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<div class="title">summary.sql_in</div> </div>
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<a href="summary_8sql__in.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno"> 1</span>&#160;<span class="comment">/* ----------------------------------------------------------------------- */</span><span class="comment">/**</span></div>
<div class="line"><a name="l00002"></a><span class="lineno"> 2</span>&#160;<span class="comment"> *</span></div>
<div class="line"><a name="l00003"></a><span class="lineno"> 3</span>&#160;<span class="comment"> * @file summary.sql_in</span></div>
<div class="line"><a name="l00004"></a><span class="lineno"> 4</span>&#160;<span class="comment"> *</span></div>
<div class="line"><a name="l00005"></a><span class="lineno"> 5</span>&#160;<span class="comment"> * @brief Summary function for descriptive statistics</span></div>
<div class="line"><a name="l00006"></a><span class="lineno"> 6</span>&#160;<span class="comment"> * @date Mar 2013</span></div>
<div class="line"><a name="l00007"></a><span class="lineno"> 7</span>&#160;<span class="comment"> *</span></div>
<div class="line"><a name="l00008"></a><span class="lineno"> 8</span>&#160;<span class="comment"> */</span><span class="comment">/* ------------------------------------------------------------------------*/</span></div>
<div class="line"><a name="l00009"></a><span class="lineno"> 9</span>&#160;</div>
<div class="line"><a name="l00010"></a><span class="lineno"> 10</span>&#160;m4_include(`SQLCommon.m4<span class="stringliteral">&#39;)</span></div>
<div class="line"><a name="l00011"></a><span class="lineno"> 11</span>&#160;<span class="stringliteral"></span><span class="comment"></span></div>
<div class="line"><a name="l00012"></a><span class="lineno"> 12</span>&#160;<span class="comment">/**</span></div>
<div class="line"><a name="l00013"></a><span class="lineno"> 13</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00014"></a><span class="lineno"> 14</span>&#160;<span class="comment">@addtogroup grp_summary</span></div>
<div class="line"><a name="l00015"></a><span class="lineno"> 15</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00016"></a><span class="lineno"> 16</span>&#160;<span class="comment">@about</span></div>
<div class="line"><a name="l00017"></a><span class="lineno"> 17</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00018"></a><span class="lineno"> 18</span>&#160;<span class="comment">&#39;summary&#39; is a generic function used to produce summary statistics of any data </span></div>
<div class="line"><a name="l00019"></a><span class="lineno"> 19</span>&#160;<span class="comment">table. The function invokes particular &#39;methods&#39; from the MADlib library to </span></div>
<div class="line"><a name="l00020"></a><span class="lineno"> 20</span>&#160;<span class="comment">provide an overview of the data. </span></div>
<div class="line"><a name="l00021"></a><span class="lineno"> 21</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00022"></a><span class="lineno"> 22</span>&#160;<span class="comment">@usage</span></div>
<div class="line"><a name="l00023"></a><span class="lineno"> 23</span>&#160;<span class="comment">The summary function can be invoked in the following way:</span></div>
<div class="line"><a name="l00024"></a><span class="lineno"> 24</span>&#160;<span class="comment">@verbatim</span></div>
<div class="line"><a name="l00025"></a><span class="lineno"> 25</span>&#160;<span class="comment">SELECT MADLIB_SCHEMA.summary</span></div>
<div class="line"><a name="l00026"></a><span class="lineno"> 26</span>&#160;<span class="comment">(</span></div>
<div class="line"><a name="l00027"></a><span class="lineno"> 27</span>&#160;<span class="comment"> source_table TEXT, -- Source table name (Required)</span></div>
<div class="line"><a name="l00028"></a><span class="lineno"> 28</span>&#160;<span class="comment"> output_table TEXT, -- Output table name (Required)</span></div>
<div class="line"><a name="l00029"></a><span class="lineno"> 29</span>&#160;<span class="comment"> target_cols TEXT, -- Comma separated columns for which summary is desired</span></div>
<div class="line"><a name="l00030"></a><span class="lineno"> 30</span>&#160;<span class="comment"> -- (Default: NULL - produces result for all columns)</span></div>
<div class="line"><a name="l00031"></a><span class="lineno"> 31</span>&#160;<span class="comment"> grouping_cols TEXT, -- Comma separated columns on which to group results</span></div>
<div class="line"><a name="l00032"></a><span class="lineno"> 32</span>&#160;<span class="comment"> -- (Default: NULL - provides summary on complete table)</span></div>
<div class="line"><a name="l00033"></a><span class="lineno"> 33</span>&#160;<span class="comment"> get_distinct BOOLEAN, -- Are distinct values required?</span></div>
<div class="line"><a name="l00034"></a><span class="lineno"> 34</span>&#160;<span class="comment"> -- (Default: True)</span></div>
<div class="line"><a name="l00035"></a><span class="lineno"> 35</span>&#160;<span class="comment"> get_quartiles BOOLEAN, -- Are quartiles required?</span></div>
