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Posted to commits@hivemall.apache.org by my...@apache.org on 2017/06/30 12:20:56 UTC
[09/13] incubator-hivemall-site git commit: Updated userguide for
RandomForest entry
http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/eb070238/userguide/eval/lr_datagen.html
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diff --git a/userguide/eval/lr_datagen.html b/userguide/eval/lr_datagen.html
index 1a5251e..8fdfe36 100644
--- a/userguide/eval/lr_datagen.html
+++ b/userguide/eval/lr_datagen.html
@@ -980,6 +980,21 @@
</li>
+ <li class="chapter " data-level="6.3.5" data-path="../binaryclass/news20_rf.html">
+
+ <a href="../binaryclass/news20_rf.html">
+
+
+ <b>6.3.5.</b>
+
+ Random Forest
+
+ </a>
+
+
+
+ </li>
+
</ul>
@@ -1324,7 +1339,7 @@
<b>7.2.3.</b>
- RandomForest
+ Random Forest
</a>
@@ -2253,7 +2268,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/eb070238/userguide/eval/rank.html
----------------------------------------------------------------------
diff --git a/userguide/eval/rank.html b/userguide/eval/rank.html
index 6179e90..6b8a4c2 100644
--- a/userguide/eval/rank.html
+++ b/userguide/eval/rank.html
@@ -980,6 +980,21 @@
</li>
+ <li class="chapter " data-level="6.3.5" data-path="../binaryclass/news20_rf.html">
+
+ <a href="../binaryclass/news20_rf.html">
+
+
+ <b>6.3.5.</b>
+
+ Random Forest
+
+ </a>
+
+
+
+ </li>
+
</ul>
@@ -1324,7 +1339,7 @@
<b>7.2.3.</b>
- RandomForest
+ Random Forest
</a>
@@ -2593,7 +2608,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/eb070238/userguide/eval/stat_eval.html
----------------------------------------------------------------------
diff --git a/userguide/eval/stat_eval.html b/userguide/eval/stat_eval.html
index 7393a84..ef50cde 100644
--- a/userguide/eval/stat_eval.html
+++ b/userguide/eval/stat_eval.html
@@ -980,6 +980,21 @@
</li>
+ <li class="chapter " data-level="6.3.5" data-path="../binaryclass/news20_rf.html">
+
+ <a href="../binaryclass/news20_rf.html">
+
+
+ <b>6.3.5.</b>
+
+ Random Forest
+
+ </a>
+
+
+
+ </li>
+
</ul>
@@ -1324,7 +1339,7 @@
<b>7.2.3.</b>
- RandomForest
+ Random Forest
</a>
@@ -2227,7 +2242,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/eb070238/userguide/ft_engineering/binning.html
----------------------------------------------------------------------
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index 05060b7..95f2f3c 100644
--- a/userguide/ft_engineering/binning.html
+++ b/userguide/ft_engineering/binning.html
@@ -980,6 +980,21 @@
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+
+ Random Forest
+
+ </a>
+
+
+
+ </li>
+
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@@ -1324,7 +1339,7 @@
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- RandomForest
+ Random Forest
</a>
@@ -2407,7 +2422,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/eb070238/userguide/ft_engineering/ft_trans.html
----------------------------------------------------------------------
diff --git a/userguide/ft_engineering/ft_trans.html b/userguide/ft_engineering/ft_trans.html
index 2d17d1d..f553c82 100644
--- a/userguide/ft_engineering/ft_trans.html
+++ b/userguide/ft_engineering/ft_trans.html
@@ -980,6 +980,21 @@
</li>
+ <li class="chapter " data-level="6.3.5" data-path="../binaryclass/news20_rf.html">
+
+ <a href="../binaryclass/news20_rf.html">
+
+
+ <b>6.3.5.</b>
+
+ Random Forest
+
+ </a>
+
+
+
+ </li>
+
</ul>
@@ -1324,7 +1339,7 @@
<b>7.2.3.</b>
- RandomForest
+ Random Forest
</a>
@@ -2165,7 +2180,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/eb070238/userguide/ft_engineering/hashing.html
----------------------------------------------------------------------
diff --git a/userguide/ft_engineering/hashing.html b/userguide/ft_engineering/hashing.html
index 4b5fd57..6ab2e9a 100644
--- a/userguide/ft_engineering/hashing.html
+++ b/userguide/ft_engineering/hashing.html
@@ -980,6 +980,21 @@
</li>
+ <li class="chapter " data-level="6.3.5" data-path="../binaryclass/news20_rf.html">
+
+ <a href="../binaryclass/news20_rf.html">
+
+
+ <b>6.3.5.</b>
+
+ Random Forest
+
+ </a>
+
+
+
+ </li>
+
</ul>
@@ -1324,7 +1339,7 @@
<b>7.2.3.</b>
- RandomForest
+ Random Forest
</a>
@@ -2116,40 +2131,57 @@ Find the differences in the following examples.</p>
<h2 id="featurehashing-function"><code>feature_hashing</code> function</h2>
<p><code>feature_hashing</code> applies <a href="https://github.com/aappleby/smhasher" target="_blank">MurmurHash3</a> hashing to features. </p>
