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| <h2 title="Class ApproximateQuantiles" class="title">Class ApproximateQuantiles</h2> |
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| <ul class="inheritance"> |
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| <pre>public class <span class="typeNameLabel">ApproximateQuantiles</span> |
| extends java.lang.Object</pre> |
| <div class="block"><code>PTransform</code>s for getting an idea of a <code>PCollection</code>'s data distribution using |
| approximate <code>N</code>-tiles (e.g. quartiles, percentiles, etc.), either globally or per-key.</div> |
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| </tr> |
| <tr class="altColor"> |
| <td class="colFirst"><code>static class </code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/beam/sdk/transforms/ApproximateQuantiles.ApproximateQuantilesCombineFn.html" title="class in org.apache.beam.sdk.transforms">ApproximateQuantiles.ApproximateQuantilesCombineFn</a><<a href="../../../../../org/apache/beam/sdk/transforms/ApproximateQuantiles.ApproximateQuantilesCombineFn.html" title="type parameter in ApproximateQuantiles.ApproximateQuantilesCombineFn">T</a>,<a href="../../../../../org/apache/beam/sdk/transforms/ApproximateQuantiles.ApproximateQuantilesCombineFn.html" title="type parameter in ApproximateQuantiles.ApproximateQuantilesCombineFn">ComparatorT</a> extends java.util.Comparator<<a href="../../../../../org/apache/beam/sdk/transforms/ApproximateQuantiles.ApproximateQuantilesCombineFn.html" title="type parameter in ApproximateQuantiles.ApproximateQuantilesCombineFn">T</a>> & java.io.Serializable></span></code> |
| <div class="block">The <code>ApproximateQuantilesCombineFn</code> combiner gives an idea of the distribution of a |
| collection of values using approximate <code>N</code>-tiles.</div> |
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| <td class="colFirst"><code>static <T extends java.lang.Comparable<T>><br><a href="../../../../../org/apache/beam/sdk/transforms/PTransform.html" title="class in org.apache.beam.sdk.transforms">PTransform</a><<a href="../../../../../org/apache/beam/sdk/values/PCollection.html" title="class in org.apache.beam.sdk.values">PCollection</a><T>,<a href="../../../../../org/apache/beam/sdk/values/PCollection.html" title="class in org.apache.beam.sdk.values">PCollection</a><java.util.List<T>>></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/beam/sdk/transforms/ApproximateQuantiles.html#globally-int-">globally</a></span>(int numQuantiles)</code> |
| <div class="block">Like <a href="../../../../../org/apache/beam/sdk/transforms/ApproximateQuantiles.html#globally-int-ComparatorT-"><code>globally(int, Comparator)</code></a>, but sorts using the elements' natural ordering.</div> |
| </td> |
| </tr> |
| <tr id="i1" class="rowColor"> |
| <td class="colFirst"><code>static <T,ComparatorT extends java.util.Comparator<T> & java.io.Serializable><br><a href="../../../../../org/apache/beam/sdk/transforms/PTransform.html" title="class in org.apache.beam.sdk.transforms">PTransform</a><<a href="../../../../../org/apache/beam/sdk/values/PCollection.html" title="class in org.apache.beam.sdk.values">PCollection</a><T>,<a href="../../../../../org/apache/beam/sdk/values/PCollection.html" title="class in org.apache.beam.sdk.values">PCollection</a><java.util.List<T>>></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/beam/sdk/transforms/ApproximateQuantiles.html#globally-int-ComparatorT-">globally</a></span>(int numQuantiles, |
| ComparatorT compareFn)</code> |
| <div class="block">Returns a <code>PTransform</code> that takes a <code>PCollection<T></code> and returns a <code>PCollection<List<T>></code> whose single value is a <code>List</code> of the approximate <code>N</code>-tiles |
| of the elements of the input <code>PCollection</code>.</div> |
| </td> |
| </tr> |
| <tr id="i2" class="altColor"> |
| <td class="colFirst"><code>static <K,V extends java.lang.Comparable<V>><br><a href="../../../../../org/apache/beam/sdk/transforms/PTransform.html" title="class in org.apache.beam.sdk.transforms">PTransform</a><<a href="../../../../../org/apache/beam/sdk/values/PCollection.html" title="class in org.apache.beam.sdk.values">PCollection</a><<a href="../../../../../org/apache/beam/sdk/values/KV.html" title="class in org.apache.beam.sdk.values">KV</a><K,V>>,<a href="../../../../../org/apache/beam/sdk/values/PCollection.html" title="class in org.apache.beam.sdk.values">PCollection</a><<a href="../../../../../org/apache/beam/sdk/values/KV.html" title="class in org.apache.beam.sdk.values">KV</a><K,java.util.List<V>>>></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/beam/sdk/transforms/ApproximateQuantiles.html#perKey-int-">perKey</a></span>(int numQuantiles)</code> |
| <div class="block">Like <a href="../../../../../org/apache/beam/sdk/transforms/ApproximateQuantiles.html#perKey-int-ComparatorT-"><code>perKey(int, Comparator)</code></a>, but sorts values using the their natural ordering.</div> |