<div class="line"><a name="l00036"></a><span class="lineno"> 36</span>&#160;<span class="comment"> -- (Default: True)</span></div>
<div class="line"><a name="l00037"></a><span class="lineno"> 37</span>&#160;<span class="comment"> ntile_array FLOAT8[], -- Array of quantile values to compute</span></div>
<div class="line"><a name="l00038"></a><span class="lineno"> 38</span>&#160;<span class="comment"> -- (Default: NULL - Quantile array not included)</span></div>
<div class="line"><a name="l00039"></a><span class="lineno"> 39</span>&#160;<span class="comment"> how_many_mfv INTEGER, -- How many most-frequent-values to compute?</span></div>
<div class="line"><a name="l00040"></a><span class="lineno"> 40</span>&#160;<span class="comment"> -- (Default: 10)</span></div>
<div class="line"><a name="l00041"></a><span class="lineno"> 41</span>&#160;<span class="comment"> get_estimates BOOLEAN -- Should we produce exact or estimated values?</span></div>
<div class="line"><a name="l00042"></a><span class="lineno"> 42</span>&#160;<span class="comment">) -- (Default: True)</span></div>
<div class="line"><a name="l00043"></a><span class="lineno"> 43</span>&#160;<span class="comment">@endverbatim</span></div>
<div class="line"><a name="l00044"></a><span class="lineno"> 44</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00045"></a><span class="lineno"> 45</span>&#160;<span class="comment">Note:</span></div>
<div class="line"><a name="l00046"></a><span class="lineno"> 46</span>&#160;<span class="comment">- Currently, estimated values are only implemented for the distinct values </span></div>
<div class="line"><a name="l00047"></a><span class="lineno"> 47</span>&#160;<span class="comment">computation. </span></div>
<div class="line"><a name="l00048"></a><span class="lineno"> 48</span>&#160;<span class="comment">- The &#39;&lt;em&gt;get_estimates&lt;/em&gt;&#39; parameter controls computation for two statistics</span></div>
<div class="line"><a name="l00049"></a><span class="lineno"> 49</span>&#160;<span class="comment"> - If &#39;&lt;em&gt;get_estimates&lt;/em&gt;&#39; is True then the distinct value computation is</span></div>
<div class="line"><a name="l00050"></a><span class="lineno"> 50</span>&#160;<span class="comment"> estimated. Further, the most frequent values computation is computed using </span></div>
<div class="line"><a name="l00051"></a><span class="lineno"> 51</span>&#160;<span class="comment"> a &quot;quick and dirty&quot; method that does parallel aggregation in GPDB</span></div>
<div class="line"><a name="l00052"></a><span class="lineno"> 52</span>&#160;<span class="comment"> at the expense of missing some of the most frequent values.</span></div>
<div class="line"><a name="l00053"></a><span class="lineno"> 53</span>&#160;<span class="comment"> - If &#39;&lt;em&gt;get_estimates&lt;/em&gt;&#39; is False then the distinct values are computed</span></div>
<div class="line"><a name="l00054"></a><span class="lineno"> 54</span>&#160;<span class="comment"> in a slow but exact method. The most frequent values are computed using a</span></div>
<div class="line"><a name="l00055"></a><span class="lineno"> 55</span>&#160;<span class="comment"> faithful implementation that preserves the approximation guarantees of </span></div>
<div class="line"><a name="l00056"></a><span class="lineno"> 56</span>&#160;<span class="comment"> the Cormode/Muthukrishnan method (more information in \ref grp_mfvsketch) </span></div>
<div class="line"><a name="l00057"></a><span class="lineno"> 57</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00058"></a><span class="lineno"> 58</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00059"></a><span class="lineno"> 59</span>&#160;<span class="comment">The output of the function is a composite type containing: </span></div>
<div class="line"><a name="l00060"></a><span class="lineno"> 60</span>&#160;<span class="comment"> ouput_table TEXT, -- Name of the output table</span></div>
<div class="line"><a name="l00061"></a><span class="lineno"> 61</span>&#160;<span class="comment"> row_count INT4, -- Number of rows in the output table</span></div>
<div class="line"><a name="l00062"></a><span class="lineno"> 62</span>&#160;<span class="comment"> duration FLOAT8 -- Time taken (in seconds) to compute the summary </span></div>
<div class="line"><a name="l00063"></a><span class="lineno"> 63</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00064"></a><span class="lineno"> 64</span>&#160;<span class="comment">The summary stastics are stored in the &#39;output_table&#39; relation provided in the</span></div>
<div class="line"><a name="l00065"></a><span class="lineno"> 65</span>&#160;<span class="comment">arguments. The relation &#39;output_table&#39; can contain the following table</span></div>
<div class="line"><a name="l00066"></a><span class="lineno"> 66</span>&#160;<span class="comment">(presence of some columns depends on the argument values)</span></div>
<div class="line"><a name="l00067"></a><span class="lineno"> 67</span>&#160;<span class="comment">@verbatim</span></div>
<div class="line"><a name="l00068"></a><span class="lineno"> 68</span>&#160;<span class="comment"> - group_by_column : Group-by column names (NULL if none provided)</span></div>
