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| <p>This module provides Apache Druid aggregators based on Theta sketch from <a href="https://datasketches.apache.org/">Apache DataSketches</a> library. |
| Sketch algorithms are approximate. For more information, see <a href="https://datasketches.apache.org/docs/Theta/ThetaAccuracy.html">Accuracy</a> in the DataSketches documentation.</p> |
| <p>At ingestion time, the Theta sketch aggregator creates Theta sketch objects which are stored in Druid segments. Logically speaking, a Theta sketch object can be thought of as a Set data structure. At query time, sketches are read and aggregated (set unioned) together. In the end, by default, you receive the estimate of the number of unique entries in the sketch object. You can use post aggregators to do union, intersection or difference on sketch columns in the same row.</p> |
| <p>Note that you can use <code>thetaSketch</code> aggregator on columns which were not ingested using the same. It will return estimated cardinality of the column. It is recommended to use it at ingestion time as well to make querying faster.</p> |
| <p>To use this aggregator, make sure you <a href="/docs/latest/development/extensions.html#loading-extensions">include</a> the extension in your config file:</p> |
| <pre><code class="hljs"><span class="hljs-attr">druid.extensions.loadList</span>=[<span class="hljs-string">"druid-datasketches"</span>] |
| </code></pre> |
| <p>For additional sketch types supported in Druid, see <a href="/docs/latest/development/extensions-core/datasketches-extension.html">DataSketches extension</a>.</p> |
| <h2><a class="anchor" aria-hidden="true" id="aggregator"></a><a href="#aggregator" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Aggregator</h2> |
| <pre><code class="hljs css language-json">{ |
| <span class="hljs-attr">"type"</span> : <span class="hljs-string">"thetaSketch"</span>, |
| <span class="hljs-attr">"name"</span> : <output_name>, |
| <span class="hljs-attr">"fieldName"</span> : <metric_name>, |
| <span class="hljs-attr">"isInputThetaSketch"</span>: <span class="hljs-literal">false</span>, |
| <span class="hljs-attr">"size"</span>: <span class="hljs-number">16384</span> |
| } |
| </code></pre> |
| <table> |
| <thead> |
| <tr><th>Property</th><th>Description</th><th>Required?</th></tr> |
| </thead> |
| <tbody> |
| <tr><td><code>type</code></td><td>This string should always be "thetaSketch"</td><td>yes</td></tr> |
| <tr><td><code>name</code></td><td>String representing the output column to store sketch values.</td><td>yes</td></tr> |
| <tr><td><code>fieldName</code></td><td>A string for the name of the aggregator used at ingestion time.</td><td>yes</td></tr> |
| <tr><td><code>isInputThetaSketch</code></td><td>Only set this to true at indexing time if your input data contains Theta sketch objects. This applies to cases when you use DataSketches outside of Druid, for example with Pig or Hive, to produce the data to ingest into Druid</td><td>no, defaults to false</td></tr> |
| <tr><td><code>size</code></td><td>Must be a power of 2. Internally, size refers to the maximum number of entries sketch object retains. Higher size means higher accuracy but more space to store sketches. After you index with a particular size, Druid persists the sketch in segments. At query time you must use a size greater or equal to the ingested size. See the <a href="https://datasketches.apache.org/docs/Theta/ThetaSize">DataSketches site</a> for details. The default is recommended for the majority of use cases.</td><td>no, defaults to 16384</td></tr> |
| <tr><td><code>shouldFinalize</code></td><td>Return the final double type representing the estimate rather than the intermediate sketch type itself. In addition to controlling the finalization of this aggregator, you can control whether all aggregators are finalized with the query context parameters <a href="/docs/latest/querying/query-context.html"><code>finalize</code></a> and <a href="/docs/latest/querying/sql-query-context.html"><code>sqlFinalizeOuterSketches</code></a>.</td><td>no, defaults to <code>true</code></td></tr> |