| </td> |
| </tr> |
| <tr id="i3" class="rowColor"> |
| <td class="colFirst"><code>static <K,V,ComparatorT extends java.util.Comparator<V> & java.io.Serializable><br><a href="../../../../../org/apache/beam/sdk/transforms/PTransform.html" title="class in org.apache.beam.sdk.transforms">PTransform</a><<a href="../../../../../org/apache/beam/sdk/values/PCollection.html" title="class in org.apache.beam.sdk.values">PCollection</a><<a href="../../../../../org/apache/beam/sdk/values/KV.html" title="class in org.apache.beam.sdk.values">KV</a><K,V>>,<a href="../../../../../org/apache/beam/sdk/values/PCollection.html" title="class in org.apache.beam.sdk.values">PCollection</a><<a href="../../../../../org/apache/beam/sdk/values/KV.html" title="class in org.apache.beam.sdk.values">KV</a><K,java.util.List<V>>>></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/beam/sdk/transforms/ApproximateQuantiles.html#perKey-int-ComparatorT-">perKey</a></span>(int numQuantiles, |
| ComparatorT compareFn)</code> |
| <div class="block">Returns a <code>PTransform</code> that takes a <code>PCollection<KV<K, V>></code> and returns a <code>PCollection<KV<K, List<V>>></code> that contains an output element mapping each distinct key in the |
| input <code>PCollection</code> to a <code>List</code> of the approximate <code>N</code>-tiles of the values |
| associated with that key in the input <code>PCollection</code>.</div> |
| </td> |
| </tr> |
| </table> |
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| <!-- --> |
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| <a name="globally-int-java.util.Comparator-"> |
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| <h4>globally</h4> |
| <pre>public static <T,ComparatorT extends java.util.Comparator<T> & java.io.Serializable> <a href="../../../../../org/apache/beam/sdk/transforms/PTransform.html" title="class in org.apache.beam.sdk.transforms">PTransform</a><<a href="../../../../../org/apache/beam/sdk/values/PCollection.html" title="class in org.apache.beam.sdk.values">PCollection</a><T>,<a href="../../../../../org/apache/beam/sdk/values/PCollection.html" title="class in org.apache.beam.sdk.values">PCollection</a><java.util.List<T>>> globally(int numQuantiles, |
| ComparatorT compareFn)</pre> |
| <div class="block">Returns a <code>PTransform</code> that takes a <code>PCollection<T></code> and returns a <code>PCollection<List<T>></code> whose single value is a <code>List</code> of the approximate <code>N</code>-tiles |
| of the elements of the input <code>PCollection</code>. This gives an idea of the distribution of the |
| input elements. |
| |
| <p>The computed <code>List</code> is of size <code>numQuantiles</code>, and contains the input elements' |
| minimum value, <code>numQuantiles-2</code> intermediate values, and maximum value, in sorted order, |
| using the given <code>Comparator</code> to order values. To compute traditional <code>N</code>-tiles, one |
| should use <code>ApproximateQuantiles.globally(N+1, compareFn)</code>. |
| |
| <p>If there are fewer input elements than <code>numQuantiles</code>, then the result <code>List</code> |
| will contain all the input elements, in sorted order. |
| |
| <p>The argument <code>Comparator</code> must be <code>Serializable</code>. |
| |
| <p>Example of use: |
| |
| <pre><code> |
| PCollection<String> pc = ...; |
| PCollection<List<String>> quantiles = |
| pc.apply(ApproximateQuantiles.globally(11, stringCompareFn)); |
| </code></pre></div> |
| <dl> |
| <dt><span class="paramLabel">Type Parameters:</span></dt> |
| <dd><code>T</code> - the type of the elements in the input <code>PCollection</code></dd> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>numQuantiles</code> - the number of elements in the resulting quantile values <code>List</code></dd> |
| <dd><code>compareFn</code> - the function to use to order the elements</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="globally-int-"> |
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| </a> |
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| <h4>globally</h4> |
| <pre>public static <T extends java.lang.Comparable<T>> <a href="../../../../../org/apache/beam/sdk/transforms/PTransform.html" title="class in org.apache.beam.sdk.transforms">PTransform</a><<a href="../../../../../org/apache/beam/sdk/values/PCollection.html" title="class in org.apache.beam.sdk.values">PCollection</a><T>,<a href="../../../../../org/apache/beam/sdk/values/PCollection.html" title="class in org.apache.beam.sdk.values">PCollection</a><java.util.List<T>>> globally(int numQuantiles)</pre> |
| <div class="block">Like <a href="../../../../../org/apache/beam/sdk/transforms/ApproximateQuantiles.html#globally-int-ComparatorT-"><code>globally(int, Comparator)</code></a>, but sorts using the elements' natural ordering.</div> |
| <dl> |
| <dt><span class="paramLabel">Type Parameters:</span></dt> |