<div class="line"><a name="l00069"></a><span class="lineno"> 69</span>&#160;<span class="comment"> - group_by_value : Values of the Group-by column (NULL if no grouping)</span></div>
<div class="line"><a name="l00070"></a><span class="lineno"> 70</span>&#160;<span class="comment"> - target_column : Targeted column values for which summary is requested</span></div>
<div class="line"><a name="l00071"></a><span class="lineno"> 71</span>&#160;<span class="comment"> - column_number : Physical column number for the target column, as described in pg_attribute</span></div>
<div class="line"><a name="l00072"></a><span class="lineno"> 72</span>&#160;<span class="comment"> - data_type : Data type of target column. Standard GPDB descriptors will be displayed</span></div>
<div class="line"><a name="l00073"></a><span class="lineno"> 73</span>&#160;<span class="comment"> - row_count : Number of rows for the target column</span></div>
<div class="line"><a name="l00074"></a><span class="lineno"> 74</span>&#160;<span class="comment"> - distinct_values : Number of distinct values in the target column</span></div>
<div class="line"><a name="l00075"></a><span class="lineno"> 75</span>&#160;<span class="comment"> - missing_values : Number of missing values in the target column</span></div>
<div class="line"><a name="l00076"></a><span class="lineno"> 76</span>&#160;<span class="comment"> - blank_values : Number of blank values (blanks are defined by the regular expression &#39;^\w*$&#39;)</span></div>
<div class="line"><a name="l00077"></a><span class="lineno"> 77</span>&#160;<span class="comment"> - fraction_missing : Percentage of total rows that are missing. Will be expressed as a decimal (e.g. 0.3)</span></div>
<div class="line"><a name="l00078"></a><span class="lineno"> 78</span>&#160;<span class="comment"> - fraction_blank : Percentage of total rows that are blank. Will be expressed as a decimal (e.g. 0.3)</span></div>
<div class="line"><a name="l00079"></a><span class="lineno"> 79</span>&#160;<span class="comment"> - mean : Mean value of target column (if target is numeric, else NULL)</span></div>
<div class="line"><a name="l00080"></a><span class="lineno"> 80</span>&#160;<span class="comment"> - variance : Variance of target columns (if target is numeric, else NULL for strings)</span></div>
<div class="line"><a name="l00081"></a><span class="lineno"> 81</span>&#160;<span class="comment"> - min : Min value of target column (for strings this is the length of the shortest string)</span></div>
<div class="line"><a name="l00082"></a><span class="lineno"> 82</span>&#160;<span class="comment"> - max : Max value of target column (for strings this is the length of the longest string)</span></div>
<div class="line"><a name="l00083"></a><span class="lineno"> 83</span>&#160;<span class="comment"> - first_quartile : First quartile (25th percentile, only for numeric columns)</span></div>
<div class="line"><a name="l00084"></a><span class="lineno"> 84</span>&#160;<span class="comment"> - median : Median value of target column (if target is numeric, else NULL)</span></div>
<div class="line"><a name="l00085"></a><span class="lineno"> 85</span>&#160;<span class="comment"> - third_quartile : Third quartile (25th percentile, only for numeric columns)</span></div>
<div class="line"><a name="l00086"></a><span class="lineno"> 86</span>&#160;<span class="comment"> - quantile_array : Percentile values corresponding to ntile_array</span></div>
<div class="line"><a name="l00087"></a><span class="lineno"> 87</span>&#160;<span class="comment"> - most_frequent_values : Most frequent values</span></div>
<div class="line"><a name="l00088"></a><span class="lineno"> 88</span>&#160;<span class="comment"> - mfv_frequencies : Frequency of the most frequent values </span></div>
<div class="line"><a name="l00089"></a><span class="lineno"> 89</span>&#160;<span class="comment">@endverbatim</span></div>
<div class="line"><a name="l00090"></a><span class="lineno"> 90</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00091"></a><span class="lineno"> 91</span>&#160;<span class="comment">The output can be obtained as</span></div>
<div class="line"><a name="l00092"></a><span class="lineno"> 92</span>&#160;<span class="comment">@verbatim</span></div>
<div class="line"><a name="l00093"></a><span class="lineno"> 93</span>&#160;<span class="comment">sql&gt; SELECT * FROM &#39;output_table&#39;;</span></div>
<div class="line"><a name="l00094"></a><span class="lineno"> 94</span>&#160;<span class="comment">@endverbatim</span></div>
<div class="line"><a name="l00095"></a><span class="lineno"> 95</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00096"></a><span class="lineno"> 96</span>&#160;<span class="comment">The usage information can be obtained at any time directly from the</span></div>
<div class="line"><a name="l00097"></a><span class="lineno"> 97</span>&#160;<span class="comment">function using</span></div>
<div class="line"><a name="l00098"></a><span class="lineno"> 98</span>&#160;<span class="comment">@verbatim</span></div>
<div class="line"><a name="l00099"></a><span class="lineno"> 99</span>&#160;<span class="comment">sql&gt; SELECT summary(&#39;usage&#39;);</span></div>