| </tbody> |
| </table> |
| <h2><a class="anchor" aria-hidden="true" id="post-aggregators"></a><a href="#post-aggregators" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Post aggregators</h2> |
| <h3><a class="anchor" aria-hidden="true" id="sketch-estimator"></a><a href="#sketch-estimator" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Sketch estimator</h3> |
| <pre><code class="hljs css language-json">{ |
| <span class="hljs-attr">"type"</span> : <span class="hljs-string">"thetaSketchEstimate"</span>, |
| <span class="hljs-attr">"name"</span>: <output name>, |
| <span class="hljs-attr">"field"</span> : <post aggregator of type fieldAccess that refers to a thetaSketch aggregator or that of type thetaSketchSetOp> |
| } |
| </code></pre> |
| <h3><a class="anchor" aria-hidden="true" id="sketch-operations"></a><a href="#sketch-operations" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Sketch operations</h3> |
| <pre><code class="hljs css language-json">{ |
| "type" : "thetaSketchSetOp", |
| "name": <output name>, |
| "func": <UNION|INTERSECT|NOT>, |
| "fields" : <array of fieldAccess type post aggregators to access the thetaSketch aggregators or thetaSketchSetOp type post aggregators to allow arbitrary combination of set operations>, |
| "size": <16384 by default, must be max of size from sketches in fields input> |
| } |
| </code></pre> |
| <h3><a class="anchor" aria-hidden="true" id="sketch-summary"></a><a href="#sketch-summary" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Sketch summary</h3> |
| <p>This returns a summary of the sketch that can be used for debugging. This is the result of calling toString() method.</p> |
| <pre><code class="hljs css language-json">{ |
| <span class="hljs-attr">"type"</span> : <span class="hljs-string">"thetaSketchToString"</span>, |
| <span class="hljs-attr">"name"</span>: <output name>, |
| <span class="hljs-attr">"field"</span> : <post aggregator that refers to a Theta sketch (fieldAccess or another post aggregator)> |
| } |
| </code></pre> |
| <h3><a class="anchor" aria-hidden="true" id="constant-theta-sketch"></a><a href="#constant-theta-sketch" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Constant Theta Sketch</h3> |
| <p>You can use the constant theta sketch post aggregator to add a Base64-encoded constant theta sketch value for use in other post-aggregators. For example, <code>thetaSketchSetOp</code>.</p> |
| <pre><code class="hljs css language-json">{ |
| <span class="hljs-attr">"type"</span> : <span class="hljs-string">"thetaSketchConstant"</span>, |
| <span class="hljs-attr">"name"</span>: DESTINATION_COLUMN_NAME, |
| <span class="hljs-attr">"value"</span> : CONSTANT_SKETCH_VALUE |
| } |
| </code></pre> |
| <h3><a class="anchor" aria-hidden="true" id="example-using-a-constant-theta-sketch"></a><a href="#example-using-a-constant-theta-sketch" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Example using a constant Theta Sketch</h3> |
| <p>Assume you have a datasource with a variety of a variety of users. Using <code>filters</code> and <code>aggregation</code>, you generate a theta sketch of all <code>football fans</code>.</p> |
| <p>A third-party provider has provided a constant theta sketch of all <code>cricket fans</code> and you want to <code>INTERSECT</code> both cricket fans and football fans in a <code>post-aggregation</code> stage to identify users who are interested in both <code>cricket</code>. Then you want to use <code>thetaSketchEstimate</code> to calculate the number of unique users.</p> |
| <pre><code class="hljs css language-json">{ |
| <span class="hljs-attr">"type"</span>:<span class="hljs-string">"thetaSketchEstimate"</span>, |