-<pre><code class="lang-sql">select feature_hashing('aaa');
-> 4063537
-
-select feature_hashing('aaa','-features 3');
-> 2
-
-select feature_hashing(array('aaa','bbb'));
-> ["4063537","8459207"]
-
-select feature_hashing(array('aaa','bbb'),'-features 10');
-> ["7","1"]
-
-select feature_hashing(array('aaa:1.0','aaa','bbb:2.0'));
-> ["4063537:1.0","4063537","8459207:2.0"]
-
-select feature_hashing(array(1,2,3));
-> ["11293631","3322224","4331412"]
-
-select feature_hashing(array('1','2','3'));
-> ["11293631","3322224","4331412"]
-
-select feature_hashing(array('1:0.1','2:0.2','3:0.3'));
-> ["11293631:0.1","3322224:0.2","4331412:0.3"]
-
-select feature_hashing(features), features from training_fm limit 2;
-
-> ["1803454","6630176"] ["userid#5689","movieid#3072"]
-> ["1828616","6238429"] ["userid#4505","movieid#2331"]
-
-select feature_hashing(array("userid#4505:3.3","movieid#2331:4.999", "movieid#2331"));
-
-> ["1828616:3.3","6238429:4.999","6238429"]
+<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-string">'aaa'</span>);
+</code></pre>
+<blockquote>
+<p>4063537</p>
+</blockquote>
+<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-string">'aaa'</span>,<span class="hljs-string">'-features 3'</span>);
+</code></pre>
+<blockquote>
+<p>2</p>
+</blockquote>
+<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-built_in">array</span>(<span class="hljs-string">'aaa'</span>,<span class="hljs-string">'bbb'</span>));
+</code></pre>
+<blockquote>
+<p>["4063537","8459207"]</p>
+</blockquote>
+<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-built_in">array</span>(<span class="hljs-string">'aaa'</span>,<span class="hljs-string">'bbb'</span>),<span class="hljs-string">'-features 10'</span>);
</code></pre>
-<p><em>Note: The hash value is starting from 1 and 0 is system reserved for a bias clause. The default number of features are 16777217 (2^24). You can control the number of features by <code>-num_features</code> (or <code>-features</code>) option.</em></p>
+<blockquote>
+<p>["7","1"]</p>
+</blockquote>
+<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-built_in">array</span>(<span class="hljs-string">'aaa:1.0'</span>,<span class="hljs-string">'aaa'</span>,<span class="hljs-string">'bbb:2.0'</span>));
+</code></pre>
+<blockquote>
+<p>["4063537:1.0","4063537","8459207:2.0"]</p>
+</blockquote>
+<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-built_in">array</span>(<span class="hljs-number">1</span>,<span class="hljs-number">2</span>,<span class="hljs-number">3</span>));
+</code></pre>
+<blockquote>
+<p>["11293631","3322224","4331412"]</p>
+</blockquote>
+<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-built_in">array</span>(<span class="hljs-string">'1'</span>,<span class="hljs-string">'2'</span>,<span class="hljs-string">'3'</span>));
+</code></pre>
+<blockquote>
+<p>["11293631","3322224","4331412"]</p>
+</blockquote>
+<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-built_in">array</span>(<span class="hljs-string">'1:0.1'</span>,<span class="hljs-string">'2:0.2'</span>,<span class="hljs-string">'3:0.3'</span>));
+</code></pre>
+<blockquote>
+<p>["11293631:0.1","3322224:0.2","4331412:0.3"]</p>
+</blockquote>
+<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(features), features <span class="hljs-keyword">from</span> training_fm <span class="hljs-keyword">limit</span> <span class="hljs-number">2</span>;
+</code></pre>
+<blockquote>
+<p>["1803454","6630176"] ["userid#5689","movieid#3072"]
+["1828616","6238429"] ["userid#4505","movieid#2331"]</p>
+</blockquote>
+<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-built_in">array</span>(<span class="hljs-string">"userid#4505:3.3"</span>,<span class="hljs-string">"movieid#2331:4.999"</span>, <span class="hljs-string">"movieid#2331"</span>));
+</code></pre>
+<blockquote>
+<p>["1828616:3.3","6238429:4.999","6238429"]</p>
+</blockquote>
<pre><code class="lang-sql">select feature_hashing(null,'-help');
usage: feature_hashing(array<string> features [, const string options]) -
@@ -2159,38 +2191,51 @@ usage: feature_hashing(array<string> features [, const string options]) -
16777217 (2^24)]
-help Show function help
</code></pre>
+<div class="panel panel-primary"><div class="panel-heading"><h3 class="panel-title" id="note"><i class="fa fa-edit"></i> Note</h3></div><div class="panel-body"><p>The hash value is starting from 1 and 0 is system reserved for a bias clause. The default number of features are 16777217 (2^24).