<div class="line"><a name="l00100"></a><span class="lineno"> 100</span>&#160;<span class="comment">@endverbatim</span></div>
<div class="line"><a name="l00101"></a><span class="lineno"> 101</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00102"></a><span class="lineno"> 102</span>&#160;<span class="comment">*/</span></div>
<div class="line"><a name="l00103"></a><span class="lineno"> 103</span>&#160;</div>
<div class="line"><a name="l00104"></a><span class="lineno"> 104</span>&#160;DROP TYPE IF EXISTS MADLIB_SCHEMA.summary_result;</div>
<div class="line"><a name="l00105"></a><span class="lineno"> 105</span>&#160;CREATE TYPE MADLIB_SCHEMA.summary_result AS</div>
<div class="line"><a name="l00106"></a><span class="lineno"> 106</span>&#160;(</div>
<div class="line"><a name="l00107"></a><span class="lineno"> 107</span>&#160; ouputtable TEXT,</div>
<div class="line"><a name="l00108"></a><span class="lineno"> 108</span>&#160; row_count INT4,</div>
<div class="line"><a name="l00109"></a><span class="lineno"> 109</span>&#160; duration FLOAT8</div>
<div class="line"><a name="l00110"></a><span class="lineno"> 110</span>&#160;);</div>
<div class="line"><a name="l00111"></a><span class="lineno"> 111</span>&#160;</div>
<div class="line"><a name="l00112"></a><span class="lineno"> 112</span>&#160;</div>
<div class="line"><a name="l00113"></a><span class="lineno"> 113</span>&#160;-----------------------------------------------------------------------</div>
<div class="line"><a name="l00114"></a><span class="lineno"> 114</span>&#160;-- Main function for summary</div>
<div class="line"><a name="l00115"></a><span class="lineno"> 115</span>&#160;-----------------------------------------------------------------------</div>
<div class="line"><a name="l00116"></a><span class="lineno"> 116</span>&#160;/*</div>
<div class="line"><a name="l00117"></a><span class="lineno"> 117</span>&#160; * @brief Compute a summary statistics on a table with optional grouping support</div>
<div class="line"><a name="l00118"></a><span class="lineno"> 118</span>&#160; * </div>
<div class="line"><a name="l00119"></a><span class="lineno"> 119</span>&#160; * @param source_table Name of source relation containing the data</div>
<div class="line"><a name="l00120"></a><span class="lineno"> 120</span>&#160; * @param output_table Name of output table name to store the summary</div>
<div class="line"><a name="l00121"></a><span class="lineno"> 121</span>&#160; * @param target_cols String with comma separated list of columns on which summary is desired</div>
<div class="line"><a name="l00122"></a><span class="lineno"> 122</span>&#160; * @param grouping_cols String with comma separated list of columns on which to group the data by</div>
<div class="line"><a name="l00123"></a><span class="lineno"> 123</span>&#160; * @param get_distinct Should distinct values count be included in result</div>
<div class="line"><a name="l00124"></a><span class="lineno"> 124</span>&#160; * @param get_quartiles Should first, second (median), and third quartiles be included in result</div>
<div class="line"><a name="l00125"></a><span class="lineno"> 125</span>&#160; * @param ntile_array Array of percentiles to compute</div>
<div class="line"><a name="l00126"></a><span class="lineno"> 126</span>&#160; * @param how_many_mfv How many most frequent values to compute?</div>
<div class="line"><a name="l00127"></a><span class="lineno"> 127</span>&#160; * @param get_estimates Should distinct counts be an estimated (faster) or exact count?</div>
<div class="line"><a name="l00128"></a><span class="lineno"> 128</span>&#160; *</div>
<div class="line"><a name="l00129"></a><span class="lineno"> 129</span>&#160; * @usage</div>
<div class="line"><a name="l00130"></a><span class="lineno"> 130</span>&#160; * </div>
<div class="line"><a name="l00131"></a><span class="lineno"> 131</span>&#160; * &lt;pre&gt; SELECT MADLIB_SCHEMA.summary (</div>
<div class="line"><a name="l00132"></a><span class="lineno"> 132</span>&#160; * &#39;&lt;em&gt;source_table&lt;/em&gt;<span class="stringliteral">&#39;, &#39;</span>&lt;em&gt;output_table&lt;/em&gt;<span class="stringliteral">&#39;, </span></div>
<div class="line"><a name="l00133"></a><span class="lineno"> 133</span>&#160;<span class="stringliteral"> * &#39;</span>&lt;em&gt;target_cols&lt;/em&gt;<span class="stringliteral">&#39;, &#39;</span>&lt;em&gt;grouping_cols&lt;/em&gt;<span class="stringliteral">&#39;, </span></div>
<div class="line"><a name="l00134"></a><span class="lineno"> 134</span>&#160;<span class="stringliteral"> * &#39;</span>&lt;em&gt;get_distinct&lt;/em&gt;<span class="stringliteral">&#39;, &#39;</span>&lt;em&gt;get_quartiles&lt;/em&gt;<span class="stringliteral">&#39;,</span></div>
<div class="line"><a name="l00135"></a><span class="lineno"> 135</span>&#160;<span class="stringliteral"> * &#39;</span>&lt;em&gt;ntile_array&lt;/em&gt;<span class="stringliteral">&#39;, &#39;</span>&lt;em&gt;how_many_mfv&lt;/em&gt;<span class="stringliteral">&#39;,</span></div>
<div class="line"><a name="l00136"></a><span class="lineno"> 136</span>&#160;<span class="stringliteral"> * &#39;</span>&lt;em&gt;get_estimates&lt;/em&gt;<span class="stringliteral">&#39; </span></div>