| <span class="hljs-attr">"name"</span>:<span class="hljs-string">"football_cricket_users_count"</span>, |
| <span class="hljs-attr">"field"</span>:{ |
| <span class="hljs-attr">"type"</span>:<span class="hljs-string">"thetaSketchSetOp"</span>, |
| <span class="hljs-attr">"name"</span>:<span class="hljs-string">"football_cricket_fans_users_theta_sketch"</span>, |
| <span class="hljs-attr">"func"</span>:<span class="hljs-string">"INTERSECT"</span>, |
| <span class="hljs-attr">"fields"</span>:[ |
| { |
| <span class="hljs-attr">"type"</span>:<span class="hljs-string">"fieldAccess"</span>, |
| <span class="hljs-attr">"fieldName"</span>:<span class="hljs-string">"football_fans_users_theta_sketch"</span> |
| }, |
| { |
| <span class="hljs-attr">"type"</span>:<span class="hljs-string">"thetaSketchConstant"</span>, |
| <span class="hljs-attr">"name"</span>:<span class="hljs-string">"cricket_fans_users_theta_sketch"</span>, |
| <span class="hljs-attr">"value"</span>:<span class="hljs-string">"AgMDAAAazJMCAAAAAACAPzz9j7pWTMdROWGf15uY1nI="</span> |
| } |
| ] |
| } |
| } |
| </code></pre> |
| <h2><a class="anchor" aria-hidden="true" id="examples"></a><a href="#examples" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Examples</h2> |
| <p>Assuming, you have a dataset containing (timestamp, product, user_id). You want to answer questions like</p> |
| <p>How many unique users visited product A? |
| How many unique users visited both product A and product B?</p> |
| <p>to answer above questions, you would index your data using following aggregator.</p> |
| <pre><code class="hljs css language-json">{ <span class="hljs-attr">"type"</span>: <span class="hljs-string">"thetaSketch"</span>, <span class="hljs-attr">"name"</span>: <span class="hljs-string">"user_id_sketch"</span>, <span class="hljs-attr">"fieldName"</span>: <span class="hljs-string">"user_id"</span> } |
| </code></pre> |
| <p>then, sample query for, How many unique users visited product A?</p> |
| <pre><code class="hljs css language-json">{ |
| <span class="hljs-attr">"queryType"</span>: <span class="hljs-string">"groupBy"</span>, |
| <span class="hljs-attr">"dataSource"</span>: <span class="hljs-string">"test_datasource"</span>, |
| <span class="hljs-attr">"granularity"</span>: <span class="hljs-string">"ALL"</span>, |
| <span class="hljs-attr">"dimensions"</span>: [], |
| <span class="hljs-attr">"aggregations"</span>: [ |
| { <span class="hljs-attr">"type"</span>: <span class="hljs-string">"thetaSketch"</span>, <span class="hljs-attr">"name"</span>: <span class="hljs-string">"unique_users"</span>, <span class="hljs-attr">"fieldName"</span>: <span class="hljs-string">"user_id_sketch"</span> } |
| ], |
| <span class="hljs-attr">"filter"</span>: { <span class="hljs-attr">"type"</span>: <span class="hljs-string">"selector"</span>, <span class="hljs-attr">"dimension"</span>: <span class="hljs-string">"product"</span>, <span class="hljs-attr">"value"</span>: <span class="hljs-string">"A"</span> }, |
| <span class="hljs-attr">"intervals"</span>: [ <span class="hljs-string">"2014-10-19T00:00:00.000Z/2014-10-22T00:00:00.000Z"</span> ] |
| } |
| </code></pre> |
| <p>sample query for, How many unique users visited both product A and B?</p> |
| <pre><code class="hljs css language-json">{ |
| <span class="hljs-attr">"queryType"</span>: <span class="hljs-string">"groupBy"</span>, |
| <span class="hljs-attr">"dataSource"</span>: <span class="hljs-string">"test_datasource"</span>, |
| <span class="hljs-attr">"granularity"</span>: <span class="hljs-string">"ALL"</span>, |
| <span class="hljs-attr">"dimensions"</span>: [], |
| <span class="hljs-attr">"filter"</span>: { |
| <span class="hljs-attr">"type"</span>: <span class="hljs-string">"or"</span>, |
| <span class="hljs-attr">"fields"</span>: [ |
| {<span class="hljs-attr">"type"</span>: <span class="hljs-string">"selector"</span>, <span class="hljs-attr">"dimension"</span>: <span class="hljs-string">"product"</span>, <span class="hljs-attr">"value"</span>: <span class="hljs-string">"A"</span>}, |
