d0dfaad5c6d38ddb1801c5a0a50"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:a534b7c3f023e9cd9648376b9506baf2c"><td class="memItemLeft" align="right" valign="top">set< record > </td><td class="memItemRight" valign="bottom"><a class="el" href="array__ops_8sql__in.html#a534b7c3f023e9cd9648376b9506baf2c">array_unnest_2d_to_1d</a> (float8[] x, int unnest_row_id, float8[] unnest_result)</td></tr>
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-<tr class="memdesc:af057b589f2a2cb1095caa99feaeb3d70"><td class="mdescLeft"> </td><td class="mdescRight">This function takes a 2-D array as the input and unnests it by one level. It returns a set of 1-D arrays that correspond to rows of the input array as well as an ID column containing row positions occupied by those 1-D arrays within the 2-D array (the ID column values start with 1 and not 0) <a href="#af057b589f2a2cb1095caa99feaeb3d70">More...</a><br /></td></tr>
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<tr>
<td class="memname">set<record> array_unnest_2d_to_1d </td>
<td>(</td>
- <td class="paramtype">anyarray </td>
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<tr>
<td class="paramkey"></td>
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</dl>
<dl class="section return"><dt>Returns</dt><dd>Set of 1-D arrays that corrspond to rows of x and an ID column. </dd></dl>
+</div>
+</div>
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+<h2 class="memtitle"><span class="permalink"><a href="#a534b7c3f023e9cd9648376b9506baf2c">◆ </a></span>array_unnest_2d_to_1d() <span class="overload">[2/4]</span></h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">set<record> array_unnest_2d_to_1d </td>
+ <td>(</td>
+ <td class="paramtype">float8 [] </td>
+ <td class="paramname"><em>x</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">int </td>
+ <td class="paramname"><em>unnest_row_id</em>, </td>
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+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">float8 [] </td>
+ <td class="paramname"><em>unnest_result</em> </td>
+ </tr>
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+ <td></td>
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+</div>
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+<h2 class="memtitle"><span class="permalink"><a href="#af057b589f2a2cb1095caa99feaeb3d70">◆ </a></span>array_unnest_2d_to_1d() <span class="overload">[3/4]</span></h2>
+
+<div class="memitem">
+<div class="memproto">
+ <table class="memname">
+ <tr>
+ <td class="memname">set<record> array_unnest_2d_to_1d </td>
+ <td>(</td>
+ <td class="paramtype">anyarray </td>
+ <td class="paramname"><em>x</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">int </td>
+ <td class="paramname"><em>unnest_row_id</em>, </td>
+ </tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">anyarray </td>
+ <td class="paramname"><em>unnest_result</em> </td>
+ </tr>
+ <tr>
+ <td></td>
+ <td>)</td>
+ <td></td><td></td>
+ </tr>
+ </table>
+</div><div class="memdoc">
+
</div>
</div>
<a id="aa86efceb2ac80f621db00844bab77553"></a>
-<h2 class="memtitle"><span class="permalink"><a href="#aa86efceb2ac80f621db00844bab77553">◆ </a></span>array_unnest_2d_to_1d() <span class="overload">[2/2]</span></h2>
+<h2 class="memtitle"><span class="permalink"><a href="#aa86efceb2ac80f621db00844bab77553">◆ </a></span>array_unnest_2d_to_1d() <span class="overload">[4/4]</span></h2>
<div class="memitem">
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- <li class="footer">Generated on Thu Feb 23 2023 19:26:34 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:08 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
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</div>
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<meta http-equiv="X-UA-Compatible" content="IE=9"/>
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@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
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<a href="http://www.doxygen.org/index.html">
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<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
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- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
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<title>MADlib: recursive_partitioning Directory Reference</title>
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- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
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<script type="text/javascript" src="search/search.js"></script>
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- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
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$(document).ready(initResizable);
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<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
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@@ -15,20 +15,23 @@
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- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
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<script type="text/javascript" src="search/search.js"></script>
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<div id="projectname">
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<script type="text/javascript" src="search/search.js"></script>
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<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
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<title>MADlib: pca Directory Reference</title>
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<title>MADlib: linalg Directory Reference</title>
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<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
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@@ -15,20 +15,23 @@
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$(document).ready(initResizable);
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<script type="text/javascript" src="search/search.js"></script>
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<div id="projectname">
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<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
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<title>MADlib: postgres Directory Reference</title>
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@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
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$(document).ready(initResizable);
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+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
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<td style="padding-left: 0.5em;">
<div id="projectname">
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- <li class="footer">Generated on Thu Feb 23 2023 19:26:44 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:09 for MADlib by
<a href="http://www.doxygen.org/index.html">
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<title>MADlib: knn Directory Reference</title>
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<title>MADlib: pg_gp Directory Reference</title>
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- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
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<a href="http://www.doxygen.org/index.html">
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<title>MADlib: glm Directory Reference</title>
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@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
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<script type="text/javascript" src="search/search.js"></script>
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- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
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<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
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diff --git a/docs/rc/doxygen.css b/docs/rc/doxygen.css
index 4f1ab91..266c8b3 100644
--- a/docs/rc/doxygen.css
+++ b/docs/rc/doxygen.css
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body, table, div, p, dl {
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index 85e1836..c1ce122 100644
--- a/docs/rc/dynsections.js
+++ b/docs/rc/dynsections.js
@@ -1,3 +1,26 @@
+/*
+ @licstart The following is the entire license notice for the
+ JavaScript code in this file.
+
+ Copyright (C) 1997-2017 by Dimitri van Heesch
+
+ This program is free software; you can redistribute it and/or modify
+ it under the terms of the GNU General Public License as published by
+ the Free Software Foundation; either version 2 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU General Public License for more details.
+
+ You should have received a copy of the GNU General Public License along
+ with this program; if not, write to the Free Software Foundation, Inc.,
+ 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA.