<div class="line"><a name="l00137"></a><span class="lineno"> 137</span>&#160;<span class="stringliteral"> * );</span></div>
<div class="line"><a name="l00138"></a><span class="lineno"> 138</span>&#160;<span class="stringliteral"> * SELECT * FROM &#39;</span>&lt;em&gt;output_table&lt;/em&gt;<span class="stringliteral">&#39;</span></div>
<div class="line"><a name="l00139"></a><span class="lineno"> 139</span>&#160;<span class="stringliteral"> * &lt;/pre&gt; </span></div>
<div class="line"><a name="l00140"></a><span class="lineno"> 140</span>&#160;<span class="stringliteral"> */</span></div>
<div class="line"><a name="l00141"></a><span class="lineno"> 141</span>&#160;<span class="stringliteral">CREATE OR REPLACE FUNCTION</span></div>
<div class="line"><a name="l00142"></a><span class="lineno"> 142</span>&#160;<span class="stringliteral">MADLIB_SCHEMA.summary</span></div>
<div class="line"><a name="l00143"></a><span class="lineno"> 143</span>&#160;<span class="stringliteral">(</span></div>
<div class="line"><a name="l00144"></a><span class="lineno"> 144</span>&#160;<span class="stringliteral"> source_table TEXT, -- source table name</span></div>
<div class="line"><a name="l00145"></a><span class="lineno"> 145</span>&#160;<span class="stringliteral"> output_table TEXT, -- output table name</span></div>
<div class="line"><a name="l00146"></a><span class="lineno"> 146</span>&#160;<span class="stringliteral"> target_cols TEXT, -- comma separated list of output cols</span></div>
<div class="line"><a name="l00147"></a><span class="lineno"> 147</span>&#160;<span class="stringliteral"> grouping_cols TEXT, -- comma separated names of grouping cols</span></div>
<div class="line"><a name="l00148"></a><span class="lineno"> 148</span>&#160;<span class="stringliteral"> get_distinct BOOLEAN, -- Are distinct values required</span></div>
<div class="line"><a name="l00149"></a><span class="lineno"> 149</span>&#160;<span class="stringliteral"> get_quartiles BOOLEAN, -- Are quartiles required</span></div>
<div class="line"><a name="l00150"></a><span class="lineno"> 150</span>&#160;<span class="stringliteral"> ntile_array FLOAT8[], -- Array of quantiles to compute</span></div>
<div class="line"><a name="l00151"></a><span class="lineno"> 151</span>&#160;<span class="stringliteral"> how_many_mfv INTEGER, -- How many most frequent values to compute?</span></div>
<div class="line"><a name="l00152"></a><span class="lineno"> 152</span>&#160;<span class="stringliteral"> get_estimates BOOLEAN -- Should we produce exact or estimated</span></div>
<div class="line"><a name="l00153"></a><span class="lineno"> 153</span>&#160;<span class="stringliteral"> -- values for distinct computation</span></div>
<div class="line"><a name="l00154"></a><span class="lineno"> 154</span>&#160;<span class="stringliteral">)</span></div>
<div class="line"><a name="l00155"></a><span class="lineno"> 155</span>&#160;<span class="stringliteral">RETURNS MADLIB_SCHEMA.summary_result AS $$</span></div>
<div class="line"><a name="l00156"></a><span class="lineno"> 156</span>&#160;<span class="stringliteral"> PythonFunctionBodyOnly(`summary&#39;</span>, `summary<span class="stringliteral">&#39;)</span></div>
<div class="line"><a name="l00157"></a><span class="lineno"> 157</span>&#160;<span class="stringliteral"> return summary.summary(</span></div>
<div class="line"><a name="l00158"></a><span class="lineno"> 158</span>&#160;<span class="stringliteral"> schema_madlib, source_table, output_table, target_cols, grouping_cols,</span></div>
<div class="line"><a name="l00159"></a><span class="lineno"> 159</span>&#160;<span class="stringliteral"> get_distinct, get_quartiles, ntile_array, how_many_mfv, get_estimates)</span></div>
<div class="line"><a name="l00160"></a><span class="lineno"> 160</span>&#160;<span class="stringliteral">$$ LANGUAGE plpythonu;</span></div>
<div class="line"><a name="l00161"></a><span class="lineno"> 161</span>&#160;<span class="stringliteral"></span></div>
<div class="line"><a name="l00162"></a><span class="lineno"> 162</span>&#160;<span class="stringliteral">-----------------------------------------------------------------------</span></div>
<div class="line"><a name="l00163"></a><span class="lineno"> 163</span>&#160;<span class="stringliteral">--- Overloaded functions to support optional parameters</span></div>
<div class="line"><a name="l00164"></a><span class="lineno"> 164</span>&#160;<span class="stringliteral">-----------------------------------------------------------------------</span></div>
<div class="line"><a name="l00165"></a><span class="lineno"> 165</span>&#160;<span class="stringliteral">CREATE OR REPLACE FUNCTION</span></div>
<div class="line"><a name="l00166"></a><span class="lineno"> 166</span>&#160;<span class="stringliteral">MADLIB_SCHEMA.summary</span></div>
<div class="line"><a name="l00167"></a><span class="lineno"> 167</span>&#160;<span class="stringliteral">(</span></div>
<div class="line"><a name="l00168"></a><span class="lineno"> 168</span>&#160;<span class="stringliteral"> source_table TEXT,</span></div>
<div class="line"><a name="l00169"></a><span class="lineno"> 169</span>&#160;<span class="stringliteral"> output_table TEXT,</span></div>