| {<span class="hljs-attr">"type"</span>: <span class="hljs-string">"selector"</span>, <span class="hljs-attr">"dimension"</span>: <span class="hljs-string">"product"</span>, <span class="hljs-attr">"value"</span>: <span class="hljs-string">"B"</span>} |
| ] |
| }, |
| <span class="hljs-attr">"aggregations"</span>: [ |
| { |
| <span class="hljs-attr">"type"</span> : <span class="hljs-string">"filtered"</span>, |
| <span class="hljs-attr">"filter"</span> : { |
| <span class="hljs-attr">"type"</span> : <span class="hljs-string">"selector"</span>, |
| <span class="hljs-attr">"dimension"</span> : <span class="hljs-string">"product"</span>, |
| <span class="hljs-attr">"value"</span> : <span class="hljs-string">"A"</span> |
| }, |
| <span class="hljs-attr">"aggregator"</span> : { |
| <span class="hljs-attr">"type"</span>: <span class="hljs-string">"thetaSketch"</span>, <span class="hljs-attr">"name"</span>: <span class="hljs-string">"A_unique_users"</span>, <span class="hljs-attr">"fieldName"</span>: <span class="hljs-string">"user_id_sketch"</span> |
| } |
| }, |
| { |
| <span class="hljs-attr">"type"</span> : <span class="hljs-string">"filtered"</span>, |
| <span class="hljs-attr">"filter"</span> : { |
| <span class="hljs-attr">"type"</span> : <span class="hljs-string">"selector"</span>, |
| <span class="hljs-attr">"dimension"</span> : <span class="hljs-string">"product"</span>, |
| <span class="hljs-attr">"value"</span> : <span class="hljs-string">"B"</span> |
| }, |
| <span class="hljs-attr">"aggregator"</span> : { |
| <span class="hljs-attr">"type"</span>: <span class="hljs-string">"thetaSketch"</span>, <span class="hljs-attr">"name"</span>: <span class="hljs-string">"B_unique_users"</span>, <span class="hljs-attr">"fieldName"</span>: <span class="hljs-string">"user_id_sketch"</span> |
| } |
| } |
| ], |
| <span class="hljs-attr">"postAggregations"</span>: [ |
| { |
| <span class="hljs-attr">"type"</span>: <span class="hljs-string">"thetaSketchEstimate"</span>, |
| <span class="hljs-attr">"name"</span>: <span class="hljs-string">"final_unique_users"</span>, |
| <span class="hljs-attr">"field"</span>: |
| { |
| <span class="hljs-attr">"type"</span>: <span class="hljs-string">"thetaSketchSetOp"</span>, |
| <span class="hljs-attr">"name"</span>: <span class="hljs-string">"final_unique_users_sketch"</span>, |
| <span class="hljs-attr">"func"</span>: <span class="hljs-string">"INTERSECT"</span>, |
| <span class="hljs-attr">"fields"</span>: [ |
| { |
| <span class="hljs-attr">"type"</span>: <span class="hljs-string">"fieldAccess"</span>, |
| <span class="hljs-attr">"fieldName"</span>: <span class="hljs-string">"A_unique_users"</span> |
| }, |
| { |
| <span class="hljs-attr">"type"</span>: <span class="hljs-string">"fieldAccess"</span>, |
| <span class="hljs-attr">"fieldName"</span>: <span class="hljs-string">"B_unique_users"</span> |
| } |
| ] |
| } |
| } |
| ], |
| <span class="hljs-attr">"intervals"</span>: [ |
| <span class="hljs-string">"2014-10-19T00:00:00.000Z/2014-10-22T00:00:00.000Z"</span> |
| ] |
| } |
| </code></pre> |
| <h3><a class="anchor" aria-hidden="true" id="retention-analysis-example"></a><a href="#retention-analysis-example" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Retention analysis example</h3> |
| <p>Suppose you want to answer a question like, "How many unique users performed a specific action in a particular time period and also performed another specific action in a different time period?"</p> |
| <p>e.g., "How many unique users signed up in week 1, and purchased something in week 2?"</p> |
| <p>Using the <code>(timestamp, product, user_id)</code> example dataset, data would be indexed with the following aggregator, like in the example above:</p> |