+
+ @licend The above is the entire license notice
+ for the JavaScript code in this file
+ */
function toggleVisibility(linkObj)
{
var base = $(linkObj).attr('id');
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summary.hide();
$(linkObj).removeClass('closed').addClass('opened');
$(trigger).attr('src',src.substring(0,src.length-10)+'open.png');
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return false;
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var currentRowSpans = currentRow.find("span");
currentRowSpans.filter(".iconfopen").removeClass("iconfopen").addClass("iconfclosed");
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rows.filter("[id^=row_"+id+"]").hide(); // hide all children
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var childRowsSpans = childRows.find("span");
childRowsSpans.filter(".iconfopen").removeClass("iconfopen").addClass("iconfclosed");
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childRows.show(); //show all children
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updateStripes();
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$(img).attr('src',src.substring(0,src.length-10)+'open.png');
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index fb76d9d..3b2de89 100644
--- a/docs/rc/elastic__net_8sql__in.html
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<head>
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<meta http-equiv="X-UA-Compatible" content="IE=9"/>
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+<meta name="generator" content="Doxygen 1.8.14"/>
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<title>MADlib: elastic_net.sql_in File Reference</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(initResizable);
-</script>
+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
+/* @license-end */
</script>
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"],
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});
-</script><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js"></script>
+</script><script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.2/MathJax.js"></script>
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<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
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<td id="projectlogo"><a href="http://madlib.apache.org"><img alt="Logo" src="madlib.png" height="50" style="padding-left:0.5em;" border="0"/ ></a></td>
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<div id="projectname">
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var searchBox = new SearchBox("searchBox", "search",false,'Search');
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<div id="side-nav" class="ui-resizable side-nav-resizable">
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<script type="text/javascript">
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$(document).ready(function(){initNavTree('elastic__net_8sql__in.html','');});
+/* @license-end */
</script>
<div id="doc-content">
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<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
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- <li class="footer">Generated on Thu Feb 23 2023 19:26:34 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:08 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
</ul>
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</body>
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index 39fb6f3..bf5a226 100644
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@@ -4,7 +4,7 @@
<head>
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<meta http-equiv="X-UA-Compatible" content="IE=9"/>
-<meta name="generator" content="Doxygen 1.8.13"/>
+<meta name="generator" content="Doxygen 1.8.14"/>
<meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/>
<title>MADlib: encode_categorical.sql_in File Reference</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(initResizable);
-</script>
+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
+/* @license-end */
</script>
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"],
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});
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<div id="projectname">
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var searchBox = new SearchBox("searchBox", "search",false,'Search');
+/* @license-end */
</script>
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@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
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<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function(){initNavTree('encode__categorical_8sql__in.html','');});
+/* @license-end */
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<div id="doc-content">
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<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
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- <li class="footer">Generated on Thu Feb 23 2023 19:26:34 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:08 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
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index 2e15bf2..aa7a129 100644
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<meta http-equiv="X-UA-Compatible" content="IE=9"/>
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<meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/>
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<link href="tabs.css" rel="stylesheet" type="text/css"/>
@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(initResizable);
-</script>
+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
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$(document).ready(function() { init_search(); });
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<head>
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
<meta http-equiv="X-UA-Compatible" content="IE=9"/>
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<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
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$(document).ready(initResizable);
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+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
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$(document).ready(function() { init_search(); });
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<div id="projectname">
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var searchBox = new SearchBox("searchBox", "search",false,'Search');
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@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
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<script type="text/javascript">
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+/* @license-end */
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<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:40 for MADlib by
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index dd78038..a321451 100644
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<meta http-equiv="X-UA-Compatible" content="IE=9"/>
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@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
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<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
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<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:42 for MADlib by
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<li>DOUBLE PRECISION (FLOAT8)</li>
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<a href="#related">Related Topics</a> </li>
</ul>
-</div><p>This module contains automated machine learning (autoML) methods for model architecture search and hyperparameter tuning.</p>
-<p>The goal of autoML when training deep nets is to reduce the amount of hand-tuning by data scientists to produce a model of acceptable accuracy, compared to manual methods like grid or random search. The two autoML methods implemented here are Hyperband and Hyperopt. If you want to use grid or random search, please refer to <a href="group__grp__keras__setup__model__selection.html">Define Model Configurations</a>.</p>
+</div><p>This module contains automated machine learning (autoML) methods for model architecture search and hyperparameter tuning. <br />
+ The goal of autoML when training deep nets is to reduce the amount of hand-tuning by data scientists to produce a model of acceptable accuracy, compared to manual methods like grid or random search. The two autoML methods implemented here are Hyperband and Hyperopt. If you want to use grid or random search, please refer to <a href="group__grp__keras__setup__model__selection.html">Define Model Configurations</a>.</p>
<p>Hyperband is an effective model selection algorithm that utilizes the idea of successive halving. It accelerates random search through adaptive resource allocation and early stopping [1]. The implementation here is designed to keep MPP database cluster resources as busy as possible when executing the Hyperband schedule.</p>
<p>There is also a utility function for printing out the Hyperband schedule for a given set of input parameters, to give you a sense of how long a run might take before starting.</p>
<p>Hyperopt is meta-modeling approach for automated hyperparameter optimization [2]. It intelligently explores the search space while narrowing down to the best estimated parameters. Within Hyperopt we support random search and Tree of Parzen Estimators (TPE) approach.</p>
@@ -632,7 +639,6 @@ normalizing_const | 1.0
num_classes | 3
</pre></li>
<li>Define and load model architecture. Use Keras to define the model architecture with 1 hidden layer: <pre class="example">
-from tensorflow import keras
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
model1 = Sequential()
@@ -781,7 +787,7 @@ name |
description |
start_training_time | 2021-01-16 01:20:17
end_training_time | 2021-01-16 01:21:47
-madlib_version | 1.21.0
+madlib_version | 2.0.0
num_classes | 3
class_values | {Iris-setosa,Iris-versicolor,Iris-virginica}
dependent_vartype | character varying
@@ -793,7 +799,7 @@ SELECT * FROM automl_output_info ORDER BY validation_metrics_final DESC, validat
-[ RECORD 1 ]------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------
mst_key | 15
model_id | 1
-compile_params | optimizer='Adam(lr=0.005948073640447284)',metrics=['accuracy'],loss='categorical_crossentropy'
+compile_params | optimizer='Adam(lr=0.005948073640447284)',metrics=['categorical_accuracy'],loss='categorical_crossentropy'
fit_params | epochs=1,batch_size=8
model_type | madlib_keras
model_size | 0.7900390625
@@ -814,7 +820,7 @@ i | 0
-[ RECORD 2 ]------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------
mst_key | 10
model_id | 1
-compile_params | optimizer='RMSprop(lr=0.01152123686692268)',metrics=['accuracy'],loss='categorical_crossentropy'