<div class="line"><a name="l00170"></a><span class="lineno"> 170</span>&#160;<span class="stringliteral"> target_cols TEXT,</span></div>
<div class="line"><a name="l00171"></a><span class="lineno"> 171</span>&#160;<span class="stringliteral"> grouping_cols TEXT,</span></div>
<div class="line"><a name="l00172"></a><span class="lineno"> 172</span>&#160;<span class="stringliteral"> get_distinct BOOLEAN,</span></div>
<div class="line"><a name="l00173"></a><span class="lineno"> 173</span>&#160;<span class="stringliteral"> get_quartiles BOOLEAN,</span></div>
<div class="line"><a name="l00174"></a><span class="lineno"> 174</span>&#160;<span class="stringliteral"> ntile_array FLOAT8[],</span></div>
<div class="line"><a name="l00175"></a><span class="lineno"> 175</span>&#160;<span class="stringliteral"> how_many_mfv INTEGER</span></div>
<div class="line"><a name="l00176"></a><span class="lineno"> 176</span>&#160;<span class="stringliteral">)</span></div>
<div class="line"><a name="l00177"></a><span class="lineno"> 177</span>&#160;<span class="stringliteral">RETURNS MADLIB_SCHEMA.summary_result AS $$</span></div>
<div class="line"><a name="l00178"></a><span class="lineno"> 178</span>&#160;<span class="stringliteral"> SELECT MADLIB_SCHEMA.summary(</span></div>
<div class="line"><a name="l00179"></a><span class="lineno"> 179</span>&#160;<span class="stringliteral"> $1, $2, $3, $4, $5, $6, $7, $8, True)</span></div>
<div class="line"><a name="l00180"></a><span class="lineno"> 180</span>&#160;<span class="stringliteral">$$ LANGUAGE sql;</span></div>
<div class="line"><a name="l00181"></a><span class="lineno"> 181</span>&#160;<span class="stringliteral"></span></div>
<div class="line"><a name="l00182"></a><span class="lineno"> 182</span>&#160;<span class="stringliteral">CREATE OR REPLACE FUNCTION</span></div>
<div class="line"><a name="l00183"></a><span class="lineno"> 183</span>&#160;<span class="stringliteral">MADLIB_SCHEMA.summary</span></div>
<div class="line"><a name="l00184"></a><span class="lineno"> 184</span>&#160;<span class="stringliteral">(</span></div>
<div class="line"><a name="l00185"></a><span class="lineno"> 185</span>&#160;<span class="stringliteral"> source_table TEXT,</span></div>
<div class="line"><a name="l00186"></a><span class="lineno"> 186</span>&#160;<span class="stringliteral"> output_table TEXT,</span></div>
<div class="line"><a name="l00187"></a><span class="lineno"> 187</span>&#160;<span class="stringliteral"> target_cols TEXT,</span></div>
<div class="line"><a name="l00188"></a><span class="lineno"> 188</span>&#160;<span class="stringliteral"> grouping_cols TEXT,</span></div>
<div class="line"><a name="l00189"></a><span class="lineno"> 189</span>&#160;<span class="stringliteral"> get_distinct BOOLEAN,</span></div>
<div class="line"><a name="l00190"></a><span class="lineno"> 190</span>&#160;<span class="stringliteral"> get_quartiles BOOLEAN,</span></div>
<div class="line"><a name="l00191"></a><span class="lineno"> 191</span>&#160;<span class="stringliteral"> ntile_array FLOAT8[]</span></div>
<div class="line"><a name="l00192"></a><span class="lineno"> 192</span>&#160;<span class="stringliteral">)</span></div>
<div class="line"><a name="l00193"></a><span class="lineno"> 193</span>&#160;<span class="stringliteral">RETURNS MADLIB_SCHEMA.summary_result AS $$</span></div>
<div class="line"><a name="l00194"></a><span class="lineno"> 194</span>&#160;<span class="stringliteral"> SELECT MADLIB_SCHEMA.summary(</span></div>
<div class="line"><a name="l00195"></a><span class="lineno"> 195</span>&#160;<span class="stringliteral"> $1, $2, $3, $4, $5, $6, $7, 10, True)</span></div>
<div class="line"><a name="l00196"></a><span class="lineno"> 196</span>&#160;<span class="stringliteral">$$ LANGUAGE sql;</span></div>
<div class="line"><a name="l00197"></a><span class="lineno"> 197</span>&#160;<span class="stringliteral"></span></div>
<div class="line"><a name="l00198"></a><span class="lineno"> 198</span>&#160;<span class="stringliteral">CREATE OR REPLACE FUNCTION</span></div>
<div class="line"><a name="l00199"></a><span class="lineno"> 199</span>&#160;<span class="stringliteral">MADLIB_SCHEMA.summary</span></div>
<div class="line"><a name="l00200"></a><span class="lineno"> 200</span>&#160;<span class="stringliteral">(</span></div>
<div class="line"><a name="l00201"></a><span class="lineno"> 201</span>&#160;<span class="stringliteral"> source_table TEXT,</span></div>
<div class="line"><a name="l00202"></a><span class="lineno"> 202</span>&#160;<span class="stringliteral"> output_table TEXT,</span></div>
<div class="line"><a name="l00203"></a><span class="lineno"> 203</span>&#160;<span class="stringliteral"> target_cols TEXT,</span></div>
<div class="line"><a name="l00204"></a><span class="lineno"> 204</span>&#160;<span class="stringliteral"> grouping_cols TEXT,</span></div>
<div class="line"><a name="l00205"></a><span class="lineno"> 205</span>&#160;<span class="stringliteral"> get_distinct BOOLEAN,</span></div>
<div class="line"><a name="l00206"></a><span class="lineno"> 206</span>&#160;<span class="stringliteral"> get_quartiles BOOLEAN</span></div>
<div class="line"><a name="l00207"></a><span class="lineno"> 207</span>&#160;<span class="stringliteral">)</span></div>