| <pre><code class="hljs css language-json">{ <span class="hljs-attr">"type"</span>: <span class="hljs-string">"thetaSketch"</span>, <span class="hljs-attr">"name"</span>: <span class="hljs-string">"user_id_sketch"</span>, <span class="hljs-attr">"fieldName"</span>: <span class="hljs-string">"user_id"</span> } |
| </code></pre> |
| <p>The following query expresses:</p> |
| <p>"Out of the unique users who visited Product A between 10/01/2014 and 10/07/2014, how many visited Product A again in the week of 10/08/2014 to 10/14/2014?"</p> |
| <pre><code class="hljs css language-json">{ |
| <span class="hljs-attr">"queryType"</span>: <span class="hljs-string">"groupBy"</span>, |
| <span class="hljs-attr">"dataSource"</span>: <span class="hljs-string">"test_datasource"</span>, |
| <span class="hljs-attr">"granularity"</span>: <span class="hljs-string">"ALL"</span>, |
| <span class="hljs-attr">"dimensions"</span>: [], |
| <span class="hljs-attr">"filter"</span>: { |
| <span class="hljs-attr">"type"</span>: <span class="hljs-string">"or"</span>, |
| <span class="hljs-attr">"fields"</span>: [ |
| {<span class="hljs-attr">"type"</span>: <span class="hljs-string">"selector"</span>, <span class="hljs-attr">"dimension"</span>: <span class="hljs-string">"product"</span>, <span class="hljs-attr">"value"</span>: <span class="hljs-string">"A"</span>} |
| ] |
| }, |
| <span class="hljs-attr">"aggregations"</span>: [ |
| { |
| <span class="hljs-attr">"type"</span> : <span class="hljs-string">"filtered"</span>, |
| <span class="hljs-attr">"filter"</span> : { |
| <span class="hljs-attr">"type"</span> : <span class="hljs-string">"and"</span>, |
| <span class="hljs-attr">"fields"</span> : [ |
| { |
| <span class="hljs-attr">"type"</span> : <span class="hljs-string">"selector"</span>, |
| <span class="hljs-attr">"dimension"</span> : <span class="hljs-string">"product"</span>, |
| <span class="hljs-attr">"value"</span> : <span class="hljs-string">"A"</span> |
| }, |
| { |
| <span class="hljs-attr">"type"</span> : <span class="hljs-string">"interval"</span>, |
| <span class="hljs-attr">"dimension"</span> : <span class="hljs-string">"__time"</span>, |
| <span class="hljs-attr">"intervals"</span> : [<span class="hljs-string">"2014-10-01T00:00:00.000Z/2014-10-07T00:00:00.000Z"</span>] |
| } |
| ] |
| }, |
| <span class="hljs-attr">"aggregator"</span> : { |
| <span class="hljs-attr">"type"</span>: <span class="hljs-string">"thetaSketch"</span>, <span class="hljs-attr">"name"</span>: <span class="hljs-string">"A_unique_users_week_1"</span>, <span class="hljs-attr">"fieldName"</span>: <span class="hljs-string">"user_id_sketch"</span> |
| } |
| }, |
| { |
| <span class="hljs-attr">"type"</span> : <span class="hljs-string">"filtered"</span>, |
| <span class="hljs-attr">"filter"</span> : { |
| <span class="hljs-attr">"type"</span> : <span class="hljs-string">"and"</span>, |
| <span class="hljs-attr">"fields"</span> : [ |
| { |
| <span class="hljs-attr">"type"</span> : <span class="hljs-string">"selector"</span>, |
| <span class="hljs-attr">"dimension"</span> : <span class="hljs-string">"product"</span>, |
| <span class="hljs-attr">"value"</span> : <span class="hljs-string">"A"</span> |
| }, |
| { |
| <span class="hljs-attr">"type"</span> : <span class="hljs-string">"interval"</span>, |
| <span class="hljs-attr">"dimension"</span> : <span class="hljs-string">"__time"</span>, |
| <span class="hljs-attr">"intervals"</span> : [<span class="hljs-string">"2014-10-08T00:00:00.000Z/2014-10-14T00:00:00.000Z"</span>] |
| } |
| ] |
| }, |
| <span class="hljs-attr">"aggregator"</span> : { |
| <span class="hljs-attr">"type"</span>: <span class="hljs-string">"thetaSketch"</span>, <span class="hljs-attr">"name"</span>: <span class="hljs-string">"A_unique_users_week_2"</span>, <span class="hljs-attr">"fieldName"</span>: <span class="hljs-string">"user_id_sketch"</span> |
| } |
| }, |
| ], |
| <span class="hljs-attr">"postAggregations"</span>: [ |
| { |