+compile_params | optimizer='RMSprop(lr=0.01152123686692268)',metrics=['categorical_accuracy'],loss='categorical_crossentropy'
fit_params | epochs=1,batch_size=8
model_type | madlib_keras
model_size | 0.7900390625
@@ -835,7 +841,7 @@ i | 0
-[ RECORD 3 ]------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------
mst_key | 2
model_id | 1
-compile_params | optimizer='RMSprop(lr=0.005464438486993435)',metrics=['accuracy'],loss='categorical_crossentropy'
+compile_params | optimizer='RMSprop(lr=0.005464438486993435)',metrics=['categorical_accuracy'],loss='categorical_crossentropy'
fit_params | epochs=1,batch_size=4
model_type | madlib_keras
model_size | 0.7900390625
@@ -905,7 +911,7 @@ name |
description |
start_training_time | 2020-10-23 00:24:43
end_training_time | 2020-10-23 00:28:41
-madlib_version | 1.21.0
+madlib_version | 2.0.0
num_classes | 3
class_values | {Iris-setosa,Iris-versicolor,Iris-virginica}
dependent_vartype | character varying
@@ -917,7 +923,7 @@ SELECT * FROM automl_output_info ORDER BY validation_metrics_final DESC, validat
-[ RECORD 1]----------------------------------------------------------------------------------------------------------
mst_key | 4
model_id | 1
-compile_params | optimizer='Adam(lr=0.021044174547856155)',metrics=['accuracy'],loss='categorical_crossentropy'
+compile_params | optimizer='Adam(lr=0.021044174547856155)',metrics=['categorical_accuracy'],loss='categorical_crossentropy'
fit_params | epochs=1,batch_size=8
model_type | madlib_keras
model_size | 0.7900390625
@@ -936,7 +942,7 @@ metrics_iters | {1,2,3,4,5,6,7,8,9,10}
-[ RECORD 2]----------------------------------------------------------------------------------------------------------
mst_key | 8
model_id | 1
-compile_params | optimizer='RMSprop(lr=0.055711748803920255)',metrics=['accuracy'],loss='categorical_crossentropy'
+compile_params | optimizer='RMSprop(lr=0.055711748803920255)',metrics=['categorical_accuracy'],loss='categorical_crossentropy'
fit_params | epochs=1,batch_size=4
model_type | madlib_keras
model_size | 0.7900390625
@@ -955,7 +961,7 @@ metrics_iters | {1,2,3,4,5,6,7,8,9,10}
-[ RECORD 3]----------------------------------------------------------------------------------------------------------
mst_key | 13
model_id | 1
-compile_params | optimizer='RMSprop(lr=0.006381376508189085)',metrics=['accuracy'],loss='categorical_crossentropy'
+compile_params | optimizer='RMSprop(lr=0.006381376508189085)',metrics=['categorical_accuracy'],loss='categorical_crossentropy'
fit_params | epochs=1,batch_size=4
model_type | madlib_keras
model_size | 0.7900390625
@@ -1038,9 +1044,9 @@ Hyperparameter Optimization in Hundreds of Dimensions for Vision Architectures,"
<!-- start footer part -->
<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:40 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:09 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
</ul>
</div>
</body>
diff --git a/docs/rc/group__grp__balance__sampling.html b/docs/rc/group__grp__balance__sampling.html
index 76f53be..e081ccf 100644
--- a/docs/rc/group__grp__balance__sampling.html
+++ b/docs/rc/group__grp__balance__sampling.html
@@ -4,7 +4,7 @@
<head>
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
<meta http-equiv="X-UA-Compatible" content="IE=9"/>
-<meta name="generator" content="Doxygen 1.8.13"/>
+<meta name="generator" content="Doxygen 1.8.14"/>
<meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/>
<title>MADlib: Balanced Sampling</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(initResizable);
-</script>
+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
+/* @license-end */
</script>
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"],
jax: ["input/TeX","output/HTML-CSS"],
});
-</script><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js"></script>
+</script><script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.2/MathJax.js"></script>
<!-- hack in the navigation tree -->
<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
<link href="doxygen.css" rel="stylesheet" type="text/css" />
@@ -52,7 +55,7 @@
<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">1.21.0</span>
+ <span id="projectnumber">2.0.0</span>
</div>
<div id="projectbrief">User Documentation for Apache MADlib</div>
</td>
@@ -76,9 +79,11 @@
</table>
</div>
<!-- end header part -->
-<!-- Generated by Doxygen 1.8.13 -->
+<!-- Generated by Doxygen 1.8.14 -->
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
var searchBox = new SearchBox("searchBox", "search",false,'Search');
+/* @license-end */
</script>
</div><!-- top -->
<div id="side-nav" class="ui-resizable side-nav-resizable">
@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
</div>
</div>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function(){initNavTree('group__grp__balance__sampling.html','');});
+/* @license-end */
</script>
<div id="doc-content">
<!-- window showing the filter options -->
@@ -180,25 +187,25 @@ balance_sample( source_table,
</dl>
<p><b>How Output Table Size is Determined</b></p>
<p>The rule of thumb is that if you specify a value for 'output_table_size', then you will generally get an output table of that size, with some minor rounding variations. If you set 'output_table_size' to NULL, then the size of the output table will be calculated depending on what you put for the 'class_size' parameter. The following table shows how the parameters 'class_size' and 'output_table_size' work together:</p>
-<table class="doxtable">
-<tr>
-<th align="left">Case </th><th align="left">'class_size' </th><th align="left">'output_table_size' </th><th align="left">Result </th></tr>
-<tr>
-<td align="left">1 </td><td align="left">'uniform' </td><td align="left">NULL </td><td align="left">Resample for uniform class size with output size = input size (i.e., balanced). </td></tr>
-<tr>
-<td align="left">2 </td><td align="left">'uniform' </td><td align="left">10000 </td><td align="left">Resample for uniform class size with output size = 10K (i.e., balanced). </td></tr>
-<tr>
-<td align="left">3 </td><td align="left">NULL </td><td align="left">NULL </td><td align="left">Resample for uniform class size with output size = input size (i.e., balanced). Class_size=NULL has same behavior as ‘uniform’. </td></tr>
-<tr>
-<td align="left">4 </td><td align="left">NULL </td><td align="left">10000 </td><td align="left">Resample for uniform class size with output size = 10K (i.e., balanced). Class_size=NULL has same behavior as ‘uniform’. </td></tr>
-<tr>
-<td align="left">5 </td><td align="left">'undersample' </td><td align="left">n/a </td><td align="left">Undersample such that all class values end up with the same number of observations as the minority. </td></tr>
-<tr>
-<td align="left">6 </td><td align="left">'oversample' </td><td align="left">n/a </td><td align="left">Oversample with replacement (always) such that all class values end up with the same number of observations as the majority. </td></tr>
-<tr>
-<td align="left">7 </td><td align="left">'red=3000' </td><td align="left">NULL </td><td align="left">Resample red to 3K, leave rest of the class values (blue, green, etc.) as is. </td></tr>
-<tr>
-<td align="left">8 </td><td align="left">'red=3000, blue=4000' </td><td align="left">10000 </td><td align="left">Resample red to 3K and blue to 4K, divide remaining class values evenly 3K/(n-2) each, where n=number of class values. Note that if red and blue are the only class values, then output table size will be 7K not 10K. (This is the only case where specifying a value for 'output_table_size' may not actually result in an output table of that size.) </td></tr>
+<table class="markdownTable">
+<tr class="markdownTableHead">
+<th class="markdownTableHeadLeft">Case </th><th class="markdownTableHeadLeft">'class_size' </th><th class="markdownTableHeadLeft">'output_table_size' </th><th class="markdownTableHeadLeft">Result </th></tr>
+<tr class="markdownTableBody" class="markdownTableRowOdd">
+<td class="markdownTableBodyLeft">1 </td><td class="markdownTableBodyLeft">'uniform' </td><td class="markdownTableBodyLeft">NULL </td><td class="markdownTableBodyLeft">Resample for uniform class size with output size = input size (i.e., balanced). </td></tr>
+<tr class="markdownTableBody" class="markdownTableRowEven">
+<td class="markdownTableBodyLeft">2 </td><td class="markdownTableBodyLeft">'uniform' </td><td class="markdownTableBodyLeft">10000 </td><td class="markdownTableBodyLeft">Resample for uniform class size with output size = 10K (i.e., balanced). </td></tr>
+<tr class="markdownTableBody" class="markdownTableRowOdd">
+<td class="markdownTableBodyLeft">3 </td><td class="markdownTableBodyLeft">NULL </td><td class="markdownTableBodyLeft">NULL </td><td class="markdownTableBodyLeft">Resample for uniform class size with output size = input size (i.e., balanced). Class_size=NULL has same behavior as ‘uniform’. </td></tr>
+<tr class="markdownTableBody" class="markdownTableRowEven">
+<td class="markdownTableBodyLeft">4 </td><td class="markdownTableBodyLeft">NULL </td><td class="markdownTableBodyLeft">10000 </td><td class="markdownTableBodyLeft">Resample for uniform class size with output size = 10K (i.e., balanced). Class_size=NULL has same behavior as ‘uniform’. </td></tr>
+<tr class="markdownTableBody" class="markdownTableRowOdd">
+<td class="markdownTableBodyLeft">5 </td><td class="markdownTableBodyLeft">'undersample' </td><td class="markdownTableBodyLeft">n/a </td><td class="markdownTableBodyLeft">Undersample such that all class values end up with the same number of observations as the minority. </td></tr>
+<tr class="markdownTableBody" class="markdownTableRowEven">
+<td class="markdownTableBodyLeft">6 </td><td class="markdownTableBodyLeft">'oversample' </td><td class="markdownTableBodyLeft">n/a </td><td class="markdownTableBodyLeft">Oversample with replacement (always) such that all class values end up with the same number of observations as the majority. </td></tr>
+<tr class="markdownTableBody" class="markdownTableRowOdd">
+<td class="markdownTableBodyLeft">7 </td><td class="markdownTableBodyLeft">'red=3000' </td><td class="markdownTableBodyLeft">NULL </td><td class="markdownTableBodyLeft">Resample red to 3K, leave rest of the class values (blue, green, etc.) as is. </td></tr>
+<tr class="markdownTableBody" class="markdownTableRowEven">
+<td class="markdownTableBodyLeft">8 </td><td class="markdownTableBodyLeft">'red=3000, blue=4000' </td><td class="markdownTableBodyLeft">10000 </td><td class="markdownTableBodyLeft">Resample red to 3K and blue to 4K, divide remaining class values evenly 3K/(n-2) each, where n=number of class values. Note that if red and blue are the only class values, then output table size will be 7K not 10K. (This is the only case where specifying a value for 'output_table_size' may not actually resu [...]