+You can control the number of features by <code>-num_features</code> (or <code>-features</code>) option.</p></div></div>
<h2 id="mhash-function"><code>mhash</code> function</h2>
-<pre><code class="lang-sql">describe function extended mhash;
-> mhash(string word) returns a murmurhash3 INT value starting from 1
+<pre><code class="lang-sql"><span class="hljs-keyword">describe</span> <span class="hljs-keyword">function</span> <span class="hljs-keyword">extended</span> mhash;
</code></pre>
-<pre><code class="lang-sql">
-select mhash('aaa');
-> 4063537
+<blockquote>
+<p>mhash(string word) returns a murmurhash3 INT value starting from 1</p>
+</blockquote>
+<pre><code class="lang-sql"><span class="hljs-keyword">select</span> mhash(<span class="hljs-string">'aaa'</span>);
</code></pre>
+<blockquote>
+<p>4063537</p>
+</blockquote>
<p><em>Note: The default number of features are <code>16777216 (2^24)</code>.</em></p>
-<pre><code class="lang-sql">set hivevar:num_features=16777216;
-
-select mhash('aaa',${num_features});
->4063537
+<pre><code class="lang-sql"><span class="hljs-keyword">set</span> hivevar:num_features=<span class="hljs-number">16777216</span>;
+<span class="hljs-keyword">select</span> mhash(<span class="hljs-string">'aaa'</span>,${num_features});
</code></pre>
+<blockquote>
+<p>4063537</p>
+</blockquote>
<p><em>Note: <code>mhash</code> returns a <code>+1'd</code> murmurhash3 value starting from 1. Never returns 0 (It's a system reserved number).</em></p>
-<pre><code class="lang-sql">set hivevar:num_features=1;
-
-select mhash('aaa',${num_features});
-> 1
+<pre><code class="lang-sql"><span class="hljs-keyword">set</span> hivevar:num_features=<span class="hljs-number">1</span>;
+<span class="hljs-keyword">select</span> mhash(<span class="hljs-string">'aaa'</span>,${num_features});
</code></pre>
+<blockquote>
+<p>1</p>
+</blockquote>
<p><em>Note: <code>mhash</code> does not considers feature values.</em></p>
-<pre><code class="lang-sql">select mhash('aaa:2.0');
-> 2746618
+<pre><code class="lang-sql"><span class="hljs-keyword">select</span> mhash(<span class="hljs-string">'aaa:2.0'</span>);
</code></pre>
+<blockquote>
+<p>2746618</p>
+</blockquote>
<p><em>Note: <code>mhash</code> always returns a scalar INT value.</em></p>
-<pre><code class="lang-sql">select mhash(array('aaa','bbb'));
-> 9566153
+<pre><code class="lang-sql"><span class="hljs-keyword">select</span> mhash(<span class="hljs-built_in">array</span>(<span class="hljs-string">'aaa'</span>,<span class="hljs-string">'bbb'</span>));
</code></pre>
+<blockquote>
+<p>9566153</p>
+</blockquote>
<p><em>Note: <code>mhash</code> value of an array is element order-sentitive.</em></p>
-<pre><code class="lang-sql">select mhash(array('bbb','aaa'));
-> 3874068
+<pre><code class="lang-sql"><span class="hljs-keyword">select</span> mhash(<span class="hljs-built_in">array</span>(<span class="hljs-string">'bbb'</span>,<span class="hljs-string">'aaa'</span>));
</code></pre>
+<blockquote>
+<p>3874068</p>
+</blockquote>
<p><div id="page-footer" class="localized-footer"><hr><!--
Licensed to the Apache Software Foundation (ASF) under one
or more contributor license agreements. See the NOTICE file
@@ -2246,7 +2291,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
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