| <span class="hljs-attr">"type"</span>: <span class="hljs-string">"thetaSketchEstimate"</span>, |
| <span class="hljs-attr">"name"</span>: <span class="hljs-string">"final_unique_users"</span>, |
| <span class="hljs-attr">"field"</span>: |
| { |
| <span class="hljs-attr">"type"</span>: <span class="hljs-string">"thetaSketchSetOp"</span>, |
| <span class="hljs-attr">"name"</span>: <span class="hljs-string">"final_unique_users_sketch"</span>, |
| <span class="hljs-attr">"func"</span>: <span class="hljs-string">"INTERSECT"</span>, |
| <span class="hljs-attr">"fields"</span>: [ |
| { |
| <span class="hljs-attr">"type"</span>: <span class="hljs-string">"fieldAccess"</span>, |
| <span class="hljs-attr">"fieldName"</span>: <span class="hljs-string">"A_unique_users_week_1"</span> |
| }, |
| { |
| <span class="hljs-attr">"type"</span>: <span class="hljs-string">"fieldAccess"</span>, |
| <span class="hljs-attr">"fieldName"</span>: <span class="hljs-string">"A_unique_users_week_2"</span> |
| } |
| ] |
| } |
| } |
| ], |
| <span class="hljs-attr">"intervals"</span>: [<span class="hljs-string">"2014-10-01T00:00:00.000Z/2014-10-14T00:00:00.000Z"</span>] |
| } |
| </code></pre> |
| </span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/latest/development/extensions-core/datasketches-quantiles.html"><span class="arrow-prev">← </span><span class="function-name-prevnext">DataSketches Quantiles Sketch module</span></a><a class="docs-next button" href="/docs/latest/development/extensions-core/datasketches-tuple.html"><span class="function-name-prevnext">DataSketches Tuple Sketch module</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#aggregator">Aggregator</a></li><li><a href="#post-aggregators">Post aggregators</a><ul class="toc-headings"><li><a href="#sketch-estimator">Sketch estimator</a></li><li><a href="#sketch-operations">Sketch operations</a></li><li><a href="#sketch-summary">Sketch summary</a></li><li><a href="#constant-theta-sketch">Constant Theta Sketch</a></li><li><a href="#example-using-a-constant-theta-sketch">Example using a constant Theta Sketch</a></li></ul></li><li><a href="#examples">Examples</a><ul class="toc-headings"><li><a href="#retention-analysis-example">Retention analysis example</a></li></ul></li></ul></nav></div><footer class="nav-footer druid-footer" id="footer"><div class="container"><div class="text-center"><p><a href="/technology">Technology</a> · <a href="/use-cases">Use Cases</a> · <a href="/druid-powered">Powered by Druid</a> · <a href="/docs/latest/">Docs</a> · <a href="/community/">Community</a> · <a href="/downloads.html">Download</a> · <a href="/faq">FAQ</a></p></div><div class="text-center"><a title="Join the user group" href="https://groups.google.com/forum/#!forum/druid-user" target="_blank"><span class="fa fa-comments"></span></a> · <a title="Follow Druid" href="https://twitter.com/druidio" target="_blank"><span class="fab fa-twitter"></span></a> · <a title="Download via Apache" href="https://www.apache.org/dyn/closer.cgi?path=/incubator/druid/{{ site.druid_versions[0].versions[0].version }}/apache-druid-{{ site.druid_versions[0].versions[0].version }}-bin.tar.gz" target="_blank"><span class="fas fa-feather"></span></a> · <a title="GitHub" href="https://github.com/apache/druid" target="_blank"><span class="fab fa-github"></span></a></div><div class="text-center license">Copyright © 2022 <a href="https://www.apache.org/" target="_blank">Apache Software Foundation</a>.<br/>Except where otherwise noted, licensed under <a rel="license" href="http://creativecommons.org/licenses/by-sa/4.0/">CC BY-SA 4.0</a>.<br/>Apache Druid, Druid, and the Druid logo are either registered trademarks or trademarks of The Apache Software Foundation in the United States and other countries.</div></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/npm/docsearch.js@2/dist/cdn/docsearch.min.js"></script><script> |
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