| <dd><code>T</code> - the type of the elements in the input <code>PCollection</code></dd> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>numQuantiles</code> - the number of elements in the resulting quantile values <code>List</code></dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="perKey-int-java.util.Comparator-"> |
| <!-- --> |
| </a><a name="perKey-int-ComparatorT-"> |
| <!-- --> |
| </a> |
| <ul class="blockList"> |
| <li class="blockList"> |
| <h4>perKey</h4> |
| <pre>public static <K,V,ComparatorT extends java.util.Comparator<V> & java.io.Serializable> <a href="../../../../../org/apache/beam/sdk/transforms/PTransform.html" title="class in org.apache.beam.sdk.transforms">PTransform</a><<a href="../../../../../org/apache/beam/sdk/values/PCollection.html" title="class in org.apache.beam.sdk.values">PCollection</a><<a href="../../../../../org/apache/beam/sdk/values/KV.html" title="class in org.apache.beam.sdk.values">KV</a><K,V>>,<a href="../../../../../org/apache/beam/sdk/values/PCollection.html" title="class in org.apache.beam.sdk.values">PCollection</a><<a href="../../../../../org/apache/beam/sdk/values/KV.html" title="class in org.apache.beam.sdk.values">KV</a><K,java.util.List<V>>>> perKey(int numQuantiles, |
| ComparatorT compareFn)</pre> |
| <div class="block">Returns a <code>PTransform</code> that takes a <code>PCollection<KV<K, V>></code> and returns a <code>PCollection<KV<K, List<V>>></code> that contains an output element mapping each distinct key in the |
| input <code>PCollection</code> to a <code>List</code> of the approximate <code>N</code>-tiles of the values |
| associated with that key in the input <code>PCollection</code>. This gives an idea of the |
| distribution of the input values for each key. |
| |
| <p>Each of the computed <code>List</code>s is of size <code>numQuantiles</code>, and contains the input |
| values' minimum value, <code>numQuantiles-2</code> intermediate values, and maximum value, in sorted |
| order, using the given <code>Comparator</code> to order values. To compute traditional <code>N</code>-tiles, one should use <code>ApproximateQuantiles.perKey(compareFn, N+1)</code>. |
| |
| <p>If a key has fewer than <code>numQuantiles</code> values associated with it, then that key's |
| output <code>List</code> will contain all the key's input values, in sorted order. |
| |
| <p>The argument <code>Comparator</code> must be <code>Serializable</code>. |
| |
| <p>Example of use: |
| |
| <pre><code> |
| PCollection<KV<Integer, String>> pc = ...; |
| PCollection<KV<Integer, List<String>>> quantilesPerKey = |
| pc.apply(ApproximateQuantiles.<Integer, String>perKey(stringCompareFn, 11)); |
| </code></pre> |
| |
| <p>See <a href="../../../../../org/apache/beam/sdk/transforms/Combine.PerKey.html" title="class in org.apache.beam.sdk.transforms"><code>Combine.PerKey</code></a> for how this affects timestamps and windowing.</div> |
| <dl> |
| <dt><span class="paramLabel">Type Parameters:</span></dt> |
| <dd><code>K</code> - the type of the keys in the input and output <code>PCollection</code>s</dd> |
| <dd><code>V</code> - the type of the values in the input <code>PCollection</code></dd> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>numQuantiles</code> - the number of elements in the resulting quantile values <code>List</code></dd> |
| <dd><code>compareFn</code> - the function to use to order the elements</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="perKey-int-"> |
| <!-- --> |
| </a> |
| <ul class="blockListLast"> |
| <li class="blockList"> |
| <h4>perKey</h4> |
| <pre>public static <K,V extends java.lang.Comparable<V>> <a href="../../../../../org/apache/beam/sdk/transforms/PTransform.html" title="class in org.apache.beam.sdk.transforms">PTransform</a><<a href="../../../../../org/apache/beam/sdk/values/PCollection.html" title="class in org.apache.beam.sdk.values">PCollection</a><<a href="../../../../../org/apache/beam/sdk/values/KV.html" title="class in org.apache.beam.sdk.values">KV</a><K,V>>,<a href="../../../../../org/apache/beam/sdk/values/PCollection.html" title="class in org.apache.beam.sdk.values">PCollection</a><<a href="../../../../../org/apache/beam/sdk/values/KV.html" title="class in org.apache.beam.sdk.values">KV</a><K,java.util.List<V>>>> perKey(int numQuantiles)</pre> |
| <div class="block">Like <a href="../../../../../org/apache/beam/sdk/transforms/ApproximateQuantiles.html#perKey-int-ComparatorT-"><code>perKey(int, Comparator)</code></a>, but sorts values using the their natural ordering.</div> |
| <dl> |
| <dt><span class="paramLabel">Type Parameters:</span></dt> |
| <dd><code>K</code> - the type of the keys in the input and output <code>PCollection</code>s</dd> |
| <dd><code>V</code> - the type of the values in the input <code>PCollection</code></dd> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>numQuantiles</code> - the number of elements in the resulting quantile values <code>List</code></dd> |
| </dl> |
| </li> |
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