</table>
<p><a class="anchor" id="examples"></a></p><dl class="section user"><dt>Examples</dt><dd></dd></dl>
<p>Note that due to the random nature of sampling, your results may look different from those below.</p>
@@ -591,9 +598,9 @@ SELECT * FROM output_table ORDER BY zone, mainhue;
<!-- start footer part -->
<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:40 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:09 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
</ul>
</div>
</body>
diff --git a/docs/rc/group__grp__bayes.html b/docs/rc/group__grp__bayes.html
index 70bc6f2..5dc1586 100644
--- a/docs/rc/group__grp__bayes.html
+++ b/docs/rc/group__grp__bayes.html
@@ -4,7 +4,7 @@
<head>
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
<meta http-equiv="X-UA-Compatible" content="IE=9"/>
-<meta name="generator" content="Doxygen 1.8.13"/>
+<meta name="generator" content="Doxygen 1.8.14"/>
<meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/>
<title>MADlib: Naive Bayes Classification</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(initResizable);
-</script>
+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
+/* @license-end */
</script>
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"],
jax: ["input/TeX","output/HTML-CSS"],
});
-</script><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js"></script>
+</script><script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.2/MathJax.js"></script>
<!-- hack in the navigation tree -->
<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
<link href="doxygen.css" rel="stylesheet" type="text/css" />
@@ -52,7 +55,7 @@
<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">1.21.0</span>
+ <span id="projectnumber">2.0.0</span>
</div>
<div id="projectbrief">User Documentation for Apache MADlib</div>
</td>
@@ -76,9 +79,11 @@
</table>
</div>
<!-- end header part -->
-<!-- Generated by Doxygen 1.8.13 -->
+<!-- Generated by Doxygen 1.8.14 -->
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
var searchBox = new SearchBox("searchBox", "search",false,'Search');
+/* @license-end */
</script>
</div><!-- top -->
<div id="side-nav" class="ui-resizable side-nav-resizable">
@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
</div>
</div>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function(){initNavTree('group__grp__bayes.html','');});
+/* @license-end */
</script>
<div id="doc-content">
<!-- window showing the filter options -->
@@ -479,9 +486,9 @@ SELECT * FROM probs_view;
<!-- start footer part -->
<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:44 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:09 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
</ul>
</div>
</body>
diff --git a/docs/rc/group__grp__bfs.html b/docs/rc/group__grp__bfs.html
index 01063b2..848feee 100644
--- a/docs/rc/group__grp__bfs.html
+++ b/docs/rc/group__grp__bfs.html
@@ -4,7 +4,7 @@
<head>
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
<meta http-equiv="X-UA-Compatible" content="IE=9"/>
-<meta name="generator" content="Doxygen 1.8.13"/>
+<meta name="generator" content="Doxygen 1.8.14"/>
<meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/>
<title>MADlib: Breadth-First Search</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(initResizable);
-</script>
+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
+/* @license-end */
</script>
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"],
jax: ["input/TeX","output/HTML-CSS"],
});
-</script><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js"></script>
+</script><script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.2/MathJax.js"></script>
<!-- hack in the navigation tree -->
<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
<link href="doxygen.css" rel="stylesheet" type="text/css" />
@@ -52,7 +55,7 @@
<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">1.21.0</span>
+ <span id="projectnumber">2.0.0</span>
</div>
<div id="projectbrief">User Documentation for Apache MADlib</div>
</td>
@@ -76,9 +79,11 @@
</table>
</div>
<!-- end header part -->
-<!-- Generated by Doxygen 1.8.13 -->
+<!-- Generated by Doxygen 1.8.14 -->
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<div id="doc-content">
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@@ -382,9 +389,9 @@ total_rows_processed | 53
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<ul>
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+ <li class="footer">Generated on Wed Jun 14 2023 01:29:09 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
</ul>
</div>
</body>
diff --git a/docs/rc/group__grp__countmin.html b/docs/rc/group__grp__countmin.html
index 8a4ff9c..17e2574 100644
--- a/docs/rc/group__grp__countmin.html
+++ b/docs/rc/group__grp__countmin.html
@@ -4,7 +4,7 @@
<head>
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
<meta http-equiv="X-UA-Compatible" content="IE=9"/>
-<meta name="generator" content="Doxygen 1.8.13"/>
+<meta name="generator" content="Doxygen 1.8.14"/>
<meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/>
<title>MADlib: CountMin (Cormode-Muthukrishnan)</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(initResizable);
-</script>
+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
+/* @license-end */
</script>
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"],
jax: ["input/TeX","output/HTML-CSS"],
});
-</script><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js"></script>
+</script><script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.2/MathJax.js"></script>
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<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
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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">1.21.0</span>
+ <span id="projectnumber">2.0.0</span>
</div>
<div id="projectbrief">User Documentation for Apache MADlib</div>
</td>
@@ -76,9 +79,11 @@
</table>
</div>
<!-- end header part -->
-<!-- Generated by Doxygen 1.8.13 -->
+<!-- Generated by Doxygen 1.8.14 -->
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
var searchBox = new SearchBox("searchBox", "search",false,'Search');
+/* @license-end */
</script>
</div><!-- top -->
<div id="side-nav" class="ui-resizable side-nav-resizable">
@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
</div>
</div>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function(){initNavTree('group__grp__countmin.html','');});
+/* @license-end */
</script>
<div id="doc-content">
<!-- window showing the filter options -->
@@ -232,9 +239,9 @@ FROM data;
<!-- start footer part -->
<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:41 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:09 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
</ul>
</div>
</body>
diff --git a/docs/rc/group__grp__cox__prop__hazards.html b/docs/rc/group__grp__cox__prop__hazards.html
index 60eb1e1..2d6b4e6 100644
--- a/docs/rc/group__grp__cox__prop__hazards.html
+++ b/docs/rc/group__grp__cox__prop__hazards.html
@@ -4,7 +4,7 @@
<head>
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
<meta http-equiv="X-UA-Compatible" content="IE=9"/>
-<meta name="generator" content="Doxygen 1.8.13"/>
+<meta name="generator" content="Doxygen 1.8.14"/>
<meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/>
<title>MADlib: Cox-Proportional Hazards Regression</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(initResizable);
-</script>
+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
+/* @license-end */
</script>
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"],
jax: ["input/TeX","output/HTML-CSS"],
});
-</script><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js"></script>
+</script><script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.2/MathJax.js"></script>
<!-- hack in the navigation tree -->
<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
<link href="doxygen.css" rel="stylesheet" type="text/css" />
@@ -52,7 +55,7 @@
<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">1.21.0</span>
+ <span id="projectnumber">2.0.0</span>
</div>
<div id="projectbrief">User Documentation for Apache MADlib</div>
</td>
@@ -76,9 +79,11 @@
</table>
</div>
<!-- end header part -->
-<!-- Generated by Doxygen 1.8.13 -->
+<!-- Generated by Doxygen 1.8.14 -->
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
var searchBox = new SearchBox("searchBox", "search",false,'Search');
+/* @license-end */
</script>
</div><!-- top -->
<div id="side-nav" class="ui-resizable side-nav-resizable">
@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
</div>
</div>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function(){initNavTree('group__grp__cox__prop__hazards.html','');});
+/* @license-end */
</script>
<div id="doc-content">
<!-- window showing the filter options -->
@@ -468,9 +475,9 @@ p_value | {0.991994376850758,0.878855984657948}
<!-- start footer part -->
<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:41 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:09 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
</ul>
</div>
</body>
diff --git a/docs/rc/group__grp__crf.html b/docs/rc/group__grp__crf.html
index e3c155e..456c888 100644
--- a/docs/rc/group__grp__crf.html
+++ b/docs/rc/group__grp__crf.html
@@ -4,7 +4,7 @@
<head>
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
<meta http-equiv="X-UA-Compatible" content="IE=9"/>
-<meta name="generator" content="Doxygen 1.8.13"/>
+<meta name="generator" content="Doxygen 1.8.14"/>
<meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/>
<title>MADlib: Conditional Random Field</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(initResizable);
-</script>
+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
+/* @license-end */
</script>
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"],
jax: ["input/TeX","output/HTML-CSS"],
});
-</script><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js"></script>