<div class="line"><a name="l00208"></a><span class="lineno"> 208</span>&#160;<span class="stringliteral">RETURNS MADLIB_SCHEMA.summary_result AS $$</span></div>
<div class="line"><a name="l00209"></a><span class="lineno"> 209</span>&#160;<span class="stringliteral"> SELECT MADLIB_SCHEMA.summary(</span></div>
<div class="line"><a name="l00210"></a><span class="lineno"> 210</span>&#160;<span class="stringliteral"> $1, $2, $3, $4, $5, $6, NULL, 10, True)</span></div>
<div class="line"><a name="l00211"></a><span class="lineno"> 211</span>&#160;<span class="stringliteral">$$ LANGUAGE sql;</span></div>
<div class="line"><a name="l00212"></a><span class="lineno"> 212</span>&#160;<span class="stringliteral"></span></div>
<div class="line"><a name="l00213"></a><span class="lineno"> 213</span>&#160;<span class="stringliteral">CREATE OR REPLACE FUNCTION</span></div>
<div class="line"><a name="l00214"></a><span class="lineno"> 214</span>&#160;<span class="stringliteral">MADLIB_SCHEMA.summary</span></div>
<div class="line"><a name="l00215"></a><span class="lineno"> 215</span>&#160;<span class="stringliteral">(</span></div>
<div class="line"><a name="l00216"></a><span class="lineno"> 216</span>&#160;<span class="stringliteral"> source_table TEXT,</span></div>
<div class="line"><a name="l00217"></a><span class="lineno"> 217</span>&#160;<span class="stringliteral"> output_table TEXT,</span></div>
<div class="line"><a name="l00218"></a><span class="lineno"> 218</span>&#160;<span class="stringliteral"> target_cols TEXT,</span></div>
<div class="line"><a name="l00219"></a><span class="lineno"> 219</span>&#160;<span class="stringliteral"> grouping_cols TEXT,</span></div>
<div class="line"><a name="l00220"></a><span class="lineno"> 220</span>&#160;<span class="stringliteral"> get_distinct BOOLEAN</span></div>
<div class="line"><a name="l00221"></a><span class="lineno"> 221</span>&#160;<span class="stringliteral">)</span></div>
<div class="line"><a name="l00222"></a><span class="lineno"> 222</span>&#160;<span class="stringliteral">RETURNS MADLIB_SCHEMA.summary_result AS $$</span></div>
<div class="line"><a name="l00223"></a><span class="lineno"> 223</span>&#160;<span class="stringliteral"> SELECT MADLIB_SCHEMA.summary(</span></div>
<div class="line"><a name="l00224"></a><span class="lineno"> 224</span>&#160;<span class="stringliteral"> $1, $2, $3, $4, $5, True, NULL, 10, True)</span></div>
<div class="line"><a name="l00225"></a><span class="lineno"> 225</span>&#160;<span class="stringliteral">$$ LANGUAGE sql;</span></div>
<div class="line"><a name="l00226"></a><span class="lineno"> 226</span>&#160;<span class="stringliteral"></span></div>
<div class="line"><a name="l00227"></a><span class="lineno"> 227</span>&#160;<span class="stringliteral">CREATE OR REPLACE FUNCTION</span></div>
<div class="line"><a name="l00228"></a><span class="lineno"> 228</span>&#160;<span class="stringliteral">MADLIB_SCHEMA.summary</span></div>
<div class="line"><a name="l00229"></a><span class="lineno"> 229</span>&#160;<span class="stringliteral">(</span></div>
<div class="line"><a name="l00230"></a><span class="lineno"> 230</span>&#160;<span class="stringliteral"> source_table TEXT,</span></div>
<div class="line"><a name="l00231"></a><span class="lineno"> 231</span>&#160;<span class="stringliteral"> output_table TEXT,</span></div>
<div class="line"><a name="l00232"></a><span class="lineno"> 232</span>&#160;<span class="stringliteral"> target_cols TEXT,</span></div>
<div class="line"><a name="l00233"></a><span class="lineno"> 233</span>&#160;<span class="stringliteral"> grouping_cols TEXT</span></div>
<div class="line"><a name="l00234"></a><span class="lineno"> 234</span>&#160;<span class="stringliteral">)</span></div>
<div class="line"><a name="l00235"></a><span class="lineno"> 235</span>&#160;<span class="stringliteral">RETURNS MADLIB_SCHEMA.summary_result AS $$</span></div>
<div class="line"><a name="l00236"></a><span class="lineno"> 236</span>&#160;<span class="stringliteral"> SELECT MADLIB_SCHEMA.summary(</span></div>
<div class="line"><a name="l00237"></a><span class="lineno"> 237</span>&#160;<span class="stringliteral"> $1, $2, $3, $4, True, True, NULL, 10, True)</span></div>
<div class="line"><a name="l00238"></a><span class="lineno"> 238</span>&#160;<span class="stringliteral">$$ LANGUAGE sql;</span></div>
<div class="line"><a name="l00239"></a><span class="lineno"> 239</span>&#160;<span class="stringliteral"></span></div>
<div class="line"><a name="l00240"></a><span class="lineno"> 240</span>&#160;<span class="stringliteral">CREATE OR REPLACE FUNCTION</span></div>
<div class="line"><a name="l00241"></a><span class="lineno"> 241</span>&#160;<span class="stringliteral">MADLIB_SCHEMA.summary</span></div>
<div class="line"><a name="l00242"></a><span class="lineno"> 242</span>&#160;<span class="stringliteral">(</span></div>
<div class="line"><a name="l00243"></a><span class="lineno"> 243</span>&#160;<span class="stringliteral"> source_table TEXT,</span></div>
<div class="line"><a name="l00244"></a><span class="lineno"> 244</span>&#160;<span class="stringliteral"> output_table TEXT,</span></div>