+</script><script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.2/MathJax.js"></script>
<!-- hack in the navigation tree -->
<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
<link href="doxygen.css" rel="stylesheet" type="text/css" />
@@ -52,7 +55,7 @@
<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">1.21.0</span>
+ <span id="projectnumber">2.0.0</span>
</div>
<div id="projectbrief">User Documentation for Apache MADlib</div>
</td>
@@ -76,9 +79,11 @@
</table>
</div>
<!-- end header part -->
-<!-- Generated by Doxygen 1.8.13 -->
+<!-- Generated by Doxygen 1.8.14 -->
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
var searchBox = new SearchBox("searchBox", "search",false,'Search');
+/* @license-end */
</script>
</div><!-- top -->
<div id="side-nav" class="ui-resizable side-nav-resizable">
@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
</div>
</div>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function(){initNavTree('group__grp__crf.html','');});
+/* @license-end */
</script>
<div id="doc-content">
<!-- window showing the filter options -->
@@ -584,9 +591,9 @@ SELECT * FROM extracted_best_labels;
<!-- start footer part -->
<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:41 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:09 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
</ul>
</div>
</body>
diff --git a/docs/rc/group__grp__custom__function.html b/docs/rc/group__grp__custom__function.html
index 9fd8bac..7d0817e 100644
--- a/docs/rc/group__grp__custom__function.html
+++ b/docs/rc/group__grp__custom__function.html
@@ -4,7 +4,7 @@
<head>
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
<meta http-equiv="X-UA-Compatible" content="IE=9"/>
-<meta name="generator" content="Doxygen 1.8.13"/>
+<meta name="generator" content="Doxygen 1.8.14"/>
<meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/>
<title>MADlib: Define Custom Functions</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(initResizable);
-</script>
+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
+/* @license-end */
</script>
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"],
jax: ["input/TeX","output/HTML-CSS"],
});
-</script><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js"></script>
+</script><script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.2/MathJax.js"></script>
<!-- hack in the navigation tree -->
<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
<link href="doxygen.css" rel="stylesheet" type="text/css" />
@@ -52,7 +55,7 @@
<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">1.21.0</span>
+ <span id="projectnumber">2.0.0</span>
</div>
<div id="projectbrief">User Documentation for Apache MADlib</div>
</td>
@@ -76,9 +79,11 @@
</table>
</div>
<!-- end header part -->
-<!-- Generated by Doxygen 1.8.13 -->
+<!-- Generated by Doxygen 1.8.14 -->
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
var searchBox = new SearchBox("searchBox", "search",false,'Search');
+/* @license-end */
</script>
</div><!-- top -->
<div id="side-nav" class="ui-resizable side-nav-resizable">
@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
</div>
</div>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function(){initNavTree('group__grp__custom__function.html','');});
+/* @license-end */
</script>
<div id="doc-content">
<!-- window showing the filter options -->
@@ -131,7 +138,7 @@ $(document).ready(function(){initNavTree('group__grp__custom__function.html','')
</div><dl class="section warning"><dt>Warning</dt><dd><em> For security reasons there are controls on custom functions in MADlib. You must be a superuser to create custom functions because they could theoretically allow execution of any untrusted Python code. Regular users with MADlib USAGE permission can use existing custom functions but cannot create new ones or update existing ones. See references [1] and [2] for information on privileges in Greenplum and PostgreSQL. </em></dd></dl>
<p>This function loads custom Python functions into a table for use by deep learning algorithms.</p>
<p>Custom functions can be useful if, for example, you need loss functions or metrics that are not built into the standard libraries. The functions to be loaded must be in the form of serialized Python objects created using Dill, which extends Python's pickle module to the majority of the built-in Python types [3].</p>
-<p>Custom functions can also be used to return top k categorical accuracy in the case that you want a different k value than the default from Keras. This module includes a helper function to create the custom function automatically for a specified k.</p>
+<p>Custom functions can also be used to return top k categorical accuracy in the case that you want a different k value than the default from tensorflow.keras. This module includes a helper function to create the custom function automatically for a specified k.</p>
<p>There is also a utility function to delete a function from the table.</p>
<dl class="section note"><dt>Note</dt><dd>Do not specify a schema for the argument 'object_table' containing the Python objects, because the 'object_table' is automatically put in the MADlib schema. Also, any subsequent SQL queries on this table by regular users must specify '<madlib_schema>.object_table' in the usual way.</dd></dl>
<p><a class="anchor" id="load_function"></a></p><dl class="section user"><dt>Load Function</dt><dd></dd></dl>
@@ -228,12 +235,12 @@ cur = conn.cursor()
import dill
# custom loss
def squared_error(y_true, y_pred):
- import tensorflow.keras.backend as K
+ import keras.backend as K
return K.square(y_pred - y_true)
pb_squared_error=dill.dumps(squared_error)
# custom metric
def rmse(y_true, y_pred):
- import tensorflow.keras.backend as K
+ import keras.backend as K
return K.sqrt(K.mean(K.square(y_pred - y_true), axis=-1))
pb_rmse=dill.dumps(rmse)
# call load function
@@ -255,21 +262,21 @@ RETURNS BYTEA AS
$$
import dill
def squared_error(y_true, y_pred):
- import tensorflow.keras.backend as K
+ import keras.backend as K
return K.square(y_pred - y_true)
pb_squared_error=dill.dumps(squared_error)
return pb_squared_error
-$$ language plpythonu;
+$$ language plpython3u;
CREATE OR REPLACE FUNCTION custom_function_rmse()
RETURNS BYTEA AS
$$
import dill
def rmse(y_true, y_pred):
- import tensorflow.keras.backend as K
+ import keras.backend as K
return K.sqrt(K.mean(K.square(y_pred - y_true), axis=-1))
pb_rmse=dill.dumps(rmse)
return pb_rmse
-$$ language plpythonu;
+$$ language plpython3u;
</pre> Now call loader: <pre class="result">
DROP TABLE IF EXISTS madlib.custom_function_table;
SELECT madlib.load_custom_function('custom_function_table',
@@ -318,9 +325,9 @@ SELECT id, name, description FROM madlib.custom_function_table ORDER BY id;
<!-- start footer part -->
<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:39 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:09 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
</ul>
</div>
</body>
diff --git a/docs/rc/group__grp__datatrans.html b/docs/rc/group__grp__datatrans.html
index 5f96794..7437307 100644
--- a/docs/rc/group__grp__datatrans.html
+++ b/docs/rc/group__grp__datatrans.html
@@ -4,7 +4,7 @@
<head>
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<meta http-equiv="X-UA-Compatible" content="IE=9"/>
-<meta name="generator" content="Doxygen 1.8.13"/>
+<meta name="generator" content="Doxygen 1.8.14"/>
<meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/>
<title>MADlib: Data Types and Transformations</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(initResizable);
-</script>
+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
+/* @license-end */
</script>
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"],
jax: ["input/TeX","output/HTML-CSS"],
});
-</script><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js"></script>
+</script><script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.2/MathJax.js"></script>
<!-- hack in the navigation tree -->
<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
<link href="doxygen.css" rel="stylesheet" type="text/css" />
@@ -52,7 +55,7 @@
<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">1.21.0</span>
+ <span id="projectnumber">2.0.0</span>
</div>
<div id="projectbrief">User Documentation for Apache MADlib</div>
</td>
@@ -76,9 +79,11 @@
</table>
</div>
<!-- end header part -->
-<!-- Generated by Doxygen 1.8.13 -->
+<!-- Generated by Doxygen 1.8.14 -->
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
var searchBox = new SearchBox("searchBox", "search",false,'Search');
+/* @license-end */
</script>
</div><!-- top -->
<div id="side-nav" class="ui-resizable side-nav-resizable">
@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
</div>
</div>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function(){initNavTree('group__grp__datatrans.html','');});
+/* @license-end */
</script>
<div id="doc-content">
<!-- window showing the filter options -->
@@ -145,9 +152,9 @@ Modules</h2></td></tr>
<!-- start footer part -->
<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:36 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:08 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
</ul>
</div>
</body>
diff --git a/docs/rc/group__grp__dbscan.html b/docs/rc/group__grp__dbscan.html
index 7853b14..016ad30 100644
--- a/docs/rc/group__grp__dbscan.html
+++ b/docs/rc/group__grp__dbscan.html
@@ -4,7 +4,7 @@
<head>
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
<meta http-equiv="X-UA-Compatible" content="IE=9"/>
-<meta name="generator" content="Doxygen 1.8.13"/>
+<meta name="generator" content="Doxygen 1.8.14"/>
<meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/>
<title>MADlib: DBSCAN</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(initResizable);
-</script>
+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
+/* @license-end */
</script>
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"],
jax: ["input/TeX","output/HTML-CSS"],
});
-</script><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js"></script>
+</script><script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.2/MathJax.js"></script>
<!-- hack in the navigation tree -->
<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
<link href="doxygen.css" rel="stylesheet" type="text/css" />
@@ -52,7 +55,7 @@
<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">1.21.0</span>
+ <span id="projectnumber">2.0.0</span>
</div>
<div id="projectbrief">User Documentation for Apache MADlib</div>
</td>
@@ -76,9 +79,11 @@
</table>
</div>
<!-- end header part -->
-<!-- Generated by Doxygen 1.8.13 -->
+<!-- Generated by Doxygen 1.8.14 -->
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
var searchBox = new SearchBox("searchBox", "search",false,'Search');
+/* @license-end */
</script>
</div><!-- top -->
<div id="side-nav" class="ui-resizable side-nav-resizable">
@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
</div>
</div>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function(){initNavTree('group__grp__dbscan.html','');});
+/* @license-end */
</script>
<div id="doc-content">
<!-- window showing the filter options -->
@@ -127,7 +134,8 @@ $(document).ready(function(){initNavTree('group__grp__dbscan.html','');});
</div><dl class="section warning"><dt>Warning</dt><dd><em> This MADlib method is still in early stage development. Interface and implementation are subject to change. </em></dd></dl>
<p>Density-based spatial clustering of applications with noise (DBSCAN) is a data clustering algorithm designed to discover clusters of arbitrary shape [1,2]. It places minimum requirements on domain knowledge to determine input parameters and has good efficiency on large databases.</p>
<p>Given a set of points, DBSCAN groups together points that are closely packed with many nearby neighbors (<em>core</em>), and marks points that lie alone in low-density regions with few nearby neighbors (<em>border</em>). Other points in the dataset that are not core or border are considered as <em>noise</em>. This method tends to be good for data which contains clusters of similar density.</p>
-<p>Currently only a brute force approach is implemented, suitable for small datasets. Other approaches for larger datasets will be implemented in a future release.</p>
+<p>Currently only a brute force approach is implemented, suitable for small datasets. <br />
+Other approaches for larger datasets will be implemented in a future release.</p>
<p><a class="anchor" id="cluster"></a></p><dl class="section user"><dt>Clustering Function</dt><dd></dd></dl>
<pre class="syntax">
dbscan( source_table,
@@ -369,9 +377,9 @@ in Large Spatial Databases with Noise", KDD-96 Proceedings, <a href="https://www
<!-- start footer part -->
<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:43 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:09 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
</ul>
</div>
</body>
diff --git a/docs/rc/group__grp__decision__tree.html b/docs/rc/group__grp__decision__tree.html
index 4443d25..e3d3720 100644
--- a/docs/rc/group__grp__decision__tree.html
+++ b/docs/rc/group__grp__decision__tree.html
@@ -4,7 +4,7 @@
<head>
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
<meta http-equiv="X-UA-Compatible" content="IE=9"/>
-<meta name="generator" content="Doxygen 1.8.13"/>
+<meta name="generator" content="Doxygen 1.8.14"/>
<meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/>
<title>MADlib: Decision Tree</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(initResizable);
-</script>
+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
+/* @license-end */
</script>
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"],
jax: ["input/TeX","output/HTML-CSS"],
});
-</script><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js"></script>
+</script><script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.2/MathJax.js"></script>
<!-- hack in the navigation tree -->
<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
<link href="doxygen.css" rel="stylesheet" type="text/css" />
@@ -52,7 +55,7 @@
<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">1.21.0</span>
+ <span id="projectnumber">2.0.0</span>
</div>
<div id="projectbrief">User Documentation for Apache MADlib</div>
</td>
@@ -76,9 +79,11 @@
</table>
</div>
<!-- end header part -->
-<!-- Generated by Doxygen 1.8.13 -->
+<!-- Generated by Doxygen 1.8.14 -->
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
var searchBox = new SearchBox("searchBox", "search",false,'Search');
+/* @license-end */
</script>
</div><!-- top -->
<div id="side-nav" class="ui-resizable side-nav-resizable">
@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
</div>
</div>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function(){initNavTree('group__grp__decision__tree.html','');});
+/* @license-end */
</script>
<div id="doc-content">
<!-- window showing the filter options -->
@@ -371,17 +378,17 @@ tree_train(
</dd></dl>
<p><a class="anchor" id="runtime"></a></p><dl class="section user"><dt>Run-time and Memory Usage</dt><dd></dd></dl>
<p>The number of features and the number of class values per categorical feature have a direct impact on run-time and memory. In addition, here is a summary of the main parameters in the training function that affect run-time and memory:</p>
-<table class="doxtable">
-<tr>
-<th align="left">Parameter </th><th align="left">Run-time </th><th align="left">Memory </th><th align="left">Notes </th></tr>
-<tr>
-<td align="left">'max_depth' </td><td align="left">High </td><td align="left">High </td><td align="left">Deeper trees can take longer to run and use more memory. </td></tr>
-<tr>
-<td align="left">'min_split' </td><td align="left">No or little effect, unless very small. </td><td align="left">No or little effect, unless very small. </td><td align="left">If too small, can impact run-time by building trees that are very thick. </td></tr>
-<tr>
-<td align="left">'min_bucket' </td><td align="left">No or little effect, unless very small. </td><td align="left">No or little effect, unless very small. </td><td align="left">If too small, can impact run-time by building trees that are very thick. </td></tr>
-<tr>
-<td align="left">'num_splits' </td><td align="left">High </td><td align="left">High </td><td align="left">Depends on number of continuous variables. Effectively adds more features as the binning becomes more granular. </td></tr>
+<table class="markdownTable">
+<tr class="markdownTableHead">
+<th class="markdownTableHeadLeft">Parameter </th><th class="markdownTableHeadLeft">Run-time </th><th class="markdownTableHeadLeft">Memory </th><th class="markdownTableHeadLeft">Notes </th></tr>
+<tr class="markdownTableBody" class="markdownTableRowOdd">
+<td class="markdownTableBodyLeft">'max_depth' </td><td class="markdownTableBodyLeft">High </td><td class="markdownTableBodyLeft">High </td><td class="markdownTableBodyLeft">Deeper trees can take longer to run and use more memory. </td></tr>
+<tr class="markdownTableBody" class="markdownTableRowEven">
+<td class="markdownTableBodyLeft">'min_split' </td><td class="markdownTableBodyLeft">No or little effect, unless very small. </td><td class="markdownTableBodyLeft">No or little effect, unless very small. </td><td class="markdownTableBodyLeft">If too small, can impact run-time by building trees that are very thick. </td></tr>
+<tr class="markdownTableBody" class="markdownTableRowOdd">
+<td class="markdownTableBodyLeft">'min_bucket' </td><td class="markdownTableBodyLeft">No or little effect, unless very small. </td><td class="markdownTableBodyLeft">No or little effect, unless very small. </td><td class="markdownTableBodyLeft">If too small, can impact run-time by building trees that are very thick. </td></tr>
+<tr class="markdownTableBody" class="markdownTableRowEven">
+<td class="markdownTableBodyLeft">'num_splits' </td><td class="markdownTableBodyLeft">High </td><td class="markdownTableBodyLeft">High </td><td class="markdownTableBodyLeft">Depends on number of continuous variables. Effectively adds more features as the binning becomes more granular. </td></tr>
</table>
<p>If you experience long run-times or are hitting memory limits, consider reducing one or more of these parameters. One approach when building a decision tree model is to start with a low maximum depth value and use suggested defaults for other parameters. This will give you a sense of run-time and test set accuracy. Then you can change maximum depth in a systematic way as required to improve accuracy.</p>
<p><a class="anchor" id="predict"></a></p><dl class="section user"><dt>Prediction Function</dt><dd>The prediction function estimates the conditional mean given a new predictor. It has the following syntax: <pre class="syntax">
@@ -1162,9 +1169,9 @@ SELECT madlib.tree_display('train_output', FALSE);
<!-- start footer part -->
<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:42 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:09 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
</ul>
</div>
</body>
diff --git a/docs/rc/group__grp__dense__linear__solver.html b/docs/rc/group__grp__dense__linear__solver.html
index 7ca3aff..f78ebb4 100644
--- a/docs/rc/group__grp__dense__linear__solver.html
+++ b/docs/rc/group__grp__dense__linear__solver.html
@@ -4,7 +4,7 @@
<head>
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
<meta http-equiv="X-UA-Compatible" content="IE=9"/>
-<meta name="generator" content="Doxygen 1.8.13"/>
+<meta name="generator" content="Doxygen 1.8.14"/>
<meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/>
<title>MADlib: Dense Linear Systems</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(initResizable);
-</script>
+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
+/* @license-end */
</script>
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"],
jax: ["input/TeX","output/HTML-CSS"],
});