<div class="line"><a name="l00245"></a><span class="lineno"> 245</span>&#160;<span class="stringliteral"> target_cols TEXT</span></div>
<div class="line"><a name="l00246"></a><span class="lineno"> 246</span>&#160;<span class="stringliteral">)</span></div>
<div class="line"><a name="l00247"></a><span class="lineno"> 247</span>&#160;<span class="stringliteral">RETURNS MADLIB_SCHEMA.summary_result AS $$</span></div>
<div class="line"><a name="l00248"></a><span class="lineno"> 248</span>&#160;<span class="stringliteral"> SELECT MADLIB_SCHEMA.summary(</span></div>
<div class="line"><a name="l00249"></a><span class="lineno"> 249</span>&#160;<span class="stringliteral"> $1, $2, $3, NULL, True, True, NULL, 10, True)</span></div>
<div class="line"><a name="l00250"></a><span class="lineno"> 250</span>&#160;<span class="stringliteral">$$ LANGUAGE sql;</span></div>
<div class="line"><a name="l00251"></a><span class="lineno"> 251</span>&#160;<span class="stringliteral"></span></div>
<div class="line"><a name="l00252"></a><span class="lineno"> 252</span>&#160;<span class="stringliteral">CREATE OR REPLACE FUNCTION</span></div>
<div class="line"><a name="l00253"></a><span class="lineno"> 253</span>&#160;<span class="stringliteral">MADLIB_SCHEMA.summary</span></div>
<div class="line"><a name="l00254"></a><span class="lineno"> 254</span>&#160;<span class="stringliteral">(</span></div>
<div class="line"><a name="l00255"></a><span class="lineno"> 255</span>&#160;<span class="stringliteral"> source_table TEXT,</span></div>
<div class="line"><a name="l00256"></a><span class="lineno"> 256</span>&#160;<span class="stringliteral"> output_table TEXT</span></div>
<div class="line"><a name="l00257"></a><span class="lineno"> 257</span>&#160;<span class="stringliteral">)</span></div>
<div class="line"><a name="l00258"></a><span class="lineno"> 258</span>&#160;<span class="stringliteral">RETURNS MADLIB_SCHEMA.summary_result AS $$</span></div>
<div class="line"><a name="l00259"></a><span class="lineno"> 259</span>&#160;<span class="stringliteral"> SELECT MADLIB_SCHEMA.summary(</span></div>
<div class="line"><a name="l00260"></a><span class="lineno"> 260</span>&#160;<span class="stringliteral"> $1, $2, NULL, NULL, True, True, NULL, 10, True)</span></div>
<div class="line"><a name="l00261"></a><span class="lineno"> 261</span>&#160;<span class="stringliteral">$$ LANGUAGE sql;</span></div>
<div class="line"><a name="l00262"></a><span class="lineno"> 262</span>&#160;<span class="stringliteral"></span></div>
<div class="line"><a name="l00263"></a><span class="lineno"> 263</span>&#160;<span class="stringliteral">-----------------------------------------------------------------------</span></div>
<div class="line"><a name="l00264"></a><span class="lineno"> 264</span>&#160;<span class="stringliteral">-- Help functions</span></div>
<div class="line"><a name="l00265"></a><span class="lineno"> 265</span>&#160;<span class="stringliteral">-----------------------------------------------------------------------</span></div>
<div class="line"><a name="l00266"></a><span class="lineno"> 266</span>&#160;<span class="stringliteral">CREATE OR REPLACE FUNCTION MADLIB_SCHEMA.summary(</span></div>
<div class="line"><a name="l00267"></a><span class="lineno"> 267</span>&#160;<span class="stringliteral"> input_message TEXT</span></div>
<div class="line"><a name="l00268"></a><span class="lineno"> 268</span>&#160;<span class="stringliteral">)</span></div>
<div class="line"><a name="l00269"></a><span class="lineno"> 269</span>&#160;<span class="stringliteral">RETURNS TEXT AS $$</span></div>
<div class="line"><a name="l00270"></a><span class="lineno"> 270</span>&#160;<span class="stringliteral">PythonFunctionBodyOnly(`summary&#39;</span>, `summary<span class="stringliteral">&#39;)</span></div>
<div class="line"><a name="l00271"></a><span class="lineno"> 271</span>&#160;<span class="stringliteral"> return summary.summary_help_message(schema_madlib, input_message)</span></div>
<div class="line"><a name="l00272"></a><span class="lineno"> 272</span>&#160;<span class="stringliteral">$$ LANGUAGE plpythonu;</span></div>
<div class="line"><a name="l00273"></a><span class="lineno"> 273</span>&#160;<span class="stringliteral"></span></div>
<div class="line"><a name="l00274"></a><span class="lineno"> 274</span>&#160;<span class="stringliteral"></span></div>
<div class="line"><a name="l00275"></a><span class="lineno"> 275</span>&#160;<span class="stringliteral">CREATE OR REPLACE FUNCTION MADLIB_SCHEMA.summary()</span></div>
<div class="line"><a name="l00276"></a><span class="lineno"> 276</span>&#160;<span class="stringliteral">RETURNS TEXT AS $$</span></div>
<div class="line"><a name="l00277"></a><span class="lineno"> 277</span>&#160;<span class="stringliteral">PythonFunctionBodyOnly(`summary&#39;</span>, `summary<span class="stringliteral">&#39;)</span></div>
<div class="line"><a name="l00278"></a><span class="lineno"> 278</span>&#160;<span class="stringliteral"> return summary.summary_help_message(schema_madlib, None)</span></div>
<div class="line"><a name="l00279"></a><span class="lineno"> 279</span>&#160;<span class="stringliteral">$$ LANGUAGE plpythonu;</span></div>
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