-</script><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js"></script>
+</script><script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.2/MathJax.js"></script>
<!-- hack in the navigation tree -->
<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
<link href="doxygen.css" rel="stylesheet" type="text/css" />
@@ -52,7 +55,7 @@
<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">1.21.0</span>
+ <span id="projectnumber">2.0.0</span>
</div>
<div id="projectbrief">User Documentation for Apache MADlib</div>
</td>
@@ -76,9 +79,11 @@
</table>
</div>
<!-- end header part -->
-<!-- Generated by Doxygen 1.8.13 -->
+<!-- Generated by Doxygen 1.8.14 -->
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
var searchBox = new SearchBox("searchBox", "search",false,'Search');
+/* @license-end */
</script>
</div><!-- top -->
<div id="side-nav" class="ui-resizable side-nav-resizable">
@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
</div>
</div>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function(){initNavTree('group__grp__dense__linear__solver.html','');});
+/* @license-end */
</script>
<div id="doc-content">
<!-- window showing the filter options -->
@@ -253,9 +260,9 @@ SELECT madlib.linear_solver_dense( 'linear_systems_test_data',
<!-- start footer part -->
<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:43 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:09 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
</ul>
</div>
</body>
diff --git a/docs/rc/group__grp__deprecated.html b/docs/rc/group__grp__deprecated.html
index 0ff945d..59536c5 100644
--- a/docs/rc/group__grp__deprecated.html
+++ b/docs/rc/group__grp__deprecated.html
@@ -4,7 +4,7 @@
<head>
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
<meta http-equiv="X-UA-Compatible" content="IE=9"/>
-<meta name="generator" content="Doxygen 1.8.13"/>
+<meta name="generator" content="Doxygen 1.8.14"/>
<meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/>
<title>MADlib: Deprecated Modules</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(initResizable);
-</script>
+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
+/* @license-end */
</script>
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"],
jax: ["input/TeX","output/HTML-CSS"],
});
-</script><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js"></script>
+</script><script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.2/MathJax.js"></script>
<!-- hack in the navigation tree -->
<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
<link href="doxygen.css" rel="stylesheet" type="text/css" />
@@ -52,7 +55,7 @@
<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">1.21.0</span>
+ <span id="projectnumber">2.0.0</span>
</div>
<div id="projectbrief">User Documentation for Apache MADlib</div>
</td>
@@ -76,9 +79,11 @@
</table>
</div>
<!-- end header part -->
-<!-- Generated by Doxygen 1.8.13 -->
+<!-- Generated by Doxygen 1.8.14 -->
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
var searchBox = new SearchBox("searchBox", "search",false,'Search');
+/* @license-end */
</script>
</div><!-- top -->
<div id="side-nav" class="ui-resizable side-nav-resizable">
@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
</div>
</div>
<script type="text/javascript">
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<div id="doc-content">
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<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:44 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:09 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
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<title>MADlib: Descriptive Statistics</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
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<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
+/* @license-end */
</script>
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"],
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});
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<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
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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">1.21.0</span>
+ <span id="projectnumber">2.0.0</span>
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<div id="projectbrief">User Documentation for Apache MADlib</div>
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+<!-- Generated by Doxygen 1.8.14 -->
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var searchBox = new SearchBox("searchBox", "search",false,'Search');
+/* @license-end */
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@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
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</div>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function(){initNavTree('group__grp__desc__stats.html','');});
+/* @license-end */
</script>
<div id="doc-content">
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@@ -136,9 +143,9 @@ Modules</h2></td></tr>
<!-- start footer part -->
<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:41 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:09 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
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index 7b9cfcc..e14b6ab 100644
--- a/docs/rc/group__grp__dl.html
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@@ -4,7 +4,7 @@
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<title>MADlib: Deep Learning</title>
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@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
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<script type="text/javascript" src="search/search.js"></script>
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<td style="padding-left: 0.5em;">
<div id="projectname">
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<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
<p>There are three main steps in order to run deep learning workloads with MADlib:</p><ol type="1">
<li><b>Preparation</b>, which includes data preprocessing and model definition. Data preprocessing is required to format training data for use by frameworks like Keras and TensorFlow that support mini-batching as an optimization option. Model definition involves describing model architectures (and optionally custom functions) and loading them into tables.</li>
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<p>This flowchart shows the workflow in more detail:</p>
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+</div>
<table class="memberdecls">
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<!-- start footer part -->
<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:39 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:08 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
</ul>
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diff --git a/docs/rc/group__grp__dl__utilities.html b/docs/rc/group__grp__dl__utilities.html
index 8ca0569..4799096 100644
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-<meta name="generator" content="Doxygen 1.8.13"/>
+<meta name="generator" content="Doxygen 1.8.14"/>
<meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/>
<title>MADlib: Utilities for Deep Learning</title>
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@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
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<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
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<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
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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">
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+<!-- Generated by Doxygen 1.8.14 -->
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+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
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+/* @license-end */
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<div id="doc-content">
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<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:40 for MADlib by
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<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
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diff --git a/docs/rc/group__grp__early__stage.html b/docs/rc/group__grp__early__stage.html
index bf65505..53d271c 100644
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@@ -4,7 +4,7 @@
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+<meta name="generator" content="Doxygen 1.8.14"/>
<meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/>
<title>MADlib: Early Stage Development</title>
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@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
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$(document).ready(initResizable);
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+/* @license-end */</script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
+/* @license-end */
</script>
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
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});
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+</script><script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.2/MathJax.js"></script>
<!-- hack in the navigation tree -->
<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
<link href="doxygen.css" rel="stylesheet" type="text/css" />
@@ -52,7 +55,7 @@
<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">1.21.0</span>
+ <span id="projectnumber">2.0.0</span>
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<div id="projectbrief">User Documentation for Apache MADlib</div>
</td>
@@ -76,9 +79,11 @@
</table>
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<!-- end header part -->
-<!-- Generated by Doxygen 1.8.13 -->
+<!-- Generated by Doxygen 1.8.14 -->
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var searchBox = new SearchBox("searchBox", "search",false,'Search');
+/* @license-end */
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@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
</div>
</div>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function(){initNavTree('group__grp__early__stage.html','');});
+/* @license-end */
</script>
<div id="doc-content">
<!-- window showing the filter options -->
@@ -142,9 +149,9 @@ Modules</h2></td></tr>
<!-- start footer part -->
<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:43 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:09 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
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diff --git a/docs/rc/group__grp__elasticnet.html b/docs/rc/group__grp__elasticnet.html
index d22b64e..fa6ee7d 100644
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@@ -4,7 +4,7 @@
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<title>MADlib: Elastic Net Regularization</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
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<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
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+/* @license-end */
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<script type="text/x-mathjax-config">
MathJax.Hub.Config({
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+</script><script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.2/MathJax.js"></script>
<!-- hack in the navigation tree -->
<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
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@@ -52,7 +55,7 @@
<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">1.21.0</span>
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<div id="projectbrief">User Documentation for Apache MADlib</div>
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@@ -76,9 +79,11 @@
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<!-- end header part -->
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+<!-- Generated by Doxygen 1.8.14 -->
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var searchBox = new SearchBox("searchBox", "search",false,'Search');
+/* @license-end */
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$(document).ready(function(){initNavTree('group__grp__elasticnet.html','');});
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@@ -779,9 +786,9 @@ SELECT * FROM houses_en3_cv ORDER BY mean_neg_loss DESC;
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<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:41 for MADlib by
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<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
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<script type="text/javascript" src="navtreedata.js"></script>
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<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
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$(document).ready(function() { init_search(); });
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@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
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<script type="text/javascript">
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+/* @license-end */
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<div id="doc-content">
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@@ -684,9 +691,9 @@ SELECT * FROM abalone_out ORDER BY id;
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<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:37 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:08 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
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@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
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$(document).ready(initResizable);
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<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
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<script type="text/x-mathjax-config">
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extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"],
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var searchBox = new SearchBox("searchBox", "search",false,'Search');
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<div id="side-nav" class="ui-resizable side-nav-resizable">
@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
</div>
</div>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function(){initNavTree('group__grp__fmsketch.html','');});
+/* @license-end */
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<div id="doc-content">
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@@ -158,9 +165,9 @@ class | fmsketch_dcount
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<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:41 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:09 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
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<head>
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<meta http-equiv="X-UA-Compatible" content="IE=9"/>
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<meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/>
<title>MADlib: Generalized Linear Models</title>
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@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
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$(document).ready(initResizable);
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+/* @license-end */</script>
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<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
+/* @license-end */
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<script type="text/x-mathjax-config">
MathJax.Hub.Config({
extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"],
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});
-</script><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js"></script>
+</script><script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.2/MathJax.js"></script>
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<td style="padding-left: 0.5em;">
<div id="projectname">
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<div id="projectbrief">User Documentation for Apache MADlib</div>
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</table>
</div>
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+<!-- Generated by Doxygen 1.8.14 -->
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+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
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<div id="side-nav" class="ui-resizable side-nav-resizable">
@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
</div>
</div>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function(){initNavTree('group__grp__glm.html','');});
+/* @license-end */
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<div id="doc-content">
<!-- window showing the filter options -->
@@ -574,9 +581,9 @@ FROM abalone_out, abalone;
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<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:41 for MADlib by
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<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
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@@ -15,20 +15,23 @@
<script type="text/javascript" src="navtreedata.js"></script>
<script type="text/javascript" src="navtree.js"></script>
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$(document).ready(initResizable);
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<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/searchdata.js"></script>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function() { init_search(); });
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<script type="text/x-mathjax-config">
MathJax.Hub.Config({
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});
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+</script><script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.2/MathJax.js"></script>
<!-- hack in the navigation tree -->
<script type="text/javascript" src="eigen_navtree_hacks.js"></script>
<link href="doxygen.css" rel="stylesheet" type="text/css" />
@@ -52,7 +55,7 @@
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<td style="padding-left: 0.5em;">
<div id="projectname">
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<div id="projectbrief">User Documentation for Apache MADlib</div>
</td>
@@ -76,9 +79,11 @@
</table>
</div>
<!-- end header part -->
-<!-- Generated by Doxygen 1.8.13 -->
+<!-- Generated by Doxygen 1.8.14 -->
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
var searchBox = new SearchBox("searchBox", "search",false,'Search');
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<div id="side-nav" class="ui-resizable side-nav-resizable">
@@ -92,7 +97,9 @@ var searchBox = new SearchBox("searchBox", "search",false,'Search');
</div>
</div>
<script type="text/javascript">
+/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&dn=gpl-2.0.txt GPL-v2 */
$(document).ready(function(){initNavTree('group__grp__gpu__configuration.html','');});
+/* @license-end */
</script>
<div id="doc-content">
<!-- window showing the filter options -->
@@ -262,9 +269,9 @@ SELECT * FROM segments_to_use ORDER BY hostname, dbid;
<!-- start footer part -->
<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
- <li class="footer">Generated on Thu Feb 23 2023 19:26:40 for MADlib by
+ <li class="footer">Generated on Wed Jun 14 2023 01:29:09 for MADlib by
<a href="http://www.doxygen.org/index.html">
- <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li>
+ <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.14 </li>
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